id	sid	tid	token	lemma	pos
brj-24039	1	1	peer	peer	NOUN
brj-24039	1	2	-	-	PUNCT
brj-24039	1	3	review	review	NOUN
brj-24039	1	4	article	article	NOUN
brj-24039	1	5	peer	peer	NOUN
brj-24039	1	6	-	-	PUNCT
brj-24039	1	7	reviewed	review	VERB
brj-24039	1	8	review	review	NOUN
brj-24039	1	9	article	article	NOUN
brj-24039	1	10	bioresources.cnr.ncsu.edu	bioresources.cnr.ncsu.edu	ADP
brj-24039	1	11	palanisamy	palanisamy	PROPN
brj-24039	1	12	et	et	PROPN
brj-24039	1	13	al	al	PROPN
brj-24039	1	14	.	.	PROPN
brj-24039	1	15	(	(	PUNCT
brj-24039	1	16	2025	2025	NUM
brj-24039	1	17	)	)	PUNCT
brj-24039	1	18	.	.	PUNCT
brj-24039	2	1	“	"	PUNCT
brj-24039	2	2	computers	computer	NOUN
brj-24039	2	3	&	&	CCONJ
brj-24039	2	4	composites	composite	NOUN
brj-24039	2	5	,	,	PUNCT
brj-24039	2	6	”	"	PUNCT
brj-24039	2	7	bioresources	bioresource	VERB
brj-24039	2	8	20(1	20(1	NUM
brj-24039	2	9	)	)	PUNCT
brj-24039	2	10	,	,	PUNCT
brj-24039	2	11	2321	2321	NUM
brj-24039	2	12	-	-	SYM
brj-24039	2	13	2345	2345	NUM
brj-24039	2	14	.	.	PUNCT
brj-24039	3	1	2321	2321	NUM
brj-24039	3	2	machine	machine	NOUN
brj-24039	3	3	learning	learn	VERB
brj-24039	3	4	approaches	approach	NOUN
brj-24039	3	5	to	to	ADP
brj-24039	3	6	natural	natural	ADJ
brj-24039	3	7	fiber	fiber	NOUN
brj-24039	3	8	composites	composite	NOUN
brj-24039	3	9	:	:	PUNCT
brj-24039	3	10	a	a	DET
brj-24039	3	11	review	review	NOUN
brj-24039	3	12	of	of	ADP
brj-24039	3	13	methodologies	methodology	NOUN
brj-24039	3	14	and	and	CCONJ
brj-24039	3	15	applications	application	NOUN
brj-24039	3	16	sivasubramanian	sivasubramanian	ADJ
brj-24039	3	17	palanisamy	palanisamy	NOUN
brj-24039	3	18	,	,	PUNCT
brj-24039	3	19	a	a	DET
brj-24039	3	20	,	,	PUNCT
brj-24039	3	21	*	*	PUNCT
brj-24039	3	22	nadir	nadir	NOUN
brj-24039	3	23	ayrilmis	ayrilmis	NOUN
brj-24039	3	24	,	,	PUNCT
brj-24039	3	25	b	b	PROPN
brj-24039	3	26	kumar	kumar	PROPN
brj-24039	3	27	sureshkumar	sureshkumar	PROPN
brj-24039	3	28	,	,	PUNCT
brj-24039	3	29	c	c	PROPN
brj-24039	3	30	carlo	carlo	PROPN
brj-24039	3	31	santulli	santulli	PROPN
brj-24039	3	32	,	,	PUNCT
brj-24039	3	33	d	d	PROPN
brj-24039	3	34	tabrej	tabrej	PROPN
brj-24039	3	35	khan	khan	PROPN
brj-24039	3	36	,	,	PUNCT
brj-24039	3	37	e	e	PROPN
brj-24039	3	38	,	,	PUNCT
brj-24039	3	39	*	*	PUNCT
brj-24039	3	40	harri	harri	PROPN
brj-24039	3	41	junaedi	junaedi	PROPN
brj-24039	3	42	,	,	PUNCT
brj-24039	3	43	e	e	NOUN
brj-24039	3	44	and	and	CCONJ
brj-24039	3	45	tamer	tame	ADJ
brj-24039	3	46	a.	a.	NOUN
brj-24039	3	47	sebaey	sebaey	PROPN
brj-24039	3	48	,	,	PUNCT
brj-24039	3	49	e	e	X
brj-24039	3	50	,	,	PUNCT
brj-24039	3	51	f	f	PROPN
brj-24039	3	52	in	in	ADP
brj-24039	3	53	recent	recent	ADJ
brj-24039	3	54	years	year	NOUN
brj-24039	3	55	,	,	PUNCT
brj-24039	3	56	the	the	DET
brj-24039	3	57	process	process	NOUN
brj-24039	3	58	of	of	ADP
brj-24039	3	59	optimizing	optimize	VERB
brj-24039	3	60	the	the	DET
brj-24039	3	61	design	design	NOUN
brj-24039	3	62	of	of	ADP
brj-24039	3	63	natural	natural	ADJ
brj-24039	3	64	fiber	fiber	NOUN
brj-24039	3	65	reinforcement	reinforcement	NOUN
brj-24039	3	66	in	in	ADP
brj-24039	3	67	natural	natural	ADJ
brj-24039	3	68	fiber	fiber	NOUN
brj-24039	3	69	composites	composite	NOUN
brj-24039	3	70	(	(	PUNCT
brj-24039	3	71	nfcs	nfc	NOUN
brj-24039	3	72	)	)	PUNCT
brj-24039	3	73	with	with	ADP
brj-24039	3	74	distinct	distinct	ADJ
brj-24039	3	75	properties	property	NOUN
brj-24039	3	76	has	have	AUX
brj-24039	3	77	been	be	AUX
brj-24039	3	78	redefined	redefine	VERB
brj-24039	3	79	through	through	ADP
brj-24039	3	80	the	the	DET
brj-24039	3	81	application	application	NOUN
brj-24039	3	82	of	of	ADP
brj-24039	3	83	machine	machine	NOUN
brj-24039	3	84	learning	learning	NOUN
brj-24039	3	85	(	(	PUNCT
brj-24039	3	86	ml	ml	NOUN
brj-24039	3	87	)	)	PUNCT
brj-24039	3	88	.	.	PUNCT
brj-24039	4	1	this	this	DET
brj-24039	4	2	work	work	NOUN
brj-24039	4	3	elucidates	elucidate	VERB
brj-24039	4	4	the	the	DET
brj-24039	4	5	functions	function	NOUN
brj-24039	4	6	of	of	ADP
brj-24039	4	7	the	the	DET
brj-24039	4	8	types	type	NOUN
brj-24039	4	9	and	and	CCONJ
brj-24039	4	10	applications	application	NOUN
brj-24039	4	11	of	of	ADP
brj-24039	4	12	the	the	DET
brj-24039	4	13	ml	ml	NOUN
brj-24039	4	14	algorithms	algorithm	NOUN
brj-24039	4	15	and	and	CCONJ
brj-24039	4	16	evolutionary	evolutionary	ADJ
brj-24039	4	17	computing	computing	NOUN
brj-24039	4	18	techniques	technique	NOUN
brj-24039	4	19	,	,	PUNCT
brj-24039	4	20	with	with	ADP
brj-24039	4	21	a	a	DET
brj-24039	4	22	particular	particular	ADJ
brj-24039	4	23	focus	focus	NOUN
brj-24039	4	24	on	on	ADP
brj-24039	4	25	their	their	PRON
brj-24039	4	26	applicability	applicability	NOUN
brj-24039	4	27	within	within	ADP
brj-24039	4	28	the	the	DET
brj-24039	4	29	domain	domain	NOUN
brj-24039	4	30	of	of	ADP
brj-24039	4	31	nfcs	nfc	NOUN
brj-24039	4	32	.	.	PUNCT
brj-24039	5	1	moreover	moreover	ADV
brj-24039	5	2	,	,	PUNCT
brj-24039	5	3	the	the	DET
brj-24039	5	4	solution	solution	NOUN
brj-24039	5	5	methodologies	methodology	NOUN
brj-24039	5	6	and	and	CCONJ
brj-24039	5	7	associated	associated	ADJ
brj-24039	5	8	databases	database	NOUN
brj-24039	5	9	were	be	AUX
brj-24039	5	10	employed	employ	VERB
brj-24039	5	11	throughout	throughout	ADP
brj-24039	5	12	various	various	ADJ
brj-24039	5	13	stages	stage	NOUN
brj-24039	5	14	of	of	ADP
brj-24039	5	15	the	the	DET
brj-24039	5	16	product	product	NOUN
brj-24039	5	17	development	development	NOUN
brj-24039	5	18	journey	journey	NOUN
brj-24039	5	19	,	,	PUNCT
brj-24039	5	20	from	from	ADP
brj-24039	5	21	the	the	DET
brj-24039	5	22	raw	raw	ADJ
brj-24039	5	23	material	material	NOUN
brj-24039	5	24	selection	selection	NOUN
brj-24039	5	25	through	through	ADP
brj-24039	5	26	the	the	DET
brj-24039	5	27	final	final	ADJ
brj-24039	5	28	end	end	NOUN
brj-24039	5	29	-	-	PUNCT
brj-24039	5	30	use	use	NOUN
brj-24039	5	31	application	application	NOUN
brj-24039	5	32	for	for	ADP
brj-24039	5	33	the	the	DET
brj-24039	5	34	nfcs	nfc	NOUN
brj-24039	5	35	.	.	PUNCT
brj-24039	6	1	the	the	DET
brj-24039	6	2	strengths	strength	NOUN
brj-24039	6	3	and	and	CCONJ
brj-24039	6	4	limitations	limitation	NOUN
brj-24039	6	5	of	of	ADP
brj-24039	6	6	the	the	DET
brj-24039	6	7	ml	ml	NOUN
brj-24039	6	8	in	in	ADP
brj-24039	6	9	the	the	DET
brj-24039	6	10	nfcs	nfcs	ADJ
brj-24039	6	11	industry	industry	NOUN
brj-24039	6	12	,	,	PUNCT
brj-24039	6	13	together	together	ADV
brj-24039	6	14	with	with	ADP
brj-24039	6	15	relevant	relevant	ADJ
brj-24039	6	16	challenges	challenge	NOUN
brj-24039	6	17	,	,	PUNCT
brj-24039	6	18	such	such	ADJ
brj-24039	6	19	as	as	ADP
brj-24039	6	20	interpretability	interpretability	NOUN
brj-24039	6	21	of	of	ADP
brj-24039	6	22	ml	ml	NOUN
brj-24039	6	23	models	model	NOUN
brj-24039	6	24	,	,	PUNCT
brj-24039	6	25	in	in	ADP
brj-24039	6	26	materials	material	NOUN
brj-24039	6	27	science	science	NOUN
brj-24039	6	28	was	be	AUX
brj-24039	6	29	detailed	detail	VERB
brj-24039	6	30	.	.	PUNCT
brj-24039	7	1	finally	finally	ADV
brj-24039	7	2	,	,	PUNCT
brj-24039	7	3	future	future	ADJ
brj-24039	7	4	directions	direction	NOUN
brj-24039	7	5	and	and	CCONJ
brj-24039	7	6	emerging	emerge	VERB
brj-24039	7	7	trends	trend	NOUN
brj-24039	7	8	in	in	ADP
brj-24039	7	9	the	the	DET
brj-24039	7	10	ml	ml	NOUN
brj-24039	7	11	are	be	AUX
brj-24039	7	12	discussed	discuss	VERB
brj-24039	7	13	.	.	PUNCT
brj-24039	8	1	doi	doi	NOUN
brj-24039	8	2	:	:	PUNCT
brj-24039	8	3	10.15376	10.15376	NUM
brj-24039	8	4	/	/	SYM
brj-24039	8	5	biores.20.1.palanisamy	biores.20.1.palanisamy	NOUN
brj-24039	8	6	keywords	keyword	NOUN
brj-24039	8	7	:	:	PUNCT
brj-24039	8	8	machine	machine	NOUN
brj-24039	8	9	learning	learning	NOUN
brj-24039	8	10	;	;	PUNCT
brj-24039	8	11	natural	natural	ADJ
brj-24039	8	12	fiber	fiber	NOUN
brj-24039	8	13	composites	composite	NOUN
brj-24039	8	14	;	;	PUNCT
brj-24039	8	15	deep	deep	ADJ
brj-24039	8	16	learning	learning	NOUN
brj-24039	8	17	;	;	PUNCT
brj-24039	8	18	stacking	stack	VERB
brj-24039	8	19	sequences	sequence	NOUN
brj-24039	8	20	contact	contact	NOUN
brj-24039	8	21	information	information	NOUN
brj-24039	8	22	:	:	PUNCT
brj-24039	8	23	a	a	DET
brj-24039	8	24	:	:	PUNCT
brj-24039	8	25	department	department	NOUN
brj-24039	8	26	of	of	ADP
brj-24039	8	27	mechanical	mechanical	ADJ
brj-24039	8	28	engineering	engineering	NOUN
brj-24039	8	29	,	,	PUNCT
brj-24039	8	30	ptr	ptr	PROPN
brj-24039	8	31	college	college	PROPN
brj-24039	8	32	of	of	ADP
brj-24039	8	33	engineering	engineering	NOUN
brj-24039	8	34	and	and	CCONJ
brj-24039	8	35	technology	technology	NOUN
brj-24039	8	36	,	,	PUNCT
brj-24039	8	37	austinpatti	austinpatti	PROPN
brj-24039	8	38	,	,	PUNCT
brj-24039	8	39	madurai	madurai	NOUN
brj-24039	8	40	,	,	PUNCT
brj-24039	8	41	625008	625008	NUM
brj-24039	8	42	,	,	PUNCT
brj-24039	8	43	tamil	tamil	PROPN
brj-24039	8	44	nadu	nadu	PROPN
brj-24039	8	45	,	,	PUNCT
brj-24039	8	46	india	india	PROPN
brj-24039	8	47	;	;	PUNCT
brj-24039	8	48	b	b	X
brj-24039	8	49	:	:	PUNCT
brj-24039	8	50	department	department	NOUN
brj-24039	8	51	of	of	ADP
brj-24039	8	52	wood	wood	NOUN
brj-24039	8	53	mechanics	mechanic	NOUN
brj-24039	8	54	and	and	CCONJ
brj-24039	8	55	technology	technology	NOUN
brj-24039	8	56	,	,	PUNCT
brj-24039	8	57	faculty	faculty	NOUN
brj-24039	8	58	of	of	ADP
brj-24039	8	59	forestry	forestry	NOUN
brj-24039	8	60	,	,	PUNCT
brj-24039	8	61	istanbul	istanbul	PROPN
brj-24039	8	62	university	university	PROPN
brj-24039	8	63	–	–	PUNCT
brj-24039	8	64	cerrahpasa	cerrahpasa	PROPN
brj-24039	8	65	,	,	PUNCT
brj-24039	8	66	bahcekoy	bahcekoy	NOUN
brj-24039	8	67	,	,	PUNCT
brj-24039	8	68	sariyer	sariyer	NOUN
brj-24039	8	69	,	,	PUNCT
brj-24039	8	70	34473	34473	NUM
brj-24039	8	71	,	,	PUNCT
brj-24039	8	72	istanbul	istanbul	PROPN
brj-24039	8	73	,	,	PUNCT
brj-24039	8	74	turkey	turkey	PROPN
brj-24039	8	75	;	;	PUNCT
brj-24039	8	76	c	c	X
brj-24039	8	77	:	:	PUNCT
brj-24039	8	78	dept	dept	NOUN
brj-24039	8	79	.	.	PROPN
brj-24039	8	80	of	of	ADP
brj-24039	8	81	electronics	electronic	NOUN
brj-24039	8	82	and	and	CCONJ
brj-24039	8	83	communication	communication	NOUN
brj-24039	8	84	engineering	engineering	NOUN
brj-24039	9	1	koneru	koneru	PROPN
brj-24039	9	2	lakshmaiah	lakshmaiah	PROPN
brj-24039	9	3	education	education	PROPN
brj-24039	9	4	foundation	foundation	PROPN
brj-24039	9	5	vaddeswaram	vaddeswaram	PROPN
brj-24039	9	6	,	,	PUNCT
brj-24039	9	7	guntur	guntur	PROPN
brj-24039	9	8	district	district	NOUN
brj-24039	9	9	522	522	NUM
brj-24039	9	10	302	302	NUM
brj-24039	9	11	andhra	andhra	PROPN
brj-24039	9	12	pradesh	pradesh	PROPN
brj-24039	9	13	,	,	PUNCT
brj-24039	9	14	india	india	PROPN
brj-24039	9	15	;	;	PUNCT
brj-24039	9	16	d	d	X
brj-24039	9	17	:	:	PUNCT
brj-24039	9	18	school	school	NOUN
brj-24039	9	19	of	of	ADP
brj-24039	9	20	science	science	NOUN
brj-24039	9	21	and	and	CCONJ
brj-24039	9	22	technology	technology	NOUN
brj-24039	9	23	,	,	PUNCT
brj-24039	9	24	università	università	PROPN
brj-24039	9	25	di	di	PROPN
brj-24039	9	26	camerino	camerino	PROPN
brj-24039	9	27	,	,	PUNCT
brj-24039	9	28	62032	62032	NUM
brj-24039	9	29	camerino	camerino	PROPN
brj-24039	9	30	,	,	PUNCT
brj-24039	9	31	italy	italy	PROPN
brj-24039	9	32	:	:	PUNCT
brj-24039	10	1	e	e	X
brj-24039	10	2	:	:	PUNCT
brj-24039	10	3	department	department	NOUN
brj-24039	10	4	of	of	ADP
brj-24039	10	5	engineering	engineering	NOUN
brj-24039	10	6	and	and	CCONJ
brj-24039	10	7	management	management	NOUN
brj-24039	10	8	,	,	PUNCT
brj-24039	10	9	college	college	NOUN
brj-24039	10	10	of	of	ADP
brj-24039	10	11	engineering	engineering	NOUN
brj-24039	10	12	,	,	PUNCT
brj-24039	10	13	prince	prince	PROPN
brj-24039	10	14	sultan	sultan	PROPN
brj-24039	10	15	university	university	PROPN
brj-24039	10	16	,	,	PUNCT
brj-24039	10	17	riyadh	riyadh	NOUN
brj-24039	10	18	,	,	PUNCT
brj-24039	10	19	11586	11586	NUM
brj-24039	10	20	,	,	PUNCT
brj-24039	10	21	saudi	saudi	PROPN
brj-24039	10	22	arabia	arabia	PROPN
brj-24039	10	23	;	;	PUNCT
brj-24039	10	24	f	f	X
brj-24039	10	25	:	:	PUNCT
brj-24039	10	26	department	department	NOUN
brj-24039	10	27	of	of	ADP
brj-24039	10	28	mechanical	mechanical	ADJ
brj-24039	10	29	design	design	NOUN
brj-24039	10	30	and	and	CCONJ
brj-24039	10	31	production	production	NOUN
brj-24039	10	32	engineering	engineering	NOUN
brj-24039	10	33	,	,	PUNCT
brj-24039	10	34	faculty	faculty	NOUN
brj-24039	10	35	of	of	ADP
brj-24039	10	36	engineering	engineering	PROPN
brj-24039	10	37	,	,	PUNCT
brj-24039	10	38	zagazig	zagazig	PROPN
brj-24039	10	39	university	university	PROPN
brj-24039	10	40	,	,	PUNCT
brj-24039	10	41	zagazig	zagazig	PROPN
brj-24039	10	42	44519	44519	NUM
brj-24039	10	43	,	,	PUNCT
brj-24039	10	44	sharkia	sharkia	PROPN
brj-24039	10	45	,	,	PUNCT
brj-24039	10	46	egypt	egypt	PROPN
brj-24039	10	47	;	;	PUNCT
brj-24039	10	48	*	*	PUNCT
brj-24039	10	49	corresponding	correspond	VERB
brj-24039	10	50	authors	author	NOUN
brj-24039	10	51	:	:	PUNCT
brj-24039	10	52	sivaresearch948@gmail.com	sivaresearch948@gmail.com	NUM
brj-24039	10	53	;	;	PUNCT
brj-24039	10	54	tkhan@psu.edu.sa	tkhan@psu.edu.sa	NOUN
brj-24039	10	55	introduction	introduction	NOUN
brj-24039	10	56	overview	overview	NOUN
brj-24039	10	57	of	of	ADP
brj-24039	10	58	natural	natural	ADJ
brj-24039	10	59	fiber	fiber	NOUN
brj-24039	10	60	composites	composite	NOUN
brj-24039	10	61	(	(	PUNCT
brj-24039	10	62	nfcs	nfc	NOUN
brj-24039	10	63	)	)	PUNCT
brj-24039	10	64	and	and	CCONJ
brj-24039	10	65	their	their	PRON
brj-24039	10	66	significance	significance	NOUN
brj-24039	10	67	in	in	ADP
brj-24039	10	68	materials	material	NOUN
brj-24039	10	69	science	science	NOUN
brj-24039	10	70	natural	natural	ADJ
brj-24039	10	71	fiber	fiber	NOUN
brj-24039	10	72	composites	composite	NOUN
brj-24039	10	73	(	(	PUNCT
brj-24039	10	74	nfcs	nfc	NOUN
brj-24039	10	75	)	)	PUNCT
brj-24039	10	76	are	be	AUX
brj-24039	10	77	advanced	advanced	ADJ
brj-24039	10	78	materials	material	NOUN
brj-24039	10	79	that	that	PRON
brj-24039	10	80	combine	combine	VERB
brj-24039	10	81	a	a	DET
brj-24039	10	82	polymer	polymer	NOUN
brj-24039	10	83	matrix	matrix	NOUN
brj-24039	10	84	—	—	PUNCT
brj-24039	10	85	thermoset	thermoset	NOUN
brj-24039	10	86	or	or	CCONJ
brj-24039	10	87	thermoplastic	thermoplastic	NOUN
brj-24039	10	88	—	—	PUNCT
brj-24039	10	89	with	with	ADP
brj-24039	10	90	reinforcing	reinforce	VERB
brj-24039	10	91	materials	material	NOUN
brj-24039	10	92	of	of	ADP
brj-24039	10	93	lignocellulosic	lignocellulosic	ADJ
brj-24039	10	94	or	or	CCONJ
brj-24039	10	95	biogenic	biogenic	ADJ
brj-24039	10	96	ceramic	ceramic	ADJ
brj-24039	10	97	nature	nature	NOUN
brj-24039	10	98	,	,	PUNCT
brj-24039	10	99	in	in	ADP
brj-24039	10	100	geometries	geometry	NOUN
brj-24039	10	101	that	that	PRON
brj-24039	10	102	include	include	VERB
brj-24039	10	103	fibers	fiber	NOUN
brj-24039	10	104	or	or	CCONJ
brj-24039	10	105	less	less	ADJ
brj-24039	10	106	elongated	elongated	ADJ
brj-24039	10	107	fillers	filler	NOUN
brj-24039	10	108	,	,	PUNCT
brj-24039	10	109	normally	normally	ADV
brj-24039	10	110	defined	define	VERB
brj-24039	10	111	as	as	ADP
brj-24039	10	112	“	"	PUNCT
brj-24039	10	113	particles	particle	NOUN
brj-24039	10	114	”	"	PUNCT
brj-24039	10	115	,	,	PUNCT
brj-24039	10	116	in	in	ADP
brj-24039	10	117	a	a	DET
brj-24039	10	118	micrometric	micrometric	ADJ
brj-24039	10	119	or	or	CCONJ
brj-24039	10	120	nanometric	nanometric	ADJ
brj-24039	10	121	size	size	NOUN
brj-24039	10	122	to	to	PART
brj-24039	10	123	achieve	achieve	VERB
brj-24039	10	124	enhanced	enhanced	ADJ
brj-24039	10	125	properties	property	NOUN
brj-24039	10	126	tailored	tailor	VERB
brj-24039	10	127	to	to	ADP
brj-24039	10	128	specific	specific	ADJ
brj-24039	10	129	applications	application	NOUN
brj-24039	10	130	(	(	PUNCT
brj-24039	10	131	palanisamy	palanisamy	NOUN
brj-24039	10	132	et	et	PROPN
brj-24039	10	133	al	al	PROPN
brj-24039	10	134	.	.	PROPN
brj-24039	10	135	2022a	2022a	NUM
brj-24039	10	136	;	;	PUNCT
brj-24039	10	137	seydibeyoğlu	seydibeyoğlu	NOUN
brj-24039	10	138	et	et	PROPN
brj-24039	10	139	al	al	PROPN
brj-24039	10	140	.	.	PROPN
brj-24039	10	141	2023	2023	NUM
brj-24039	10	142	;	;	PUNCT
brj-24039	10	143	palaniappan	palaniappan	PROPN
brj-24039	10	144	et	et	PROPN
brj-24039	10	145	al	al	PROPN
brj-24039	10	146	.	.	PROPN
brj-24039	10	147	2024c	2024c	NUM
brj-24039	10	148	)	)	PUNCT
brj-24039	10	149	.	.	PUNCT
brj-24039	11	1	these	these	DET
brj-24039	11	2	materials	material	NOUN
brj-24039	11	3	have	have	VERB
brj-24039	11	4	the	the	DET
brj-24039	11	5	potential	potential	NOUN
brj-24039	11	6	to	to	PART
brj-24039	11	7	be	be	AUX
brj-24039	11	8	pivotal	pivotal	ADJ
brj-24039	11	9	in	in	ADP
brj-24039	11	10	modern	modern	ADJ
brj-24039	11	11	materials	material	NOUN
brj-24039	11	12	science	science	NOUN
brj-24039	11	13	due	due	ADP
brj-24039	11	14	to	to	ADP
brj-24039	11	15	their	their	PRON
brj-24039	11	16	versatility	versatility	NOUN
brj-24039	11	17	,	,	PUNCT
brj-24039	11	18	by	by	ADP
brj-24039	11	19	ultimately	ultimately	ADV
brj-24039	11	20	offering	offer	VERB
brj-24039	11	21	a	a	DET
brj-24039	11	22	unique	unique	ADJ
brj-24039	11	23	blend	blend	NOUN
brj-24039	11	24	of	of	ADP
brj-24039	11	25	characteristics	characteristic	NOUN
brj-24039	11	26	,	,	PUNCT
brj-24039	11	27	which	which	PRON
brj-24039	11	28	surpass	surpass	VERB
brj-24039	11	29	those	those	PRON
brj-24039	11	30	of	of	ADP
brj-24039	11	31	their	their	PRON
brj-24039	11	32	individual	individual	ADJ
brj-24039	11	33	components	component	NOUN
brj-24039	11	34	(	(	PUNCT
brj-24039	11	35	jagadeesh	jagadeesh	PROPN
brj-24039	11	36	et	et	PROPN
brj-24039	11	37	al	al	PROPN
brj-24039	11	38	.	.	PROPN
brj-24039	11	39	2022	2022	NUM
brj-24039	11	40	;	;	PUNCT
brj-24039	11	41	ayrilmis	ayrilmis	PROPN
brj-24039	11	42	et	et	PROPN
brj-24039	11	43	al	al	PROPN
brj-24039	11	44	.	.	PROPN
brj-24039	11	45	2024	2024	NUM
brj-24039	11	46	)	)	PUNCT
brj-24039	11	47	.	.	PUNCT
brj-24039	12	1	the	the	DET
brj-24039	12	2	selection	selection	NOUN
brj-24039	12	3	of	of	ADP
brj-24039	12	4	polymer	polymer	NOUN
brj-24039	12	5	matrix	matrix	NOUN
brj-24039	12	6	and	and	CCONJ
brj-24039	12	7	reinforcement	reinforcement	NOUN
brj-24039	12	8	type	type	NOUN
brj-24039	12	9	allows	allow	VERB
brj-24039	12	10	engineers	engineer	NOUN
brj-24039	12	11	to	to	PART
brj-24039	12	12	optimize	optimize	VERB
brj-24039	12	13	properties	property	NOUN
brj-24039	12	14	,	,	PUNCT
brj-24039	12	15	such	such	ADJ
brj-24039	12	16	as	as	ADP
brj-24039	12	17	strength	strength	NOUN
brj-24039	12	18	,	,	PUNCT
brj-24039	12	19	stiffness	stiffness	NOUN
brj-24039	12	20	,	,	PUNCT
brj-24039	12	21	durability	durability	NOUN
brj-24039	12	22	,	,	PUNCT
brj-24039	12	23	thermal	thermal	ADJ
brj-24039	12	24	and	and	CCONJ
brj-24039	12	25	mailto:sivaresearch948@gmail.com	mailto:sivaresearch948@gmail.com	NOUN
brj-24039	12	26	mailto:tkhan@psu.edu.sa	mailto:tkhan@psu.edu.sa	PROPN
brj-24039	12	27	https://orcid.org/0000-0003-1926-4949	https://orcid.org/0000-0003-1926-4949	PROPN
brj-24039	12	28	https://orcid.org/0000-0002-9991-4800	https://orcid.org/0000-0002-9991-4800	PROPN
brj-24039	12	29	https://orcid.org/0000-0002-1686-4271	https://orcid.org/0000-0002-1686-4271	NOUN
brj-24039	12	30	https://orcid.org/0000-0002-8619-1340	https://orcid.org/0000-0002-8619-1340	NUM
brj-24039	12	31	https://orcid.org/0000-0001-7696-1973	https://orcid.org/0000-0001-7696-1973	NOUN
brj-24039	12	32	peer	peer	NOUN
brj-24039	12	33	-	-	PUNCT
brj-24039	12	34	reviewed	review	VERB
brj-24039	12	35	review	review	NOUN
brj-24039	12	36	article	article	NOUN
brj-24039	12	37	bioresources.cnr.ncsu.edu	bioresources.cnr.ncsu.edu	ADP
brj-24039	12	38	palanisamy	palanisamy	PROPN
brj-24039	12	39	et	et	PROPN
brj-24039	12	40	al	al	PROPN
brj-24039	12	41	.	.	PROPN
brj-24039	13	1	(	(	PUNCT
brj-24039	13	2	2025	2025	NUM
brj-24039	13	3	)	)	PUNCT
brj-24039	13	4	.	.	PUNCT
brj-24039	14	1	“	"	PUNCT
brj-24039	14	2	computers	computer	NOUN
brj-24039	14	3	&	&	CCONJ
brj-24039	14	4	composites	composite	NOUN
brj-24039	14	5	,	,	PUNCT
brj-24039	14	6	”	"	PUNCT
brj-24039	14	7	bioresources	bioresource	VERB
brj-24039	14	8	20(1	20(1	NUM
brj-24039	14	9	)	)	PUNCT
brj-24039	14	10	,	,	PUNCT
brj-24039	14	11	2321	2321	NUM
brj-24039	14	12	-	-	SYM
brj-24039	14	13	2345	2345	NUM
brj-24039	14	14	.	.	PUNCT
brj-24039	15	1	2322	2322	NUM
brj-24039	15	2	electrical	electrical	ADJ
brj-24039	15	3	conductivity	conductivity	NOUN
brj-24039	15	4	,	,	PUNCT
brj-24039	15	5	and	and	CCONJ
brj-24039	15	6	resistance	resistance	NOUN
brj-24039	15	7	to	to	ADP
brj-24039	15	8	aging	age	VERB
brj-24039	15	9	over	over	ADP
brj-24039	15	10	time	time	NOUN
brj-24039	15	11	,	,	PUNCT
brj-24039	15	12	or	or	CCONJ
brj-24039	15	13	to	to	ADP
brj-24039	15	14	more	more	ADV
brj-24039	15	15	instantaneous	instantaneous	ADJ
brj-24039	15	16	damage	damage	NOUN
brj-24039	15	17	phenomena	phenomenon	NOUN
brj-24039	15	18	,	,	PUNCT
brj-24039	15	19	such	such	ADJ
brj-24039	15	20	as	as	ADP
brj-24039	15	21	abrasion	abrasion	NOUN
brj-24039	15	22	or	or	CCONJ
brj-24039	15	23	impact	impact	NOUN
brj-24039	15	24	.	.	PUNCT
brj-24039	16	1	other	other	ADJ
brj-24039	16	2	factors	factor	NOUN
brj-24039	16	3	,	,	PUNCT
brj-24039	16	4	which	which	PRON
brj-24039	16	5	would	would	AUX
brj-24039	16	6	be	be	AUX
brj-24039	16	7	essential	essential	ADJ
brj-24039	16	8	to	to	PART
brj-24039	16	9	tailor	tailor	NOUN
brj-24039	16	10	performance	performance	NOUN
brj-24039	16	11	,	,	PUNCT
brj-24039	16	12	together	together	ADV
brj-24039	16	13	with	with	ADP
brj-24039	16	14	reducing	reduce	VERB
brj-24039	16	15	scattering	scattering	NOUN
brj-24039	16	16	of	of	ADP
brj-24039	16	17	properties	property	NOUN
brj-24039	16	18	,	,	PUNCT
brj-24039	16	19	are	be	AUX
brj-24039	16	20	the	the	DET
brj-24039	16	21	application	application	NOUN
brj-24039	16	22	of	of	ADP
brj-24039	16	23	compatibilizers	compatibilizer	NOUN
brj-24039	16	24	(	(	PUNCT
brj-24039	16	25	hubbe	hubbe	NOUN
brj-24039	16	26	and	and	CCONJ
brj-24039	16	27	grigsby	grigsby	VERB
brj-24039	16	28	2020	2020	NUM
brj-24039	16	29	)	)	PUNCT
brj-24039	16	30	and	and	CCONJ
brj-24039	16	31	fiber	fiber	NOUN
brj-24039	16	32	treatment	treatment	NOUN
brj-24039	16	33	(	(	PUNCT
brj-24039	16	34	latif	latif	PROPN
brj-24039	16	35	et	et	PROPN
brj-24039	16	36	al	al	PROPN
brj-24039	16	37	.	.	PROPN
brj-24039	16	38	2019	2019	NUM
brj-24039	16	39	)	)	PUNCT
brj-24039	16	40	.	.	PUNCT
brj-24039	17	1	this	this	DET
brj-24039	17	2	versatility	versatility	NOUN
brj-24039	17	3	,	,	PUNCT
brj-24039	17	4	though	though	SCONJ
brj-24039	17	5	obtainable	obtainable	ADJ
brj-24039	17	6	through	through	ADP
brj-24039	17	7	the	the	DET
brj-24039	17	8	control	control	NOUN
brj-24039	17	9	of	of	ADP
brj-24039	17	10	a	a	DET
brj-24039	17	11	number	number	NOUN
brj-24039	17	12	of	of	ADP
brj-24039	17	13	parameters	parameter	NOUN
brj-24039	17	14	,	,	PUNCT
brj-24039	17	15	has	have	AUX
brj-24039	17	16	led	lead	VERB
brj-24039	17	17	to	to	ADP
brj-24039	17	18	widespread	widespread	ADJ
brj-24039	17	19	adoption	adoption	NOUN
brj-24039	17	20	across	across	ADP
brj-24039	17	21	various	various	ADJ
brj-24039	17	22	industries	industry	NOUN
brj-24039	17	23	,	,	PUNCT
brj-24039	17	24	including	include	VERB
brj-24039	17	25	aerospace	aerospace	NOUN
brj-24039	17	26	,	,	PUNCT
brj-24039	17	27	automotive	automotive	ADJ
brj-24039	17	28	,	,	PUNCT
brj-24039	17	29	renewable	renewable	ADJ
brj-24039	17	30	energy	energy	NOUN
brj-24039	17	31	,	,	PUNCT
brj-24039	17	32	construction	construction	NOUN
brj-24039	17	33	,	,	PUNCT
brj-24039	17	34	and	and	CCONJ
brj-24039	17	35	biomedical	biomedical	ADJ
brj-24039	17	36	sectors	sector	NOUN
brj-24039	17	37	.	.	PUNCT
brj-24039	18	1	in	in	ADP
brj-24039	18	2	aerospace	aerospace	NOUN
brj-24039	18	3	,	,	PUNCT
brj-24039	18	4	for	for	ADP
brj-24039	18	5	example	example	NOUN
brj-24039	18	6	,	,	PUNCT
brj-24039	18	7	nfcs	nfc	NOUN
brj-24039	18	8	are	be	AUX
brj-24039	18	9	starting	start	VERB
brj-24039	18	10	to	to	PART
brj-24039	18	11	be	be	AUX
brj-24039	18	12	used	use	VERB
brj-24039	18	13	extensively	extensively	ADV
brj-24039	18	14	in	in	ADP
brj-24039	18	15	aircraft	aircraft	NOUN
brj-24039	18	16	structures	structure	NOUN
brj-24039	18	17	,	,	PUNCT
brj-24039	18	18	mainly	mainly	ADV
brj-24039	18	19	in	in	ADP
brj-24039	18	20	interiors	interior	NOUN
brj-24039	18	21	,	,	PUNCT
brj-24039	18	22	to	to	PART
brj-24039	18	23	reduce	reduce	VERB
brj-24039	18	24	weight	weight	NOUN
brj-24039	18	25	while	while	SCONJ
brj-24039	18	26	maintaining	maintain	VERB
brj-24039	18	27	structural	structural	ADJ
brj-24039	18	28	integrity	integrity	NOUN
brj-24039	18	29	and	and	CCONJ
brj-24039	18	30	fuel	fuel	NOUN
brj-24039	18	31	efficiency	efficiency	NOUN
brj-24039	18	32	(	(	PUNCT
brj-24039	18	33	asim	asim	PROPN
brj-24039	18	34	et	et	PROPN
brj-24039	18	35	al	al	PROPN
brj-24039	18	36	.	.	PROPN
brj-24039	18	37	2018	2018	NUM
brj-24039	18	38	;	;	PUNCT
brj-24039	18	39	kar	kar	PROPN
brj-24039	18	40	et	et	PROPN
brj-24039	18	41	al	al	PROPN
brj-24039	18	42	.	.	PROPN
brj-24039	18	43	2023	2023	NUM
brj-24039	18	44	;	;	PUNCT
brj-24039	18	45	palaniappan	palaniappan	PROPN
brj-24039	18	46	et	et	PROPN
brj-24039	18	47	al	al	PROPN
brj-24039	18	48	.	.	PROPN
brj-24039	18	49	2024b	2024b	NUM
brj-24039	18	50	)	)	PUNCT
brj-24039	18	51	.	.	PUNCT
brj-24039	19	1	in	in	ADP
brj-24039	19	2	automotive	automotive	ADJ
brj-24039	19	3	applications	application	NOUN
brj-24039	19	4	,	,	PUNCT
brj-24039	19	5	they	they	PRON
brj-24039	19	6	contribute	contribute	VERB
brj-24039	19	7	to	to	ADP
brj-24039	19	8	weight	weight	NOUN
brj-24039	19	9	reduction	reduction	NOUN
brj-24039	19	10	efforts	effort	NOUN
brj-24039	19	11	,	,	PUNCT
brj-24039	19	12	improving	improve	VERB
brj-24039	19	13	fuel	fuel	NOUN
brj-24039	19	14	economy	economy	NOUN
brj-24039	19	15	and	and	CCONJ
brj-24039	19	16	performance	performance	NOUN
brj-24039	19	17	(	(	PUNCT
brj-24039	19	18	naik	naik	PROPN
brj-24039	19	19	and	and	CCONJ
brj-24039	19	20	kumar	kumar	PROPN
brj-24039	19	21	2021	2021	NUM
brj-24039	19	22	)	)	PUNCT
brj-24039	19	23	.	.	PUNCT
brj-24039	20	1	in	in	ADP
brj-24039	20	2	renewable	renewable	ADJ
brj-24039	20	3	energy	energy	NOUN
brj-24039	20	4	,	,	PUNCT
brj-24039	20	5	composite	composite	ADJ
brj-24039	20	6	materials	material	NOUN
brj-24039	20	7	form	form	VERB
brj-24039	20	8	critical	critical	ADJ
brj-24039	20	9	components	component	NOUN
brj-24039	20	10	of	of	ADP
brj-24039	20	11	wind	wind	NOUN
brj-24039	20	12	turbine	turbine	NOUN
brj-24039	20	13	blades	blade	NOUN
brj-24039	20	14	,	,	PUNCT
brj-24039	20	15	where	where	SCONJ
brj-24039	20	16	they	they	PRON
brj-24039	20	17	enhance	enhance	VERB
brj-24039	20	18	efficiency	efficiency	NOUN
brj-24039	20	19	and	and	CCONJ
brj-24039	20	20	durability	durability	NOUN
brj-24039	20	21	(	(	PUNCT
brj-24039	20	22	hussain	hussain	NOUN
brj-24039	20	23	and	and	CCONJ
brj-24039	20	24	immanuel	immanuel	PROPN
brj-24039	20	25	2021	2021	NUM
brj-24039	20	26	;	;	PUNCT
brj-24039	20	27	gebrehiwet	gebrehiwet	NOUN
brj-24039	20	28	et	et	PROPN
brj-24039	20	29	al	al	PROPN
brj-24039	20	30	.	.	PROPN
brj-24039	20	31	2023	2023	NUM
brj-24039	20	32	)	)	PUNCT
brj-24039	20	33	.	.	PUNCT
brj-24039	21	1	in	in	ADP
brj-24039	21	2	the	the	DET
brj-24039	21	3	construction	construction	NOUN
brj-24039	21	4	industry	industry	NOUN
brj-24039	21	5	,	,	PUNCT
brj-24039	21	6	natural	natural	ADJ
brj-24039	21	7	fiber	fiber	NOUN
brj-24039	21	8	composites	composite	NOUN
brj-24039	21	9	offer	offer	VERB
brj-24039	21	10	alternatives	alternative	NOUN
brj-24039	21	11	to	to	ADP
brj-24039	21	12	traditional	traditional	ADJ
brj-24039	21	13	materials	material	NOUN
brj-24039	21	14	,	,	PUNCT
brj-24039	21	15	providing	provide	VERB
brj-24039	21	16	high	high	ADJ
brj-24039	21	17	strength	strength	NOUN
brj-24039	21	18	-	-	PUNCT
brj-24039	21	19	to	to	ADP
brj-24039	21	20	-	-	PUNCT
brj-24039	21	21	weight	weight	NOUN
brj-24039	21	22	ratios	ratio	NOUN
brj-24039	21	23	and	and	CCONJ
brj-24039	21	24	resistance	resistance	NOUN
brj-24039	21	25	to	to	ADP
brj-24039	21	26	abrasion	abrasion	NOUN
brj-24039	21	27	,	,	PUNCT
brj-24039	21	28	plus	plus	CCONJ
brj-24039	21	29	effectively	effectively	ADV
brj-24039	21	30	replacing	replace	VERB
brj-24039	21	31	fiberglass	fiberglass	NOUN
brj-24039	21	32	(	(	PUNCT
brj-24039	21	33	silva	silva	NOUN
brj-24039	21	34	et	et	PROPN
brj-24039	21	35	al	al	PROPN
brj-24039	21	36	.	.	PROPN
brj-24039	21	37	2020	2020	NUM
brj-24039	21	38	)	)	PUNCT
brj-24039	21	39	.	.	PUNCT
brj-24039	22	1	additionally	additionally	ADV
brj-24039	22	2	,	,	PUNCT
brj-24039	22	3	nfcs	nfc	NOUN
brj-24039	22	4	are	be	AUX
brj-24039	22	5	employed	employ	VERB
brj-24039	22	6	in	in	ADP
brj-24039	22	7	biomedical	biomedical	ADJ
brj-24039	22	8	fields	field	NOUN
brj-24039	22	9	for	for	ADP
brj-24039	22	10	developing	develop	VERB
brj-24039	22	11	implants	implant	NOUN
brj-24039	22	12	and	and	CCONJ
brj-24039	22	13	prosthetics	prosthetic	NOUN
brj-24039	22	14	that	that	PRON
brj-24039	22	15	mimic	mimic	VERB
brj-24039	22	16	natural	natural	ADJ
brj-24039	22	17	tissues	tissue	NOUN
brj-24039	22	18	’	'	PUNCT
brj-24039	22	19	mechanical	mechanical	ADJ
brj-24039	22	20	properties	property	NOUN
brj-24039	22	21	(	(	PUNCT
brj-24039	22	22	kim	kim	PROPN
brj-24039	22	23	and	and	CCONJ
brj-24039	22	24	chalivendra	chalivendra	NOUN
brj-24039	22	25	2020	2020	NUM
brj-24039	22	26	;	;	PUNCT
brj-24039	22	27	sumesh	sumesh	PROPN
brj-24039	22	28	et	et	PROPN
brj-24039	22	29	al	al	PROPN
brj-24039	22	30	.	.	PROPN
brj-24039	22	31	2023	2023	NUM
brj-24039	22	32	,	,	PUNCT
brj-24039	22	33	2024	2024	NUM
brj-24039	22	34	)	)	PUNCT
brj-24039	22	35	.	.	PUNCT
brj-24039	23	1	the	the	DET
brj-24039	23	2	integration	integration	NOUN
brj-24039	23	3	of	of	ADP
brj-24039	23	4	machine	machine	NOUN
brj-24039	23	5	learning	learning	NOUN
brj-24039	23	6	(	(	PUNCT
brj-24039	23	7	ml	ml	NOUN
brj-24039	23	8	)	)	PUNCT
brj-24039	23	9	with	with	ADP
brj-24039	23	10	science	science	NOUN
brj-24039	23	11	of	of	ADP
brj-24039	23	12	nfcs	nfc	NOUN
brj-24039	23	13	further	far	ADV
brj-24039	23	14	enhances	enhance	VERB
brj-24039	23	15	their	their	PRON
brj-24039	23	16	significance	significance	NOUN
brj-24039	23	17	by	by	ADP
brj-24039	23	18	enabling	enable	VERB
brj-24039	23	19	predictive	predictive	ADJ
brj-24039	23	20	modeling	modeling	NOUN
brj-24039	23	21	,	,	PUNCT
brj-24039	23	22	optimization	optimization	NOUN
brj-24039	23	23	of	of	ADP
brj-24039	23	24	material	material	NOUN
brj-24039	23	25	formulations	formulation	NOUN
brj-24039	23	26	,	,	PUNCT
brj-24039	23	27	and	and	CCONJ
brj-24039	23	28	automation	automation	NOUN
brj-24039	23	29	of	of	ADP
brj-24039	23	30	design	design	NOUN
brj-24039	23	31	processes	process	NOUN
brj-24039	23	32	(	(	PUNCT
brj-24039	23	33	malalli	malalli	NOUN
brj-24039	23	34	and	and	CCONJ
brj-24039	23	35	ramji	ramji	VERB
brj-24039	23	36	2022	2022	NUM
brj-24039	23	37	)	)	PUNCT
brj-24039	23	38	.	.	PUNCT
brj-24039	24	1	the	the	DET
brj-24039	24	2	ml	ml	PROPN
brj-24039	24	3	algorithms	algorithms	PROPN
brj-24039	24	4	analyze	analyze	VERB
brj-24039	24	5	complex	complex	ADJ
brj-24039	24	6	datasets	dataset	NOUN
brj-24039	24	7	to	to	PART
brj-24039	24	8	predict	predict	VERB
brj-24039	24	9	material	material	NOUN
brj-24039	24	10	behaviors	behavior	NOUN
brj-24039	24	11	based	base	VERB
brj-24039	24	12	on	on	ADP
brj-24039	24	13	composition	composition	NOUN
brj-24039	24	14	,	,	PUNCT
brj-24039	24	15	processing	processing	NOUN
brj-24039	24	16	parameters	parameter	NOUN
brj-24039	24	17	,	,	PUNCT
brj-24039	24	18	and	and	CCONJ
brj-24039	24	19	environmental	environmental	ADJ
brj-24039	24	20	conditions	condition	NOUN
brj-24039	24	21	,	,	PUNCT
brj-24039	24	22	thereby	thereby	ADV
brj-24039	24	23	accelerating	accelerate	VERB
brj-24039	24	24	innovation	innovation	NOUN
brj-24039	24	25	and	and	CCONJ
brj-24039	24	26	reducing	reduce	VERB
brj-24039	24	27	development	development	NOUN
brj-24039	24	28	costs	cost	NOUN
brj-24039	24	29	.	.	PUNCT
brj-24039	25	1	these	these	DET
brj-24039	25	2	methods	method	NOUN
brj-24039	25	3	also	also	ADV
brj-24039	25	4	have	have	AUX
brj-24039	25	5	brought	bring	VERB
brj-24039	25	6	potential	potential	ADJ
brj-24039	25	7	advantages	advantage	NOUN
brj-24039	25	8	in	in	ADP
brj-24039	25	9	particularly	particularly	ADV
brj-24039	25	10	computationally	computationally	ADV
brj-24039	25	11	complex	complex	ADJ
brj-24039	25	12	fields	field	NOUN
brj-24039	25	13	,	,	PUNCT
brj-24039	25	14	e.g.	e.g.	ADV
brj-24039	25	15	,	,	PUNCT
brj-24039	25	16	whenever	whenever	SCONJ
brj-24039	25	17	the	the	DET
brj-24039	25	18	effect	effect	NOUN
brj-24039	25	19	of	of	ADP
brj-24039	25	20	vibrations	vibration	NOUN
brj-24039	25	21	on	on	ADP
brj-24039	25	22	materials	material	NOUN
brj-24039	25	23	is	be	AUX
brj-24039	25	24	involved	involve	VERB
brj-24039	25	25	(	(	PUNCT
brj-24039	25	26	guo	guo	PROPN
brj-24039	25	27	et	et	PROPN
brj-24039	25	28	al	al	PROPN
brj-24039	25	29	.	.	PROPN
brj-24039	25	30	2024	2024	NUM
brj-24039	25	31	;	;	PUNCT
brj-24039	25	32	mahariq	mahariq	PROPN
brj-24039	25	33	et	et	PROPN
brj-24039	25	34	al	al	PROPN
brj-24039	25	35	.	.	PROPN
brj-24039	25	36	2020	2020	NUM
brj-24039	25	37	)	)	PUNCT
brj-24039	25	38	.	.	PUNCT
brj-24039	26	1	there	there	PRON
brj-24039	26	2	still	still	ADV
brj-24039	26	3	are	be	AUX
brj-24039	26	4	challenges	challenge	NOUN
brj-24039	26	5	,	,	PUNCT
brj-24039	26	6	such	such	ADJ
brj-24039	26	7	as	as	ADP
brj-24039	26	8	data	datum	NOUN
brj-24039	26	9	scarcity	scarcity	NOUN
brj-24039	26	10	,	,	PUNCT
brj-24039	26	11	interpretability	interpretability	NOUN
brj-24039	26	12	of	of	ADP
brj-24039	26	13	models	model	NOUN
brj-24039	26	14	,	,	PUNCT
brj-24039	26	15	and	and	CCONJ
brj-24039	26	16	computational	computational	ADJ
brj-24039	26	17	complexity	complexity	NOUN
brj-24039	26	18	.	.	PUNCT
brj-24039	27	1	however	however	ADV
brj-24039	27	2	,	,	PUNCT
brj-24039	27	3	ongoing	ongoing	ADJ
brj-24039	27	4	research	research	NOUN
brj-24039	27	5	and	and	CCONJ
brj-24039	27	6	interdisciplinary	interdisciplinary	ADJ
brj-24039	27	7	collaborations	collaboration	NOUN
brj-24039	27	8	promise	promise	VERB
brj-24039	27	9	to	to	PART
brj-24039	27	10	overcome	overcome	VERB
brj-24039	27	11	these	these	DET
brj-24039	27	12	hurdles	hurdle	NOUN
brj-24039	27	13	,	,	PUNCT
brj-24039	27	14	unlocking	unlock	VERB
brj-24039	27	15	new	new	ADJ
brj-24039	27	16	possibilities	possibility	NOUN
brj-24039	27	17	for	for	ADP
brj-24039	27	18	composite	composite	ADJ
brj-24039	27	19	materials	material	NOUN
brj-24039	27	20	in	in	ADP
brj-24039	27	21	diverse	diverse	ADJ
brj-24039	27	22	applications	application	NOUN
brj-24039	27	23	(	(	PUNCT
brj-24039	27	24	karuppiah	karuppiah	PROPN
brj-24039	27	25	et	et	PROPN
brj-24039	27	26	al	al	PROPN
brj-24039	27	27	.	.	PROPN
brj-24039	27	28	2020	2020	NUM
brj-24039	27	29	;	;	PUNCT
brj-24039	27	30	mulenga	mulenga	ADV
brj-24039	27	31	et	et	PROPN
brj-24039	27	32	al	al	PROPN
brj-24039	27	33	.	.	PROPN
brj-24039	27	34	2021	2021	NUM
brj-24039	27	35	)	)	PUNCT
brj-24039	27	36	.	.	PUNCT
brj-24039	28	1	importance	importance	NOUN
brj-24039	28	2	of	of	ADP
brj-24039	28	3	predictive	predictive	ADJ
brj-24039	28	4	modeling	modeling	NOUN
brj-24039	28	5	and	and	CCONJ
brj-24039	28	6	optimization	optimization	NOUN
brj-24039	28	7	in	in	ADP
brj-24039	28	8	composite	composite	ADJ
brj-24039	28	9	materials	material	NOUN
brj-24039	28	10	design	design	VERB
brj-24039	28	11	predictive	predictive	ADJ
brj-24039	28	12	modeling	modeling	NOUN
brj-24039	28	13	and	and	CCONJ
brj-24039	28	14	optimization	optimization	NOUN
brj-24039	28	15	play	play	VERB
brj-24039	28	16	crucial	crucial	ADJ
brj-24039	28	17	roles	role	NOUN
brj-24039	28	18	in	in	ADP
brj-24039	28	19	advancing	advance	VERB
brj-24039	28	20	composite	composite	ADJ
brj-24039	28	21	materials	material	NOUN
brj-24039	28	22	design	design	NOUN
brj-24039	28	23	,	,	PUNCT
brj-24039	28	24	particularly	particularly	ADV
brj-24039	28	25	when	when	SCONJ
brj-24039	28	26	integrated	integrate	VERB
brj-24039	28	27	with	with	ADP
brj-24039	28	28	ml	ml	ADP
brj-24039	28	29	techniques	technique	NOUN
brj-24039	28	30	tailored	tailor	VERB
brj-24039	28	31	for	for	ADP
brj-24039	28	32	nfcs	nfc	NOUN
brj-24039	28	33	(	(	PUNCT
brj-24039	28	34	shahzad	shahzad	PROPN
brj-24039	28	35	et	et	PROPN
brj-24039	28	36	al	al	PROPN
brj-24039	28	37	.	.	PROPN
brj-24039	28	38	2024	2024	NUM
brj-24039	28	39	)	)	PUNCT
brj-24039	28	40	.	.	PUNCT
brj-24039	29	1	these	these	DET
brj-24039	29	2	methodologies	methodology	NOUN
brj-24039	29	3	are	be	AUX
brj-24039	29	4	essential	essential	ADJ
brj-24039	29	5	for	for	ADP
brj-24039	29	6	efficiently	efficiently	ADV
brj-24039	29	7	and	and	CCONJ
brj-24039	29	8	effectively	effectively	ADV
brj-24039	29	9	tailoring	tailor	VERB
brj-24039	29	10	material	material	NOUN
brj-24039	29	11	properties	property	NOUN
brj-24039	29	12	to	to	PART
brj-24039	29	13	meet	meet	VERB
brj-24039	29	14	specific	specific	ADJ
brj-24039	29	15	performance	performance	NOUN
brj-24039	29	16	requirements	requirement	NOUN
brj-24039	29	17	across	across	ADP
brj-24039	29	18	various	various	ADJ
brj-24039	29	19	industrial	industrial	ADJ
brj-24039	29	20	applications	application	NOUN
brj-24039	29	21	.	.	PUNCT
brj-24039	30	1	predictive	predictive	ADJ
brj-24039	30	2	modeling	modeling	NOUN
brj-24039	30	3	leverages	leverage	NOUN
brj-24039	30	4	computational	computational	ADJ
brj-24039	30	5	algorithms	algorithm	NOUN
brj-24039	30	6	to	to	PART
brj-24039	30	7	simulate	simulate	VERB
brj-24039	30	8	and	and	CCONJ
brj-24039	30	9	predict	predict	VERB
brj-24039	30	10	the	the	DET
brj-24039	30	11	behavior	behavior	NOUN
brj-24039	30	12	of	of	ADP
brj-24039	30	13	composite	composite	ADJ
brj-24039	30	14	materials	material	NOUN
brj-24039	30	15	based	base	VERB
brj-24039	30	16	on	on	ADP
brj-24039	30	17	input	input	NOUN
brj-24039	30	18	variables	variable	NOUN
brj-24039	30	19	such	such	ADJ
brj-24039	30	20	as	as	ADP
brj-24039	30	21	material	material	NOUN
brj-24039	30	22	composition	composition	NOUN
brj-24039	30	23	,	,	PUNCT
brj-24039	30	24	processing	processing	NOUN
brj-24039	30	25	conditions	condition	NOUN
brj-24039	30	26	,	,	PUNCT
brj-24039	30	27	and	and	CCONJ
brj-24039	30	28	environmental	environmental	ADJ
brj-24039	30	29	factors	factor	NOUN
brj-24039	30	30	.	.	PUNCT
brj-24039	31	1	through	through	ADP
brj-24039	31	2	harnessing	harness	VERB
brj-24039	31	3	ml	ml	ADP
brj-24039	31	4	algorithms	algorithm	NOUN
brj-24039	31	5	—	—	PUNCT
brj-24039	31	6	which	which	PRON
brj-24039	31	7	build	build	VERB
brj-24039	31	8	on	on	ADP
brj-24039	31	9	regression	regression	NOUN
brj-24039	31	10	models	model	NOUN
brj-24039	31	11	,	,	PUNCT
brj-24039	31	12	decision	decision	NOUN
brj-24039	31	13	trees	tree	NOUN
brj-24039	31	14	,	,	PUNCT
brj-24039	31	15	neural	neural	ADJ
brj-24039	31	16	networks	network	NOUN
brj-24039	31	17	,	,	PUNCT
brj-24039	31	18	and	and	CCONJ
brj-24039	31	19	more	more	ADV
brj-24039	31	20	sophisticated	sophisticated	ADJ
brj-24039	31	21	deep	deep	ADJ
brj-24039	31	22	learning	learning	NOUN
brj-24039	31	23	architectures	architecture	NOUN
brj-24039	31	24	,	,	PUNCT
brj-24039	31	25	not	not	PART
brj-24039	31	26	dismissing	dismiss	VERB
brj-24039	31	27	the	the	DET
brj-24039	31	28	importance	importance	NOUN
brj-24039	31	29	of	of	ADP
brj-24039	31	30	the	the	DET
brj-24039	31	31	former	former	ADJ
brj-24039	31	32	,	,	PUNCT
brj-24039	31	33	yet	yet	ADV
brj-24039	31	34	hopefully	hopefully	ADV
brj-24039	31	35	improving	improve	VERB
brj-24039	31	36	their	their	PRON
brj-24039	31	37	performance	performance	NOUN
brj-24039	31	38	namely	namely	ADV
brj-24039	31	39	for	for	ADP
brj-24039	31	40	easier	easy	ADJ
brj-24039	31	41	interpretation	interpretation	NOUN
brj-24039	31	42	of	of	ADP
brj-24039	31	43	the	the	DET
brj-24039	31	44	results	result	NOUN
brj-24039	31	45	(	(	PUNCT
brj-24039	31	46	levy	levy	NOUN
brj-24039	31	47	and	and	CCONJ
brj-24039	31	48	o	o	NOUN
brj-24039	31	49	’	'	PUNCT
brj-24039	31	50	malley	malley	NOUN
brj-24039	31	51	2020	2020	NUM
brj-24039	31	52	)	)	PUNCT
brj-24039	31	53	—	—	PUNCT
brj-24039	31	54	engineers	engineer	NOUN
brj-24039	31	55	can	can	AUX
brj-24039	31	56	analyze	analyze	VERB
brj-24039	31	57	vast	vast	ADJ
brj-24039	31	58	datasets	dataset	NOUN
brj-24039	31	59	and	and	CCONJ
brj-24039	31	60	extract	extract	VERB
brj-24039	31	61	meaningful	meaningful	ADJ
brj-24039	31	62	insights	insight	NOUN
brj-24039	31	63	that	that	PRON
brj-24039	31	64	inform	inform	VERB
brj-24039	31	65	design	design	NOUN
brj-24039	31	66	decisions	decision	NOUN
brj-24039	31	67	(	(	PUNCT
brj-24039	31	68	karuppiah	karuppiah	PROPN
brj-24039	31	69	et	et	PROPN
brj-24039	31	70	al	al	PROPN
brj-24039	31	71	.	.	PROPN
brj-24039	31	72	2022	2022	NUM
brj-24039	31	73	;	;	PUNCT
brj-24039	31	74	feng	feng	PROPN
brj-24039	31	75	et	et	PROPN
brj-24039	31	76	al	al	PROPN
brj-24039	31	77	.	.	PROPN
brj-24039	31	78	2024	2024	NUM
brj-24039	31	79	)	)	PUNCT
brj-24039	31	80	.	.	PUNCT
brj-24039	32	1	this	this	DET
brj-24039	32	2	capability	capability	NOUN
brj-24039	32	3	not	not	PART
brj-24039	32	4	only	only	ADV
brj-24039	32	5	accelerates	accelerate	VERB
brj-24039	32	6	the	the	DET
brj-24039	32	7	materials	material	NOUN
brj-24039	32	8	development	development	NOUN
brj-24039	32	9	process	process	NOUN
brj-24039	32	10	,	,	PUNCT
brj-24039	32	11	but	but	CCONJ
brj-24039	32	12	it	it	PRON
brj-24039	32	13	also	also	ADV
brj-24039	32	14	enhances	enhance	VERB
brj-24039	32	15	the	the	DET
brj-24039	32	16	accuracy	accuracy	NOUN
brj-24039	32	17	of	of	ADP
brj-24039	32	18	predictions	prediction	NOUN
brj-24039	32	19	regarding	regard	VERB
brj-24039	32	20	mechanical	mechanical	ADJ
brj-24039	32	21	strength	strength	NOUN
brj-24039	32	22	,	,	PUNCT
brj-24039	32	23	thermal	thermal	ADJ
brj-24039	32	24	stability	stability	NOUN
brj-24039	32	25	,	,	PUNCT
brj-24039	32	26	electrical	electrical	ADJ
brj-24039	32	27	conductivity	conductivity	NOUN
brj-24039	32	28	,	,	PUNCT
brj-24039	32	29	and	and	CCONJ
brj-24039	32	30	other	other	ADJ
brj-24039	32	31	critical	critical	ADJ
brj-24039	32	32	properties	property	NOUN
brj-24039	32	33	.	.	PUNCT
brj-24039	33	1	optimization	optimization	NOUN
brj-24039	33	2	peer	peer	NOUN
brj-24039	33	3	-	-	PUNCT
brj-24039	33	4	reviewed	review	VERB
brj-24039	33	5	review	review	NOUN
brj-24039	33	6	article	article	NOUN
brj-24039	33	7	bioresources.cnr.ncsu.edu	bioresources.cnr.ncsu.edu	ADP
brj-24039	33	8	palanisamy	palanisamy	PROPN
brj-24039	33	9	et	et	PROPN
brj-24039	33	10	al	al	PROPN
brj-24039	33	11	.	.	PROPN
brj-24039	33	12	(	(	PUNCT
brj-24039	33	13	2025	2025	NUM
brj-24039	33	14	)	)	PUNCT
brj-24039	33	15	.	.	PUNCT
brj-24039	34	1	“	"	PUNCT
brj-24039	34	2	computers	computer	NOUN
brj-24039	34	3	&	&	CCONJ
brj-24039	34	4	composites	composite	NOUN
brj-24039	34	5	,	,	PUNCT
brj-24039	34	6	”	"	PUNCT
brj-24039	34	7	bioresources	bioresource	VERB
brj-24039	34	8	20(1	20(1	NUM
brj-24039	34	9	)	)	PUNCT
brj-24039	34	10	,	,	PUNCT
brj-24039	34	11	2321	2321	NUM
brj-24039	34	12	-	-	SYM
brj-24039	34	13	2345	2345	NUM
brj-24039	34	14	.	.	PUNCT
brj-24039	35	1	2323	2323	NUM
brj-24039	35	2	techniques	technique	NOUN
brj-24039	35	3	further	far	ADV
brj-24039	35	4	refine	refine	VERB
brj-24039	35	5	composite	composite	ADJ
brj-24039	35	6	formulations	formulation	NOUN
brj-24039	35	7	by	by	ADP
brj-24039	35	8	identifying	identify	VERB
brj-24039	35	9	optimal	optimal	ADJ
brj-24039	35	10	combinations	combination	NOUN
brj-24039	35	11	of	of	ADP
brj-24039	35	12	matrix	matrix	NOUN
brj-24039	35	13	materials	material	NOUN
brj-24039	35	14	,	,	PUNCT
brj-24039	35	15	reinforcements	reinforcement	NOUN
brj-24039	35	16	,	,	PUNCT
brj-24039	35	17	and	and	CCONJ
brj-24039	35	18	additives	additive	NOUN
brj-24039	35	19	to	to	PART
brj-24039	35	20	achieve	achieve	VERB
brj-24039	35	21	desired	desire	VERB
brj-24039	35	22	performance	performance	NOUN
brj-24039	35	23	metrics	metric	NOUN
brj-24039	35	24	while	while	SCONJ
brj-24039	35	25	minimizing	minimize	VERB
brj-24039	35	26	costs	cost	NOUN
brj-24039	35	27	and	and	CCONJ
brj-24039	35	28	at	at	ADP
brj-24039	35	29	the	the	DET
brj-24039	35	30	same	same	ADJ
brj-24039	35	31	time	time	NOUN
brj-24039	35	32	reducing	reduce	VERB
brj-24039	35	33	environmental	environmental	ADJ
brj-24039	35	34	impact	impact	NOUN
brj-24039	35	35	(	(	PUNCT
brj-24039	35	36	husain	husain	NOUN
brj-24039	35	37	2023	2023	NUM
brj-24039	35	38	)	)	PUNCT
brj-24039	35	39	.	.	PUNCT
brj-24039	36	1	ml	ml	VERB
brj-24039	36	2	-	-	PUNCT
brj-24039	36	3	driven	drive	VERB
brj-24039	36	4	optimization	optimization	NOUN
brj-24039	36	5	frameworks	framework	NOUN
brj-24039	36	6	enable	enable	VERB
brj-24039	36	7	rapid	rapid	ADJ
brj-24039	36	8	iteration	iteration	NOUN
brj-24039	36	9	and	and	CCONJ
brj-24039	36	10	exploration	exploration	NOUN
brj-24039	36	11	of	of	ADP
brj-24039	36	12	design	design	NOUN
brj-24039	36	13	spaces	space	NOUN
brj-24039	36	14	that	that	PRON
brj-24039	36	15	may	may	AUX
brj-24039	36	16	not	not	PART
brj-24039	36	17	be	be	AUX
brj-24039	36	18	feasible	feasible	ADJ
brj-24039	36	19	through	through	ADP
brj-24039	36	20	traditional	traditional	ADJ
brj-24039	36	21	empirical	empirical	ADJ
brj-24039	36	22	methods	method	NOUN
brj-24039	36	23	alone	alone	ADV
brj-24039	36	24	,	,	PUNCT
brj-24039	36	25	thereby	thereby	ADV
brj-24039	36	26	fostering	foster	VERB
brj-24039	36	27	innovation	innovation	NOUN
brj-24039	36	28	and	and	CCONJ
brj-24039	36	29	competitiveness	competitiveness	NOUN
brj-24039	36	30	in	in	ADP
brj-24039	36	31	industries	industry	NOUN
brj-24039	36	32	such	such	ADJ
brj-24039	36	33	as	as	ADP
brj-24039	36	34	aerospace	aerospace	NOUN
brj-24039	36	35	,	,	PUNCT
brj-24039	36	36	automotive	automotive	ADJ
brj-24039	36	37	,	,	PUNCT
brj-24039	36	38	renewable	renewable	ADJ
brj-24039	36	39	energy	energy	NOUN
brj-24039	36	40	,	,	PUNCT
brj-24039	36	41	and	and	CCONJ
brj-24039	36	42	the	the	DET
brj-24039	36	43	biomedical	biomedical	ADJ
brj-24039	36	44	sector	sector	NOUN
brj-24039	36	45	.	.	PUNCT
brj-24039	37	1	through	through	ADP
brj-24039	37	2	integrating	integrate	VERB
brj-24039	37	3	predictive	predictive	ADJ
brj-24039	37	4	modeling	modeling	NOUN
brj-24039	37	5	and	and	CCONJ
brj-24039	37	6	optimization	optimization	NOUN
brj-24039	37	7	with	with	ADP
brj-24039	37	8	ml	ml	NOUN
brj-24039	37	9	,	,	PUNCT
brj-24039	37	10	researchers	researcher	NOUN
brj-24039	37	11	and	and	CCONJ
brj-24039	37	12	engineers	engineer	NOUN
brj-24039	37	13	can	can	AUX
brj-24039	37	14	navigate	navigate	VERB
brj-24039	37	15	complex	complex	ADJ
brj-24039	37	16	material	material	NOUN
brj-24039	37	17	interactions	interaction	NOUN
brj-24039	37	18	,	,	PUNCT
brj-24039	37	19	overcome	overcome	VERB
brj-24039	37	20	design	design	NOUN
brj-24039	37	21	challenges	challenge	NOUN
brj-24039	37	22	,	,	PUNCT
brj-24039	37	23	and	and	CCONJ
brj-24039	37	24	deliver	deliver	VERB
brj-24039	37	25	composite	composite	ADJ
brj-24039	37	26	materials	material	NOUN
brj-24039	37	27	with	with	ADP
brj-24039	37	28	enhanced	enhanced	ADJ
brj-24039	37	29	functionality	functionality	NOUN
brj-24039	37	30	,	,	PUNCT
brj-24039	37	31	durability	durability	NOUN
brj-24039	37	32	,	,	PUNCT
brj-24039	37	33	and	and	CCONJ
brj-24039	37	34	sustainability	sustainability	NOUN
brj-24039	37	35	,	,	PUNCT
brj-24039	37	36	thereby	thereby	ADV
brj-24039	37	37	shaping	shape	VERB
brj-24039	37	38	the	the	DET
brj-24039	37	39	future	future	NOUN
brj-24039	37	40	of	of	ADP
brj-24039	37	41	materials	material	NOUN
brj-24039	37	42	science	science	NOUN
brj-24039	37	43	and	and	CCONJ
brj-24039	37	44	engineering	engineering	NOUN
brj-24039	37	45	(	(	PUNCT
brj-24039	37	46	sadeghi	sadeghi	PROPN
brj-24039	37	47	et	et	PROPN
brj-24039	37	48	al	al	PROPN
brj-24039	37	49	.	.	PROPN
brj-24039	37	50	2024	2024	NUM
brj-24039	37	51	)	)	PUNCT
brj-24039	37	52	.	.	PUNCT
brj-24039	38	1	when	when	SCONJ
brj-24039	38	2	analyzing	analyze	VERB
brj-24039	38	3	polymeric	polymeric	ADJ
brj-24039	38	4	composites	composite	NOUN
brj-24039	38	5	,	,	PUNCT
brj-24039	38	6	the	the	DET
brj-24039	38	7	many	many	ADJ
brj-24039	38	8	existing	exist	VERB
brj-24039	38	9	parameters	parameter	NOUN
brj-24039	38	10	and	and	CCONJ
brj-24039	38	11	different	different	ADJ
brj-24039	38	12	combinations	combination	NOUN
brj-24039	38	13	that	that	PRON
brj-24039	38	14	need	need	VERB
brj-24039	38	15	to	to	PART
brj-24039	38	16	be	be	AUX
brj-24039	38	17	evaluated	evaluate	VERB
brj-24039	38	18	to	to	PART
brj-24039	38	19	boost	boost	VERB
brj-24039	38	20	applications	application	NOUN
brj-24039	38	21	with	with	ADP
brj-24039	38	22	multi	multi	ADJ
brj-24039	38	23	-	-	ADJ
brj-24039	38	24	functional	functional	ADJ
brj-24039	38	25	requirements	requirement	NOUN
brj-24039	38	26	is	be	AUX
brj-24039	38	27	motivating	motivate	VERB
brj-24039	38	28	researchers	researcher	NOUN
brj-24039	38	29	to	to	PART
brj-24039	38	30	carry	carry	VERB
brj-24039	38	31	out	out	ADP
brj-24039	38	32	more	more	ADV
brj-24039	38	33	systematic	systematic	ADJ
brj-24039	38	34	and	and	CCONJ
brj-24039	38	35	data	datum	NOUN
brj-24039	38	36	-	-	PUNCT
brj-24039	38	37	intensive	intensive	ADJ
brj-24039	38	38	research	research	NOUN
brj-24039	38	39	.	.	PUNCT
brj-24039	39	1	the	the	DET
brj-24039	39	2	combination	combination	NOUN
brj-24039	39	3	of	of	ADP
brj-24039	39	4	experiments	experiment	NOUN
brj-24039	39	5	and	and	CCONJ
brj-24039	39	6	computer	computer	NOUN
brj-24039	39	7	simulations	simulation	NOUN
brj-24039	39	8	has	have	AUX
brj-24039	39	9	produced	produce	VERB
brj-24039	39	10	a	a	DET
brj-24039	39	11	huge	huge	ADJ
brj-24039	39	12	amount	amount	NOUN
brj-24039	39	13	of	of	ADP
brj-24039	39	14	data	datum	NOUN
brj-24039	39	15	that	that	PRON
brj-24039	39	16	has	have	AUX
brj-24039	39	17	enabled	enable	VERB
brj-24039	39	18	the	the	DET
brj-24039	39	19	integration	integration	NOUN
brj-24039	39	20	of	of	ADP
brj-24039	39	21	machine	machine	NOUN
brj-24039	39	22	learning	learn	VERB
brj-24039	39	23	algorithms	algorithm	NOUN
brj-24039	39	24	with	with	ADP
brj-24039	39	25	materials	material	NOUN
brj-24039	39	26	science	science	NOUN
brj-24039	39	27	,	,	PUNCT
brj-24039	39	28	which	which	PRON
brj-24039	39	29	has	have	AUX
brj-24039	39	30	been	be	AUX
brj-24039	39	31	a	a	DET
brj-24039	39	32	key	key	ADJ
brj-24039	39	33	driver	driver	NOUN
brj-24039	39	34	in	in	ADP
brj-24039	39	35	the	the	DET
brj-24039	39	36	development	development	NOUN
brj-24039	39	37	of	of	ADP
brj-24039	39	38	new	new	ADJ
brj-24039	39	39	materials	material	NOUN
brj-24039	39	40	(	(	PUNCT
brj-24039	39	41	sharma	sharma	PROPN
brj-24039	39	42	et	et	PROPN
brj-24039	39	43	al	al	PROPN
brj-24039	39	44	.	.	PROPN
brj-24039	39	45	2022	2022	NUM
brj-24039	39	46	;	;	PUNCT
brj-24039	39	47	goutham	goutham	VERB
brj-24039	39	48	et	et	PROPN
brj-24039	39	49	al	al	PROPN
brj-24039	39	50	.	.	PROPN
brj-24039	39	51	2023	2023	NUM
brj-24039	39	52	)	)	PUNCT
brj-24039	39	53	.	.	PUNCT
brj-24039	40	1	the	the	DET
brj-24039	40	2	mining	mining	NOUN
brj-24039	40	3	of	of	ADP
brj-24039	40	4	large	large	ADJ
brj-24039	40	5	-	-	PUNCT
brj-24039	40	6	scale	scale	NOUN
brj-24039	40	7	data	datum	NOUN
brj-24039	40	8	is	be	AUX
brj-24039	40	9	the	the	DET
brj-24039	40	10	work	work	NOUN
brj-24039	40	11	of	of	ADP
brj-24039	40	12	accessing	access	VERB
brj-24039	40	13	hidden	hidden	ADJ
brj-24039	40	14	information	information	NOUN
brj-24039	40	15	(	(	PUNCT
brj-24039	40	16	wu	wu	PROPN
brj-24039	40	17	et	et	PROPN
brj-24039	40	18	al	al	PROPN
brj-24039	40	19	.	.	PROPN
brj-24039	40	20	2013	2013	NUM
brj-24039	40	21	;	;	PUNCT
brj-24039	40	22	jaseena	jaseena	NOUN
brj-24039	40	23	and	and	CCONJ
brj-24039	40	24	david	david	PROPN
brj-24039	40	25	2014	2014	NUM
brj-24039	40	26	;	;	PUNCT
brj-24039	40	27	westermayr	westermayr	VERB
brj-24039	40	28	et	et	PROPN
brj-24039	40	29	al	al	PROPN
brj-24039	40	30	.	.	PROPN
brj-24039	40	31	2021	2021	NUM
brj-24039	40	32	)	)	PUNCT
brj-24039	40	33	.	.	PUNCT
brj-24039	41	1	in	in	ADP
brj-24039	41	2	data	data	NOUN
brj-24039	41	3	analysis	analysis	NOUN
brj-24039	41	4	,	,	PUNCT
brj-24039	41	5	statistics	statistic	NOUN
brj-24039	41	6	plays	play	VERB
brj-24039	41	7	a	a	DET
brj-24039	41	8	crucial	crucial	ADJ
brj-24039	41	9	role	role	NOUN
brj-24039	41	10	in	in	ADP
brj-24039	41	11	addressing	address	VERB
brj-24039	41	12	a	a	DET
brj-24039	41	13	variety	variety	NOUN
brj-24039	41	14	of	of	ADP
brj-24039	41	15	problems	problem	NOUN
brj-24039	41	16	and	and	CCONJ
brj-24039	41	17	is	be	AUX
brj-24039	41	18	extensively	extensively	ADV
brj-24039	41	19	employed	employ	VERB
brj-24039	41	20	in	in	ADP
brj-24039	41	21	finding	find	VERB
brj-24039	41	22	solutions	solution	NOUN
brj-24039	41	23	.	.	PUNCT
brj-24039	42	1	however	however	ADV
brj-24039	42	2	,	,	PUNCT
brj-24039	42	3	it	it	PRON
brj-24039	42	4	is	be	AUX
brj-24039	42	5	difficult	difficult	ADJ
brj-24039	42	6	to	to	PART
brj-24039	42	7	use	use	VERB
brj-24039	42	8	in	in	ADP
brj-24039	42	9	some	some	DET
brj-24039	42	10	problems	problem	NOUN
brj-24039	42	11	.	.	PUNCT
brj-24039	43	1	especially	especially	ADV
brj-24039	43	2	,	,	PUNCT
brj-24039	43	3	very	very	ADV
brj-24039	43	4	large	large	ADJ
brj-24039	43	5	statistical	statistical	ADJ
brj-24039	43	6	methods	method	NOUN
brj-24039	43	7	may	may	AUX
brj-24039	43	8	appear	appear	VERB
brj-24039	43	9	inadequate	inadequate	ADJ
brj-24039	43	10	when	when	SCONJ
brj-24039	43	11	working	work	VERB
brj-24039	43	12	with	with	ADP
brj-24039	43	13	large	large	ADJ
brj-24039	43	14	amounts	amount	NOUN
brj-24039	43	15	and	and	CCONJ
brj-24039	43	16	variety	variety	NOUN
brj-24039	43	17	of	of	ADP
brj-24039	43	18	data	datum	NOUN
brj-24039	43	19	.	.	PUNCT
brj-24039	44	1	in	in	ADP
brj-24039	44	2	these	these	DET
brj-24039	44	3	circumstances	circumstance	NOUN
brj-24039	44	4	,	,	PUNCT
brj-24039	44	5	data	datum	NOUN
brj-24039	44	6	mining	mining	NOUN
brj-24039	44	7	addresses	address	NOUN
brj-24039	44	8	the	the	DET
brj-24039	44	9	need	need	NOUN
brj-24039	44	10	for	for	ADP
brj-24039	44	11	solutions	solution	NOUN
brj-24039	44	12	to	to	ADP
brj-24039	44	13	complex	complex	ADJ
brj-24039	44	14	problems	problem	NOUN
brj-24039	44	15	.	.	PUNCT
brj-24039	45	1	machine	machine	NOUN
brj-24039	45	2	learning	learning	NOUN
brj-24039	45	3	has	have	AUX
brj-24039	45	4	started	start	VERB
brj-24039	45	5	to	to	PART
brj-24039	45	6	be	be	AUX
brj-24039	45	7	used	use	VERB
brj-24039	45	8	in	in	ADP
brj-24039	45	9	the	the	DET
brj-24039	45	10	last	last	ADJ
brj-24039	45	11	few	few	ADJ
brj-24039	45	12	years	year	NOUN
brj-24039	45	13	to	to	PART
brj-24039	45	14	tailor	tailor	VERB
brj-24039	45	15	and	and	CCONJ
brj-24039	45	16	optimize	optimize	VERB
brj-24039	45	17	the	the	DET
brj-24039	45	18	properties	property	NOUN
brj-24039	45	19	of	of	ADP
brj-24039	45	20	composite	composite	ADJ
brj-24039	45	21	materials	material	NOUN
brj-24039	45	22	(	(	PUNCT
brj-24039	45	23	terzi	terzi	NOUN
brj-24039	45	24	et	et	PROPN
brj-24039	45	25	al	al	PROPN
brj-24039	45	26	.	.	PROPN
brj-24039	45	27	2014	2014	NUM
brj-24039	45	28	)	)	PUNCT
brj-24039	45	29	.	.	PUNCT
brj-24039	46	1	this	this	PRON
brj-24039	46	2	acts	act	VERB
brj-24039	46	3	more	more	ADV
brj-24039	46	4	generally	generally	ADV
brj-24039	46	5	also	also	ADV
brj-24039	46	6	on	on	ADP
brj-24039	46	7	the	the	DET
brj-24039	46	8	production	production	NOUN
brj-24039	46	9	process	process	NOUN
brj-24039	46	10	to	to	PART
brj-24039	46	11	accelerate	accelerate	VERB
brj-24039	46	12	evaluation	evaluation	NOUN
brj-24039	46	13	and	and	CCONJ
brj-24039	46	14	increase	increase	VERB
brj-24039	46	15	the	the	DET
brj-24039	46	16	level	level	NOUN
brj-24039	46	17	of	of	ADP
brj-24039	46	18	accuracy	accuracy	NOUN
brj-24039	46	19	as	as	SCONJ
brj-24039	46	20	regards	regard	VERB
brj-24039	46	21	the	the	DET
brj-24039	46	22	relation	relation	NOUN
brj-24039	46	23	between	between	ADP
brj-24039	46	24	structure	structure	NOUN
brj-24039	46	25	and	and	CCONJ
brj-24039	46	26	properties	property	NOUN
brj-24039	46	27	,	,	PUNCT
brj-24039	46	28	which	which	PRON
brj-24039	46	29	is	be	AUX
brj-24039	46	30	reflected	reflect	VERB
brj-24039	46	31	in	in	ADP
brj-24039	46	32	a	a	DET
brj-24039	46	33	combination	combination	NOUN
brj-24039	46	34	of	of	ADP
brj-24039	46	35	phenomena	phenomenon	NOUN
brj-24039	46	36	during	during	ADP
brj-24039	46	37	fabrication	fabrication	NOUN
brj-24039	46	38	,	,	PUNCT
brj-24039	46	39	namely	namely	ADV
brj-24039	46	40	tension	tension	NOUN
brj-24039	46	41	,	,	PUNCT
brj-24039	46	42	flexure	flexure	NOUN
brj-24039	46	43	,	,	PUNCT
brj-24039	46	44	inter	inter	ADJ
brj-24039	46	45	and	and	CCONJ
brj-24039	46	46	intra	intra	ADJ
brj-24039	46	47	-	-	ADJ
brj-24039	46	48	ply	ply	ADJ
brj-24039	46	49	shear	shear	NOUN
brj-24039	46	50	,	,	PUNCT
brj-24039	46	51	and	and	CCONJ
brj-24039	46	52	compaction	compaction	NOUN
brj-24039	46	53	(	(	PUNCT
brj-24039	46	54	guo	guo	PROPN
brj-24039	46	55	et	et	PROPN
brj-24039	46	56	al	al	PROPN
brj-24039	46	57	.	.	PROPN
brj-24039	46	58	2021	2021	NUM
brj-24039	46	59	;	;	PUNCT
brj-24039	46	60	govindarajan	govindarajan	NOUN
brj-24039	46	61	et	et	PROPN
brj-24039	46	62	al	al	PROPN
brj-24039	46	63	.	.	PROPN
brj-24039	46	64	2024	2024	NUM
brj-24039	46	65	;	;	PUNCT
brj-24039	46	66	padmanabhan	padmanabhan	PROPN
brj-24039	46	67	et	et	PROPN
brj-24039	46	68	al	al	PROPN
brj-24039	46	69	.	.	PROPN
brj-24039	46	70	2024	2024	NUM
brj-24039	46	71	)	)	PUNCT
brj-24039	46	72	.	.	PUNCT
brj-24039	47	1	achieving	achieve	VERB
brj-24039	47	2	successful	successful	ADJ
brj-24039	47	3	results	result	NOUN
brj-24039	47	4	in	in	ADP
brj-24039	47	5	future	future	ADJ
brj-24039	47	6	predictions	prediction	NOUN
brj-24039	47	7	with	with	ADP
brj-24039	47	8	artificial	artificial	ADJ
brj-24039	47	9	neural	neural	ADJ
brj-24039	47	10	networks	network	NOUN
brj-24039	47	11	depends	depend	VERB
brj-24039	47	12	also	also	ADV
brj-24039	47	13	on	on	ADP
brj-24039	47	14	the	the	DET
brj-24039	47	15	degree	degree	NOUN
brj-24039	47	16	of	of	ADP
brj-24039	47	17	independence	independence	NOUN
brj-24039	47	18	of	of	ADP
brj-24039	47	19	the	the	DET
brj-24039	47	20	variables	variable	NOUN
brj-24039	47	21	and	and	CCONJ
brj-24039	47	22	is	be	AUX
brj-24039	47	23	influenced	influence	VERB
brj-24039	47	24	by	by	ADP
brj-24039	47	25	the	the	DET
brj-24039	47	26	degree	degree	NOUN
brj-24039	47	27	of	of	ADP
brj-24039	47	28	accuracy	accuracy	NOUN
brj-24039	47	29	in	in	ADP
brj-24039	47	30	the	the	DET
brj-24039	47	31	measurement	measurement	NOUN
brj-24039	47	32	of	of	ADP
brj-24039	47	33	their	their	PRON
brj-24039	47	34	values	value	NOUN
brj-24039	47	35	.	.	PUNCT
brj-24039	48	1	results	result	NOUN
brj-24039	48	2	can	can	AUX
brj-24039	48	3	be	be	AUX
brj-24039	48	4	enhanced	enhance	VERB
brj-24039	48	5	by	by	ADP
brj-24039	48	6	using	use	VERB
brj-24039	48	7	different	different	ADJ
brj-24039	48	8	network	network	NOUN
brj-24039	48	9	structures	structure	NOUN
brj-24039	48	10	and	and	CCONJ
brj-24039	48	11	determining	determine	VERB
brj-24039	48	12	which	which	PRON
brj-24039	48	13	of	of	ADP
brj-24039	48	14	these	these	PRON
brj-24039	48	15	is	be	AUX
brj-24039	48	16	more	more	ADV
brj-24039	48	17	suitable	suitable	ADJ
brj-24039	48	18	for	for	ADP
brj-24039	48	19	the	the	DET
brj-24039	48	20	problem	problem	NOUN
brj-24039	48	21	type	type	NOUN
brj-24039	48	22	(	(	PUNCT
brj-24039	48	23	tkáč	tkáč	NOUN
brj-24039	48	24	and	and	CCONJ
brj-24039	48	25	verner	verner	NOUN
brj-24039	48	26	2016	2016	NUM
brj-24039	48	27	;	;	PUNCT
brj-24039	48	28	abdolrasol	abdolrasol	VERB
brj-24039	48	29	et	et	PROPN
brj-24039	48	30	al	al	PROPN
brj-24039	48	31	.	.	PROPN
brj-24039	48	32	2021	2021	NUM
brj-24039	48	33	)	)	PUNCT
brj-24039	48	34	.	.	PUNCT
brj-24039	49	1	data	datum	NOUN
brj-24039	49	2	mining	mining	NOUN
brj-24039	49	3	algorithms	algorithm	NOUN
brj-24039	49	4	are	be	AUX
brj-24039	49	5	available	available	ADJ
brj-24039	49	6	and	and	CCONJ
brj-24039	49	7	continuously	continuously	ADV
brj-24039	49	8	improved	improve	VERB
brj-24039	49	9	in	in	ADP
brj-24039	49	10	many	many	ADJ
brj-24039	49	11	fields	field	NOUN
brj-24039	49	12	,	,	PUNCT
brj-24039	49	13	including	include	VERB
brj-24039	49	14	marketing	marketing	NOUN
brj-24039	49	15	,	,	PUNCT
brj-24039	49	16	social	social	ADJ
brj-24039	49	17	,	,	PUNCT
brj-24039	49	18	education	education	NOUN
brj-24039	49	19	,	,	PUNCT
brj-24039	49	20	communication	communication	NOUN
brj-24039	49	21	,	,	PUNCT
brj-24039	49	22	and	and	CCONJ
brj-24039	49	23	engineering	engineering	NOUN
brj-24039	49	24	(	(	PUNCT
brj-24039	49	25	terzi	terzi	NOUN
brj-24039	49	26	2007	2007	NUM
brj-24039	49	27	;	;	PUNCT
brj-24039	49	28	küçüksille	küçüksille	PROPN
brj-24039	49	29	et	et	PROPN
brj-24039	49	30	al	al	PROPN
brj-24039	49	31	.	.	PROPN
brj-24039	49	32	2011	2011	NUM
brj-24039	49	33	;	;	PUNCT
brj-24039	49	34	özel	özel	ADJ
brj-24039	49	35	and	and	CCONJ
brj-24039	49	36	topsakal	topsakal	ADJ
brj-24039	49	37	2014	2014	NUM
brj-24039	49	38	)	)	PUNCT
brj-24039	49	39	.	.	PUNCT
brj-24039	50	1	many	many	ADJ
brj-24039	50	2	different	different	ADJ
brj-24039	50	3	methods	method	NOUN
brj-24039	50	4	are	be	AUX
brj-24039	50	5	used	use	VERB
brj-24039	50	6	in	in	ADP
brj-24039	50	7	data	datum	NOUN
brj-24039	50	8	mining	mining	NOUN
brj-24039	50	9	,	,	PUNCT
brj-24039	50	10	among	among	ADP
brj-24039	50	11	which	which	PRON
brj-24039	50	12	the	the	DET
brj-24039	50	13	most	most	ADV
brj-24039	50	14	diffuse	diffuse	NOUN
brj-24039	50	15	are	be	AUX
brj-24039	50	16	classification	classification	NOUN
brj-24039	50	17	,	,	PUNCT
brj-24039	50	18	gaussian	gaussian	ADJ
brj-24039	50	19	regression	regression	NOUN
brj-24039	50	20	analysis	analysis	NOUN
brj-24039	50	21	,	,	PUNCT
brj-24039	50	22	clustering	clustering	NOUN
brj-24039	50	23	,	,	PUNCT
brj-24039	50	24	association	association	NOUN
brj-24039	50	25	analysis	analysis	NOUN
brj-24039	50	26	,	,	PUNCT
brj-24039	50	27	ordered	order	VERB
brj-24039	50	28	sequence	sequence	NOUN
brj-24039	50	29	analysis	analysis	NOUN
brj-24039	50	30	,	,	PUNCT
brj-24039	50	31	and	and	CCONJ
brj-24039	50	32	time	time	NOUN
brj-24039	50	33	series	series	NOUN
brj-24039	50	34	analysis	analysis	NOUN
brj-24039	50	35	(	(	PUNCT
brj-24039	50	36	fu	fu	NOUN
brj-24039	50	37	2011	2011	NUM
brj-24039	50	38	;	;	PUNCT
brj-24039	50	39	romero	romero	PROPN
brj-24039	50	40	and	and	CCONJ
brj-24039	50	41	ventura	ventura	PROPN
brj-24039	50	42	2013	2013	NUM
brj-24039	50	43	;	;	PUNCT
brj-24039	50	44	hokeš	hokeš	PROPN
brj-24039	50	45	et	et	PROPN
brj-24039	50	46	al	al	PROPN
brj-24039	50	47	.	.	PROPN
brj-24039	50	48	2016	2016	NUM
brj-24039	50	49	;	;	PUNCT
brj-24039	50	50	aye	aye	NOUN
brj-24039	50	51	and	and	CCONJ
brj-24039	50	52	heyns	heyn	VERB
brj-24039	50	53	2017	2017	NUM
brj-24039	50	54	;	;	PUNCT
brj-24039	50	55	gong	gong	PROPN
brj-24039	50	56	et	et	PROPN
brj-24039	50	57	al	al	PROPN
brj-24039	50	58	.	.	PROPN
brj-24039	50	59	2024	2024	NUM
brj-24039	50	60	)	)	PUNCT
brj-24039	50	61	.	.	PUNCT
brj-24039	51	1	introduction	introduction	NOUN
brj-24039	51	2	to	to	ADP
brj-24039	51	3	ml	ml	NOUN
brj-24039	51	4	and	and	CCONJ
brj-24039	51	5	its	its	PRON
brj-24039	51	6	applications	application	NOUN
brj-24039	51	7	in	in	ADP
brj-24039	51	8	materials	material	NOUN
brj-24039	51	9	science	science	NOUN
brj-24039	51	10	since	since	SCONJ
brj-24039	51	11	ml	ml	PROPN
brj-24039	51	12	has	have	AUX
brj-24039	51	13	emerged	emerge	VERB
brj-24039	51	14	as	as	ADP
brj-24039	51	15	a	a	DET
brj-24039	51	16	transformative	transformative	ADJ
brj-24039	51	17	paradigm	paradigm	NOUN
brj-24039	51	18	in	in	ADP
brj-24039	51	19	materials	material	NOUN
brj-24039	51	20	science	science	NOUN
brj-24039	51	21	,	,	PUNCT
brj-24039	51	22	it	it	PRON
brj-24039	51	23	is	be	AUX
brj-24039	51	24	also	also	ADV
brj-24039	51	25	able	able	ADJ
brj-24039	51	26	to	to	PART
brj-24039	51	27	offer	offer	VERB
brj-24039	51	28	powerful	powerful	ADJ
brj-24039	51	29	tools	tool	NOUN
brj-24039	51	30	to	to	PART
brj-24039	51	31	revolutionize	revolutionize	VERB
brj-24039	51	32	the	the	DET
brj-24039	51	33	design	design	NOUN
brj-24039	51	34	,	,	PUNCT
brj-24039	51	35	characterization	characterization	NOUN
brj-24039	51	36	,	,	PUNCT
brj-24039	51	37	and	and	CCONJ
brj-24039	51	38	optimization	optimization	NOUN
brj-24039	51	39	of	of	ADP
brj-24039	51	40	the	the	DET
brj-24039	51	41	composites	composite	NOUN
brj-24039	51	42	,	,	PUNCT
brj-24039	51	43	starting	start	VERB
brj-24039	51	44	from	from	ADP
brj-24039	51	45	the	the	DET
brj-24039	51	46	simplest	simple	ADJ
brj-24039	51	47	models	model	NOUN
brj-24039	51	48	of	of	ADP
brj-24039	51	49	unidirectional	unidirectional	ADJ
brj-24039	51	50	fibers	fiber	NOUN
brj-24039	51	51	-	-	PUNCT
brj-24039	51	52	matrix	matrix	NOUN
brj-24039	51	53	interaction	interaction	NOUN
brj-24039	51	54	(	(	PUNCT
brj-24039	51	55	zhang	zhang	X
brj-24039	51	56	et	et	PROPN
brj-24039	51	57	al	al	PROPN
brj-24039	51	58	.	.	PROPN
brj-24039	51	59	2018	2018	NUM
brj-24039	51	60	)	)	PUNCT
brj-24039	51	61	.	.	PUNCT
brj-24039	52	1	at	at	ADP
brj-24039	52	2	its	its	PRON
brj-24039	52	3	core	core	NOUN
brj-24039	52	4	,	,	PUNCT
brj-24039	52	5	ml	ml	AUX
brj-24039	52	6	involves	involve	VERB
brj-24039	52	7	the	the	DET
brj-24039	52	8	development	development	NOUN
brj-24039	52	9	of	of	ADP
brj-24039	52	10	algorithms	algorithm	NOUN
brj-24039	52	11	and	and	CCONJ
brj-24039	52	12	statistical	statistical	ADJ
brj-24039	52	13	models	model	NOUN
brj-24039	52	14	that	that	PRON
brj-24039	52	15	enable	enable	VERB
brj-24039	52	16	computers	computer	NOUN
brj-24039	52	17	to	to	PART
brj-24039	52	18	learn	learn	VERB
brj-24039	52	19	from	from	ADP
brj-24039	52	20	and	and	CCONJ
brj-24039	52	21	make	make	VERB
brj-24039	52	22	predictions	prediction	NOUN
brj-24039	52	23	or	or	CCONJ
brj-24039	52	24	peer	peer	NOUN
brj-24039	52	25	-	-	PUNCT
brj-24039	52	26	reviewed	review	VERB
brj-24039	52	27	review	review	NOUN
brj-24039	52	28	article	article	NOUN
brj-24039	52	29	bioresources.cnr.ncsu.edu	bioresources.cnr.ncsu.edu	ADP
brj-24039	52	30	palanisamy	palanisamy	PROPN
brj-24039	52	31	et	et	PROPN
brj-24039	52	32	al	al	PROPN
brj-24039	52	33	.	.	PROPN
brj-24039	53	1	(	(	PUNCT
brj-24039	53	2	2025	2025	NUM
brj-24039	53	3	)	)	PUNCT
brj-24039	53	4	.	.	PUNCT
brj-24039	54	1	“	"	PUNCT
brj-24039	54	2	computers	computer	NOUN
brj-24039	54	3	&	&	CCONJ
brj-24039	54	4	composites	composite	NOUN
brj-24039	54	5	,	,	PUNCT
brj-24039	54	6	”	"	PUNCT
brj-24039	54	7	bioresources	bioresource	VERB
brj-24039	54	8	20(1	20(1	NUM
brj-24039	54	9	)	)	PUNCT
brj-24039	54	10	,	,	PUNCT
brj-24039	54	11	2321	2321	NUM
brj-24039	54	12	-	-	SYM
brj-24039	54	13	2345	2345	NUM
brj-24039	54	14	.	.	PUNCT
brj-24039	55	1	2324	2324	NUM
brj-24039	55	2	decisions	decision	NOUN
brj-24039	55	3	based	base	VERB
brj-24039	55	4	on	on	ADP
brj-24039	55	5	data	datum	NOUN
brj-24039	55	6	.	.	PUNCT
brj-24039	56	1	in	in	ADP
brj-24039	56	2	this	this	DET
brj-24039	56	3	sense	sense	NOUN
brj-24039	56	4	,	,	PUNCT
brj-24039	56	5	the	the	DET
brj-24039	56	6	question	question	NOUN
brj-24039	56	7	of	of	ADP
brj-24039	56	8	ml	ml	NOUN
brj-24039	56	9	transparency	transparency	NOUN
brj-24039	56	10	is	be	AUX
brj-24039	56	11	essential	essential	ADJ
brj-24039	56	12	,	,	PUNCT
brj-24039	56	13	as	as	SCONJ
brj-24039	56	14	it	it	PRON
brj-24039	56	15	is	be	AUX
brj-24039	56	16	recognized	recognize	VERB
brj-24039	56	17	e.g.	e.g.	ADV
brj-24039	56	18	,	,	PUNCT
brj-24039	56	19	in	in	ADP
brj-24039	56	20	the	the	DET
brj-24039	56	21	medical	medical	ADJ
brj-24039	56	22	field	field	NOUN
brj-24039	56	23	,	,	PUNCT
brj-24039	56	24	and	and	CCONJ
brj-24039	56	25	it	it	PRON
brj-24039	56	26	can	can	AUX
brj-24039	56	27	be	be	AUX
brj-24039	56	28	somehow	somehow	ADV
brj-24039	56	29	enhanced	enhance	VERB
brj-24039	56	30	by	by	ADP
brj-24039	56	31	exploring	explore	VERB
brj-24039	56	32	the	the	DET
brj-24039	56	33	variance	variance	NOUN
brj-24039	56	34	statistics	statistic	NOUN
brj-24039	56	35	and	and	CCONJ
brj-24039	56	36	the	the	DET
brj-24039	56	37	model	model	NOUN
brj-24039	56	38	accuracy	accuracy	NOUN
brj-24039	56	39	(	(	PUNCT
brj-24039	56	40	huang	huang	PROPN
brj-24039	56	41	and	and	CCONJ
brj-24039	56	42	huang	huang	PROPN
brj-24039	56	43	2023	2023	NUM
brj-24039	56	44	)	)	PUNCT
brj-24039	56	45	.	.	PUNCT
brj-24039	57	1	in	in	ADP
brj-24039	57	2	the	the	DET
brj-24039	57	3	context	context	NOUN
brj-24039	57	4	of	of	ADP
brj-24039	57	5	nfcs	nfc	NOUN
brj-24039	57	6	,	,	PUNCT
brj-24039	57	7	ml	ml	ADP
brj-24039	57	8	techniques	technique	NOUN
brj-24039	57	9	are	be	AUX
brj-24039	57	10	employed	employ	VERB
brj-24039	57	11	to	to	PART
brj-24039	57	12	analyze	analyze	VERB
brj-24039	57	13	complex	complex	ADJ
brj-24039	57	14	datasets	dataset	NOUN
brj-24039	57	15	derived	derive	VERB
brj-24039	57	16	from	from	ADP
brj-24039	57	17	material	material	ADJ
brj-24039	57	18	characterization	characterization	NOUN
brj-24039	57	19	,	,	PUNCT
brj-24039	57	20	processing	processing	NOUN
brj-24039	57	21	parameters	parameter	NOUN
brj-24039	57	22	,	,	PUNCT
brj-24039	57	23	and	and	CCONJ
brj-24039	57	24	performance	performance	NOUN
brj-24039	57	25	testing	testing	NOUN
brj-24039	57	26	.	.	PUNCT
brj-24039	58	1	these	these	DET
brj-24039	58	2	algorithms	algorithm	NOUN
brj-24039	58	3	range	range	VERB
brj-24039	58	4	from	from	ADP
brj-24039	58	5	classical	classical	ADJ
brj-24039	58	6	regression	regression	NOUN
brj-24039	58	7	and	and	CCONJ
brj-24039	58	8	decision	decision	NOUN
brj-24039	58	9	trees	tree	NOUN
brj-24039	58	10	to	to	ADP
brj-24039	58	11	more	more	ADV
brj-24039	58	12	advanced	advanced	ADJ
brj-24039	58	13	approaches	approach	NOUN
brj-24039	58	14	,	,	PUNCT
brj-24039	58	15	such	such	ADJ
brj-24039	58	16	as	as	ADP
brj-24039	58	17	neural	neural	ADJ
brj-24039	58	18	networks	network	NOUN
brj-24039	58	19	and	and	CCONJ
brj-24039	58	20	deep	deep	ADJ
brj-24039	58	21	learning	learning	NOUN
brj-24039	58	22	architectures	architecture	NOUN
brj-24039	58	23	,	,	PUNCT
brj-24039	58	24	each	each	PRON
brj-24039	58	25	of	of	ADP
brj-24039	58	26	these	these	PRON
brj-24039	58	27	tailored	tailor	VERB
brj-24039	58	28	to	to	PART
brj-24039	58	29	extract	extract	VERB
brj-24039	58	30	meaningful	meaningful	ADJ
brj-24039	58	31	insights	insight	NOUN
brj-24039	58	32	and	and	CCONJ
brj-24039	58	33	patterns	pattern	NOUN
brj-24039	58	34	from	from	ADP
brj-24039	58	35	large	large	ADJ
brj-24039	58	36	volumes	volume	NOUN
brj-24039	58	37	of	of	ADP
brj-24039	58	38	heterogeneous	heterogeneous	ADJ
brj-24039	58	39	data	datum	NOUN
brj-24039	58	40	(	(	PUNCT
brj-24039	58	41	yao	yao	NOUN
brj-24039	58	42	et	et	PROPN
brj-24039	58	43	al	al	PROPN
brj-24039	58	44	.	.	PROPN
brj-24039	58	45	2020	2020	NUM
brj-24039	58	46	)	)	PUNCT
brj-24039	58	47	.	.	PUNCT
brj-24039	59	1	the	the	DET
brj-24039	59	2	ml	ml	PROPN
brj-24039	59	3	facilitates	facilitate	VERB
brj-24039	59	4	predictive	predictive	ADJ
brj-24039	59	5	modeling	modeling	NOUN
brj-24039	59	6	of	of	ADP
brj-24039	59	7	material	material	NOUN
brj-24039	59	8	properties	property	NOUN
brj-24039	59	9	,	,	PUNCT
brj-24039	59	10	enabling	enable	VERB
brj-24039	59	11	researchers	researcher	NOUN
brj-24039	59	12	to	to	PART
brj-24039	59	13	simulate	simulate	VERB
brj-24039	59	14	and	and	CCONJ
brj-24039	59	15	predict	predict	VERB
brj-24039	59	16	behaviors	behavior	NOUN
brj-24039	59	17	,	,	PUNCT
brj-24039	59	18	such	such	ADJ
brj-24039	59	19	as	as	ADP
brj-24039	59	20	mechanical	mechanical	ADJ
brj-24039	59	21	strength	strength	NOUN
brj-24039	59	22	,	,	PUNCT
brj-24039	59	23	thermal	thermal	ADJ
brj-24039	59	24	conductivity	conductivity	NOUN
brj-24039	59	25	,	,	PUNCT
brj-24039	59	26	and	and	CCONJ
brj-24039	59	27	chemical	chemical	NOUN
brj-24039	59	28	stability	stability	NOUN
brj-24039	59	29	,	,	PUNCT
brj-24039	59	30	under	under	ADP
brj-24039	59	31	varying	vary	VERB
brj-24039	59	32	conditions	condition	NOUN
brj-24039	59	33	.	.	PUNCT
brj-24039	60	1	this	this	DET
brj-24039	60	2	predictive	predictive	ADJ
brj-24039	60	3	capability	capability	NOUN
brj-24039	60	4	accelerates	accelerate	VERB
brj-24039	60	5	materials	material	NOUN
brj-24039	60	6	discovery	discovery	NOUN
brj-24039	60	7	and	and	CCONJ
brj-24039	60	8	optimization	optimization	NOUN
brj-24039	60	9	,	,	PUNCT
brj-24039	60	10	reducing	reduce	VERB
brj-24039	60	11	time	time	NOUN
brj-24039	60	12	-	-	PUNCT
brj-24039	60	13	to	to	ADP
brj-24039	60	14	-	-	PUNCT
brj-24039	60	15	market	market	NOUN
brj-24039	60	16	and	and	CCONJ
brj-24039	60	17	costs	cost	NOUN
brj-24039	60	18	associated	associate	VERB
brj-24039	60	19	with	with	ADP
brj-24039	60	20	empirical	empirical	ADJ
brj-24039	60	21	testing	testing	NOUN
brj-24039	60	22	.	.	PUNCT
brj-24039	61	1	moreover	moreover	ADV
brj-24039	61	2	,	,	PUNCT
brj-24039	61	3	ml	ml	VERB
brj-24039	61	4	-	-	PUNCT
brj-24039	61	5	driven	drive	VERB
brj-24039	61	6	approaches	approach	NOUN
brj-24039	61	7	enable	enable	VERB
brj-24039	61	8	automated	automated	ADJ
brj-24039	61	9	design	design	NOUN
brj-24039	61	10	workflows	workflow	NOUN
brj-24039	61	11	,	,	PUNCT
brj-24039	61	12	where	where	SCONJ
brj-24039	61	13	algorithms	algorithm	NOUN
brj-24039	61	14	iteratively	iteratively	ADV
brj-24039	61	15	refine	refine	VERB
brj-24039	61	16	composite	composite	ADJ
brj-24039	61	17	formulations	formulation	NOUN
brj-24039	61	18	and	and	CCONJ
brj-24039	61	19	manufacturing	manufacturing	NOUN
brj-24039	61	20	processes	process	NOUN
brj-24039	61	21	based	base	VERB
brj-24039	61	22	on	on	ADP
brj-24039	61	23	performance	performance	NOUN
brj-24039	61	24	criteria	criterion	NOUN
brj-24039	61	25	and	and	CCONJ
brj-24039	61	26	constraints	constraint	NOUN
brj-24039	61	27	,	,	PUNCT
brj-24039	61	28	thereby	thereby	ADV
brj-24039	61	29	pushing	push	VERB
brj-24039	61	30	the	the	DET
brj-24039	61	31	boundaries	boundary	NOUN
brj-24039	61	32	of	of	ADP
brj-24039	61	33	materials	material	NOUN
brj-24039	61	34	science	science	NOUN
brj-24039	61	35	innovation	innovation	NOUN
brj-24039	61	36	in	in	ADP
brj-24039	61	37	fields	field	NOUN
brj-24039	61	38	ranging	range	VERB
brj-24039	61	39	from	from	ADP
brj-24039	61	40	aerospace	aerospace	NOUN
brj-24039	61	41	and	and	CCONJ
brj-24039	61	42	automotive	automotive	ADJ
brj-24039	61	43	to	to	PART
brj-24039	61	44	renewable	renewable	VERB
brj-24039	61	45	energy	energy	NOUN
brj-24039	61	46	and	and	CCONJ
brj-24039	61	47	biomedical	biomedical	ADJ
brj-24039	61	48	applications	application	NOUN
brj-24039	61	49	(	(	PUNCT
brj-24039	61	50	alli	alli	PROPN
brj-24039	61	51	et	et	PROPN
brj-24039	61	52	al	al	PROPN
brj-24039	61	53	.	.	PROPN
brj-24039	61	54	2024	2024	NUM
brj-24039	61	55	)	)	PUNCT
brj-24039	61	56	.	.	PUNCT
brj-24039	62	1	as	as	SCONJ
brj-24039	62	2	ml	ml	X
brj-24039	62	3	continues	continue	VERB
brj-24039	62	4	to	to	PART
brj-24039	62	5	evolve	evolve	VERB
brj-24039	62	6	,	,	PUNCT
brj-24039	62	7	its	its	PRON
brj-24039	62	8	integration	integration	NOUN
brj-24039	62	9	with	with	ADP
brj-24039	62	10	materials	material	NOUN
brj-24039	62	11	science	science	NOUN
brj-24039	62	12	promises	promise	NOUN
brj-24039	62	13	to	to	PART
brj-24039	62	14	unlock	unlock	VERB
brj-24039	62	15	new	new	ADJ
brj-24039	62	16	frontiers	frontier	NOUN
brj-24039	62	17	in	in	ADP
brj-24039	62	18	composite	composite	ADJ
brj-24039	62	19	materials	material	NOUN
brj-24039	62	20	design	design	NOUN
brj-24039	62	21	,	,	PUNCT
brj-24039	62	22	offering	offer	VERB
brj-24039	62	23	unprecedented	unprecedented	ADJ
brj-24039	62	24	opportunities	opportunity	NOUN
brj-24039	62	25	for	for	ADP
brj-24039	62	26	customization	customization	NOUN
brj-24039	62	27	,	,	PUNCT
brj-24039	62	28	efficiency	efficiency	NOUN
brj-24039	62	29	,	,	PUNCT
brj-24039	62	30	and	and	CCONJ
brj-24039	62	31	sustainability	sustainability	NOUN
brj-24039	62	32	in	in	ADP
brj-24039	62	33	manufacturing	manufacturing	NOUN
brj-24039	62	34	and	and	CCONJ
brj-24039	62	35	product	product	NOUN
brj-24039	62	36	development	development	NOUN
brj-24039	62	37	.	.	PUNCT
brj-24039	63	1	traditional	traditional	ADJ
brj-24039	63	2	methods	method	NOUN
brj-24039	63	3	in	in	ADP
brj-24039	63	4	the	the	DET
brj-24039	63	5	formulation	formulation	NOUN
brj-24039	63	6	of	of	ADP
brj-24039	63	7	nfcs	nfcs	ADJ
brj-24039	63	8	description	description	NOUN
brj-24039	63	9	of	of	ADP
brj-24039	63	10	traditional	traditional	ADJ
brj-24039	63	11	empirical	empirical	ADJ
brj-24039	63	12	methods	method	NOUN
brj-24039	63	13	for	for	ADP
brj-24039	63	14	characterizing	characterize	VERB
brj-24039	63	15	and	and	CCONJ
brj-24039	63	16	designing	design	VERB
brj-24039	63	17	nfcs	nfc	NOUN
brj-24039	63	18	traditional	traditional	ADJ
brj-24039	63	19	empirical	empirical	ADJ
brj-24039	63	20	methods	method	NOUN
brj-24039	63	21	have	have	AUX
brj-24039	63	22	long	long	ADV
brj-24039	63	23	been	be	AUX
brj-24039	63	24	foundational	foundational	ADJ
brj-24039	63	25	in	in	ADP
brj-24039	63	26	characterizing	characterize	VERB
brj-24039	63	27	and	and	CCONJ
brj-24039	63	28	designing	design	VERB
brj-24039	63	29	nfcs	nfc	NOUN
brj-24039	63	30	,	,	PUNCT
brj-24039	63	31	relying	rely	VERB
brj-24039	63	32	on	on	ADP
brj-24039	63	33	direct	direct	ADJ
brj-24039	63	34	observation	observation	NOUN
brj-24039	63	35	,	,	PUNCT
brj-24039	63	36	experimentation	experimentation	NOUN
brj-24039	63	37	,	,	PUNCT
brj-24039	63	38	and	and	CCONJ
brj-24039	63	39	physical	physical	ADJ
brj-24039	63	40	testing	testing	NOUN
brj-24039	63	41	to	to	PART
brj-24039	63	42	understand	understand	VERB
brj-24039	63	43	material	material	NOUN
brj-24039	63	44	behaviors	behavior	NOUN
brj-24039	63	45	and	and	CCONJ
brj-24039	63	46	optimize	optimize	NOUN
brj-24039	63	47	performance	performance	NOUN
brj-24039	63	48	.	.	PUNCT
brj-24039	64	1	these	these	DET
brj-24039	64	2	methods	method	NOUN
brj-24039	64	3	encompass	encompass	VERB
brj-24039	64	4	a	a	DET
brj-24039	64	5	range	range	NOUN
brj-24039	64	6	of	of	ADP
brj-24039	64	7	techniques	technique	NOUN
brj-24039	64	8	tailored	tailor	VERB
brj-24039	64	9	to	to	PART
brj-24039	64	10	assess	assess	VERB
brj-24039	64	11	various	various	ADJ
brj-24039	64	12	aspects	aspect	NOUN
brj-24039	64	13	of	of	ADP
brj-24039	64	14	composite	composite	ADJ
brj-24039	64	15	materials	material	NOUN
brj-24039	64	16	,	,	PUNCT
brj-24039	64	17	starting	start	VERB
brj-24039	64	18	with	with	ADP
brj-24039	64	19	material	material	NOUN
brj-24039	64	20	formulation	formulation	NOUN
brj-24039	64	21	and	and	CCONJ
brj-24039	64	22	continuing	continue	VERB
brj-24039	64	23	through	through	ADP
brj-24039	64	24	processing	processing	NOUN
brj-24039	64	25	,	,	PUNCT
brj-24039	64	26	testing	testing	NOUN
brj-24039	64	27	,	,	PUNCT
brj-24039	64	28	and	and	CCONJ
brj-24039	64	29	evaluation	evaluation	NOUN
brj-24039	64	30	phases	phase	NOUN
brj-24039	64	31	(	(	PUNCT
brj-24039	64	32	sapuan	sapuan	NOUN
brj-24039	64	33	and	and	CCONJ
brj-24039	64	34	mansor	mansor	PROPN
brj-24039	64	35	2014	2014	NUM
brj-24039	64	36	)	)	PUNCT
brj-24039	64	37	.	.	PUNCT
brj-24039	65	1	at	at	ADP
brj-24039	65	2	the	the	DET
brj-24039	65	3	formulation	formulation	NOUN
brj-24039	65	4	stage	stage	NOUN
brj-24039	65	5	,	,	PUNCT
brj-24039	65	6	empirical	empirical	ADJ
brj-24039	65	7	methods	method	NOUN
brj-24039	65	8	involve	involve	VERB
brj-24039	65	9	manual	manual	ADJ
brj-24039	65	10	selection	selection	NOUN
brj-24039	65	11	and	and	CCONJ
brj-24039	65	12	blending	blending	NOUN
brj-24039	65	13	of	of	ADP
brj-24039	65	14	polymer	polymer	NOUN
brj-24039	65	15	matrices	matrix	NOUN
brj-24039	65	16	with	with	ADP
brj-24039	65	17	reinforcing	reinforce	VERB
brj-24039	65	18	agents	agent	NOUN
brj-24039	65	19	,	,	PUNCT
brj-24039	65	20	fillers	filler	NOUN
brj-24039	65	21	,	,	PUNCT
brj-24039	65	22	and	and	CCONJ
brj-24039	65	23	additives	additive	NOUN
brj-24039	65	24	based	base	VERB
brj-24039	65	25	on	on	ADP
brj-24039	65	26	prior	prior	ADJ
brj-24039	65	27	knowledge	knowledge	NOUN
brj-24039	65	28	,	,	PUNCT
brj-24039	65	29	experience	experience	NOUN
brj-24039	65	30	,	,	PUNCT
brj-24039	65	31	and	and	CCONJ
brj-24039	65	32	heuristics	heuristic	NOUN
brj-24039	65	33	.	.	PUNCT
brj-24039	66	1	experimental	experimental	ADJ
brj-24039	66	2	techniques	technique	NOUN
brj-24039	66	3	,	,	PUNCT
brj-24039	66	4	such	such	ADJ
brj-24039	66	5	as	as	ADP
brj-24039	66	6	differential	differential	ADJ
brj-24039	66	7	scanning	scanning	NOUN
brj-24039	66	8	calorimetry	calorimetry	NOUN
brj-24039	66	9	(	(	PUNCT
brj-24039	66	10	dsc	dsc	NOUN
brj-24039	66	11	)	)	PUNCT
brj-24039	66	12	,	,	PUNCT
brj-24039	66	13	thermogravimetric	thermogravimetric	ADJ
brj-24039	66	14	analysis	analysis	NOUN
brj-24039	66	15	(	(	PUNCT
brj-24039	66	16	tga	tga	NOUN
brj-24039	66	17	)	)	PUNCT
brj-24039	66	18	,	,	PUNCT
brj-24039	66	19	and	and	CCONJ
brj-24039	66	20	fouriertransform	fouriertransform	VERB
brj-24039	66	21	infrared	infrared	ADJ
brj-24039	66	22	spectroscopy	spectroscopy	NOUN
brj-24039	66	23	(	(	PUNCT
brj-24039	66	24	ftir	ftir	PROPN
brj-24039	66	25	)	)	PUNCT
brj-24039	66	26	,	,	PUNCT
brj-24039	66	27	are	be	AUX
brj-24039	66	28	employed	employ	VERB
brj-24039	66	29	to	to	PART
brj-24039	66	30	analyze	analyze	VERB
brj-24039	66	31	thermal	thermal	ADJ
brj-24039	66	32	properties	property	NOUN
brj-24039	66	33	,	,	PUNCT
brj-24039	66	34	chemical	chemical	NOUN
brj-24039	66	35	composition	composition	NOUN
brj-24039	66	36	,	,	PUNCT
brj-24039	66	37	and	and	CCONJ
brj-24039	66	38	molecular	molecular	ADJ
brj-24039	66	39	structure	structure	NOUN
brj-24039	66	40	,	,	PUNCT
brj-24039	66	41	providing	provide	VERB
brj-24039	66	42	insights	insight	NOUN
brj-24039	66	43	into	into	ADP
brj-24039	66	44	material	material	ADJ
brj-24039	66	45	stability	stability	NOUN
brj-24039	66	46	and	and	CCONJ
brj-24039	66	47	compatibility	compatibility	NOUN
brj-24039	66	48	(	(	PUNCT
brj-24039	66	49	lin	lin	PROPN
brj-24039	66	50	2021	2021	NUM
brj-24039	66	51	;	;	PUNCT
brj-24039	66	52	mylsamy	mylsamy	PROPN
brj-24039	66	53	et	et	PROPN
brj-24039	66	54	al	al	PROPN
brj-24039	66	55	.	.	PROPN
brj-24039	66	56	2024	2024	NUM
brj-24039	66	57	;	;	PUNCT
brj-24039	66	58	ramasubbu	ramasubbu	PROPN
brj-24039	66	59	et	et	PROPN
brj-24039	66	60	al	al	PROPN
brj-24039	66	61	.	.	PROPN
brj-24039	66	62	2024	2024	NUM
brj-24039	66	63	)	)	PUNCT
brj-24039	66	64	.	.	PUNCT
brj-24039	67	1	mechanical	mechanical	ADJ
brj-24039	67	2	testing	testing	NOUN
brj-24039	67	3	methods	method	NOUN
brj-24039	67	4	,	,	PUNCT
brj-24039	67	5	including	include	VERB
brj-24039	67	6	tensile	tensile	NOUN
brj-24039	67	7	,	,	PUNCT
brj-24039	67	8	flexural	flexural	ADJ
brj-24039	67	9	,	,	PUNCT
brj-24039	67	10	impact	impact	NOUN
brj-24039	67	11	,	,	PUNCT
brj-24039	67	12	and	and	CCONJ
brj-24039	67	13	hardness	hardness	NOUN
brj-24039	67	14	testing	testing	NOUN
brj-24039	67	15	,	,	PUNCT
brj-24039	67	16	offer	offer	VERB
brj-24039	67	17	the	the	DET
brj-24039	67	18	assessment	assessment	NOUN
brj-24039	67	19	of	of	ADP
brj-24039	67	20	properties	property	NOUN
brj-24039	67	21	,	,	PUNCT
brj-24039	67	22	such	such	ADJ
brj-24039	67	23	as	as	ADP
brj-24039	67	24	strength	strength	NOUN
brj-24039	67	25	,	,	PUNCT
brj-24039	67	26	stiffness	stiffness	NOUN
brj-24039	67	27	,	,	PUNCT
brj-24039	67	28	toughness	toughness	NOUN
brj-24039	67	29	,	,	PUNCT
brj-24039	67	30	and	and	CCONJ
brj-24039	67	31	resistance	resistance	NOUN
brj-24039	67	32	to	to	ADP
brj-24039	67	33	deformation	deformation	NOUN
brj-24039	67	34	or	or	CCONJ
brj-24039	67	35	fracture	fracture	NOUN
brj-24039	67	36	,	,	PUNCT
brj-24039	67	37	under	under	ADP
brj-24039	67	38	different	different	ADJ
brj-24039	67	39	loading	loading	NOUN
brj-24039	67	40	conditions	condition	NOUN
brj-24039	67	41	.	.	PUNCT
brj-24039	68	1	microscopic	microscopic	ADJ
brj-24039	68	2	techniques	technique	NOUN
brj-24039	68	3	,	,	PUNCT
brj-24039	68	4	such	such	ADJ
brj-24039	68	5	as	as	ADP
brj-24039	68	6	scanning	scan	VERB
brj-24039	68	7	electron	electron	NOUN
brj-24039	68	8	microscopy	microscopy	NOUN
brj-24039	68	9	(	(	PUNCT
brj-24039	68	10	sem	sem	NOUN
brj-24039	68	11	)	)	PUNCT
brj-24039	68	12	and	and	CCONJ
brj-24039	68	13	transmission	transmission	NOUN
brj-24039	68	14	electron	electron	NOUN
brj-24039	68	15	microscopy	microscopy	NOUN
brj-24039	68	16	(	(	PUNCT
brj-24039	68	17	tem	tem	PROPN
brj-24039	68	18	)	)	PUNCT
brj-24039	68	19	,	,	PUNCT
brj-24039	68	20	offer	offer	VERB
brj-24039	68	21	detailed	detailed	ADJ
brj-24039	68	22	visual	visual	ADJ
brj-24039	68	23	analysis	analysis	NOUN
brj-24039	68	24	of	of	ADP
brj-24039	68	25	composite	composite	ADJ
brj-24039	68	26	microstructures	microstructure	NOUN
brj-24039	68	27	,	,	PUNCT
brj-24039	68	28	revealing	reveal	VERB
brj-24039	68	29	information	information	NOUN
brj-24039	68	30	about	about	ADP
brj-24039	68	31	phase	phase	NOUN
brj-24039	68	32	distribution	distribution	NOUN
brj-24039	68	33	,	,	PUNCT
brj-24039	68	34	interfacial	interfacial	ADJ
brj-24039	68	35	bonding	bonding	NOUN
brj-24039	68	36	,	,	PUNCT
brj-24039	68	37	and	and	CCONJ
brj-24039	68	38	defect	defect	VERB
brj-24039	68	39	morphology	morphology	NOUN
brj-24039	68	40	(	(	PUNCT
brj-24039	68	41	palanisamy	palanisamy	NOUN
brj-24039	68	42	et	et	PROPN
brj-24039	68	43	al	al	PROPN
brj-24039	68	44	.	.	PROPN
brj-24039	68	45	2022b	2022b	NUM
brj-24039	68	46	;	;	PUNCT
brj-24039	68	47	liu	liu	PROPN
brj-24039	68	48	et	et	PROPN
brj-24039	68	49	al	al	PROPN
brj-24039	68	50	.	.	PROPN
brj-24039	68	51	2023	2023	NUM
brj-24039	68	52	)	)	PUNCT
brj-24039	68	53	.	.	PUNCT
brj-24039	69	1	despite	despite	SCONJ
brj-24039	69	2	their	their	PRON
brj-24039	69	3	effectiveness	effectiveness	NOUN
brj-24039	69	4	in	in	ADP
brj-24039	69	5	providing	provide	VERB
brj-24039	69	6	detailed	detailed	ADJ
brj-24039	69	7	insights	insight	NOUN
brj-24039	69	8	into	into	ADP
brj-24039	69	9	material	material	ADJ
brj-24039	69	10	characteristics	characteristic	NOUN
brj-24039	69	11	,	,	PUNCT
brj-24039	69	12	traditional	traditional	ADJ
brj-24039	69	13	empirical	empirical	ADJ
brj-24039	69	14	methods	method	NOUN
brj-24039	69	15	are	be	AUX
brj-24039	69	16	labor	labor	NOUN
brj-24039	69	17	-	-	PUNCT
brj-24039	69	18	intensive	intensive	ADJ
brj-24039	69	19	,	,	PUNCT
brj-24039	69	20	time	time	NOUN
brj-24039	69	21	-	-	PUNCT
brj-24039	69	22	consuming	consume	VERB
brj-24039	69	23	,	,	PUNCT
brj-24039	69	24	and	and	CCONJ
brj-24039	69	25	limited	limit	VERB
brj-24039	69	26	in	in	ADP
brj-24039	69	27	their	their	PRON
brj-24039	69	28	ability	ability	NOUN
brj-24039	69	29	to	to	PART
brj-24039	69	30	comprehensively	comprehensively	ADV
brj-24039	69	31	explore	explore	VERB
brj-24039	69	32	complex	complex	ADJ
brj-24039	69	33	material	material	NOUN
brj-24039	69	34	interactions	interaction	NOUN
brj-24039	69	35	across	across	ADP
brj-24039	69	36	diverse	diverse	ADJ
brj-24039	69	37	environmental	environmental	ADJ
brj-24039	69	38	and	and	CCONJ
brj-24039	69	39	operational	operational	ADJ
brj-24039	69	40	conditions	condition	NOUN
brj-24039	69	41	.	.	PUNCT
brj-24039	70	1	as	as	ADP
brj-24039	70	2	such	such	ADJ
brj-24039	70	3	,	,	PUNCT
brj-24039	70	4	there	there	PRON
brj-24039	70	5	is	be	VERB
brj-24039	70	6	a	a	DET
brj-24039	70	7	growing	grow	VERB
brj-24039	70	8	interest	interest	NOUN
brj-24039	70	9	in	in	ADP
brj-24039	70	10	peer	peer	NOUN
brj-24039	70	11	-	-	PUNCT
brj-24039	70	12	reviewed	review	VERB
brj-24039	70	13	review	review	NOUN
brj-24039	70	14	article	article	NOUN
brj-24039	70	15	bioresources.cnr.ncsu.edu	bioresources.cnr.ncsu.edu	ADP
brj-24039	70	16	palanisamy	palanisamy	PROPN
brj-24039	70	17	et	et	PROPN
brj-24039	70	18	al	al	PROPN
brj-24039	70	19	.	.	PROPN
brj-24039	71	1	(	(	PUNCT
brj-24039	71	2	2025	2025	NUM
brj-24039	71	3	)	)	PUNCT
brj-24039	71	4	.	.	PUNCT
brj-24039	72	1	“	"	PUNCT
brj-24039	72	2	computers	computer	NOUN
brj-24039	72	3	&	&	CCONJ
brj-24039	72	4	composites	composite	NOUN
brj-24039	72	5	,	,	PUNCT
brj-24039	72	6	”	"	PUNCT
brj-24039	72	7	bioresources	bioresource	VERB
brj-24039	72	8	20(1	20(1	NUM
brj-24039	72	9	)	)	PUNCT
brj-24039	72	10	,	,	PUNCT
brj-24039	72	11	2321	2321	NUM
brj-24039	72	12	-	-	SYM
brj-24039	72	13	2345	2345	NUM
brj-24039	72	14	.	.	PUNCT
brj-24039	73	1	2325	2325	NUM
brj-24039	73	2	complementing	complement	VERB
brj-24039	73	3	these	these	DET
brj-24039	73	4	methods	method	NOUN
brj-24039	73	5	with	with	ADP
brj-24039	73	6	ml	ml	NOUN
brj-24039	73	7	techniques	technique	NOUN
brj-24039	73	8	,	,	PUNCT
brj-24039	73	9	which	which	PRON
brj-24039	73	10	can	can	AUX
brj-24039	73	11	leverage	leverage	VERB
brj-24039	73	12	large	large	ADJ
brj-24039	73	13	datasets	dataset	NOUN
brj-24039	73	14	to	to	PART
brj-24039	73	15	enhance	enhance	VERB
brj-24039	73	16	predictive	predictive	ADJ
brj-24039	73	17	modeling	modeling	NOUN
brj-24039	73	18	,	,	PUNCT
brj-24039	73	19	optimize	optimize	VERB
brj-24039	73	20	composite	composite	ADJ
brj-24039	73	21	formulations	formulation	NOUN
brj-24039	73	22	,	,	PUNCT
brj-24039	73	23	and	and	CCONJ
brj-24039	73	24	accelerate	accelerate	VERB
brj-24039	73	25	materials	material	NOUN
brj-24039	73	26	development	development	NOUN
brj-24039	73	27	processes	process	NOUN
brj-24039	73	28	in	in	ADP
brj-24039	73	29	a	a	DET
brj-24039	73	30	more	more	ADV
brj-24039	73	31	efficient	efficient	ADJ
brj-24039	73	32	and	and	CCONJ
brj-24039	73	33	cost	cost	NOUN
brj-24039	73	34	-	-	PUNCT
brj-24039	73	35	effective	effective	ADJ
brj-24039	73	36	manner	manner	NOUN
brj-24039	73	37	(	(	PUNCT
brj-24039	73	38	nguyen	nguyen	NOUN
brj-24039	73	39	et	et	PROPN
brj-24039	73	40	al	al	PROPN
brj-24039	73	41	.	.	PROPN
brj-24039	73	42	2022	2022	NUM
brj-24039	73	43	;	;	PUNCT
brj-24039	73	44	krzywanski	krzywanski	PROPN
brj-24039	73	45	et	et	PROPN
brj-24039	73	46	al	al	PROPN
brj-24039	73	47	.	.	PROPN
brj-24039	73	48	2024	2024	NUM
brj-24039	73	49	)	)	PUNCT
brj-24039	73	50	.	.	PUNCT
brj-24039	74	1	machine	machine	NOUN
brj-24039	74	2	learning	learning	NOUN
brj-24039	74	3	(	(	PUNCT
brj-24039	74	4	ml	ml	NOUN
brj-24039	74	5	)	)	PUNCT
brj-24039	74	6	could	could	AUX
brj-24039	74	7	offer	offer	VERB
brj-24039	74	8	a	a	DET
brj-24039	74	9	new	new	ADJ
brj-24039	74	10	pathway	pathway	NOUN
brj-24039	74	11	for	for	ADP
brj-24039	74	12	data	data	NOUN
brj-24039	74	13	-	-	PUNCT
brj-24039	74	14	driven	drive	VERB
brj-24039	74	15	design	design	NOUN
brj-24039	74	16	and	and	CCONJ
brj-24039	74	17	development	development	NOUN
brj-24039	74	18	of	of	ADP
brj-24039	74	19	reinforced	reinforce	VERB
brj-24039	74	20	composites	composite	NOUN
brj-24039	74	21	.	.	PUNCT
brj-24039	75	1	figure	figure	NOUN
brj-24039	75	2	1	1	NUM
brj-24039	75	3	illustrates	illustrate	VERB
brj-24039	75	4	a	a	DET
brj-24039	75	5	framework	framework	NOUN
brj-24039	75	6	for	for	ADP
brj-24039	75	7	the	the	DET
brj-24039	75	8	data	data	NOUN
brj-24039	75	9	-	-	PUNCT
brj-24039	75	10	driven	drive	VERB
brj-24039	75	11	composite	composite	ADJ
brj-24039	75	12	design	design	NOUN
brj-24039	75	13	,	,	PUNCT
brj-24039	75	14	highlighting	highlight	VERB
brj-24039	75	15	manufacturing	manufacturing	NOUN
brj-24039	75	16	processes	process	NOUN
brj-24039	75	17	,	,	PUNCT
brj-24039	75	18	data	datum	NOUN
brj-24039	75	19	collection	collection	NOUN
brj-24039	75	20	sources	source	NOUN
brj-24039	75	21	,	,	PUNCT
brj-24039	75	22	and	and	CCONJ
brj-24039	75	23	simulation	simulation	NOUN
brj-24039	75	24	tools	tool	NOUN
brj-24039	75	25	.	.	PUNCT
brj-24039	76	1	this	this	DET
brj-24039	76	2	approach	approach	NOUN
brj-24039	76	3	utilizes	utilize	VERB
brj-24039	76	4	forecasting	forecasting	NOUN
brj-24039	76	5	models	model	NOUN
brj-24039	76	6	and	and	CCONJ
brj-24039	76	7	decision	decision	NOUN
brj-24039	76	8	-	-	PUNCT
brj-24039	76	9	making	make	VERB
brj-24039	76	10	strategies	strategy	NOUN
brj-24039	76	11	for	for	ADP
brj-24039	76	12	designing	design	VERB
brj-24039	76	13	reinforced	reinforce	VERB
brj-24039	76	14	composites	composite	NOUN
brj-24039	76	15	,	,	PUNCT
brj-24039	76	16	utilizing	utilize	VERB
brj-24039	76	17	data	datum	NOUN
brj-24039	76	18	from	from	ADP
brj-24039	76	19	the	the	DET
brj-24039	76	20	manufacturing	manufacturing	NOUN
brj-24039	76	21	process	process	NOUN
brj-24039	76	22	,	,	PUNCT
brj-24039	76	23	micromechanics	micromechanic	NOUN
brj-24039	76	24	,	,	PUNCT
brj-24039	76	25	finite	finite	ADJ
brj-24039	76	26	element	element	NOUN
brj-24039	76	27	analysis	analysis	NOUN
brj-24039	76	28	,	,	PUNCT
brj-24039	76	29	academic	academic	ADJ
brj-24039	76	30	literature	literature	NOUN
brj-24039	76	31	,	,	PUNCT
brj-24039	76	32	and	and	CCONJ
brj-24039	76	33	digital	digital	ADJ
brj-24039	76	34	databases	database	NOUN
brj-24039	76	35	,	,	PUNCT
brj-24039	76	36	among	among	ADP
brj-24039	76	37	others	other	NOUN
brj-24039	76	38	.	.	PUNCT
brj-24039	77	1	in	in	ADP
brj-24039	77	2	the	the	DET
brj-24039	77	3	specific	specific	ADJ
brj-24039	77	4	case	case	NOUN
brj-24039	77	5	of	of	ADP
brj-24039	77	6	nfcs	nfc	NOUN
brj-24039	77	7	,	,	PUNCT
brj-24039	77	8	the	the	DET
brj-24039	77	9	inherent	inherent	ADJ
brj-24039	77	10	limitations	limitation	NOUN
brj-24039	77	11	of	of	ADP
brj-24039	77	12	any	any	DET
brj-24039	77	13	applied	apply	VERB
brj-24039	77	14	method	method	NOUN
brj-24039	77	15	,	,	PUNCT
brj-24039	77	16	which	which	PRON
brj-24039	77	17	of	of	ADP
brj-24039	77	18	course	course	NOUN
brj-24039	77	19	impact	impact	NOUN
brj-24039	77	20	also	also	ADV
brj-24039	77	21	on	on	ADP
brj-24039	77	22	ml	ml	NOUN
brj-24039	77	23	,	,	PUNCT
brj-24039	77	24	is	be	AUX
brj-24039	77	25	the	the	DET
brj-24039	77	26	difficulty	difficulty	NOUN
brj-24039	77	27	to	to	PART
brj-24039	77	28	add	add	VERB
brj-24039	77	29	to	to	ADP
brj-24039	77	30	the	the	DET
brj-24039	77	31	evaluation	evaluation	NOUN
brj-24039	77	32	data	datum	NOUN
brj-24039	77	33	about	about	ADP
brj-24039	77	34	local	local	ADJ
brj-24039	77	35	interface	interface	NOUN
brj-24039	77	36	strength	strength	NOUN
brj-24039	77	37	,	,	PUNCT
brj-24039	77	38	particularly	particularly	ADV
brj-24039	77	39	variable	variable	ADJ
brj-24039	77	40	in	in	ADP
brj-24039	77	41	the	the	DET
brj-24039	77	42	case	case	NOUN
brj-24039	77	43	of	of	ADP
brj-24039	77	44	nfcs	nfc	NOUN
brj-24039	77	45	for	for	ADP
brj-24039	77	46	the	the	DET
brj-24039	77	47	conflicting	conflict	VERB
brj-24039	77	48	geometries	geometry	NOUN
brj-24039	77	49	of	of	ADP
brj-24039	77	50	matrix	matrix	NOUN
brj-24039	77	51	and	and	CCONJ
brj-24039	77	52	reinforcement	reinforcement	NOUN
brj-24039	77	53	and	and	CCONJ
brj-24039	77	54	the	the	DET
brj-24039	77	55	large	large	ADJ
brj-24039	77	56	effect	effect	NOUN
brj-24039	77	57	of	of	ADP
brj-24039	77	58	unavoidable	unavoidable	ADJ
brj-24039	77	59	porosities	porosity	NOUN
brj-24039	77	60	.	.	PUNCT
brj-24039	78	1	this	this	PRON
brj-24039	78	2	could	could	AUX
brj-24039	78	3	be	be	AUX
brj-24039	78	4	possibly	possibly	ADV
brj-24039	78	5	in	in	ADP
brj-24039	78	6	the	the	DET
brj-24039	78	7	future	future	NOUN
brj-24039	78	8	addressed	address	VERB
brj-24039	78	9	by	by	ADP
brj-24039	78	10	inserting	insert	VERB
brj-24039	78	11	in	in	ADP
brj-24039	78	12	modelling	model	VERB
brj-24039	78	13	large	large	ADJ
brj-24039	78	14	databases	database	NOUN
brj-24039	78	15	of	of	ADP
brj-24039	78	16	microscopical	microscopical	ADJ
brj-24039	78	17	images	image	NOUN
brj-24039	78	18	and	and	CCONJ
brj-24039	78	19	features	feature	NOUN
brj-24039	78	20	,	,	PUNCT
brj-24039	78	21	yet	yet	CCONJ
brj-24039	78	22	this	this	PRON
brj-24039	78	23	is	be	AUX
brj-24039	78	24	unpractical	unpractical	ADJ
brj-24039	78	25	so	so	ADV
brj-24039	78	26	far	far	ADV
brj-24039	78	27	,	,	PUNCT
brj-24039	78	28	though	though	SCONJ
brj-24039	78	29	it	it	PRON
brj-24039	78	30	has	have	AUX
brj-24039	78	31	been	be	AUX
brj-24039	78	32	proposed	propose	VERB
brj-24039	78	33	on	on	ADP
brj-24039	78	34	traditional	traditional	ADJ
brj-24039	78	35	composites	composite	NOUN
brj-24039	78	36	(	(	PUNCT
brj-24039	78	37	romanov	romanov	PROPN
brj-24039	78	38	et	et	PROPN
brj-24039	78	39	al	al	PROPN
brj-24039	78	40	.	.	PROPN
brj-24039	78	41	2013	2013	NUM
brj-24039	78	42	)	)	PUNCT
brj-24039	78	43	.	.	PUNCT
brj-24039	79	1	fig	fig	NOUN
brj-24039	79	2	.	.	PUNCT
brj-24039	80	1	1	1	X
brj-24039	80	2	.	.	X
brj-24039	80	3	data	data	NOUN
brj-24039	80	4	-	-	PUNCT
brj-24039	80	5	driven	drive	VERB
brj-24039	80	6	design	design	NOUN
brj-24039	80	7	of	of	ADP
brj-24039	80	8	composite	composite	ADJ
brj-24039	80	9	materials	material	NOUN
brj-24039	80	10	,	,	PUNCT
brj-24039	80	11	illustrating	illustrate	VERB
brj-24039	80	12	production	production	NOUN
brj-24039	80	13	pathways	pathway	NOUN
brj-24039	80	14	,	,	PUNCT
brj-24039	80	15	data	datum	NOUN
brj-24039	80	16	acquisition	acquisition	NOUN
brj-24039	80	17	sources	source	NOUN
brj-24039	80	18	,	,	PUNCT
brj-24039	80	19	and	and	CCONJ
brj-24039	80	20	simulation	simulation	NOUN
brj-24039	80	21	tools	tool	NOUN
brj-24039	80	22	(	(	PUNCT
brj-24039	80	23	okafor	okafor	PROPN
brj-24039	80	24	et	et	PROPN
brj-24039	80	25	al	al	PROPN
brj-24039	80	26	.	.	PROPN
brj-24039	80	27	2023	2023	NUM
brj-24039	80	28	;	;	PUNCT
brj-24039	80	29	cc	cc	VERB
brj-24039	80	30	by	by	ADP
brj-24039	80	31	4.0	4.0	NUM
brj-24039	80	32	)	)	PUNCT
brj-24039	80	33	peer	peer	NOUN
brj-24039	80	34	-	-	PUNCT
brj-24039	80	35	reviewed	review	VERB
brj-24039	80	36	review	review	NOUN
brj-24039	80	37	article	article	NOUN
brj-24039	80	38	bioresources.cnr.ncsu.edu	bioresources.cnr.ncsu.edu	ADP
brj-24039	80	39	palanisamy	palanisamy	PROPN
brj-24039	80	40	et	et	PROPN
brj-24039	80	41	al	al	PROPN
brj-24039	80	42	.	.	PROPN
brj-24039	80	43	(	(	PUNCT
brj-24039	80	44	2025	2025	NUM
brj-24039	80	45	)	)	PUNCT
brj-24039	80	46	.	.	PUNCT
brj-24039	81	1	“	"	PUNCT
brj-24039	81	2	computers	computer	NOUN
brj-24039	81	3	&	&	CCONJ
brj-24039	81	4	composites	composite	NOUN
brj-24039	81	5	,	,	PUNCT
brj-24039	81	6	”	"	PUNCT
brj-24039	81	7	bioresources	bioresource	VERB
brj-24039	81	8	20(1	20(1	NUM
brj-24039	81	9	)	)	PUNCT
brj-24039	81	10	,	,	PUNCT
brj-24039	81	11	2321	2321	NUM
brj-24039	81	12	-	-	SYM
brj-24039	81	13	2345	2345	NUM
brj-24039	81	14	.	.	PUNCT
brj-24039	82	1	2326	2326	NUM
brj-24039	82	2	strengths	strength	NOUN
brj-24039	82	3	:	:	PUNCT
brj-24039	82	4	detailed	detailed	ADJ
brj-24039	82	5	physical	physical	ADJ
brj-24039	82	6	insights	insight	NOUN
brj-24039	82	7	,	,	PUNCT
brj-24039	82	8	established	establish	VERB
brj-24039	82	9	methodologies	methodology	NOUN
brj-24039	82	10	the	the	DET
brj-24039	82	11	strengths	strength	NOUN
brj-24039	82	12	of	of	ADP
brj-24039	82	13	traditional	traditional	ADJ
brj-24039	82	14	methods	method	NOUN
brj-24039	82	15	in	in	ADP
brj-24039	82	16	nfcs	nfc	NOUN
brj-24039	82	17	lie	lie	VERB
brj-24039	82	18	in	in	ADP
brj-24039	82	19	their	their	PRON
brj-24039	82	20	ability	ability	NOUN
brj-24039	82	21	to	to	PART
brj-24039	82	22	provide	provide	VERB
brj-24039	82	23	detailed	detailed	ADJ
brj-24039	82	24	physical	physical	ADJ
brj-24039	82	25	insights	insight	NOUN
brj-24039	82	26	and	and	CCONJ
brj-24039	82	27	their	their	PRON
brj-24039	82	28	reliance	reliance	NOUN
brj-24039	82	29	on	on	ADP
brj-24039	82	30	well	well	ADV
brj-24039	82	31	-	-	PUNCT
brj-24039	82	32	established	establish	VERB
brj-24039	82	33	methodologies	methodology	NOUN
brj-24039	82	34	that	that	PRON
brj-24039	82	35	have	have	AUX
brj-24039	82	36	been	be	AUX
brj-24039	82	37	refined	refine	VERB
brj-24039	82	38	over	over	ADP
brj-24039	82	39	decades	decade	NOUN
brj-24039	82	40	of	of	ADP
brj-24039	82	41	materials	material	NOUN
brj-24039	82	42	research	research	NOUN
brj-24039	82	43	and	and	CCONJ
brj-24039	82	44	development	development	NOUN
brj-24039	82	45	(	(	PUNCT
brj-24039	82	46	song	song	NOUN
brj-24039	82	47	et	et	PROPN
brj-24039	82	48	al	al	PROPN
brj-24039	82	49	.	.	PROPN
brj-24039	82	50	2020	2020	NUM
brj-24039	82	51	;	;	PUNCT
brj-24039	82	52	palaniappan	palaniappan	PROPN
brj-24039	82	53	et	et	PROPN
brj-24039	82	54	al	al	PROPN
brj-24039	82	55	.	.	PROPN
brj-24039	82	56	2024a	2024a	NUM
brj-24039	82	57	)	)	PUNCT
brj-24039	82	58	.	.	PUNCT
brj-24039	83	1	one	one	NUM
brj-24039	83	2	key	key	ADJ
brj-24039	83	3	advantage	advantage	NOUN
brj-24039	83	4	offered	offer	VERB
brj-24039	83	5	is	be	AUX
brj-24039	83	6	the	the	DET
brj-24039	83	7	depth	depth	NOUN
brj-24039	83	8	of	of	ADP
brj-24039	83	9	understanding	understand	VERB
brj-24039	83	10	these	these	DET
brj-24039	83	11	methods	method	NOUN
brj-24039	83	12	into	into	ADP
brj-24039	83	13	the	the	DET
brj-24039	83	14	physical	physical	ADJ
brj-24039	83	15	and	and	CCONJ
brj-24039	83	16	chemical	chemical	NOUN
brj-24039	83	17	properties	property	NOUN
brj-24039	83	18	of	of	ADP
brj-24039	83	19	composite	composite	ADJ
brj-24039	83	20	materials	material	NOUN
brj-24039	83	21	.	.	PUNCT
brj-24039	84	1	techniques	technique	NOUN
brj-24039	84	2	,	,	PUNCT
brj-24039	84	3	such	such	ADJ
brj-24039	84	4	as	as	ADP
brj-24039	84	5	differential	differential	ADJ
brj-24039	84	6	scanning	scanning	NOUN
brj-24039	84	7	calorimetry	calorimetry	NOUN
brj-24039	84	8	(	(	PUNCT
brj-24039	84	9	dsc	dsc	NOUN
brj-24039	84	10	)	)	PUNCT
brj-24039	84	11	,	,	PUNCT
brj-24039	84	12	thermogravimetric	thermogravimetric	ADJ
brj-24039	84	13	analysis	analysis	NOUN
brj-24039	84	14	(	(	PUNCT
brj-24039	84	15	tga	tga	NOUN
brj-24039	84	16	)	)	PUNCT
brj-24039	84	17	,	,	PUNCT
brj-24039	84	18	and	and	CCONJ
brj-24039	84	19	fouriertransform	fouriertransform	VERB
brj-24039	84	20	infrared	infrared	ADJ
brj-24039	84	21	spectroscopy	spectroscopy	NOUN
brj-24039	84	22	(	(	PUNCT
brj-24039	84	23	ftir	ftir	PROPN
brj-24039	84	24	)	)	PUNCT
brj-24039	84	25	enable	enable	VERB
brj-24039	84	26	precise	precise	ADJ
brj-24039	84	27	characterization	characterization	NOUN
brj-24039	84	28	of	of	ADP
brj-24039	84	29	thermal	thermal	ADJ
brj-24039	84	30	stability	stability	NOUN
brj-24039	84	31	,	,	PUNCT
brj-24039	84	32	chemical	chemical	NOUN
brj-24039	84	33	composition	composition	NOUN
brj-24039	84	34	,	,	PUNCT
brj-24039	84	35	and	and	CCONJ
brj-24039	84	36	molecular	molecular	ADJ
brj-24039	84	37	structure	structure	NOUN
brj-24039	84	38	,	,	PUNCT
brj-24039	84	39	which	which	PRON
brj-24039	84	40	are	be	AUX
brj-24039	84	41	essential	essential	ADJ
brj-24039	84	42	for	for	ADP
brj-24039	84	43	assessing	assess	VERB
brj-24039	84	44	material	material	NOUN
brj-24039	84	45	performance	performance	NOUN
brj-24039	84	46	and	and	CCONJ
brj-24039	84	47	stability	stability	NOUN
brj-24039	84	48	(	(	PUNCT
brj-24039	84	49	al	al	PROPN
brj-24039	84	50	-	-	PUNCT
brj-24039	84	51	quraishi	quraishi	PROPN
brj-24039	84	52	et	et	PROPN
brj-24039	84	53	al	al	PROPN
brj-24039	84	54	.	.	PROPN
brj-24039	84	55	2020	2020	NUM
brj-24039	84	56	)	)	PUNCT
brj-24039	84	57	.	.	PUNCT
brj-24039	85	1	mechanical	mechanical	ADJ
brj-24039	85	2	testing	testing	NOUN
brj-24039	85	3	methods	method	NOUN
brj-24039	85	4	—	—	PUNCT
brj-24039	85	5	such	such	ADJ
brj-24039	85	6	as	as	ADP
brj-24039	85	7	tensile	tensile	NOUN
brj-24039	85	8	,	,	PUNCT
brj-24039	85	9	flexural	flexural	ADJ
brj-24039	85	10	,	,	PUNCT
brj-24039	85	11	impact	impact	NOUN
brj-24039	85	12	,	,	PUNCT
brj-24039	85	13	and	and	CCONJ
brj-24039	85	14	hardness	hardness	NOUN
brj-24039	85	15	testing	testing	NOUN
brj-24039	85	16	—	—	PUNCT
brj-24039	85	17	offer	offer	VERB
brj-24039	85	18	quantitative	quantitative	ADJ
brj-24039	85	19	data	datum	NOUN
brj-24039	85	20	on	on	ADP
brj-24039	85	21	mechanical	mechanical	ADJ
brj-24039	85	22	properties	property	NOUN
brj-24039	85	23	such	such	ADJ
brj-24039	85	24	as	as	ADP
brj-24039	85	25	strength	strength	NOUN
brj-24039	85	26	,	,	PUNCT
brj-24039	85	27	stiffness	stiffness	NOUN
brj-24039	85	28	,	,	PUNCT
brj-24039	85	29	toughness	toughness	NOUN
brj-24039	85	30	,	,	PUNCT
brj-24039	85	31	and	and	CCONJ
brj-24039	85	32	resilience	resilience	NOUN
brj-24039	85	33	under	under	ADP
brj-24039	85	34	varying	vary	VERB
brj-24039	85	35	conditions	condition	NOUN
brj-24039	85	36	,	,	PUNCT
brj-24039	85	37	providing	provide	VERB
brj-24039	85	38	critical	critical	ADJ
brj-24039	85	39	insights	insight	NOUN
brj-24039	85	40	into	into	ADP
brj-24039	85	41	material	material	ADJ
brj-24039	85	42	behavior	behavior	NOUN
brj-24039	85	43	under	under	ADP
brj-24039	85	44	stress	stress	NOUN
brj-24039	85	45	(	(	PUNCT
brj-24039	85	46	falsafi	falsafi	INTJ
brj-24039	85	47	et	et	PROPN
brj-24039	85	48	al	al	PROPN
brj-24039	85	49	.	.	PROPN
brj-24039	85	50	2020	2020	NUM
brj-24039	85	51	)	)	PUNCT
brj-24039	85	52	.	.	PUNCT
brj-24039	86	1	microscopic	microscopic	ADJ
brj-24039	86	2	analyses	analysis	NOUN
brj-24039	86	3	,	,	PUNCT
brj-24039	86	4	including	include	VERB
brj-24039	86	5	sem	sem	NOUN
brj-24039	86	6	and	and	CCONJ
brj-24039	86	7	tem	tem	PROPN
brj-24039	86	8	,	,	PUNCT
brj-24039	86	9	allow	allow	VERB
brj-24039	86	10	for	for	ADP
brj-24039	86	11	detailed	detailed	ADJ
brj-24039	86	12	visualization	visualization	NOUN
brj-24039	86	13	of	of	ADP
brj-24039	86	14	composite	composite	ADJ
brj-24039	86	15	microstructures	microstructure	NOUN
brj-24039	86	16	,	,	PUNCT
brj-24039	86	17	revealing	reveal	VERB
brj-24039	86	18	information	information	NOUN
brj-24039	86	19	about	about	ADP
brj-24039	86	20	phase	phase	NOUN
brj-24039	86	21	distribution	distribution	NOUN
brj-24039	86	22	,	,	PUNCT
brj-24039	86	23	interfacial	interfacial	ADJ
brj-24039	86	24	bonding	bonding	NOUN
brj-24039	86	25	,	,	PUNCT
brj-24039	86	26	and	and	CCONJ
brj-24039	86	27	defect	defect	VERB
brj-24039	86	28	morphology	morphology	NOUN
brj-24039	86	29	at	at	ADP
brj-24039	86	30	microscopic	microscopic	ADJ
brj-24039	86	31	scales	scale	NOUN
brj-24039	86	32	(	(	PUNCT
brj-24039	86	33	foster	foster	NOUN
brj-24039	86	34	et	et	PROPN
brj-24039	86	35	al	al	PROPN
brj-24039	86	36	.	.	PROPN
brj-24039	86	37	2018	2018	NUM
brj-24039	86	38	)	)	PUNCT
brj-24039	86	39	.	.	PUNCT
brj-24039	87	1	furthermore	furthermore	ADV
brj-24039	87	2	,	,	PUNCT
brj-24039	87	3	traditional	traditional	ADJ
brj-24039	87	4	methodologies	methodology	NOUN
brj-24039	87	5	benefit	benefit	VERB
brj-24039	87	6	from	from	ADP
brj-24039	87	7	well	well	ADV
brj-24039	87	8	-	-	PUNCT
brj-24039	87	9	established	establish	VERB
brj-24039	87	10	protocols	protocol	NOUN
brj-24039	87	11	and	and	CCONJ
brj-24039	87	12	standards	standard	NOUN
brj-24039	87	13	,	,	PUNCT
brj-24039	87	14	ensuring	ensure	VERB
brj-24039	87	15	consistency	consistency	NOUN
brj-24039	87	16	and	and	CCONJ
brj-24039	87	17	comparability	comparability	NOUN
brj-24039	87	18	across	across	ADP
brj-24039	87	19	different	different	ADJ
brj-24039	87	20	studies	study	NOUN
brj-24039	87	21	and	and	CCONJ
brj-24039	87	22	laboratories	laboratory	NOUN
brj-24039	87	23	.	.	PUNCT
brj-24039	88	1	this	this	DET
brj-24039	88	2	historical	historical	ADJ
brj-24039	88	3	foundation	foundation	NOUN
brj-24039	88	4	has	have	AUX
brj-24039	88	5	built	build	VERB
brj-24039	88	6	a	a	DET
brj-24039	88	7	robust	robust	ADJ
brj-24039	88	8	framework	framework	NOUN
brj-24039	88	9	for	for	ADP
brj-24039	88	10	characterizing	characterizing	NOUN
brj-24039	88	11	,	,	PUNCT
brj-24039	88	12	designing	designing	NOUN
brj-24039	88	13	,	,	PUNCT
brj-24039	88	14	and	and	CCONJ
brj-24039	88	15	evaluating	evaluate	VERB
brj-24039	88	16	nfcs	nfc	NOUN
brj-24039	88	17	,	,	PUNCT
brj-24039	88	18	offering	offer	VERB
brj-24039	88	19	a	a	DET
brj-24039	88	20	solid	solid	ADJ
brj-24039	88	21	baseline	baseline	NOUN
brj-24039	88	22	against	against	ADP
brj-24039	88	23	which	which	PRON
brj-24039	88	24	new	new	ADJ
brj-24039	88	25	advancements	advancement	NOUN
brj-24039	88	26	,	,	PUNCT
brj-24039	88	27	such	such	ADJ
brj-24039	88	28	as	as	ADP
brj-24039	88	29	ml	ml	NOUN
brj-24039	88	30	techniques	technique	NOUN
brj-24039	88	31	,	,	PUNCT
brj-24039	88	32	can	can	AUX
brj-24039	88	33	be	be	AUX
brj-24039	88	34	compared	compare	VERB
brj-24039	88	35	and	and	CCONJ
brj-24039	88	36	integrated	integrate	VERB
brj-24039	88	37	to	to	PART
brj-24039	88	38	further	far	ADV
brj-24039	88	39	enhance	enhance	VERB
brj-24039	88	40	materials	material	NOUN
brj-24039	88	41	science	science	NOUN
brj-24039	88	42	and	and	CCONJ
brj-24039	88	43	engineering	engineering	NOUN
brj-24039	88	44	practices	practice	NOUN
brj-24039	88	45	.	.	PUNCT
brj-24039	89	1	limitations	limitation	NOUN
brj-24039	89	2	:	:	PUNCT
brj-24039	89	3	time	time	NOUN
brj-24039	89	4	consumption	consumption	NOUN
brj-24039	89	5	,	,	PUNCT
brj-24039	89	6	cost	cost	NOUN
brj-24039	89	7	,	,	PUNCT
brj-24039	89	8	difficult	difficult	ADJ
brj-24039	89	9	scale	scale	NOUN
brj-24039	89	10	-	-	PUNCT
brj-24039	89	11	up	up	NOUN
brj-24039	89	12	for	for	ADP
brj-24039	89	13	complex	complex	ADJ
brj-24039	89	14	material	material	NOUN
brj-24039	89	15	interactions	interaction	NOUN
brj-24039	89	16	despite	despite	SCONJ
brj-24039	89	17	their	their	PRON
brj-24039	89	18	strengths	strength	NOUN
brj-24039	89	19	,	,	PUNCT
brj-24039	89	20	traditional	traditional	ADJ
brj-24039	89	21	methods	method	NOUN
brj-24039	89	22	in	in	ADP
brj-24039	89	23	nfcs	nfc	NOUN
brj-24039	89	24	suffer	suffer	VERB
brj-24039	89	25	from	from	ADP
brj-24039	89	26	significant	significant	ADJ
brj-24039	89	27	limitations	limitation	NOUN
brj-24039	89	28	that	that	PRON
brj-24039	89	29	impact	impact	VERB
brj-24039	89	30	their	their	PRON
brj-24039	89	31	applicability	applicability	NOUN
brj-24039	89	32	and	and	CCONJ
brj-24039	89	33	efficiency	efficiency	NOUN
brj-24039	89	34	in	in	ADP
brj-24039	89	35	modern	modern	ADJ
brj-24039	89	36	materials	material	NOUN
brj-24039	89	37	science	science	NOUN
brj-24039	89	38	.	.	PUNCT
brj-24039	90	1	one	one	NUM
brj-24039	90	2	prominent	prominent	ADJ
brj-24039	90	3	drawback	drawback	NOUN
brj-24039	90	4	is	be	AUX
brj-24039	90	5	their	their	PRON
brj-24039	90	6	inherent	inherent	ADJ
brj-24039	90	7	time	time	NOUN
brj-24039	90	8	-	-	PUNCT
brj-24039	90	9	consuming	consume	VERB
brj-24039	90	10	nature	nature	NOUN
brj-24039	90	11	,	,	PUNCT
brj-24039	90	12	stemming	stem	VERB
brj-24039	90	13	from	from	ADP
brj-24039	90	14	the	the	DET
brj-24039	90	15	sequential	sequential	ADJ
brj-24039	90	16	and	and	CCONJ
brj-24039	90	17	labor	labor	NOUN
brj-24039	90	18	-	-	PUNCT
brj-24039	90	19	intensive	intensive	ADJ
brj-24039	90	20	processes	process	NOUN
brj-24039	90	21	involved	involve	VERB
brj-24039	90	22	in	in	ADP
brj-24039	90	23	empirical	empirical	ADJ
brj-24039	90	24	testing	testing	NOUN
brj-24039	90	25	and	and	CCONJ
brj-24039	90	26	physical	physical	ADJ
brj-24039	90	27	characterization	characterization	NOUN
brj-24039	90	28	.	.	PUNCT
brj-24039	91	1	techniques	technique	NOUN
brj-24039	91	2	,	,	PUNCT
brj-24039	91	3	such	such	ADJ
brj-24039	91	4	as	as	ADP
brj-24039	91	5	dsc	dsc	PROPN
brj-24039	91	6	,	,	PUNCT
brj-24039	91	7	tga	tga	PROPN
brj-24039	91	8	,	,	PUNCT
brj-24039	91	9	ftir	ftir	PROPN
brj-24039	91	10	,	,	PUNCT
brj-24039	91	11	and	and	CCONJ
brj-24039	91	12	mechanical	mechanical	ADJ
brj-24039	91	13	testing	testing	NOUN
brj-24039	91	14	,	,	PUNCT
brj-24039	91	15	require	require	VERB
brj-24039	91	16	meticulous	meticulous	ADJ
brj-24039	91	17	sample	sample	NOUN
brj-24039	91	18	preparation	preparation	NOUN
brj-24039	91	19	,	,	PUNCT
brj-24039	91	20	experimental	experimental	ADJ
brj-24039	91	21	setup	setup	NOUN
brj-24039	91	22	,	,	PUNCT
brj-24039	91	23	and	and	CCONJ
brj-24039	91	24	data	datum	NOUN
brj-24039	91	25	collection	collection	NOUN
brj-24039	91	26	,	,	PUNCT
brj-24039	91	27	extending	extend	VERB
brj-24039	91	28	the	the	DET
brj-24039	91	29	timeframe	timeframe	NOUN
brj-24039	91	30	from	from	ADP
brj-24039	91	31	material	material	NOUN
brj-24039	91	32	formulation	formulation	NOUN
brj-24039	91	33	to	to	ADP
brj-24039	91	34	final	final	ADJ
brj-24039	91	35	evaluation	evaluation	NOUN
brj-24039	91	36	(	(	PUNCT
brj-24039	91	37	gomes	gomes	PROPN
brj-24039	91	38	souza	souza	PROPN
brj-24039	91	39	,	,	PUNCT
brj-24039	91	40	jr	jr	PROPN
brj-24039	91	41	.	.	PROPN
brj-24039	91	42	et	et	PROPN
brj-24039	91	43	al	al	PROPN
brj-24039	91	44	.	.	PROPN
brj-24039	91	45	2024	2024	NUM
brj-24039	91	46	)	)	PUNCT
brj-24039	91	47	.	.	PUNCT
brj-24039	92	1	moreover	moreover	ADV
brj-24039	92	2	,	,	PUNCT
brj-24039	92	3	the	the	DET
brj-24039	92	4	need	need	NOUN
brj-24039	92	5	for	for	ADP
brj-24039	92	6	skilled	skilled	ADJ
brj-24039	92	7	personnel	personnel	NOUN
brj-24039	92	8	to	to	PART
brj-24039	92	9	operate	operate	VERB
brj-24039	92	10	specialized	specialized	ADJ
brj-24039	92	11	equipment	equipment	NOUN
brj-24039	92	12	and	and	CCONJ
brj-24039	92	13	interpret	interpret	VERB
brj-24039	92	14	results	result	NOUN
brj-24039	92	15	adds	add	VERB
brj-24039	92	16	to	to	ADP
brj-24039	92	17	the	the	DET
brj-24039	92	18	time	time	NOUN
brj-24039	92	19	investment	investment	NOUN
brj-24039	92	20	and	and	CCONJ
brj-24039	92	21	operational	operational	ADJ
brj-24039	92	22	costs	cost	NOUN
brj-24039	92	23	.	.	PUNCT
brj-24039	93	1	these	these	DET
brj-24039	93	2	methods	method	NOUN
brj-24039	93	3	are	be	AUX
brj-24039	93	4	also	also	ADV
brj-24039	93	5	costly	costly	ADJ
brj-24039	93	6	,	,	PUNCT
brj-24039	93	7	primarily	primarily	ADV
brj-24039	93	8	due	due	ADP
brj-24039	93	9	to	to	ADP
brj-24039	93	10	the	the	DET
brj-24039	93	11	expenses	expense	NOUN
brj-24039	93	12	associated	associate	VERB
brj-24039	93	13	with	with	ADP
brj-24039	93	14	acquiring	acquire	VERB
brj-24039	93	15	and	and	CCONJ
brj-24039	93	16	maintaining	maintain	VERB
brj-24039	93	17	sophisticated	sophisticated	ADJ
brj-24039	93	18	instrumentation	instrumentation	NOUN
brj-24039	93	19	,	,	PUNCT
brj-24039	93	20	conducting	conduct	VERB
brj-24039	93	21	experiments	experiment	NOUN
brj-24039	93	22	,	,	PUNCT
brj-24039	93	23	and	and	CCONJ
brj-24039	93	24	analyzing	analyze	VERB
brj-24039	93	25	data	datum	NOUN
brj-24039	93	26	.	.	PUNCT
brj-24039	94	1	the	the	DET
brj-24039	94	2	procurement	procurement	NOUN
brj-24039	94	3	of	of	ADP
brj-24039	94	4	highquality	highquality	NOUN
brj-24039	94	5	raw	raw	ADJ
brj-24039	94	6	materials	material	NOUN
brj-24039	94	7	and	and	CCONJ
brj-24039	94	8	the	the	DET
brj-24039	94	9	stringent	stringent	ADJ
brj-24039	94	10	environmental	environmental	ADJ
brj-24039	94	11	conditions	condition	NOUN
brj-24039	94	12	required	require	VERB
brj-24039	94	13	for	for	ADP
brj-24039	94	14	accurate	accurate	ADJ
brj-24039	94	15	testing	testing	NOUN
brj-24039	94	16	further	far	ADV
brj-24039	94	17	contribute	contribute	VERB
brj-24039	94	18	to	to	ADP
brj-24039	94	19	the	the	DET
brj-24039	94	20	financial	financial	ADJ
brj-24039	94	21	burden	burden	NOUN
brj-24039	94	22	(	(	PUNCT
brj-24039	94	23	salgueiro	salgueiro	NOUN
brj-24039	94	24	et	et	PROPN
brj-24039	94	25	al	al	PROPN
brj-24039	94	26	.	.	PROPN
brj-24039	94	27	2010	2010	NUM
brj-24039	94	28	)	)	PUNCT
brj-24039	94	29	.	.	PUNCT
brj-24039	95	1	additionally	additionally	ADV
brj-24039	95	2	,	,	PUNCT
brj-24039	95	3	traditional	traditional	ADJ
brj-24039	95	4	methods	method	NOUN
brj-24039	95	5	may	may	AUX
brj-24039	95	6	not	not	PART
brj-24039	95	7	scale	scale	VERB
brj-24039	95	8	well	well	ADV
brj-24039	95	9	to	to	PART
brj-24039	95	10	handle	handle	VERB
brj-24039	95	11	the	the	DET
brj-24039	95	12	complexities	complexity	NOUN
brj-24039	95	13	of	of	ADP
brj-24039	95	14	modern	modern	ADJ
brj-24039	95	15	composite	composite	ADJ
brj-24039	95	16	materials	material	NOUN
brj-24039	95	17	,	,	PUNCT
brj-24039	95	18	which	which	PRON
brj-24039	95	19	often	often	ADV
brj-24039	95	20	involve	involve	VERB
brj-24039	95	21	intricate	intricate	ADJ
brj-24039	95	22	combinations	combination	NOUN
brj-24039	95	23	of	of	ADP
brj-24039	95	24	polymers	polymer	NOUN
brj-24039	95	25	,	,	PUNCT
brj-24039	95	26	reinforcements	reinforcement	NOUN
brj-24039	95	27	,	,	PUNCT
brj-24039	95	28	additives	additive	NOUN
brj-24039	95	29	,	,	PUNCT
brj-24039	95	30	and	and	CCONJ
brj-24039	95	31	processing	processing	NOUN
brj-24039	95	32	techniques	technique	NOUN
brj-24039	95	33	.	.	PUNCT
brj-24039	96	1	the	the	DET
brj-24039	96	2	interactions	interaction	NOUN
brj-24039	96	3	between	between	ADP
brj-24039	96	4	these	these	DET
brj-24039	96	5	components	component	NOUN
brj-24039	96	6	can	can	AUX
brj-24039	96	7	lead	lead	VERB
brj-24039	96	8	to	to	ADP
brj-24039	96	9	nonlinear	nonlinear	ADJ
brj-24039	96	10	and	and	CCONJ
brj-24039	96	11	multidimensional	multidimensional	ADJ
brj-24039	96	12	effects	effect	NOUN
brj-24039	96	13	that	that	PRON
brj-24039	96	14	traditional	traditional	ADJ
brj-24039	96	15	empirical	empirical	ADJ
brj-24039	96	16	methods	method	NOUN
brj-24039	96	17	may	may	AUX
brj-24039	96	18	struggle	struggle	VERB
brj-24039	96	19	to	to	PART
brj-24039	96	20	capture	capture	VERB
brj-24039	96	21	comprehensively	comprehensively	ADV
brj-24039	96	22	.	.	PUNCT
brj-24039	97	1	as	as	ADP
brj-24039	97	2	a	a	DET
brj-24039	97	3	result	result	NOUN
brj-24039	97	4	,	,	PUNCT
brj-24039	97	5	there	there	PRON
brj-24039	97	6	is	be	VERB
brj-24039	97	7	a	a	DET
brj-24039	97	8	growing	grow	VERB
brj-24039	97	9	recognition	recognition	NOUN
brj-24039	97	10	of	of	ADP
brj-24039	97	11	the	the	DET
brj-24039	97	12	need	need	NOUN
brj-24039	97	13	for	for	ADP
brj-24039	97	14	complementary	complementary	ADJ
brj-24039	97	15	approaches	approach	NOUN
brj-24039	97	16	,	,	PUNCT
brj-24039	97	17	such	such	ADJ
brj-24039	97	18	as	as	ADP
brj-24039	97	19	ml	ml	NOUN
brj-24039	97	20	,	,	PUNCT
brj-24039	97	21	which	which	PRON
brj-24039	97	22	can	can	AUX
brj-24039	97	23	leverage	leverage	VERB
brj-24039	97	24	large	large	ADJ
brj-24039	97	25	datasets	dataset	NOUN
brj-24039	97	26	and	and	CCONJ
brj-24039	97	27	computational	computational	ADJ
brj-24039	97	28	power	power	NOUN
brj-24039	97	29	to	to	PART
brj-24039	97	30	overcome	overcome	VERB
brj-24039	97	31	these	these	DET
brj-24039	97	32	limitations	limitation	NOUN
brj-24039	97	33	,	,	PUNCT
brj-24039	97	34	accelerate	accelerate	VERB
brj-24039	97	35	materials	material	NOUN
brj-24039	97	36	development	development	NOUN
brj-24039	97	37	,	,	PUNCT
brj-24039	97	38	and	and	CCONJ
brj-24039	97	39	optimize	optimize	VERB
brj-24039	97	40	composite	composite	ADJ
brj-24039	97	41	formulations	formulation	NOUN
brj-24039	97	42	in	in	ADP
brj-24039	97	43	a	a	DET
brj-24039	97	44	more	more	ADV
brj-24039	97	45	cost	cost	NOUN
brj-24039	97	46	-	-	PUNCT
brj-24039	97	47	effective	effective	ADJ
brj-24039	97	48	and	and	CCONJ
brj-24039	97	49	scalable	scalable	ADJ
brj-24039	97	50	manner	manner	NOUN
brj-24039	97	51	(	(	PUNCT
brj-24039	97	52	suwardi	suwardi	NOUN
brj-24039	97	53	et	et	PROPN
brj-24039	97	54	al	al	PROPN
brj-24039	97	55	.	.	PROPN
brj-24039	97	56	2022	2022	NUM
brj-24039	97	57	)	)	PUNCT
brj-24039	97	58	.	.	PUNCT
brj-24039	98	1	peer	peer	NOUN
brj-24039	98	2	-	-	PUNCT
brj-24039	98	3	reviewed	review	VERB
brj-24039	98	4	review	review	NOUN
brj-24039	98	5	article	article	NOUN
brj-24039	98	6	bioresources.cnr.ncsu.edu	bioresources.cnr.ncsu.edu	ADP
brj-24039	98	7	palanisamy	palanisamy	PROPN
brj-24039	98	8	et	et	PROPN
brj-24039	98	9	al	al	PROPN
brj-24039	98	10	.	.	PROPN
brj-24039	98	11	(	(	PUNCT
brj-24039	98	12	2025	2025	NUM
brj-24039	98	13	)	)	PUNCT
brj-24039	98	14	.	.	PUNCT
brj-24039	99	1	“	"	PUNCT
brj-24039	99	2	computers	computer	NOUN
brj-24039	99	3	&	&	CCONJ
brj-24039	99	4	composites	composite	NOUN
brj-24039	99	5	,	,	PUNCT
brj-24039	99	6	”	"	PUNCT
brj-24039	99	7	bioresources	bioresource	VERB
brj-24039	99	8	20(1	20(1	NUM
brj-24039	99	9	)	)	PUNCT
brj-24039	99	10	,	,	PUNCT
brj-24039	99	11	2321	2321	NUM
brj-24039	99	12	-	-	SYM
brj-24039	99	13	2345	2345	NUM
brj-24039	99	14	.	.	PUNCT
brj-24039	100	1	2327	2327	NUM
brj-24039	100	2	once	once	SCONJ
brj-24039	100	3	these	these	DET
brj-24039	100	4	difficulties	difficulty	NOUN
brj-24039	100	5	have	have	AUX
brj-24039	100	6	been	be	AUX
brj-24039	100	7	recognized	recognize	VERB
brj-24039	100	8	,	,	PUNCT
brj-24039	100	9	another	another	DET
brj-24039	100	10	open	open	ADJ
brj-24039	100	11	question	question	NOUN
brj-24039	100	12	is	be	AUX
brj-24039	100	13	whether	whether	SCONJ
brj-24039	100	14	nfcs	nfc	NOUN
brj-24039	100	15	deserve	deserve	VERB
brj-24039	100	16	more	more	ADV
brj-24039	100	17	accurate	accurate	ADJ
brj-24039	100	18	analyses	analysis	NOUN
brj-24039	100	19	such	such	ADJ
brj-24039	100	20	as	as	ADP
brj-24039	100	21	those	those	PRON
brj-24039	100	22	performed	perform	VERB
brj-24039	100	23	using	use	VERB
brj-24039	100	24	ml	ml	VERB
brj-24039	100	25	,	,	PUNCT
brj-24039	100	26	which	which	PRON
brj-24039	100	27	can	can	AUX
brj-24039	100	28	be	be	AUX
brj-24039	100	29	costly	costly	ADJ
brj-24039	100	30	and	and	CCONJ
brj-24039	100	31	not	not	PART
brj-24039	100	32	easy	easy	ADJ
brj-24039	100	33	to	to	PART
brj-24039	100	34	implement	implement	VERB
brj-24039	100	35	.	.	PUNCT
brj-24039	101	1	however	however	ADV
brj-24039	101	2	,	,	PUNCT
brj-24039	101	3	the	the	DET
brj-24039	101	4	perspective	perspective	NOUN
brj-24039	101	5	has	have	AUX
brj-24039	101	6	gradually	gradually	ADV
brj-24039	101	7	changed	change	VERB
brj-24039	101	8	over	over	ADP
brj-24039	101	9	the	the	DET
brj-24039	101	10	last	last	ADJ
brj-24039	101	11	few	few	ADJ
brj-24039	101	12	years	year	NOUN
brj-24039	101	13	,	,	PUNCT
brj-24039	101	14	due	due	ADP
brj-24039	101	15	to	to	ADP
brj-24039	101	16	the	the	DET
brj-24039	101	17	increasingly	increasingly	ADV
brj-24039	101	18	extensive	extensive	ADJ
brj-24039	101	19	use	use	NOUN
brj-24039	101	20	of	of	ADP
brj-24039	101	21	nfcs	nfc	NOUN
brj-24039	101	22	in	in	ADP
brj-24039	101	23	challenging	challenge	VERB
brj-24039	101	24	fields	field	NOUN
brj-24039	101	25	such	such	ADJ
brj-24039	101	26	as	as	ADP
brj-24039	101	27	automotive	automotive	ADJ
brj-24039	101	28	and	and	CCONJ
brj-24039	101	29	even	even	ADV
brj-24039	101	30	aviation	aviation	NOUN
brj-24039	101	31	and	and	CCONJ
brj-24039	101	32	nautical	nautical	ADJ
brj-24039	101	33	sectors	sector	NOUN
brj-24039	101	34	.	.	PUNCT
brj-24039	102	1	as	as	ADP
brj-24039	102	2	a	a	DET
brj-24039	102	3	result	result	NOUN
brj-24039	102	4	of	of	ADP
brj-24039	102	5	this	this	PRON
brj-24039	102	6	,	,	PUNCT
brj-24039	102	7	more	more	ADJ
brj-24039	102	8	modelling	modelling	NOUN
brj-24039	102	9	works	work	NOUN
brj-24039	102	10	are	be	AUX
brj-24039	102	11	coming	come	VERB
brj-24039	102	12	out	out	ADP
brj-24039	102	13	,	,	PUNCT
brj-24039	102	14	which	which	PRON
brj-24039	102	15	have	have	AUX
brj-24039	102	16	recognized	recognize	VERB
brj-24039	102	17	the	the	DET
brj-24039	102	18	distinctly	distinctly	ADV
brj-24039	102	19	different	different	ADJ
brj-24039	102	20	characteristics	characteristic	NOUN
brj-24039	102	21	of	of	ADP
brj-24039	102	22	these	these	DET
brj-24039	102	23	materials	material	NOUN
brj-24039	102	24	with	with	ADP
brj-24039	102	25	respect	respect	NOUN
brj-24039	102	26	to	to	ADP
brj-24039	102	27	the	the	DET
brj-24039	102	28	more	more	ADV
brj-24039	102	29	ordered	ordered	ADJ
brj-24039	102	30	and	and	CCONJ
brj-24039	102	31	repeatable	repeatable	ADJ
brj-24039	102	32	structures	structure	NOUN
brj-24039	102	33	of	of	ADP
brj-24039	102	34	traditional	traditional	ADJ
brj-24039	102	35	composites	composite	NOUN
brj-24039	102	36	,	,	PUNCT
brj-24039	102	37	so	so	SCONJ
brj-24039	102	38	that	that	SCONJ
brj-24039	102	39	models	model	NOUN
brj-24039	102	40	used	use	VERB
brj-24039	102	41	for	for	ADP
brj-24039	102	42	them	they	PRON
brj-24039	102	43	fall	fall	VERB
brj-24039	102	44	short	short	ADV
brj-24039	102	45	of	of	ADP
brj-24039	102	46	effectively	effectively	ADV
brj-24039	102	47	explaining	explain	VERB
brj-24039	102	48	the	the	DET
brj-24039	102	49	behavior	behavior	NOUN
brj-24039	102	50	of	of	ADP
brj-24039	102	51	nfcs	nfc	NOUN
brj-24039	102	52	(	(	PUNCT
brj-24039	102	53	xiong	xiong	PROPN
brj-24039	102	54	et	et	PROPN
brj-24039	102	55	al	al	PROPN
brj-24039	102	56	.	.	PROPN
brj-24039	102	57	2018	2018	NUM
brj-24039	102	58	)	)	PUNCT
brj-24039	102	59	.	.	PUNCT
brj-24039	103	1	role	role	NOUN
brj-24039	103	2	of	of	ADP
brj-24039	103	3	machine	machine	NOUN
brj-24039	103	4	learning	learn	VERB
brj-24039	103	5	in	in	ADP
brj-24039	103	6	nfc	nfc	NOUN
brj-24039	103	7	explanation	explanation	NOUN
brj-24039	103	8	of	of	ADP
brj-24039	103	9	how	how	SCONJ
brj-24039	103	10	ml	ml	PART
brj-24039	103	11	algorithms	algorithm	NOUN
brj-24039	103	12	analyze	analyze	VERB
brj-24039	103	13	complex	complex	ADJ
brj-24039	103	14	datasets	dataset	NOUN
brj-24039	103	15	to	to	PART
brj-24039	103	16	predict	predict	VERB
brj-24039	103	17	material	material	NOUN
brj-24039	103	18	properties	property	NOUN
brj-24039	103	19	and	and	CCONJ
brj-24039	103	20	behavior	behavior	NOUN
brj-24039	103	21	the	the	DET
brj-24039	103	22	ml	ml	PROPN
brj-24039	103	23	algorithms	algorithm	NOUN
brj-24039	103	24	have	have	AUX
brj-24039	103	25	revolutionized	revolutionize	VERB
brj-24039	103	26	the	the	DET
brj-24039	103	27	study	study	NOUN
brj-24039	103	28	and	and	CCONJ
brj-24039	103	29	prediction	prediction	NOUN
brj-24039	103	30	of	of	ADP
brj-24039	103	31	material	material	NOUN
brj-24039	103	32	properties	property	NOUN
brj-24039	103	33	and	and	CCONJ
brj-24039	103	34	behaviors	behavior	NOUN
brj-24039	103	35	within	within	ADP
brj-24039	103	36	nfcs	nfc	NOUN
brj-24039	103	37	by	by	ADP
brj-24039	103	38	harnessing	harness	VERB
brj-24039	103	39	the	the	DET
brj-24039	103	40	power	power	NOUN
brj-24039	103	41	of	of	ADP
brj-24039	103	42	data	data	NOUN
brj-24039	103	43	-	-	PUNCT
brj-24039	103	44	driven	drive	VERB
brj-24039	103	45	analysis	analysis	NOUN
brj-24039	103	46	and	and	CCONJ
brj-24039	103	47	computational	computational	ADJ
brj-24039	103	48	modeling	modeling	NOUN
brj-24039	103	49	.	.	PUNCT
brj-24039	104	1	at	at	ADP
brj-24039	104	2	the	the	DET
brj-24039	104	3	core	core	NOUN
brj-24039	104	4	of	of	ADP
brj-24039	104	5	ml	ml	NOUN
brj-24039	104	6	’s	’s	PART
brj-24039	104	7	application	application	NOUN
brj-24039	104	8	in	in	ADP
brj-24039	104	9	this	this	DET
brj-24039	104	10	domain	domain	NOUN
brj-24039	104	11	lies	lie	VERB
brj-24039	104	12	its	its	PRON
brj-24039	104	13	ability	ability	NOUN
brj-24039	104	14	to	to	PART
brj-24039	104	15	handle	handle	VERB
brj-24039	104	16	large	large	ADJ
brj-24039	104	17	,	,	PUNCT
brj-24039	104	18	complex	complex	ADJ
brj-24039	104	19	datasets	dataset	NOUN
brj-24039	104	20	derived	derive	VERB
brj-24039	104	21	from	from	ADP
brj-24039	104	22	diverse	diverse	ADJ
brj-24039	104	23	sources	source	NOUN
brj-24039	104	24	such	such	ADJ
brj-24039	104	25	as	as	ADP
brj-24039	104	26	experimental	experimental	ADJ
brj-24039	104	27	measurements	measurement	NOUN
brj-24039	104	28	,	,	PUNCT
brj-24039	104	29	simulations	simulation	NOUN
brj-24039	104	30	,	,	PUNCT
brj-24039	104	31	and	and	CCONJ
brj-24039	104	32	historical	historical	ADJ
brj-24039	104	33	records	record	NOUN
brj-24039	104	34	(	(	PUNCT
brj-24039	104	35	zhong	zhong	PROPN
brj-24039	104	36	et	et	PROPN
brj-24039	104	37	al	al	PROPN
brj-24039	104	38	.	.	PROPN
brj-24039	104	39	2021	2021	NUM
brj-24039	104	40	)	)	PUNCT
brj-24039	104	41	.	.	PUNCT
brj-24039	105	1	the	the	DET
brj-24039	105	2	process	process	NOUN
brj-24039	105	3	begins	begin	VERB
brj-24039	105	4	with	with	ADP
brj-24039	105	5	data	datum	NOUN
brj-24039	105	6	preprocessing	preprocessing	NOUN
brj-24039	105	7	,	,	PUNCT
brj-24039	105	8	where	where	SCONJ
brj-24039	105	9	raw	raw	ADJ
brj-24039	105	10	data	datum	NOUN
brj-24039	105	11	are	be	AUX
brj-24039	105	12	cleaned	clean	VERB
brj-24039	105	13	,	,	PUNCT
brj-24039	105	14	normalized	normalize	VERB
brj-24039	105	15	,	,	PUNCT
brj-24039	105	16	and	and	CCONJ
brj-24039	105	17	transformed	transform	VERB
brj-24039	105	18	into	into	ADP
brj-24039	105	19	a	a	DET
brj-24039	105	20	suitable	suitable	ADJ
brj-24039	105	21	format	format	NOUN
brj-24039	105	22	for	for	ADP
brj-24039	105	23	analysis	analysis	NOUN
brj-24039	105	24	.	.	PUNCT
brj-24039	106	1	feature	feature	NOUN
brj-24039	106	2	engineering	engineering	NOUN
brj-24039	106	3	follows	follow	VERB
brj-24039	106	4	,	,	PUNCT
brj-24039	106	5	where	where	SCONJ
brj-24039	106	6	relevant	relevant	ADJ
brj-24039	106	7	input	input	NOUN
brj-24039	106	8	variables	variable	NOUN
brj-24039	106	9	(	(	PUNCT
brj-24039	106	10	features	feature	NOUN
brj-24039	106	11	)	)	PUNCT
brj-24039	106	12	are	be	AUX
brj-24039	106	13	selected	select	VERB
brj-24039	106	14	or	or	CCONJ
brj-24039	106	15	generated	generate	VERB
brj-24039	106	16	from	from	ADP
brj-24039	106	17	the	the	DET
brj-24039	106	18	data	datum	NOUN
brj-24039	106	19	,	,	PUNCT
brj-24039	106	20	capturing	capture	VERB
brj-24039	106	21	essential	essential	ADJ
brj-24039	106	22	aspects	aspect	NOUN
brj-24039	106	23	of	of	ADP
brj-24039	106	24	material	material	NOUN
brj-24039	106	25	composition	composition	NOUN
brj-24039	106	26	,	,	PUNCT
brj-24039	106	27	processing	processing	NOUN
brj-24039	106	28	conditions	condition	NOUN
brj-24039	106	29	,	,	PUNCT
brj-24039	106	30	and	and	CCONJ
brj-24039	106	31	environmental	environmental	ADJ
brj-24039	106	32	factors	factor	NOUN
brj-24039	106	33	.	.	PUNCT
brj-24039	107	1	these	these	DET
brj-24039	107	2	features	feature	NOUN
brj-24039	107	3	serve	serve	VERB
brj-24039	107	4	as	as	ADP
brj-24039	107	5	the	the	DET
brj-24039	107	6	basis	basis	NOUN
brj-24039	107	7	for	for	ADP
brj-24039	107	8	building	build	VERB
brj-24039	107	9	predictive	predictive	ADJ
brj-24039	107	10	models	model	NOUN
brj-24039	107	11	that	that	PRON
brj-24039	107	12	aim	aim	VERB
brj-24039	107	13	to	to	PART
brj-24039	107	14	establish	establish	VERB
brj-24039	107	15	correlations	correlation	NOUN
brj-24039	107	16	between	between	ADP
brj-24039	107	17	input	input	NOUN
brj-24039	107	18	parameters	parameter	NOUN
brj-24039	107	19	and	and	CCONJ
brj-24039	107	20	desired	desire	VERB
brj-24039	107	21	output	output	NOUN
brj-24039	107	22	variables	variable	NOUN
brj-24039	107	23	,	,	PUNCT
brj-24039	107	24	such	such	ADJ
brj-24039	107	25	as	as	ADP
brj-24039	107	26	mechanical	mechanical	ADJ
brj-24039	107	27	strength	strength	NOUN
brj-24039	107	28	,	,	PUNCT
brj-24039	107	29	thermal	thermal	ADJ
brj-24039	107	30	conductivity	conductivity	NOUN
brj-24039	107	31	,	,	PUNCT
brj-24039	107	32	or	or	CCONJ
brj-24039	107	33	durability	durability	NOUN
brj-24039	107	34	(	(	PUNCT
brj-24039	107	35	stergiou	stergiou	VERB
brj-24039	107	36	et	et	PROPN
brj-24039	107	37	al	al	PROPN
brj-24039	107	38	.	.	PROPN
brj-24039	107	39	2023	2023	NUM
brj-24039	107	40	)	)	PUNCT
brj-24039	107	41	.	.	PUNCT
brj-24039	108	1	the	the	DET
brj-24039	108	2	ml	ml	PROPN
brj-24039	108	3	algorithms	algorithm	NOUN
brj-24039	108	4	employ	employ	VERB
brj-24039	108	5	various	various	ADJ
brj-24039	108	6	techniques	technique	NOUN
brj-24039	108	7	to	to	PART
brj-24039	108	8	analyze	analyze	VERB
brj-24039	108	9	these	these	DET
brj-24039	108	10	datasets	dataset	NOUN
brj-24039	108	11	and	and	CCONJ
brj-24039	108	12	develop	develop	VERB
brj-24039	108	13	predictive	predictive	ADJ
brj-24039	108	14	models	model	NOUN
brj-24039	108	15	.	.	PUNCT
brj-24039	109	1	supervised	supervise	VERB
brj-24039	109	2	learning	learning	NOUN
brj-24039	109	3	methods	method	NOUN
brj-24039	109	4	,	,	PUNCT
brj-24039	109	5	such	such	ADJ
brj-24039	109	6	as	as	ADP
brj-24039	109	7	regression	regression	NOUN
brj-24039	109	8	and	and	CCONJ
brj-24039	109	9	classification	classification	NOUN
brj-24039	109	10	algorithms	algorithm	NOUN
brj-24039	109	11	,	,	PUNCT
brj-24039	109	12	learn	learn	VERB
brj-24039	109	13	from	from	ADP
brj-24039	109	14	labeled	label	VERB
brj-24039	109	15	datasets	dataset	NOUN
brj-24039	109	16	where	where	SCONJ
brj-24039	109	17	the	the	DET
brj-24039	109	18	relationships	relationship	NOUN
brj-24039	109	19	between	between	ADP
brj-24039	109	20	inputs	input	NOUN
brj-24039	109	21	and	and	CCONJ
brj-24039	109	22	outputs	output	NOUN
brj-24039	109	23	are	be	AUX
brj-24039	109	24	explicitly	explicitly	ADV
brj-24039	109	25	provided	provide	VERB
brj-24039	109	26	(	(	PUNCT
brj-24039	109	27	singh	singh	PROPN
brj-24039	109	28	et	et	PROPN
brj-24039	109	29	al	al	PROPN
brj-24039	109	30	.	.	PROPN
brj-24039	109	31	2016	2016	NUM
brj-24039	109	32	)	)	PUNCT
brj-24039	109	33	.	.	PUNCT
brj-24039	110	1	for	for	ADP
brj-24039	110	2	instance	instance	NOUN
brj-24039	110	3	,	,	PUNCT
brj-24039	110	4	regression	regression	NOUN
brj-24039	110	5	models	model	NOUN
brj-24039	110	6	can	can	AUX
brj-24039	110	7	predict	predict	VERB
brj-24039	110	8	continuous	continuous	ADJ
brj-24039	110	9	properties	property	NOUN
brj-24039	110	10	such	such	ADJ
brj-24039	110	11	as	as	ADP
brj-24039	110	12	tensile	tensile	NOUN
brj-24039	110	13	strength	strength	NOUN
brj-24039	110	14	based	base	VERB
brj-24039	110	15	on	on	ADP
brj-24039	110	16	factors	factor	NOUN
brj-24039	110	17	such	such	ADJ
brj-24039	110	18	as	as	ADP
brj-24039	110	19	polymer	polymer	NOUN
brj-24039	110	20	type	type	NOUN
brj-24039	110	21	,	,	PUNCT
brj-24039	110	22	reinforcement	reinforcement	NOUN
brj-24039	110	23	material	material	NOUN
brj-24039	110	24	,	,	PUNCT
brj-24039	110	25	and	and	CCONJ
brj-24039	110	26	curing	cure	VERB
brj-24039	110	27	temperature	temperature	NOUN
brj-24039	110	28	.	.	PUNCT
brj-24039	111	1	classification	classification	NOUN
brj-24039	111	2	algorithms	algorithm	NOUN
brj-24039	111	3	,	,	PUNCT
brj-24039	111	4	on	on	ADP
brj-24039	111	5	the	the	DET
brj-24039	111	6	other	other	ADJ
brj-24039	111	7	hand	hand	NOUN
brj-24039	111	8	,	,	PUNCT
brj-24039	111	9	categorize	categorize	VERB
brj-24039	111	10	materials	material	NOUN
brj-24039	111	11	into	into	ADP
brj-24039	111	12	classes	class	NOUN
brj-24039	111	13	based	base	VERB
brj-24039	111	14	on	on	ADP
brj-24039	111	15	predefined	predefined	ADJ
brj-24039	111	16	criteria	criterion	NOUN
brj-24039	111	17	,	,	PUNCT
brj-24039	111	18	such	such	ADJ
brj-24039	111	19	as	as	ADP
brj-24039	111	20	identifying	identify	VERB
brj-24039	111	21	composite	composite	ADJ
brj-24039	111	22	formulations	formulation	NOUN
brj-24039	111	23	that	that	PRON
brj-24039	111	24	meet	meet	VERB
brj-24039	111	25	specific	specific	ADJ
brj-24039	111	26	performance	performance	NOUN
brj-24039	111	27	standards	standard	NOUN
brj-24039	111	28	(	(	PUNCT
brj-24039	111	29	diniță	diniță	NOUN
brj-24039	111	30	et	et	PROPN
brj-24039	111	31	al	al	PROPN
brj-24039	111	32	.	.	PROPN
brj-24039	111	33	2023	2023	NUM
brj-24039	111	34	)	)	PUNCT
brj-24039	111	35	.	.	PUNCT
brj-24039	112	1	furthermore	furthermore	ADV
brj-24039	112	2	,	,	PUNCT
brj-24039	112	3	ml	ml	ADP
brj-24039	112	4	algorithms	algorithm	NOUN
brj-24039	112	5	excel	excel	VERB
brj-24039	112	6	in	in	ADP
brj-24039	112	7	capturing	capture	VERB
brj-24039	112	8	nonlinear	nonlinear	ADJ
brj-24039	112	9	relationships	relationship	NOUN
brj-24039	112	10	and	and	CCONJ
brj-24039	112	11	patterns	pattern	NOUN
brj-24039	112	12	that	that	PRON
brj-24039	112	13	may	may	AUX
brj-24039	112	14	not	not	PART
brj-24039	112	15	be	be	AUX
brj-24039	112	16	apparent	apparent	ADJ
brj-24039	112	17	through	through	ADP
brj-24039	112	18	traditional	traditional	ADJ
brj-24039	112	19	analytical	analytical	ADJ
brj-24039	112	20	methods	method	NOUN
brj-24039	112	21	.	.	PUNCT
brj-24039	113	1	complex	complex	ADJ
brj-24039	113	2	algorithms	algorithm	NOUN
brj-24039	113	3	including	include	VERB
brj-24039	113	4	decision	decision	NOUN
brj-24039	113	5	trees	tree	NOUN
brj-24039	113	6	,	,	PUNCT
brj-24039	113	7	random	random	ADJ
brj-24039	113	8	forests	forest	NOUN
brj-24039	113	9	,	,	PUNCT
brj-24039	113	10	support	support	NOUN
brj-24039	113	11	vector	vector	NOUN
brj-24039	113	12	machines	machine	NOUN
brj-24039	113	13	(	(	PUNCT
brj-24039	113	14	svms	svms	NOUN
brj-24039	113	15	)	)	PUNCT
brj-24039	113	16	,	,	PUNCT
brj-24039	113	17	and	and	CCONJ
brj-24039	113	18	neural	neural	ADJ
brj-24039	113	19	networks	network	NOUN
brj-24039	113	20	are	be	AUX
brj-24039	113	21	adept	adept	ADJ
brj-24039	113	22	at	at	ADP
brj-24039	113	23	identifying	identify	VERB
brj-24039	113	24	intricate	intricate	ADJ
brj-24039	113	25	interactions	interaction	NOUN
brj-24039	113	26	among	among	ADP
brj-24039	113	27	multiple	multiple	ADJ
brj-24039	113	28	variables	variable	NOUN
brj-24039	113	29	within	within	ADP
brj-24039	113	30	the	the	DET
brj-24039	113	31	dataset	dataset	NOUN
brj-24039	113	32	.	.	PUNCT
brj-24039	114	1	neural	neural	ADJ
brj-24039	114	2	networks	network	NOUN
brj-24039	114	3	,	,	PUNCT
brj-24039	114	4	particularly	particularly	ADV
brj-24039	114	5	deep	deep	ADJ
brj-24039	114	6	learning	learning	NOUN
brj-24039	114	7	architectures	architecture	NOUN
brj-24039	114	8	,	,	PUNCT
brj-24039	114	9	are	be	AUX
brj-24039	114	10	capable	capable	ADJ
brj-24039	114	11	of	of	ADP
brj-24039	114	12	learning	learn	VERB
brj-24039	114	13	hierarchical	hierarchical	ADJ
brj-24039	114	14	representations	representation	NOUN
brj-24039	114	15	of	of	ADP
brj-24039	114	16	data	datum	NOUN
brj-24039	114	17	,	,	PUNCT
brj-24039	114	18	enabling	enable	VERB
brj-24039	114	19	them	they	PRON
brj-24039	114	20	to	to	PART
brj-24039	114	21	model	model	VERB
brj-24039	114	22	highly	highly	ADV
brj-24039	114	23	complex	complex	ADJ
brj-24039	114	24	relationships	relationship	NOUN
brj-24039	114	25	and	and	CCONJ
brj-24039	114	26	make	make	VERB
brj-24039	114	27	accurate	accurate	ADJ
brj-24039	114	28	predictions	prediction	NOUN
brj-24039	114	29	in	in	ADP
brj-24039	114	30	materials	material	NOUN
brj-24039	114	31	science	science	NOUN
brj-24039	114	32	applications	application	NOUN
brj-24039	114	33	(	(	PUNCT
brj-24039	114	34	taye	taye	PROPN
brj-24039	114	35	2023	2023	NUM
brj-24039	114	36	)	)	PUNCT
brj-24039	114	37	.	.	PUNCT
brj-24039	115	1	once	once	ADV
brj-24039	115	2	trained	train	VERB
brj-24039	115	3	,	,	PUNCT
brj-24039	115	4	ml	ml	ADP
brj-24039	115	5	models	model	NOUN
brj-24039	115	6	undergo	undergo	VERB
brj-24039	115	7	validation	validation	NOUN
brj-24039	115	8	and	and	CCONJ
brj-24039	115	9	evaluation	evaluation	NOUN
brj-24039	115	10	processes	process	NOUN
brj-24039	115	11	to	to	PART
brj-24039	115	12	assess	assess	VERB
brj-24039	115	13	their	their	PRON
brj-24039	115	14	performance	performance	NOUN
brj-24039	115	15	and	and	CCONJ
brj-24039	115	16	generalizability	generalizability	NOUN
brj-24039	115	17	.	.	PUNCT
brj-24039	116	1	techniques	technique	NOUN
brj-24039	116	2	such	such	ADJ
brj-24039	116	3	as	as	ADP
brj-24039	116	4	cross	cross	ADJ
brj-24039	116	5	-	-	ADJ
brj-24039	116	6	validation	validation	ADJ
brj-24039	116	7	ensure	ensure	NOUN
brj-24039	116	8	that	that	SCONJ
brj-24039	116	9	models	model	NOUN
brj-24039	116	10	can	can	AUX
brj-24039	116	11	effectively	effectively	ADV
brj-24039	116	12	predict	predict	VERB
brj-24039	116	13	outcomes	outcome	NOUN
brj-24039	116	14	on	on	ADP
brj-24039	116	15	new	new	ADJ
brj-24039	116	16	,	,	PUNCT
brj-24039	116	17	unseen	unseen	ADJ
brj-24039	116	18	data	datum	NOUN
brj-24039	116	19	,	,	PUNCT
brj-24039	116	20	thereby	thereby	ADV
brj-24039	116	21	confirming	confirm	VERB
brj-24039	116	22	their	their	PRON
brj-24039	116	23	reliability	reliability	NOUN
brj-24039	116	24	in	in	ADP
brj-24039	116	25	practical	practical	ADJ
brj-24039	116	26	applications	application	NOUN
brj-24039	116	27	(	(	PUNCT
brj-24039	116	28	nicora	nicora	NOUN
brj-24039	116	29	et	et	PROPN
brj-24039	116	30	al	al	PROPN
brj-24039	116	31	.	.	PROPN
brj-24039	116	32	2022	2022	NUM
brj-24039	116	33	)	)	PUNCT
brj-24039	116	34	.	.	PUNCT
brj-24039	117	1	moreover	moreover	ADV
brj-24039	117	2	,	,	PUNCT
brj-24039	117	3	ml	ml	AUX
brj-24039	117	4	facilitates	facilitate	VERB
brj-24039	117	5	continuous	continuous	ADJ
brj-24039	117	6	model	model	NOUN
brj-24039	117	7	refinement	refinement	NOUN
brj-24039	117	8	through	through	ADP
brj-24039	117	9	techniques	technique	NOUN
brj-24039	117	10	,	,	PUNCT
brj-24039	117	11	such	such	ADJ
brj-24039	117	12	as	as	ADP
brj-24039	117	13	ensemble	ensemble	ADJ
brj-24039	117	14	learning	learning	NOUN
brj-24039	117	15	and	and	CCONJ
brj-24039	117	16	hyperparameter	hyperparameter	NOUN
brj-24039	117	17	tuning	tuning	NOUN
brj-24039	117	18	,	,	PUNCT
brj-24039	117	19	which	which	PRON
brj-24039	117	20	optimize	optimize	VERB
brj-24039	117	21	model	model	NOUN
brj-24039	117	22	performance	performance	NOUN
brj-24039	117	23	and	and	CCONJ
brj-24039	117	24	enhance	enhance	VERB
brj-24039	117	25	predictive	predictive	ADJ
brj-24039	117	26	peer	peer	NOUN
brj-24039	117	27	-	-	PUNCT
brj-24039	117	28	reviewed	review	VERB
brj-24039	117	29	review	review	NOUN
brj-24039	117	30	article	article	NOUN
brj-24039	117	31	bioresources.cnr.ncsu.edu	bioresources.cnr.ncsu.edu	ADP
brj-24039	117	32	palanisamy	palanisamy	PROPN
brj-24039	117	33	et	et	PROPN
brj-24039	117	34	al	al	PROPN
brj-24039	117	35	.	.	PROPN
brj-24039	118	1	(	(	PUNCT
brj-24039	118	2	2025	2025	NUM
brj-24039	118	3	)	)	PUNCT
brj-24039	118	4	.	.	PUNCT
brj-24039	119	1	“	"	PUNCT
brj-24039	119	2	computers	computer	NOUN
brj-24039	119	3	&	&	CCONJ
brj-24039	119	4	composites	composite	NOUN
brj-24039	119	5	,	,	PUNCT
brj-24039	119	6	”	"	PUNCT
brj-24039	119	7	bioresources	bioresource	VERB
brj-24039	119	8	20(1	20(1	NUM
brj-24039	119	9	)	)	PUNCT
brj-24039	119	10	,	,	PUNCT
brj-24039	119	11	2321	2321	NUM
brj-24039	119	12	-	-	SYM
brj-24039	119	13	2345	2345	NUM
brj-24039	119	14	.	.	PUNCT
brj-24039	120	1	2328	2328	NUM
brj-24039	120	2	accuracy	accuracy	NOUN
brj-24039	120	3	(	(	PUNCT
brj-24039	120	4	abnoosian	abnoosian	PROPN
brj-24039	120	5	et	et	PROPN
brj-24039	120	6	al	al	PROPN
brj-24039	120	7	.	.	PROPN
brj-24039	120	8	2023	2023	NUM
brj-24039	120	9	)	)	PUNCT
brj-24039	120	10	.	.	PUNCT
brj-24039	121	1	the	the	DET
brj-24039	121	2	integration	integration	NOUN
brj-24039	121	3	of	of	ADP
brj-24039	121	4	ml	ml	NOUN
brj-24039	121	5	with	with	ADP
brj-24039	121	6	nfc	nfc	NOUN
brj-24039	121	7	science	science	NOUN
brj-24039	121	8	not	not	PART
brj-24039	121	9	only	only	ADV
brj-24039	121	10	accelerates	accelerate	VERB
brj-24039	121	11	the	the	DET
brj-24039	121	12	materials	material	NOUN
brj-24039	121	13	discovery	discovery	NOUN
brj-24039	121	14	and	and	CCONJ
brj-24039	121	15	optimization	optimization	NOUN
brj-24039	121	16	processes	process	NOUN
brj-24039	121	17	but	but	CCONJ
brj-24039	121	18	also	also	ADV
brj-24039	121	19	enables	enable	VERB
brj-24039	121	20	more	more	ADV
brj-24039	121	21	informed	informed	ADJ
brj-24039	121	22	decision	decision	NOUN
brj-24039	121	23	-	-	PUNCT
brj-24039	121	24	making	making	NOUN
brj-24039	121	25	in	in	ADP
brj-24039	121	26	design	design	NOUN
brj-24039	121	27	and	and	CCONJ
brj-24039	121	28	manufacturing	manufacturing	NOUN
brj-24039	121	29	.	.	PUNCT
brj-24039	122	1	through	through	ADP
brj-24039	122	2	leveraging	leverage	VERB
brj-24039	122	3	predictive	predictive	ADJ
brj-24039	122	4	models	model	NOUN
brj-24039	122	5	developed	develop	VERB
brj-24039	122	6	through	through	ADP
brj-24039	122	7	ml	ml	NOUN
brj-24039	122	8	,	,	PUNCT
brj-24039	122	9	researchers	researcher	NOUN
brj-24039	122	10	and	and	CCONJ
brj-24039	122	11	engineers	engineer	NOUN
brj-24039	122	12	can	can	AUX
brj-24039	122	13	explore	explore	VERB
brj-24039	122	14	a	a	DET
brj-24039	122	15	broader	broad	ADJ
brj-24039	122	16	design	design	NOUN
brj-24039	122	17	space	space	NOUN
brj-24039	122	18	,	,	PUNCT
brj-24039	122	19	identify	identify	VERB
brj-24039	122	20	optimal	optimal	ADJ
brj-24039	122	21	material	material	NOUN
brj-24039	122	22	combinations	combination	NOUN
brj-24039	122	23	,	,	PUNCT
brj-24039	122	24	and	and	CCONJ
brj-24039	122	25	predict	predict	VERB
brj-24039	122	26	material	material	NOUN
brj-24039	122	27	behaviors	behavior	NOUN
brj-24039	122	28	under	under	ADP
brj-24039	122	29	varying	vary	VERB
brj-24039	122	30	conditions	condition	NOUN
brj-24039	122	31	with	with	ADP
brj-24039	122	32	greater	great	ADJ
brj-24039	122	33	efficiency	efficiency	NOUN
brj-24039	122	34	and	and	CCONJ
brj-24039	122	35	cost	cost	NOUN
brj-24039	122	36	-	-	PUNCT
brj-24039	122	37	effectiveness	effectiveness	NOUN
brj-24039	122	38	(	(	PUNCT
brj-24039	122	39	herbol	herbol	NOUN
brj-24039	122	40	et	et	PROPN
brj-24039	122	41	al	al	PROPN
brj-24039	122	42	.	.	PROPN
brj-24039	122	43	2020	2020	NUM
brj-24039	122	44	)	)	PUNCT
brj-24039	122	45	.	.	PUNCT
brj-24039	123	1	this	this	DET
brj-24039	123	2	capability	capability	NOUN
brj-24039	123	3	not	not	PART
brj-24039	123	4	only	only	ADV
brj-24039	123	5	reduces	reduce	VERB
brj-24039	123	6	reliance	reliance	NOUN
brj-24039	123	7	on	on	ADP
brj-24039	123	8	costly	costly	ADJ
brj-24039	123	9	and	and	CCONJ
brj-24039	123	10	time	time	NOUN
brj-24039	123	11	-	-	PUNCT
brj-24039	123	12	consuming	consume	VERB
brj-24039	123	13	empirical	empirical	ADJ
brj-24039	123	14	testing	testing	NOUN
brj-24039	123	15	but	but	CCONJ
brj-24039	123	16	also	also	ADV
brj-24039	123	17	opens	open	VERB
brj-24039	123	18	avenues	avenue	NOUN
brj-24039	123	19	for	for	ADP
brj-24039	123	20	innovation	innovation	NOUN
brj-24039	123	21	in	in	ADP
brj-24039	123	22	composite	composite	ADJ
brj-24039	123	23	materials	material	NOUN
brj-24039	123	24	tailored	tailor	VERB
brj-24039	123	25	to	to	PART
brj-24039	123	26	meet	meet	VERB
brj-24039	123	27	specific	specific	ADJ
brj-24039	123	28	performance	performance	NOUN
brj-24039	123	29	criteria	criterion	NOUN
brj-24039	123	30	across	across	ADP
brj-24039	123	31	industries	industry	NOUN
brj-24039	123	32	such	such	ADJ
brj-24039	123	33	as	as	ADP
brj-24039	123	34	aerospace	aerospace	NOUN
brj-24039	123	35	,	,	PUNCT
brj-24039	123	36	automotive	automotive	ADJ
brj-24039	123	37	,	,	PUNCT
brj-24039	123	38	renewable	renewable	ADJ
brj-24039	123	39	energy	energy	NOUN
brj-24039	123	40	,	,	PUNCT
brj-24039	123	41	and	and	CCONJ
brj-24039	123	42	beyond	beyond	ADP
brj-24039	123	43	.	.	PUNCT
brj-24039	124	1	as	as	SCONJ
brj-24039	124	2	ml	ml	NOUN
brj-24039	124	3	techniques	technique	NOUN
brj-24039	124	4	continue	continue	VERB
brj-24039	124	5	to	to	PART
brj-24039	124	6	evolve	evolve	VERB
brj-24039	124	7	and	and	CCONJ
brj-24039	124	8	datasets	dataset	NOUN
brj-24039	124	9	grow	grow	VERB
brj-24039	124	10	in	in	ADP
brj-24039	124	11	complexity	complexity	NOUN
brj-24039	124	12	and	and	CCONJ
brj-24039	124	13	size	size	NOUN
brj-24039	124	14	,	,	PUNCT
brj-24039	124	15	their	their	PRON
brj-24039	124	16	application	application	NOUN
brj-24039	124	17	in	in	ADP
brj-24039	124	18	nfc	nfc	NOUN
brj-24039	124	19	science	science	NOUN
brj-24039	124	20	promises	promise	NOUN
brj-24039	124	21	to	to	PART
brj-24039	124	22	drive	drive	VERB
brj-24039	124	23	significant	significant	ADJ
brj-24039	124	24	advancements	advancement	NOUN
brj-24039	124	25	in	in	ADP
brj-24039	124	26	materials	material	NOUN
brj-24039	124	27	design	design	NOUN
brj-24039	124	28	,	,	PUNCT
brj-24039	124	29	sustainability	sustainability	NOUN
brj-24039	124	30	,	,	PUNCT
brj-24039	124	31	and	and	CCONJ
brj-24039	124	32	technological	technological	ADJ
brj-24039	124	33	innovation	innovation	NOUN
brj-24039	124	34	(	(	PUNCT
brj-24039	124	35	obaideen	obaideen	NOUN
brj-24039	124	36	et	et	PROPN
brj-24039	124	37	al	al	PROPN
brj-24039	124	38	.	.	PROPN
brj-24039	124	39	2024	2024	NUM
brj-24039	124	40	)	)	PUNCT
brj-24039	124	41	.	.	PUNCT
brj-24039	125	1	types	type	NOUN
brj-24039	125	2	of	of	ADP
brj-24039	125	3	ml	ml	NOUN
brj-24039	125	4	techniques	technique	NOUN
brj-24039	125	5	commonly	commonly	ADV
brj-24039	125	6	used	use	VERB
brj-24039	125	7	available	available	ADJ
brj-24039	125	8	for	for	ADP
brj-24039	125	9	nfcs	nfc	NOUN
brj-24039	125	10	in	in	ADP
brj-24039	125	11	the	the	DET
brj-24039	125	12	realm	realm	NOUN
brj-24039	125	13	of	of	ADP
brj-24039	125	14	nfcs	nfc	NOUN
brj-24039	125	15	,	,	PUNCT
brj-24039	125	16	ml	ml	ADP
brj-24039	125	17	techniques	technique	NOUN
brj-24039	125	18	encompass	encompass	VERB
brj-24039	125	19	a	a	DET
brj-24039	125	20	diverse	diverse	ADJ
brj-24039	125	21	array	array	NOUN
brj-24039	125	22	of	of	ADP
brj-24039	125	23	methodologies	methodology	NOUN
brj-24039	125	24	tailored	tailor	VERB
brj-24039	125	25	to	to	PART
brj-24039	125	26	analyze	analyze	VERB
brj-24039	125	27	complex	complex	ADJ
brj-24039	125	28	datasets	dataset	NOUN
brj-24039	125	29	and	and	CCONJ
brj-24039	125	30	predict	predict	VERB
brj-24039	125	31	material	material	NOUN
brj-24039	125	32	properties	property	NOUN
brj-24039	125	33	and	and	CCONJ
brj-24039	125	34	behaviors	behavior	NOUN
brj-24039	125	35	.	.	PUNCT
brj-24039	126	1	one	one	NUM
brj-24039	126	2	of	of	ADP
brj-24039	126	3	the	the	DET
brj-24039	126	4	fundamental	fundamental	ADJ
brj-24039	126	5	ml	ml	NOUN
brj-24039	126	6	techniques	technique	NOUN
brj-24039	126	7	employed	employ	VERB
brj-24039	126	8	is	be	AUX
brj-24039	126	9	regression	regression	NOUN
brj-24039	126	10	analysis	analysis	NOUN
brj-24039	126	11	,	,	PUNCT
brj-24039	126	12	which	which	PRON
brj-24039	126	13	encompasses	encompass	VERB
brj-24039	126	14	linear	linear	ADJ
brj-24039	126	15	regression	regression	NOUN
brj-24039	126	16	for	for	ADP
brj-24039	126	17	modeling	model	VERB
brj-24039	126	18	relationships	relationship	NOUN
brj-24039	126	19	between	between	ADP
brj-24039	126	20	input	input	NOUN
brj-24039	126	21	variables	variable	NOUN
brj-24039	126	22	(	(	PUNCT
brj-24039	126	23	e.g.	e.g.	ADV
brj-24039	126	24	,	,	PUNCT
brj-24039	126	25	composition	composition	NOUN
brj-24039	126	26	of	of	ADP
brj-24039	126	27	nfcs	nfc	NOUN
brj-24039	126	28	and	and	CCONJ
brj-24039	126	29	processing	processing	NOUN
brj-24039	126	30	parameters	parameter	NOUN
brj-24039	126	31	)	)	PUNCT
brj-24039	126	32	and	and	CCONJ
brj-24039	126	33	continuous	continuous	ADJ
brj-24039	126	34	output	output	NOUN
brj-24039	126	35	variables	variable	NOUN
brj-24039	126	36	(	(	PUNCT
brj-24039	126	37	e.g.	e.g.	ADV
brj-24039	126	38	,	,	PUNCT
brj-24039	126	39	mechanical	mechanical	ADJ
brj-24039	126	40	strength	strength	NOUN
brj-24039	126	41	or	or	CCONJ
brj-24039	126	42	thermal	thermal	ADJ
brj-24039	126	43	conductivity	conductivity	NOUN
brj-24039	126	44	)	)	PUNCT
brj-24039	126	45	(	(	PUNCT
brj-24039	126	46	özkan	özkan	VERB
brj-24039	126	47	et	et	PROPN
brj-24039	126	48	al	al	PROPN
brj-24039	126	49	.	.	PROPN
brj-24039	126	50	2019	2019	NUM
brj-24039	126	51	)	)	PUNCT
brj-24039	126	52	.	.	PUNCT
brj-24039	127	1	decision	decision	NOUN
brj-24039	127	2	trees	tree	NOUN
brj-24039	127	3	,	,	PUNCT
brj-24039	127	4	another	another	DET
brj-24039	127	5	prevalent	prevalent	ADJ
brj-24039	127	6	technique	technique	NOUN
brj-24039	127	7	,	,	PUNCT
brj-24039	127	8	offer	offer	VERB
brj-24039	127	9	a	a	DET
brj-24039	127	10	hierarchical	hierarchical	ADJ
brj-24039	127	11	approach	approach	NOUN
brj-24039	127	12	to	to	ADP
brj-24039	127	13	decision	decision	NOUN
brj-24039	127	14	-	-	PUNCT
brj-24039	127	15	making	making	NOUN
brj-24039	127	16	,	,	PUNCT
brj-24039	127	17	where	where	SCONJ
brj-24039	127	18	composite	composite	ADJ
brj-24039	127	19	properties	property	NOUN
brj-24039	127	20	are	be	AUX
brj-24039	127	21	predicted	predict	VERB
brj-24039	127	22	based	base	VERB
brj-24039	127	23	on	on	ADP
brj-24039	127	24	a	a	DET
brj-24039	127	25	series	series	NOUN
brj-24039	127	26	of	of	ADP
brj-24039	127	27	binary	binary	ADJ
brj-24039	127	28	decisions	decision	NOUN
brj-24039	127	29	at	at	ADP
brj-24039	127	30	each	each	DET
brj-24039	127	31	node	node	NOUN
brj-24039	127	32	of	of	ADP
brj-24039	127	33	the	the	DET
brj-24039	127	34	tree	tree	NOUN
brj-24039	127	35	.	.	PUNCT
brj-24039	128	1	ensemble	ensemble	ADJ
brj-24039	128	2	methods	method	NOUN
brj-24039	128	3	,	,	PUNCT
brj-24039	128	4	such	such	ADJ
brj-24039	128	5	as	as	ADP
brj-24039	128	6	random	random	ADJ
brj-24039	128	7	forests	forest	NOUN
brj-24039	128	8	,	,	PUNCT
brj-24039	128	9	combine	combine	VERB
brj-24039	128	10	multiple	multiple	ADJ
brj-24039	128	11	decision	decision	NOUN
brj-24039	128	12	trees	tree	NOUN
brj-24039	128	13	to	to	PART
brj-24039	128	14	enhance	enhance	VERB
brj-24039	128	15	prediction	prediction	NOUN
brj-24039	128	16	accuracy	accuracy	NOUN
brj-24039	128	17	and	and	CCONJ
brj-24039	128	18	robustness	robustness	NOUN
brj-24039	128	19	.	.	PUNCT
brj-24039	129	1	moreover	moreover	ADV
brj-24039	129	2	,	,	PUNCT
brj-24039	129	3	neural	neural	ADJ
brj-24039	129	4	networks	network	NOUN
brj-24039	129	5	represent	represent	VERB
brj-24039	129	6	a	a	DET
brj-24039	129	7	cornerstone	cornerstone	NOUN
brj-24039	129	8	of	of	ADP
brj-24039	129	9	ml	ml	NOUN
brj-24039	129	10	applications	application	NOUN
brj-24039	129	11	in	in	ADP
brj-24039	129	12	nfcs	nfc	NOUN
brj-24039	129	13	,	,	PUNCT
brj-24039	129	14	particularly	particularly	ADV
brj-24039	129	15	deep	deep	ADJ
brj-24039	129	16	learning	learning	NOUN
brj-24039	129	17	architectures	architecture	NOUN
brj-24039	129	18	,	,	PUNCT
brj-24039	129	19	which	which	PRON
brj-24039	129	20	are	be	AUX
brj-24039	129	21	capable	capable	ADJ
brj-24039	129	22	of	of	ADP
brj-24039	129	23	learning	learn	VERB
brj-24039	129	24	intricate	intricate	ADJ
brj-24039	129	25	patterns	pattern	NOUN
brj-24039	129	26	and	and	CCONJ
brj-24039	129	27	nonlinear	nonlinear	ADJ
brj-24039	129	28	relationships	relationship	NOUN
brj-24039	129	29	within	within	ADP
brj-24039	129	30	datasets	dataset	NOUN
brj-24039	129	31	(	(	PUNCT
brj-24039	129	32	hussain	hussain	PROPN
brj-24039	129	33	et	et	PROPN
brj-24039	129	34	al	al	PROPN
brj-24039	129	35	.	.	PROPN
brj-24039	129	36	2020	2020	NUM
brj-24039	129	37	)	)	PUNCT
brj-24039	129	38	.	.	PUNCT
brj-24039	130	1	convolutional	convolutional	ADJ
brj-24039	130	2	neural	neural	ADJ
brj-24039	130	3	networks	network	NOUN
brj-24039	130	4	(	(	PUNCT
brj-24039	130	5	cnns	cnns	PROPN
brj-24039	130	6	)	)	PUNCT
brj-24039	130	7	and	and	CCONJ
brj-24039	130	8	recurrent	recurrent	ADJ
brj-24039	130	9	neural	neural	ADJ
brj-24039	130	10	networks	network	NOUN
brj-24039	130	11	(	(	PUNCT
brj-24039	130	12	rnns	rnns	PROPN
brj-24039	130	13	)	)	PUNCT
brj-24039	130	14	are	be	AUX
brj-24039	130	15	adapted	adapt	VERB
brj-24039	130	16	for	for	ADP
brj-24039	130	17	tasks	task	NOUN
brj-24039	130	18	,	,	PUNCT
brj-24039	130	19	such	such	ADJ
brj-24039	130	20	as	as	ADP
brj-24039	130	21	image	image	NOUN
brj-24039	130	22	analysis	analysis	NOUN
brj-24039	130	23	of	of	ADP
brj-24039	130	24	composite	composite	ADJ
brj-24039	130	25	microstructures	microstructure	NOUN
brj-24039	130	26	or	or	CCONJ
brj-24039	130	27	time	time	NOUN
brj-24039	130	28	-	-	PUNCT
brj-24039	130	29	series	series	NOUN
brj-24039	130	30	prediction	prediction	NOUN
brj-24039	130	31	of	of	ADP
brj-24039	130	32	material	material	ADJ
brj-24039	130	33	degradation	degradation	NOUN
brj-24039	130	34	under	under	ADP
brj-24039	130	35	varying	vary	VERB
brj-24039	130	36	environmental	environmental	ADJ
brj-24039	130	37	conditions	condition	NOUN
brj-24039	130	38	.	.	PUNCT
brj-24039	131	1	svms	svms	NOUN
brj-24039	131	2	are	be	AUX
brj-24039	131	3	utilized	utilize	VERB
brj-24039	131	4	for	for	ADP
brj-24039	131	5	classification	classification	NOUN
brj-24039	131	6	tasks	task	NOUN
brj-24039	131	7	,	,	PUNCT
brj-24039	131	8	distinguishing	distinguish	VERB
brj-24039	131	9	between	between	ADP
brj-24039	131	10	different	different	ADJ
brj-24039	131	11	composite	composite	ADJ
brj-24039	131	12	material	material	NOUN
brj-24039	131	13	classes	class	NOUN
brj-24039	131	14	based	base	VERB
brj-24039	131	15	on	on	ADP
brj-24039	131	16	specified	specified	ADJ
brj-24039	131	17	features	feature	NOUN
brj-24039	131	18	.	.	PUNCT
brj-24039	132	1	bayesian	bayesian	NOUN
brj-24039	132	2	methods	method	NOUN
brj-24039	132	3	provide	provide	VERB
brj-24039	132	4	probabilistic	probabilistic	ADJ
brj-24039	132	5	frameworks	framework	NOUN
brj-24039	132	6	for	for	ADP
brj-24039	132	7	uncertainty	uncertainty	NOUN
brj-24039	132	8	quantification	quantification	NOUN
brj-24039	132	9	in	in	ADP
brj-24039	132	10	predictions	prediction	NOUN
brj-24039	132	11	,	,	PUNCT
brj-24039	132	12	offering	offer	VERB
brj-24039	132	13	insights	insight	NOUN
brj-24039	132	14	into	into	ADP
brj-24039	132	15	the	the	DET
brj-24039	132	16	reliability	reliability	NOUN
brj-24039	132	17	and	and	CCONJ
brj-24039	132	18	variability	variability	NOUN
brj-24039	132	19	of	of	ADP
brj-24039	132	20	estimated	estimate	VERB
brj-24039	132	21	material	material	NOUN
brj-24039	132	22	properties	property	NOUN
brj-24039	132	23	(	(	PUNCT
brj-24039	132	24	liu	liu	PROPN
brj-24039	132	25	et	et	PROPN
brj-24039	132	26	al	al	PROPN
brj-24039	132	27	.	.	PROPN
brj-24039	132	28	2024	2024	NUM
brj-24039	132	29	)	)	PUNCT
brj-24039	132	30	.	.	PUNCT
brj-24039	133	1	reinforcement	reinforcement	NOUN
brj-24039	133	2	learning	learning	NOUN
brj-24039	133	3	,	,	PUNCT
brj-24039	133	4	although	although	SCONJ
brj-24039	133	5	less	less	ADV
brj-24039	133	6	commonly	commonly	ADV
brj-24039	133	7	applied	apply	VERB
brj-24039	133	8	in	in	ADP
brj-24039	133	9	materials	material	NOUN
brj-24039	133	10	science	science	NOUN
brj-24039	133	11	,	,	PUNCT
brj-24039	133	12	explores	explore	VERB
brj-24039	133	13	optimal	optimal	ADJ
brj-24039	133	14	strategies	strategy	NOUN
brj-24039	133	15	for	for	ADP
brj-24039	133	16	composite	composite	ADJ
brj-24039	133	17	manufacturing	manufacturing	NOUN
brj-24039	133	18	processes	process	NOUN
brj-24039	133	19	and	and	CCONJ
brj-24039	133	20	material	material	NOUN
brj-24039	133	21	design	design	NOUN
brj-24039	133	22	through	through	ADP
brj-24039	133	23	iterative	iterative	NOUN
brj-24039	133	24	learning	learning	NOUN
brj-24039	133	25	and	and	CCONJ
brj-24039	133	26	decisionmaking	decisionmake	VERB
brj-24039	133	27	.	.	PUNCT
brj-24039	134	1	each	each	PRON
brj-24039	134	2	of	of	ADP
brj-24039	134	3	these	these	DET
brj-24039	134	4	ml	ml	NOUN
brj-24039	134	5	techniques	technique	NOUN
brj-24039	134	6	brings	bring	VERB
brj-24039	134	7	unique	unique	ADJ
brj-24039	134	8	strengths	strength	NOUN
brj-24039	134	9	to	to	ADP
brj-24039	134	10	the	the	DET
brj-24039	134	11	field	field	NOUN
brj-24039	134	12	,	,	PUNCT
brj-24039	134	13	enabling	enable	VERB
brj-24039	134	14	researchers	researcher	NOUN
brj-24039	134	15	and	and	CCONJ
brj-24039	134	16	engineers	engineer	NOUN
brj-24039	134	17	to	to	PART
brj-24039	134	18	extract	extract	VERB
brj-24039	134	19	valuable	valuable	ADJ
brj-24039	134	20	insights	insight	NOUN
brj-24039	134	21	from	from	ADP
brj-24039	134	22	data	datum	NOUN
brj-24039	134	23	,	,	PUNCT
brj-24039	134	24	optimize	optimize	VERB
brj-24039	134	25	composite	composite	ADJ
brj-24039	134	26	formulations	formulation	NOUN
brj-24039	134	27	,	,	PUNCT
brj-24039	134	28	and	and	CCONJ
brj-24039	134	29	advance	advance	VERB
brj-24039	134	30	the	the	DET
brj-24039	134	31	understanding	understanding	NOUN
brj-24039	134	32	and	and	CCONJ
brj-24039	134	33	application	application	NOUN
brj-24039	134	34	of	of	ADP
brj-24039	134	35	nfcs	nfc	NOUN
brj-24039	134	36	across	across	ADP
brj-24039	134	37	diverse	diverse	ADJ
brj-24039	134	38	industrial	industrial	ADJ
brj-24039	134	39	sectors	sector	NOUN
brj-24039	134	40	.	.	PUNCT
brj-24039	135	1	advantages	advantage	NOUN
brj-24039	135	2	:	:	PUNCT
brj-24039	135	3	speed	speed	NOUN
brj-24039	135	4	,	,	PUNCT
brj-24039	135	5	scalability	scalability	NOUN
brj-24039	135	6	,	,	PUNCT
brj-24039	135	7	ability	ability	NOUN
brj-24039	135	8	to	to	PART
brj-24039	135	9	handle	handle	VERB
brj-24039	135	10	large	large	ADJ
brj-24039	135	11	datasets	dataset	NOUN
brj-24039	135	12	,	,	PUNCT
brj-24039	135	13	potential	potential	NOUN
brj-24039	135	14	for	for	ADP
brj-24039	135	15	automation	automation	NOUN
brj-24039	135	16	the	the	DET
brj-24039	135	17	ml	ml	NOUN
brj-24039	135	18	techniques	technique	NOUN
brj-24039	135	19	offer	offer	VERB
brj-24039	135	20	significant	significant	ADJ
brj-24039	135	21	advantages	advantage	NOUN
brj-24039	135	22	in	in	ADP
brj-24039	135	23	the	the	DET
brj-24039	135	24	context	context	NOUN
brj-24039	135	25	of	of	ADP
brj-24039	135	26	the	the	DET
brj-24039	135	27	nfcs	nfc	NOUN
brj-24039	135	28	,	,	PUNCT
brj-24039	135	29	revolutionizing	revolutionize	VERB
brj-24039	135	30	the	the	DET
brj-24039	135	31	traditional	traditional	ADJ
brj-24039	135	32	approaches	approach	NOUN
brj-24039	135	33	to	to	ADP
brj-24039	135	34	design	design	NOUN
brj-24039	135	35	,	,	PUNCT
brj-24039	135	36	optimization	optimization	NOUN
brj-24039	135	37	,	,	PUNCT
brj-24039	135	38	and	and	CCONJ
brj-24039	135	39	characterization	characterization	NOUN
brj-24039	135	40	.	.	PUNCT
brj-24039	136	1	one	one	NUM
brj-24039	136	2	of	of	ADP
brj-24039	136	3	the	the	DET
brj-24039	136	4	primary	primary	ADJ
brj-24039	136	5	advantages	advantage	NOUN
brj-24039	136	6	is	be	AUX
brj-24039	136	7	speed	speed	NOUN
brj-24039	136	8	,	,	PUNCT
brj-24039	136	9	as	as	SCONJ
brj-24039	136	10	ml	ml	NOUN
brj-24039	136	11	algorithms	algorithm	NOUN
brj-24039	136	12	can	can	AUX
brj-24039	136	13	rapidly	rapidly	ADV
brj-24039	136	14	analyze	analyze	VERB
brj-24039	136	15	and	and	CCONJ
brj-24039	136	16	process	process	VERB
brj-24039	136	17	large	large	ADJ
brj-24039	136	18	volumes	volume	NOUN
brj-24039	136	19	of	of	ADP
brj-24039	136	20	complex	complex	ADJ
brj-24039	136	21	data	datum	NOUN
brj-24039	136	22	,	,	PUNCT
brj-24039	136	23	significantly	significantly	ADV
brj-24039	136	24	accelerating	accelerate	VERB
brj-24039	136	25	materials	material	NOUN
brj-24039	136	26	discovery	discovery	NOUN
brj-24039	136	27	and	and	CCONJ
brj-24039	136	28	development	development	NOUN
brj-24039	136	29	timelines	timeline	NOUN
brj-24039	136	30	.	.	PUNCT
brj-24039	137	1	this	this	DET
brj-24039	137	2	capability	capability	NOUN
brj-24039	137	3	is	be	AUX
brj-24039	137	4	particularly	particularly	ADV
brj-24039	137	5	valuable	valuable	ADJ
brj-24039	137	6	in	in	ADP
brj-24039	137	7	industries	industry	NOUN
brj-24039	137	8	such	such	ADJ
brj-24039	137	9	as	as	ADP
brj-24039	137	10	aerospace	aerospace	NOUN
brj-24039	137	11	,	,	PUNCT
brj-24039	137	12	automotive	automotive	ADJ
brj-24039	137	13	,	,	PUNCT
brj-24039	137	14	and	and	CCONJ
brj-24039	137	15	renewable	renewable	ADJ
brj-24039	137	16	energy	energy	NOUN
brj-24039	137	17	,	,	PUNCT
brj-24039	137	18	where	where	SCONJ
brj-24039	137	19	fast	fast	ADV
brj-24039	137	20	-	-	PUNCT
brj-24039	137	21	paced	pace	VERB
brj-24039	137	22	innovation	innovation	NOUN
brj-24039	137	23	is	be	AUX
brj-24039	137	24	crucial	crucial	ADJ
brj-24039	137	25	for	for	ADP
brj-24039	137	26	peer	peer	NOUN
brj-24039	137	27	-	-	PUNCT
brj-24039	137	28	reviewed	review	VERB
brj-24039	137	29	review	review	NOUN
brj-24039	137	30	article	article	NOUN
brj-24039	137	31	bioresources.cnr.ncsu.edu	bioresources.cnr.ncsu.edu	ADP
brj-24039	137	32	palanisamy	palanisamy	PROPN
brj-24039	137	33	et	et	PROPN
brj-24039	137	34	al	al	PROPN
brj-24039	137	35	.	.	PROPN
brj-24039	138	1	(	(	PUNCT
brj-24039	138	2	2025	2025	NUM
brj-24039	138	3	)	)	PUNCT
brj-24039	138	4	.	.	PUNCT
brj-24039	139	1	“	"	PUNCT
brj-24039	139	2	computers	computer	NOUN
brj-24039	139	3	&	&	CCONJ
brj-24039	139	4	composites	composite	NOUN
brj-24039	139	5	,	,	PUNCT
brj-24039	139	6	”	"	PUNCT
brj-24039	139	7	bioresources	bioresource	VERB
brj-24039	139	8	20(1	20(1	NUM
brj-24039	139	9	)	)	PUNCT
brj-24039	139	10	,	,	PUNCT
brj-24039	139	11	2321	2321	NUM
brj-24039	139	12	-	-	SYM
brj-24039	139	13	2345	2345	NUM
brj-24039	139	14	.	.	PUNCT
brj-24039	140	1	2329	2329	NUM
brj-24039	140	2	maintaining	maintain	VERB
brj-24039	140	3	competitiveness	competitiveness	NOUN
brj-24039	140	4	.	.	PUNCT
brj-24039	141	1	scalability	scalability	NOUN
brj-24039	141	2	is	be	AUX
brj-24039	141	3	another	another	DET
brj-24039	141	4	key	key	ADJ
brj-24039	141	5	benefit	benefit	NOUN
brj-24039	141	6	,	,	PUNCT
brj-24039	141	7	as	as	SCONJ
brj-24039	141	8	ml	ml	NOUN
brj-24039	141	9	models	model	NOUN
brj-24039	141	10	can	can	AUX
brj-24039	141	11	efficiently	efficiently	ADV
brj-24039	141	12	scale	scale	VERB
brj-24039	141	13	to	to	PART
brj-24039	141	14	handle	handle	VERB
brj-24039	141	15	vast	vast	ADJ
brj-24039	141	16	datasets	dataset	NOUN
brj-24039	141	17	encompassing	encompass	VERB
brj-24039	141	18	diverse	diverse	ADJ
brj-24039	141	19	parameters	parameter	NOUN
brj-24039	141	20	,	,	PUNCT
brj-24039	141	21	from	from	ADP
brj-24039	141	22	material	material	NOUN
brj-24039	141	23	composition	composition	NOUN
brj-24039	141	24	and	and	CCONJ
brj-24039	141	25	processing	processing	NOUN
brj-24039	141	26	conditions	condition	NOUN
brj-24039	141	27	to	to	PART
brj-24039	141	28	performance	performance	NOUN
brj-24039	141	29	metrics	metric	NOUN
brj-24039	141	30	and	and	CCONJ
brj-24039	141	31	environmental	environmental	ADJ
brj-24039	141	32	factors	factor	NOUN
brj-24039	141	33	(	(	PUNCT
brj-24039	141	34	ninduwezuor	ninduwezuor	NOUN
brj-24039	141	35	-	-	PUNCT
brj-24039	141	36	ehiobu	ehiobu	NOUN
brj-24039	141	37	et	et	PROPN
brj-24039	141	38	al	al	PROPN
brj-24039	141	39	.	.	PROPN
brj-24039	141	40	2023	2023	NUM
brj-24039	141	41	)	)	PUNCT
brj-24039	141	42	.	.	PUNCT
brj-24039	142	1	this	this	DET
brj-24039	142	2	scalability	scalability	NOUN
brj-24039	142	3	allows	allow	VERB
brj-24039	142	4	for	for	ADP
brj-24039	142	5	comprehensive	comprehensive	ADJ
brj-24039	142	6	exploration	exploration	NOUN
brj-24039	142	7	of	of	ADP
brj-24039	142	8	design	design	NOUN
brj-24039	142	9	spaces	space	NOUN
brj-24039	142	10	and	and	CCONJ
brj-24039	142	11	optimization	optimization	NOUN
brj-24039	142	12	of	of	ADP
brj-24039	142	13	composite	composite	ADJ
brj-24039	142	14	formulations	formulation	NOUN
brj-24039	142	15	without	without	ADP
brj-24039	142	16	the	the	DET
brj-24039	142	17	limitations	limitation	NOUN
brj-24039	142	18	of	of	ADP
brj-24039	142	19	traditional	traditional	ADJ
brj-24039	142	20	empirical	empirical	ADJ
brj-24039	142	21	methods	method	NOUN
brj-24039	142	22	.	.	PUNCT
brj-24039	143	1	additionally	additionally	ADV
brj-24039	143	2	,	,	PUNCT
brj-24039	143	3	ml	ml	ADP
brj-24039	143	4	’s	’s	PART
brj-24039	143	5	ability	ability	NOUN
brj-24039	143	6	to	to	PART
brj-24039	143	7	handle	handle	VERB
brj-24039	143	8	large	large	ADJ
brj-24039	143	9	datasets	dataset	NOUN
brj-24039	143	10	facilitates	facilitate	VERB
brj-24039	143	11	more	more	ADV
brj-24039	143	12	robust	robust	ADJ
brj-24039	143	13	and	and	CCONJ
brj-24039	143	14	accurate	accurate	ADJ
brj-24039	143	15	predictive	predictive	ADJ
brj-24039	143	16	modeling	modeling	NOUN
brj-24039	143	17	of	of	ADP
brj-24039	143	18	material	material	NOUN
brj-24039	143	19	properties	property	NOUN
brj-24039	143	20	and	and	CCONJ
brj-24039	143	21	behaviors	behavior	NOUN
brj-24039	143	22	,	,	PUNCT
brj-24039	143	23	leveraging	leverage	VERB
brj-24039	143	24	patterns	pattern	NOUN
brj-24039	143	25	and	and	CCONJ
brj-24039	143	26	correlations	correlation	NOUN
brj-24039	143	27	that	that	PRON
brj-24039	143	28	may	may	AUX
brj-24039	143	29	not	not	PART
brj-24039	143	30	be	be	AUX
brj-24039	143	31	apparent	apparent	ADJ
brj-24039	143	32	through	through	ADP
brj-24039	143	33	conventional	conventional	ADJ
brj-24039	143	34	analytical	analytical	ADJ
brj-24039	143	35	techniques	technique	NOUN
brj-24039	143	36	alone	alone	ADV
brj-24039	143	37	.	.	PUNCT
brj-24039	144	1	furthermore	furthermore	ADV
brj-24039	144	2	,	,	PUNCT
brj-24039	144	3	ml	ml	PUNCT
brj-24039	144	4	techniques	technique	NOUN
brj-24039	144	5	enable	enable	VERB
brj-24039	144	6	automation	automation	NOUN
brj-24039	144	7	of	of	ADP
brj-24039	144	8	repetitive	repetitive	ADJ
brj-24039	144	9	tasks	task	NOUN
brj-24039	144	10	in	in	ADP
brj-24039	144	11	materials	material	NOUN
brj-24039	144	12	science	science	NOUN
brj-24039	144	13	,	,	PUNCT
brj-24039	144	14	such	such	ADJ
brj-24039	144	15	as	as	ADP
brj-24039	144	16	data	data	NOUN
brj-24039	144	17	preprocessing	preprocessing	NOUN
brj-24039	144	18	,	,	PUNCT
brj-24039	144	19	feature	feature	NOUN
brj-24039	144	20	selection	selection	NOUN
brj-24039	144	21	,	,	PUNCT
brj-24039	144	22	and	and	CCONJ
brj-24039	144	23	model	model	NOUN
brj-24039	144	24	training	training	NOUN
brj-24039	144	25	.	.	PUNCT
brj-24039	145	1	automated	automate	VERB
brj-24039	145	2	workflows	workflow	NOUN
brj-24039	145	3	streamline	streamline	VERB
brj-24039	145	4	processes	process	NOUN
brj-24039	145	5	,	,	PUNCT
brj-24039	145	6	reduce	reduce	VERB
brj-24039	145	7	human	human	ADJ
brj-24039	145	8	error	error	NOUN
brj-24039	145	9	,	,	PUNCT
brj-24039	145	10	and	and	CCONJ
brj-24039	145	11	enhance	enhance	VERB
brj-24039	145	12	reproducibility	reproducibility	NOUN
brj-24039	145	13	in	in	ADP
brj-24039	145	14	experimental	experimental	ADJ
brj-24039	145	15	design	design	NOUN
brj-24039	145	16	and	and	CCONJ
brj-24039	145	17	data	datum	NOUN
brj-24039	145	18	analysis	analysis	NOUN
brj-24039	145	19	(	(	PUNCT
brj-24039	145	20	klenam	klenam	PROPN
brj-24039	145	21	et	et	PROPN
brj-24039	145	22	al	al	PROPN
brj-24039	145	23	.	.	PROPN
brj-24039	145	24	2023	2023	NUM
brj-24039	145	25	)	)	PUNCT
brj-24039	145	26	.	.	PUNCT
brj-24039	146	1	this	this	DET
brj-24039	146	2	automation	automation	NOUN
brj-24039	146	3	not	not	PART
brj-24039	146	4	only	only	ADV
brj-24039	146	5	improves	improve	VERB
brj-24039	146	6	efficiency	efficiency	NOUN
brj-24039	146	7	but	but	CCONJ
brj-24039	146	8	also	also	ADV
brj-24039	146	9	frees	free	VERB
brj-24039	146	10	up	up	ADP
brj-24039	146	11	researchers	researcher	NOUN
brj-24039	146	12	’	'	PUNCT
brj-24039	146	13	time	time	NOUN
brj-24039	146	14	to	to	PART
brj-24039	146	15	focus	focus	VERB
brj-24039	146	16	on	on	ADP
brj-24039	146	17	more	more	ADJ
brj-24039	146	18	strategic	strategic	ADJ
brj-24039	146	19	aspects	aspect	NOUN
brj-24039	146	20	of	of	ADP
brj-24039	146	21	materials	material	NOUN
brj-24039	146	22	research	research	NOUN
brj-24039	146	23	,	,	PUNCT
brj-24039	146	24	fostering	foster	VERB
brj-24039	146	25	innovation	innovation	NOUN
brj-24039	146	26	and	and	CCONJ
brj-24039	146	27	interdisciplinary	interdisciplinary	ADJ
brj-24039	146	28	collaboration	collaboration	NOUN
brj-24039	146	29	.	.	PUNCT
brj-24039	147	1	as	as	SCONJ
brj-24039	147	2	ml	ml	X
brj-24039	147	3	continues	continue	VERB
brj-24039	147	4	to	to	PART
brj-24039	147	5	advance	advance	VERB
brj-24039	147	6	and	and	CCONJ
brj-24039	147	7	integrate	integrate	VERB
brj-24039	147	8	with	with	ADP
brj-24039	147	9	experimental	experimental	ADJ
brj-24039	147	10	techniques	technique	NOUN
brj-24039	147	11	and	and	CCONJ
brj-24039	147	12	computational	computational	ADJ
brj-24039	147	13	simulations	simulation	NOUN
brj-24039	147	14	,	,	PUNCT
brj-24039	147	15	its	its	PRON
brj-24039	147	16	potential	potential	NOUN
brj-24039	147	17	for	for	ADP
brj-24039	147	18	automation	automation	NOUN
brj-24039	147	19	in	in	ADP
brj-24039	147	20	nfcs	nfcs	PROPN
brj-24039	147	21	promises	promise	NOUN
brj-24039	147	22	to	to	PART
brj-24039	147	23	reshape	reshape	VERB
brj-24039	147	24	how	how	SCONJ
brj-24039	147	25	materials	material	NOUN
brj-24039	147	26	are	be	AUX
brj-24039	147	27	designed	design	VERB
brj-24039	147	28	,	,	PUNCT
brj-24039	147	29	tested	test	VERB
brj-24039	147	30	,	,	PUNCT
brj-24039	147	31	and	and	CCONJ
brj-24039	147	32	optimized	optimize	VERB
brj-24039	147	33	,	,	PUNCT
brj-24039	147	34	paving	pave	VERB
brj-24039	147	35	the	the	DET
brj-24039	147	36	way	way	NOUN
brj-24039	147	37	for	for	ADP
brj-24039	147	38	enhanced	enhanced	ADJ
brj-24039	147	39	performance	performance	NOUN
brj-24039	147	40	,	,	PUNCT
brj-24039	147	41	sustainability	sustainability	NOUN
brj-24039	147	42	,	,	PUNCT
brj-24039	147	43	and	and	CCONJ
brj-24039	147	44	technological	technological	ADJ
brj-24039	147	45	innovation	innovation	NOUN
brj-24039	147	46	in	in	ADP
brj-24039	147	47	diverse	diverse	ADJ
brj-24039	147	48	industrial	industrial	ADJ
brj-24039	147	49	applications	application	NOUN
brj-24039	147	50	(	(	PUNCT
brj-24039	147	51	ma	ma	PROPN
brj-24039	147	52	et	et	PROPN
brj-24039	147	53	al	al	PROPN
brj-24039	147	54	.	.	PROPN
brj-24039	147	55	2023	2023	NUM
brj-24039	147	56	)	)	PUNCT
brj-24039	147	57	.	.	PUNCT
brj-24039	148	1	examples	example	NOUN
brj-24039	148	2	of	of	ADP
brj-24039	148	3	successful	successful	ADJ
brj-24039	148	4	applications	application	NOUN
brj-24039	148	5	in	in	ADP
brj-24039	148	6	aerospace	aerospace	NOUN
brj-24039	148	7	,	,	PUNCT
brj-24039	148	8	automotive	automotive	ADJ
brj-24039	148	9	,	,	PUNCT
brj-24039	148	10	renewable	renewable	ADJ
brj-24039	148	11	energy	energy	NOUN
brj-24039	148	12	,	,	PUNCT
brj-24039	148	13	and	and	CCONJ
brj-24039	148	14	biomedical	biomedical	ADJ
brj-24039	148	15	fields	field	NOUN
brj-24039	148	16	machine	machine	NOUN
brj-24039	148	17	learning	learning	NOUN
brj-24039	148	18	has	have	AUX
brj-24039	148	19	catalyzed	catalyze	VERB
brj-24039	148	20	significant	significant	ADJ
brj-24039	148	21	advancements	advancement	NOUN
brj-24039	148	22	in	in	ADP
brj-24039	148	23	nfcs	nfc	NOUN
brj-24039	148	24	across	across	ADP
brj-24039	148	25	various	various	ADJ
brj-24039	148	26	industries	industry	NOUN
brj-24039	148	27	,	,	PUNCT
brj-24039	148	28	showcasing	showcase	VERB
brj-24039	148	29	successful	successful	ADJ
brj-24039	148	30	applications	application	NOUN
brj-24039	148	31	in	in	ADP
brj-24039	148	32	aerospace	aerospace	NOUN
brj-24039	148	33	,	,	PUNCT
brj-24039	148	34	automotive	automotive	ADJ
brj-24039	148	35	,	,	PUNCT
brj-24039	148	36	renewable	renewable	ADJ
brj-24039	148	37	energy	energy	NOUN
brj-24039	148	38	,	,	PUNCT
brj-24039	148	39	and	and	CCONJ
brj-24039	148	40	biomedical	biomedical	ADJ
brj-24039	148	41	fields	field	NOUN
brj-24039	148	42	.	.	PUNCT
brj-24039	149	1	in	in	ADP
brj-24039	149	2	aerospace	aerospace	NOUN
brj-24039	149	3	,	,	PUNCT
brj-24039	149	4	ml	ml	VERB
brj-24039	149	5	-	-	PUNCT
brj-24039	149	6	driven	drive	VERB
brj-24039	149	7	approaches	approach	NOUN
brj-24039	149	8	have	have	AUX
brj-24039	149	9	revolutionized	revolutionize	VERB
brj-24039	149	10	the	the	DET
brj-24039	149	11	design	design	NOUN
brj-24039	149	12	and	and	CCONJ
brj-24039	149	13	optimization	optimization	NOUN
brj-24039	149	14	of	of	ADP
brj-24039	149	15	lightweight	lightweight	ADJ
brj-24039	149	16	composite	composite	ADJ
brj-24039	149	17	structures	structure	NOUN
brj-24039	149	18	,	,	PUNCT
brj-24039	149	19	essential	essential	ADJ
brj-24039	149	20	for	for	ADP
brj-24039	149	21	reducing	reduce	VERB
brj-24039	149	22	aircraft	aircraft	NOUN
brj-24039	149	23	weight	weight	NOUN
brj-24039	149	24	and	and	CCONJ
brj-24039	149	25	improving	improve	VERB
brj-24039	149	26	fuel	fuel	NOUN
brj-24039	149	27	efficiency	efficiency	NOUN
brj-24039	149	28	.	.	PUNCT
brj-24039	150	1	for	for	ADP
brj-24039	150	2	instance	instance	NOUN
brj-24039	150	3	,	,	PUNCT
brj-24039	150	4	airbus	airbus	PROPN
brj-24039	150	5	employs	employ	VERB
brj-24039	150	6	ml	ml	NOUN
brj-24039	150	7	to	to	PART
brj-24039	150	8	predict	predict	VERB
brj-24039	150	9	the	the	DET
brj-24039	150	10	mechanical	mechanical	ADJ
brj-24039	150	11	properties	property	NOUN
brj-24039	150	12	of	of	ADP
brj-24039	150	13	composite	composite	ADJ
brj-24039	150	14	materials	material	NOUN
brj-24039	150	15	used	use	VERB
brj-24039	150	16	in	in	ADP
brj-24039	150	17	aircraft	aircraft	NOUN
brj-24039	150	18	components	component	NOUN
brj-24039	150	19	,	,	PUNCT
brj-24039	150	20	optimizing	optimize	VERB
brj-24039	150	21	their	their	PRON
brj-24039	150	22	performance	performance	NOUN
brj-24039	150	23	while	while	SCONJ
brj-24039	150	24	ensuring	ensure	VERB
brj-24039	150	25	safety	safety	NOUN
brj-24039	150	26	and	and	CCONJ
brj-24039	150	27	durability	durability	NOUN
brj-24039	150	28	.	.	PUNCT
brj-24039	151	1	similarly	similarly	ADV
brj-24039	151	2	,	,	PUNCT
brj-24039	151	3	in	in	ADP
brj-24039	151	4	the	the	DET
brj-24039	151	5	automotive	automotive	ADJ
brj-24039	151	6	sector	sector	NOUN
brj-24039	151	7	,	,	PUNCT
brj-24039	151	8	ml	ml	ADP
brj-24039	151	9	techniques	technique	NOUN
brj-24039	151	10	are	be	AUX
brj-24039	151	11	leveraged	leverage	VERB
brj-24039	151	12	to	to	PART
brj-24039	151	13	enhance	enhance	VERB
brj-24039	151	14	the	the	DET
brj-24039	151	15	development	development	NOUN
brj-24039	151	16	of	of	ADP
brj-24039	151	17	composite	composite	ADJ
brj-24039	151	18	materials	material	NOUN
brj-24039	151	19	for	for	ADP
brj-24039	151	20	vehicle	vehicle	NOUN
brj-24039	151	21	lightweighting	lightweighting	NOUN
brj-24039	151	22	,	,	PUNCT
brj-24039	151	23	improving	improve	VERB
brj-24039	151	24	fuel	fuel	NOUN
brj-24039	151	25	economy	economy	NOUN
brj-24039	151	26	and	and	CCONJ
brj-24039	151	27	reducing	reduce	VERB
brj-24039	151	28	emissions	emission	NOUN
brj-24039	151	29	(	(	PUNCT
brj-24039	151	30	ye	ye	INTJ
brj-24039	151	31	et	et	PROPN
brj-24039	151	32	al	al	PROPN
brj-24039	151	33	.	.	PROPN
brj-24039	151	34	2005	2005	NUM
brj-24039	151	35	)	)	PUNCT
brj-24039	151	36	.	.	PUNCT
brj-24039	152	1	companies	company	NOUN
brj-24039	152	2	including	include	VERB
brj-24039	152	3	bmw	bmw	PROPN
brj-24039	152	4	use	use	NOUN
brj-24039	152	5	ml	ml	NOUN
brj-24039	152	6	algorithms	algorithm	NOUN
brj-24039	152	7	to	to	PART
brj-24039	152	8	simulate	simulate	VERB
brj-24039	152	9	and	and	CCONJ
brj-24039	152	10	predict	predict	VERB
brj-24039	152	11	the	the	DET
brj-24039	152	12	behavior	behavior	NOUN
brj-24039	152	13	of	of	ADP
brj-24039	152	14	composite	composite	ADJ
brj-24039	152	15	materials	material	NOUN
brj-24039	152	16	under	under	ADP
brj-24039	152	17	different	different	ADJ
brj-24039	152	18	driving	driving	NOUN
brj-24039	152	19	conditions	condition	NOUN
brj-24039	152	20	,	,	PUNCT
brj-24039	152	21	optimizing	optimize	VERB
brj-24039	152	22	vehicle	vehicle	NOUN
brj-24039	152	23	performance	performance	NOUN
brj-24039	152	24	and	and	CCONJ
brj-24039	152	25	structural	structural	ADJ
brj-24039	152	26	integrity	integrity	NOUN
brj-24039	152	27	.	.	PUNCT
brj-24039	153	1	in	in	ADP
brj-24039	153	2	renewable	renewable	ADJ
brj-24039	153	3	energy	energy	NOUN
brj-24039	153	4	,	,	PUNCT
brj-24039	153	5	particularly	particularly	ADV
brj-24039	153	6	in	in	ADP
brj-24039	153	7	wind	wind	NOUN
brj-24039	153	8	energy	energy	NOUN
brj-24039	153	9	applications	application	NOUN
brj-24039	153	10	,	,	PUNCT
brj-24039	153	11	ml	ml	AUX
brj-24039	153	12	plays	play	VERB
brj-24039	153	13	a	a	DET
brj-24039	153	14	crucial	crucial	ADJ
brj-24039	153	15	role	role	NOUN
brj-24039	153	16	in	in	ADP
brj-24039	153	17	predicting	predict	VERB
brj-24039	153	18	and	and	CCONJ
brj-24039	153	19	optimizing	optimize	VERB
brj-24039	153	20	the	the	DET
brj-24039	153	21	performance	performance	NOUN
brj-24039	153	22	of	of	ADP
brj-24039	153	23	composite	composite	ADJ
brj-24039	153	24	materials	material	NOUN
brj-24039	153	25	used	use	VERB
brj-24039	153	26	in	in	ADP
brj-24039	153	27	wind	wind	NOUN
brj-24039	153	28	turbine	turbine	NOUN
brj-24039	153	29	blades	blade	NOUN
brj-24039	153	30	.	.	PUNCT
brj-24039	154	1	the	the	DET
brj-24039	154	2	ml	ml	PROPN
brj-24039	154	3	models	model	NOUN
brj-24039	154	4	analyze	analyze	VERB
brj-24039	154	5	data	datum	NOUN
brj-24039	154	6	from	from	ADP
brj-24039	154	7	sensors	sensor	NOUN
brj-24039	154	8	embedded	embed	VERB
brj-24039	154	9	in	in	ADP
brj-24039	154	10	blades	blade	NOUN
brj-24039	154	11	to	to	PART
brj-24039	154	12	monitor	monitor	VERB
brj-24039	154	13	structural	structural	ADJ
brj-24039	154	14	health	health	NOUN
brj-24039	154	15	,	,	PUNCT
brj-24039	154	16	predict	predict	VERB
brj-24039	154	17	maintenance	maintenance	NOUN
brj-24039	154	18	needs	need	NOUN
brj-24039	154	19	,	,	PUNCT
brj-24039	154	20	and	and	CCONJ
brj-24039	154	21	optimize	optimize	VERB
brj-24039	154	22	operational	operational	ADJ
brj-24039	154	23	efficiency	efficiency	NOUN
brj-24039	154	24	,	,	PUNCT
brj-24039	154	25	thereby	thereby	ADV
brj-24039	154	26	increasing	increase	VERB
brj-24039	154	27	energy	energy	NOUN
brj-24039	154	28	production	production	NOUN
brj-24039	154	29	and	and	CCONJ
brj-24039	154	30	reducing	reduce	VERB
brj-24039	154	31	downtime	downtime	NOUN
brj-24039	154	32	(	(	PUNCT
brj-24039	154	33	nachtane	nachtane	NOUN
brj-24039	154	34	et	et	PROPN
brj-24039	154	35	al	al	PROPN
brj-24039	154	36	.	.	PROPN
brj-24039	154	37	2023	2023	NUM
brj-24039	154	38	)	)	PUNCT
brj-24039	154	39	.	.	PUNCT
brj-24039	155	1	moreover	moreover	ADV
brj-24039	155	2	,	,	PUNCT
brj-24039	155	3	in	in	ADP
brj-24039	155	4	biomedical	biomedical	ADJ
brj-24039	155	5	fields	field	NOUN
brj-24039	155	6	,	,	PUNCT
brj-24039	155	7	nfcs	nfc	NOUN
brj-24039	155	8	reinforced	reinforce	VERB
brj-24039	155	9	with	with	ADP
brj-24039	155	10	biocompatible	biocompatible	ADJ
brj-24039	155	11	materials	material	NOUN
brj-24039	155	12	are	be	AUX
brj-24039	155	13	transforming	transform	VERB
brj-24039	155	14	the	the	DET
brj-24039	155	15	development	development	NOUN
brj-24039	155	16	of	of	ADP
brj-24039	155	17	medical	medical	ADJ
brj-24039	155	18	implants	implant	NOUN
brj-24039	155	19	and	and	CCONJ
brj-24039	155	20	prosthetics	prosthetic	NOUN
brj-24039	155	21	.	.	PUNCT
brj-24039	156	1	the	the	DET
brj-24039	156	2	ml	ml	PROPN
brj-24039	156	3	algorithms	algorithm	NOUN
brj-24039	156	4	analyze	analyze	VERB
brj-24039	156	5	patient	patient	NOUN
brj-24039	156	6	-	-	PUNCT
brj-24039	156	7	specific	specific	ADJ
brj-24039	156	8	data	datum	NOUN
brj-24039	156	9	to	to	PART
brj-24039	156	10	customize	customize	VERB
brj-24039	156	11	implant	implant	ADJ
brj-24039	156	12	designs	design	NOUN
brj-24039	156	13	,	,	PUNCT
brj-24039	156	14	predict	predict	VERB
brj-24039	156	15	material	material	NOUN
brj-24039	156	16	biocompatibility	biocompatibility	NOUN
brj-24039	156	17	,	,	PUNCT
brj-24039	156	18	and	and	CCONJ
brj-24039	156	19	optimize	optimize	VERB
brj-24039	156	20	mechanical	mechanical	ADJ
brj-24039	156	21	properties	property	NOUN
brj-24039	156	22	to	to	PART
brj-24039	156	23	enhance	enhance	VERB
brj-24039	156	24	patient	patient	ADJ
brj-24039	156	25	outcomes	outcome	NOUN
brj-24039	156	26	and	and	CCONJ
brj-24039	156	27	longevity	longevity	NOUN
brj-24039	156	28	.	.	PUNCT
brj-24039	157	1	these	these	DET
brj-24039	157	2	examples	example	NOUN
brj-24039	157	3	illustrate	illustrate	VERB
brj-24039	157	4	how	how	SCONJ
brj-24039	157	5	ml	ml	AUX
brj-24039	157	6	is	be	AUX
brj-24039	157	7	not	not	PART
brj-24039	157	8	only	only	ADV
brj-24039	157	9	enhancing	enhance	VERB
brj-24039	157	10	the	the	DET
brj-24039	157	11	performance	performance	NOUN
brj-24039	157	12	and	and	CCONJ
brj-24039	157	13	efficiency	efficiency	NOUN
brj-24039	157	14	of	of	ADP
brj-24039	157	15	nfcs	nfc	NOUN
brj-24039	157	16	across	across	ADP
brj-24039	157	17	industries	industry	NOUN
brj-24039	157	18	but	but	CCONJ
brj-24039	157	19	also	also	ADV
brj-24039	157	20	driving	drive	VERB
brj-24039	157	21	innovation	innovation	NOUN
brj-24039	157	22	and	and	CCONJ
brj-24039	157	23	sustainability	sustainability	NOUN
brj-24039	157	24	in	in	ADP
brj-24039	157	25	materials	material	NOUN
brj-24039	157	26	science	science	NOUN
brj-24039	157	27	and	and	CCONJ
brj-24039	157	28	engineering	engineering	NOUN
brj-24039	157	29	(	(	PUNCT
brj-24039	157	30	feng	feng	PROPN
brj-24039	157	31	et	et	PROPN
brj-24039	157	32	al	al	PROPN
brj-24039	157	33	.	.	PROPN
brj-24039	157	34	2024	2024	NUM
brj-24039	157	35	)	)	PUNCT
brj-24039	157	36	.	.	PUNCT
brj-24039	158	1	as	as	SCONJ
brj-24039	158	2	ml	ml	NOUN
brj-24039	158	3	techniques	technique	NOUN
brj-24039	158	4	continue	continue	VERB
brj-24039	158	5	to	to	PART
brj-24039	158	6	evolve	evolve	VERB
brj-24039	158	7	and	and	CCONJ
brj-24039	158	8	integrate	integrate	VERB
brj-24039	158	9	with	with	ADP
brj-24039	158	10	traditional	traditional	ADJ
brj-24039	158	11	empirical	empirical	ADJ
brj-24039	158	12	methods	method	NOUN
brj-24039	158	13	,	,	PUNCT
brj-24039	158	14	their	their	PRON
brj-24039	158	15	potential	potential	NOUN
brj-24039	158	16	to	to	PART
brj-24039	158	17	further	far	ADV
brj-24039	158	18	advance	advance	VERB
brj-24039	158	19	composite	composite	ADJ
brj-24039	158	20	materials	material	NOUN
brj-24039	158	21	'	'	PART
brj-24039	158	22	capabilities	capability	NOUN
brj-24039	158	23	and	and	CCONJ
brj-24039	158	24	applications	application	NOUN
brj-24039	158	25	remain	remain	VERB
brj-24039	158	26	promising	promise	VERB
brj-24039	158	27	regarding	regard	VERB
brj-24039	158	28	continued	continue	VERB
brj-24039	158	29	progress	progress	NOUN
brj-24039	158	30	in	in	ADP
brj-24039	158	31	efficiency	efficiency	NOUN
brj-24039	158	32	,	,	PUNCT
brj-24039	158	33	safety	safety	NOUN
brj-24039	158	34	,	,	PUNCT
brj-24039	158	35	and	and	CCONJ
brj-24039	158	36	performance	performance	NOUN
brj-24039	158	37	across	across	ADP
brj-24039	158	38	global	global	ADJ
brj-24039	158	39	industries	industry	NOUN
brj-24039	158	40	(	(	PUNCT
brj-24039	158	41	zadpoor	zadpoor	NOUN
brj-24039	158	42	2017	2017	NUM
brj-24039	158	43	)	)	PUNCT
brj-24039	158	44	.	.	PUNCT
brj-24039	159	1	peer	peer	NOUN
brj-24039	159	2	-	-	PUNCT
brj-24039	159	3	reviewed	review	VERB
brj-24039	159	4	review	review	NOUN
brj-24039	159	5	article	article	NOUN
brj-24039	159	6	bioresources.cnr.ncsu.edu	bioresources.cnr.ncsu.edu	ADP
brj-24039	159	7	palanisamy	palanisamy	PROPN
brj-24039	159	8	et	et	PROPN
brj-24039	159	9	al	al	PROPN
brj-24039	159	10	.	.	PROPN
brj-24039	159	11	(	(	PUNCT
brj-24039	159	12	2025	2025	NUM
brj-24039	159	13	)	)	PUNCT
brj-24039	159	14	.	.	PUNCT
brj-24039	160	1	“	"	PUNCT
brj-24039	160	2	computers	computer	NOUN
brj-24039	160	3	&	&	CCONJ
brj-24039	160	4	composites	composite	NOUN
brj-24039	160	5	,	,	PUNCT
brj-24039	160	6	”	"	PUNCT
brj-24039	160	7	bioresources	bioresource	VERB
brj-24039	160	8	20(1	20(1	NUM
brj-24039	160	9	)	)	PUNCT
brj-24039	160	10	,	,	PUNCT
brj-24039	160	11	2321	2321	NUM
brj-24039	160	12	-	-	SYM
brj-24039	160	13	2345	2345	NUM
brj-24039	160	14	.	.	PUNCT
brj-24039	161	1	2330	2330	NUM
brj-24039	161	2	challenges	challenge	NOUN
brj-24039	161	3	and	and	CCONJ
brj-24039	161	4	considerations	consideration	NOUN
brj-24039	161	5	data	datum	NOUN
brj-24039	161	6	scarcity	scarcity	NOUN
brj-24039	161	7	and	and	CCONJ
brj-24039	161	8	quality	quality	NOUN
brj-24039	161	9	issues	issue	NOUN
brj-24039	161	10	specific	specific	ADJ
brj-24039	161	11	to	to	ADP
brj-24039	161	12	nfcs	nfc	NOUN
brj-24039	161	13	data	datum	NOUN
brj-24039	161	14	scarcity	scarcity	NOUN
brj-24039	161	15	and	and	CCONJ
brj-24039	161	16	quality	quality	NOUN
brj-24039	161	17	issues	issue	NOUN
brj-24039	161	18	pose	pose	VERB
brj-24039	161	19	significant	significant	ADJ
brj-24039	161	20	challenges	challenge	NOUN
brj-24039	161	21	in	in	ADP
brj-24039	161	22	the	the	DET
brj-24039	161	23	application	application	NOUN
brj-24039	161	24	of	of	ADP
brj-24039	161	25	ml	ml	NOUN
brj-24039	161	26	to	to	ADP
brj-24039	161	27	the	the	DET
brj-24039	161	28	nfcs	nfc	NOUN
brj-24039	161	29	.	.	PUNCT
brj-24039	162	1	the	the	DET
brj-24039	162	2	nfcs	nfcs	PROPN
brj-24039	162	3	exhibit	exhibit	VERB
brj-24039	162	4	inherent	inherent	ADJ
brj-24039	162	5	variability	variability	NOUN
brj-24039	162	6	due	due	ADP
brj-24039	162	7	to	to	ADP
brj-24039	162	8	factors	factor	NOUN
brj-24039	162	9	such	such	ADJ
brj-24039	162	10	as	as	ADP
brj-24039	162	11	material	material	NOUN
brj-24039	162	12	composition	composition	NOUN
brj-24039	162	13	,	,	PUNCT
brj-24039	162	14	processing	processing	NOUN
brj-24039	162	15	conditions	condition	NOUN
brj-24039	162	16	,	,	PUNCT
brj-24039	162	17	and	and	CCONJ
brj-24039	162	18	environmental	environmental	ADJ
brj-24039	162	19	influences	influence	NOUN
brj-24039	162	20	,	,	PUNCT
brj-24039	162	21	making	make	VERB
brj-24039	162	22	it	it	PRON
brj-24039	162	23	challenging	challenge	VERB
brj-24039	162	24	to	to	PART
brj-24039	162	25	collect	collect	VERB
brj-24039	162	26	comprehensive	comprehensive	ADJ
brj-24039	162	27	and	and	CCONJ
brj-24039	162	28	standardized	standardized	ADJ
brj-24039	162	29	datasets	dataset	NOUN
brj-24039	162	30	.	.	PUNCT
brj-24039	163	1	unlike	unlike	ADP
brj-24039	163	2	conventional	conventional	ADJ
brj-24039	163	3	materials	material	NOUN
brj-24039	163	4	with	with	ADP
brj-24039	163	5	well	well	ADV
brj-24039	163	6	-	-	PUNCT
brj-24039	163	7	documented	document	VERB
brj-24039	163	8	properties	property	NOUN
brj-24039	163	9	,	,	PUNCT
brj-24039	163	10	nfcs	nfc	NOUN
brj-24039	163	11	often	often	ADV
brj-24039	163	12	lack	lack	VERB
brj-24039	163	13	extensive	extensive	ADJ
brj-24039	163	14	datasets	dataset	NOUN
brj-24039	163	15	that	that	PRON
brj-24039	163	16	encompass	encompass	VERB
brj-24039	163	17	diverse	diverse	ADJ
brj-24039	163	18	variations	variation	NOUN
brj-24039	163	19	and	and	CCONJ
brj-24039	163	20	scenarios	scenario	NOUN
brj-24039	163	21	(	(	PUNCT
brj-24039	163	22	ge	ge	PROPN
brj-24039	163	23	et	et	PROPN
brj-24039	163	24	al	al	PROPN
brj-24039	163	25	.	.	PROPN
brj-24039	163	26	2023	2023	NUM
brj-24039	163	27	)	)	PUNCT
brj-24039	163	28	.	.	PUNCT
brj-24039	164	1	this	this	DET
brj-24039	164	2	scarcity	scarcity	NOUN
brj-24039	164	3	limits	limit	VERB
brj-24039	164	4	the	the	DET
brj-24039	164	5	scope	scope	NOUN
brj-24039	164	6	and	and	CCONJ
brj-24039	164	7	accuracy	accuracy	NOUN
brj-24039	164	8	of	of	ADP
brj-24039	164	9	ml	ml	NOUN
brj-24039	164	10	models	model	NOUN
brj-24039	164	11	trained	train	VERB
brj-24039	164	12	on	on	ADP
brj-24039	164	13	insufficient	insufficient	ADJ
brj-24039	164	14	or	or	CCONJ
brj-24039	164	15	biased	biased	ADJ
brj-24039	164	16	data	datum	NOUN
brj-24039	164	17	,	,	PUNCT
brj-24039	164	18	potentially	potentially	ADV
brj-24039	164	19	leading	lead	VERB
brj-24039	164	20	to	to	ADP
brj-24039	164	21	unreliable	unreliable	ADJ
brj-24039	164	22	predictions	prediction	NOUN
brj-24039	164	23	and	and	CCONJ
brj-24039	164	24	suboptimal	suboptimal	ADJ
brj-24039	164	25	material	material	NOUN
brj-24039	164	26	designs	design	NOUN
brj-24039	164	27	.	.	PUNCT
brj-24039	165	1	in	in	ADP
brj-24039	165	2	addition	addition	NOUN
brj-24039	165	3	,	,	PUNCT
brj-24039	165	4	ensuring	ensure	VERB
brj-24039	165	5	data	datum	NOUN
brj-24039	165	6	quality	quality	NOUN
brj-24039	165	7	is	be	AUX
brj-24039	165	8	paramount	paramount	ADJ
brj-24039	165	9	,	,	PUNCT
brj-24039	165	10	as	as	SCONJ
brj-24039	165	11	inconsistencies	inconsistency	NOUN
brj-24039	165	12	,	,	PUNCT
brj-24039	165	13	errors	error	NOUN
brj-24039	165	14	,	,	PUNCT
brj-24039	165	15	or	or	CCONJ
brj-24039	165	16	incomplete	incomplete	ADJ
brj-24039	165	17	datasets	dataset	NOUN
brj-24039	165	18	can	can	AUX
brj-24039	165	19	skew	skew	VERB
brj-24039	165	20	model	model	NOUN
brj-24039	165	21	outcomes	outcome	NOUN
brj-24039	165	22	and	and	CCONJ
brj-24039	165	23	hinder	hinder	VERB
brj-24039	165	24	the	the	DET
brj-24039	165	25	generalizability	generalizability	NOUN
brj-24039	165	26	of	of	ADP
brj-24039	165	27	findings	finding	NOUN
brj-24039	165	28	.	.	PUNCT
brj-24039	166	1	the	the	DET
brj-24039	166	2	variability	variability	NOUN
brj-24039	166	3	in	in	ADP
brj-24039	166	4	experimental	experimental	ADJ
brj-24039	166	5	techniques	technique	NOUN
brj-24039	166	6	and	and	CCONJ
brj-24039	166	7	measurement	measurement	NOUN
brj-24039	166	8	protocols	protocol	NOUN
brj-24039	166	9	across	across	ADP
brj-24039	166	10	different	different	ADJ
brj-24039	166	11	laboratories	laboratory	NOUN
brj-24039	166	12	further	far	ADV
brj-24039	166	13	complicates	complicate	VERB
brj-24039	166	14	data	data	NOUN
brj-24039	166	15	integration	integration	NOUN
brj-24039	166	16	and	and	CCONJ
brj-24039	166	17	comparison	comparison	NOUN
brj-24039	166	18	,	,	PUNCT
brj-24039	166	19	undermining	undermine	VERB
brj-24039	166	20	the	the	DET
brj-24039	166	21	reliability	reliability	NOUN
brj-24039	166	22	of	of	ADP
brj-24039	166	23	composite	composite	ADJ
brj-24039	166	24	material	material	NOUN
brj-24039	166	25	databases	database	NOUN
brj-24039	166	26	(	(	PUNCT
brj-24039	166	27	gibert	gibert	NOUN
brj-24039	166	28	et	et	PROPN
brj-24039	166	29	al	al	PROPN
brj-24039	166	30	.	.	PROPN
brj-24039	166	31	2016	2016	NUM
brj-24039	166	32	)	)	PUNCT
brj-24039	166	33	.	.	PUNCT
brj-24039	167	1	addressing	address	VERB
brj-24039	167	2	these	these	DET
brj-24039	167	3	challenges	challenge	NOUN
brj-24039	167	4	requires	require	VERB
brj-24039	167	5	collaborative	collaborative	ADJ
brj-24039	167	6	efforts	effort	NOUN
brj-24039	167	7	to	to	PART
brj-24039	167	8	establish	establish	VERB
brj-24039	167	9	standardized	standardized	ADJ
brj-24039	167	10	testing	testing	NOUN
brj-24039	167	11	protocols	protocol	NOUN
brj-24039	167	12	,	,	PUNCT
brj-24039	167	13	improve	improve	VERB
brj-24039	167	14	data	data	NOUN
brj-24039	167	15	collection	collection	NOUN
brj-24039	167	16	methodologies	methodology	NOUN
brj-24039	167	17	,	,	PUNCT
brj-24039	167	18	and	and	CCONJ
brj-24039	167	19	enhance	enhance	VERB
brj-24039	167	20	data	datum	NOUN
brj-24039	167	21	sharing	sharing	NOUN
brj-24039	167	22	practices	practice	NOUN
brj-24039	167	23	within	within	ADP
brj-24039	167	24	the	the	DET
brj-24039	167	25	materials	material	NOUN
brj-24039	167	26	science	science	NOUN
brj-24039	167	27	community	community	NOUN
brj-24039	167	28	.	.	PUNCT
brj-24039	168	1	advances	advance	NOUN
brj-24039	168	2	in	in	ADP
brj-24039	168	3	sensor	sensor	NOUN
brj-24039	168	4	technology	technology	NOUN
brj-24039	168	5	,	,	PUNCT
brj-24039	168	6	computational	computational	ADJ
brj-24039	168	7	simulations	simulation	NOUN
brj-24039	168	8	,	,	PUNCT
brj-24039	168	9	and	and	CCONJ
brj-24039	168	10	materials	material	NOUN
brj-24039	168	11	informatics	informatic	NOUN
brj-24039	168	12	offer	offer	VERB
brj-24039	168	13	promising	promise	VERB
brj-24039	168	14	avenues	avenue	NOUN
brj-24039	168	15	to	to	PART
brj-24039	168	16	augment	augment	VERB
brj-24039	168	17	existing	exist	VERB
brj-24039	168	18	datasets	dataset	NOUN
brj-24039	168	19	and	and	CCONJ
brj-24039	168	20	mitigate	mitigate	VERB
brj-24039	168	21	data	datum	NOUN
brj-24039	168	22	scarcity	scarcity	NOUN
brj-24039	168	23	issues	issue	NOUN
brj-24039	168	24	.	.	PUNCT
brj-24039	169	1	once	once	ADV
brj-24039	169	2	this	this	PRON
brj-24039	169	3	is	be	AUX
brj-24039	169	4	achieved	achieve	VERB
brj-24039	169	5	,	,	PUNCT
brj-24039	169	6	researchers	researcher	NOUN
brj-24039	169	7	can	can	AUX
brj-24039	169	8	enhance	enhance	VERB
brj-24039	169	9	the	the	DET
brj-24039	169	10	robustness	robustness	NOUN
brj-24039	169	11	and	and	CCONJ
brj-24039	169	12	applicability	applicability	NOUN
brj-24039	169	13	of	of	ADP
brj-24039	169	14	ml	ml	NOUN
brj-24039	169	15	models	model	NOUN
brj-24039	169	16	in	in	ADP
brj-24039	169	17	nfcs	nfc	NOUN
brj-24039	169	18	,	,	PUNCT
brj-24039	169	19	unlocking	unlock	VERB
brj-24039	169	20	new	new	ADJ
brj-24039	169	21	opportunities	opportunity	NOUN
brj-24039	169	22	for	for	ADP
brj-24039	169	23	innovation	innovation	NOUN
brj-24039	169	24	and	and	CCONJ
brj-24039	169	25	optimization	optimization	NOUN
brj-24039	169	26	in	in	ADP
brj-24039	169	27	materials	material	NOUN
brj-24039	169	28	design	design	NOUN
brj-24039	169	29	and	and	CCONJ
brj-24039	169	30	engineering	engineering	NOUN
brj-24039	169	31	(	(	PUNCT
brj-24039	169	32	xu	xu	INTJ
brj-24039	169	33	et	et	PROPN
brj-24039	169	34	al	al	PROPN
brj-24039	169	35	.	.	PROPN
brj-24039	169	36	2023	2023	NUM
brj-24039	169	37	)	)	PUNCT
brj-24039	169	38	.	.	PUNCT
brj-24039	170	1	the	the	DET
brj-24039	170	2	choice	choice	NOUN
brj-24039	170	3	of	of	ADP
brj-24039	170	4	a	a	DET
brj-24039	170	5	machine	machine	NOUN
brj-24039	170	6	learning	learning	NOUN
brj-24039	170	7	technique	technique	NOUN
brj-24039	170	8	for	for	ADP
brj-24039	170	9	a	a	DET
brj-24039	170	10	particular	particular	ADJ
brj-24039	170	11	design	design	NOUN
brj-24039	170	12	problem	problem	NOUN
brj-24039	170	13	is	be	AUX
brj-24039	170	14	difficult	difficult	ADJ
brj-24039	170	15	because	because	SCONJ
brj-24039	170	16	of	of	ADP
brj-24039	170	17	the	the	DET
brj-24039	170	18	large	large	ADJ
brj-24039	170	19	number	number	NOUN
brj-24039	170	20	of	of	ADP
brj-24039	170	21	algorithms	algorithm	NOUN
brj-24039	170	22	readily	readily	ADV
brj-24039	170	23	available	available	ADJ
brj-24039	170	24	.	.	PUNCT
brj-24039	171	1	the	the	DET
brj-24039	171	2	limited	limited	ADJ
brj-24039	171	3	computer	computer	NOUN
brj-24039	171	4	skills	skill	NOUN
brj-24039	171	5	of	of	ADP
brj-24039	171	6	most	most	ADJ
brj-24039	171	7	materials	material	NOUN
brj-24039	171	8	designers	designer	NOUN
brj-24039	171	9	have	have	AUX
brj-24039	171	10	been	be	AUX
brj-24039	171	11	a	a	DET
brj-24039	171	12	major	major	ADJ
brj-24039	171	13	issue	issue	NOUN
brj-24039	171	14	that	that	PRON
brj-24039	171	15	has	have	AUX
brj-24039	171	16	limited	limit	VERB
brj-24039	171	17	the	the	DET
brj-24039	171	18	large	large	ADJ
brj-24039	171	19	-	-	PUNCT
brj-24039	171	20	scale	scale	NOUN
brj-24039	171	21	use	use	NOUN
brj-24039	171	22	of	of	ADP
brj-24039	171	23	machine	machine	NOUN
brj-24039	171	24	learning	learn	VERB
brj-24039	171	25	in	in	ADP
brj-24039	171	26	reinforced	reinforce	VERB
brj-24039	171	27	composite	composite	ADJ
brj-24039	171	28	technology	technology	NOUN
brj-24039	171	29	(	(	PUNCT
brj-24039	171	30	gu	gu	NOUN
brj-24039	171	31	et	et	NOUN
brj-24039	171	32	al	al	PROPN
brj-24039	171	33	.	.	PROPN
brj-24039	171	34	2018	2018	NUM
brj-24039	171	35	)	)	PUNCT
brj-24039	171	36	.	.	PUNCT
brj-24039	172	1	although	although	SCONJ
brj-24039	172	2	there	there	PRON
brj-24039	172	3	are	be	VERB
brj-24039	172	4	many	many	ADJ
brj-24039	172	5	databases	database	NOUN
brj-24039	172	6	on	on	ADP
brj-24039	172	7	natural	natural	ADJ
brj-24039	172	8	fiber	fiber	NOUN
brj-24039	172	9	composites	composite	NOUN
brj-24039	172	10	’	'	PUNCT
brj-24039	172	11	properties	property	NOUN
brj-24039	172	12	,	,	PUNCT
brj-24039	172	13	drawbacks	drawback	NOUN
brj-24039	172	14	include	include	VERB
brj-24039	172	15	the	the	DET
brj-24039	172	16	lack	lack	NOUN
brj-24039	172	17	of	of	ADP
brj-24039	172	18	easily	easily	ADV
brj-24039	172	19	accessible	accessible	ADJ
brj-24039	172	20	data	datum	NOUN
brj-24039	172	21	sources	source	NOUN
brj-24039	172	22	,	,	PUNCT
brj-24039	172	23	inconsistencies	inconsistency	NOUN
brj-24039	172	24	between	between	ADP
brj-24039	172	25	data	datum	NOUN
brj-24039	172	26	produced	produce	VERB
brj-24039	172	27	by	by	ADP
brj-24039	172	28	different	different	ADJ
brj-24039	172	29	groups	group	NOUN
brj-24039	172	30	,	,	PUNCT
brj-24039	172	31	and	and	CCONJ
brj-24039	172	32	inadequacies	inadequacy	NOUN
brj-24039	172	33	of	of	ADP
brj-24039	172	34	the	the	DET
brj-24039	172	35	current	current	ADJ
brj-24039	172	36	database	database	NOUN
brj-24039	172	37	.	.	PUNCT
brj-24039	173	1	other	other	ADJ
brj-24039	173	2	limitations	limitation	NOUN
brj-24039	173	3	of	of	ADP
brj-24039	173	4	the	the	DET
brj-24039	173	5	machine	machine	NOUN
brj-24039	173	6	learning	learn	VERB
brj-24039	173	7	approach	approach	NOUN
brj-24039	173	8	are	be	AUX
brj-24039	173	9	shown	show	VERB
brj-24039	173	10	in	in	ADP
brj-24039	173	11	fig	fig	NOUN
brj-24039	173	12	.	.	PUNCT
brj-24039	174	1	2	2	X
brj-24039	174	2	.	.	X
brj-24039	174	3	fig	fig	NOUN
brj-24039	174	4	.	.	PUNCT
brj-24039	175	1	2	2	X
brj-24039	175	2	.	.	PUNCT
brj-24039	175	3	the	the	DET
brj-24039	175	4	limitations	limitation	NOUN
brj-24039	175	5	of	of	ADP
brj-24039	175	6	machine	machine	NOUN
brj-24039	175	7	learning	learning	NOUN
brj-24039	175	8	(	(	PUNCT
brj-24039	175	9	okafor	okafor	PROPN
brj-24039	175	10	et	et	PROPN
brj-24039	175	11	al	al	PROPN
brj-24039	175	12	.	.	PROPN
brj-24039	175	13	2023	2023	NUM
brj-24039	175	14	;	;	PUNCT
brj-24039	175	15	cc	cc	VERB
brj-24039	175	16	by	by	ADP
brj-24039	175	17	4.0	4.0	NUM
brj-24039	175	18	)	)	PUNCT
brj-24039	175	19	peer	peer	NOUN
brj-24039	175	20	-	-	PUNCT
brj-24039	175	21	reviewed	review	VERB
brj-24039	175	22	review	review	NOUN
brj-24039	175	23	article	article	NOUN
brj-24039	175	24	bioresources.cnr.ncsu.edu	bioresources.cnr.ncsu.edu	ADP
brj-24039	175	25	palanisamy	palanisamy	PROPN
brj-24039	175	26	et	et	PROPN
brj-24039	175	27	al	al	PROPN
brj-24039	175	28	.	.	PROPN
brj-24039	175	29	(	(	PUNCT
brj-24039	175	30	2025	2025	NUM
brj-24039	175	31	)	)	PUNCT
brj-24039	175	32	.	.	PUNCT
brj-24039	176	1	“	"	PUNCT
brj-24039	176	2	computers	computer	NOUN
brj-24039	176	3	&	&	CCONJ
brj-24039	176	4	composites	composite	NOUN
brj-24039	176	5	,	,	PUNCT
brj-24039	176	6	”	"	PUNCT
brj-24039	176	7	bioresources	bioresource	VERB
brj-24039	176	8	20(1	20(1	NUM
brj-24039	176	9	)	)	PUNCT
brj-24039	176	10	,	,	PUNCT
brj-24039	176	11	2321	2321	NUM
brj-24039	176	12	-	-	SYM
brj-24039	176	13	2345	2345	NUM
brj-24039	176	14	.	.	PUNCT
brj-24039	177	1	2331	2331	NUM
brj-24039	177	2	despite	despite	SCONJ
brj-24039	177	3	the	the	DET
brj-24039	177	4	challenges	challenge	NOUN
brj-24039	177	5	inherent	inherent	ADJ
brj-24039	177	6	to	to	ADP
brj-24039	177	7	the	the	DET
brj-24039	177	8	application	application	NOUN
brj-24039	177	9	of	of	ADP
brj-24039	177	10	machine	machine	NOUN
brj-24039	177	11	learning	learn	VERB
brj-24039	177	12	in	in	ADP
brj-24039	177	13	this	this	DET
brj-24039	177	14	context	context	NOUN
brj-24039	177	15	,	,	PUNCT
brj-24039	177	16	there	there	PRON
brj-24039	177	17	are	be	VERB
brj-24039	177	18	significant	significant	ADJ
brj-24039	177	19	opportunities	opportunity	NOUN
brj-24039	177	20	for	for	ADP
brj-24039	177	21	future	future	ADJ
brj-24039	177	22	research	research	NOUN
brj-24039	177	23	.	.	PUNCT
brj-24039	178	1	these	these	PRON
brj-24039	178	2	include	include	VERB
brj-24039	178	3	the	the	DET
brj-24039	178	4	development	development	NOUN
brj-24039	178	5	of	of	ADP
brj-24039	178	6	more	more	ADV
brj-24039	178	7	sophisticated	sophisticated	ADJ
brj-24039	178	8	algorithms	algorithm	NOUN
brj-24039	178	9	,	,	PUNCT
brj-24039	178	10	the	the	DET
brj-24039	178	11	enlargement	enlargement	NOUN
brj-24039	178	12	of	of	ADP
brj-24039	178	13	the	the	DET
brj-24039	178	14	dataset	dataset	NOUN
brj-24039	178	15	used	use	VERB
brj-24039	178	16	for	for	ADP
brj-24039	178	17	training	training	NOUN
brj-24039	178	18	,	,	PUNCT
brj-24039	178	19	the	the	DET
brj-24039	178	20	combination	combination	NOUN
brj-24039	178	21	of	of	ADP
brj-24039	178	22	machine	machine	NOUN
brj-24039	178	23	learning	learn	VERB
brj-24039	178	24	with	with	ADP
brj-24039	178	25	simulation	simulation	NOUN
brj-24039	178	26	tools	tool	NOUN
brj-24039	178	27	,	,	PUNCT
brj-24039	178	28	and	and	CCONJ
brj-24039	178	29	an	an	DET
brj-24039	178	30	investigation	investigation	NOUN
brj-24039	178	31	of	of	ADP
brj-24039	178	32	the	the	DET
brj-24039	178	33	limitations	limitation	NOUN
brj-24039	178	34	and	and	CCONJ
brj-24039	178	35	challenges	challenge	NOUN
brj-24039	178	36	associated	associate	VERB
brj-24039	178	37	with	with	ADP
brj-24039	178	38	this	this	DET
brj-24039	178	39	approach	approach	NOUN
brj-24039	178	40	.	.	PUNCT
brj-24039	179	1	there	there	PRON
brj-24039	179	2	are	be	VERB
brj-24039	179	3	several	several	ADJ
brj-24039	179	4	difficulties	difficulty	NOUN
brj-24039	179	5	and	and	CCONJ
brj-24039	179	6	limitations	limitation	NOUN
brj-24039	179	7	associated	associate	VERB
brj-24039	179	8	with	with	ADP
brj-24039	179	9	the	the	DET
brj-24039	179	10	application	application	NOUN
brj-24039	179	11	of	of	ADP
brj-24039	179	12	machine	machine	NOUN
brj-24039	179	13	learning	learn	VERB
brj-24039	179	14	to	to	ADP
brj-24039	179	15	nfcs	nfc	NOUN
brj-24039	179	16	,	,	PUNCT
brj-24039	179	17	despite	despite	SCONJ
brj-24039	179	18	its	its	PRON
brj-24039	179	19	great	great	ADJ
brj-24039	179	20	potential	potential	NOUN
brj-24039	179	21	.	.	PUNCT
brj-24039	180	1	the	the	DET
brj-24039	180	2	difficulties	difficulty	NOUN
brj-24039	180	3	in	in	ADP
brj-24039	180	4	using	use	VERB
brj-24039	180	5	machine	machine	NOUN
brj-24039	180	6	learning	learn	VERB
brj-24039	180	7	techniques	technique	NOUN
brj-24039	180	8	to	to	PART
brj-24039	180	9	optimize	optimize	VERB
brj-24039	180	10	nfcs	nfc	NOUN
brj-24039	180	11	are	be	AUX
brj-24039	180	12	illustrated	illustrate	VERB
brj-24039	180	13	in	in	ADP
brj-24039	180	14	fig	fig	NOUN
brj-24039	180	15	.	.	PUNCT
brj-24039	181	1	3	3	X
brj-24039	181	2	.	.	X
brj-24039	181	3	verification	verification	NOUN
brj-24039	181	4	of	of	ADP
brj-24039	181	5	the	the	DET
brj-24039	181	6	accuracy	accuracy	NOUN
brj-24039	181	7	of	of	ADP
brj-24039	181	8	machine	machine	NOUN
brj-24039	181	9	learning	learning	NOUN
brj-24039	181	10	models	model	NOUN
brj-24039	181	11	is	be	AUX
brj-24039	181	12	the	the	DET
brj-24039	181	13	third	third	ADJ
brj-24039	181	14	challenge	challenge	NOUN
brj-24039	181	15	.	.	PUNCT
brj-24039	182	1	this	this	PRON
brj-24039	182	2	can	can	AUX
brj-24039	182	3	be	be	AUX
brj-24039	182	4	a	a	DET
brj-24039	182	5	lengthy	lengthy	ADJ
brj-24039	182	6	and	and	CCONJ
brj-24039	182	7	costly	costly	ADJ
brj-24039	182	8	process	process	NOUN
brj-24039	182	9	,	,	PUNCT
brj-24039	182	10	as	as	SCONJ
brj-24039	182	11	the	the	DET
brj-24039	182	12	accuracy	accuracy	NOUN
brj-24039	182	13	of	of	ADP
brj-24039	182	14	machine	machine	NOUN
brj-24039	182	15	learning	learn	VERB
brj-24039	182	16	algorithms	algorithm	NOUN
brj-24039	182	17	needs	need	VERB
brj-24039	182	18	to	to	PART
brj-24039	182	19	be	be	AUX
brj-24039	182	20	tested	test	VERB
brj-24039	182	21	against	against	ADP
brj-24039	182	22	experimental	experimental	ADJ
brj-24039	182	23	data	datum	NOUN
brj-24039	182	24	.	.	PUNCT
brj-24039	183	1	fig	fig	NOUN
brj-24039	183	2	.	.	PUNCT
brj-24039	184	1	3	3	X
brj-24039	184	2	.	.	X
brj-24039	184	3	machine	machine	NOUN
brj-24039	184	4	learning	learn	VERB
brj-24039	184	5	challenges	challenge	NOUN
brj-24039	184	6	in	in	ADP
brj-24039	184	7	designing	design	VERB
brj-24039	184	8	and	and	CCONJ
brj-24039	184	9	optimizing	optimize	VERB
brj-24039	184	10	nfcs	nfc	NOUN
brj-24039	184	11	(	(	PUNCT
brj-24039	184	12	maniraj	maniraj	VERB
brj-24039	184	13	et	et	PROPN
brj-24039	184	14	al	al	PROPN
brj-24039	184	15	.	.	PROPN
brj-24039	184	16	2023	2023	NUM
brj-24039	184	17	;	;	PUNCT
brj-24039	184	18	cc	cc	VERB
brj-24039	184	19	by	by	ADP
brj-24039	184	20	4.0	4.0	NUM
brj-24039	184	21	)	)	PUNCT
brj-24039	184	22	the	the	DET
brj-24039	184	23	lack	lack	NOUN
brj-24039	184	24	of	of	ADP
brj-24039	184	25	high	high	ADJ
brj-24039	184	26	-	-	PUNCT
brj-24039	184	27	quality	quality	NOUN
brj-24039	184	28	,	,	PUNCT
brj-24039	184	29	relevant	relevant	ADJ
brj-24039	184	30	data	data	NOUN
brj-24039	184	31	is	be	AUX
brj-24039	184	32	a	a	DET
brj-24039	184	33	major	major	ADJ
brj-24039	184	34	barrier	barrier	NOUN
brj-24039	184	35	to	to	ADP
brj-24039	184	36	the	the	DET
brj-24039	184	37	use	use	NOUN
brj-24039	184	38	of	of	ADP
brj-24039	184	39	machine	machine	NOUN
brj-24039	184	40	learning	learn	VERB
brj-24039	184	41	in	in	ADP
brj-24039	184	42	this	this	DET
brj-24039	184	43	context	context	NOUN
brj-24039	184	44	.	.	PUNCT
brj-24039	185	1	large	large	ADJ
brj-24039	185	2	datasets	dataset	NOUN
brj-24039	185	3	of	of	ADP
brj-24039	185	4	nfcs	nfc	NOUN
brj-24039	185	5	test	test	NOUN
brj-24039	185	6	results	result	NOUN
brj-24039	185	7	are	be	AUX
brj-24039	185	8	required	require	VERB
brj-24039	185	9	for	for	ADP
brj-24039	185	10	accurate	accurate	ADJ
brj-24039	185	11	predictions	prediction	NOUN
brj-24039	185	12	by	by	ADP
brj-24039	185	13	machine	machine	NOUN
brj-24039	185	14	learning	learning	NOUN
brj-24039	185	15	algorithms	algorithm	NOUN
brj-24039	185	16	.	.	PUNCT
brj-24039	186	1	moreover	moreover	ADV
brj-24039	186	2	,	,	PUNCT
brj-24039	186	3	the	the	DET
brj-24039	186	4	data	datum	NOUN
brj-24039	186	5	must	must	AUX
brj-24039	186	6	be	be	AUX
brj-24039	186	7	varied	varied	ADJ
brj-24039	186	8	and	and	CCONJ
brj-24039	186	9	be	be	AUX
brj-24039	186	10	an	an	DET
brj-24039	186	11	accurate	accurate	ADJ
brj-24039	186	12	reflection	reflection	NOUN
brj-24039	186	13	of	of	ADP
brj-24039	186	14	the	the	DET
brj-24039	186	15	materials	material	NOUN
brj-24039	186	16	and	and	CCONJ
brj-24039	186	17	microstructures	microstructure	NOUN
brj-24039	186	18	of	of	ADP
brj-24039	186	19	interest	interest	NOUN
brj-24039	186	20	.	.	PUNCT
brj-24039	187	1	a	a	DET
brj-24039	187	2	further	further	ADJ
brj-24039	187	3	problem	problem	NOUN
brj-24039	187	4	is	be	AUX
brj-24039	187	5	that	that	SCONJ
brj-24039	187	6	nfcs	nfc	NOUN
brj-24039	187	7	are	be	AUX
brj-24039	187	8	complex	complex	ADJ
brj-24039	187	9	materials	material	NOUN
brj-24039	187	10	,	,	PUNCT
brj-24039	187	11	constituted	constitute	VERB
brj-24039	187	12	by	by	ADP
brj-24039	187	13	a	a	DET
brj-24039	187	14	minimum	minimum	NOUN
brj-24039	187	15	of	of	ADP
brj-24039	187	16	two	two	NUM
brj-24039	187	17	phases	phase	NOUN
brj-24039	187	18	,	,	PUNCT
brj-24039	187	19	normally	normally	ADV
brj-24039	187	20	geometrically	geometrically	ADV
brj-24039	187	21	complex	complex	ADJ
brj-24039	187	22	and	and	CCONJ
brj-24039	187	23	irregular	irregular	ADJ
brj-24039	187	24	,	,	PUNCT
brj-24039	187	25	yet	yet	ADV
brj-24039	187	26	often	often	ADV
brj-24039	187	27	including	include	VERB
brj-24039	187	28	further	further	ADJ
brj-24039	187	29	fillers	filler	NOUN
brj-24039	187	30	,	,	PUNCT
brj-24039	187	31	and	and	CCONJ
brj-24039	187	32	it	it	PRON
brj-24039	187	33	is	be	AUX
brj-24039	187	34	a	a	DET
brj-24039	187	35	difficult	difficult	ADJ
brj-24039	187	36	task	task	NOUN
brj-24039	187	37	to	to	PART
brj-24039	187	38	predict	predict	VERB
brj-24039	187	39	their	their	PRON
brj-24039	187	40	properties	property	NOUN
brj-24039	187	41	based	base	VERB
brj-24039	187	42	on	on	ADP
brj-24039	187	43	their	their	PRON
brj-24039	187	44	microstructures	microstructure	NOUN
brj-24039	187	45	.	.	PUNCT
brj-24039	188	1	interpretability	interpretability	NOUN
brj-24039	188	2	of	of	ADP
brj-24039	188	3	ml	ml	NOUN
brj-24039	188	4	models	model	NOUN
brj-24039	188	5	in	in	ADP
brj-24039	188	6	materials	material	NOUN
brj-24039	188	7	science	science	NOUN
brj-24039	188	8	interpretability	interpretability	NOUN
brj-24039	188	9	of	of	ADP
brj-24039	188	10	ml	ml	NOUN
brj-24039	188	11	models	model	NOUN
brj-24039	188	12	in	in	ADP
brj-24039	188	13	materials	material	NOUN
brj-24039	188	14	science	science	NOUN
brj-24039	188	15	presents	present	VERB
brj-24039	188	16	a	a	DET
brj-24039	188	17	critical	critical	ADJ
brj-24039	188	18	challenge	challenge	NOUN
brj-24039	188	19	due	due	ADP
brj-24039	188	20	to	to	ADP
brj-24039	188	21	the	the	DET
brj-24039	188	22	complexity	complexity	NOUN
brj-24039	188	23	and	and	CCONJ
brj-24039	188	24	multidimensional	multidimensional	ADJ
brj-24039	188	25	nature	nature	NOUN
brj-24039	188	26	of	of	ADP
brj-24039	188	27	data	data	NOUN
brj-24039	188	28	-	-	PUNCT
brj-24039	188	29	driven	drive	VERB
brj-24039	188	30	predictions	prediction	NOUN
brj-24039	188	31	.	.	PUNCT
brj-24039	189	1	in	in	ADP
brj-24039	189	2	the	the	DET
brj-24039	189	3	context	context	NOUN
brj-24039	189	4	of	of	ADP
brj-24039	189	5	nfcs	nfc	NOUN
brj-24039	189	6	,	,	PUNCT
brj-24039	189	7	more	more	ADJ
brj-24039	189	8	risks	risk	NOUN
brj-24039	189	9	for	for	ADP
brj-24039	189	10	over	over	ADP
brj-24039	189	11	-	-	PUNCT
brj-24039	189	12	simplification	simplification	NOUN
brj-24039	189	13	,	,	PUNCT
brj-24039	189	14	hence	hence	ADV
brj-24039	189	15	inaccuracy	inaccuracy	ADJ
brj-24039	189	16	in	in	ADP
brj-24039	189	17	the	the	DET
brj-24039	189	18	relation	relation	NOUN
brj-24039	189	19	between	between	ADP
brj-24039	189	20	data	datum	NOUN
brj-24039	189	21	and	and	CCONJ
brj-24039	189	22	models	model	NOUN
brj-24039	189	23	exist	exist	VERB
brj-24039	189	24	,	,	PUNCT
brj-24039	189	25	due	due	ADP
brj-24039	189	26	to	to	ADP
brj-24039	189	27	the	the	DET
brj-24039	189	28	hierarchical	hierarchical	ADJ
brj-24039	189	29	structure	structure	NOUN
brj-24039	189	30	of	of	ADP
brj-24039	189	31	natural	natural	ADJ
brj-24039	189	32	fillers	filler	NOUN
brj-24039	189	33	and	and	CCONJ
brj-24039	189	34	the	the	DET
brj-24039	189	35	complex	complex	ADJ
brj-24039	189	36	relation	relation	NOUN
brj-24039	189	37	with	with	ADP
brj-24039	189	38	environment	environment	NOUN
brj-24039	189	39	this	this	PRON
brj-24039	189	40	might	might	AUX
brj-24039	189	41	involve	involve	VERB
brj-24039	189	42	,	,	PUNCT
brj-24039	189	43	which	which	PRON
brj-24039	189	44	might	might	AUX
brj-24039	189	45	impact	impact	VERB
brj-24039	189	46	crucial	crucial	ADJ
brj-24039	189	47	sectors	sector	NOUN
brj-24039	189	48	,	,	PUNCT
brj-24039	189	49	such	such	ADJ
brj-24039	189	50	as	as	ADP
brj-24039	189	51	assessment	assessment	NOUN
brj-24039	189	52	of	of	ADP
brj-24039	189	53	properties	property	NOUN
brj-24039	189	54	following	follow	VERB
brj-24039	189	55	artificial	artificial	ADJ
brj-24039	189	56	aging	age	VERB
brj-24039	189	57	tests	test	NOUN
brj-24039	189	58	(	(	PUNCT
brj-24039	189	59	mejri	mejri	PROPN
brj-24039	189	60	et	et	PROPN
brj-24039	189	61	al	al	PROPN
brj-24039	189	62	.	.	PROPN
brj-24039	189	63	2018	2018	NUM
brj-24039	189	64	)	)	PUNCT
brj-24039	189	65	.	.	PUNCT
brj-24039	190	1	the	the	DET
brj-24039	190	2	ml	ml	PROPN
brj-24039	190	3	models	model	NOUN
brj-24039	190	4	,	,	PUNCT
brj-24039	190	5	such	such	ADJ
brj-24039	190	6	as	as	ADP
brj-24039	190	7	neural	neural	ADJ
brj-24039	190	8	networks	network	NOUN
brj-24039	190	9	and	and	CCONJ
brj-24039	190	10	ensemble	ensemble	ADJ
brj-24039	190	11	methods	method	NOUN
brj-24039	190	12	,	,	PUNCT
brj-24039	190	13	are	be	AUX
brj-24039	190	14	adapted	adapt	VERB
brj-24039	190	15	at	at	ADP
brj-24039	190	16	extracting	extract	VERB
brj-24039	190	17	intricate	intricate	ADJ
brj-24039	190	18	peer	peer	NOUN
brj-24039	190	19	-	-	PUNCT
brj-24039	190	20	reviewed	review	VERB
brj-24039	190	21	review	review	NOUN
brj-24039	190	22	article	article	NOUN
brj-24039	190	23	bioresources.cnr.ncsu.edu	bioresources.cnr.ncsu.edu	ADP
brj-24039	190	24	palanisamy	palanisamy	PROPN
brj-24039	190	25	et	et	PROPN
brj-24039	190	26	al	al	PROPN
brj-24039	190	27	.	.	PROPN
brj-24039	191	1	(	(	PUNCT
brj-24039	191	2	2025	2025	NUM
brj-24039	191	3	)	)	PUNCT
brj-24039	191	4	.	.	PUNCT
brj-24039	192	1	“	"	PUNCT
brj-24039	192	2	computers	computer	NOUN
brj-24039	192	3	&	&	CCONJ
brj-24039	192	4	composites	composite	NOUN
brj-24039	192	5	,	,	PUNCT
brj-24039	192	6	”	"	PUNCT
brj-24039	192	7	bioresources	bioresource	VERB
brj-24039	192	8	20(1	20(1	NUM
brj-24039	192	9	)	)	PUNCT
brj-24039	192	10	,	,	PUNCT
brj-24039	192	11	2321	2321	NUM
brj-24039	192	12	-	-	SYM
brj-24039	192	13	2345	2345	NUM
brj-24039	192	14	.	.	PUNCT
brj-24039	193	1	2332	2332	NUM
brj-24039	193	2	patterns	pattern	NOUN
brj-24039	193	3	and	and	CCONJ
brj-24039	193	4	correlations	correlation	NOUN
brj-24039	193	5	from	from	ADP
brj-24039	193	6	large	large	ADJ
brj-24039	193	7	datasets	dataset	NOUN
brj-24039	193	8	,	,	PUNCT
brj-24039	193	9	enabling	enable	VERB
brj-24039	193	10	accurate	accurate	ADJ
brj-24039	193	11	predictions	prediction	NOUN
brj-24039	193	12	of	of	ADP
brj-24039	193	13	material	material	NOUN
brj-24039	193	14	properties	property	NOUN
brj-24039	193	15	and	and	CCONJ
brj-24039	193	16	behaviors	behavior	NOUN
brj-24039	193	17	(	(	PUNCT
brj-24039	193	18	stoll	stoll	NOUN
brj-24039	193	19	and	and	CCONJ
brj-24039	193	20	benner	benner	PROPN
brj-24039	193	21	2021	2021	NUM
brj-24039	193	22	)	)	PUNCT
brj-24039	193	23	.	.	PUNCT
brj-24039	194	1	however	however	ADV
brj-24039	194	2	,	,	PUNCT
brj-24039	194	3	the	the	DET
brj-24039	194	4	trade	trade	NOUN
brj-24039	194	5	-	-	PUNCT
brj-24039	194	6	off	off	NOUN
brj-24039	194	7	for	for	ADP
brj-24039	194	8	this	this	DET
brj-24039	194	9	predictive	predictive	ADJ
brj-24039	194	10	power	power	NOUN
brj-24039	194	11	often	often	ADV
brj-24039	194	12	lies	lie	VERB
brj-24039	194	13	in	in	ADP
brj-24039	194	14	the	the	DET
brj-24039	194	15	opacity	opacity	NOUN
brj-24039	194	16	of	of	ADP
brj-24039	194	17	these	these	DET
brj-24039	194	18	models	model	NOUN
brj-24039	194	19	,	,	PUNCT
brj-24039	194	20	making	make	VERB
brj-24039	194	21	it	it	PRON
brj-24039	194	22	difficult	difficult	ADJ
brj-24039	194	23	to	to	ADP
brj-24039	194	24	decipher	decipher	NOUN
brj-24039	194	25	how	how	SCONJ
brj-24039	194	26	inputs	input	NOUN
brj-24039	194	27	translate	translate	VERB
brj-24039	194	28	into	into	ADP
brj-24039	194	29	outputs	output	NOUN
brj-24039	194	30	.	.	PUNCT
brj-24039	195	1	in	in	ADP
brj-24039	195	2	traditional	traditional	ADJ
brj-24039	195	3	empirical	empirical	ADJ
brj-24039	195	4	methods	method	NOUN
brj-24039	195	5	,	,	PUNCT
brj-24039	195	6	engineers	engineer	NOUN
brj-24039	195	7	and	and	CCONJ
brj-24039	195	8	researchers	researcher	NOUN
brj-24039	195	9	can	can	AUX
brj-24039	195	10	directly	directly	ADV
brj-24039	195	11	interpret	interpret	VERB
brj-24039	195	12	results	result	NOUN
brj-24039	195	13	based	base	VERB
brj-24039	195	14	on	on	ADP
brj-24039	195	15	well	well	ADV
brj-24039	195	16	-	-	PUNCT
brj-24039	195	17	established	establish	VERB
brj-24039	195	18	principles	principle	NOUN
brj-24039	195	19	and	and	CCONJ
brj-24039	195	20	physical	physical	ADJ
brj-24039	195	21	laws	law	NOUN
brj-24039	195	22	.	.	PUNCT
brj-24039	196	1	in	in	ADP
brj-24039	196	2	contrast	contrast	NOUN
brj-24039	196	3	,	,	PUNCT
brj-24039	196	4	ml	ml	AUX
brj-24039	196	5	models	model	NOUN
brj-24039	196	6	operate	operate	VERB
brj-24039	196	7	as	as	ADP
brj-24039	196	8	“	"	PUNCT
brj-24039	196	9	black	black	ADJ
brj-24039	196	10	boxes	box	NOUN
brj-24039	196	11	,	,	PUNCT
brj-24039	196	12	”	"	PUNCT
brj-24039	196	13	where	where	SCONJ
brj-24039	196	14	the	the	DET
brj-24039	196	15	internal	internal	ADJ
brj-24039	196	16	workings	working	NOUN
brj-24039	196	17	are	be	AUX
brj-24039	196	18	obscured	obscure	VERB
brj-24039	196	19	,	,	PUNCT
brj-24039	196	20	raising	raise	VERB
brj-24039	196	21	concerns	concern	NOUN
brj-24039	196	22	about	about	ADP
brj-24039	196	23	the	the	DET
brj-24039	196	24	reliability	reliability	NOUN
brj-24039	196	25	and	and	CCONJ
brj-24039	196	26	trustworthiness	trustworthiness	NOUN
brj-24039	196	27	of	of	ADP
brj-24039	196	28	their	their	PRON
brj-24039	196	29	predictions	prediction	NOUN
brj-24039	196	30	,	,	PUNCT
brj-24039	196	31	particularly	particularly	ADV
brj-24039	196	32	in	in	ADP
brj-24039	196	33	safetycritical	safetycritical	ADJ
brj-24039	196	34	applications	application	NOUN
brj-24039	196	35	.	.	PUNCT
brj-24039	197	1	this	this	DET
brj-24039	197	2	lack	lack	NOUN
brj-24039	197	3	of	of	ADP
brj-24039	197	4	interpretability	interpretability	NOUN
brj-24039	197	5	impedes	impede	VERB
brj-24039	197	6	the	the	DET
brj-24039	197	7	validation	validation	NOUN
brj-24039	197	8	of	of	ADP
brj-24039	197	9	model	model	NOUN
brj-24039	197	10	outcomes	outcome	NOUN
brj-24039	197	11	and	and	CCONJ
brj-24039	197	12	the	the	DET
brj-24039	197	13	identification	identification	NOUN
brj-24039	197	14	of	of	ADP
brj-24039	197	15	causal	causal	ADJ
brj-24039	197	16	relationships	relationship	NOUN
brj-24039	197	17	between	between	ADP
brj-24039	197	18	composite	composite	ADJ
brj-24039	197	19	characteristics	characteristic	NOUN
brj-24039	197	20	and	and	CCONJ
brj-24039	197	21	performance	performance	NOUN
brj-24039	197	22	metrics	metric	NOUN
brj-24039	197	23	.	.	PUNCT
brj-24039	198	1	moreover	moreover	ADV
brj-24039	198	2	,	,	PUNCT
brj-24039	198	3	stakeholders	stakeholder	NOUN
brj-24039	198	4	,	,	PUNCT
brj-24039	198	5	such	such	ADJ
brj-24039	198	6	as	as	ADP
brj-24039	198	7	regulatory	regulatory	ADJ
brj-24039	198	8	bodies	body	NOUN
brj-24039	198	9	and	and	CCONJ
brj-24039	198	10	industry	industry	NOUN
brj-24039	198	11	professionals	professional	NOUN
brj-24039	198	12	,	,	PUNCT
brj-24039	198	13	require	require	VERB
brj-24039	198	14	transparent	transparent	ADJ
brj-24039	198	15	and	and	CCONJ
brj-24039	198	16	interpretable	interpretable	ADJ
brj-24039	198	17	models	model	NOUN
brj-24039	198	18	to	to	PART
brj-24039	198	19	ensure	ensure	VERB
brj-24039	198	20	compliance	compliance	NOUN
brj-24039	198	21	with	with	ADP
brj-24039	198	22	standards	standard	NOUN
brj-24039	198	23	and	and	CCONJ
brj-24039	198	24	regulations	regulation	NOUN
brj-24039	198	25	(	(	PUNCT
brj-24039	198	26	bongomin	bongomin	PROPN
brj-24039	198	27	et	et	PROPN
brj-24039	198	28	al	al	PROPN
brj-24039	198	29	.	.	PROPN
brj-24039	198	30	2024	2024	NUM
brj-24039	198	31	)	)	PUNCT
brj-24039	198	32	.	.	PUNCT
brj-24039	199	1	addressing	address	VERB
brj-24039	199	2	these	these	DET
brj-24039	199	3	challenges	challenge	NOUN
brj-24039	199	4	necessitates	necessitate	VERB
brj-24039	199	5	the	the	DET
brj-24039	199	6	development	development	NOUN
brj-24039	199	7	of	of	ADP
brj-24039	199	8	explainable	explainable	ADJ
brj-24039	199	9	ai	ai	NOUN
brj-24039	199	10	techniques	technique	NOUN
brj-24039	199	11	tailored	tailor	VERB
brj-24039	199	12	to	to	ADP
brj-24039	199	13	materials	material	NOUN
brj-24039	199	14	science	science	NOUN
brj-24039	199	15	,	,	PUNCT
brj-24039	199	16	enabling	enable	VERB
brj-24039	199	17	researchers	researcher	NOUN
brj-24039	199	18	to	to	PART
brj-24039	199	19	gain	gain	VERB
brj-24039	199	20	insights	insight	NOUN
brj-24039	199	21	into	into	ADP
brj-24039	199	22	how	how	SCONJ
brj-24039	199	23	ml	ml	NOUN
brj-24039	199	24	models	model	NOUN
brj-24039	199	25	arrive	arrive	VERB
brj-24039	199	26	at	at	ADP
brj-24039	199	27	their	their	PRON
brj-24039	199	28	predictions	prediction	NOUN
brj-24039	199	29	.	.	PUNCT
brj-24039	200	1	techniques	technique	NOUN
brj-24039	200	2	,	,	PUNCT
brj-24039	200	3	such	such	ADJ
brj-24039	200	4	as	as	ADP
brj-24039	200	5	feature	feature	NOUN
brj-24039	200	6	importance	importance	NOUN
brj-24039	200	7	analysis	analysis	NOUN
brj-24039	200	8	,	,	PUNCT
brj-24039	200	9	sensitivity	sensitivity	NOUN
brj-24039	200	10	analysis	analysis	NOUN
brj-24039	200	11	,	,	PUNCT
brj-24039	200	12	and	and	CCONJ
brj-24039	200	13	model	model	ADJ
brj-24039	200	14	-	-	ADJ
brj-24039	200	15	agnostic	agnostic	ADJ
brj-24039	200	16	approaches	approach	NOUN
brj-24039	200	17	,	,	PUNCT
brj-24039	200	18	like	like	ADP
brj-24039	200	19	shap	shap	NOUN
brj-24039	200	20	(	(	PUNCT
brj-24039	200	21	shapley	shapley	ADJ
brj-24039	200	22	additive	additive	ADJ
brj-24039	200	23	explanations	explanation	NOUN
brj-24039	200	24	)	)	PUNCT
brj-24039	200	25	are	be	AUX
brj-24039	200	26	emerging	emerge	VERB
brj-24039	200	27	as	as	ADP
brj-24039	200	28	promising	promising	ADJ
brj-24039	200	29	methods	method	NOUN
brj-24039	200	30	to	to	PART
brj-24039	200	31	enhance	enhance	VERB
brj-24039	200	32	interpretability	interpretability	NOUN
brj-24039	200	33	.	.	PUNCT
brj-24039	201	1	furthermore	furthermore	ADV
brj-24039	201	2	,	,	PUNCT
brj-24039	201	3	integrating	integrate	VERB
brj-24039	201	4	physics	physics	NOUN
brj-24039	201	5	-	-	PUNCT
brj-24039	201	6	based	base	VERB
brj-24039	201	7	models	model	NOUN
brj-24039	201	8	with	with	ADP
brj-24039	201	9	data	data	NOUN
brj-24039	201	10	-	-	PUNCT
brj-24039	201	11	driven	drive	VERB
brj-24039	201	12	(	(	PUNCT
brj-24039	201	13	papadimitriou	papadimitriou	VERB
brj-24039	201	14	et	et	PROPN
brj-24039	201	15	al	al	PROPN
brj-24039	201	16	.	.	PROPN
brj-24039	201	17	2024	2024	NUM
brj-24039	201	18	)	)	PUNCT
brj-24039	201	19	.	.	PUNCT
brj-24039	202	1	ml	ml	PROPN
brj-24039	202	2	approaches	approach	NOUN
brj-24039	202	3	can	can	AUX
brj-24039	202	4	provide	provide	VERB
brj-24039	202	5	hybrid	hybrid	ADJ
brj-24039	202	6	models	model	NOUN
brj-24039	202	7	that	that	PRON
brj-24039	202	8	combine	combine	VERB
brj-24039	202	9	predictive	predictive	ADJ
brj-24039	202	10	accuracy	accuracy	NOUN
brj-24039	202	11	with	with	ADP
brj-24039	202	12	explanatory	explanatory	ADJ
brj-24039	202	13	capabilities	capability	NOUN
brj-24039	202	14	,	,	PUNCT
brj-24039	202	15	leveraging	leverage	VERB
brj-24039	202	16	domain	domain	NOUN
brj-24039	202	17	knowledge	knowledge	NOUN
brj-24039	202	18	to	to	PART
brj-24039	202	19	validate	validate	VERB
brj-24039	202	20	and	and	CCONJ
brj-24039	202	21	interpret	interpret	VERB
brj-24039	202	22	predictions	prediction	NOUN
brj-24039	202	23	effectively	effectively	ADV
brj-24039	202	24	.	.	PUNCT
brj-24039	203	1	through	through	ADP
brj-24039	203	2	enhancing	enhance	VERB
brj-24039	203	3	the	the	DET
brj-24039	203	4	interpretability	interpretability	NOUN
brj-24039	203	5	of	of	ADP
brj-24039	203	6	ml	ml	NOUN
brj-24039	203	7	models	model	NOUN
brj-24039	203	8	in	in	ADP
brj-24039	203	9	materials	material	NOUN
brj-24039	203	10	science	science	NOUN
brj-24039	203	11	,	,	PUNCT
brj-24039	203	12	researchers	researcher	NOUN
brj-24039	203	13	can	can	AUX
brj-24039	203	14	improve	improve	VERB
brj-24039	203	15	confidence	confidence	NOUN
brj-24039	203	16	in	in	ADP
brj-24039	203	17	model	model	NOUN
brj-24039	203	18	outcomes	outcome	NOUN
brj-24039	203	19	,	,	PUNCT
brj-24039	203	20	foster	foster	ADJ
brj-24039	203	21	interdisciplinary	interdisciplinary	ADJ
brj-24039	203	22	collaboration	collaboration	NOUN
brj-24039	203	23	,	,	PUNCT
brj-24039	203	24	and	and	CCONJ
brj-24039	203	25	accelerate	accelerate	VERB
brj-24039	203	26	the	the	DET
brj-24039	203	27	adoption	adoption	NOUN
brj-24039	203	28	of	of	ADP
brj-24039	203	29	advanced	advanced	ADJ
brj-24039	203	30	technologies	technology	NOUN
brj-24039	203	31	in	in	ADP
brj-24039	203	32	the	the	DET
brj-24039	203	33	design	design	NOUN
brj-24039	203	34	,	,	PUNCT
brj-24039	203	35	optimization	optimization	NOUN
brj-24039	203	36	,	,	PUNCT
brj-24039	203	37	and	and	CCONJ
brj-24039	203	38	deployment	deployment	NOUN
brj-24039	203	39	of	of	ADP
brj-24039	203	40	the	the	DET
brj-24039	203	41	nfcs	nfc	NOUN
brj-24039	203	42	(	(	PUNCT
brj-24039	203	43	azevedo	azevedo	PROPN
brj-24039	203	44	et	et	PROPN
brj-24039	203	45	al	al	PROPN
brj-24039	203	46	.	.	PROPN
brj-24039	203	47	2024	2024	NUM
brj-24039	203	48	)	)	PUNCT
brj-24039	203	49	.	.	PUNCT
brj-24039	204	1	computational	computational	ADJ
brj-24039	204	2	complexity	complexity	NOUN
brj-24039	204	3	and	and	CCONJ
brj-24039	204	4	scalability	scalability	NOUN
brj-24039	204	5	challenges	challenge	NOUN
brj-24039	204	6	in	in	ADP
brj-24039	204	7	the	the	DET
brj-24039	204	8	realm	realm	NOUN
brj-24039	204	9	of	of	ADP
brj-24039	204	10	ml	ml	NOUN
brj-24039	204	11	applied	apply	VERB
brj-24039	204	12	to	to	ADP
brj-24039	204	13	the	the	DET
brj-24039	204	14	nfcs	nfc	NOUN
brj-24039	204	15	,	,	PUNCT
brj-24039	204	16	computational	computational	ADJ
brj-24039	204	17	complexity	complexity	NOUN
brj-24039	204	18	and	and	CCONJ
brj-24039	204	19	scalability	scalability	NOUN
brj-24039	204	20	present	present	ADJ
brj-24039	204	21	significant	significant	ADJ
brj-24039	204	22	challenges	challenge	NOUN
brj-24039	204	23	that	that	PRON
brj-24039	204	24	impact	impact	VERB
brj-24039	204	25	the	the	DET
brj-24039	204	26	efficiency	efficiency	NOUN
brj-24039	204	27	and	and	CCONJ
brj-24039	204	28	applicability	applicability	NOUN
brj-24039	204	29	of	of	ADP
brj-24039	204	30	predictive	predictive	ADJ
brj-24039	204	31	models	model	NOUN
brj-24039	204	32	.	.	PUNCT
brj-24039	205	1	the	the	DET
brj-24039	205	2	nfcs	nfc	NOUN
brj-24039	205	3	are	be	AUX
brj-24039	205	4	inherently	inherently	ADV
brj-24039	205	5	complex	complex	ADJ
brj-24039	205	6	materials	material	NOUN
brj-24039	205	7	with	with	ADP
brj-24039	205	8	diverse	diverse	ADJ
brj-24039	205	9	compositions	composition	NOUN
brj-24039	205	10	and	and	CCONJ
brj-24039	205	11	processing	processing	NOUN
brj-24039	205	12	parameters	parameter	NOUN
brj-24039	205	13	that	that	PRON
brj-24039	205	14	influence	influence	VERB
brj-24039	205	15	their	their	PRON
brj-24039	205	16	properties	property	NOUN
brj-24039	205	17	and	and	CCONJ
brj-24039	205	18	behaviors	behavior	NOUN
brj-24039	205	19	.	.	PUNCT
brj-24039	206	1	the	the	DET
brj-24039	206	2	ml	ml	NOUN
brj-24039	206	3	algorithms	algorithm	NOUN
brj-24039	206	4	,	,	PUNCT
brj-24039	206	5	such	such	ADJ
brj-24039	206	6	as	as	ADP
brj-24039	206	7	neural	neural	ADJ
brj-24039	206	8	networks	network	NOUN
brj-24039	206	9	and	and	CCONJ
brj-24039	206	10	ensemble	ensemble	ADJ
brj-24039	206	11	methods	method	NOUN
brj-24039	206	12	,	,	PUNCT
brj-24039	206	13	excel	excel	VERB
brj-24039	206	14	at	at	ADP
brj-24039	206	15	extracting	extract	VERB
brj-24039	206	16	patterns	pattern	NOUN
brj-24039	206	17	and	and	CCONJ
brj-24039	206	18	relationships	relationship	NOUN
brj-24039	206	19	from	from	ADP
brj-24039	206	20	large	large	ADJ
brj-24039	206	21	datasets	dataset	NOUN
brj-24039	206	22	to	to	PART
brj-24039	206	23	predict	predict	VERB
brj-24039	206	24	material	material	NOUN
brj-24039	206	25	properties	property	NOUN
brj-24039	206	26	like	like	ADP
brj-24039	206	27	mechanical	mechanical	ADJ
brj-24039	206	28	strength	strength	NOUN
brj-24039	206	29	,	,	PUNCT
brj-24039	206	30	thermal	thermal	ADJ
brj-24039	206	31	conductivity	conductivity	NOUN
brj-24039	206	32	,	,	PUNCT
brj-24039	206	33	and	and	CCONJ
brj-24039	206	34	durability	durability	NOUN
brj-24039	206	35	(	(	PUNCT
brj-24039	206	36	stergiou	stergiou	VERB
brj-24039	206	37	et	et	PROPN
brj-24039	206	38	al	al	PROPN
brj-24039	206	39	.	.	PROPN
brj-24039	206	40	2023	2023	NUM
brj-24039	206	41	)	)	PUNCT
brj-24039	206	42	.	.	PUNCT
brj-24039	207	1	however	however	ADV
brj-24039	207	2	,	,	PUNCT
brj-24039	207	3	the	the	DET
brj-24039	207	4	computational	computational	ADJ
brj-24039	207	5	demands	demand	NOUN
brj-24039	207	6	of	of	ADP
brj-24039	207	7	training	training	NOUN
brj-24039	207	8	and	and	CCONJ
brj-24039	207	9	deploying	deploy	VERB
brj-24039	207	10	these	these	DET
brj-24039	207	11	models	model	NOUN
brj-24039	207	12	increase	increase	VERB
brj-24039	207	13	with	with	ADP
brj-24039	207	14	dataset	dataset	ADJ
brj-24039	207	15	size	size	NOUN
brj-24039	207	16	and	and	CCONJ
brj-24039	207	17	complexity	complexity	NOUN
brj-24039	207	18	.	.	PUNCT
brj-24039	208	1	training	train	VERB
brj-24039	208	2	deep	deep	ADJ
brj-24039	208	3	neural	neural	ADJ
brj-24039	208	4	networks	network	NOUN
brj-24039	208	5	,	,	PUNCT
brj-24039	208	6	for	for	ADP
brj-24039	208	7	instance	instance	NOUN
brj-24039	208	8	,	,	PUNCT
brj-24039	208	9	requires	require	VERB
brj-24039	208	10	substantial	substantial	ADJ
brj-24039	208	11	computational	computational	ADJ
brj-24039	208	12	resources	resource	NOUN
brj-24039	208	13	and	and	CCONJ
brj-24039	208	14	time	time	NOUN
brj-24039	208	15	,	,	PUNCT
brj-24039	208	16	often	often	ADV
brj-24039	208	17	involving	involve	VERB
brj-24039	208	18	high	high	ADJ
brj-24039	208	19	-	-	PUNCT
brj-24039	208	20	performance	performance	NOUN
brj-24039	208	21	computing	compute	VERB
brj-24039	208	22	clusters	cluster	NOUN
brj-24039	208	23	or	or	CCONJ
brj-24039	208	24	cloud	cloud	NOUN
brj-24039	208	25	infrastructure	infrastructure	NOUN
brj-24039	208	26	.	.	PUNCT
brj-24039	209	1	this	this	DET
brj-24039	209	2	computational	computational	ADJ
brj-24039	209	3	complexity	complexity	NOUN
brj-24039	209	4	limits	limit	VERB
brj-24039	209	5	the	the	DET
brj-24039	209	6	scalability	scalability	NOUN
brj-24039	209	7	of	of	ADP
brj-24039	209	8	ml	ml	ADP
brj-24039	209	9	approaches	approach	NOUN
brj-24039	209	10	,	,	PUNCT
brj-24039	209	11	especially	especially	ADV
brj-24039	209	12	when	when	SCONJ
brj-24039	209	13	scaling	scale	VERB
brj-24039	209	14	up	up	ADP
brj-24039	209	15	to	to	PART
brj-24039	209	16	handle	handle	VERB
brj-24039	209	17	massive	massive	ADJ
brj-24039	209	18	datasets	dataset	NOUN
brj-24039	209	19	or	or	CCONJ
brj-24039	209	20	when	when	SCONJ
brj-24039	209	21	conducting	conduct	VERB
brj-24039	209	22	simulations	simulation	NOUN
brj-24039	209	23	at	at	ADP
brj-24039	209	24	multiple	multiple	ADJ
brj-24039	209	25	scales	scale	NOUN
brj-24039	209	26	(	(	PUNCT
brj-24039	209	27	e.g.	e.g.	ADV
brj-24039	209	28	,	,	PUNCT
brj-24039	209	29	microscale	microscale	ADJ
brj-24039	209	30	to	to	ADP
brj-24039	209	31	macroscale	macroscale	NOUN
brj-24039	209	32	)	)	PUNCT
brj-24039	209	33	.	.	PUNCT
brj-24039	210	1	furthermore	furthermore	ADV
brj-24039	210	2	,	,	PUNCT
brj-24039	210	3	the	the	DET
brj-24039	210	4	integration	integration	NOUN
brj-24039	210	5	of	of	ADP
brj-24039	210	6	ml	ml	PROPN
brj-24039	210	7	with	with	ADP
brj-24039	210	8	physics	physics	NOUN
brj-24039	210	9	-	-	PUNCT
brj-24039	210	10	based	base	VERB
brj-24039	210	11	models	model	NOUN
brj-24039	210	12	to	to	PART
brj-24039	210	13	capture	capture	VERB
brj-24039	210	14	multiscale	multiscale	ADJ
brj-24039	210	15	interactions	interaction	NOUN
brj-24039	210	16	in	in	ADP
brj-24039	210	17	the	the	DET
brj-24039	210	18	nfcs	nfcs	NOUN
brj-24039	210	19	introduces	introduce	VERB
brj-24039	210	20	additional	additional	ADJ
brj-24039	210	21	computational	computational	ADJ
brj-24039	210	22	challenges	challenge	NOUN
brj-24039	210	23	.	.	PUNCT
brj-24039	211	1	however	however	ADV
brj-24039	211	2	,	,	PUNCT
brj-24039	211	3	it	it	PRON
brj-24039	211	4	is	be	AUX
brj-24039	211	5	possible	possible	ADJ
brj-24039	211	6	also	also	ADV
brj-24039	211	7	to	to	PART
brj-24039	211	8	predict	predict	VERB
brj-24039	211	9	that	that	SCONJ
brj-24039	211	10	,	,	PUNCT
brj-24039	211	11	together	together	ADV
brj-24039	211	12	with	with	ADP
brj-24039	211	13	the	the	DET
brj-24039	211	14	application	application	NOUN
brj-24039	211	15	of	of	ADP
brj-24039	211	16	other	other	ADJ
brj-24039	211	17	damage	damage	NOUN
brj-24039	211	18	monitoring	monitor	VERB
brj-24039	211	19	techniques	technique	NOUN
brj-24039	211	20	on	on	ADP
brj-24039	211	21	nfcs	nfc	NOUN
brj-24039	211	22	(	(	PUNCT
brj-24039	211	23	natesan	natesan	NOUN
brj-24039	211	24	and	and	CCONJ
brj-24039	211	25	krishnasamy	krishnasamy	ADJ
brj-24039	211	26	2024	2024	NUM
brj-24039	211	27	)	)	PUNCT
brj-24039	211	28	,	,	PUNCT
brj-24039	211	29	which	which	PRON
brj-24039	211	30	are	be	AUX
brj-24039	211	31	gradually	gradually	ADV
brj-24039	211	32	diffusing	diffuse	VERB
brj-24039	211	33	,	,	PUNCT
brj-24039	211	34	as	as	SCONJ
brj-24039	211	35	illustrated	illustrate	VERB
brj-24039	211	36	further	far	ADV
brj-24039	211	37	in	in	ADP
brj-24039	211	38	the	the	DET
brj-24039	211	39	following	follow	VERB
brj-24039	211	40	section	section	NOUN
brj-24039	211	41	,	,	PUNCT
brj-24039	211	42	ml	ml	VERB
brj-24039	211	43	might	might	AUX
brj-24039	211	44	also	also	ADV
brj-24039	211	45	assist	assist	VERB
brj-24039	211	46	a	a	DET
brj-24039	211	47	possible	possible	ADJ
brj-24039	211	48	etiology	etiology	NOUN
brj-24039	211	49	of	of	ADP
brj-24039	211	50	fracture	fracture	NOUN
brj-24039	211	51	on	on	ADP
brj-24039	211	52	nfcs	nfc	NOUN
brj-24039	211	53	.	.	PUNCT
brj-24039	212	1	balancing	balance	VERB
brj-24039	212	2	the	the	DET
brj-24039	212	3	need	need	NOUN
brj-24039	212	4	for	for	ADP
brj-24039	212	5	accuracy	accuracy	NOUN
brj-24039	212	6	and	and	CCONJ
brj-24039	212	7	efficiency	efficiency	NOUN
brj-24039	212	8	in	in	ADP
brj-24039	212	9	model	model	NOUN
brj-24039	212	10	training	training	NOUN
brj-24039	212	11	and	and	CCONJ
brj-24039	212	12	deployment	deployment	NOUN
brj-24039	212	13	remains	remain	VERB
brj-24039	212	14	a	a	DET
brj-24039	212	15	critical	critical	ADJ
brj-24039	212	16	consideration	consideration	NOUN
brj-24039	212	17	,	,	PUNCT
brj-24039	212	18	particularly	particularly	ADV
brj-24039	212	19	in	in	ADP
brj-24039	212	20	industries	industry	NOUN
brj-24039	212	21	like	like	ADP
brj-24039	212	22	aerospace	aerospace	NOUN
brj-24039	212	23	and	and	CCONJ
brj-24039	212	24	automotive	automotive	ADJ
brj-24039	212	25	,	,	PUNCT
brj-24039	212	26	where	where	SCONJ
brj-24039	212	27	real	real	ADJ
brj-24039	212	28	-	-	PUNCT
brj-24039	212	29	time	time	NOUN
brj-24039	212	30	decision	decision	NOUN
brj-24039	212	31	-	-	PUNCT
brj-24039	212	32	making	making	NOUN
brj-24039	212	33	and	and	CCONJ
brj-24039	212	34	optimization	optimization	NOUN
brj-24039	212	35	of	of	ADP
brj-24039	212	36	composite	composite	ADJ
brj-24039	212	37	materials	material	NOUN
brj-24039	212	38	are	be	AUX
brj-24039	212	39	essential	essential	ADJ
brj-24039	212	40	(	(	PUNCT
brj-24039	212	41	yassin	yassin	PROPN
brj-24039	212	42	et	et	PROPN
brj-24039	212	43	al	al	PROPN
brj-24039	212	44	.	.	PROPN
brj-24039	212	45	2023	2023	NUM
brj-24039	212	46	)	)	PUNCT
brj-24039	212	47	.	.	PUNCT
brj-24039	213	1	addressing	address	VERB
brj-24039	213	2	these	these	DET
brj-24039	213	3	challenges	challenge	NOUN
brj-24039	213	4	requires	require	VERB
brj-24039	213	5	advancements	advancement	NOUN
brj-24039	213	6	in	in	ADP
brj-24039	213	7	algorithmic	algorithmic	ADJ
brj-24039	213	8	efficiency	efficiency	NOUN
brj-24039	213	9	,	,	PUNCT
brj-24039	213	10	parallel	parallel	ADJ
brj-24039	213	11	computing	computing	NOUN
brj-24039	213	12	techniques	technique	NOUN
brj-24039	213	13	,	,	PUNCT
brj-24039	213	14	and	and	CCONJ
brj-24039	213	15	hardware	hardware	NOUN
brj-24039	213	16	acceleration	acceleration	NOUN
brj-24039	213	17	,	,	PUNCT
brj-24039	213	18	alongside	alongside	ADP
brj-24039	213	19	the	the	DET
brj-24039	213	20	development	development	NOUN
brj-24039	213	21	of	of	ADP
brj-24039	213	22	scalable	scalable	ADJ
brj-24039	213	23	ml	ml	NOUN
brj-24039	213	24	frameworks	framework	NOUN
brj-24039	213	25	tailored	tailor	VERB
brj-24039	213	26	to	to	ADP
brj-24039	213	27	the	the	DET
brj-24039	213	28	specific	specific	ADJ
brj-24039	213	29	peer	peer	NOUN
brj-24039	213	30	-	-	PUNCT
brj-24039	213	31	reviewed	review	VERB
brj-24039	213	32	review	review	NOUN
brj-24039	213	33	article	article	NOUN
brj-24039	213	34	bioresources.cnr.ncsu.edu	bioresources.cnr.ncsu.edu	ADP
brj-24039	213	35	palanisamy	palanisamy	PROPN
brj-24039	213	36	et	et	PROPN
brj-24039	213	37	al	al	PROPN
brj-24039	213	38	.	.	PROPN
brj-24039	214	1	(	(	PUNCT
brj-24039	214	2	2025	2025	NUM
brj-24039	214	3	)	)	PUNCT
brj-24039	214	4	.	.	PUNCT
brj-24039	215	1	“	"	PUNCT
brj-24039	215	2	computers	computer	NOUN
brj-24039	215	3	&	&	CCONJ
brj-24039	215	4	composites	composite	NOUN
brj-24039	215	5	,	,	PUNCT
brj-24039	215	6	”	"	PUNCT
brj-24039	215	7	bioresources	bioresource	VERB
brj-24039	215	8	20(1	20(1	NUM
brj-24039	215	9	)	)	PUNCT
brj-24039	215	10	,	,	PUNCT
brj-24039	215	11	2321	2321	NUM
brj-24039	215	12	-	-	SYM
brj-24039	215	13	2345	2345	NUM
brj-24039	215	14	.	.	PUNCT
brj-24039	216	1	2333	2333	NUM
brj-24039	216	2	characteristics	characteristic	NOUN
brj-24039	216	3	of	of	ADP
brj-24039	216	4	nfcs	nfc	NOUN
brj-24039	216	5	.	.	PUNCT
brj-24039	217	1	collaborative	collaborative	ADJ
brj-24039	217	2	efforts	effort	NOUN
brj-24039	217	3	between	between	ADP
brj-24039	217	4	materials	material	NOUN
brj-24039	217	5	scientists	scientist	NOUN
brj-24039	217	6	,	,	PUNCT
brj-24039	217	7	data	datum	NOUN
brj-24039	217	8	scientists	scientist	NOUN
brj-24039	217	9	,	,	PUNCT
brj-24039	217	10	and	and	CCONJ
brj-24039	217	11	computational	computational	ADJ
brj-24039	217	12	experts	expert	NOUN
brj-24039	217	13	are	be	AUX
brj-24039	217	14	crucial	crucial	ADJ
brj-24039	217	15	to	to	ADP
brj-24039	217	16	overcoming	overcome	VERB
brj-24039	217	17	these	these	DET
brj-24039	217	18	computational	computational	ADJ
brj-24039	217	19	hurdles	hurdle	NOUN
brj-24039	217	20	and	and	CCONJ
brj-24039	217	21	harnessing	harness	VERB
brj-24039	217	22	the	the	DET
brj-24039	217	23	full	full	ADJ
brj-24039	217	24	potential	potential	NOUN
brj-24039	217	25	of	of	ADP
brj-24039	217	26	ml	ml	NOUN
brj-24039	217	27	for	for	ADP
brj-24039	217	28	advancing	advance	VERB
brj-24039	217	29	materials	material	NOUN
brj-24039	217	30	design	design	NOUN
brj-24039	217	31	,	,	PUNCT
brj-24039	217	32	optimization	optimization	NOUN
brj-24039	217	33	,	,	PUNCT
brj-24039	217	34	and	and	CCONJ
brj-24039	217	35	manufacturing	manufacturing	NOUN
brj-24039	217	36	processes	process	NOUN
brj-24039	217	37	.	.	PUNCT
brj-24039	218	1	future	future	ADJ
brj-24039	218	2	directions	direction	NOUN
brj-24039	218	3	and	and	CCONJ
brj-24039	218	4	emerging	emerge	VERB
brj-24039	218	5	trends	trend	NOUN
brj-24039	218	6	potential	potential	ADJ
brj-24039	218	7	for	for	ADP
brj-24039	218	8	automated	automate	VERB
brj-24039	218	9	composite	composite	ADJ
brj-24039	218	10	design	design	NOUN
brj-24039	218	11	and	and	CCONJ
brj-24039	218	12	manufacturing	manufacture	VERB
brj-24039	218	13	the	the	DET
brj-24039	218	14	potential	potential	NOUN
brj-24039	218	15	for	for	ADP
brj-24039	218	16	automated	automate	VERB
brj-24039	218	17	composite	composite	ADJ
brj-24039	218	18	design	design	NOUN
brj-24039	218	19	and	and	CCONJ
brj-24039	218	20	manufacturing	manufacturing	NOUN
brj-24039	218	21	using	use	VERB
brj-24039	218	22	ml	ml	NOUN
brj-24039	218	23	represents	represent	VERB
brj-24039	218	24	a	a	DET
brj-24039	218	25	transformative	transformative	ADJ
brj-24039	218	26	frontier	frontier	NOUN
brj-24039	218	27	in	in	ADP
brj-24039	218	28	nfcs	nfc	NOUN
brj-24039	218	29	,	,	PUNCT
brj-24039	218	30	promising	promise	VERB
brj-24039	218	31	to	to	PART
brj-24039	218	32	revolutionize	revolutionize	VERB
brj-24039	218	33	how	how	SCONJ
brj-24039	218	34	materials	material	NOUN
brj-24039	218	35	are	be	AUX
brj-24039	218	36	developed	develop	VERB
brj-24039	218	37	,	,	PUNCT
brj-24039	218	38	optimized	optimize	VERB
brj-24039	218	39	,	,	PUNCT
brj-24039	218	40	and	and	CCONJ
brj-24039	218	41	manufactured	manufacture	VERB
brj-24039	218	42	across	across	ADP
brj-24039	218	43	various	various	ADJ
brj-24039	218	44	industries	industry	NOUN
brj-24039	218	45	.	.	PUNCT
brj-24039	219	1	automation	automation	NOUN
brj-24039	219	2	in	in	ADP
brj-24039	219	3	composite	composite	ADJ
brj-24039	219	4	design	design	NOUN
brj-24039	219	5	begins	begin	VERB
brj-24039	219	6	with	with	ADP
brj-24039	219	7	the	the	DET
brj-24039	219	8	ability	ability	NOUN
brj-24039	219	9	of	of	ADP
brj-24039	219	10	ml	ml	ADP
brj-24039	219	11	algorithms	algorithm	NOUN
brj-24039	219	12	to	to	PART
brj-24039	219	13	analyze	analyze	VERB
brj-24039	219	14	vast	vast	ADJ
brj-24039	219	15	datasets	dataset	NOUN
brj-24039	219	16	,	,	PUNCT
brj-24039	219	17	encompassing	encompass	VERB
brj-24039	219	18	material	material	NOUN
brj-24039	219	19	properties	property	NOUN
brj-24039	219	20	,	,	PUNCT
brj-24039	219	21	processing	processing	NOUN
brj-24039	219	22	parameters	parameter	NOUN
brj-24039	219	23	,	,	PUNCT
brj-24039	219	24	environmental	environmental	ADJ
brj-24039	219	25	conditions	condition	NOUN
brj-24039	219	26	,	,	PUNCT
brj-24039	219	27	and	and	CCONJ
brj-24039	219	28	performance	performance	NOUN
brj-24039	219	29	metrics	metric	NOUN
brj-24039	219	30	.	.	PUNCT
brj-24039	220	1	through	through	ADP
brj-24039	220	2	leveraging	leverage	VERB
brj-24039	220	3	this	this	DET
brj-24039	220	4	data	data	NOUN
brj-24039	220	5	,	,	PUNCT
brj-24039	220	6	ml	ml	VERB
brj-24039	220	7	can	can	AUX
brj-24039	220	8	automate	automate	VERB
brj-24039	220	9	the	the	DET
brj-24039	220	10	selection	selection	NOUN
brj-24039	220	11	and	and	CCONJ
brj-24039	220	12	optimization	optimization	NOUN
brj-24039	220	13	of	of	ADP
brj-24039	220	14	composite	composite	ADJ
brj-24039	220	15	formulations	formulation	NOUN
brj-24039	220	16	tailored	tailor	VERB
brj-24039	220	17	to	to	PART
brj-24039	220	18	meet	meet	VERB
brj-24039	220	19	specific	specific	ADJ
brj-24039	220	20	performance	performance	NOUN
brj-24039	220	21	requirements	requirement	NOUN
brj-24039	220	22	(	(	PUNCT
brj-24039	220	23	chinchanikar	chinchanikar	NOUN
brj-24039	220	24	and	and	CCONJ
brj-24039	220	25	shaikh	shaikh	NOUN
brj-24039	220	26	2022	2022	NUM
brj-24039	220	27	)	)	PUNCT
brj-24039	220	28	.	.	PUNCT
brj-24039	221	1	for	for	ADP
brj-24039	221	2	instance	instance	NOUN
brj-24039	221	3	,	,	PUNCT
brj-24039	221	4	ml	ml	ADP
brj-24039	221	5	algorithms	algorithm	NOUN
brj-24039	221	6	can	can	AUX
brj-24039	221	7	identify	identify	VERB
brj-24039	221	8	optimal	optimal	ADJ
brj-24039	221	9	combinations	combination	NOUN
brj-24039	221	10	of	of	ADP
brj-24039	221	11	polymer	polymer	NOUN
brj-24039	221	12	matrices	matrix	NOUN
brj-24039	221	13	,	,	PUNCT
brj-24039	221	14	reinforcement	reinforcement	NOUN
brj-24039	221	15	materials	material	NOUN
brj-24039	221	16	,	,	PUNCT
brj-24039	221	17	and	and	CCONJ
brj-24039	221	18	additives	additive	NOUN
brj-24039	221	19	to	to	PART
brj-24039	221	20	achieve	achieve	VERB
brj-24039	221	21	desired	desire	VERB
brj-24039	221	22	mechanical	mechanical	ADJ
brj-24039	221	23	,	,	PUNCT
brj-24039	221	24	thermal	thermal	ADJ
brj-24039	221	25	,	,	PUNCT
brj-24039	221	26	or	or	CCONJ
brj-24039	221	27	electrical	electrical	ADJ
brj-24039	221	28	properties	property	NOUN
brj-24039	221	29	,	,	PUNCT
brj-24039	221	30	while	while	SCONJ
brj-24039	221	31	minimizing	minimize	VERB
brj-24039	221	32	weight	weight	NOUN
brj-24039	221	33	and	and	CCONJ
brj-24039	221	34	cost	cost	NOUN
brj-24039	221	35	.	.	PUNCT
brj-24039	222	1	moreover	moreover	ADV
brj-24039	222	2	,	,	PUNCT
brj-24039	222	3	automated	automate	VERB
brj-24039	222	4	design	design	NOUN
brj-24039	222	5	workflows	workflow	NOUN
brj-24039	222	6	can	can	AUX
brj-24039	222	7	simulate	simulate	VERB
brj-24039	222	8	and	and	CCONJ
brj-24039	222	9	predict	predict	VERB
brj-24039	222	10	the	the	DET
brj-24039	222	11	behavior	behavior	NOUN
brj-24039	222	12	of	of	ADP
brj-24039	222	13	composite	composite	ADJ
brj-24039	222	14	materials	material	NOUN
brj-24039	222	15	under	under	ADP
brj-24039	222	16	different	different	ADJ
brj-24039	222	17	loading	loading	NOUN
brj-24039	222	18	conditions	condition	NOUN
brj-24039	222	19	,	,	PUNCT
brj-24039	222	20	environmental	environmental	ADJ
brj-24039	222	21	exposures	exposure	NOUN
brj-24039	222	22	,	,	PUNCT
brj-24039	222	23	and	and	CCONJ
brj-24039	222	24	manufacturing	manufacturing	NOUN
brj-24039	222	25	processes	process	NOUN
brj-24039	222	26	.	.	PUNCT
brj-24039	223	1	this	this	DET
brj-24039	223	2	predictive	predictive	ADJ
brj-24039	223	3	capability	capability	NOUN
brj-24039	223	4	accelerates	accelerate	VERB
brj-24039	223	5	the	the	DET
brj-24039	223	6	iterative	iterative	NOUN
brj-24039	223	7	design	design	NOUN
brj-24039	223	8	process	process	NOUN
brj-24039	223	9	,	,	PUNCT
brj-24039	223	10	reducing	reduce	VERB
brj-24039	223	11	the	the	DET
brj-24039	223	12	reliance	reliance	NOUN
brj-24039	223	13	on	on	ADP
brj-24039	223	14	time	time	NOUN
brj-24039	223	15	-	-	PUNCT
brj-24039	223	16	consuming	consume	VERB
brj-24039	223	17	empirical	empirical	ADJ
brj-24039	223	18	testing	testing	NOUN
brj-24039	223	19	and	and	CCONJ
brj-24039	223	20	enabling	enable	VERB
brj-24039	223	21	rapid	rapid	ADJ
brj-24039	223	22	prototyping	prototyping	NOUN
brj-24039	223	23	and	and	CCONJ
brj-24039	223	24	iteration	iteration	NOUN
brj-24039	223	25	of	of	ADP
brj-24039	223	26	composite	composite	ADJ
brj-24039	223	27	structures	structure	NOUN
brj-24039	223	28	(	(	PUNCT
brj-24039	223	29	yuan	yuan	NOUN
brj-24039	223	30	et	et	PROPN
brj-24039	223	31	al	al	PROPN
brj-24039	223	32	.	.	PROPN
brj-24039	223	33	2021	2021	NUM
brj-24039	223	34	)	)	PUNCT
brj-24039	223	35	.	.	PUNCT
brj-24039	224	1	in	in	ADP
brj-24039	224	2	the	the	DET
brj-24039	224	3	manufacturing	manufacturing	NOUN
brj-24039	224	4	sector	sector	NOUN
brj-24039	224	5	,	,	PUNCT
brj-24039	224	6	ml	ml	NOUN
brj-24039	224	7	-	-	PUNCT
brj-24039	224	8	driven	drive	VERB
brj-24039	224	9	automation	automation	NOUN
brj-24039	224	10	enhances	enhance	VERB
brj-24039	224	11	process	process	NOUN
brj-24039	224	12	control	control	NOUN
brj-24039	224	13	and	and	CCONJ
brj-24039	224	14	optimization	optimization	NOUN
brj-24039	224	15	,	,	PUNCT
brj-24039	224	16	ensuring	ensure	VERB
brj-24039	224	17	consistency	consistency	NOUN
brj-24039	224	18	in	in	ADP
brj-24039	224	19	material	material	NOUN
brj-24039	224	20	properties	property	NOUN
brj-24039	224	21	and	and	CCONJ
brj-24039	224	22	product	product	NOUN
brj-24039	224	23	quality	quality	NOUN
brj-24039	224	24	while	while	SCONJ
brj-24039	224	25	reducing	reduce	VERB
brj-24039	224	26	waste	waste	NOUN
brj-24039	224	27	and	and	CCONJ
brj-24039	224	28	energy	energy	NOUN
brj-24039	224	29	consumption	consumption	NOUN
brj-24039	224	30	.	.	PUNCT
brj-24039	225	1	technologies	technology	NOUN
brj-24039	225	2	such	such	ADJ
brj-24039	225	3	as	as	ADP
brj-24039	225	4	robotic	robotic	ADJ
brj-24039	225	5	process	process	NOUN
brj-24039	225	6	automation	automation	NOUN
brj-24039	225	7	(	(	PUNCT
brj-24039	225	8	rpa	rpa	PROPN
brj-24039	225	9	)	)	PUNCT
brj-24039	225	10	and	and	CCONJ
brj-24039	225	11	adaptive	adaptive	ADJ
brj-24039	225	12	manufacturing	manufacturing	NOUN
brj-24039	225	13	systems	system	NOUN
brj-24039	225	14	integrate	integrate	VERB
brj-24039	225	15	ml	ml	NOUN
brj-24039	225	16	models	model	NOUN
brj-24039	225	17	with	with	ADP
brj-24039	225	18	real	real	ADJ
brj-24039	225	19	-	-	PUNCT
brj-24039	225	20	time	time	NOUN
brj-24039	225	21	sensor	sensor	NOUN
brj-24039	225	22	data	datum	NOUN
brj-24039	225	23	to	to	PART
brj-24039	225	24	adjust	adjust	VERB
brj-24039	225	25	manufacturing	manufacturing	NOUN
brj-24039	225	26	parameters	parameter	NOUN
brj-24039	225	27	dynamically	dynamically	ADV
brj-24039	225	28	,	,	PUNCT
brj-24039	225	29	optimizing	optimize	VERB
brj-24039	225	30	production	production	NOUN
brj-24039	225	31	efficiency	efficiency	NOUN
brj-24039	225	32	and	and	CCONJ
brj-24039	225	33	reducing	reduce	VERB
brj-24039	225	34	downtime	downtime	NOUN
brj-24039	225	35	(	(	PUNCT
brj-24039	225	36	bhadra	bhadra	PROPN
brj-24039	225	37	et	et	PROPN
brj-24039	225	38	al	al	PROPN
brj-24039	225	39	.	.	PROPN
brj-24039	225	40	2023	2023	NUM
brj-24039	225	41	)	)	PUNCT
brj-24039	225	42	.	.	PUNCT
brj-24039	226	1	furthermore	furthermore	ADV
brj-24039	226	2	,	,	PUNCT
brj-24039	226	3	the	the	DET
brj-24039	226	4	integration	integration	NOUN
brj-24039	226	5	of	of	ADP
brj-24039	226	6	digital	digital	ADJ
brj-24039	226	7	twins	twin	NOUN
brj-24039	226	8	—	—	PUNCT
brj-24039	226	9	virtual	virtual	ADJ
brj-24039	226	10	replicas	replica	NOUN
brj-24039	226	11	of	of	ADP
brj-24039	226	12	physical	physical	ADJ
brj-24039	226	13	composite	composite	ADJ
brj-24039	226	14	materials	material	NOUN
brj-24039	226	15	and	and	CCONJ
brj-24039	226	16	manufacturing	manufacturing	NOUN
brj-24039	226	17	processes	process	NOUN
brj-24039	226	18	—	—	PUNCT
brj-24039	226	19	facilitates	facilitate	VERB
brj-24039	226	20	predictive	predictive	ADJ
brj-24039	226	21	maintenance	maintenance	NOUN
brj-24039	226	22	,	,	PUNCT
brj-24039	226	23	fault	fault	NOUN
brj-24039	226	24	detection	detection	NOUN
brj-24039	226	25	,	,	PUNCT
brj-24039	226	26	and	and	CCONJ
brj-24039	226	27	optimization	optimization	NOUN
brj-24039	226	28	of	of	ADP
brj-24039	226	29	production	production	NOUN
brj-24039	226	30	schedules	schedule	NOUN
brj-24039	226	31	.	.	PUNCT
brj-24039	227	1	as	as	SCONJ
brj-24039	227	2	advancements	advancement	NOUN
brj-24039	227	3	in	in	ADP
brj-24039	227	4	ml	ml	ADP
brj-24039	227	5	algorithms	algorithm	NOUN
brj-24039	227	6	,	,	PUNCT
brj-24039	227	7	computational	computational	ADJ
brj-24039	227	8	power	power	NOUN
brj-24039	227	9	,	,	PUNCT
brj-24039	227	10	and	and	CCONJ
brj-24039	227	11	sensor	sensor	NOUN
brj-24039	227	12	technologies	technology	NOUN
brj-24039	227	13	continue	continue	VERB
brj-24039	227	14	,	,	PUNCT
brj-24039	227	15	the	the	DET
brj-24039	227	16	vision	vision	NOUN
brj-24039	227	17	of	of	ADP
brj-24039	227	18	fully	fully	ADV
brj-24039	227	19	automated	automate	VERB
brj-24039	227	20	composite	composite	ADJ
brj-24039	227	21	design	design	NOUN
brj-24039	227	22	and	and	CCONJ
brj-24039	227	23	manufacturing	manufacturing	NOUN
brj-24039	227	24	becomes	become	VERB
brj-24039	227	25	increasingly	increasingly	ADV
brj-24039	227	26	feasible	feasible	ADJ
brj-24039	227	27	,	,	PUNCT
brj-24039	227	28	promising	promise	VERB
brj-24039	227	29	unprecedented	unprecedented	ADJ
brj-24039	227	30	levels	level	NOUN
brj-24039	227	31	of	of	ADP
brj-24039	227	32	customization	customization	NOUN
brj-24039	227	33	,	,	PUNCT
brj-24039	227	34	efficiency	efficiency	NOUN
brj-24039	227	35	,	,	PUNCT
brj-24039	227	36	and	and	CCONJ
brj-24039	227	37	sustainability	sustainability	NOUN
brj-24039	227	38	in	in	ADP
brj-24039	227	39	materials	material	NOUN
brj-24039	227	40	science	science	NOUN
brj-24039	227	41	and	and	CCONJ
brj-24039	227	42	engineering	engineering	NOUN
brj-24039	227	43	.	.	PUNCT
brj-24039	228	1	collaborative	collaborative	ADJ
brj-24039	228	2	efforts	effort	NOUN
brj-24039	228	3	between	between	ADP
brj-24039	228	4	academia	academia	NOUN
brj-24039	228	5	,	,	PUNCT
brj-24039	228	6	industry	industry	NOUN
brj-24039	228	7	,	,	PUNCT
brj-24039	228	8	and	and	CCONJ
brj-24039	228	9	government	government	NOUN
brj-24039	228	10	stakeholders	stakeholder	NOUN
brj-24039	228	11	will	will	AUX
brj-24039	228	12	be	be	AUX
brj-24039	228	13	crucial	crucial	ADJ
brj-24039	228	14	in	in	ADP
brj-24039	228	15	realizing	realize	VERB
brj-24039	228	16	this	this	DET
brj-24039	228	17	vision	vision	NOUN
brj-24039	228	18	,	,	PUNCT
brj-24039	228	19	driving	drive	VERB
brj-24039	228	20	innovation	innovation	NOUN
brj-24039	228	21	and	and	CCONJ
brj-24039	228	22	competitiveness	competitiveness	NOUN
brj-24039	228	23	in	in	ADP
brj-24039	228	24	sectors	sector	NOUN
brj-24039	228	25	such	such	ADJ
brj-24039	228	26	as	as	ADP
brj-24039	228	27	aerospace	aerospace	NOUN
brj-24039	228	28	,	,	PUNCT
brj-24039	228	29	automotive	automotive	ADJ
brj-24039	228	30	,	,	PUNCT
brj-24039	228	31	renewable	renewable	ADJ
brj-24039	228	32	energy	energy	NOUN
brj-24039	228	33	,	,	PUNCT
brj-24039	228	34	and	and	CCONJ
brj-24039	228	35	beyond	beyond	ADP
brj-24039	228	36	(	(	PUNCT
brj-24039	228	37	ninduwezuorehiobu	ninduwezuorehiobu	PROPN
brj-24039	228	38	et	et	PROPN
brj-24039	228	39	al	al	PROPN
brj-24039	228	40	.	.	PROPN
brj-24039	228	41	2023	2023	NUM
brj-24039	228	42	)	)	PUNCT
brj-24039	228	43	.	.	PUNCT
brj-24039	229	1	integration	integration	NOUN
brj-24039	229	2	of	of	ADP
brj-24039	229	3	ml	ml	NOUN
brj-24039	229	4	with	with	ADP
brj-24039	229	5	experimental	experimental	ADJ
brj-24039	229	6	techniques	technique	NOUN
brj-24039	229	7	for	for	ADP
brj-24039	229	8	enhanced	enhance	VERB
brj-24039	229	9	predictive	predictive	ADJ
brj-24039	229	10	capabilities	capability	NOUN
brj-24039	229	11	the	the	DET
brj-24039	229	12	integration	integration	NOUN
brj-24039	229	13	of	of	ADP
brj-24039	229	14	ml	ml	NOUN
brj-24039	229	15	with	with	ADP
brj-24039	229	16	experimental	experimental	ADJ
brj-24039	229	17	techniques	technique	NOUN
brj-24039	229	18	represents	represent	VERB
brj-24039	229	19	a	a	DET
brj-24039	229	20	promising	promising	ADJ
brj-24039	229	21	frontier	frontier	NOUN
brj-24039	229	22	in	in	ADP
brj-24039	229	23	advancing	advance	VERB
brj-24039	229	24	predictive	predictive	ADJ
brj-24039	229	25	capabilities	capability	NOUN
brj-24039	229	26	and	and	CCONJ
brj-24039	229	27	accelerating	accelerate	VERB
brj-24039	229	28	innovation	innovation	NOUN
brj-24039	229	29	in	in	ADP
brj-24039	229	30	nfcs	nfc	NOUN
brj-24039	229	31	.	.	PUNCT
brj-24039	230	1	the	the	DET
brj-24039	230	2	ml	ml	PROPN
brj-24039	230	3	algorithms	algorithm	NOUN
brj-24039	230	4	offer	offer	VERB
brj-24039	230	5	powerful	powerful	ADJ
brj-24039	230	6	tools	tool	NOUN
brj-24039	230	7	to	to	PART
brj-24039	230	8	analyze	analyze	VERB
brj-24039	230	9	complex	complex	ADJ
brj-24039	230	10	datasets	dataset	NOUN
brj-24039	230	11	derived	derive	VERB
brj-24039	230	12	from	from	ADP
brj-24039	230	13	experimental	experimental	ADJ
brj-24039	230	14	measurements	measurement	NOUN
brj-24039	230	15	,	,	PUNCT
brj-24039	230	16	simulations	simulation	NOUN
brj-24039	230	17	,	,	PUNCT
brj-24039	230	18	and	and	CCONJ
brj-24039	230	19	historical	historical	ADJ
brj-24039	230	20	data	datum	NOUN
brj-24039	230	21	,	,	PUNCT
brj-24039	230	22	enabling	enable	VERB
brj-24039	230	23	researchers	researcher	NOUN
brj-24039	230	24	to	to	PART
brj-24039	230	25	extract	extract	VERB
brj-24039	230	26	actionable	actionable	ADJ
brj-24039	230	27	insights	insight	NOUN
brj-24039	230	28	and	and	CCONJ
brj-24039	230	29	predict	predict	VERB
brj-24039	230	30	material	material	NOUN
brj-24039	230	31	behaviors	behavior	NOUN
brj-24039	230	32	with	with	ADP
brj-24039	230	33	unprecedented	unprecedented	ADJ
brj-24039	230	34	accuracy	accuracy	NOUN
brj-24039	230	35	(	(	PUNCT
brj-24039	230	36	morgan	morgan	PROPN
brj-24039	230	37	et	et	PROPN
brj-24039	230	38	al	al	PROPN
brj-24039	230	39	.	.	PROPN
brj-24039	230	40	2022	2022	NUM
brj-24039	230	41	)	)	PUNCT
brj-24039	230	42	.	.	PUNCT
brj-24039	231	1	through	through	ADP
brj-24039	231	2	integrating	integrate	VERB
brj-24039	231	3	ml	ml	NOUN
brj-24039	231	4	with	with	ADP
brj-24039	231	5	experimental	experimental	ADJ
brj-24039	231	6	techniques	technique	NOUN
brj-24039	231	7	,	,	PUNCT
brj-24039	231	8	such	such	ADJ
brj-24039	231	9	as	as	ADP
brj-24039	231	10	spectroscopy	spectroscopy	NOUN
brj-24039	231	11	,	,	PUNCT
brj-24039	231	12	microscopy	microscopy	NOUN
brj-24039	231	13	,	,	PUNCT
brj-24039	231	14	peer	peer	NOUN
brj-24039	231	15	-	-	PUNCT
brj-24039	231	16	reviewed	review	VERB
brj-24039	231	17	review	review	NOUN
brj-24039	231	18	article	article	NOUN
brj-24039	231	19	bioresources.cnr.ncsu.edu	bioresources.cnr.ncsu.edu	ADP
brj-24039	231	20	palanisamy	palanisamy	PROPN
brj-24039	231	21	et	et	PROPN
brj-24039	231	22	al	al	PROPN
brj-24039	231	23	.	.	PROPN
brj-24039	232	1	(	(	PUNCT
brj-24039	232	2	2025	2025	NUM
brj-24039	232	3	)	)	PUNCT
brj-24039	232	4	.	.	PUNCT
brj-24039	233	1	“	"	PUNCT
brj-24039	233	2	computers	computer	NOUN
brj-24039	233	3	&	&	CCONJ
brj-24039	233	4	composites	composite	NOUN
brj-24039	233	5	,	,	PUNCT
brj-24039	233	6	”	"	PUNCT
brj-24039	233	7	bioresources	bioresource	VERB
brj-24039	233	8	20(1	20(1	NUM
brj-24039	233	9	)	)	PUNCT
brj-24039	233	10	,	,	PUNCT
brj-24039	233	11	2321	2321	NUM
brj-24039	233	12	-	-	SYM
brj-24039	233	13	2345	2345	NUM
brj-24039	233	14	.	.	PUNCT
brj-24039	234	1	2334	2334	NUM
brj-24039	234	2	and	and	CCONJ
brj-24039	234	3	mechanical	mechanical	ADJ
brj-24039	234	4	testing	testing	NOUN
brj-24039	234	5	,	,	PUNCT
brj-24039	234	6	researchers	researcher	NOUN
brj-24039	234	7	can	can	AUX
brj-24039	234	8	enhance	enhance	VERB
brj-24039	234	9	the	the	DET
brj-24039	234	10	understanding	understanding	NOUN
brj-24039	234	11	of	of	ADP
brj-24039	234	12	composite	composite	ADJ
brj-24039	234	13	material	material	NOUN
brj-24039	234	14	properties	property	NOUN
brj-24039	234	15	and	and	CCONJ
brj-24039	234	16	their	their	PRON
brj-24039	234	17	underlying	underlie	VERB
brj-24039	234	18	mechanisms	mechanism	NOUN
brj-24039	234	19	.	.	PUNCT
brj-24039	235	1	for	for	ADP
brj-24039	235	2	example	example	NOUN
brj-24039	235	3	,	,	PUNCT
brj-24039	235	4	ml	ml	ADP
brj-24039	235	5	models	model	NOUN
brj-24039	235	6	can	can	AUX
brj-24039	235	7	analyze	analyze	VERB
brj-24039	235	8	spectroscopic	spectroscopic	ADJ
brj-24039	235	9	data	datum	NOUN
brj-24039	235	10	to	to	PART
brj-24039	235	11	identify	identify	VERB
brj-24039	235	12	molecular	molecular	ADJ
brj-24039	235	13	structures	structure	NOUN
brj-24039	235	14	and	and	CCONJ
brj-24039	235	15	chemical	chemical	NOUN
brj-24039	235	16	interactions	interaction	NOUN
brj-24039	235	17	within	within	ADP
brj-24039	235	18	polymer	polymer	NOUN
brj-24039	235	19	matrices	matrix	NOUN
brj-24039	235	20	and	and	CCONJ
brj-24039	235	21	reinforcements	reinforcement	NOUN
brj-24039	235	22	,	,	PUNCT
brj-24039	235	23	offering	offer	VERB
brj-24039	235	24	insights	insight	NOUN
brj-24039	235	25	into	into	ADP
brj-24039	235	26	material	material	NOUN
brj-24039	235	27	composition	composition	NOUN
brj-24039	235	28	and	and	CCONJ
brj-24039	235	29	stability	stability	NOUN
brj-24039	235	30	.	.	PUNCT
brj-24039	236	1	a	a	DET
brj-24039	236	2	combination	combination	NOUN
brj-24039	236	3	of	of	ADP
brj-24039	236	4	microscopic	microscopic	ADJ
brj-24039	236	5	techniques	technique	NOUN
brj-24039	236	6	,	,	PUNCT
brj-24039	236	7	such	such	ADJ
brj-24039	236	8	as	as	ADP
brj-24039	236	9	sem	sem	NOUN
brj-24039	236	10	and	and	CCONJ
brj-24039	236	11	atomic	atomic	ADJ
brj-24039	236	12	force	force	NOUN
brj-24039	236	13	microscopy	microscopy	NOUN
brj-24039	236	14	(	(	PUNCT
brj-24039	236	15	afm	afm	PROPN
brj-24039	236	16	)	)	PUNCT
brj-24039	236	17	,	,	PUNCT
brj-24039	236	18	provide	provide	VERB
brj-24039	236	19	detailed	detailed	ADJ
brj-24039	236	20	images	image	NOUN
brj-24039	236	21	of	of	ADP
brj-24039	236	22	composite	composite	ADJ
brj-24039	236	23	microstructures	microstructure	NOUN
brj-24039	236	24	in	in	ADP
brj-24039	236	25	the	the	DET
brj-24039	236	26	three	three	NUM
brj-24039	236	27	directions	direction	NOUN
brj-24039	236	28	down	down	ADP
brj-24039	236	29	to	to	ADP
brj-24039	236	30	the	the	DET
brj-24039	236	31	micron	micron	NOUN
brj-24039	236	32	and	and	CCONJ
brj-24039	236	33	below	below	ADV
brj-24039	236	34	,	,	PUNCT
brj-24039	236	35	which	which	DET
brj-24039	236	36	ml	ml	ADP
brj-24039	236	37	algorithms	algorithm	NOUN
brj-24039	236	38	can	can	AUX
brj-24039	236	39	analyze	analyze	VERB
brj-24039	236	40	to	to	PART
brj-24039	236	41	predict	predict	VERB
brj-24039	236	42	mechanical	mechanical	ADJ
brj-24039	236	43	properties	property	NOUN
brj-24039	236	44	,	,	PUNCT
brj-24039	236	45	such	such	ADJ
brj-24039	236	46	as	as	ADP
brj-24039	236	47	strength	strength	NOUN
brj-24039	236	48	and	and	CCONJ
brj-24039	236	49	stiffness	stiffness	NOUN
brj-24039	236	50	,	,	PUNCT
brj-24039	236	51	based	base	VERB
brj-24039	236	52	on	on	ADP
brj-24039	236	53	features	feature	NOUN
brj-24039	236	54	such	such	ADJ
brj-24039	236	55	as	as	ADP
brj-24039	236	56	fiber	fiber	NOUN
brj-24039	236	57	orientation	orientation	NOUN
brj-24039	236	58	or	or	CCONJ
brj-24039	236	59	interfacial	interfacial	ADJ
brj-24039	236	60	bonding	bonding	NOUN
brj-24039	236	61	(	(	PUNCT
brj-24039	236	62	ge	ge	PROPN
brj-24039	236	63	et	et	PROPN
brj-24039	236	64	al	al	PROPN
brj-24039	236	65	.	.	PROPN
brj-24039	236	66	2020	2020	NUM
brj-24039	236	67	)	)	PUNCT
brj-24039	236	68	.	.	PUNCT
brj-24039	237	1	furthermore	furthermore	ADV
brj-24039	237	2	,	,	PUNCT
brj-24039	237	3	ml	ml	AUX
brj-24039	237	4	enhances	enhance	VERB
brj-24039	237	5	the	the	DET
brj-24039	237	6	predictive	predictive	ADJ
brj-24039	237	7	capabilities	capability	NOUN
brj-24039	237	8	of	of	ADP
brj-24039	237	9	mechanical	mechanical	ADJ
brj-24039	237	10	testing	testing	NOUN
brj-24039	237	11	by	by	ADP
brj-24039	237	12	correlating	correlate	VERB
brj-24039	237	13	experimental	experimental	ADJ
brj-24039	237	14	data	datum	NOUN
brj-24039	237	15	with	with	ADP
brj-24039	237	16	material	material	NOUN
brj-24039	237	17	composition	composition	NOUN
brj-24039	237	18	and	and	CCONJ
brj-24039	237	19	processing	processing	NOUN
brj-24039	237	20	parameters	parameter	NOUN
brj-24039	237	21	,	,	PUNCT
brj-24039	237	22	facilitating	facilitate	VERB
brj-24039	237	23	the	the	DET
brj-24039	237	24	optimization	optimization	NOUN
brj-24039	237	25	of	of	ADP
brj-24039	237	26	composite	composite	ADJ
brj-24039	237	27	formulations	formulation	NOUN
brj-24039	237	28	for	for	ADP
brj-24039	237	29	specific	specific	ADJ
brj-24039	237	30	applications	application	NOUN
brj-24039	237	31	.	.	PUNCT
brj-24039	238	1	through	through	ADP
brj-24039	238	2	integrating	integrate	VERB
brj-24039	238	3	real	real	ADJ
brj-24039	238	4	-	-	PUNCT
brj-24039	238	5	time	time	NOUN
brj-24039	238	6	sensor	sensor	NOUN
brj-24039	238	7	data	datum	NOUN
brj-24039	238	8	with	with	ADP
brj-24039	238	9	ml	ml	NOUN
brj-24039	238	10	algorithms	algorithm	NOUN
brj-24039	238	11	,	,	PUNCT
brj-24039	238	12	researchers	researcher	NOUN
brj-24039	238	13	can	can	AUX
brj-24039	238	14	monitor	monitor	VERB
brj-24039	238	15	and	and	CCONJ
brj-24039	238	16	predict	predict	VERB
brj-24039	238	17	material	material	NOUN
brj-24039	238	18	degradation	degradation	NOUN
brj-24039	238	19	,	,	PUNCT
brj-24039	238	20	fatigue	fatigue	NOUN
brj-24039	238	21	behavior	behavior	NOUN
brj-24039	238	22	,	,	PUNCT
brj-24039	238	23	and	and	CCONJ
brj-24039	238	24	environmental	environmental	ADJ
brj-24039	238	25	resilience	resilience	NOUN
brj-24039	238	26	,	,	PUNCT
brj-24039	238	27	enabling	enable	VERB
brj-24039	238	28	proactive	proactive	ADJ
brj-24039	238	29	maintenance	maintenance	NOUN
brj-24039	238	30	and	and	CCONJ
brj-24039	238	31	lifecycle	lifecycle	NOUN
brj-24039	238	32	management	management	NOUN
brj-24039	238	33	strategies	strategy	NOUN
brj-24039	238	34	.	.	PUNCT
brj-24039	239	1	collaborative	collaborative	ADJ
brj-24039	239	2	efforts	effort	NOUN
brj-24039	239	3	between	between	ADP
brj-24039	239	4	materials	material	NOUN
brj-24039	239	5	scientists	scientist	NOUN
brj-24039	239	6	,	,	PUNCT
brj-24039	239	7	data	datum	NOUN
brj-24039	239	8	scientists	scientist	NOUN
brj-24039	239	9	,	,	PUNCT
brj-24039	239	10	and	and	CCONJ
brj-24039	239	11	experimentalists	experimentalist	NOUN
brj-24039	239	12	are	be	AUX
brj-24039	239	13	essential	essential	ADJ
brj-24039	239	14	to	to	ADP
brj-24039	239	15	developing	develop	VERB
brj-24039	239	16	robust	robust	ADJ
brj-24039	239	17	ml	ml	NOUN
brj-24039	239	18	frameworks	framework	NOUN
brj-24039	239	19	that	that	PRON
brj-24039	239	20	leverage	leverage	VERB
brj-24039	239	21	the	the	DET
brj-24039	239	22	complementary	complementary	ADJ
brj-24039	239	23	strengths	strength	NOUN
brj-24039	239	24	of	of	ADP
brj-24039	239	25	experimental	experimental	ADJ
brj-24039	239	26	techniques	technique	NOUN
brj-24039	239	27	and	and	CCONJ
brj-24039	239	28	computational	computational	ADJ
brj-24039	239	29	modeling	modeling	NOUN
brj-24039	239	30	,	,	PUNCT
brj-24039	239	31	advancing	advance	VERB
brj-24039	239	32	the	the	DET
brj-24039	239	33	reliability	reliability	NOUN
brj-24039	239	34	,	,	PUNCT
brj-24039	239	35	efficiency	efficiency	NOUN
brj-24039	239	36	,	,	PUNCT
brj-24039	239	37	and	and	CCONJ
brj-24039	239	38	sustainability	sustainability	NOUN
brj-24039	239	39	of	of	ADP
brj-24039	239	40	nfcs	nfc	NOUN
brj-24039	239	41	in	in	ADP
brj-24039	239	42	diverse	diverse	ADJ
brj-24039	239	43	industrial	industrial	ADJ
brj-24039	239	44	applications	application	NOUN
brj-24039	239	45	.	.	PUNCT
brj-24039	240	1	advances	advance	NOUN
brj-24039	240	2	in	in	ADP
brj-24039	240	3	hybrid	hybrid	ADJ
brj-24039	240	4	models	model	NOUN
brj-24039	240	5	combining	combine	VERB
brj-24039	240	6	mechanical	mechanical	ADJ
brj-24039	240	7	properties	property	NOUN
brj-24039	240	8	-	-	PUNCT
brj-24039	240	9	based	base	VERB
brj-24039	240	10	simulations	simulation	NOUN
brj-24039	240	11	with	with	ADP
brj-24039	240	12	ml	ml	ADP
brj-24039	240	13	algorithms	algorithms	NOUN
brj-24039	240	14	advances	advance	NOUN
brj-24039	240	15	in	in	ADP
brj-24039	240	16	hybrid	hybrid	ADJ
brj-24039	240	17	models	model	NOUN
brj-24039	240	18	that	that	PRON
brj-24039	240	19	combine	combine	VERB
brj-24039	240	20	mechanical	mechanical	ADJ
brj-24039	240	21	properties	property	NOUN
brj-24039	240	22	(	(	PUNCT
brj-24039	240	23	mp)-based	mp)-base	VERB
brj-24039	240	24	simulations	simulation	NOUN
brj-24039	240	25	with	with	ADP
brj-24039	240	26	ml	ml	ADP
brj-24039	240	27	algorithms	algorithm	NOUN
brj-24039	240	28	represent	represent	VERB
brj-24039	240	29	a	a	DET
brj-24039	240	30	cutting	cut	VERB
brj-24039	240	31	-	-	PUNCT
brj-24039	240	32	edge	edge	NOUN
brj-24039	240	33	approach	approach	NOUN
brj-24039	240	34	in	in	ADP
brj-24039	240	35	the	the	DET
brj-24039	240	36	future	future	NOUN
brj-24039	240	37	of	of	ADP
brj-24039	240	38	the	the	DET
brj-24039	240	39	nfcs	nfc	NOUN
brj-24039	240	40	.	.	PUNCT
brj-24039	241	1	these	these	DET
brj-24039	241	2	hybrid	hybrid	ADJ
brj-24039	241	3	models	model	NOUN
brj-24039	241	4	integrate	integrate	VERB
brj-24039	241	5	the	the	DET
brj-24039	241	6	strengths	strength	NOUN
brj-24039	241	7	of	of	ADP
brj-24039	241	8	mp	mp	NOUN
brj-24039	241	9	-	-	PUNCT
brj-24039	241	10	based	base	VERB
brj-24039	241	11	models	model	NOUN
brj-24039	241	12	that	that	PRON
brj-24039	241	13	rely	rely	VERB
brj-24039	241	14	on	on	ADP
brj-24039	241	15	fundamental	fundamental	ADJ
brj-24039	241	16	principles	principle	NOUN
brj-24039	241	17	and	and	CCONJ
brj-24039	241	18	equations	equation	NOUN
brj-24039	241	19	to	to	PART
brj-24039	241	20	simulate	simulate	VERB
brj-24039	241	21	material	material	NOUN
brj-24039	241	22	behavior	behavior	NOUN
brj-24039	241	23	at	at	ADP
brj-24039	241	24	various	various	ADJ
brj-24039	241	25	scales	scale	NOUN
brj-24039	241	26	,	,	PUNCT
brj-24039	241	27	with	with	ADP
brj-24039	241	28	the	the	DET
brj-24039	241	29	predictive	predictive	ADJ
brj-24039	241	30	capabilities	capability	NOUN
brj-24039	241	31	of	of	ADP
brj-24039	241	32	ml	ml	ADP
brj-24039	241	33	,	,	PUNCT
brj-24039	241	34	which	which	PRON
brj-24039	241	35	excels	excel	VERB
brj-24039	241	36	in	in	ADP
brj-24039	241	37	learning	learn	VERB
brj-24039	241	38	complex	complex	ADJ
brj-24039	241	39	patterns	pattern	NOUN
brj-24039	241	40	from	from	ADP
brj-24039	241	41	data	datum	NOUN
brj-24039	241	42	(	(	PUNCT
brj-24039	241	43	rocha	rocha	PROPN
brj-24039	241	44	et	et	PROPN
brj-24039	241	45	al	al	PROPN
brj-24039	241	46	.	.	PROPN
brj-24039	241	47	2023	2023	NUM
brj-24039	241	48	;	;	PUNCT
brj-24039	241	49	rudolph	rudolph	NOUN
brj-24039	241	50	et	et	PROPN
brj-24039	241	51	al	al	PROPN
brj-24039	241	52	.	.	PROPN
brj-24039	241	53	2024	2024	NUM
brj-24039	241	54	)	)	PUNCT
brj-24039	241	55	.	.	PUNCT
brj-24039	242	1	through	through	ADP
brj-24039	242	2	merging	merge	VERB
brj-24039	242	3	these	these	DET
brj-24039	242	4	two	two	NUM
brj-24039	242	5	approaches	approach	NOUN
brj-24039	242	6	,	,	PUNCT
brj-24039	242	7	researchers	researcher	NOUN
brj-24039	242	8	aim	aim	VERB
brj-24039	242	9	to	to	PART
brj-24039	242	10	overcome	overcome	VERB
brj-24039	242	11	the	the	DET
brj-24039	242	12	limitations	limitation	NOUN
brj-24039	242	13	of	of	ADP
brj-24039	242	14	purely	purely	ADV
brj-24039	242	15	empirical	empirical	ADJ
brj-24039	242	16	or	or	CCONJ
brj-24039	242	17	theoretical	theoretical	ADJ
brj-24039	242	18	methods	method	NOUN
brj-24039	242	19	,	,	PUNCT
brj-24039	242	20	offering	offer	VERB
brj-24039	242	21	a	a	DET
brj-24039	242	22	more	more	ADV
brj-24039	242	23	holistic	holistic	ADJ
brj-24039	242	24	understanding	understanding	NOUN
brj-24039	242	25	and	and	CCONJ
brj-24039	242	26	predictive	predictive	ADJ
brj-24039	242	27	power	power	NOUN
brj-24039	242	28	for	for	ADP
brj-24039	242	29	composite	composite	ADJ
brj-24039	242	30	materials	material	NOUN
brj-24039	242	31	.	.	PUNCT
brj-24039	243	1	mpbased	mpbase	VERB
brj-24039	243	2	simulations	simulation	NOUN
brj-24039	243	3	provide	provide	VERB
brj-24039	243	4	a	a	DET
brj-24039	243	5	foundational	foundational	ADJ
brj-24039	243	6	understanding	understanding	NOUN
brj-24039	243	7	of	of	ADP
brj-24039	243	8	material	material	NOUN
brj-24039	243	9	properties	property	NOUN
brj-24039	243	10	and	and	CCONJ
brj-24039	243	11	processes	process	NOUN
brj-24039	243	12	,	,	PUNCT
brj-24039	243	13	such	such	ADJ
brj-24039	243	14	as	as	ADP
brj-24039	243	15	polymer	polymer	NOUN
brj-24039	243	16	matrix	matrix	NOUN
brj-24039	243	17	behavior	behavior	NOUN
brj-24039	243	18	,	,	PUNCT
brj-24039	243	19	reinforcement	reinforcement	NOUN
brj-24039	243	20	mechanics	mechanic	NOUN
brj-24039	243	21	,	,	PUNCT
brj-24039	243	22	and	and	CCONJ
brj-24039	243	23	interfacial	interfacial	ADJ
brj-24039	243	24	interactions	interaction	NOUN
brj-24039	243	25	,	,	PUNCT
brj-24039	243	26	based	base	VERB
brj-24039	243	27	on	on	ADP
brj-24039	243	28	first	first	ADJ
brj-24039	243	29	principles	principle	NOUN
brj-24039	243	30	and	and	CCONJ
brj-24039	243	31	experimental	experimental	ADJ
brj-24039	243	32	data	datum	NOUN
brj-24039	243	33	.	.	PUNCT
brj-24039	244	1	these	these	DET
brj-24039	244	2	simulations	simulation	NOUN
brj-24039	244	3	can	can	AUX
brj-24039	244	4	capture	capture	VERB
brj-24039	244	5	intricate	intricate	ADJ
brj-24039	244	6	details	detail	NOUN
brj-24039	244	7	of	of	ADP
brj-24039	244	8	composite	composite	ADJ
brj-24039	244	9	structures	structure	NOUN
brj-24039	244	10	and	and	CCONJ
brj-24039	244	11	their	their	PRON
brj-24039	244	12	responses	response	NOUN
brj-24039	244	13	to	to	ADP
brj-24039	244	14	external	external	ADJ
brj-24039	244	15	stimuli	stimulus	NOUN
brj-24039	244	16	,	,	PUNCT
brj-24039	244	17	offering	offer	VERB
brj-24039	244	18	insights	insight	NOUN
brj-24039	244	19	into	into	ADP
brj-24039	244	20	performance	performance	NOUN
brj-24039	244	21	under	under	ADP
brj-24039	244	22	specific	specific	ADJ
brj-24039	244	23	conditions	condition	NOUN
brj-24039	244	24	(	(	PUNCT
brj-24039	244	25	bishara	bishara	NOUN
brj-24039	244	26	et	et	NOUN
brj-24039	244	27	al	al	PROPN
brj-24039	244	28	.	.	PROPN
brj-24039	244	29	2023	2023	NUM
brj-24039	244	30	)	)	PUNCT
brj-24039	244	31	.	.	PUNCT
brj-24039	245	1	the	the	DET
brj-24039	245	2	ml	ml	PROPN
brj-24039	245	3	algorithms	algorithms	PROPN
brj-24039	245	4	complement	complement	VERB
brj-24039	245	5	these	these	DET
brj-24039	245	6	simulations	simulation	NOUN
brj-24039	245	7	by	by	ADP
brj-24039	245	8	learning	learn	VERB
brj-24039	245	9	from	from	ADP
brj-24039	245	10	large	large	ADJ
brj-24039	245	11	datasets	dataset	NOUN
brj-24039	245	12	,	,	PUNCT
brj-24039	245	13	including	include	VERB
brj-24039	245	14	experimental	experimental	ADJ
brj-24039	245	15	measurements	measurement	NOUN
brj-24039	245	16	and	and	CCONJ
brj-24039	245	17	simulations	simulation	NOUN
brj-24039	245	18	outputs	output	NOUN
brj-24039	245	19	,	,	PUNCT
brj-24039	245	20	to	to	PART
brj-24039	245	21	optimize	optimize	VERB
brj-24039	245	22	model	model	NOUN
brj-24039	245	23	parameters	parameter	NOUN
brj-24039	245	24	,	,	PUNCT
brj-24039	245	25	predict	predict	VERB
brj-24039	245	26	material	material	NOUN
brj-24039	245	27	behaviors	behavior	NOUN
brj-24039	245	28	with	with	ADP
brj-24039	245	29	greater	great	ADJ
brj-24039	245	30	accuracy	accuracy	NOUN
brj-24039	245	31	,	,	PUNCT
brj-24039	245	32	and	and	CCONJ
brj-24039	245	33	explore	explore	VERB
brj-24039	245	34	complex	complex	ADJ
brj-24039	245	35	design	design	NOUN
brj-24039	245	36	spaces	space	NOUN
brj-24039	245	37	beyond	beyond	ADP
brj-24039	245	38	the	the	DET
brj-24039	245	39	capabilities	capability	NOUN
brj-24039	245	40	of	of	ADP
brj-24039	245	41	traditional	traditional	ADJ
brj-24039	245	42	mp	mp	NOUN
brj-24039	245	43	-	-	PUNCT
brj-24039	245	44	based	base	VERB
brj-24039	245	45	approaches	approach	NOUN
brj-24039	245	46	alone	alone	ADV
brj-24039	245	47	.	.	PUNCT
brj-24039	246	1	for	for	ADP
brj-24039	246	2	example	example	NOUN
brj-24039	246	3	,	,	PUNCT
brj-24039	246	4	hybrid	hybrid	ADJ
brj-24039	246	5	models	model	NOUN
brj-24039	246	6	can	can	AUX
brj-24039	246	7	enhance	enhance	VERB
brj-24039	246	8	the	the	DET
brj-24039	246	9	prediction	prediction	NOUN
brj-24039	246	10	of	of	ADP
brj-24039	246	11	composite	composite	ADJ
brj-24039	246	12	material	material	NOUN
brj-24039	246	13	properties	property	NOUN
brj-24039	246	14	under	under	ADP
brj-24039	246	15	varying	vary	VERB
brj-24039	246	16	environmental	environmental	ADJ
brj-24039	246	17	conditions	condition	NOUN
brj-24039	246	18	,	,	PUNCT
brj-24039	246	19	simulate	simulate	VERB
brj-24039	246	20	manufacturing	manufacturing	NOUN
brj-24039	246	21	processes	process	NOUN
brj-24039	246	22	with	with	ADP
brj-24039	246	23	improved	improved	ADJ
brj-24039	246	24	efficiency	efficiency	NOUN
brj-24039	246	25	and	and	CCONJ
brj-24039	246	26	precision	precision	NOUN
brj-24039	246	27	,	,	PUNCT
brj-24039	246	28	and	and	CCONJ
brj-24039	246	29	optimize	optimize	VERB
brj-24039	246	30	material	material	NOUN
brj-24039	246	31	formulations	formulation	NOUN
brj-24039	246	32	for	for	ADP
brj-24039	246	33	specific	specific	ADJ
brj-24039	246	34	performance	performance	NOUN
brj-24039	246	35	criteria	criterion	NOUN
brj-24039	246	36	.	.	PUNCT
brj-24039	247	1	furthermore	furthermore	ADV
brj-24039	247	2	,	,	PUNCT
brj-24039	247	3	integrating	integrate	VERB
brj-24039	247	4	mp	mp	NOUN
brj-24039	247	5	-	-	PUNCT
brj-24039	247	6	based	base	VERB
brj-24039	247	7	simulations	simulation	NOUN
brj-24039	247	8	with	with	ADP
brj-24039	247	9	ml	ml	PROPN
brj-24039	247	10	facilitates	facilitate	VERB
brj-24039	247	11	real	real	ADJ
brj-24039	247	12	-	-	PUNCT
brj-24039	247	13	time	time	NOUN
brj-24039	247	14	adaptation	adaptation	NOUN
brj-24039	247	15	and	and	CCONJ
brj-24039	247	16	learning	learning	NOUN
brj-24039	247	17	,	,	PUNCT
brj-24039	247	18	enabling	enable	VERB
brj-24039	247	19	adaptive	adaptive	ADJ
brj-24039	247	20	modeling	modeling	NOUN
brj-24039	247	21	approaches	approach	NOUN
brj-24039	247	22	that	that	PRON
brj-24039	247	23	adjust	adjust	VERB
brj-24039	247	24	predictions	prediction	NOUN
brj-24039	247	25	based	base	VERB
brj-24039	247	26	on	on	ADP
brj-24039	247	27	new	new	ADJ
brj-24039	247	28	data	datum	NOUN
brj-24039	247	29	and	and	CCONJ
brj-24039	247	30	evolving	evolve	VERB
brj-24039	247	31	conditions	condition	NOUN
brj-24039	247	32	(	(	PUNCT
brj-24039	247	33	struzziero	struzziero	PROPN
brj-24039	247	34	et	et	PROPN
brj-24039	247	35	al	al	PROPN
brj-24039	247	36	.	.	PROPN
brj-24039	247	37	2019	2019	NUM
brj-24039	247	38	;	;	PUNCT
brj-24039	247	39	krzywanski	krzywanski	PROPN
brj-24039	247	40	et	et	PROPN
brj-24039	247	41	al	al	PROPN
brj-24039	247	42	.	.	PROPN
brj-24039	247	43	2024	2024	NUM
brj-24039	247	44	)	)	PUNCT
brj-24039	247	45	.	.	PUNCT
brj-24039	248	1	collaborative	collaborative	ADJ
brj-24039	248	2	research	research	NOUN
brj-24039	248	3	efforts	effort	NOUN
brj-24039	248	4	across	across	ADP
brj-24039	248	5	disciplines	discipline	NOUN
brj-24039	248	6	—	—	PUNCT
brj-24039	248	7	such	such	ADJ
brj-24039	248	8	as	as	ADP
brj-24039	248	9	materials	material	NOUN
brj-24039	248	10	science	science	NOUN
brj-24039	248	11	,	,	PUNCT
brj-24039	248	12	computer	computer	NOUN
brj-24039	248	13	science	science	NOUN
brj-24039	248	14	,	,	PUNCT
brj-24039	248	15	and	and	CCONJ
brj-24039	248	16	applied	applied	ADJ
brj-24039	248	17	mathematics	mathematic	NOUN
brj-24039	248	18	—	—	PUNCT
brj-24039	248	19	are	be	AUX
brj-24039	248	20	essential	essential	ADJ
brj-24039	248	21	to	to	ADP
brj-24039	248	22	advancing	advance	VERB
brj-24039	248	23	hybrid	hybrid	ADJ
brj-24039	248	24	modeling	modeling	NOUN
brj-24039	248	25	techniques	technique	NOUN
brj-24039	248	26	,	,	PUNCT
brj-24039	248	27	developing	develop	VERB
brj-24039	248	28	standardized	standardized	ADJ
brj-24039	248	29	methodologies	methodology	NOUN
brj-24039	248	30	,	,	PUNCT
brj-24039	248	31	and	and	CCONJ
brj-24039	248	32	validating	validate	VERB
brj-24039	248	33	model	model	NOUN
brj-24039	248	34	accuracy	accuracy	NOUN
brj-24039	248	35	to	to	PART
brj-24039	248	36	accelerate	accelerate	VERB
brj-24039	248	37	peer	peer	NOUN
brj-24039	248	38	-	-	PUNCT
brj-24039	248	39	reviewed	review	VERB
brj-24039	248	40	review	review	NOUN
brj-24039	248	41	article	article	NOUN
brj-24039	248	42	bioresources.cnr.ncsu.edu	bioresources.cnr.ncsu.edu	ADP
brj-24039	248	43	palanisamy	palanisamy	PROPN
brj-24039	248	44	et	et	PROPN
brj-24039	248	45	al	al	PROPN
brj-24039	248	46	.	.	PROPN
brj-24039	249	1	(	(	PUNCT
brj-24039	249	2	2025	2025	NUM
brj-24039	249	3	)	)	PUNCT
brj-24039	249	4	.	.	PUNCT
brj-24039	250	1	“	"	PUNCT
brj-24039	250	2	computers	computer	NOUN
brj-24039	250	3	&	&	CCONJ
brj-24039	250	4	composites	composite	NOUN
brj-24039	250	5	,	,	PUNCT
brj-24039	250	6	”	"	PUNCT
brj-24039	250	7	bioresources	bioresource	VERB
brj-24039	250	8	20(1	20(1	NUM
brj-24039	250	9	)	)	PUNCT
brj-24039	250	10	,	,	PUNCT
brj-24039	250	11	2321	2321	NUM
brj-24039	250	12	-	-	SYM
brj-24039	250	13	2345	2345	NUM
brj-24039	250	14	.	.	PUNCT
brj-24039	251	1	2335	2335	NUM
brj-24039	251	2	innovation	innovation	NOUN
brj-24039	251	3	and	and	CCONJ
brj-24039	251	4	application	application	NOUN
brj-24039	251	5	in	in	ADP
brj-24039	251	6	sectors	sector	NOUN
brj-24039	251	7	,	,	PUNCT
brj-24039	251	8	such	such	ADJ
brj-24039	251	9	as	as	ADP
brj-24039	251	10	aerospace	aerospace	NOUN
brj-24039	251	11	,	,	PUNCT
brj-24039	251	12	automotive	automotive	ADJ
brj-24039	251	13	,	,	PUNCT
brj-24039	251	14	renewable	renewable	ADJ
brj-24039	251	15	energy	energy	NOUN
brj-24039	251	16	,	,	PUNCT
brj-24039	251	17	and	and	CCONJ
brj-24039	251	18	biomedical	biomedical	ADJ
brj-24039	251	19	.	.	PUNCT
brj-24039	252	1	opportunities	opportunity	NOUN
brj-24039	252	2	for	for	ADP
brj-24039	252	3	interdisciplinary	interdisciplinary	ADJ
brj-24039	252	4	collaboration	collaboration	NOUN
brj-24039	252	5	and	and	CCONJ
brj-24039	252	6	industry	industry	NOUN
brj-24039	252	7	adoption	adoption	NOUN
brj-24039	252	8	the	the	DET
brj-24039	252	9	future	future	NOUN
brj-24039	252	10	of	of	ADP
brj-24039	252	11	ml	ml	NOUN
brj-24039	252	12	in	in	ADP
brj-24039	252	13	the	the	DET
brj-24039	252	14	nfcs	nfcs	NOUN
brj-24039	252	15	presents	present	VERB
brj-24039	252	16	abundant	abundant	ADJ
brj-24039	252	17	opportunities	opportunity	NOUN
brj-24039	252	18	for	for	ADP
brj-24039	252	19	interdisciplinary	interdisciplinary	ADJ
brj-24039	252	20	collaboration	collaboration	NOUN
brj-24039	252	21	and	and	CCONJ
brj-24039	252	22	widespread	widespread	ADJ
brj-24039	252	23	industry	industry	NOUN
brj-24039	252	24	adoption	adoption	NOUN
brj-24039	252	25	,	,	PUNCT
brj-24039	252	26	fostering	foster	VERB
brj-24039	252	27	innovation	innovation	NOUN
brj-24039	252	28	across	across	ADP
brj-24039	252	29	diverse	diverse	ADJ
brj-24039	252	30	sectors	sector	NOUN
brj-24039	252	31	.	.	PUNCT
brj-24039	253	1	interdisciplinary	interdisciplinary	ADJ
brj-24039	253	2	collaboration	collaboration	NOUN
brj-24039	253	3	is	be	AUX
brj-24039	253	4	essential	essential	ADJ
brj-24039	253	5	as	as	ADP
brj-24039	253	6	ml	ml	ADP
brj-24039	253	7	intersects	intersect	NOUN
brj-24039	253	8	with	with	ADP
brj-24039	253	9	materials	material	NOUN
brj-24039	253	10	science	science	NOUN
brj-24039	253	11	,	,	PUNCT
brj-24039	253	12	computational	computational	ADJ
brj-24039	253	13	modeling	modeling	NOUN
brj-24039	253	14	,	,	PUNCT
brj-24039	253	15	data	data	NOUN
brj-24039	253	16	science	science	NOUN
brj-24039	253	17	,	,	PUNCT
brj-24039	253	18	and	and	CCONJ
brj-24039	253	19	engineering	engineering	NOUN
brj-24039	253	20	disciplines	discipline	NOUN
brj-24039	253	21	.	.	PUNCT
brj-24039	254	1	by	by	ADP
brj-24039	254	2	bringing	bring	VERB
brj-24039	254	3	together	together	ADP
brj-24039	254	4	experts	expert	NOUN
brj-24039	254	5	from	from	ADP
brj-24039	254	6	these	these	DET
brj-24039	254	7	fields	field	NOUN
brj-24039	254	8	,	,	PUNCT
brj-24039	254	9	researchers	researcher	NOUN
brj-24039	254	10	can	can	AUX
brj-24039	254	11	leverage	leverage	VERB
brj-24039	254	12	complementary	complementary	ADJ
brj-24039	254	13	expertise	expertise	NOUN
brj-24039	254	14	to	to	PART
brj-24039	254	15	address	address	VERB
brj-24039	254	16	complex	complex	ADJ
brj-24039	254	17	challenges	challenge	NOUN
brj-24039	254	18	in	in	ADP
brj-24039	254	19	materials	material	NOUN
brj-24039	254	20	design	design	NOUN
brj-24039	254	21	,	,	PUNCT
brj-24039	254	22	optimization	optimization	NOUN
brj-24039	254	23	,	,	PUNCT
brj-24039	254	24	and	and	CCONJ
brj-24039	254	25	manufacturing	manufacturing	NOUN
brj-24039	254	26	.	.	PUNCT
brj-24039	255	1	for	for	ADP
brj-24039	255	2	instance	instance	NOUN
brj-24039	255	3	,	,	PUNCT
brj-24039	255	4	materials	material	NOUN
brj-24039	255	5	scientists	scientist	NOUN
brj-24039	255	6	provide	provide	VERB
brj-24039	255	7	domain	domain	NOUN
brj-24039	255	8	knowledge	knowledge	NOUN
brj-24039	255	9	on	on	ADP
brj-24039	255	10	composite	composite	ADJ
brj-24039	255	11	materials	material	NOUN
brj-24039	255	12	’	'	PUNCT
brj-24039	255	13	chemical	chemical	NOUN
brj-24039	255	14	composition	composition	NOUN
brj-24039	255	15	,	,	PUNCT
brj-24039	255	16	mechanical	mechanical	ADJ
brj-24039	255	17	properties	property	NOUN
brj-24039	255	18	,	,	PUNCT
brj-24039	255	19	and	and	CCONJ
brj-24039	255	20	environmental	environmental	ADJ
brj-24039	255	21	interactions	interaction	NOUN
brj-24039	255	22	,	,	PUNCT
brj-24039	255	23	guiding	guide	VERB
brj-24039	255	24	the	the	DET
brj-24039	255	25	development	development	NOUN
brj-24039	255	26	of	of	ADP
brj-24039	255	27	ml	ml	NOUN
brj-24039	255	28	models	model	NOUN
brj-24039	255	29	that	that	PRON
brj-24039	255	30	accurately	accurately	ADV
brj-24039	255	31	predict	predict	VERB
brj-24039	255	32	material	material	NOUN
brj-24039	255	33	behaviors	behavior	NOUN
brj-24039	255	34	(	(	PUNCT
brj-24039	255	35	sparks	spark	VERB
brj-24039	255	36	et	et	PROPN
brj-24039	255	37	al	al	PROPN
brj-24039	255	38	.	.	PROPN
brj-24039	255	39	2020	2020	NUM
brj-24039	255	40	;	;	PUNCT
brj-24039	255	41	pilania	pilania	NOUN
brj-24039	255	42	2021	2021	NUM
brj-24039	255	43	)	)	PUNCT
brj-24039	255	44	.	.	PUNCT
brj-24039	256	1	computational	computational	ADJ
brj-24039	256	2	modelers	modeler	NOUN
brj-24039	256	3	contribute	contribute	VERB
brj-24039	256	4	expertise	expertise	NOUN
brj-24039	256	5	in	in	ADP
brj-24039	256	6	developing	develop	VERB
brj-24039	256	7	physics	physics	NOUN
brj-24039	256	8	-	-	PUNCT
brj-24039	256	9	based	base	VERB
brj-24039	256	10	simulations	simulation	NOUN
brj-24039	256	11	and	and	CCONJ
brj-24039	256	12	numerical	numerical	ADJ
brj-24039	256	13	methods	method	NOUN
brj-24039	256	14	,	,	PUNCT
brj-24039	256	15	integrating	integrate	VERB
brj-24039	256	16	them	they	PRON
brj-24039	256	17	with	with	ADP
brj-24039	256	18	ml	ml	ADP
brj-24039	256	19	algorithms	algorithm	NOUN
brj-24039	256	20	to	to	PART
brj-24039	256	21	enhance	enhance	VERB
brj-24039	256	22	predictive	predictive	ADJ
brj-24039	256	23	capabilities	capability	NOUN
brj-24039	256	24	across	across	ADP
brj-24039	256	25	multiple	multiple	ADJ
brj-24039	256	26	scales	scale	NOUN
brj-24039	256	27	—	—	PUNCT
brj-24039	256	28	from	from	ADP
brj-24039	256	29	molecular	molecular	ADJ
brj-24039	256	30	dynamics	dynamic	NOUN
brj-24039	256	31	to	to	ADP
brj-24039	256	32	macroscopic	macroscopic	ADJ
brj-24039	256	33	material	material	NOUN
brj-24039	256	34	properties	property	NOUN
brj-24039	256	35	.	.	PUNCT
brj-24039	257	1	data	datum	NOUN
brj-24039	257	2	scientists	scientist	NOUN
brj-24039	257	3	play	play	VERB
brj-24039	257	4	a	a	DET
brj-24039	257	5	crucial	crucial	ADJ
brj-24039	257	6	role	role	NOUN
brj-24039	257	7	in	in	ADP
brj-24039	257	8	processing	processing	NOUN
brj-24039	257	9	and	and	CCONJ
brj-24039	257	10	analyzing	analyze	VERB
brj-24039	257	11	vast	vast	ADJ
brj-24039	257	12	datasets	dataset	NOUN
brj-24039	257	13	,	,	PUNCT
brj-24039	257	14	implementing	implement	VERB
brj-24039	257	15	advanced	advanced	ADJ
brj-24039	257	16	ml	ml	NOUN
brj-24039	257	17	algorithms	algorithm	NOUN
brj-24039	257	18	,	,	PUNCT
brj-24039	257	19	and	and	CCONJ
brj-24039	257	20	developing	develop	VERB
brj-24039	257	21	interpretable	interpretable	ADJ
brj-24039	257	22	models	model	NOUN
brj-24039	257	23	that	that	PRON
brj-24039	257	24	align	align	VERB
brj-24039	257	25	with	with	ADP
brj-24039	257	26	industry	industry	NOUN
brj-24039	257	27	standards	standard	NOUN
brj-24039	257	28	and	and	CCONJ
brj-24039	257	29	regulatory	regulatory	ADJ
brj-24039	257	30	requirements	requirement	NOUN
brj-24039	257	31	(	(	PUNCT
brj-24039	257	32	carvalho	carvalho	NOUN
brj-24039	257	33	et	et	PROPN
brj-24039	257	34	al	al	PROPN
brj-24039	257	35	.	.	PROPN
brj-24039	257	36	2019	2019	NUM
brj-24039	257	37	;	;	PUNCT
brj-24039	257	38	shah	shah	NOUN
brj-24039	257	39	2021	2021	NUM
brj-24039	257	40	)	)	PUNCT
brj-24039	257	41	.	.	PUNCT
brj-24039	258	1	engineers	engineer	NOUN
brj-24039	258	2	and	and	CCONJ
brj-24039	258	3	industry	industry	NOUN
brj-24039	258	4	practitioners	practitioner	NOUN
brj-24039	258	5	bring	bring	VERB
brj-24039	258	6	practical	practical	ADJ
brj-24039	258	7	insights	insight	NOUN
brj-24039	258	8	into	into	ADP
brj-24039	258	9	manufacturing	manufacturing	NOUN
brj-24039	258	10	processes	process	NOUN
brj-24039	258	11	,	,	PUNCT
brj-24039	258	12	performance	performance	NOUN
brj-24039	258	13	requirements	requirement	NOUN
brj-24039	258	14	,	,	PUNCT
brj-24039	258	15	and	and	CCONJ
brj-24039	258	16	market	market	NOUN
brj-24039	258	17	demands	demand	NOUN
brj-24039	258	18	,	,	PUNCT
brj-24039	258	19	ensuring	ensure	VERB
brj-24039	258	20	that	that	SCONJ
brj-24039	258	21	ml	ml	NOUN
brj-24039	258	22	-	-	PUNCT
brj-24039	258	23	driven	drive	VERB
brj-24039	258	24	solutions	solution	NOUN
brj-24039	258	25	are	be	AUX
brj-24039	258	26	not	not	PART
brj-24039	258	27	only	only	ADV
brj-24039	258	28	innovative	innovative	ADJ
brj-24039	258	29	but	but	CCONJ
brj-24039	258	30	also	also	ADV
brj-24039	258	31	feasible	feasible	ADJ
brj-24039	258	32	and	and	CCONJ
brj-24039	258	33	scalable	scalable	ADJ
brj-24039	258	34	for	for	ADP
brj-24039	258	35	industrial	industrial	ADJ
brj-24039	258	36	applications	application	NOUN
brj-24039	258	37	.	.	PUNCT
brj-24039	259	1	furthermore	furthermore	ADV
brj-24039	259	2	,	,	PUNCT
brj-24039	259	3	interdisciplinary	interdisciplinary	ADJ
brj-24039	259	4	collaboration	collaboration	NOUN
brj-24039	259	5	accelerates	accelerate	VERB
brj-24039	259	6	knowledge	knowledge	NOUN
brj-24039	259	7	transfer	transfer	NOUN
brj-24039	259	8	and	and	CCONJ
brj-24039	259	9	skill	skill	NOUN
brj-24039	259	10	development	development	NOUN
brj-24039	259	11	,	,	PUNCT
brj-24039	259	12	nurturing	nurture	VERB
brj-24039	259	13	a	a	DET
brj-24039	259	14	new	new	ADJ
brj-24039	259	15	generation	generation	NOUN
brj-24039	259	16	of	of	ADP
brj-24039	259	17	researchers	researcher	NOUN
brj-24039	259	18	and	and	CCONJ
brj-24039	259	19	practitioners	practitioner	NOUN
brj-24039	259	20	skilled	skilled	ADJ
brj-24039	259	21	in	in	ADP
brj-24039	259	22	both	both	DET
brj-24039	259	23	materials	material	NOUN
brj-24039	259	24	’	'	PUNCT
brj-24039	259	25	science	science	NOUN
brj-24039	259	26	and	and	CCONJ
brj-24039	259	27	advanced	advanced	ADJ
brj-24039	259	28	data	datum	NOUN
brj-24039	259	29	analytics	analytic	NOUN
brj-24039	259	30	.	.	PUNCT
brj-24039	260	1	industry	industry	NOUN
brj-24039	260	2	adoption	adoption	NOUN
brj-24039	260	3	of	of	ADP
brj-24039	260	4	ml	ml	NOUN
brj-24039	260	5	in	in	ADP
brj-24039	260	6	the	the	DET
brj-24039	260	7	nfcs	nfcs	NOUN
brj-24039	260	8	holds	hold	VERB
brj-24039	260	9	transformative	transformative	ADJ
brj-24039	260	10	potential	potential	NOUN
brj-24039	260	11	by	by	ADP
brj-24039	260	12	optimizing	optimize	VERB
brj-24039	260	13	product	product	NOUN
brj-24039	260	14	development	development	NOUN
brj-24039	260	15	cycles	cycle	NOUN
brj-24039	260	16	,	,	PUNCT
brj-24039	260	17	reducing	reduce	VERB
brj-24039	260	18	costs	cost	NOUN
brj-24039	260	19	,	,	PUNCT
brj-24039	260	20	and	and	CCONJ
brj-24039	260	21	enhancing	enhance	VERB
brj-24039	260	22	product	product	NOUN
brj-24039	260	23	performance	performance	NOUN
brj-24039	260	24	and	and	CCONJ
brj-24039	260	25	sustainability	sustainability	NOUN
brj-24039	260	26	.	.	PUNCT
brj-24039	261	1	companies	company	NOUN
brj-24039	261	2	in	in	ADP
brj-24039	261	3	aerospace	aerospace	NOUN
brj-24039	261	4	,	,	PUNCT
brj-24039	261	5	automotive	automotive	ADJ
brj-24039	261	6	,	,	PUNCT
brj-24039	261	7	renewable	renewable	ADJ
brj-24039	261	8	energy	energy	NOUN
brj-24039	261	9	,	,	PUNCT
brj-24039	261	10	and	and	CCONJ
brj-24039	261	11	biomedical	biomedical	ADJ
brj-24039	261	12	sectors	sector	NOUN
brj-24039	261	13	are	be	AUX
brj-24039	261	14	increasingly	increasingly	ADV
brj-24039	261	15	integrating	integrate	VERB
brj-24039	261	16	ml	ml	NOUN
brj-24039	261	17	-	-	PUNCT
brj-24039	261	18	driven	drive	VERB
brj-24039	261	19	approaches	approach	NOUN
brj-24039	261	20	to	to	PART
brj-24039	261	21	innovate	innovate	VERB
brj-24039	261	22	new	new	ADJ
brj-24039	261	23	materials	material	NOUN
brj-24039	261	24	,	,	PUNCT
brj-24039	261	25	improve	improve	VERB
brj-24039	261	26	manufacturing	manufacturing	NOUN
brj-24039	261	27	efficiency	efficiency	NOUN
brj-24039	261	28	,	,	PUNCT
brj-24039	261	29	and	and	CCONJ
brj-24039	261	30	address	address	VERB
brj-24039	261	31	environmental	environmental	ADJ
brj-24039	261	32	challenges	challenge	NOUN
brj-24039	261	33	(	(	PUNCT
brj-24039	261	34	popescu	popescu	PROPN
brj-24039	261	35	et	et	PROPN
brj-24039	261	36	al	al	PROPN
brj-24039	261	37	.	.	PROPN
brj-24039	261	38	2024	2024	NUM
brj-24039	261	39	)	)	PUNCT
brj-24039	261	40	.	.	PUNCT
brj-24039	262	1	for	for	ADP
brj-24039	262	2	example	example	NOUN
brj-24039	262	3	,	,	PUNCT
brj-24039	262	4	ml	ml	ADP
brj-24039	262	5	models	model	NOUN
brj-24039	262	6	can	can	AUX
brj-24039	262	7	streamline	streamline	VERB
brj-24039	262	8	composite	composite	ADJ
brj-24039	262	9	material	material	NOUN
brj-24039	262	10	selection	selection	NOUN
brj-24039	262	11	,	,	PUNCT
brj-24039	262	12	predict	predict	VERB
brj-24039	262	13	material	material	NOUN
brj-24039	262	14	degradation	degradation	NOUN
brj-24039	262	15	,	,	PUNCT
brj-24039	262	16	and	and	CCONJ
brj-24039	262	17	optimize	optimize	VERB
brj-24039	262	18	manufacturing	manufacturing	NOUN
brj-24039	262	19	processes	process	NOUN
brj-24039	262	20	,	,	PUNCT
brj-24039	262	21	leading	lead	VERB
brj-24039	262	22	to	to	ADP
brj-24039	262	23	lighter	light	ADJ
brj-24039	262	24	,	,	PUNCT
brj-24039	262	25	stronger	strong	ADJ
brj-24039	262	26	,	,	PUNCT
brj-24039	262	27	and	and	CCONJ
brj-24039	262	28	more	more	ADV
brj-24039	262	29	durable	durable	ADJ
brj-24039	262	30	products	product	NOUN
brj-24039	262	31	.	.	PUNCT
brj-24039	263	1	collaborations	collaboration	NOUN
brj-24039	263	2	between	between	ADP
brj-24039	263	3	academia	academia	NOUN
brj-24039	263	4	,	,	PUNCT
brj-24039	263	5	government	government	NOUN
brj-24039	263	6	agencies	agency	NOUN
brj-24039	263	7	,	,	PUNCT
brj-24039	263	8	and	and	CCONJ
brj-24039	263	9	industry	industry	NOUN
brj-24039	263	10	partners	partner	NOUN
brj-24039	263	11	are	be	AUX
brj-24039	263	12	critical	critical	ADJ
brj-24039	263	13	in	in	ADP
brj-24039	263	14	fostering	foster	VERB
brj-24039	263	15	technology	technology	NOUN
brj-24039	263	16	transfer	transfer	NOUN
brj-24039	263	17	,	,	PUNCT
brj-24039	263	18	validating	validate	VERB
brj-24039	263	19	ml	ml	NOUN
brj-24039	263	20	models	model	NOUN
brj-24039	263	21	in	in	ADP
brj-24039	263	22	real	real	ADJ
brj-24039	263	23	-	-	PUNCT
brj-24039	263	24	world	world	NOUN
brj-24039	263	25	applications	application	NOUN
brj-24039	263	26	,	,	PUNCT
brj-24039	263	27	and	and	CCONJ
brj-24039	263	28	establishing	establish	VERB
brj-24039	263	29	best	good	ADJ
brj-24039	263	30	practices	practice	NOUN
brj-24039	263	31	for	for	ADP
brj-24039	263	32	integrating	integrate	VERB
brj-24039	263	33	ml	ml	NOUN
brj-24039	263	34	into	into	ADP
brj-24039	263	35	existing	exist	VERB
brj-24039	263	36	workflows	workflow	NOUN
brj-24039	263	37	(	(	PUNCT
brj-24039	263	38	terranova	terranova	NOUN
brj-24039	263	39	et	et	PROPN
brj-24039	263	40	al	al	PROPN
brj-24039	263	41	.	.	PROPN
brj-24039	263	42	2024	2024	NUM
brj-24039	263	43	)	)	PUNCT
brj-24039	263	44	.	.	PUNCT
brj-24039	264	1	through	through	ADP
brj-24039	264	2	embracing	embrace	VERB
brj-24039	264	3	interdisciplinary	interdisciplinary	ADJ
brj-24039	264	4	collaboration	collaboration	NOUN
brj-24039	264	5	and	and	CCONJ
brj-24039	264	6	industry	industry	NOUN
brj-24039	264	7	adoption	adoption	NOUN
brj-24039	264	8	,	,	PUNCT
brj-24039	264	9	the	the	DET
brj-24039	264	10	future	future	NOUN
brj-24039	264	11	of	of	ADP
brj-24039	264	12	ml	ml	NOUN
brj-24039	264	13	in	in	ADP
brj-24039	264	14	the	the	DET
brj-24039	264	15	development	development	NOUN
brj-24039	264	16	and	and	CCONJ
brj-24039	264	17	analysis	analysis	NOUN
brj-24039	264	18	of	of	ADP
brj-24039	264	19	nfcs	nfc	NOUN
brj-24039	264	20	promises	promise	NOUN
brj-24039	264	21	to	to	PART
brj-24039	264	22	unlock	unlock	VERB
brj-24039	264	23	unprecedented	unprecedented	ADJ
brj-24039	264	24	opportunities	opportunity	NOUN
brj-24039	264	25	for	for	ADP
brj-24039	264	26	innovation	innovation	NOUN
brj-24039	264	27	,	,	PUNCT
brj-24039	264	28	competitiveness	competitiveness	NOUN
brj-24039	264	29	,	,	PUNCT
brj-24039	264	30	and	and	CCONJ
brj-24039	264	31	sustainable	sustainable	ADJ
brj-24039	264	32	development	development	NOUN
brj-24039	264	33	across	across	ADP
brj-24039	264	34	global	global	ADJ
brj-24039	264	35	markets	market	NOUN
brj-24039	264	36	.	.	PUNCT
brj-24039	265	1	concluding	conclude	VERB
brj-24039	265	2	statements	statement	NOUN
brj-24039	265	3	the	the	DET
brj-24039	265	4	quality	quality	NOUN
brj-24039	265	5	of	of	ADP
brj-24039	265	6	the	the	DET
brj-24039	265	7	test	test	NOUN
brj-24039	265	8	facilities	facility	NOUN
brj-24039	265	9	,	,	PUNCT
brj-24039	265	10	the	the	DET
brj-24039	265	11	research	research	NOUN
brj-24039	265	12	climate	climate	NOUN
brj-24039	265	13	,	,	PUNCT
brj-24039	265	14	and	and	CCONJ
brj-24039	265	15	the	the	DET
brj-24039	265	16	experience	experience	NOUN
brj-24039	265	17	of	of	ADP
brj-24039	265	18	the	the	DET
brj-24039	265	19	designer	designer	NOUN
brj-24039	265	20	determine	determine	VERB
brj-24039	265	21	the	the	DET
brj-24039	265	22	success	success	NOUN
brj-24039	265	23	of	of	ADP
brj-24039	265	24	experimental	experimental	ADJ
brj-24039	265	25	measurement	measurement	NOUN
brj-24039	265	26	.	.	PUNCT
brj-24039	266	1	experimental	experimental	ADJ
brj-24039	266	2	research	research	NOUN
brj-24039	266	3	can	can	AUX
brj-24039	266	4	therefore	therefore	ADV
brj-24039	266	5	be	be	AUX
brj-24039	266	6	expensive	expensive	ADJ
brj-24039	266	7	and	and	CCONJ
brj-24039	266	8	time	time	NOUN
brj-24039	266	9	-	-	PUNCT
brj-24039	266	10	intensive	intensive	ADJ
brj-24039	266	11	,	,	PUNCT
brj-24039	266	12	particularly	particularly	ADV
brj-24039	266	13	if	if	SCONJ
brj-24039	266	14	numerous	numerous	ADJ
brj-24039	266	15	tests	test	NOUN
brj-24039	266	16	are	be	AUX
brj-24039	266	17	needed	need	VERB
brj-24039	266	18	to	to	PART
brj-24039	266	19	analyze	analyze	VERB
brj-24039	266	20	each	each	DET
brj-24039	266	21	material	material	ADJ
brj-24039	266	22	variable	variable	NOUN
brj-24039	266	23	.	.	PUNCT
brj-24039	267	1	this	this	PRON
brj-24039	267	2	is	be	AUX
brj-24039	267	3	the	the	DET
brj-24039	267	4	case	case	NOUN
brj-24039	267	5	of	of	ADP
brj-24039	267	6	multiphase	multiphase	NOUN
brj-24039	267	7	and	and	CCONJ
brj-24039	267	8	irregular	irregular	ADJ
brj-24039	267	9	natural	natural	ADJ
brj-24039	267	10	fiber	fiber	NOUN
brj-24039	267	11	composites	composite	NOUN
brj-24039	267	12	(	(	PUNCT
brj-24039	267	13	nfcs	nfc	NOUN
brj-24039	267	14	)	)	PUNCT
brj-24039	267	15	.	.	PUNCT
brj-24039	268	1	the	the	DET
brj-24039	268	2	three	three	NUM
brj-24039	268	3	key	key	ADJ
brj-24039	268	4	data	datum	NOUN
brj-24039	268	5	sources	source	NOUN
brj-24039	268	6	recognized	recognize	VERB
brj-24039	268	7	for	for	ADP
brj-24039	268	8	machine	machine	NOUN
brj-24039	268	9	learning	learning	NOUN
brj-24039	268	10	-	-	PUNCT
brj-24039	268	11	based	base	VERB
brj-24039	268	12	peer	peer	NOUN
brj-24039	268	13	-	-	PUNCT
brj-24039	268	14	reviewed	review	VERB
brj-24039	268	15	review	review	NOUN
brj-24039	268	16	article	article	NOUN
brj-24039	268	17	bioresources.cnr.ncsu.edu	bioresources.cnr.ncsu.edu	ADP
brj-24039	268	18	palanisamy	palanisamy	PROPN
brj-24039	268	19	et	et	PROPN
brj-24039	268	20	al	al	PROPN
brj-24039	268	21	.	.	PROPN
brj-24039	269	1	(	(	PUNCT
brj-24039	269	2	2025	2025	NUM
brj-24039	269	3	)	)	PUNCT
brj-24039	269	4	.	.	PUNCT
brj-24039	270	1	“	"	PUNCT
brj-24039	270	2	computers	computer	NOUN
brj-24039	270	3	&	&	CCONJ
brj-24039	270	4	composites	composite	NOUN
brj-24039	270	5	,	,	PUNCT
brj-24039	270	6	”	"	PUNCT
brj-24039	270	7	bioresources	bioresource	VERB
brj-24039	270	8	20(1	20(1	NUM
brj-24039	270	9	)	)	PUNCT
brj-24039	270	10	,	,	PUNCT
brj-24039	270	11	2321	2321	NUM
brj-24039	270	12	-	-	SYM
brj-24039	270	13	2345	2345	NUM
brj-24039	270	14	.	.	PUNCT
brj-24039	271	1	2336	2336	NUM
brj-24039	271	2	design	design	NOUN
brj-24039	271	3	of	of	ADP
brj-24039	271	4	reinforced	reinforce	VERB
brj-24039	271	5	composites	composite	NOUN
brj-24039	271	6	include	include	VERB
brj-24039	271	7	finite	finite	PROPN
brj-24039	271	8	element	element	NOUN
brj-24039	271	9	analysis	analysis	NOUN
brj-24039	271	10	/	/	SYM
brj-24039	271	11	high	high	ADJ
brj-24039	271	12	-	-	PUNCT
brj-24039	271	13	throughput	throughput	NOUN
brj-24039	271	14	simulations	simulation	NOUN
brj-24039	271	15	,	,	PUNCT
brj-24039	271	16	experimental	experimental	ADJ
brj-24039	271	17	data	datum	NOUN
brj-24039	271	18	,	,	PUNCT
brj-24039	271	19	and	and	CCONJ
brj-24039	271	20	material	material	NOUN
brj-24039	271	21	databases	database	NOUN
brj-24039	271	22	/	/	SYM
brj-24039	271	23	literature	literature	NOUN
brj-24039	271	24	.	.	PUNCT
brj-24039	272	1	a	a	DET
brj-24039	272	2	variety	variety	NOUN
brj-24039	272	3	of	of	ADP
brj-24039	272	4	options	option	NOUN
brj-24039	272	5	are	be	AUX
brj-24039	272	6	now	now	ADV
brj-24039	272	7	available	available	ADJ
brj-24039	272	8	to	to	ADP
brj-24039	272	9	data	data	NOUN
brj-24039	272	10	scientists	scientist	NOUN
brj-24039	272	11	and	and	CCONJ
brj-24039	272	12	materials	material	NOUN
brj-24039	272	13	engineers	engineer	NOUN
brj-24039	272	14	for	for	ADP
brj-24039	272	15	the	the	DET
brj-24039	272	16	development	development	NOUN
brj-24039	272	17	of	of	ADP
brj-24039	272	18	models	model	NOUN
brj-24039	272	19	for	for	ADP
brj-24039	272	20	a	a	DET
brj-24039	272	21	wide	wide	ADJ
brj-24039	272	22	range	range	NOUN
brj-24039	272	23	of	of	ADP
brj-24039	272	24	ml	ml	NOUN
brj-24039	272	25	needs	need	NOUN
brj-24039	272	26	in	in	ADP
brj-24039	272	27	the	the	DET
brj-24039	272	28	areas	area	NOUN
brj-24039	272	29	of	of	ADP
brj-24039	272	30	reinforced	reinforce	VERB
brj-24039	272	31	composite	composite	ADJ
brj-24039	272	32	design	design	NOUN
brj-24039	272	33	.	.	PUNCT
brj-24039	273	1	thus	thus	ADV
brj-24039	273	2	,	,	PUNCT
brj-24039	273	3	the	the	DET
brj-24039	273	4	review	review	NOUN
brj-24039	273	5	evaluated	evaluate	VERB
brj-24039	273	6	popular	popular	ADJ
brj-24039	273	7	digital	digital	ADJ
brj-24039	273	8	tools	tool	NOUN
brj-24039	273	9	and	and	CCONJ
brj-24039	273	10	platforms	platform	NOUN
brj-24039	273	11	,	,	PUNCT
brj-24039	273	12	such	such	ADJ
brj-24039	273	13	as	as	ADP
brj-24039	273	14	matlab	matlab	PROPN
brj-24039	273	15	,	,	PUNCT
brj-24039	273	16	tensorflow	tensorflow	NOUN
brj-24039	273	17	,	,	PUNCT
brj-24039	273	18	scikit	scikit	NOUN
brj-24039	273	19	-	-	PUNCT
brj-24039	273	20	learn	learn	VERB
brj-24039	273	21	,	,	PUNCT
brj-24039	273	22	and	and	CCONJ
brj-24039	273	23	weka	weka	PROPN
brj-24039	273	24	,	,	PUNCT
brj-24039	273	25	used	use	VERB
brj-24039	273	26	by	by	ADP
brj-24039	273	27	various	various	ADJ
brj-24039	273	28	researchers	researcher	NOUN
brj-24039	273	29	for	for	ADP
brj-24039	273	30	implementing	implement	VERB
brj-24039	273	31	ml	ml	ADP
brj-24039	273	32	algorithms	algorithm	NOUN
brj-24039	273	33	over	over	ADP
brj-24039	273	34	the	the	DET
brj-24039	273	35	last	last	ADJ
brj-24039	273	36	years	year	NOUN
brj-24039	273	37	.	.	PUNCT
brj-24039	274	1	to	to	PART
brj-24039	274	2	make	make	VERB
brj-24039	274	3	a	a	DET
brj-24039	274	4	more	more	ADV
brj-24039	274	5	significant	significant	ADJ
brj-24039	274	6	impact	impact	NOUN
brj-24039	274	7	on	on	ADP
brj-24039	274	8	the	the	DET
brj-24039	274	9	field	field	NOUN
brj-24039	274	10	of	of	ADP
brj-24039	274	11	machine	machine	NOUN
brj-24039	274	12	learning	learn	VERB
brj-24039	274	13	in	in	ADP
brj-24039	274	14	fiber	fiber	NOUN
brj-24039	274	15	composite	composite	ADJ
brj-24039	274	16	research	research	NOUN
brj-24039	274	17	,	,	PUNCT
brj-24039	274	18	experts	expert	NOUN
brj-24039	274	19	in	in	ADP
brj-24039	274	20	reinforced	reinforce	VERB
brj-24039	274	21	composites	composite	NOUN
brj-24039	274	22	should	should	AUX
brj-24039	274	23	be	be	AUX
brj-24039	274	24	encouraged	encourage	VERB
brj-24039	274	25	to	to	PART
brj-24039	274	26	provide	provide	VERB
brj-24039	274	27	the	the	DET
brj-24039	274	28	data	datum	NOUN
brj-24039	274	29	most	most	ADV
brj-24039	274	30	suitable	suitable	ADJ
brj-24039	274	31	for	for	ADP
brj-24039	274	32	further	further	ADJ
brj-24039	274	33	processing	processing	NOUN
brj-24039	274	34	to	to	PART
brj-24039	274	35	tailor	tailor	VERB
brj-24039	274	36	and	and	CCONJ
brj-24039	274	37	examine	examine	VERB
brj-24039	274	38	the	the	DET
brj-24039	274	39	material	material	NOUN
brj-24039	274	40	structure	structure	NOUN
brj-24039	274	41	.	.	PUNCT
brj-24039	275	1	importance	importance	NOUN
brj-24039	275	2	of	of	ADP
brj-24039	275	3	continued	continue	VERB
brj-24039	275	4	research	research	NOUN
brj-24039	275	5	,	,	PUNCT
brj-24039	275	6	development	development	NOUN
brj-24039	275	7	,	,	PUNCT
brj-24039	275	8	and	and	CCONJ
brj-24039	275	9	collaboration	collaboration	NOUN
brj-24039	275	10	for	for	ADP
brj-24039	275	11	advancing	advance	VERB
brj-24039	275	12	materials	material	NOUN
brj-24039	275	13	science	science	NOUN
brj-24039	275	14	through	through	ADP
brj-24039	275	15	ml	ml	NOUN
brj-24039	275	16	.	.	PUNCT
brj-24039	276	1	the	the	DET
brj-24039	276	2	use	use	NOUN
brj-24039	276	3	of	of	ADP
brj-24039	276	4	machine	machine	NOUN
brj-24039	276	5	learning	learn	VERB
brj-24039	276	6	algorithms	algorithm	NOUN
brj-24039	276	7	to	to	PART
brj-24039	276	8	automate	automate	VERB
brj-24039	276	9	the	the	DET
brj-24039	276	10	forecasting	forecasting	NOUN
brj-24039	276	11	of	of	ADP
brj-24039	276	12	natural	natural	ADJ
brj-24039	276	13	fiber	fiber	NOUN
brj-24039	276	14	composite	composite	ADJ
brj-24039	276	15	properties	property	NOUN
brj-24039	276	16	based	base	VERB
brj-24039	276	17	on	on	ADP
brj-24039	276	18	microstructural	microstructural	ADJ
brj-24039	276	19	data	datum	NOUN
brj-24039	276	20	can	can	AUX
brj-24039	276	21	lead	lead	VERB
brj-24039	276	22	to	to	ADP
brj-24039	276	23	enhanced	enhanced	ADJ
brj-24039	276	24	efficiency	efficiency	NOUN
brj-24039	276	25	,	,	PUNCT
brj-24039	276	26	precision	precision	NOUN
brj-24039	276	27	,	,	PUNCT
brj-24039	276	28	and	and	CCONJ
brj-24039	276	29	cost	cost	NOUN
brj-24039	276	30	savings	saving	NOUN
brj-24039	276	31	.	.	PUNCT
brj-24039	277	1	acknowledgments	acknowledgment	NOUN
brj-24039	277	2	the	the	DET
brj-24039	277	3	authors	author	NOUN
brj-24039	277	4	would	would	AUX
brj-24039	277	5	like	like	VERB
brj-24039	277	6	to	to	PART
brj-24039	277	7	acknowledge	acknowledge	VERB
brj-24039	277	8	prince	prince	PROPN
brj-24039	277	9	sultan	sultan	PROPN
brj-24039	277	10	university	university	PROPN
brj-24039	277	11	’s	’s	PART
brj-24039	277	12	support	support	NOUN
brj-24039	277	13	for	for	ADP
brj-24039	277	14	paying	pay	VERB
brj-24039	277	15	the	the	DET
brj-24039	277	16	article	article	NOUN
brj-24039	277	17	processing	processing	NOUN
brj-24039	277	18	charges	charge	NOUN
brj-24039	277	19	(	(	PUNCT
brj-24039	277	20	apc	apc	PROPN
brj-24039	277	21	)	)	PUNCT
brj-24039	277	22	for	for	ADP
brj-24039	277	23	this	this	DET
brj-24039	277	24	publication	publication	NOUN
brj-24039	277	25	and	and	CCONJ
brj-24039	277	26	thank	thank	VERB
brj-24039	277	27	prince	prince	PROPN
brj-24039	277	28	sultan	sultan	PROPN
brj-24039	277	29	university	university	PROPN
brj-24039	277	30	for	for	ADP
brj-24039	277	31	its	its	PRON
brj-24039	277	32	support	support	NOUN
brj-24039	277	33	,	,	PUNCT
brj-24039	277	34	specifically	specifically	ADV
brj-24039	277	35	its	its	PRON
brj-24039	277	36	funding	funding	NOUN
brj-24039	277	37	of	of	ADP
brj-24039	277	38	this	this	DET
brj-24039	277	39	project	project	NOUN
brj-24039	277	40	through	through	ADP
brj-24039	277	41	a	a	DET
brj-24039	277	42	seed	seed	NOUN
brj-24039	277	43	project	project	NOUN
brj-24039	277	44	grant	grant	NOUN
brj-24039	277	45	number	number	NOUN
brj-24039	277	46	(	(	PUNCT
brj-24039	277	47	seed	seed	NOUN
brj-24039	277	48	-	-	PUNCT
brj-24039	277	49	ce-2024	ce-2024	NOUN
brj-24039	277	50	-	-	PUNCT
brj-24039	277	51	172	172	NUM
brj-24039	277	52	)	)	PUNCT
brj-24039	277	53	.	.	PUNCT
brj-24039	278	1	data	datum	NOUN
brj-24039	278	2	availability	availability	NOUN
brj-24039	278	3	statement	statement	NOUN
brj-24039	278	4	data	datum	NOUN
brj-24039	278	5	is	be	AUX
brj-24039	278	6	available	available	ADJ
brj-24039	278	7	on	on	ADP
brj-24039	278	8	request	request	NOUN
brj-24039	278	9	from	from	ADP
brj-24039	278	10	the	the	DET
brj-24039	278	11	authors	author	NOUN
brj-24039	278	12	.	.	PUNCT
brj-24039	279	1	declaration	declaration	NOUN
brj-24039	279	2	of	of	ADP
brj-24039	279	3	conflicting	conflicting	ADJ
brj-24039	279	4	interests	interest	NOUN
brj-24039	279	5	the	the	DET
brj-24039	279	6	authors	author	NOUN
brj-24039	279	7	declared	declare	VERB
brj-24039	279	8	no	no	DET
brj-24039	279	9	potential	potential	ADJ
brj-24039	279	10	conflicts	conflict	NOUN
brj-24039	279	11	of	of	ADP
brj-24039	279	12	interest	interest	NOUN
brj-24039	279	13	with	with	ADP
brj-24039	279	14	respect	respect	NOUN
brj-24039	279	15	to	to	ADP
brj-24039	279	16	the	the	DET
brj-24039	279	17	research	research	NOUN
brj-24039	279	18	,	,	PUNCT
brj-24039	279	19	authorship	authorship	NOUN
brj-24039	279	20	,	,	PUNCT
brj-24039	279	21	and/or	and/or	CCONJ
brj-24039	279	22	publication	publication	NOUN
brj-24039	279	23	of	of	ADP
brj-24039	279	24	this	this	DET
brj-24039	279	25	article	article	NOUN
brj-24039	279	26	.	.	PUNCT
brj-24039	280	1	references	reference	NOUN
brj-24039	280	2	cited	cite	VERB
brj-24039	280	3	abdolrasol	abdolrasol	PROPN
brj-24039	280	4	,	,	PUNCT
brj-24039	280	5	m.	m.	NOUN
brj-24039	280	6	g.	g.	PROPN
brj-24039	280	7	m.	m.	PROPN
brj-24039	280	8	,	,	PUNCT
brj-24039	280	9	hussain	hussain	PROPN
brj-24039	280	10	,	,	PUNCT
brj-24039	280	11	s.	s.	PROPN
brj-24039	280	12	m.	m.	PROPN
brj-24039	280	13	s.	s.	PROPN
brj-24039	280	14	,	,	PUNCT
brj-24039	280	15	ustun	ustun	NOUN
brj-24039	280	16	,	,	PUNCT
brj-24039	280	17	t.	t.	PROPN
brj-24039	280	18	s.	s.	PROPN
brj-24039	280	19	,	,	PUNCT
brj-24039	280	20	sarker	sarker	NOUN
brj-24039	280	21	,	,	PUNCT
brj-24039	280	22	m.	m.	PROPN
brj-24039	280	23	r.	r.	PROPN
brj-24039	280	24	,	,	PUNCT
brj-24039	280	25	hannan	hannan	PROPN
brj-24039	280	26	,	,	PUNCT
brj-24039	280	27	m.	m.	NOUN
brj-24039	280	28	a.	a.	PROPN
brj-24039	280	29	,	,	PUNCT
brj-24039	280	30	mohamed	mohamed	PROPN
brj-24039	280	31	,	,	PUNCT
brj-24039	280	32	r.	r.	PROPN
brj-24039	280	33	,	,	PUNCT
brj-24039	280	34	ali	ali	PROPN
brj-24039	280	35	,	,	PUNCT
brj-24039	280	36	j.	j.	PROPN
brj-24039	280	37	a.	a.	PROPN
brj-24039	280	38	,	,	PUNCT
brj-24039	280	39	mekhilef	mekhilef	PROPN
brj-24039	280	40	,	,	PUNCT
brj-24039	280	41	s.	s.	PROPN
brj-24039	280	42	,	,	PUNCT
brj-24039	280	43	and	and	CCONJ
brj-24039	280	44	milad	milad	NOUN
brj-24039	280	45	,	,	PUNCT
brj-24039	280	46	a.	a.	NOUN
brj-24039	280	47	(	(	PUNCT
brj-24039	280	48	2021	2021	NUM
brj-24039	280	49	)	)	PUNCT
brj-24039	280	50	.	.	PUNCT
brj-24039	281	1	“	"	PUNCT
brj-24039	281	2	artificial	artificial	ADJ
brj-24039	281	3	neural	neural	ADJ
brj-24039	281	4	networks	network	NOUN
brj-24039	281	5	based	base	VERB
brj-24039	281	6	optimization	optimization	NOUN
brj-24039	281	7	techniques	technique	NOUN
brj-24039	281	8	:	:	PUNCT
brj-24039	281	9	a	a	DET
brj-24039	281	10	review	review	NOUN
brj-24039	281	11	,	,	PUNCT
brj-24039	281	12	”	"	PUNCT
brj-24039	281	13	electronics	electronics	NOUN
brj-24039	281	14	10(21	10(21	NUM
brj-24039	281	15	)	)	PUNCT
brj-24039	281	16	,	,	PUNCT
brj-24039	281	17	article	article	NOUN
brj-24039	281	18	2689	2689	NUM
brj-24039	281	19	.	.	PUNCT
brj-24039	282	1	doi	doi	NOUN
brj-24039	282	2	:	:	PUNCT
brj-24039	282	3	10.3390	10.3390	NUM
brj-24039	282	4	/	/	SYM
brj-24039	282	5	electronics10212689	electronics10212689	NOUN
brj-24039	282	6	abnoosian	abnoosian	NOUN
brj-24039	282	7	,	,	PUNCT
brj-24039	282	8	k.	k.	PROPN
brj-24039	282	9	,	,	PUNCT
brj-24039	282	10	farnoosh	farnoosh	PROPN
brj-24039	282	11	,	,	PUNCT
brj-24039	282	12	r.	r.	PROPN
brj-24039	282	13	,	,	PUNCT
brj-24039	282	14	and	and	CCONJ
brj-24039	282	15	behzadi	behzadi	NOUN
brj-24039	282	16	,	,	PUNCT
brj-24039	282	17	m.	m.	NOUN
brj-24039	282	18	h.	h.	PROPN
brj-24039	282	19	(	(	PUNCT
brj-24039	282	20	2023	2023	NUM
brj-24039	282	21	)	)	PUNCT
brj-24039	282	22	.	.	PUNCT
brj-24039	283	1	“	"	PUNCT
brj-24039	283	2	prediction	prediction	NOUN
brj-24039	283	3	of	of	ADP
brj-24039	283	4	diabetes	diabetes	NOUN
brj-24039	283	5	disease	disease	NOUN
brj-24039	283	6	using	use	VERB
brj-24039	283	7	an	an	DET
brj-24039	283	8	ensemble	ensemble	NOUN
brj-24039	283	9	of	of	ADP
brj-24039	283	10	machine	machine	NOUN
brj-24039	283	11	learning	learn	VERB
brj-24039	283	12	multi	multi	ADJ
brj-24039	283	13	-	-	ADJ
brj-24039	283	14	classifier	classifier	ADJ
brj-24039	283	15	models	model	NOUN
brj-24039	283	16	,	,	PUNCT
brj-24039	283	17	”	"	PUNCT
brj-24039	283	18	bmc	bmc	ADJ
brj-24039	283	19	bioinformatics	bioinformatics	NOUN
brj-24039	283	20	24(1	24(1	NOUN
brj-24039	283	21	)	)	PUNCT
brj-24039	283	22	,	,	PUNCT
brj-24039	283	23	article	article	NOUN
brj-24039	283	24	337	337	NUM
brj-24039	283	25	.	.	PUNCT
brj-24039	284	1	doi	doi	NOUN
brj-24039	284	2	:	:	PUNCT
brj-24039	284	3	10.1186	10.1186	NUM
brj-24039	284	4	/	/	SYM
brj-24039	284	5	s12859	s12859	NOUN
brj-24039	284	6	-	-	PUNCT
brj-24039	284	7	023	023	NUM
brj-24039	284	8	-	-	PUNCT
brj-24039	284	9	05465	05465	NUM
brj-24039	284	10	-	-	PUNCT
brj-24039	284	11	z	z	NOUN
brj-24039	284	12	al	al	PROPN
brj-24039	284	13	-	-	PUNCT
brj-24039	284	14	quraishi	quraishi	PROPN
brj-24039	284	15	,	,	PUNCT
brj-24039	284	16	k.	k.	PROPN
brj-24039	284	17	k.	k.	PROPN
brj-24039	284	18	,	,	PUNCT
brj-24039	284	19	he	he	PRON
brj-24039	284	20	,	,	PUNCT
brj-24039	284	21	q.	q.	PROPN
brj-24039	284	22	,	,	PUNCT
brj-24039	284	23	kauppila	kauppila	PROPN
brj-24039	284	24	,	,	PUNCT
brj-24039	284	25	w.	w.	PROPN
brj-24039	284	26	,	,	PUNCT
brj-24039	284	27	wang	wang	PROPN
brj-24039	284	28	,	,	PUNCT
brj-24039	284	29	m.	m.	NOUN
brj-24039	284	30	,	,	PUNCT
brj-24039	284	31	and	and	CCONJ
brj-24039	284	32	yang	yang	PROPN
brj-24039	284	33	,	,	PUNCT
brj-24039	284	34	y.	y.	PROPN
brj-24039	284	35	(	(	PUNCT
brj-24039	284	36	2020	2020	NUM
brj-24039	284	37	)	)	PUNCT
brj-24039	284	38	.	.	PUNCT
brj-24039	285	1	“	"	PUNCT
brj-24039	285	2	mechanical	mechanical	ADJ
brj-24039	285	3	testing	testing	NOUN
brj-24039	285	4	of	of	ADP
brj-24039	285	5	two	two	NUM
brj-24039	285	6	-	-	PUNCT
brj-24039	285	7	dimensional	dimensional	ADJ
brj-24039	285	8	materials	material	NOUN
brj-24039	285	9	:	:	PUNCT
brj-24039	285	10	a	a	DET
brj-24039	285	11	brief	brief	ADJ
brj-24039	285	12	review	review	NOUN
brj-24039	285	13	,	,	PUNCT
brj-24039	285	14	”	"	PUNCT
brj-24039	285	15	international	international	ADJ
brj-24039	285	16	journal	journal	NOUN
brj-24039	285	17	of	of	ADP
brj-24039	285	18	smart	smart	ADJ
brj-24039	285	19	and	and	CCONJ
brj-24039	285	20	nano	nano	NOUN
brj-24039	285	21	materials	material	NOUN
brj-24039	285	22	11(3	11(3	NUM
brj-24039	285	23	)	)	PUNCT
brj-24039	285	24	,	,	PUNCT
brj-24039	285	25	207	207	NUM
brj-24039	285	26	-	-	SYM
brj-24039	285	27	246	246	NUM
brj-24039	285	28	.	.	PUNCT
brj-24039	286	1	doi	doi	NOUN
brj-24039	286	2	:	:	PUNCT
brj-24039	286	3	10.1080/19475411.2020.1791276	10.1080/19475411.2020.1791276	NUM
brj-24039	286	4	alli	alli	PROPN
brj-24039	286	5	,	,	PUNCT
brj-24039	286	6	y.	y.	PROPN
brj-24039	286	7	a.	a.	PROPN
brj-24039	286	8	,	,	PUNCT
brj-24039	286	9	anuar	anuar	PROPN
brj-24039	286	10	,	,	PUNCT
brj-24039	286	11	h.	h.	PROPN
brj-24039	286	12	,	,	PUNCT
brj-24039	286	13	manshor	manshor	PROPN
brj-24039	286	14	,	,	PUNCT
brj-24039	286	15	m.	m.	PROPN
brj-24039	286	16	r.	r.	PROPN
brj-24039	286	17	,	,	PUNCT
brj-24039	286	18	okafor	okafor	PROPN
brj-24039	286	19	,	,	PUNCT
brj-24039	286	20	c.	c.	PROPN
brj-24039	286	21	e.	e.	PROPN
brj-24039	286	22	,	,	PUNCT
brj-24039	286	23	kamarulzaman	kamarulzaman	PROPN
brj-24039	286	24	,	,	PUNCT
brj-24039	286	25	a.	a.	PROPN
brj-24039	286	26	f.	f.	PROPN
brj-24039	286	27	,	,	PUNCT
brj-24039	286	28	akçakale	akçakale	NOUN
brj-24039	286	29	,	,	PUNCT
brj-24039	286	30	n.	n.	NOUN
brj-24039	286	31	,	,	PUNCT
brj-24039	286	32	nazeri	nazeri	PROPN
brj-24039	286	33	,	,	PUNCT
brj-24039	286	34	f.	f.	PROPN
brj-24039	286	35	n.	n.	PROPN
brj-24039	286	36	m.	m.	PROPN
brj-24039	286	37	,	,	PUNCT
brj-24039	286	38	bodaghi	bodaghi	PROPN
brj-24039	286	39	,	,	PUNCT
brj-24039	286	40	m.	m.	NOUN
brj-24039	286	41	,	,	PUNCT
brj-24039	286	42	suhr	suhr	PROPN
brj-24039	286	43	,	,	PUNCT
brj-24039	286	44	j.	j.	PROPN
brj-24039	286	45	,	,	PUNCT
brj-24039	286	46	and	and	CCONJ
brj-24039	286	47	nasir	nasir	PROPN
brj-24039	286	48	,	,	PUNCT
brj-24039	286	49	n.	n.	PROPN
brj-24039	286	50	a.	a.	NOUN
brj-24039	286	51	m.	m.	NOUN
brj-24039	286	52	(	(	PUNCT
brj-24039	286	53	2024	2024	NUM
brj-24039	286	54	)	)	PUNCT
brj-24039	286	55	.	.	PUNCT
brj-24039	287	1	“	"	PUNCT
brj-24039	287	2	optimization	optimization	NOUN
brj-24039	287	3	of	of	ADP
brj-24039	287	4	4d/3d	4d/3d	NUM
brj-24039	287	5	printing	print	VERB
brj-24039	287	6	via	via	ADP
brj-24039	287	7	machine	machine	NOUN
brj-24039	287	8	learning	learning	NOUN
brj-24039	287	9	:	:	PUNCT
brj-24039	287	10	a	a	DET
brj-24039	287	11	systematic	systematic	ADJ
brj-24039	287	12	review	review	NOUN
brj-24039	287	13	,	,	PUNCT
brj-24039	287	14	”	"	PUNCT
brj-24039	287	15	hybrid	hybrid	ADJ
brj-24039	287	16	advances	advance	NOUN
brj-24039	287	17	,	,	PUNCT
brj-24039	287	18	article	article	NOUN
brj-24039	287	19	i	i	PROPN
brj-24039	287	20	d	d	PROPN
brj-24039	287	21	100242	100242	NUM
brj-24039	287	22	.	.	PUNCT
brj-24039	288	1	doi	doi	NOUN
brj-24039	288	2	:	:	PUNCT
brj-24039	288	3	10.1016	10.1016	NUM
brj-24039	288	4	/	/	SYM
brj-24039	288	5	j.hybadv.2024.100242	j.hybadv.2024.100242	PROPN
brj-24039	288	6	https://doi.org/10.3390/electronics10212689	https://doi.org/10.3390/electronics10212689	PROPN
brj-24039	288	7	https://doi.org/10.1080/19475411.2020.1791276	https://doi.org/10.1080/19475411.2020.1791276	PROPN
brj-24039	288	8	https://doi.org/10.1016/j.hybadv.2024.100242	https://doi.org/10.1016/j.hybadv.2024.100242	PROPN
brj-24039	288	9	peer	peer	NOUN
brj-24039	288	10	-	-	PUNCT
brj-24039	288	11	reviewed	review	VERB
brj-24039	288	12	review	review	NOUN
brj-24039	288	13	article	article	NOUN
brj-24039	288	14	bioresources.cnr.ncsu.edu	bioresources.cnr.ncsu.edu	ADP
brj-24039	288	15	palanisamy	palanisamy	PROPN
brj-24039	288	16	et	et	PROPN
brj-24039	288	17	al	al	PROPN
brj-24039	288	18	.	.	PROPN
brj-24039	289	1	(	(	PUNCT
brj-24039	289	2	2025	2025	NUM
brj-24039	289	3	)	)	PUNCT
brj-24039	289	4	.	.	PUNCT
brj-24039	290	1	“	"	PUNCT
brj-24039	290	2	computers	computer	NOUN
brj-24039	290	3	&	&	CCONJ
brj-24039	290	4	composites	composite	NOUN
brj-24039	290	5	,	,	PUNCT
brj-24039	290	6	”	"	PUNCT
brj-24039	290	7	bioresources	bioresource	VERB
brj-24039	290	8	20(1	20(1	NUM
brj-24039	290	9	)	)	PUNCT
brj-24039	290	10	,	,	PUNCT
brj-24039	290	11	2321	2321	NUM
brj-24039	290	12	-	-	SYM
brj-24039	290	13	2345	2345	NUM
brj-24039	290	14	.	.	PUNCT
brj-24039	291	1	2337	2337	NUM
brj-24039	291	2	asim	asim	NOUN
brj-24039	291	3	,	,	PUNCT
brj-24039	291	4	m.	m.	NOUN
brj-24039	291	5	,	,	PUNCT
brj-24039	291	6	saba	saba	PROPN
brj-24039	291	7	,	,	PUNCT
brj-24039	291	8	n.	n.	PROPN
brj-24039	291	9	,	,	PUNCT
brj-24039	291	10	jawaid	jawaid	PROPN
brj-24039	291	11	,	,	PUNCT
brj-24039	291	12	m.	m.	NOUN
brj-24039	291	13	,	,	PUNCT
brj-24039	291	14	and	and	CCONJ
brj-24039	291	15	nasir	nasir	PROPN
brj-24039	291	16	,	,	PUNCT
brj-24039	291	17	m.	m.	NOUN
brj-24039	291	18	(	(	PUNCT
brj-24039	291	19	2018	2018	NUM
brj-24039	291	20	)	)	PUNCT
brj-24039	291	21	.	.	PUNCT
brj-24039	292	1	“	"	PUNCT
brj-24039	292	2	potential	potential	NOUN
brj-24039	292	3	of	of	ADP
brj-24039	292	4	natural	natural	ADJ
brj-24039	292	5	fiber	fiber	NOUN
brj-24039	292	6	/	/	SYM
brj-24039	292	7	biomass	biomass	NOUN
brj-24039	292	8	filler	filler	NOUN
brj-24039	292	9	-	-	PUNCT
brj-24039	292	10	reinforced	reinforce	VERB
brj-24039	292	11	polymer	polymer	NOUN
brj-24039	292	12	composites	composite	NOUN
brj-24039	292	13	in	in	ADP
brj-24039	292	14	aerospace	aerospace	NOUN
brj-24039	292	15	applications	application	NOUN
brj-24039	292	16	,	,	PUNCT
brj-24039	292	17	”	"	PUNCT
brj-24039	292	18	in	in	ADP
brj-24039	292	19	:	:	PUNCT
brj-24039	292	20	sustainable	sustainable	ADJ
brj-24039	292	21	composites	composite	NOUN
brj-24039	292	22	for	for	ADP
brj-24039	292	23	aerospace	aerospace	NOUN
brj-24039	292	24	applications	application	NOUN
brj-24039	292	25	,	,	PUNCT
brj-24039	292	26	m.	m.	NOUN
brj-24039	292	27	jawaid	jawaid	PROPN
brj-24039	292	28	,	,	PUNCT
brj-24039	292	29	and	and	CCONJ
brj-24039	292	30	m.	m.	NOUN
brj-24039	292	31	thariq	thariq	NOUN
brj-24039	292	32	(	(	PUNCT
brj-24039	292	33	eds	ed	NOUN
brj-24039	292	34	.	.	PUNCT
brj-24039	292	35	)	)	PUNCT
brj-24039	292	36	,	,	PUNCT
brj-24039	292	37	woodhead	woodhead	NOUN
brj-24039	292	38	publishing	publishing	NOUN
brj-24039	292	39	,	,	PUNCT
brj-24039	292	40	sawston	sawston	PROPN
brj-24039	292	41	,	,	PUNCT
brj-24039	292	42	uk	uk	PROPN
brj-24039	292	43	,	,	PUNCT
brj-24039	292	44	pp	pp	X
brj-24039	292	45	.	.	PUNCT
brj-24039	293	1	253–268	253–268	NUM
brj-24039	293	2	.	.	PUNCT
brj-24039	294	1	doi	doi	NOUN
brj-24039	294	2	:	:	PUNCT
brj-24039	294	3	10.1016	10.1016	NUM
brj-24039	294	4	/	/	SYM
brj-24039	294	5	b978	b978	NUM
brj-24039	294	6	-	-	PUNCT
brj-24039	294	7	0	0	NUM
brj-24039	294	8	-	-	PUNCT
brj-24039	294	9	08	08	NUM
brj-24039	294	10	-	-	PUNCT
brj-24039	294	11	102131	102131	NUM
brj-24039	294	12	-	-	PUNCT
brj-24039	294	13	6.00012	6.00012	NUM
brj-24039	294	14	-	-	PUNCT
brj-24039	294	15	8	8	NUM
brj-24039	294	16	aye	aye	NOUN
brj-24039	294	17	,	,	PUNCT
brj-24039	294	18	s.	s.	PROPN
brj-24039	294	19	a.	a.	PROPN
brj-24039	294	20	,	,	PUNCT
brj-24039	294	21	and	and	CCONJ
brj-24039	294	22	heyns	heyn	VERB
brj-24039	294	23	,	,	PUNCT
brj-24039	294	24	p.	p.	PROPN
brj-24039	294	25	s.	s.	PROPN
brj-24039	294	26	(	(	PUNCT
brj-24039	294	27	2017	2017	NUM
brj-24039	294	28	)	)	PUNCT
brj-24039	294	29	.	.	PUNCT
brj-24039	295	1	“	"	PUNCT
brj-24039	295	2	an	an	DET
brj-24039	295	3	integrated	integrated	ADJ
brj-24039	295	4	gaussian	gaussian	ADJ
brj-24039	295	5	process	process	NOUN
brj-24039	295	6	regression	regression	NOUN
brj-24039	295	7	for	for	ADP
brj-24039	295	8	prediction	prediction	NOUN
brj-24039	295	9	of	of	ADP
brj-24039	295	10	remaining	remain	VERB
brj-24039	295	11	useful	useful	ADJ
brj-24039	295	12	life	life	NOUN
brj-24039	295	13	of	of	ADP
brj-24039	295	14	slow	slow	ADJ
brj-24039	295	15	speed	speed	NOUN
brj-24039	295	16	bearings	bearing	NOUN
brj-24039	295	17	based	base	VERB
brj-24039	295	18	on	on	ADP
brj-24039	295	19	acoustic	acoustic	ADJ
brj-24039	295	20	emission	emission	NOUN
brj-24039	295	21	,	,	PUNCT
brj-24039	295	22	”	"	PUNCT
brj-24039	295	23	mechanical	mechanical	ADJ
brj-24039	295	24	systems	system	NOUN
brj-24039	295	25	and	and	CCONJ
brj-24039	295	26	signal	signal	NOUN
brj-24039	295	27	processing	processing	NOUN
brj-24039	295	28	84	84	NUM
brj-24039	295	29	,	,	PUNCT
brj-24039	295	30	485	485	NUM
brj-24039	295	31	-	-	SYM
brj-24039	295	32	498	498	NUM
brj-24039	295	33	.	.	PUNCT
brj-24039	296	1	doi	doi	NOUN
brj-24039	296	2	:	:	PUNCT
brj-24039	296	3	10.1016	10.1016	NUM
brj-24039	296	4	/	/	SYM
brj-24039	296	5	j.ymssp.2016.07.039	j.ymssp.2016.07.039	PROPN
brj-24039	296	6	ayrilmis	ayrilmis	NOUN
brj-24039	296	7	,	,	PUNCT
brj-24039	296	8	n.	n.	NOUN
brj-24039	296	9	,	,	PUNCT
brj-24039	296	10	kanat	kanat	NOUN
brj-24039	296	11	,	,	PUNCT
brj-24039	296	12	g.	g.	PROPN
brj-24039	296	13	,	,	PUNCT
brj-24039	296	14	yildiz	yildiz	PROPN
brj-24039	296	15	avsar	avsar	PROPN
brj-24039	296	16	,	,	PUNCT
brj-24039	296	17	e.	e.	PROPN
brj-24039	296	18	,	,	PUNCT
brj-24039	296	19	palanisamy	palanisamy	PROPN
brj-24039	296	20	,	,	PUNCT
brj-24039	296	21	s.	s.	PROPN
brj-24039	296	22	,	,	PUNCT
brj-24039	296	23	and	and	CCONJ
brj-24039	296	24	ashori	ashori	PROPN
brj-24039	296	25	,	,	PUNCT
brj-24039	296	26	a.	a.	NOUN
brj-24039	296	27	(	(	PUNCT
brj-24039	296	28	2024	2024	NUM
brj-24039	296	29	)	)	PUNCT
brj-24039	296	30	.	.	PUNCT
brj-24039	297	1	“	"	PUNCT
brj-24039	297	2	utilizing	utilize	VERB
brj-24039	297	3	waste	waste	NOUN
brj-24039	297	4	manhole	manhole	NOUN
brj-24039	297	5	covers	cover	NOUN
brj-24039	297	6	and	and	CCONJ
brj-24039	297	7	fibreboard	fibreboard	NOUN
brj-24039	297	8	as	as	ADP
brj-24039	297	9	reinforcing	reinforce	VERB
brj-24039	297	10	fillers	filler	NOUN
brj-24039	297	11	for	for	ADP
brj-24039	297	12	thermoplastic	thermoplastic	ADJ
brj-24039	297	13	composites	composite	NOUN
brj-24039	297	14	,	,	PUNCT
brj-24039	297	15	”	"	PUNCT
brj-24039	297	16	journal	journal	NOUN
brj-24039	297	17	of	of	ADP
brj-24039	297	18	reinforced	reinforce	VERB
brj-24039	297	19	plastics	plastic	NOUN
brj-24039	297	20	and	and	CCONJ
brj-24039	297	21	composites	composite	NOUN
brj-24039	297	22	,	,	PUNCT
brj-24039	297	23	early	early	ADJ
brj-24039	297	24	access	access	NOUN
brj-24039	297	25	.	.	PUNCT
brj-24039	298	1	article	article	NOUN
brj-24039	298	2	i	i	PROPN
brj-24039	298	3	d	d	PROPN
brj-24039	298	4	07316844241238507	07316844241238507	NUM
brj-24039	298	5	.	.	PUNCT
brj-24039	299	1	doi	doi	PROPN
brj-24039	299	2	:	:	PUNCT
brj-24039	299	3	10.1177/07316844241238507	10.1177/07316844241238507	NUM
brj-24039	299	4	azevedo	azevedo	PROPN
brj-24039	299	5	,	,	PUNCT
brj-24039	299	6	b.	b.	PROPN
brj-24039	299	7	f.	f.	PROPN
brj-24039	299	8	,	,	PUNCT
brj-24039	299	9	rocha	rocha	PROPN
brj-24039	299	10	,	,	PUNCT
brj-24039	299	11	a.	a.	PROPN
brj-24039	299	12	m.	m.	PROPN
brj-24039	299	13	a.	a.	PROPN
brj-24039	299	14	c.	c.	PROPN
brj-24039	299	15	,	,	PUNCT
brj-24039	299	16	and	and	CCONJ
brj-24039	299	17	pereira	pereira	PROPN
brj-24039	299	18	,	,	PUNCT
brj-24039	299	19	a.	a.	PROPN
brj-24039	299	20	i.	i.	PROPN
brj-24039	299	21	(	(	PUNCT
brj-24039	299	22	2024	2024	NUM
brj-24039	299	23	)	)	PUNCT
brj-24039	299	24	.	.	PUNCT
brj-24039	300	1	“	"	PUNCT
brj-24039	300	2	hybrid	hybrid	ADJ
brj-24039	300	3	approaches	approach	NOUN
brj-24039	300	4	to	to	ADP
brj-24039	300	5	optimization	optimization	NOUN
brj-24039	300	6	and	and	CCONJ
brj-24039	300	7	machine	machine	NOUN
brj-24039	300	8	learning	learning	NOUN
brj-24039	300	9	methods	method	NOUN
brj-24039	300	10	:	:	PUNCT
brj-24039	300	11	a	a	DET
brj-24039	300	12	systematic	systematic	ADJ
brj-24039	300	13	literature	literature	NOUN
brj-24039	300	14	review	review	NOUN
brj-24039	300	15	,	,	PUNCT
brj-24039	300	16	”	"	PUNCT
brj-24039	300	17	machine	machine	NOUN
brj-24039	300	18	learning	learn	VERB
brj-24039	300	19	113	113	NUM
brj-24039	300	20	,	,	PUNCT
brj-24039	300	21	1	1	NUM
brj-24039	300	22	-	-	SYM
brj-24039	300	23	43	43	NUM
brj-24039	300	24	.	.	PUNCT
brj-24039	301	1	doi	doi	NOUN
brj-24039	301	2	:	:	PUNCT
brj-24039	301	3	10.1007	10.1007	NUM
brj-24039	301	4	/	/	SYM
brj-24039	301	5	s10994	s10994	VERB
brj-24039	301	6	-	-	PUNCT
brj-24039	301	7	023	023	NUM
brj-24039	301	8	-	-	PUNCT
brj-24039	301	9	06467	06467	NUM
brj-24039	301	10	-	-	PUNCT
brj-24039	301	11	x	x	SYM
brj-24039	301	12	bhadra	bhadra	PROPN
brj-24039	301	13	,	,	PUNCT
brj-24039	301	14	p.	p.	PROPN
brj-24039	301	15	,	,	PUNCT
brj-24039	301	16	chakraborty	chakraborty	PROPN
brj-24039	301	17	,	,	PUNCT
brj-24039	301	18	s.	s.	PROPN
brj-24039	301	19	,	,	PUNCT
brj-24039	301	20	and	and	CCONJ
brj-24039	301	21	saha	saha	PROPN
brj-24039	301	22	,	,	PUNCT
brj-24039	301	23	s.	s.	PROPN
brj-24039	301	24	(	(	PUNCT
brj-24039	301	25	2023	2023	NUM
brj-24039	301	26	)	)	PUNCT
brj-24039	301	27	.	.	PUNCT
brj-24039	302	1	“	"	PUNCT
brj-24039	302	2	cognitive	cognitive	ADJ
brj-24039	302	3	iot	iot	NOUN
brj-24039	302	4	meets	meet	VERB
brj-24039	302	5	robotic	robotic	ADJ
brj-24039	302	6	process	process	NOUN
brj-24039	302	7	automation	automation	NOUN
brj-24039	302	8	:	:	PUNCT
brj-24039	302	9	the	the	DET
brj-24039	302	10	unique	unique	ADJ
brj-24039	302	11	convergence	convergence	NOUN
brj-24039	302	12	revolutionizing	revolutionize	VERB
brj-24039	302	13	digital	digital	ADJ
brj-24039	302	14	transformation	transformation	NOUN
brj-24039	302	15	in	in	ADP
brj-24039	302	16	the	the	DET
brj-24039	302	17	industry	industry	NOUN
brj-24039	302	18	4.0	4.0	NUM
brj-24039	302	19	era	era	NOUN
brj-24039	302	20	,	,	PUNCT
brj-24039	302	21	”	"	PUNCT
brj-24039	302	22	in	in	ADP
brj-24039	302	23	:	:	PUNCT
brj-24039	302	24	confluence	confluence	NOUN
brj-24039	302	25	of	of	ADP
brj-24039	302	26	artificial	artificial	ADJ
brj-24039	302	27	intelligence	intelligence	NOUN
brj-24039	302	28	and	and	CCONJ
brj-24039	302	29	robotic	robotic	ADJ
brj-24039	302	30	process	process	NOUN
brj-24039	302	31	automation	automation	NOUN
brj-24039	302	32	,	,	PUNCT
brj-24039	302	33	vol	vol	NOUN
brj-24039	302	34	.	.	PROPN
brj-24039	302	35	335	335	NUM
brj-24039	302	36	,	,	PUNCT
brj-24039	302	37	springer	springer	NOUN
brj-24039	302	38	,	,	PUNCT
brj-24039	302	39	singapore	singapore	PROPN
brj-24039	302	40	,	,	PUNCT
brj-24039	302	41	pp	pp	ADJ
brj-24039	302	42	.	.	PUNCT
brj-24039	303	1	355	355	NUM
brj-24039	303	2	-	-	SYM
brj-24039	303	3	388	388	NUM
brj-24039	303	4	.	.	PUNCT
brj-24039	304	1	doi	doi	NOUN
brj-24039	304	2	:	:	PUNCT
brj-24039	304	3	10.1007/978	10.1007/978	NUM
brj-24039	304	4	-	-	SYM
brj-24039	304	5	981	981	NUM
brj-24039	304	6	-	-	PUNCT
brj-24039	304	7	198296	198296	NUM
brj-24039	304	8	-	-	SYM
brj-24039	304	9	5_15	5_15	NUM
brj-24039	304	10	bishara	bishara	NOUN
brj-24039	304	11	,	,	PUNCT
brj-24039	304	12	d.	d.	PROPN
brj-24039	304	13	,	,	PUNCT
brj-24039	304	14	xie	xie	PROPN
brj-24039	304	15	,	,	PUNCT
brj-24039	304	16	y.	y.	PROPN
brj-24039	304	17	,	,	PUNCT
brj-24039	304	18	liu	liu	PROPN
brj-24039	304	19	,	,	PUNCT
brj-24039	304	20	w.	w.	PROPN
brj-24039	304	21	k.	k.	PROPN
brj-24039	304	22	,	,	PUNCT
brj-24039	304	23	and	and	CCONJ
brj-24039	304	24	li	li	PROPN
brj-24039	304	25	,	,	PUNCT
brj-24039	304	26	s.	s.	PROPN
brj-24039	304	27	(	(	PUNCT
brj-24039	304	28	2023	2023	NUM
brj-24039	304	29	)	)	PUNCT
brj-24039	304	30	.	.	PUNCT
brj-24039	305	1	“	"	PUNCT
brj-24039	305	2	a	a	DET
brj-24039	305	3	state	state	NOUN
brj-24039	305	4	-	-	PUNCT
brj-24039	305	5	of	of	ADP
brj-24039	305	6	-	-	PUNCT
brj-24039	305	7	the	the	DET
brj-24039	305	8	-	-	PUNCT
brj-24039	305	9	art	art	NOUN
brj-24039	305	10	review	review	NOUN
brj-24039	305	11	on	on	ADP
brj-24039	305	12	machine	machine	NOUN
brj-24039	305	13	learning	learning	NOUN
brj-24039	305	14	-	-	PUNCT
brj-24039	305	15	based	base	VERB
brj-24039	305	16	multiscale	multiscale	PROPN
brj-24039	305	17	modeling	modeling	NOUN
brj-24039	305	18	,	,	PUNCT
brj-24039	305	19	simulation	simulation	NOUN
brj-24039	305	20	,	,	PUNCT
brj-24039	305	21	homogenization	homogenization	NOUN
brj-24039	305	22	and	and	CCONJ
brj-24039	305	23	design	design	NOUN
brj-24039	305	24	of	of	ADP
brj-24039	305	25	materials	material	NOUN
brj-24039	305	26	,	,	PUNCT
brj-24039	305	27	”	"	PUNCT
brj-24039	305	28	archives	archive	NOUN
brj-24039	305	29	of	of	ADP
brj-24039	305	30	computational	computational	ADJ
brj-24039	305	31	methods	method	NOUN
brj-24039	305	32	in	in	ADP
brj-24039	305	33	engineering	engineering	NOUN
brj-24039	305	34	30(1	30(1	NUM
brj-24039	305	35	)	)	PUNCT
brj-24039	305	36	,	,	PUNCT
brj-24039	305	37	191	191	NUM
brj-24039	305	38	-	-	SYM
brj-24039	305	39	222	222	NUM
brj-24039	305	40	.	.	PUNCT
brj-24039	306	1	doi	doi	NOUN
brj-24039	306	2	:	:	PUNCT
brj-24039	306	3	10.1007	10.1007	NUM
brj-24039	306	4	/	/	SYM
brj-24039	306	5	s11831	s11831	NOUN
brj-24039	306	6	-	-	PUNCT
brj-24039	306	7	022	022	NUM
brj-24039	306	8	-	-	PUNCT
brj-24039	306	9	09795	09795	NUM
brj-24039	306	10	-	-	SYM
brj-24039	306	11	8	8	NUM
brj-24039	306	12	bongomin	bongomin	NOUN
brj-24039	306	13	,	,	PUNCT
brj-24039	306	14	o.	o.	NOUN
brj-24039	306	15	,	,	PUNCT
brj-24039	306	16	nzila	nzila	PROPN
brj-24039	306	17	,	,	PUNCT
brj-24039	306	18	c.	c.	PROPN
brj-24039	306	19	,	,	PUNCT
brj-24039	306	20	mwasiagi	mwasiagi	PROPN
brj-24039	306	21	,	,	PUNCT
brj-24039	306	22	j.	j.	PROPN
brj-24039	306	23	i.	i.	PROPN
brj-24039	306	24	,	,	PUNCT
brj-24039	306	25	and	and	CCONJ
brj-24039	306	26	maube	maube	ADJ
brj-24039	306	27	,	,	PUNCT
brj-24039	306	28	o.	o.	INTJ
brj-24039	306	29	(	(	PUNCT
brj-24039	306	30	2024	2024	NUM
brj-24039	306	31	)	)	PUNCT
brj-24039	306	32	.	.	PUNCT
brj-24039	307	1	“	"	PUNCT
brj-24039	307	2	exploring	explore	VERB
brj-24039	307	3	insights	insight	NOUN
brj-24039	307	4	in	in	ADP
brj-24039	307	5	biomass	biomass	NOUN
brj-24039	307	6	and	and	CCONJ
brj-24039	307	7	waste	waste	NOUN
brj-24039	307	8	gasification	gasification	NOUN
brj-24039	307	9	via	via	ADP
brj-24039	307	10	ensemble	ensemble	ADJ
brj-24039	307	11	machine	machine	NOUN
brj-24039	307	12	learning	learning	NOUN
brj-24039	307	13	models	model	NOUN
brj-24039	307	14	and	and	CCONJ
brj-24039	307	15	interpretability	interpretability	NOUN
brj-24039	307	16	techniques	technique	NOUN
brj-24039	307	17	,	,	PUNCT
brj-24039	307	18	”	"	PUNCT
brj-24039	307	19	international	international	ADJ
brj-24039	307	20	journal	journal	NOUN
brj-24039	307	21	of	of	ADP
brj-24039	307	22	energy	energy	NOUN
brj-24039	307	23	research	research	NOUN
brj-24039	307	24	2024(1	2024(1	NOUN
brj-24039	307	25	)	)	PUNCT
brj-24039	307	26	,	,	PUNCT
brj-24039	307	27	article	article	NOUN
brj-24039	307	28	i	i	PROPN
brj-24039	307	29	d	d	PROPN
brj-24039	307	30	6087208	6087208	NUM
brj-24039	307	31	.	.	PUNCT
brj-24039	308	1	doi	doi	NOUN
brj-24039	308	2	:	:	PUNCT
brj-24039	308	3	10.1155/2024/6087208	10.1155/2024/6087208	NUM
brj-24039	308	4	carvalho	carvalho	NOUN
brj-24039	308	5	,	,	PUNCT
brj-24039	308	6	d.	d.	PROPN
brj-24039	308	7	v	v	PROPN
brj-24039	308	8	,	,	PUNCT
brj-24039	308	9	pereira	pereira	PROPN
brj-24039	308	10	,	,	PUNCT
brj-24039	308	11	e.	e.	PROPN
brj-24039	308	12	m.	m.	PROPN
brj-24039	308	13	,	,	PUNCT
brj-24039	308	14	and	and	CCONJ
brj-24039	308	15	cardoso	cardoso	PROPN
brj-24039	308	16	,	,	PUNCT
brj-24039	308	17	j.	j.	PROPN
brj-24039	308	18	s.	s.	PROPN
brj-24039	308	19	(	(	PUNCT
brj-24039	308	20	2019	2019	NUM
brj-24039	308	21	)	)	PUNCT
brj-24039	308	22	.	.	PUNCT
brj-24039	309	1	“	"	PUNCT
brj-24039	309	2	machine	machine	NOUN
brj-24039	309	3	learning	learn	VERB
brj-24039	309	4	interpretability	interpretability	NOUN
brj-24039	309	5	:	:	PUNCT
brj-24039	309	6	a	a	DET
brj-24039	309	7	survey	survey	NOUN
brj-24039	309	8	on	on	ADP
brj-24039	309	9	methods	method	NOUN
brj-24039	309	10	and	and	CCONJ
brj-24039	309	11	metrics	metric	NOUN
brj-24039	309	12	,	,	PUNCT
brj-24039	309	13	”	"	PUNCT
brj-24039	309	14	electronics	electronic	NOUN
brj-24039	309	15	8(8	8(8	NUM
brj-24039	309	16	)	)	PUNCT
brj-24039	309	17	,	,	PUNCT
brj-24039	309	18	article	article	NOUN
brj-24039	309	19	832	832	NUM
brj-24039	309	20	.	.	PUNCT
brj-24039	309	21	doi	doi	NOUN
brj-24039	309	22	:	:	PUNCT
brj-24039	309	23	10.3390	10.3390	NUM
brj-24039	309	24	/	/	SYM
brj-24039	309	25	electronics8080832	electronics8080832	NOUN
brj-24039	309	26	chinchanikar	chinchanikar	NOUN
brj-24039	309	27	,	,	PUNCT
brj-24039	309	28	s.	s.	PROPN
brj-24039	309	29	,	,	PUNCT
brj-24039	309	30	and	and	CCONJ
brj-24039	309	31	shaikh	shaikh	PROPN
brj-24039	309	32	,	,	PUNCT
brj-24039	309	33	a.	a.	NOUN
brj-24039	309	34	a.	a.	NOUN
brj-24039	309	35	(	(	PUNCT
brj-24039	309	36	2022	2022	NUM
brj-24039	309	37	)	)	PUNCT
brj-24039	309	38	.	.	PUNCT
brj-24039	310	1	“	"	PUNCT
brj-24039	310	2	a	a	DET
brj-24039	310	3	review	review	NOUN
brj-24039	310	4	on	on	ADP
brj-24039	310	5	machine	machine	NOUN
brj-24039	310	6	learning	learning	NOUN
brj-24039	310	7	,	,	PUNCT
brj-24039	310	8	big	big	ADJ
brj-24039	310	9	data	datum	NOUN
brj-24039	310	10	analytics	analytic	NOUN
brj-24039	310	11	,	,	PUNCT
brj-24039	310	12	and	and	CCONJ
brj-24039	310	13	design	design	VERB
brj-24039	310	14	for	for	ADP
brj-24039	310	15	additive	additive	ADJ
brj-24039	310	16	manufacturing	manufacturing	NOUN
brj-24039	310	17	for	for	ADP
brj-24039	310	18	aerospace	aerospace	NOUN
brj-24039	310	19	applications	application	NOUN
brj-24039	310	20	,	,	PUNCT
brj-24039	310	21	”	"	PUNCT
brj-24039	310	22	journal	journal	NOUN
brj-24039	310	23	of	of	ADP
brj-24039	310	24	materials	material	NOUN
brj-24039	310	25	engineering	engineering	NOUN
brj-24039	310	26	and	and	CCONJ
brj-24039	310	27	performance	performance	NOUN
brj-24039	310	28	31(8	31(8	NUM
brj-24039	310	29	)	)	PUNCT
brj-24039	310	30	,	,	PUNCT
brj-24039	310	31	6112	6112	NUM
brj-24039	310	32	-	-	SYM
brj-24039	310	33	6130	6130	NUM
brj-24039	310	34	.	.	PUNCT
brj-24039	311	1	doi	doi	NOUN
brj-24039	311	2	:	:	PUNCT
brj-24039	311	3	10.1007	10.1007	NUM
brj-24039	311	4	/	/	SYM
brj-24039	311	5	s11665022	s11665022	NOUN
brj-24039	311	6	-	-	PUNCT
brj-24039	311	7	07125	07125	NUM
brj-24039	311	8	-	-	PUNCT
brj-24039	311	9	4	4	NUM
brj-24039	311	10	diniță	diniță	NOUN
brj-24039	311	11	,	,	PUNCT
brj-24039	311	12	a.	a.	NOUN
brj-24039	311	13	,	,	PUNCT
brj-24039	311	14	ripeanu	ripeanu	PROPN
brj-24039	311	15	,	,	PUNCT
brj-24039	311	16	r.	r.	PROPN
brj-24039	311	17	g.	g.	PROPN
brj-24039	311	18	,	,	PUNCT
brj-24039	311	19	ilincă	ilincă	NOUN
brj-24039	311	20	,	,	PUNCT
brj-24039	311	21	c.	c.	PROPN
brj-24039	311	22	n.	n.	PROPN
brj-24039	311	23	,	,	PUNCT
brj-24039	311	24	cursaru	cursaru	PROPN
brj-24039	311	25	,	,	PUNCT
brj-24039	311	26	d.	d.	PROPN
brj-24039	311	27	,	,	PUNCT
brj-24039	311	28	matei	matei	PROPN
brj-24039	311	29	,	,	PUNCT
brj-24039	311	30	d.	d.	PROPN
brj-24039	311	31	,	,	PUNCT
brj-24039	311	32	naim	naim	PROPN
brj-24039	311	33	,	,	PUNCT
brj-24039	311	34	r.	r.	PROPN
brj-24039	311	35	i.	i.	PROPN
brj-24039	311	36	,	,	PUNCT
brj-24039	311	37	tănase	tănase	NOUN
brj-24039	311	38	,	,	PUNCT
brj-24039	311	39	m.	m.	NOUN
brj-24039	311	40	,	,	PUNCT
brj-24039	311	41	and	and	CCONJ
brj-24039	311	42	portoacă	portoacă	VERB
brj-24039	311	43	,	,	PUNCT
brj-24039	311	44	a.	a.	NOUN
brj-24039	311	45	i.	i.	PROPN
brj-24039	311	46	(	(	PUNCT
brj-24039	311	47	2023	2023	NUM
brj-24039	311	48	)	)	PUNCT
brj-24039	311	49	.	.	PUNCT
brj-24039	312	1	“	"	PUNCT
brj-24039	312	2	advancements	advancement	NOUN
brj-24039	312	3	in	in	ADP
brj-24039	312	4	fiber	fiber	NOUN
brj-24039	312	5	-	-	PUNCT
brj-24039	312	6	reinforced	reinforce	VERB
brj-24039	312	7	polymer	polymer	NOUN
brj-24039	312	8	composites	composite	NOUN
brj-24039	312	9	:	:	PUNCT
brj-24039	312	10	a	a	DET
brj-24039	312	11	comprehensive	comprehensive	ADJ
brj-24039	312	12	analysis	analysis	NOUN
brj-24039	312	13	,	,	PUNCT
brj-24039	312	14	”	"	PUNCT
brj-24039	312	15	polymers	polymer	NOUN
brj-24039	312	16	16(1	16(1	NUM
brj-24039	312	17	)	)	PUNCT
brj-24039	312	18	,	,	PUNCT
brj-24039	312	19	article	article	NOUN
brj-24039	312	20	2	2	NUM
brj-24039	312	21	.	.	PUNCT
brj-24039	312	22	doi	doi	NOUN
brj-24039	312	23	:	:	PUNCT
brj-24039	312	24	10.3390	10.3390	NUM
brj-24039	312	25	/	/	SYM
brj-24039	312	26	polym16010002	polym16010002	PROPN
brj-24039	312	27	falsafi	falsafi	PROPN
brj-24039	312	28	,	,	PUNCT
brj-24039	312	29	s.	s.	PROPN
brj-24039	312	30	r.	r.	PROPN
brj-24039	312	31	,	,	PUNCT
brj-24039	312	32	rostamabadi	rostamabadi	NOUN
brj-24039	312	33	,	,	PUNCT
brj-24039	312	34	h.	h.	PROPN
brj-24039	312	35	,	,	PUNCT
brj-24039	312	36	assadpour	assadpour	PROPN
brj-24039	312	37	,	,	PUNCT
brj-24039	312	38	e.	e.	PROPN
brj-24039	312	39	,	,	PUNCT
brj-24039	312	40	and	and	CCONJ
brj-24039	312	41	jafari	jafari	PROPN
brj-24039	312	42	,	,	PUNCT
brj-24039	312	43	s.	s.	PROPN
brj-24039	312	44	m.	m.	PROPN
brj-24039	312	45	(	(	PUNCT
brj-24039	312	46	2020	2020	NUM
brj-24039	312	47	)	)	PUNCT
brj-24039	312	48	.	.	PUNCT
brj-24039	313	1	“	"	PUNCT
brj-24039	313	2	morphology	morphology	NOUN
brj-24039	313	3	and	and	CCONJ
brj-24039	313	4	microstructural	microstructural	ADJ
brj-24039	313	5	analysis	analysis	NOUN
brj-24039	313	6	of	of	ADP
brj-24039	313	7	bioactive	bioactive	NOUN
brj-24039	313	8	-	-	PUNCT
brj-24039	313	9	loaded	load	VERB
brj-24039	313	10	micro	micro	NOUN
brj-24039	313	11	/	/	NOUN
brj-24039	313	12	nanocarriers	nanocarrier	NOUN
brj-24039	313	13	via	via	ADP
brj-24039	313	14	microscopy	microscopy	NOUN
brj-24039	313	15	techniques	technique	NOUN
brj-24039	313	16	;	;	PUNCT
brj-24039	313	17	clsm	clsm	X
brj-24039	313	18	/	/	SYM
brj-24039	313	19	sem	sem	PROPN
brj-24039	313	20	/	/	SYM
brj-24039	313	21	tem	tem	PROPN
brj-24039	313	22	/	/	SYM
brj-24039	313	23	afm	afm	PROPN
brj-24039	313	24	,	,	PUNCT
brj-24039	313	25	”	"	PUNCT
brj-24039	313	26	advances	advance	NOUN
brj-24039	313	27	in	in	ADP
brj-24039	313	28	colloid	colloid	NOUN
brj-24039	313	29	and	and	CCONJ
brj-24039	313	30	interface	interface	NOUN
brj-24039	313	31	science	science	NOUN
brj-24039	313	32	280	280	NUM
brj-24039	313	33	,	,	PUNCT
brj-24039	313	34	article	article	NOUN
brj-24039	313	35	i	i	PROPN
brj-24039	313	36	d	d	PROPN
brj-24039	313	37	102166	102166	NUM
brj-24039	313	38	.	.	PUNCT
brj-24039	314	1	doi	doi	NOUN
brj-24039	314	2	:	:	PUNCT
brj-24039	314	3	10.1016	10.1016	NUM
brj-24039	314	4	/	/	SYM
brj-24039	314	5	j.cis.2020.102166	j.cis.2020.102166	PROPN
brj-24039	314	6	feng	feng	PROPN
brj-24039	314	7	,	,	PUNCT
brj-24039	314	8	y.	y.	PROPN
brj-24039	314	9	,	,	PUNCT
brj-24039	314	10	hao	hao	PROPN
brj-24039	314	11	,	,	PUNCT
brj-24039	314	12	h.	h.	PROPN
brj-24039	314	13	,	,	PUNCT
brj-24039	314	14	lu	lu	PROPN
brj-24039	314	15	,	,	PUNCT
brj-24039	314	16	h.	h.	PROPN
brj-24039	314	17	,	,	PUNCT
brj-24039	314	18	chow	chow	PROPN
brj-24039	314	19	,	,	PUNCT
brj-24039	314	20	c.	c.	PROPN
brj-24039	314	21	l.	l.	PROPN
brj-24039	314	22	,	,	PUNCT
brj-24039	314	23	and	and	CCONJ
brj-24039	314	24	lau	lau	PROPN
brj-24039	314	25	,	,	PUNCT
brj-24039	314	26	d.	d.	PROPN
brj-24039	314	27	(	(	PUNCT
brj-24039	314	28	2024	2024	NUM
brj-24039	314	29	)	)	PUNCT
brj-24039	314	30	.	.	PUNCT
brj-24039	315	1	“	"	PUNCT
brj-24039	315	2	exploring	explore	VERB
brj-24039	315	3	the	the	DET
brj-24039	315	4	development	development	NOUN
brj-24039	315	5	and	and	CCONJ
brj-24039	315	6	applications	application	NOUN
brj-24039	315	7	of	of	ADP
brj-24039	315	8	sustainable	sustainable	ADJ
brj-24039	315	9	natural	natural	ADJ
brj-24039	315	10	fiber	fiber	NOUN
brj-24039	315	11	composites	composite	NOUN
brj-24039	315	12	:	:	PUNCT
brj-24039	315	13	a	a	DET
brj-24039	315	14	review	review	NOUN
brj-24039	315	15	from	from	ADP
brj-24039	315	16	a	a	DET
brj-24039	315	17	nanoscale	nanoscale	NOUN
brj-24039	315	18	perspective	perspective	NOUN
brj-24039	315	19	,	,	PUNCT
brj-24039	315	20	”	"	PUNCT
brj-24039	315	21	composites	composite	VERB
brj-24039	315	22	part	part	NOUN
brj-24039	315	23	b	b	NOUN
brj-24039	315	24	:	:	PUNCT
brj-24039	315	25	engineering	engineering	NOUN
brj-24039	315	26	276	276	NUM
brj-24039	315	27	,	,	PUNCT
brj-24039	315	28	article	article	NOUN
brj-24039	315	29	i	i	PROPN
brj-24039	315	30	d	d	PROPN
brj-24039	315	31	111369	111369	NUM
brj-24039	315	32	.	.	PUNCT
brj-24039	316	1	doi	doi	NOUN
brj-24039	316	2	:	:	PUNCT
brj-24039	316	3	10.1016	10.1016	NUM
brj-24039	316	4	/	/	SYM
brj-24039	316	5	j.compositesb.2024.111369	j.compositesb.2024.111369	PROPN
brj-24039	316	6	foster	foster	PROPN
brj-24039	316	7	,	,	PUNCT
brj-24039	316	8	e.	e.	PROPN
brj-24039	316	9	j.	j.	PROPN
brj-24039	316	10	,	,	PUNCT
brj-24039	316	11	moon	moon	PROPN
brj-24039	316	12	,	,	PUNCT
brj-24039	316	13	r.	r.	PROPN
brj-24039	316	14	j.	j.	PROPN
brj-24039	316	15	,	,	PUNCT
brj-24039	316	16	agarwal	agarwal	PROPN
brj-24039	316	17	,	,	PUNCT
brj-24039	316	18	u.	u.	PROPN
brj-24039	316	19	p.	p.	PROPN
brj-24039	316	20	,	,	PUNCT
brj-24039	316	21	bortner	bortner	NOUN
brj-24039	316	22	,	,	PUNCT
brj-24039	316	23	m.	m.	NOUN
brj-24039	316	24	j.	j.	PROPN
brj-24039	316	25	,	,	PUNCT
brj-24039	316	26	bras	bras	PROPN
brj-24039	316	27	,	,	PUNCT
brj-24039	316	28	j.	j.	PROPN
brj-24039	316	29	,	,	PUNCT
brj-24039	316	30	camarero	camarero	PROPN
brj-24039	316	31	-	-	PUNCT
brj-24039	316	32	espinosa	espinosa	PROPN
brj-24039	316	33	,	,	PUNCT
brj-24039	316	34	s.	s.	PROPN
brj-24039	316	35	,	,	PUNCT
brj-24039	316	36	chan	chan	PROPN
brj-24039	316	37	,	,	PUNCT
brj-24039	316	38	k.	k.	PROPN
brj-24039	316	39	j.	j.	PROPN
brj-24039	316	40	,	,	PUNCT
brj-24039	316	41	clift	clift	PROPN
brj-24039	316	42	,	,	PUNCT
brj-24039	316	43	m.	m.	PROPN
brj-24039	316	44	j.	j.	PROPN
brj-24039	316	45	d.	d.	PROPN
brj-24039	316	46	,	,	PUNCT
brj-24039	316	47	cranston	cranston	PROPN
brj-24039	316	48	,	,	PUNCT
brj-24039	316	49	e.	e.	PROPN
brj-24039	316	50	d.	d.	PROPN
brj-24039	316	51	,	,	PUNCT
brj-24039	316	52	and	and	CCONJ
brj-24039	316	53	eichhorn	eichhorn	ADJ
brj-24039	316	54	,	,	PUNCT
brj-24039	316	55	s.	s.	PROPN
brj-24039	316	56	j.	j.	PROPN
brj-24039	316	57	(	(	PUNCT
brj-24039	316	58	2018	2018	NUM
brj-24039	316	59	)	)	PUNCT
brj-24039	316	60	.	.	PUNCT
brj-24039	317	1	“	"	PUNCT
brj-24039	317	2	current	current	ADJ
brj-24039	317	3	https://doi.org/10.1016/b978-0-08-102131-6.00012-8	https://doi.org/10.1016/b978-0-08-102131-6.00012-8	NOUN
brj-24039	317	4	https://doi.org/10.1016/j.ymssp.2016.07.039	https://doi.org/10.1016/j.ymssp.2016.07.039	NOUN
brj-24039	317	5	https://doi.org/10.1177/07316844241238507	https://doi.org/10.1177/07316844241238507	NOUN
brj-24039	317	6	https://doi.org/10.1155/2024/6087208	https://doi.org/10.1155/2024/6087208	X
brj-24039	317	7	https://doi.org/10.3390/electronics8080832	https://doi.org/10.3390/electronics8080832	NOUN
brj-24039	317	8	https://doi.org/10.3390/polym16010002	https://doi.org/10.3390/polym16010002	NOUN
brj-24039	317	9	https://doi.org/10.1016/j.cis.2020.102166	https://doi.org/10.1016/j.cis.2020.102166	PROPN
brj-24039	317	10	https://doi.org/10.1016/j.compositesb.2024.111369	https://doi.org/10.1016/j.compositesb.2024.111369	ADJ
brj-24039	317	11	peer	peer	NOUN
brj-24039	317	12	-	-	PUNCT
brj-24039	317	13	reviewed	review	VERB
brj-24039	317	14	review	review	NOUN
brj-24039	317	15	article	article	NOUN
brj-24039	317	16	bioresources.cnr.ncsu.edu	bioresources.cnr.ncsu.edu	ADP
brj-24039	317	17	palanisamy	palanisamy	PROPN
brj-24039	317	18	et	et	PROPN
brj-24039	317	19	al	al	PROPN
brj-24039	317	20	.	.	PROPN
brj-24039	318	1	(	(	PUNCT
brj-24039	318	2	2025	2025	NUM
brj-24039	318	3	)	)	PUNCT
brj-24039	318	4	.	.	PUNCT
brj-24039	319	1	“	"	PUNCT
brj-24039	319	2	computers	computer	NOUN
brj-24039	319	3	&	&	CCONJ
brj-24039	319	4	composites	composite	NOUN
brj-24039	319	5	,	,	PUNCT
brj-24039	319	6	”	"	PUNCT
brj-24039	319	7	bioresources	bioresource	VERB
brj-24039	319	8	20(1	20(1	NUM
brj-24039	319	9	)	)	PUNCT
brj-24039	319	10	,	,	PUNCT
brj-24039	319	11	2321	2321	NUM
brj-24039	319	12	-	-	SYM
brj-24039	319	13	2345	2345	NUM
brj-24039	319	14	.	.	PUNCT
brj-24039	320	1	2338	2338	NUM
brj-24039	320	2	characterization	characterization	NOUN
brj-24039	320	3	methods	method	NOUN
brj-24039	320	4	for	for	ADP
brj-24039	320	5	cellulose	cellulose	NOUN
brj-24039	320	6	nanomaterials	nanomaterial	NOUN
brj-24039	320	7	,	,	PUNCT
brj-24039	320	8	”	"	PUNCT
brj-24039	320	9	chemical	chemical	NOUN
brj-24039	320	10	society	society	NOUN
brj-24039	320	11	reviews	review	NOUN
brj-24039	320	12	47(8	47(8	NOUN
brj-24039	320	13	)	)	PUNCT
brj-24039	320	14	,	,	PUNCT
brj-24039	320	15	2609	2609	NUM
brj-24039	320	16	-	-	SYM
brj-24039	320	17	2679	2679	NUM
brj-24039	320	18	.	.	PUNCT
brj-24039	321	1	doi	doi	NOUN
brj-24039	321	2	:	:	PUNCT
brj-24039	321	3	10.1039	10.1039	NUM
brj-24039	321	4	/	/	SYM
brj-24039	321	5	c6cs00895j	c6cs00895j	PROPN
brj-24039	321	6	fu	fu	NOUN
brj-24039	321	7	,	,	PUNCT
brj-24039	321	8	t.	t.	PROPN
brj-24039	321	9	(	(	PUNCT
brj-24039	321	10	2011	2011	NUM
brj-24039	321	11	)	)	PUNCT
brj-24039	321	12	.	.	PUNCT
brj-24039	322	1	“	"	PUNCT
brj-24039	322	2	a	a	DET
brj-24039	322	3	review	review	NOUN
brj-24039	322	4	on	on	ADP
brj-24039	322	5	time	time	NOUN
brj-24039	322	6	series	series	PROPN
brj-24039	322	7	data	data	PROPN
brj-24039	322	8	mining	mining	NOUN
brj-24039	322	9	,	,	PUNCT
brj-24039	322	10	”	"	PUNCT
brj-24039	322	11	engineering	engineering	NOUN
brj-24039	322	12	applications	application	NOUN
brj-24039	322	13	of	of	ADP
brj-24039	322	14	artificial	artificial	ADJ
brj-24039	322	15	intelligence	intelligence	NOUN
brj-24039	322	16	24(1	24(1	NOUN
brj-24039	322	17	)	)	PUNCT
brj-24039	322	18	,	,	PUNCT
brj-24039	322	19	164	164	NUM
brj-24039	322	20	-	-	SYM
brj-24039	322	21	181	181	NUM
brj-24039	322	22	.	.	PUNCT
brj-24039	323	1	doi	doi	NOUN
brj-24039	323	2	:	:	PUNCT
brj-24039	323	3	10.1016	10.1016	NUM
brj-24039	323	4	/	/	SYM
brj-24039	323	5	j.engappai.2010.09.007	j.engappai.2010.09.007	PROPN
brj-24039	323	6	ge	ge	PROPN
brj-24039	323	7	,	,	PUNCT
brj-24039	323	8	m.	m.	NOUN
brj-24039	323	9	,	,	PUNCT
brj-24039	323	10	su	su	PROPN
brj-24039	323	11	,	,	PUNCT
brj-24039	323	12	f.	f.	PROPN
brj-24039	323	13	,	,	PUNCT
brj-24039	323	14	zhao	zhao	PROPN
brj-24039	323	15	,	,	PUNCT
brj-24039	323	16	z.	z.	PROPN
brj-24039	323	17	,	,	PUNCT
brj-24039	323	18	and	and	CCONJ
brj-24039	323	19	su	su	PROPN
brj-24039	323	20	,	,	PUNCT
brj-24039	323	21	d.	d.	PROPN
brj-24039	323	22	(	(	PUNCT
brj-24039	323	23	2020	2020	NUM
brj-24039	323	24	)	)	PUNCT
brj-24039	323	25	.	.	PUNCT
brj-24039	324	1	“	"	PUNCT
brj-24039	324	2	deep	deep	ADJ
brj-24039	324	3	learning	learn	VERB
brj-24039	324	4	analysis	analysis	NOUN
brj-24039	324	5	on	on	ADP
brj-24039	324	6	microscopic	microscopic	ADJ
brj-24039	324	7	imaging	imaging	NOUN
brj-24039	324	8	in	in	ADP
brj-24039	324	9	materials	material	NOUN
brj-24039	324	10	science	science	NOUN
brj-24039	324	11	,	,	PUNCT
brj-24039	324	12	”	"	PUNCT
brj-24039	324	13	materials	material	NOUN
brj-24039	324	14	today	today	NOUN
brj-24039	324	15	nano	nano	NOUN
brj-24039	324	16	11	11	NUM
brj-24039	324	17	,	,	PUNCT
brj-24039	324	18	article	article	NOUN
brj-24039	324	19	i	i	PROPN
brj-24039	324	20	d	d	PROPN
brj-24039	324	21	100087	100087	NUM
brj-24039	324	22	.	.	PUNCT
brj-24039	325	1	doi	doi	NOUN
brj-24039	325	2	:	:	PUNCT
brj-24039	325	3	10.1016	10.1016	NUM
brj-24039	325	4	/	/	SYM
brj-24039	325	5	j.mtnano.2020.100087	j.mtnano.2020.100087	PROPN
brj-24039	325	6	ge	ge	PROPN
brj-24039	325	7	,	,	PUNCT
brj-24039	325	8	y.	y.	PROPN
brj-24039	325	9	,	,	PUNCT
brj-24039	325	10	zhang	zhang	PROPN
brj-24039	325	11	,	,	PUNCT
brj-24039	325	12	g.	g.	PROPN
brj-24039	325	13	,	,	PUNCT
brj-24039	325	14	meqdad	meqdad	PROPN
brj-24039	325	15	,	,	PUNCT
brj-24039	325	16	m.	m.	NOUN
brj-24039	325	17	n.	n.	PROPN
brj-24039	325	18	,	,	PUNCT
brj-24039	325	19	and	and	CCONJ
brj-24039	325	20	chen	chen	PROPN
brj-24039	325	21	,	,	PUNCT
brj-24039	325	22	s.	s.	PROPN
brj-24039	325	23	(	(	PUNCT
brj-24039	325	24	2023	2023	NUM
brj-24039	325	25	)	)	PUNCT
brj-24039	325	26	.	.	PUNCT
brj-24039	326	1	“	"	PUNCT
brj-24039	326	2	a	a	DET
brj-24039	326	3	systematic	systematic	ADJ
brj-24039	326	4	and	and	CCONJ
brj-24039	326	5	comprehensive	comprehensive	ADJ
brj-24039	326	6	review	review	NOUN
brj-24039	326	7	and	and	CCONJ
brj-24039	326	8	investigation	investigation	NOUN
brj-24039	326	9	of	of	ADP
brj-24039	326	10	intelligent	intelligent	ADJ
brj-24039	326	11	iot	iot	ADJ
brj-24039	326	12	-	-	PUNCT
brj-24039	326	13	based	base	VERB
brj-24039	326	14	healthcare	healthcare	NOUN
brj-24039	326	15	systems	system	NOUN
brj-24039	326	16	in	in	ADP
brj-24039	326	17	rural	rural	ADJ
brj-24039	326	18	societies	society	NOUN
brj-24039	326	19	and	and	CCONJ
brj-24039	326	20	governments	government	NOUN
brj-24039	326	21	,	,	PUNCT
brj-24039	326	22	”	"	PUNCT
brj-24039	326	23	artificial	artificial	ADJ
brj-24039	326	24	intelligence	intelligence	NOUN
brj-24039	326	25	in	in	ADP
brj-24039	326	26	medicine	medicine	NOUN
brj-24039	326	27	146	146	NUM
brj-24039	326	28	,	,	PUNCT
brj-24039	326	29	article	article	NOUN
brj-24039	326	30	i	i	PROPN
brj-24039	326	31	d	d	PROPN
brj-24039	326	32	102702	102702	NUM
brj-24039	326	33	.	.	PUNCT
brj-24039	327	1	doi	doi	NOUN
brj-24039	327	2	:	:	PUNCT
brj-24039	327	3	10.1016	10.1016	NUM
brj-24039	327	4	/	/	SYM
brj-24039	327	5	j.artmed.2023.102702	j.artmed.2023.102702	PROPN
brj-24039	327	6	gebrehiwet	gebrehiwet	PROPN
brj-24039	327	7	,	,	PUNCT
brj-24039	327	8	l.	l.	PROPN
brj-24039	327	9	,	,	PUNCT
brj-24039	327	10	abate	abate	VERB
brj-24039	327	11	,	,	PUNCT
brj-24039	327	12	e.	e.	PROPN
brj-24039	327	13	,	,	PUNCT
brj-24039	327	14	negussie	negussie	PROPN
brj-24039	327	15	,	,	PUNCT
brj-24039	327	16	y.	y.	PROPN
brj-24039	327	17	,	,	PUNCT
brj-24039	327	18	teklehaymanot	teklehaymanot	ADV
brj-24039	327	19	,	,	PUNCT
brj-24039	327	20	t.	t.	NOUN
brj-24039	327	21	,	,	PUNCT
brj-24039	327	22	and	and	CCONJ
brj-24039	327	23	abeselom	abeselom	PROPN
brj-24039	327	24	,	,	PUNCT
brj-24039	327	25	e.	e.	PROPN
brj-24039	327	26	(	(	PUNCT
brj-24039	327	27	2023	2023	NUM
brj-24039	327	28	)	)	PUNCT
brj-24039	327	29	.	.	PUNCT
brj-24039	328	1	“	"	PUNCT
brj-24039	328	2	application	application	NOUN
brj-24039	328	3	of	of	ADP
brj-24039	328	4	composite	composite	ADJ
brj-24039	328	5	materials	material	NOUN
brj-24039	328	6	in	in	ADP
brj-24039	328	7	aerospace	aerospace	NOUN
brj-24039	328	8	&	&	CCONJ
brj-24039	328	9	automotive	automotive	ADJ
brj-24039	328	10	industry	industry	NOUN
brj-24039	328	11	,	,	PUNCT
brj-24039	328	12	”	"	PUNCT
brj-24039	328	13	international	international	ADJ
brj-24039	328	14	journal	journal	NOUN
brj-24039	328	15	of	of	ADP
brj-24039	328	16	advances	advance	NOUN
brj-24039	328	17	in	in	ADP
brj-24039	328	18	engineering	engineering	NOUN
brj-24039	328	19	and	and	CCONJ
brj-24039	328	20	management	management	NOUN
brj-24039	328	21	(	(	PUNCT
brj-24039	328	22	ijaem	ijaem	NOUN
brj-24039	328	23	)	)	PUNCT
brj-24039	328	24	5(3	5(3	NUM
brj-24039	328	25	)	)	PUNCT
brj-24039	328	26	,	,	PUNCT
brj-24039	328	27	697	697	NUM
brj-24039	328	28	-	-	SYM
brj-24039	328	29	723	723	NUM
brj-24039	328	30	.	.	PUNCT
brj-24039	329	1	doi	doi	NOUN
brj-24039	329	2	:	:	PUNCT
brj-24039	329	3	10.35629/5252	10.35629/5252	NUM
brj-24039	329	4	-	-	SYM
brj-24039	329	5	0503697723	0503697723	NUM
brj-24039	329	6	gibert	gibert	NOUN
brj-24039	329	7	,	,	PUNCT
brj-24039	329	8	k.	k.	PROPN
brj-24039	329	9	,	,	PUNCT
brj-24039	329	10	sànchez	sànchez	PROPN
brj-24039	329	11	–	–	PUNCT
brj-24039	329	12	marrè	marrè	NOUN
brj-24039	329	13	,	,	PUNCT
brj-24039	329	14	m.	m.	NOUN
brj-24039	329	15	,	,	PUNCT
brj-24039	329	16	and	and	CCONJ
brj-24039	329	17	izquierdo	izquierdo	PROPN
brj-24039	329	18	,	,	PUNCT
brj-24039	329	19	j.	j.	PROPN
brj-24039	329	20	(	(	PUNCT
brj-24039	329	21	2016	2016	NUM
brj-24039	329	22	)	)	PUNCT
brj-24039	329	23	.	.	PUNCT
brj-24039	330	1	“	"	PUNCT
brj-24039	330	2	a	a	DET
brj-24039	330	3	survey	survey	NOUN
brj-24039	330	4	on	on	ADP
brj-24039	330	5	pre	pre	ADJ
brj-24039	330	6	-	-	ADJ
brj-24039	330	7	processing	processing	ADJ
brj-24039	330	8	techniques	technique	NOUN
brj-24039	330	9	:	:	PUNCT
brj-24039	330	10	relevant	relevant	ADJ
brj-24039	330	11	issues	issue	NOUN
brj-24039	330	12	in	in	ADP
brj-24039	330	13	the	the	DET
brj-24039	330	14	context	context	NOUN
brj-24039	330	15	of	of	ADP
brj-24039	330	16	environmental	environmental	ADJ
brj-24039	330	17	data	datum	NOUN
brj-24039	330	18	mining	mining	NOUN
brj-24039	330	19	,	,	PUNCT
brj-24039	330	20	”	"	PUNCT
brj-24039	330	21	ai	ai	VERB
brj-24039	330	22	communications	communication	NOUN
brj-24039	330	23	29(6	29(6	NUM
brj-24039	330	24	)	)	PUNCT
brj-24039	330	25	,	,	PUNCT
brj-24039	330	26	627	627	NUM
brj-24039	330	27	-	-	SYM
brj-24039	330	28	663	663	NUM
brj-24039	330	29	.	.	PUNCT
brj-24039	331	1	doi	doi	NOUN
brj-24039	331	2	:	:	PUNCT
brj-24039	331	3	10.3233	10.3233	NUM
brj-24039	331	4	/	/	SYM
brj-24039	331	5	aic-160710	aic-160710	NOUN
brj-24039	331	6	gomes	gomes	PROPN
brj-24039	331	7	souza	souza	PROPN
brj-24039	331	8	,	,	PUNCT
brj-24039	331	9	jr	jr	PROPN
brj-24039	331	10	,	,	PUNCT
brj-24039	331	11	f.	f.	PROPN
brj-24039	331	12	,	,	PUNCT
brj-24039	331	13	bhansali	bhansali	VERB
brj-24039	331	14	,	,	PUNCT
brj-24039	331	15	s.	s.	PROPN
brj-24039	331	16	,	,	PUNCT
brj-24039	331	17	pal	pal	NOUN
brj-24039	331	18	,	,	PUNCT
brj-24039	331	19	k.	k.	PROPN
brj-24039	331	20	,	,	PUNCT
brj-24039	331	21	silveira	silveira	PROPN
brj-24039	331	22	maranhão	maranhão	PROPN
brj-24039	331	23	,	,	PUNCT
brj-24039	331	24	f.	f.	PROPN
brj-24039	331	25	da	da	PROPN
brj-24039	331	26	,	,	PUNCT
brj-24039	331	27	santos	santos	PROPN
brj-24039	331	28	oliveira	oliveira	PROPN
brj-24039	331	29	,	,	PUNCT
brj-24039	331	30	m.	m.	NOUN
brj-24039	331	31	,	,	PUNCT
brj-24039	331	32	valladão	valladão	PROPN
brj-24039	331	33	,	,	PUNCT
brj-24039	331	34	v.	v.	PROPN
brj-24039	331	35	s.	s.	PROPN
brj-24039	331	36	,	,	PUNCT
brj-24039	331	37	brandão	brandão	PROPN
brj-24039	331	38	e	e	PROPN
brj-24039	331	39	silva	silva	PROPN
brj-24039	331	40	,	,	PUNCT
brj-24039	331	41	d.	d.	PROPN
brj-24039	331	42	s.	s.	PROPN
brj-24039	331	43	,	,	PUNCT
brj-24039	331	44	and	and	CCONJ
brj-24039	331	45	silva	silva	NOUN
brj-24039	331	46	,	,	PUNCT
brj-24039	331	47	g.	g.	PROPN
brj-24039	331	48	b.	b.	PROPN
brj-24039	331	49	(	(	PUNCT
brj-24039	331	50	2024	2024	NUM
brj-24039	331	51	)	)	PUNCT
brj-24039	331	52	.	.	PUNCT
brj-24039	332	1	“	"	PUNCT
brj-24039	332	2	a	a	DET
brj-24039	332	3	30	30	NUM
brj-24039	332	4	-	-	PUNCT
brj-24039	332	5	year	year	NOUN
brj-24039	332	6	review	review	NOUN
brj-24039	332	7	on	on	ADP
brj-24039	332	8	nanocomposites	nanocomposite	NOUN
brj-24039	332	9	:	:	PUNCT
brj-24039	332	10	comprehensive	comprehensive	ADJ
brj-24039	332	11	bibliometric	bibliometric	ADJ
brj-24039	332	12	insights	insight	NOUN
brj-24039	332	13	into	into	ADP
brj-24039	332	14	microstructural	microstructural	ADJ
brj-24039	332	15	,	,	PUNCT
brj-24039	332	16	electrical	electrical	ADJ
brj-24039	332	17	,	,	PUNCT
brj-24039	332	18	and	and	CCONJ
brj-24039	332	19	mechanical	mechanical	ADJ
brj-24039	332	20	properties	property	NOUN
brj-24039	332	21	assisted	assist	VERB
brj-24039	332	22	by	by	ADP
brj-24039	332	23	artificial	artificial	ADJ
brj-24039	332	24	intelligence	intelligence	NOUN
brj-24039	332	25	,	,	PUNCT
brj-24039	332	26	”	"	PUNCT
brj-24039	332	27	materials	material	NOUN
brj-24039	332	28	17(5	17(5	NUM
brj-24039	332	29	)	)	PUNCT
brj-24039	332	30	,	,	PUNCT
brj-24039	332	31	article	article	NOUN
brj-24039	332	32	1088	1088	NUM
brj-24039	332	33	.	.	PUNCT
brj-24039	333	1	doi	doi	NOUN
brj-24039	333	2	:	:	PUNCT
brj-24039	333	3	10.3390	10.3390	NUM
brj-24039	333	4	/	/	SYM
brj-24039	333	5	ma17051088	ma17051088	NOUN
brj-24039	333	6	gong	gong	PROPN
brj-24039	333	7	,	,	PUNCT
brj-24039	333	8	s.	s.	PROPN
brj-24039	333	9	,	,	PUNCT
brj-24039	333	10	lu	lu	PROPN
brj-24039	333	11	,	,	PUNCT
brj-24039	333	12	y.	y.	PROPN
brj-24039	333	13	,	,	PUNCT
brj-24039	333	14	yin	yin	PROPN
brj-24039	333	15	,	,	PUNCT
brj-24039	333	16	j.	j.	PROPN
brj-24039	333	17	,	,	PUNCT
brj-24039	333	18	levin	levin	PROPN
brj-24039	333	19	,	,	PUNCT
brj-24039	333	20	a.	a.	PROPN
brj-24039	333	21	,	,	PUNCT
brj-24039	333	22	and	and	CCONJ
brj-24039	333	23	cheng	cheng	PROPN
brj-24039	333	24	,	,	PUNCT
brj-24039	333	25	w.	w.	PROPN
brj-24039	333	26	(	(	PUNCT
brj-24039	333	27	2024	2024	NUM
brj-24039	333	28	)	)	PUNCT
brj-24039	333	29	.	.	PUNCT
brj-24039	334	1	“	"	PUNCT
brj-24039	334	2	materials	material	NOUN
brj-24039	334	3	-	-	PUNCT
brj-24039	334	4	driven	drive	VERB
brj-24039	334	5	soft	soft	ADJ
brj-24039	334	6	wearable	wearable	ADJ
brj-24039	334	7	bioelectronics	bioelectronic	NOUN
brj-24039	334	8	for	for	ADP
brj-24039	334	9	connected	connected	ADJ
brj-24039	334	10	healthcare	healthcare	NOUN
brj-24039	334	11	,	,	PUNCT
brj-24039	334	12	”	"	PUNCT
brj-24039	334	13	chemical	chemical	NOUN
brj-24039	334	14	reviews	review	NOUN
brj-24039	334	15	124(2	124(2	NUM
brj-24039	334	16	)	)	PUNCT
brj-24039	334	17	,	,	PUNCT
brj-24039	334	18	455553	455553	NUM
brj-24039	334	19	.	.	PUNCT
brj-24039	335	1	doi	doi	NOUN
brj-24039	335	2	:	:	PUNCT
brj-24039	335	3	10.1021	10.1021	NUM
brj-24039	335	4	/	/	SYM
brj-24039	335	5	acs.chemrev.3c00502	acs.chemrev.3c00502	PROPN
brj-24039	335	6	goutham	goutham	NOUN
brj-24039	335	7	,	,	PUNCT
brj-24039	335	8	e.	e.	PROPN
brj-24039	335	9	r.	r.	PROPN
brj-24039	335	10	s.	s.	PROPN
brj-24039	335	11	,	,	PUNCT
brj-24039	335	12	hussain	hussain	PROPN
brj-24039	335	13	,	,	PUNCT
brj-24039	335	14	s.	s.	PROPN
brj-24039	335	15	s.	s.	PROPN
brj-24039	335	16	,	,	PUNCT
brj-24039	335	17	muthukumar	muthukumar	PROPN
brj-24039	335	18	,	,	PUNCT
brj-24039	335	19	c.	c.	PROPN
brj-24039	335	20	,	,	PUNCT
brj-24039	335	21	krishnasamy	krishnasamy	PROPN
brj-24039	335	22	,	,	PUNCT
brj-24039	335	23	s.	s.	PROPN
brj-24039	335	24	,	,	PUNCT
brj-24039	335	25	kumar	kumar	PROPN
brj-24039	335	26	,	,	PUNCT
brj-24039	335	27	t.	t.	PROPN
brj-24039	335	28	s.	s.	PROPN
brj-24039	335	29	m.	m.	PROPN
brj-24039	335	30	,	,	PUNCT
brj-24039	335	31	santulli	santulli	PROPN
brj-24039	335	32	,	,	PUNCT
brj-24039	335	33	c.	c.	PROPN
brj-24039	335	34	,	,	PUNCT
brj-24039	335	35	palanisamy	palanisamy	NOUN
brj-24039	335	36	,	,	PUNCT
brj-24039	335	37	s.	s.	PROPN
brj-24039	335	38	,	,	PUNCT
brj-24039	335	39	parameswaranpillai	parameswaranpillai	PROPN
brj-24039	335	40	,	,	PUNCT
brj-24039	335	41	j.	j.	PROPN
brj-24039	335	42	,	,	PUNCT
brj-24039	335	43	and	and	CCONJ
brj-24039	335	44	jesuarockiam	jesuarockiam	PROPN
brj-24039	335	45	,	,	PUNCT
brj-24039	335	46	n.	n.	NOUN
brj-24039	335	47	(	(	PUNCT
brj-24039	335	48	2023	2023	NUM
brj-24039	335	49	)	)	PUNCT
brj-24039	335	50	.	.	PUNCT
brj-24039	336	1	“	"	PUNCT
brj-24039	336	2	drilling	drill	VERB
brj-24039	336	3	parameters	parameter	NOUN
brj-24039	336	4	and	and	CCONJ
brj-24039	336	5	post	post	ADJ
brj-24039	336	6	-	-	ADJ
brj-24039	336	7	drilling	drilling	ADJ
brj-24039	336	8	residual	residual	ADJ
brj-24039	336	9	tensile	tensile	NOUN
brj-24039	336	10	properties	property	NOUN
brj-24039	336	11	of	of	ADP
brj-24039	336	12	natural	natural	ADJ
brj-24039	336	13	-	-	PUNCT
brj-24039	336	14	fiberreinforced	fiberreinforce	VERB
brj-24039	336	15	composites	composite	NOUN
brj-24039	336	16	:	:	PUNCT
brj-24039	336	17	a	a	DET
brj-24039	336	18	review	review	NOUN
brj-24039	336	19	,	,	PUNCT
brj-24039	336	20	”	"	PUNCT
brj-24039	336	21	journal	journal	NOUN
brj-24039	336	22	of	of	ADP
brj-24039	336	23	composites	composite	NOUN
brj-24039	336	24	science	science	NOUN
brj-24039	336	25	7(4	7(4	NUM
brj-24039	336	26	)	)	PUNCT
brj-24039	336	27	,	,	PUNCT
brj-24039	336	28	article	article	NOUN
brj-24039	336	29	136	136	NUM
brj-24039	336	30	.	.	PUNCT
brj-24039	337	1	doi	doi	NOUN
brj-24039	337	2	:	:	PUNCT
brj-24039	337	3	10.3390	10.3390	NUM
brj-24039	337	4	/	/	SYM
brj-24039	337	5	jcs7040136	jcs7040136	NOUN
brj-24039	337	6	govindarajan	govindarajan	NOUN
brj-24039	337	7	,	,	PUNCT
brj-24039	337	8	p.	p.	PROPN
brj-24039	337	9	r.	r.	PROPN
brj-24039	337	10	,	,	PUNCT
brj-24039	337	11	shanmugavel	shanmugavel	PROPN
brj-24039	337	12	,	,	PUNCT
brj-24039	337	13	r.	r.	PROPN
brj-24039	337	14	,	,	PUNCT
brj-24039	337	15	subramanian	subramanian	PROPN
brj-24039	337	16	,	,	PUNCT
brj-24039	337	17	k.	k.	PROPN
brj-24039	337	18	,	,	PUNCT
brj-24039	337	19	palanisamy	palanisamy	PROPN
brj-24039	337	20	,	,	PUNCT
brj-24039	337	21	s.	s.	PROPN
brj-24039	337	22	,	,	PUNCT
brj-24039	337	23	santulli	santulli	PROPN
brj-24039	337	24	,	,	PUNCT
brj-24039	337	25	c.	c.	NOUN
brj-24039	337	26	,	,	PUNCT
brj-24039	337	27	and	and	CCONJ
brj-24039	337	28	fragassa	fragassa	ADJ
brj-24039	337	29	,	,	PUNCT
brj-24039	337	30	c.	c.	NOUN
brj-24039	337	31	(	(	PUNCT
brj-24039	337	32	2024	2024	NUM
brj-24039	337	33	)	)	PUNCT
brj-24039	337	34	.	.	PUNCT
brj-24039	338	1	“	"	PUNCT
brj-24039	338	2	effect	effect	NOUN
brj-24039	338	3	of	of	ADP
brj-24039	338	4	stacking	stack	VERB
brj-24039	338	5	sequence	sequence	NOUN
brj-24039	338	6	on	on	ADP
brj-24039	338	7	mechanical	mechanical	ADJ
brj-24039	338	8	and	and	CCONJ
brj-24039	338	9	water	water	NOUN
brj-24039	338	10	absorption	absorption	NOUN
brj-24039	338	11	characteristics	characteristic	NOUN
brj-24039	338	12	of	of	ADP
brj-24039	338	13	jute	jute	NOUN
brj-24039	338	14	/	/	SYM
brj-24039	338	15	banana	banana	NOUN
brj-24039	338	16	/	/	SYM
brj-24039	338	17	basalt	basalt	NOUN
brj-24039	338	18	fabric	fabric	NOUN
brj-24039	338	19	aluminium	aluminium	NOUN
brj-24039	338	20	fibre	fibre	NOUN
brj-24039	338	21	laminates	laminate	NOUN
brj-24039	338	22	with	with	ADP
brj-24039	338	23	diamond	diamond	NOUN
brj-24039	338	24	microexpanded	microexpande	VERB
brj-24039	338	25	mesh	mesh	NOUN
brj-24039	338	26	,	,	PUNCT
brj-24039	338	27	”	"	PUNCT
brj-24039	338	28	international	international	ADJ
brj-24039	338	29	journal	journal	NOUN
brj-24039	338	30	of	of	ADP
brj-24039	338	31	polymer	polymer	NOUN
brj-24039	338	32	science	science	NOUN
brj-24039	338	33	2024(1	2024(1	NOUN
brj-24039	338	34	)	)	PUNCT
brj-24039	338	35	,	,	PUNCT
brj-24039	338	36	article	article	NOUN
brj-24039	338	37	i	i	PROPN
brj-24039	338	38	d	d	PROPN
brj-24039	338	39	3835788	3835788	NUM
brj-24039	338	40	.	.	PUNCT
brj-24039	339	1	doi	doi	NOUN
brj-24039	339	2	:	:	PUNCT
brj-24039	339	3	10.1155/2024/3835788	10.1155/2024/3835788	NUM
brj-24039	339	4	gu	gu	NOUN
brj-24039	339	5	,	,	PUNCT
brj-24039	339	6	g.	g.	PROPN
brj-24039	339	7	x.	x.	PROPN
brj-24039	339	8	,	,	PUNCT
brj-24039	339	9	chen	chen	PROPN
brj-24039	339	10	,	,	PUNCT
brj-24039	339	11	c.-t	c.-t	PROPN
brj-24039	339	12	.	.	PUNCT
brj-24039	339	13	,	,	PUNCT
brj-24039	339	14	and	and	CCONJ
brj-24039	339	15	buehler	buehler	NOUN
brj-24039	339	16	,	,	PUNCT
brj-24039	339	17	m.	m.	NOUN
brj-24039	339	18	j.	j.	PROPN
brj-24039	339	19	(	(	PUNCT
brj-24039	339	20	2018	2018	NUM
brj-24039	339	21	)	)	PUNCT
brj-24039	339	22	.	.	PUNCT
brj-24039	340	1	“	"	PUNCT
brj-24039	340	2	de	de	X
brj-24039	340	3	novo	novo	NOUN
brj-24039	340	4	composite	composite	ADJ
brj-24039	340	5	design	design	NOUN
brj-24039	340	6	based	base	VERB
brj-24039	340	7	on	on	ADP
brj-24039	340	8	machine	machine	NOUN
brj-24039	340	9	learning	learning	NOUN
brj-24039	340	10	algorithm	algorithm	NOUN
brj-24039	340	11	,	,	PUNCT
brj-24039	340	12	”	"	PUNCT
brj-24039	340	13	extreme	extreme	ADJ
brj-24039	340	14	mechanics	mechanic	NOUN
brj-24039	340	15	letters	letter	NOUN
brj-24039	340	16	18	18	NUM
brj-24039	340	17	,	,	PUNCT
brj-24039	340	18	19–28	19–28	NUM
brj-24039	340	19	.	.	PUNCT
brj-24039	340	20	doi	doi	PROPN
brj-24039	340	21	:	:	PUNCT
brj-24039	340	22	10.1016	10.1016	NUM
brj-24039	340	23	/	/	SYM
brj-24039	340	24	j.eml.2017.10.001	j.eml.2017.10.001	NOUN
brj-24039	340	25	guo	guo	PROPN
brj-24039	340	26	,	,	PUNCT
brj-24039	340	27	k.	k.	PROPN
brj-24039	340	28	,	,	PUNCT
brj-24039	340	29	yang	yang	PROPN
brj-24039	340	30	,	,	PUNCT
brj-24039	340	31	z.	z.	PROPN
brj-24039	340	32	,	,	PUNCT
brj-24039	340	33	yu	yu	PROPN
brj-24039	340	34	,	,	PUNCT
brj-24039	340	35	c.-h	c.-h	PROPN
brj-24039	340	36	.	.	PUNCT
brj-24039	340	37	,	,	PUNCT
brj-24039	340	38	and	and	CCONJ
brj-24039	340	39	buehler	buehler	NOUN
brj-24039	340	40	,	,	PUNCT
brj-24039	340	41	m.	m.	NOUN
brj-24039	340	42	j.	j.	PROPN
brj-24039	340	43	(	(	PUNCT
brj-24039	340	44	2021	2021	NUM
brj-24039	340	45	)	)	PUNCT
brj-24039	340	46	.	.	PUNCT
brj-24039	341	1	“	"	PUNCT
brj-24039	341	2	artificial	artificial	ADJ
brj-24039	341	3	intelligence	intelligence	NOUN
brj-24039	341	4	and	and	CCONJ
brj-24039	341	5	machine	machine	NOUN
brj-24039	341	6	learning	learn	VERB
brj-24039	341	7	in	in	ADP
brj-24039	341	8	design	design	NOUN
brj-24039	341	9	of	of	ADP
brj-24039	341	10	mechanical	mechanical	ADJ
brj-24039	341	11	materials	material	NOUN
brj-24039	341	12	,	,	PUNCT
brj-24039	341	13	”	"	PUNCT
brj-24039	341	14	materials	material	NOUN
brj-24039	341	15	horizons	horizon	NOUN
brj-24039	341	16	8(4	8(4	NOUN
brj-24039	341	17	)	)	PUNCT
brj-24039	341	18	,	,	PUNCT
brj-24039	341	19	1153	1153	NUM
brj-24039	341	20	–	–	PUNCT
brj-24039	341	21	1172	1172	NUM
brj-24039	341	22	.	.	PUNCT
brj-24039	342	1	doi	doi	NOUN
brj-24039	342	2	:	:	PUNCT
brj-24039	342	3	10.1039	10.1039	NUM
brj-24039	342	4	/	/	SYM
brj-24039	342	5	d0mh01451f	d0mh01451f	PROPN
brj-24039	342	6	guo	guo	PROPN
brj-24039	342	7	,	,	PUNCT
brj-24039	342	8	c.	c.	PROPN
brj-24039	342	9	,	,	PUNCT
brj-24039	342	10	jasim	jasim	PROPN
brj-24039	342	11	,	,	PUNCT
brj-24039	342	12	d.	d.	PROPN
brj-24039	342	13	j.	j.	PROPN
brj-24039	342	14	,	,	PUNCT
brj-24039	342	15	paidar	paidar	NOUN
brj-24039	342	16	,	,	PUNCT
brj-24039	342	17	m.	m.	NOUN
brj-24039	342	18	,	,	PUNCT
brj-24039	342	19	mahariq	mahariq	NOUN
brj-24039	342	20	,	,	PUNCT
brj-24039	342	21	i.	i.	PROPN
brj-24039	342	22	,	,	PUNCT
brj-24039	342	23	šlapáková	šlapáková	X
brj-24039	342	24	,	,	PUNCT
brj-24039	342	25	m.	m.	NOUN
brj-24039	342	26	,	,	PUNCT
brj-24039	342	27	alfredi	alfredi	PROPN
brj-24039	342	28	,	,	PUNCT
brj-24039	342	29	d.	d.	PROPN
brj-24039	342	30	,	,	PUNCT
brj-24039	342	31	mehrez	mehrez	PROPN
brj-24039	342	32	,	,	PUNCT
brj-24039	342	33	s.	s.	PROPN
brj-24039	342	34	,	,	PUNCT
brj-24039	342	35	and	and	CCONJ
brj-24039	342	36	zou	zou	PROPN
brj-24039	342	37	,	,	PUNCT
brj-24039	342	38	y.	y.	PROPN
brj-24039	342	39	(	(	PUNCT
brj-24039	342	40	2024	2024	NUM
brj-24039	342	41	)	)	PUNCT
brj-24039	342	42	.	.	PUNCT
brj-24039	343	1	"	"	PUNCT
brj-24039	343	2	unveiling	unveil	VERB
brj-24039	343	3	the	the	DET
brj-24039	343	4	vibration	vibration	NOUN
brj-24039	343	5	effect	effect	NOUN
brj-24039	343	6	on	on	ADP
brj-24039	343	7	microstructure	microstructure	ADJ
brj-24039	343	8	and	and	CCONJ
brj-24039	343	9	tribological	tribological	ADJ
brj-24039	343	10	characteristics	characteristic	NOUN
brj-24039	343	11	of	of	ADP
brj-24039	343	12	az80	az80	PROPN
brj-24039	343	13	mg	mg	PROPN
brj-24039	343	14	/	/	SYM
brj-24039	343	15	alcrfemonb	alcrfemonb	ADJ
brj-24039	343	16	surface	surface	NOUN
brj-24039	343	17	composite	composite	NOUN
brj-24039	343	18	developed	develop	VERB
brj-24039	343	19	by	by	ADP
brj-24039	343	20	friction	friction	NOUN
brj-24039	343	21	stir	stir	NOUN
brj-24039	343	22	processing	processing	NOUN
brj-24039	343	23	,	,	PUNCT
brj-24039	343	24	"	"	PUNCT
brj-24039	343	25	vacuum	vacuum	NOUN
brj-24039	343	26	230	230	NUM
brj-24039	343	27	,	,	PUNCT
brj-24039	343	28	article	article	NOUN
brj-24039	343	29	113667	113667	NUM
brj-24039	343	30	.	.	PUNCT
brj-24039	344	1	doi	doi	NOUN
brj-24039	344	2	:	:	PUNCT
brj-24039	344	3	10.1016	10.1016	NUM
brj-24039	344	4	/	/	SYM
brj-24039	344	5	j.vacuum.2024.113667	j.vacuum.2024.113667	PROPN
brj-24039	344	6	herbol	herbol	PROPN
brj-24039	344	7	,	,	PUNCT
brj-24039	344	8	h.	h.	PROPN
brj-24039	344	9	c.	c.	PROPN
brj-24039	344	10	,	,	PUNCT
brj-24039	344	11	poloczek	poloczek	NOUN
brj-24039	344	12	,	,	PUNCT
brj-24039	344	13	m.	m.	NOUN
brj-24039	344	14	,	,	PUNCT
brj-24039	344	15	and	and	CCONJ
brj-24039	344	16	clancy	clancy	NOUN
brj-24039	344	17	,	,	PUNCT
brj-24039	344	18	p.	p.	NOUN
brj-24039	344	19	(	(	PUNCT
brj-24039	344	20	2020	2020	NUM
brj-24039	344	21	)	)	PUNCT
brj-24039	344	22	.	.	PUNCT
brj-24039	345	1	“	"	PUNCT
brj-24039	345	2	cost	cost	NOUN
brj-24039	345	3	-	-	PUNCT
brj-24039	345	4	effective	effective	ADJ
brj-24039	345	5	materials	material	NOUN
brj-24039	345	6	discovery	discovery	NOUN
brj-24039	345	7	:	:	PUNCT
brj-24039	345	8	bayesian	bayesian	NOUN
brj-24039	345	9	optimization	optimization	NOUN
brj-24039	345	10	across	across	ADP
brj-24039	345	11	multiple	multiple	ADJ
brj-24039	345	12	information	information	NOUN
brj-24039	345	13	sources	source	NOUN
brj-24039	345	14	,	,	PUNCT
brj-24039	345	15	”	"	PUNCT
brj-24039	345	16	materials	material	NOUN
brj-24039	345	17	horizons	horizon	NOUN
brj-24039	345	18	7(8	7(8	NUM
brj-24039	345	19	)	)	PUNCT
brj-24039	345	20	,	,	PUNCT
brj-24039	345	21	https://doi.org/10.1039/c6cs00895j	https://doi.org/10.1039/c6cs00895j	PROPN
brj-24039	345	22	https://doi.org/10.1016/j.engappai.2010.09.007	https://doi.org/10.1016/j.engappai.2010.09.007	ADJ
brj-24039	345	23	https://doi.org/10.1016/j.mtnano.2020.100087	https://doi.org/10.1016/j.mtnano.2020.100087	NOUN
brj-24039	345	24	https://doi.org/10.1016/j.artmed.2023.102702	https://doi.org/10.1016/j.artmed.2023.102702	VERB
brj-24039	345	25	https://doi.org/10.3390/ma17051088	https://doi.org/10.3390/ma17051088	X
brj-24039	345	26	https://doi.org/10.1021/acs.chemrev.3c00502	https://doi.org/10.1021/acs.chemrev.3c00502	VERB
brj-24039	345	27	https://doi.org/10.3390/jcs7040136	https://doi.org/10.3390/jcs7040136	PROPN
brj-24039	345	28	https://doi.org/10.1155/2024/3835788	https://doi.org/10.1155/2024/3835788	PROPN
brj-24039	345	29	https://doi.org/10.1016/j.eml.2017.10.001	https://doi.org/10.1016/j.eml.2017.10.001	PROPN
brj-24039	346	1	https://doi.org/10.1039/d0mh01451f	https://doi.org/10.1039/d0mh01451f	NUM
brj-24039	346	2	peer	peer	NOUN
brj-24039	346	3	-	-	PUNCT
brj-24039	346	4	reviewed	review	VERB
brj-24039	346	5	review	review	NOUN
brj-24039	346	6	article	article	NOUN
brj-24039	346	7	bioresources.cnr.ncsu.edu	bioresources.cnr.ncsu.edu	ADP
brj-24039	346	8	palanisamy	palanisamy	PROPN
brj-24039	346	9	et	et	PROPN
brj-24039	346	10	al	al	PROPN
brj-24039	346	11	.	.	PROPN
brj-24039	347	1	(	(	PUNCT
brj-24039	347	2	2025	2025	NUM
brj-24039	347	3	)	)	PUNCT
brj-24039	347	4	.	.	PUNCT
brj-24039	348	1	“	"	PUNCT
brj-24039	348	2	computers	computer	NOUN
brj-24039	348	3	&	&	CCONJ
brj-24039	348	4	composites	composite	NOUN
brj-24039	348	5	,	,	PUNCT
brj-24039	348	6	”	"	PUNCT
brj-24039	348	7	bioresources	bioresource	VERB
brj-24039	348	8	20(1	20(1	NUM
brj-24039	348	9	)	)	PUNCT
brj-24039	348	10	,	,	PUNCT
brj-24039	348	11	2321	2321	NUM
brj-24039	348	12	-	-	SYM
brj-24039	348	13	2345	2345	NUM
brj-24039	348	14	.	.	PUNCT
brj-24039	349	1	2339	2339	NUM
brj-24039	349	2	2113	2113	NUM
brj-24039	349	3	-	-	SYM
brj-24039	349	4	2123	2123	NUM
brj-24039	349	5	.	.	PUNCT
brj-24039	350	1	doi	doi	NOUN
brj-24039	350	2	:	:	PUNCT
brj-24039	350	3	10.1039	10.1039	NUM
brj-24039	350	4	/	/	SYM
brj-24039	350	5	d0mh00062k	d0mh00062k	PROPN
brj-24039	350	6	hokeš	hokeš	PROPN
brj-24039	350	7	,	,	PUNCT
brj-24039	350	8	f.	f.	PROPN
brj-24039	350	9	,	,	PUNCT
brj-24039	350	10	kala	kala	PROPN
brj-24039	350	11	,	,	PUNCT
brj-24039	350	12	j.	j.	PROPN
brj-24039	350	13	,	,	PUNCT
brj-24039	350	14	hušek	hušek	NOUN
brj-24039	350	15	,	,	PUNCT
brj-24039	350	16	m.	m.	NOUN
brj-24039	350	17	,	,	PUNCT
brj-24039	350	18	and	and	CCONJ
brj-24039	350	19	král	král	NOUN
brj-24039	350	20	,	,	PUNCT
brj-24039	350	21	p.	p.	NOUN
brj-24039	350	22	(	(	PUNCT
brj-24039	350	23	2016	2016	NUM
brj-24039	350	24	)	)	PUNCT
brj-24039	350	25	.	.	PUNCT
brj-24039	351	1	“	"	PUNCT
brj-24039	351	2	parameter	parameter	NOUN
brj-24039	351	3	identification	identification	NOUN
brj-24039	351	4	for	for	ADP
brj-24039	351	5	a	a	DET
brj-24039	351	6	multivariable	multivariable	ADJ
brj-24039	351	7	nonlinear	nonlinear	ADJ
brj-24039	351	8	constitutive	constitutive	ADJ
brj-24039	351	9	model	model	NOUN
brj-24039	351	10	inside	inside	ADP
brj-24039	351	11	ansys	ansys	PROPN
brj-24039	351	12	workbench	workbench	NOUN
brj-24039	351	13	,	,	PUNCT
brj-24039	351	14	”	"	PUNCT
brj-24039	351	15	procedia	procedia	NOUN
brj-24039	351	16	engineering	engineering	NOUN
brj-24039	351	17	161	161	NUM
brj-24039	351	18	,	,	PUNCT
brj-24039	351	19	892=897	892=897	PROPN
brj-24039	351	20	.	.	PUNCT
brj-24039	352	1	doi	doi	NOUN
brj-24039	352	2	:	:	PUNCT
brj-24039	352	3	10.1016	10.1016	NUM
brj-24039	352	4	/	/	SYM
brj-24039	352	5	j.proeng.2016.08.743	j.proeng.2016.08.743	PROPN
brj-24039	352	6	huang	huang	PROPN
brj-24039	352	7	,	,	PUNCT
brj-24039	352	8	a.	a.	NOUN
brj-24039	352	9	a.	a.	PROPN
brj-24039	352	10	,	,	PUNCT
brj-24039	352	11	and	and	CCONJ
brj-24039	352	12	huang	huang	PROPN
brj-24039	352	13	,	,	PUNCT
brj-24039	352	14	s.	s.	PROPN
brj-24039	352	15	y.	y.	PROPN
brj-24039	352	16	(	(	PUNCT
brj-24039	352	17	2023	2023	NUM
brj-24039	352	18	)	)	PUNCT
brj-24039	352	19	.	.	PUNCT
brj-24039	353	1	"	"	PUNCT
brj-24039	353	2	increasing	increase	VERB
brj-24039	353	3	transparency	transparency	NOUN
brj-24039	353	4	in	in	ADP
brj-24039	353	5	machine	machine	NOUN
brj-24039	353	6	learning	learn	VERB
brj-24039	353	7	through	through	ADP
brj-24039	353	8	bootstrap	bootstrap	NOUN
brj-24039	353	9	simulation	simulation	NOUN
brj-24039	353	10	and	and	CCONJ
brj-24039	353	11	shapely	shapely	ADV
brj-24039	353	12	additive	additive	ADJ
brj-24039	353	13	explanations	explanation	NOUN
brj-24039	353	14	,	,	PUNCT
brj-24039	353	15	"	"	PUNCT
brj-24039	353	16	plos	plos	PROPN
brj-24039	353	17	one	one	NUM
brj-24039	353	18	18(2	18(2	NUM
brj-24039	353	19	)	)	PUNCT
brj-24039	353	20	,	,	PUNCT
brj-24039	353	21	article	article	NOUN
brj-24039	353	22	e0281922	e0281922	PROPN
brj-24039	353	23	.	.	PUNCT
brj-24039	353	24	doi	doi	NOUN
brj-24039	353	25	:	:	PUNCT
brj-24039	353	26	10.1371	10.1371	NUM
brj-24039	353	27	/	/	SYM
brj-24039	353	28	journal.pone.0281922	journal.pone.0281922	PROPN
brj-24039	353	29	.	.	PROPN
brj-24039	353	30	hubbe	hubbe	NOUN
brj-24039	353	31	,	,	PUNCT
brj-24039	353	32	m.	m.	NOUN
brj-24039	353	33	a.	a.	NOUN
brj-24039	353	34	,	,	PUNCT
brj-24039	353	35	and	and	CCONJ
brj-24039	353	36	grigsby	grigsby	NOUN
brj-24039	353	37	,	,	PUNCT
brj-24039	353	38	w.	w.	NOUN
brj-24039	353	39	(	(	PUNCT
brj-24039	353	40	2020	2020	NUM
brj-24039	353	41	)	)	PUNCT
brj-24039	353	42	.	.	PUNCT
brj-24039	354	1	“	"	PUNCT
brj-24039	354	2	from	from	ADP
brj-24039	354	3	nanocellulose	nanocellulose	NOUN
brj-24039	354	4	to	to	ADP
brj-24039	354	5	wood	wood	NOUN
brj-24039	354	6	particles	particle	NOUN
brj-24039	354	7	:	:	PUNCT
brj-24039	354	8	a	a	DET
brj-24039	354	9	review	review	NOUN
brj-24039	354	10	of	of	ADP
brj-24039	354	11	particle	particle	NOUN
brj-24039	354	12	size	size	NOUN
brj-24039	354	13	vs.	vs.	ADP
brj-24039	354	14	the	the	DET
brj-24039	354	15	properties	property	NOUN
brj-24039	354	16	of	of	ADP
brj-24039	354	17	plastic	plastic	ADJ
brj-24039	354	18	composites	composite	NOUN
brj-24039	354	19	reinforced	reinforce	VERB
brj-24039	354	20	with	with	ADP
brj-24039	354	21	cellulose	cellulose	NOUN
brj-24039	354	22	-	-	PUNCT
brj-24039	354	23	based	base	VERB
brj-24039	354	24	entities	entity	NOUN
brj-24039	354	25	,	,	PUNCT
brj-24039	354	26	”	"	PUNCT
brj-24039	354	27	bioresources	bioresource	NOUN
brj-24039	354	28	15(1	15(1	NUM
brj-24039	354	29	)	)	PUNCT
brj-24039	354	30	,	,	PUNCT
brj-24039	354	31	2030	2030	NUM
brj-24039	354	32	-	-	SYM
brj-24039	354	33	2081	2081	NUM
brj-24039	354	34	.	.	PUNCT
brj-24039	355	1	doi	doi	NOUN
brj-24039	355	2	:	:	PUNCT
brj-24039	355	3	10.15376	10.15376	NUM
brj-24039	355	4	/	/	SYM
brj-24039	355	5	biores.15.1.2030	biores.15.1.2030	NUM
brj-24039	355	6	-	-	SYM
brj-24039	355	7	2081	2081	NUM
brj-24039	355	8	husain	husain	NOUN
brj-24039	355	9	,	,	PUNCT
brj-24039	355	10	g.	g.	PROPN
brj-24039	355	11	(	(	PUNCT
brj-24039	355	12	2023	2023	NUM
brj-24039	355	13	)	)	PUNCT
brj-24039	355	14	.	.	PUNCT
brj-24039	356	1	“	"	PUNCT
brj-24039	356	2	harnessing	harness	VERB
brj-24039	356	3	big	big	ADJ
brj-24039	356	4	data	datum	NOUN
brj-24039	356	5	analytics	analytic	NOUN
brj-24039	356	6	for	for	ADP
brj-24039	356	7	enhanced	enhanced	ADJ
brj-24039	356	8	machine	machine	NOUN
brj-24039	356	9	learning	learning	NOUN
brj-24039	356	10	algorithms	algorithm	NOUN
brj-24039	356	11	,	,	PUNCT
brj-24039	356	12	”	"	PUNCT
brj-24039	356	13	journal	journal	PROPN
brj-24039	356	14	environmental	environmental	ADJ
brj-24039	356	15	sciences	sciences	PROPN
brj-24039	356	16	and	and	CCONJ
brj-24039	356	17	technology	technology	NOUN
brj-24039	356	18	2(2	2(2	NUM
brj-24039	356	19	)	)	PUNCT
brj-24039	356	20	,	,	PUNCT
brj-24039	356	21	21	21	NUM
brj-24039	356	22	-	-	SYM
brj-24039	356	23	35	35	NUM
brj-24039	356	24	.	.	PUNCT
brj-24039	357	1	hussain	hussain	PROPN
brj-24039	357	2	,	,	PUNCT
brj-24039	357	3	f.	f.	PROPN
brj-24039	357	4	,	,	PUNCT
brj-24039	357	5	hussain	hussain	PROPN
brj-24039	357	6	,	,	PUNCT
brj-24039	357	7	r.	r.	PROPN
brj-24039	357	8	,	,	PUNCT
brj-24039	357	9	hassan	hassan	PROPN
brj-24039	357	10	,	,	PUNCT
brj-24039	357	11	s.	s.	PROPN
brj-24039	357	12	a.	a.	PROPN
brj-24039	357	13	,	,	PUNCT
brj-24039	357	14	and	and	CCONJ
brj-24039	357	15	hossain	hossain	PROPN
brj-24039	357	16	,	,	PUNCT
brj-24039	357	17	e.	e.	PROPN
brj-24039	357	18	(	(	PUNCT
brj-24039	357	19	2020	2020	NUM
brj-24039	357	20	)	)	PUNCT
brj-24039	357	21	.	.	PUNCT
brj-24039	358	1	“	"	PUNCT
brj-24039	358	2	machine	machine	NOUN
brj-24039	358	3	learning	learning	NOUN
brj-24039	358	4	in	in	ADP
brj-24039	358	5	iot	iot	ADJ
brj-24039	358	6	security	security	NOUN
brj-24039	358	7	:	:	PUNCT
brj-24039	358	8	current	current	ADJ
brj-24039	358	9	solutions	solution	NOUN
brj-24039	358	10	and	and	CCONJ
brj-24039	358	11	future	future	ADJ
brj-24039	358	12	challenges	challenge	NOUN
brj-24039	358	13	,	,	PUNCT
brj-24039	358	14	”	"	PUNCT
brj-24039	358	15	ieee	ieee	NOUN
brj-24039	358	16	communications	communication	NOUN
brj-24039	358	17	surveys	survey	NOUN
brj-24039	358	18	&	&	CCONJ
brj-24039	358	19	tutorials	tutorial	NOUN
brj-24039	358	20	22(3	22(3	NUM
brj-24039	358	21	)	)	PUNCT
brj-24039	358	22	,	,	PUNCT
brj-24039	358	23	1686	1686	NUM
brj-24039	358	24	-	-	SYM
brj-24039	358	25	1721	1721	NUM
brj-24039	358	26	.	.	PUNCT
brj-24039	359	1	doi	doi	NOUN
brj-24039	359	2	:	:	PUNCT
brj-24039	359	3	10.1109	10.1109	NUM
brj-24039	359	4	/	/	SYM
brj-24039	359	5	comst.2020.2986444	comst.2020.2986444	ADV
brj-24039	359	6	hussain	hussain	NOUN
brj-24039	359	7	,	,	PUNCT
brj-24039	359	8	i.	i.	NOUN
brj-24039	359	9	,	,	PUNCT
brj-24039	359	10	and	and	CCONJ
brj-24039	359	11	immanuel	immanuel	PROPN
brj-24039	359	12	,	,	PUNCT
brj-24039	359	13	r.	r.	PROPN
brj-24039	359	14	j.	j.	PROPN
brj-24039	359	15	(	(	PUNCT
brj-24039	359	16	2021	2021	NUM
brj-24039	359	17	)	)	PUNCT
brj-24039	359	18	.	.	PUNCT
brj-24039	360	1	“	"	PUNCT
brj-24039	360	2	composite	composite	ADJ
brj-24039	360	3	materials	material	NOUN
brj-24039	360	4	and	and	CCONJ
brj-24039	360	5	its	its	PRON
brj-24039	360	6	advancements	advancement	NOUN
brj-24039	360	7	for	for	ADP
brj-24039	360	8	a	a	DET
brj-24039	360	9	cleaner	clean	ADJ
brj-24039	360	10	engine	engine	NOUN
brj-24039	360	11	of	of	ADP
brj-24039	360	12	future	future	NOUN
brj-24039	360	13	,	,	PUNCT
brj-24039	360	14	”	"	PUNCT
brj-24039	360	15	in	in	ADP
brj-24039	360	16	:	:	PUNCT
brj-24039	360	17	advances	advance	NOUN
brj-24039	360	18	in	in	ADP
brj-24039	360	19	engine	engine	NOUN
brj-24039	360	20	tribology	tribology	NOUN
brj-24039	360	21	,	,	PUNCT
brj-24039	360	22	springer	springer	NOUN
brj-24039	360	23	,	,	PUNCT
brj-24039	360	24	singapore	singapore	PROPN
brj-24039	360	25	,	,	PUNCT
brj-24039	360	26	pp	pp	ADJ
brj-24039	360	27	.	.	PUNCT
brj-24039	360	28	169	169	NUM
brj-24039	360	29	-	-	SYM
brj-24039	360	30	191	191	NUM
brj-24039	360	31	.	.	PUNCT
brj-24039	361	1	doi	doi	NOUN
brj-24039	361	2	:	:	PUNCT
brj-24039	361	3	10.1007/978	10.1007/978	NUM
brj-24039	361	4	-	-	SYM
brj-24039	361	5	981	981	NUM
brj-24039	361	6	-	-	PUNCT
brj-24039	361	7	16	16	NUM
brj-24039	361	8	-	-	PUNCT
brj-24039	361	9	8337	8337	NUM
brj-24039	361	10	-	-	SYM
brj-24039	361	11	4_9	4_9	NUM
brj-24039	361	12	jagadeesh	jagadeesh	NOUN
brj-24039	361	13	,	,	PUNCT
brj-24039	361	14	p.	p.	PROPN
brj-24039	361	15	,	,	PUNCT
brj-24039	361	16	puttegowda	puttegowda	PROPN
brj-24039	361	17	,	,	PUNCT
brj-24039	361	18	m.	m.	NOUN
brj-24039	361	19	,	,	PUNCT
brj-24039	361	20	boonyasopon	boonyasopon	ADV
brj-24039	361	21	,	,	PUNCT
brj-24039	361	22	p.	p.	PROPN
brj-24039	361	23	,	,	PUNCT
brj-24039	361	24	rangappa	rangappa	PROPN
brj-24039	361	25	,	,	PUNCT
brj-24039	361	26	s.	s.	PROPN
brj-24039	361	27	m.	m.	PROPN
brj-24039	361	28	,	,	PUNCT
brj-24039	361	29	khan	khan	PROPN
brj-24039	361	30	,	,	PUNCT
brj-24039	361	31	a.	a.	PROPN
brj-24039	361	32	,	,	PUNCT
brj-24039	361	33	and	and	CCONJ
brj-24039	361	34	siengchin	siengchin	PROPN
brj-24039	361	35	,	,	PUNCT
brj-24039	361	36	s.	s.	PROPN
brj-24039	361	37	(	(	PUNCT
brj-24039	361	38	2022	2022	NUM
brj-24039	361	39	)	)	PUNCT
brj-24039	361	40	.	.	PUNCT
brj-24039	362	1	“	"	PUNCT
brj-24039	362	2	recent	recent	ADJ
brj-24039	362	3	developments	development	NOUN
brj-24039	362	4	and	and	CCONJ
brj-24039	362	5	challenges	challenge	NOUN
brj-24039	362	6	in	in	ADP
brj-24039	362	7	natural	natural	ADJ
brj-24039	362	8	fiber	fiber	NOUN
brj-24039	362	9	composites	composite	NOUN
brj-24039	362	10	:	:	PUNCT
brj-24039	362	11	a	a	DET
brj-24039	362	12	review	review	NOUN
brj-24039	362	13	,	,	PUNCT
brj-24039	362	14	”	"	PUNCT
brj-24039	362	15	polymer	polymer	NOUN
brj-24039	362	16	composites	composite	NOUN
brj-24039	362	17	43(5	43(5	NOUN
brj-24039	362	18	)	)	PUNCT
brj-24039	362	19	,	,	PUNCT
brj-24039	362	20	2545	2545	NUM
brj-24039	362	21	-	-	SYM
brj-24039	362	22	2561	2561	NUM
brj-24039	362	23	.	.	PUNCT
brj-24039	363	1	doi	doi	NOUN
brj-24039	363	2	:	:	PUNCT
brj-24039	363	3	10.1002	10.1002	NUM
brj-24039	363	4	/	/	SYM
brj-24039	363	5	pc.26619	pc.26619	PROPN
brj-24039	363	6	jaseena	jaseena	NOUN
brj-24039	363	7	,	,	PUNCT
brj-24039	363	8	k.	k.	PROPN
brj-24039	363	9	u.	u.	PROPN
brj-24039	363	10	,	,	PUNCT
brj-24039	363	11	and	and	CCONJ
brj-24039	363	12	david	david	PROPN
brj-24039	363	13	,	,	PUNCT
brj-24039	363	14	j.	j.	PROPN
brj-24039	363	15	m.	m.	PROPN
brj-24039	363	16	(	(	PUNCT
brj-24039	363	17	2014	2014	NUM
brj-24039	363	18	)	)	PUNCT
brj-24039	363	19	.	.	PUNCT
brj-24039	364	1	“	"	PUNCT
brj-24039	364	2	issues	issue	NOUN
brj-24039	364	3	,	,	PUNCT
brj-24039	364	4	challenges	challenge	NOUN
brj-24039	364	5	,	,	PUNCT
brj-24039	364	6	and	and	CCONJ
brj-24039	364	7	solutions	solution	NOUN
brj-24039	364	8	:	:	PUNCT
brj-24039	364	9	big	big	ADJ
brj-24039	364	10	data	datum	NOUN
brj-24039	364	11	mining	mining	NOUN
brj-24039	364	12	,	,	PUNCT
brj-24039	364	13	”	"	PUNCT
brj-24039	364	14	cs	cs	PROPN
brj-24039	364	15	&	&	CCONJ
brj-24039	364	16	it	it	PRON
brj-24039	364	17	-	-	PUNCT
brj-24039	364	18	cscp	cscp	ADJ
brj-24039	364	19	4(13	4(13	NUM
brj-24039	364	20	)	)	PUNCT
brj-24039	364	21	,	,	PUNCT
brj-24039	364	22	131	131	NUM
brj-24039	364	23	-	-	SYM
brj-24039	364	24	140	140	NUM
brj-24039	364	25	.	.	PUNCT
brj-24039	365	1	doi	doi	NOUN
brj-24039	365	2	:	:	PUNCT
brj-24039	365	3	10.5121	10.5121	NUM
brj-24039	365	4	/	/	SYM
brj-24039	365	5	csit.2014.41311	csit.2014.41311	PROPN
brj-24039	365	6	kar	kar	PROPN
brj-24039	365	7	,	,	PUNCT
brj-24039	365	8	a.	a.	PROPN
brj-24039	365	9	,	,	PUNCT
brj-24039	365	10	saikia	saikia	PROPN
brj-24039	365	11	,	,	PUNCT
brj-24039	365	12	d.	d.	PROPN
brj-24039	365	13	,	,	PUNCT
brj-24039	365	14	palanisamy	palanisamy	PROPN
brj-24039	365	15	,	,	PUNCT
brj-24039	365	16	s.	s.	PROPN
brj-24039	365	17	,	,	PUNCT
brj-24039	365	18	santulli	santulli	PROPN
brj-24039	365	19	,	,	PUNCT
brj-24039	365	20	c.	c.	NOUN
brj-24039	365	21	,	,	PUNCT
brj-24039	365	22	fragassa	fragassa	ADJ
brj-24039	365	23	,	,	PUNCT
brj-24039	365	24	c.	c.	NOUN
brj-24039	365	25	,	,	PUNCT
brj-24039	365	26	and	and	CCONJ
brj-24039	365	27	thomas	thomas	PROPN
brj-24039	365	28	,	,	PUNCT
brj-24039	365	29	s.	s.	PROPN
brj-24039	365	30	(	(	PUNCT
brj-24039	365	31	2023	2023	NUM
brj-24039	365	32	)	)	PUNCT
brj-24039	365	33	.	.	PUNCT
brj-24039	366	1	“	"	PUNCT
brj-24039	366	2	effect	effect	NOUN
brj-24039	366	3	of	of	ADP
brj-24039	366	4	alkali	alkali	ADJ
brj-24039	366	5	treatment	treatment	NOUN
brj-24039	366	6	under	under	ADP
brj-24039	366	7	ambient	ambient	ADJ
brj-24039	366	8	and	and	CCONJ
brj-24039	366	9	heated	heated	ADJ
brj-24039	366	10	conditions	condition	NOUN
brj-24039	366	11	on	on	ADP
brj-24039	366	12	the	the	DET
brj-24039	366	13	physicochemical	physicochemical	ADJ
brj-24039	366	14	,	,	PUNCT
brj-24039	366	15	structural	structural	ADJ
brj-24039	366	16	,	,	PUNCT
brj-24039	366	17	morphological	morphological	ADJ
brj-24039	366	18	,	,	PUNCT
brj-24039	366	19	and	and	CCONJ
brj-24039	366	20	thermal	thermal	ADJ
brj-24039	366	21	properties	property	NOUN
brj-24039	366	22	of	of	ADP
brj-24039	366	23	calamus	calamus	PROPN
brj-24039	366	24	tenuis	tenuis	PROPN
brj-24039	366	25	cane	cane	NOUN
brj-24039	366	26	fibers	fiber	NOUN
brj-24039	366	27	,	,	PUNCT
brj-24039	366	28	”	"	PUNCT
brj-24039	366	29	fibers	fiber	NOUN
brj-24039	366	30	11(11	11(11	NUM
brj-24039	366	31	)	)	PUNCT
brj-24039	366	32	,	,	PUNCT
brj-24039	366	33	article	article	NOUN
brj-24039	366	34	92	92	NUM
brj-24039	366	35	.	.	PUNCT
brj-24039	367	1	doi	doi	NOUN
brj-24039	367	2	:	:	PUNCT
brj-24039	367	3	10.3390	10.3390	NUM
brj-24039	367	4	/	/	SYM
brj-24039	367	5	fib11110092	fib11110092	NOUN
brj-24039	367	6	karuppiah	karuppiah	PROPN
brj-24039	367	7	,	,	PUNCT
brj-24039	367	8	g.	g.	PROPN
brj-24039	367	9	,	,	PUNCT
brj-24039	367	10	kuttalam	kuttalam	PROPN
brj-24039	367	11	,	,	PUNCT
brj-24039	367	12	k.	k.	PROPN
brj-24039	367	13	c.	c.	PROPN
brj-24039	367	14	,	,	PUNCT
brj-24039	367	15	ayrilmis	ayrilmis	PROPN
brj-24039	367	16	,	,	PUNCT
brj-24039	367	17	n.	n.	NOUN
brj-24039	367	18	,	,	PUNCT
brj-24039	367	19	nagarajan	nagarajan	PROPN
brj-24039	367	20	,	,	PUNCT
brj-24039	367	21	r.	r.	PROPN
brj-24039	367	22	,	,	PUNCT
brj-24039	367	23	devi	devi	PROPN
brj-24039	367	24	,	,	PUNCT
brj-24039	367	25	m.	m.	NOUN
brj-24039	367	26	p.	p.	PROPN
brj-24039	367	27	i.	i.	PROPN
brj-24039	367	28	,	,	PUNCT
brj-24039	367	29	palanisamy	palanisamy	PROPN
brj-24039	367	30	,	,	PUNCT
brj-24039	367	31	s.	s.	PROPN
brj-24039	367	32	,	,	PUNCT
brj-24039	367	33	and	and	CCONJ
brj-24039	367	34	santulli	santulli	PROPN
brj-24039	367	35	,	,	PUNCT
brj-24039	367	36	c.	c.	PROPN
brj-24039	367	37	(	(	PUNCT
brj-24039	367	38	2022	2022	NUM
brj-24039	367	39	)	)	PUNCT
brj-24039	367	40	.	.	PUNCT
brj-24039	368	1	“	"	PUNCT
brj-24039	368	2	tribological	tribological	ADJ
brj-24039	368	3	analysis	analysis	NOUN
brj-24039	368	4	of	of	ADP
brj-24039	368	5	jute	jute	NOUN
brj-24039	368	6	/	/	SYM
brj-24039	368	7	coir	coir	NOUN
brj-24039	368	8	polyester	polyester	NOUN
brj-24039	368	9	composites	composite	NOUN
brj-24039	368	10	filled	fill	VERB
brj-24039	368	11	with	with	ADP
brj-24039	368	12	eggshell	eggshell	NOUN
brj-24039	368	13	powder	powder	NOUN
brj-24039	368	14	(	(	PUNCT
brj-24039	368	15	esp	esp	ADJ
brj-24039	368	16	)	)	PUNCT
brj-24039	368	17	or	or	CCONJ
brj-24039	368	18	nanoclay	nanoclay	NOUN
brj-24039	368	19	(	(	PUNCT
brj-24039	368	20	nc	nc	NOUN
brj-24039	368	21	)	)	PUNCT
brj-24039	368	22	using	use	VERB
brj-24039	368	23	grey	grey	ADJ
brj-24039	368	24	rational	rational	ADJ
brj-24039	368	25	method	method	NOUN
brj-24039	368	26	,	,	PUNCT
brj-24039	368	27	”	"	PUNCT
brj-24039	368	28	fibers	fiber	NOUN
brj-24039	368	29	10(7	10(7	NUM
brj-24039	368	30	)	)	PUNCT
brj-24039	368	31	,	,	PUNCT
brj-24039	368	32	article	article	NOUN
brj-24039	368	33	60	60	NUM
brj-24039	368	34	.	.	PUNCT
brj-24039	369	1	doi	doi	NOUN
brj-24039	369	2	:	:	PUNCT
brj-24039	369	3	10.3390	10.3390	NUM
brj-24039	369	4	/	/	SYM
brj-24039	369	5	fib10070060	fib10070060	NOUN
brj-24039	369	6	karuppiah	karuppiah	NOUN
brj-24039	369	7	,	,	PUNCT
brj-24039	369	8	g.	g.	PROPN
brj-24039	369	9	,	,	PUNCT
brj-24039	369	10	kuttalam	kuttalam	PROPN
brj-24039	369	11	,	,	PUNCT
brj-24039	369	12	k.	k.	PROPN
brj-24039	369	13	c.	c.	PROPN
brj-24039	369	14	,	,	PUNCT
brj-24039	369	15	and	and	CCONJ
brj-24039	369	16	palaniappan	palaniappan	NOUN
brj-24039	369	17	,	,	PUNCT
brj-24039	369	18	m.	m.	NOUN
brj-24039	369	19	(	(	PUNCT
brj-24039	369	20	2020	2020	NUM
brj-24039	369	21	)	)	PUNCT
brj-24039	369	22	.	.	PUNCT
brj-24039	370	1	“	"	PUNCT
brj-24039	370	2	multiobjective	multiobjective	ADJ
brj-24039	370	3	optimization	optimization	NOUN
brj-24039	370	4	of	of	ADP
brj-24039	370	5	fabrication	fabrication	NOUN
brj-24039	370	6	parameters	parameter	NOUN
brj-24039	370	7	of	of	ADP
brj-24039	370	8	jute	jute	NOUN
brj-24039	370	9	fiber	fiber	NOUN
brj-24039	370	10	/	/	SYM
brj-24039	370	11	polyester	polyester	NOUN
brj-24039	370	12	composites	composite	NOUN
brj-24039	370	13	with	with	ADP
brj-24039	370	14	egg	egg	NOUN
brj-24039	370	15	shell	shell	NOUN
brj-24039	370	16	powder	powder	NOUN
brj-24039	370	17	and	and	CCONJ
brj-24039	370	18	nanoclay	nanoclay	NOUN
brj-24039	370	19	filler	filler	NOUN
brj-24039	370	20	,	,	PUNCT
brj-24039	370	21	”	"	PUNCT
brj-24039	370	22	molecules	molecule	NOUN
brj-24039	370	23	25(23	25(23	NOUN
brj-24039	370	24	)	)	PUNCT
brj-24039	370	25	,	,	PUNCT
brj-24039	370	26	1	1	NUM
brj-24039	370	27	-	-	SYM
brj-24039	370	28	11	11	NUM
brj-24039	370	29	.	.	PUNCT
brj-24039	371	1	doi	doi	NOUN
brj-24039	371	2	:	:	PUNCT
brj-24039	371	3	10.3390	10.3390	NUM
brj-24039	371	4	/	/	SYM
brj-24039	371	5	molecules25235579	molecules25235579	PROPN
brj-24039	371	6	kim	kim	PROPN
brj-24039	371	7	,	,	PUNCT
brj-24039	371	8	y.	y.	PROPN
brj-24039	371	9	k.	k.	PROPN
brj-24039	371	10	,	,	PUNCT
brj-24039	371	11	and	and	CCONJ
brj-24039	371	12	chalivendra	chalivendra	NOUN
brj-24039	371	13	,	,	PUNCT
brj-24039	371	14	v.	v.	PROPN
brj-24039	371	15	(	(	PUNCT
brj-24039	371	16	2020	2020	NUM
brj-24039	371	17	)	)	PUNCT
brj-24039	371	18	.	.	PUNCT
brj-24039	372	1	“	"	PUNCT
brj-24039	372	2	natural	natural	ADJ
brj-24039	372	3	fibre	fibre	NOUN
brj-24039	372	4	composites	composite	NOUN
brj-24039	372	5	(	(	PUNCT
brj-24039	372	6	nfcs	nfc	NOUN
brj-24039	372	7	)	)	PUNCT
brj-24039	372	8	for	for	ADP
brj-24039	372	9	construction	construction	NOUN
brj-24039	372	10	and	and	CCONJ
brj-24039	372	11	automotive	automotive	ADJ
brj-24039	372	12	industries	industry	NOUN
brj-24039	372	13	,	,	PUNCT
brj-24039	372	14	”	"	PUNCT
brj-24039	372	15	in	in	ADP
brj-24039	372	16	:	:	PUNCT
brj-24039	372	17	handbook	handbook	NOUN
brj-24039	372	18	of	of	ADP
brj-24039	372	19	natural	natural	ADJ
brj-24039	372	20	fibres	fibre	NOUN
brj-24039	372	21	,	,	PUNCT
brj-24039	372	22	the	the	DET
brj-24039	372	23	textile	textile	PROPN
brj-24039	372	24	institute	institute	PROPN
brj-24039	372	25	book	book	PROPN
brj-24039	372	26	series	series	PROPN
brj-24039	372	27	,	,	PUNCT
brj-24039	372	28	woodhead	woodhead	NOUN
brj-24039	372	29	publishing	publishing	NOUN
brj-24039	372	30	,	,	PUNCT
brj-24039	372	31	sawston	sawston	PROPN
brj-24039	372	32	,	,	PUNCT
brj-24039	372	33	uk	uk	PROPN
brj-24039	372	34	,	,	PUNCT
brj-24039	372	35	vol	vol	NOUN
brj-24039	372	36	.	.	PROPN
brj-24039	372	37	2	2	NUM
brj-24039	372	38	,	,	PUNCT
brj-24039	372	39	pp	pp	ADJ
brj-24039	372	40	.	.	PUNCT
brj-24039	373	1	469	469	NUM
brj-24039	373	2	-	-	NUM
brj-24039	373	3	498	498	NUM
brj-24039	373	4	.	.	PUNCT
brj-24039	374	1	doi	doi	NOUN
brj-24039	374	2	:	:	PUNCT
brj-24039	374	3	10.1016	10.1016	NUM
brj-24039	374	4	/	/	SYM
brj-24039	374	5	b978	b978	NUM
brj-24039	374	6	-	-	PUNCT
brj-24039	374	7	0	0	NUM
brj-24039	374	8	-	-	PUNCT
brj-24039	374	9	12	12	NUM
brj-24039	374	10	-	-	PUNCT
brj-24039	374	11	818782	818782	NUM
brj-24039	374	12	-	-	PUNCT
brj-24039	374	13	1.00014	1.00014	NUM
brj-24039	374	14	-	-	SYM
brj-24039	374	15	6	6	NUM
brj-24039	374	16	klenam	klenam	NOUN
brj-24039	374	17	,	,	PUNCT
brj-24039	374	18	d.	d.	PROPN
brj-24039	374	19	e.	e.	PROPN
brj-24039	374	20	p.	p.	PROPN
brj-24039	374	21	,	,	PUNCT
brj-24039	374	22	asumadu	asumadu	ADJ
brj-24039	374	23	,	,	PUNCT
brj-24039	374	24	t.	t.	PROPN
brj-24039	374	25	k.	k.	PROPN
brj-24039	374	26	,	,	PUNCT
brj-24039	374	27	vandadi	vandadi	NOUN
brj-24039	374	28	,	,	PUNCT
brj-24039	374	29	m.	m.	NOUN
brj-24039	374	30	,	,	PUNCT
brj-24039	374	31	rahbar	rahbar	NOUN
brj-24039	374	32	,	,	PUNCT
brj-24039	374	33	n.	n.	NOUN
brj-24039	374	34	,	,	PUNCT
brj-24039	374	35	mcbagonluri	mcbagonluri	PROPN
brj-24039	374	36	,	,	PUNCT
brj-24039	374	37	f.	f.	PROPN
brj-24039	374	38	,	,	PUNCT
brj-24039	374	39	and	and	CCONJ
brj-24039	374	40	soboyejo	soboyejo	PROPN
brj-24039	374	41	,	,	PUNCT
brj-24039	374	42	w.	w.	PROPN
brj-24039	374	43	o.	o.	PROPN
brj-24039	374	44	(	(	PUNCT
brj-24039	374	45	2023	2023	NUM
brj-24039	374	46	)	)	PUNCT
brj-24039	374	47	.	.	PUNCT
brj-24039	375	1	“	"	PUNCT
brj-24039	375	2	data	data	NOUN
brj-24039	375	3	science	science	NOUN
brj-24039	375	4	and	and	CCONJ
brj-24039	375	5	material	material	NOUN
brj-24039	375	6	informatics	informatic	NOUN
brj-24039	375	7	in	in	ADP
brj-24039	375	8	physical	physical	ADJ
brj-24039	375	9	metallurgy	metallurgy	NOUN
brj-24039	375	10	and	and	CCONJ
brj-24039	375	11	material	material	NOUN
brj-24039	375	12	science	science	NOUN
brj-24039	375	13	:	:	PUNCT
brj-24039	375	14	an	an	DET
brj-24039	375	15	overview	overview	NOUN
brj-24039	375	16	of	of	ADP
brj-24039	375	17	milestones	milestone	NOUN
brj-24039	375	18	and	and	CCONJ
brj-24039	375	19	limitations	limitation	NOUN
brj-24039	375	20	,	,	PUNCT
brj-24039	375	21	”	"	PUNCT
brj-24039	375	22	results	result	NOUN
brj-24039	375	23	in	in	ADP
brj-24039	375	24	materials	material	NOUN
brj-24039	375	25	19	19	NUM
brj-24039	375	26	,	,	PUNCT
brj-24039	375	27	article	article	NOUN
brj-24039	375	28	i	i	PROPN
brj-24039	375	29	d	d	PROPN
brj-24039	375	30	100455	100455	NUM
brj-24039	375	31	.	.	PUNCT
brj-24039	376	1	doi	doi	NOUN
brj-24039	376	2	:	:	PUNCT
brj-24039	376	3	10.1016	10.1016	NUM
brj-24039	376	4	/	/	SYM
brj-24039	376	5	j.rinma.2023.100455	j.rinma.2023.100455	PROPN
brj-24039	376	6	krzywanski	krzywanski	PROPN
brj-24039	376	7	,	,	PUNCT
brj-24039	376	8	j.	j.	PROPN
brj-24039	376	9	,	,	PUNCT
brj-24039	376	10	sosnowski	sosnowski	ADJ
brj-24039	376	11	,	,	PUNCT
brj-24039	376	12	m.	m.	NOUN
brj-24039	376	13	,	,	PUNCT
brj-24039	376	14	grabowska	grabowska	NOUN
brj-24039	376	15	,	,	PUNCT
brj-24039	376	16	k.	k.	PROPN
brj-24039	376	17	,	,	PUNCT
brj-24039	376	18	zylka	zylka	PROPN
brj-24039	376	19	,	,	PUNCT
brj-24039	376	20	a.	a.	NOUN
brj-24039	376	21	,	,	PUNCT
brj-24039	376	22	lasek	lasek	PROPN
brj-24039	376	23	,	,	PUNCT
brj-24039	376	24	l.	l.	PROPN
brj-24039	376	25	,	,	PUNCT
brj-24039	376	26	and	and	CCONJ
brj-24039	376	27	kijokleczkowska	kijokleczkowska	PROPN
brj-24039	376	28	,	,	PUNCT
brj-24039	376	29	a.	a.	NOUN
brj-24039	376	30	(	(	PUNCT
brj-24039	376	31	2024	2024	NUM
brj-24039	376	32	)	)	PUNCT
brj-24039	376	33	.	.	PUNCT
brj-24039	377	1	“	"	PUNCT
brj-24039	377	2	advanced	advanced	ADJ
brj-24039	377	3	computational	computational	ADJ
brj-24039	377	4	methods	method	NOUN
brj-24039	377	5	for	for	ADP
brj-24039	377	6	modeling	modeling	NOUN
brj-24039	377	7	,	,	PUNCT
brj-24039	377	8	prediction	prediction	NOUN
brj-24039	377	9	and	and	CCONJ
brj-24039	377	10	optimization	optimization	NOUN
brj-24039	377	11	—	—	PUNCT
brj-24039	377	12	a	a	DET
brj-24039	377	13	review	review	NOUN
brj-24039	377	14	,	,	PUNCT
brj-24039	377	15	”	"	PUNCT
brj-24039	377	16	materials	material	NOUN
brj-24039	377	17	17(14	17(14	PROPN
brj-24039	377	18	)	)	PUNCT
brj-24039	377	19	,	,	PUNCT
brj-24039	377	20	article	article	NOUN
brj-24039	377	21	3521	3521	NUM
brj-24039	377	22	.	.	PUNCT
brj-24039	378	1	doi	doi	NOUN
brj-24039	378	2	:	:	PUNCT
brj-24039	378	3	10.3390	10.3390	NUM
brj-24039	378	4	/	/	SYM
brj-24039	378	5	ma17143521	ma17143521	NOUN
brj-24039	378	6	https://doi.org/10.1039/d0mh00062k	https://doi.org/10.1039/d0mh00062k	PROPN
brj-24039	378	7	https://doi.org/10.1016/j.proeng.2016.08.743	https://doi.org/10.1016/j.proeng.2016.08.743	PROPN
brj-24039	378	8	https://doi.org/10.1109/comst.2020.2986444	https://doi.org/10.1109/comst.2020.2986444	PROPN
brj-24039	378	9	https://doi.org/10.1002/pc.26619	https://doi.org/10.1002/pc.26619	PROPN
brj-24039	378	10	https://doi.org/10.3390/fib11110092	https://doi.org/10.3390/fib11110092	VERB
brj-24039	378	11	https://doi.org/10.3390/fib10070060	https://doi.org/10.3390/fib10070060	PROPN
brj-24039	378	12	https://doi.org/10.1016/b978-0-12-818782-1.00014-6	https://doi.org/10.1016/b978-0-12-818782-1.00014-6	PROPN
brj-24039	378	13	https://doi.org/10.1016/j.rinma.2023.100455	https://doi.org/10.1016/j.rinma.2023.100455	PROPN
brj-24039	378	14	https://doi.org/10.3390/ma17143521	https://doi.org/10.3390/ma17143521	PROPN
brj-24039	378	15	peer	peer	NOUN
brj-24039	378	16	-	-	PUNCT
brj-24039	378	17	reviewed	review	VERB
brj-24039	378	18	review	review	NOUN
brj-24039	378	19	article	article	NOUN
brj-24039	378	20	bioresources.cnr.ncsu.edu	bioresources.cnr.ncsu.edu	ADP
brj-24039	378	21	palanisamy	palanisamy	PROPN
brj-24039	378	22	et	et	PROPN
brj-24039	378	23	al	al	PROPN
brj-24039	378	24	.	.	PROPN
brj-24039	379	1	(	(	PUNCT
brj-24039	379	2	2025	2025	NUM
brj-24039	379	3	)	)	PUNCT
brj-24039	379	4	.	.	PUNCT
brj-24039	380	1	“	"	PUNCT
brj-24039	380	2	computers	computer	NOUN
brj-24039	380	3	&	&	CCONJ
brj-24039	380	4	composites	composite	NOUN
brj-24039	380	5	,	,	PUNCT
brj-24039	380	6	”	"	PUNCT
brj-24039	380	7	bioresources	bioresource	VERB
brj-24039	380	8	20(1	20(1	NUM
brj-24039	380	9	)	)	PUNCT
brj-24039	380	10	,	,	PUNCT
brj-24039	380	11	2321	2321	NUM
brj-24039	380	12	-	-	SYM
brj-24039	380	13	2345	2345	NUM
brj-24039	380	14	.	.	PUNCT
brj-24039	381	1	2340	2340	NUM
brj-24039	381	2	küçüksille	küçüksille	NOUN
brj-24039	381	3	,	,	PUNCT
brj-24039	381	4	e.	e.	PROPN
brj-24039	381	5	u.	u.	PROPN
brj-24039	381	6	,	,	PUNCT
brj-24039	381	7	selbaş	selbaş	PROPN
brj-24039	381	8	,	,	PUNCT
brj-24039	381	9	r.	r.	PROPN
brj-24039	381	10	,	,	PUNCT
brj-24039	381	11	and	and	CCONJ
brj-24039	381	12	şencan	şencan	ADJ
brj-24039	381	13	,	,	PUNCT
brj-24039	381	14	a.	a.	NOUN
brj-24039	381	15	(	(	PUNCT
brj-24039	381	16	2011	2011	NUM
brj-24039	381	17	)	)	PUNCT
brj-24039	381	18	.	.	PUNCT
brj-24039	382	1	“	"	PUNCT
brj-24039	382	2	prediction	prediction	NOUN
brj-24039	382	3	of	of	ADP
brj-24039	382	4	thermodynamic	thermodynamic	ADJ
brj-24039	382	5	properties	property	NOUN
brj-24039	382	6	of	of	ADP
brj-24039	382	7	refrigerants	refrigerant	NOUN
brj-24039	382	8	using	use	VERB
brj-24039	382	9	data	datum	NOUN
brj-24039	382	10	mining	mining	NOUN
brj-24039	382	11	,	,	PUNCT
brj-24039	382	12	”	"	PUNCT
brj-24039	382	13	energy	energy	NOUN
brj-24039	382	14	conversion	conversion	NOUN
brj-24039	382	15	and	and	CCONJ
brj-24039	382	16	management	management	NOUN
brj-24039	382	17	52(2	52(2	NUM
brj-24039	382	18	)	)	PUNCT
brj-24039	382	19	,	,	PUNCT
brj-24039	382	20	836	836	NUM
brj-24039	382	21	-	-	SYM
brj-24039	382	22	848	848	NUM
brj-24039	382	23	.	.	PUNCT
brj-24039	383	1	doi	doi	NOUN
brj-24039	383	2	:	:	PUNCT
brj-24039	383	3	10.1016	10.1016	NUM
brj-24039	383	4	/	/	SYM
brj-24039	383	5	j.enconman.2010.08.009	j.enconman.2010.08.009	PROPN
brj-24039	383	6	latif	latif	PROPN
brj-24039	383	7	,	,	PUNCT
brj-24039	383	8	r.	r.	PROPN
brj-24039	383	9	,	,	PUNCT
brj-24039	383	10	wakeel	wakeel	PROPN
brj-24039	383	11	,	,	PUNCT
brj-24039	383	12	s.	s.	PROPN
brj-24039	383	13	,	,	PUNCT
brj-24039	383	14	zaman	zaman	PROPN
brj-24039	383	15	khan	khan	PROPN
brj-24039	383	16	,	,	PUNCT
brj-24039	383	17	n.	n.	PROPN
brj-24039	383	18	,	,	PUNCT
brj-24039	383	19	noor	noor	PROPN
brj-24039	383	20	siddiquee	siddiquee	PROPN
brj-24039	383	21	,	,	PUNCT
brj-24039	383	22	a.	a.	PROPN
brj-24039	383	23	,	,	PUNCT
brj-24039	383	24	lal	lal	PROPN
brj-24039	383	25	verma	verma	PROPN
brj-24039	383	26	,	,	PUNCT
brj-24039	383	27	s.	s.	PROPN
brj-24039	383	28	,	,	PUNCT
brj-24039	383	29	and	and	CCONJ
brj-24039	383	30	akhtar	akhtar	PROPN
brj-24039	383	31	khan	khan	PROPN
brj-24039	383	32	,	,	PUNCT
brj-24039	383	33	z.	z.	PROPN
brj-24039	383	34	(	(	PUNCT
brj-24039	383	35	2019	2019	NUM
brj-24039	383	36	)	)	PUNCT
brj-24039	383	37	.	.	PUNCT
brj-24039	384	1	"	"	PUNCT
brj-24039	384	2	surface	surface	NOUN
brj-24039	384	3	treatments	treatment	NOUN
brj-24039	384	4	of	of	ADP
brj-24039	384	5	plant	plant	NOUN
brj-24039	384	6	fibers	fiber	NOUN
brj-24039	384	7	and	and	CCONJ
brj-24039	384	8	their	their	PRON
brj-24039	384	9	effects	effect	NOUN
brj-24039	384	10	on	on	ADP
brj-24039	384	11	mechanical	mechanical	ADJ
brj-24039	384	12	properties	property	NOUN
brj-24039	384	13	of	of	ADP
brj-24039	384	14	fiber	fiber	NOUN
brj-24039	384	15	-	-	PUNCT
brj-24039	384	16	reinforced	reinforce	VERB
brj-24039	384	17	composites	composite	NOUN
brj-24039	384	18	:	:	PUNCT
brj-24039	384	19	a	a	DET
brj-24039	384	20	review	review	NOUN
brj-24039	384	21	,	,	PUNCT
brj-24039	384	22	"	"	PUNCT
brj-24039	384	23	journal	journal	NOUN
brj-24039	384	24	of	of	ADP
brj-24039	384	25	reinforced	reinforce	VERB
brj-24039	384	26	plastics	plastic	NOUN
brj-24039	384	27	and	and	CCONJ
brj-24039	384	28	composites	composite	NOUN
brj-24039	384	29	,	,	PUNCT
brj-24039	384	30	38(1	38(1	NUM
brj-24039	384	31	)	)	PUNCT
brj-24039	384	32	,	,	PUNCT
brj-24039	384	33	15	15	NUM
brj-24039	384	34	-	-	SYM
brj-24039	384	35	30	30	NUM
brj-24039	384	36	.	.	PUNCT
brj-24039	385	1	doi	doi	NOUN
brj-24039	385	2	:	:	PUNCT
brj-24039	385	3	10.1177/0731684418802022	10.1177/0731684418802022	NUM
brj-24039	385	4	levy	levy	NOUN
brj-24039	385	5	,	,	PUNCT
brj-24039	385	6	j.	j.	PROPN
brj-24039	385	7	j.	j.	PROPN
brj-24039	385	8	,	,	PUNCT
brj-24039	385	9	and	and	CCONJ
brj-24039	385	10	o’malley	o’malley	PROPN
brj-24039	385	11	,	,	PUNCT
brj-24039	385	12	a.	a.	PROPN
brj-24039	385	13	j.	j.	PROPN
brj-24039	385	14	(	(	PUNCT
brj-24039	385	15	2020	2020	NUM
brj-24039	385	16	)	)	PUNCT
brj-24039	385	17	.	.	PUNCT
brj-24039	386	1	"	"	PUNCT
brj-24039	386	2	do	do	AUX
brj-24039	386	3	n’t	not	PART
brj-24039	386	4	dismiss	dismiss	VERB
brj-24039	386	5	logistic	logistic	ADJ
brj-24039	386	6	regression	regression	NOUN
brj-24039	386	7	:	:	PUNCT
brj-24039	386	8	the	the	DET
brj-24039	386	9	case	case	NOUN
brj-24039	386	10	for	for	ADP
brj-24039	386	11	sensible	sensible	ADJ
brj-24039	386	12	extraction	extraction	NOUN
brj-24039	386	13	of	of	ADP
brj-24039	386	14	interactions	interaction	NOUN
brj-24039	386	15	in	in	ADP
brj-24039	386	16	the	the	DET
brj-24039	386	17	era	era	NOUN
brj-24039	386	18	of	of	ADP
brj-24039	386	19	machine	machine	NOUN
brj-24039	386	20	learning	learning	NOUN
brj-24039	386	21	,	,	PUNCT
brj-24039	386	22	"	"	PUNCT
brj-24039	386	23	bmc	bmc	PROPN
brj-24039	386	24	medical	medical	ADJ
brj-24039	386	25	research	research	NOUN
brj-24039	386	26	methodology	methodology	NOUN
brj-24039	386	27	20(1	20(1	NOUN
brj-24039	386	28	)	)	PUNCT
brj-24039	386	29	,	,	PUNCT
brj-24039	386	30	article	article	NOUN
brj-24039	386	31	171	171	NUM
brj-24039	386	32	.	.	PUNCT
brj-24039	387	1	doi	doi	NOUN
brj-24039	387	2	:	:	PUNCT
brj-24039	387	3	10.1186	10.1186	NUM
brj-24039	387	4	/	/	SYM
brj-24039	387	5	s12874	s12874	NOUN
brj-24039	387	6	-	-	PUNCT
brj-24039	387	7	020	020	NUM
brj-24039	387	8	-	-	PUNCT
brj-24039	387	9	01046	01046	NUM
brj-24039	387	10	-	-	SYM
brj-24039	387	11	3	3	NUM
brj-24039	387	12	.	.	PUNCT
brj-24039	388	1	lin	lin	PROPN
brj-24039	388	2	,	,	PUNCT
brj-24039	388	3	s.-y	s.-y	NOUN
brj-24039	388	4	.	.	PUNCT
brj-24039	389	1	(	(	PUNCT
brj-24039	389	2	2021	2021	NUM
brj-24039	389	3	)	)	PUNCT
brj-24039	389	4	.	.	PUNCT
brj-24039	390	1	“	"	PUNCT
brj-24039	390	2	current	current	ADJ
brj-24039	390	3	and	and	CCONJ
brj-24039	390	4	potential	potential	ADJ
brj-24039	390	5	applications	application	NOUN
brj-24039	390	6	of	of	ADP
brj-24039	390	7	simultaneous	simultaneous	ADJ
brj-24039	390	8	dsc	dsc	PROPN
brj-24039	390	9	-	-	PUNCT
brj-24039	390	10	ftir	ftir	PROPN
brj-24039	390	11	microspectroscopy	microspectroscopy	NOUN
brj-24039	390	12	for	for	ADP
brj-24039	390	13	pharmaceutical	pharmaceutical	ADJ
brj-24039	390	14	analysis	analysis	NOUN
brj-24039	390	15	,	,	PUNCT
brj-24039	390	16	”	"	PUNCT
brj-24039	390	17	journal	journal	NOUN
brj-24039	390	18	of	of	ADP
brj-24039	390	19	food	food	NOUN
brj-24039	390	20	and	and	CCONJ
brj-24039	390	21	drug	drug	NOUN
brj-24039	390	22	analysis	analysis	NOUN
brj-24039	390	23	29(2	29(2	NOUN
brj-24039	390	24	)	)	PUNCT
brj-24039	390	25	,	,	PUNCT
brj-24039	390	26	182	182	NUM
brj-24039	390	27	-	-	SYM
brj-24039	390	28	202	202	NUM
brj-24039	390	29	.	.	PUNCT
brj-24039	391	1	doi	doi	NOUN
brj-24039	391	2	:	:	PUNCT
brj-24039	391	3	10.38212/2224	10.38212/2224	NUM
brj-24039	391	4	-	-	PUNCT
brj-24039	391	5	6614.3345	6614.3345	NUM
brj-24039	391	6	liu	liu	PROPN
brj-24039	391	7	,	,	PUNCT
brj-24039	391	8	l.	l.	PROPN
brj-24039	391	9	,	,	PUNCT
brj-24039	391	10	du	du	PROPN
brj-24039	391	11	,	,	PUNCT
brj-24039	391	12	m.	m.	NOUN
brj-24039	391	13	,	,	PUNCT
brj-24039	391	14	and	and	CCONJ
brj-24039	391	15	liu	liu	PROPN
brj-24039	391	16	,	,	PUNCT
brj-24039	391	17	f.	f.	PROPN
brj-24039	391	18	(	(	PUNCT
brj-24039	391	19	2023	2023	NUM
brj-24039	391	20	)	)	PUNCT
brj-24039	391	21	.	.	PUNCT
brj-24039	392	1	“	"	PUNCT
brj-24039	392	2	recent	recent	ADJ
brj-24039	392	3	advances	advance	NOUN
brj-24039	392	4	in	in	ADP
brj-24039	392	5	interface	interface	NOUN
brj-24039	392	6	microscopic	microscopic	ADJ
brj-24039	392	7	characterization	characterization	NOUN
brj-24039	392	8	of	of	ADP
brj-24039	392	9	carbon	carbon	NOUN
brj-24039	392	10	fiber	fiber	NOUN
brj-24039	392	11	-	-	PUNCT
brj-24039	392	12	reinforced	reinforce	VERB
brj-24039	392	13	polymer	polymer	NOUN
brj-24039	392	14	composites	composite	NOUN
brj-24039	392	15	,	,	PUNCT
brj-24039	392	16	”	"	PUNCT
brj-24039	392	17	frontiers	frontier	NOUN
brj-24039	392	18	in	in	ADP
brj-24039	392	19	materials	material	NOUN
brj-24039	392	20	10	10	NUM
brj-24039	392	21	,	,	PUNCT
brj-24039	392	22	article	article	NOUN
brj-24039	392	23	i	i	PROPN
brj-24039	392	24	d	d	PROPN
brj-24039	392	25	1124338	1124338	NUM
brj-24039	392	26	.	.	PUNCT
brj-24039	393	1	doi	doi	NOUN
brj-24039	393	2	:	:	PUNCT
brj-24039	393	3	10.3389	10.3389	NUM
brj-24039	393	4	/	/	SYM
brj-24039	393	5	fmats.2023.1124338	fmats.2023.1124338	PROPN
brj-24039	393	6	liu	liu	PROPN
brj-24039	393	7	,	,	PUNCT
brj-24039	393	8	m.	m.	NOUN
brj-24039	393	9	,	,	PUNCT
brj-24039	393	10	li	li	PROPN
brj-24039	393	11	,	,	PUNCT
brj-24039	393	12	h.	h.	PROPN
brj-24039	393	13	,	,	PUNCT
brj-24039	393	14	zhou	zhou	PROPN
brj-24039	393	15	,	,	PUNCT
brj-24039	393	16	h.	h.	PROPN
brj-24039	393	17	,	,	PUNCT
brj-24039	393	18	zhang	zhang	PROPN
brj-24039	393	19	,	,	PUNCT
brj-24039	393	20	h.	h.	PROPN
brj-24039	393	21	,	,	PUNCT
brj-24039	393	22	and	and	CCONJ
brj-24039	393	23	huang	huang	PROPN
brj-24039	393	24	,	,	PUNCT
brj-24039	393	25	g.	g.	PROPN
brj-24039	393	26	(	(	PUNCT
brj-24039	393	27	2024	2024	NUM
brj-24039	393	28	)	)	PUNCT
brj-24039	393	29	.	.	PUNCT
brj-24039	394	1	“	"	PUNCT
brj-24039	394	2	development	development	NOUN
brj-24039	394	3	of	of	ADP
brj-24039	394	4	machine	machine	NOUN
brj-24039	394	5	learning	learning	NOUN
brj-24039	394	6	methods	method	NOUN
brj-24039	394	7	for	for	ADP
brj-24039	394	8	mechanical	mechanical	ADJ
brj-24039	394	9	problems	problem	NOUN
brj-24039	394	10	associated	associate	VERB
brj-24039	394	11	with	with	ADP
brj-24039	394	12	fibre	fibre	NOUN
brj-24039	394	13	composite	composite	ADJ
brj-24039	394	14	materials	material	NOUN
brj-24039	394	15	:	:	PUNCT
brj-24039	394	16	a	a	DET
brj-24039	394	17	review	review	NOUN
brj-24039	394	18	,	,	PUNCT
brj-24039	394	19	”	"	PUNCT
brj-24039	394	20	composites	composite	VERB
brj-24039	394	21	communications	communication	NOUN
brj-24039	394	22	49	49	NUM
brj-24039	394	23	,	,	PUNCT
brj-24039	394	24	article	article	NOUN
brj-24039	394	25	i	i	PROPN
brj-24039	394	26	d	d	PROPN
brj-24039	394	27	101988	101988	NUM
brj-24039	394	28	.	.	PUNCT
brj-24039	395	1	doi	doi	NOUN
brj-24039	395	2	:	:	PUNCT
brj-24039	395	3	10.1016	10.1016	NUM
brj-24039	395	4	/	/	SYM
brj-24039	395	5	j.coco.2024.101988	j.coco.2024.101988	PROPN
brj-24039	395	6	ma	ma	PROPN
brj-24039	395	7	,	,	PUNCT
brj-24039	395	8	x.	x.	PROPN
brj-24039	395	9	,	,	PUNCT
brj-24039	395	10	guo	guo	PROPN
brj-24039	395	11	,	,	PUNCT
brj-24039	395	12	g.	g.	PROPN
brj-24039	395	13	,	,	PUNCT
brj-24039	395	14	wu	wu	PROPN
brj-24039	395	15	,	,	PUNCT
brj-24039	395	16	x.	x.	PROPN
brj-24039	395	17	,	,	PUNCT
brj-24039	395	18	wu	wu	PROPN
brj-24039	395	19	,	,	PUNCT
brj-24039	395	20	q.	q.	PROPN
brj-24039	395	21	,	,	PUNCT
brj-24039	395	22	liu	liu	PROPN
brj-24039	395	23	,	,	PUNCT
brj-24039	395	24	f.	f.	PROPN
brj-24039	395	25	,	,	PUNCT
brj-24039	395	26	zhang	zhang	PROPN
brj-24039	395	27	,	,	PUNCT
brj-24039	395	28	h.	h.	PROPN
brj-24039	395	29	,	,	PUNCT
brj-24039	395	30	shi	shi	PROPN
brj-24039	395	31	,	,	PUNCT
brj-24039	395	32	n.	n.	NOUN
brj-24039	395	33	,	,	PUNCT
brj-24039	395	34	and	and	CCONJ
brj-24039	395	35	guan	guan	PROPN
brj-24039	395	36	,	,	PUNCT
brj-24039	395	37	y.	y.	PROPN
brj-24039	395	38	(	(	PUNCT
brj-24039	395	39	2023	2023	NUM
brj-24039	395	40	)	)	PUNCT
brj-24039	395	41	.	.	PUNCT
brj-24039	396	1	“	"	PUNCT
brj-24039	396	2	advances	advance	NOUN
brj-24039	396	3	in	in	ADP
brj-24039	396	4	integration	integration	NOUN
brj-24039	396	5	,	,	PUNCT
brj-24039	396	6	wearable	wearable	ADJ
brj-24039	396	7	applications	application	NOUN
brj-24039	396	8	,	,	PUNCT
brj-24039	396	9	and	and	CCONJ
brj-24039	396	10	artificial	artificial	ADJ
brj-24039	396	11	intelligence	intelligence	NOUN
brj-24039	396	12	of	of	ADP
brj-24039	396	13	biomedical	biomedical	ADJ
brj-24039	396	14	microfluidics	microfluidic	NOUN
brj-24039	396	15	systems	system	NOUN
brj-24039	396	16	,	,	PUNCT
brj-24039	396	17	”	"	PUNCT
brj-24039	396	18	micromachines	micromachines	PROPN
brj-24039	396	19	14(5	14(5	NUM
brj-24039	396	20	)	)	PUNCT
brj-24039	396	21	,	,	PUNCT
brj-24039	396	22	article	article	NOUN
brj-24039	396	23	972	972	NUM
brj-24039	396	24	.	.	PUNCT
brj-24039	397	1	doi	doi	NOUN
brj-24039	397	2	:	:	PUNCT
brj-24039	397	3	10.3390	10.3390	NUM
brj-24039	397	4	/	/	SYM
brj-24039	397	5	mi14050972	mi14050972	PROPN
brj-24039	397	6	mahariq	mahariq	PROPN
brj-24039	397	7	,	,	PUNCT
brj-24039	397	8	i.	i.	PROPN
brj-24039	397	9	,	,	PUNCT
brj-24039	397	10	kavyanpoor	kavyanpoor	NOUN
brj-24039	397	11	,	,	PUNCT
brj-24039	397	12	m.	m.	NOUN
brj-24039	397	13	,	,	PUNCT
brj-24039	397	14	ghalandari	ghalandari	NOUN
brj-24039	397	15	,	,	PUNCT
brj-24039	397	16	m.	m.	NOUN
brj-24039	397	17	,	,	PUNCT
brj-24039	397	18	nazari	nazari	PROPN
brj-24039	397	19	,	,	PUNCT
brj-24039	397	20	m.	m.	NOUN
brj-24039	397	21	a.	a.	PROPN
brj-24039	397	22	,	,	PUNCT
brj-24039	397	23	and	and	CCONJ
brj-24039	397	24	bui	bui	PROPN
brj-24039	397	25	,	,	PUNCT
brj-24039	397	26	d.	d.	PROPN
brj-24039	397	27	t.	t.	PROPN
brj-24039	397	28	(	(	PUNCT
brj-24039	397	29	2020	2020	NUM
brj-24039	397	30	)	)	PUNCT
brj-24039	397	31	.	.	PUNCT
brj-24039	398	1	"	"	PUNCT
brj-24039	398	2	identification	identification	NOUN
brj-24039	398	3	of	of	ADP
brj-24039	398	4	nonlinear	nonlinear	ADJ
brj-24039	398	5	model	model	NOUN
brj-24039	398	6	for	for	ADP
brj-24039	398	7	rotary	rotary	ADJ
brj-24039	398	8	high	high	ADJ
brj-24039	398	9	aspect	aspect	NOUN
brj-24039	398	10	ratio	ratio	NOUN
brj-24039	398	11	flexible	flexible	ADJ
brj-24039	398	12	blade	blade	NOUN
brj-24039	398	13	using	use	VERB
brj-24039	398	14	free	free	ADJ
brj-24039	398	15	vibration	vibration	NOUN
brj-24039	398	16	response	response	NOUN
brj-24039	398	17	,	,	PUNCT
brj-24039	398	18	"	"	PUNCT
brj-24039	398	19	alexandria	alexandria	PROPN
brj-24039	398	20	engineering	engineering	PROPN
brj-24039	398	21	journal	journal	PROPN
brj-24039	398	22	59(4	59(4	NUM
brj-24039	398	23	)	)	PUNCT
brj-24039	398	24	,	,	PUNCT
brj-24039	398	25	2131	2131	NUM
brj-24039	398	26	-	-	SYM
brj-24039	398	27	2139	2139	NUM
brj-24039	398	28	.	.	PUNCT
brj-24039	399	1	doi	doi	NOUN
brj-24039	399	2	:	:	PUNCT
brj-24039	399	3	10.1016	10.1016	NUM
brj-24039	399	4	/	/	SYM
brj-24039	399	5	j.aej.2020.01.029	j.aej.2020.01.029	NOUN
brj-24039	399	6	malalli	malalli	PROPN
brj-24039	399	7	,	,	PUNCT
brj-24039	399	8	c.	c.	PROPN
brj-24039	399	9	s.	s.	PROPN
brj-24039	399	10	,	,	PUNCT
brj-24039	399	11	and	and	CCONJ
brj-24039	399	12	ramji	ramji	PROPN
brj-24039	399	13	,	,	PUNCT
brj-24039	399	14	b.	b.	PROPN
brj-24039	399	15	r.	r.	PROPN
brj-24039	399	16	(	(	PUNCT
brj-24039	399	17	2022	2022	NUM
brj-24039	399	18	)	)	PUNCT
brj-24039	399	19	.	.	PUNCT
brj-24039	400	1	“	"	PUNCT
brj-24039	400	2	mechanical	mechanical	ADJ
brj-24039	400	3	characterization	characterization	NOUN
brj-24039	400	4	of	of	ADP
brj-24039	400	5	natural	natural	ADJ
brj-24039	400	6	fiber	fiber	NOUN
brj-24039	400	7	reinforced	reinforce	VERB
brj-24039	400	8	polymer	polymer	NOUN
brj-24039	400	9	composites	composite	NOUN
brj-24039	400	10	and	and	CCONJ
brj-24039	400	11	their	their	PRON
brj-24039	400	12	application	application	NOUN
brj-24039	400	13	in	in	ADP
brj-24039	400	14	prosthesis	prosthesis	NOUN
brj-24039	400	15	:	:	PUNCT
brj-24039	400	16	a	a	DET
brj-24039	400	17	review	review	NOUN
brj-24039	400	18	,	,	PUNCT
brj-24039	400	19	”	"	PUNCT
brj-24039	400	20	materials	material	NOUN
brj-24039	400	21	today	today	NOUN
brj-24039	400	22	:	:	PUNCT
brj-24039	400	23	proceedings	proceeding	NOUN
brj-24039	400	24	62(6	62(6	NOUN
brj-24039	400	25	)	)	PUNCT
brj-24039	400	26	,	,	PUNCT
brj-24039	400	27	3435	3435	NUM
brj-24039	400	28	-	-	SYM
brj-24039	400	29	3443	3443	NUM
brj-24039	400	30	.	.	PUNCT
brj-24039	401	1	doi	doi	NOUN
brj-24039	401	2	:	:	PUNCT
brj-24039	401	3	10.1016	10.1016	NUM
brj-24039	401	4	/	/	SYM
brj-24039	401	5	j.matpr.2022.04.276	j.matpr.2022.04.276	PROPN
brj-24039	401	6	maniraj	maniraj	PROPN
brj-24039	401	7	,	,	PUNCT
brj-24039	401	8	j.	j.	PROPN
brj-24039	401	9	,	,	PUNCT
brj-24039	401	10	arockiasamy	arockiasamy	PROPN
brj-24039	401	11	,	,	PUNCT
brj-24039	401	12	f.	f.	PROPN
brj-24039	401	13	s.	s.	PROPN
brj-24039	401	14	,	,	PUNCT
brj-24039	401	15	kumar	kumar	PROPN
brj-24039	401	16	,	,	PUNCT
brj-24039	401	17	c.	c.	PROPN
brj-24039	401	18	r.	r.	PROPN
brj-24039	401	19	,	,	PUNCT
brj-24039	401	20	kumar	kumar	PROPN
brj-24039	401	21	,	,	PUNCT
brj-24039	401	22	d.	d.	PROPN
brj-24039	401	23	a.	a.	PROPN
brj-24039	401	24	,	,	PUNCT
brj-24039	401	25	jenish	jenish	PROPN
brj-24039	401	26	,	,	PUNCT
brj-24039	401	27	i.	i.	PROPN
brj-24039	401	28	,	,	PUNCT
brj-24039	401	29	suyambulingam	suyambulingam	ADV
brj-24039	401	30	,	,	PUNCT
brj-24039	401	31	i.	i.	PROPN
brj-24039	401	32	,	,	PUNCT
brj-24039	401	33	rangappa	rangappa	PROPN
brj-24039	401	34	,	,	PUNCT
brj-24039	401	35	s.	s.	PROPN
brj-24039	401	36	m.	m.	PROPN
brj-24039	401	37	,	,	PUNCT
brj-24039	401	38	and	and	CCONJ
brj-24039	401	39	siengchin	siengchin	PROPN
brj-24039	401	40	,	,	PUNCT
brj-24039	401	41	s.	s.	PROPN
brj-24039	401	42	(	(	PUNCT
brj-24039	401	43	2023	2023	NUM
brj-24039	401	44	)	)	PUNCT
brj-24039	401	45	.	.	PUNCT
brj-24039	402	1	machine	machine	NOUN
brj-24039	402	2	learning	learn	VERB
brj-24039	402	3	techniques	technique	NOUN
brj-24039	402	4	for	for	ADP
brj-24039	402	5	the	the	DET
brj-24039	402	6	design	design	NOUN
brj-24039	402	7	and	and	CCONJ
brj-24039	402	8	optimization	optimization	NOUN
brj-24039	402	9	of	of	ADP
brj-24039	402	10	polymer	polymer	NOUN
brj-24039	402	11	composites	composite	NOUN
brj-24039	402	12	:	:	PUNCT
brj-24039	402	13	a	a	DET
brj-24039	402	14	review	review	NOUN
brj-24039	402	15	.	.	PUNCT
brj-24039	403	1	e3s	e3s	PROPN
brj-24039	403	2	web	web	NOUN
brj-24039	403	3	of	of	ADP
brj-24039	403	4	conferences	conference	NOUN
brj-24039	403	5	428	428	NUM
brj-24039	403	6	,	,	PUNCT
brj-24039	403	7	article	article	NOUN
brj-24039	403	8	i	i	PROPN
brj-24039	403	9	d	d	PROPN
brj-24039	403	10	2013	2013	NUM
brj-24039	403	11	.	.	PUNCT
brj-24039	404	1	doi	doi	NOUN
brj-24039	404	2	:	:	PUNCT
brj-24039	404	3	10.1051	10.1051	NUM
brj-24039	404	4	/	/	SYM
brj-24039	404	5	e3sconf/202342802013	e3sconf/202342802013	NOUN
brj-24039	404	6	mejri	mejri	ADJ
brj-24039	404	7	,	,	PUNCT
brj-24039	404	8	m.	m.	NOUN
brj-24039	404	9	,	,	PUNCT
brj-24039	404	10	toubal	toubal	PROPN
brj-24039	404	11	,	,	PUNCT
brj-24039	404	12	l.	l.	PROPN
brj-24039	404	13	,	,	PUNCT
brj-24039	404	14	cuillière	cuillière	PROPN
brj-24039	404	15	,	,	PUNCT
brj-24039	404	16	j.	j.	PROPN
brj-24039	404	17	c.	c.	PROPN
brj-24039	404	18	,	,	PUNCT
brj-24039	404	19	and	and	CCONJ
brj-24039	404	20	françois	françois	PROPN
brj-24039	404	21	,	,	PUNCT
brj-24039	404	22	v.	v.	PROPN
brj-24039	404	23	(	(	PUNCT
brj-24039	404	24	2018	2018	NUM
brj-24039	404	25	)	)	PUNCT
brj-24039	404	26	.	.	PUNCT
brj-24039	405	1	"	"	PUNCT
brj-24039	405	2	hygrothermal	hygrothermal	ADJ
brj-24039	405	3	aging	age	VERB
brj-24039	405	4	effects	effect	NOUN
brj-24039	405	5	on	on	ADP
brj-24039	405	6	mechanical	mechanical	ADJ
brj-24039	405	7	and	and	CCONJ
brj-24039	405	8	fatigue	fatigue	NOUN
brj-24039	405	9	behaviors	behavior	NOUN
brj-24039	405	10	of	of	ADP
brj-24039	405	11	a	a	DET
brj-24039	405	12	short	short	ADJ
brj-24039	405	13	-	-	PUNCT
brj-24039	405	14	natural	natural	ADJ
brj-24039	405	15	-	-	PUNCT
brj-24039	405	16	fiber	fiber	NOUN
brj-24039	405	17	-	-	PUNCT
brj-24039	405	18	reinforced	reinforce	VERB
brj-24039	405	19	composite	composite	NOUN
brj-24039	405	20	,	,	PUNCT
brj-24039	405	21	"	"	PUNCT
brj-24039	405	22	international	international	ADJ
brj-24039	405	23	journal	journal	NOUN
brj-24039	405	24	of	of	ADP
brj-24039	405	25	fatigue	fatigue	NOUN
brj-24039	405	26	108	108	NUM
brj-24039	405	27	,	,	PUNCT
brj-24039	405	28	96	96	NUM
brj-24039	405	29	-	-	SYM
brj-24039	405	30	108	108	NUM
brj-24039	405	31	.	.	PUNCT
brj-24039	406	1	doi	doi	NOUN
brj-24039	406	2	:	:	PUNCT
brj-24039	406	3	10.1016	10.1016	NUM
brj-24039	406	4	/	/	SYM
brj-24039	406	5	j.ijfatigue.2017.11.004	j.ijfatigue.2017.11.004	PROPN
brj-24039	406	6	morgan	morgan	PROPN
brj-24039	406	7	,	,	PUNCT
brj-24039	406	8	d.	d.	PROPN
brj-24039	406	9	,	,	PUNCT
brj-24039	406	10	pilania	pilania	PROPN
brj-24039	406	11	,	,	PUNCT
brj-24039	406	12	g.	g.	PROPN
brj-24039	406	13	,	,	PUNCT
brj-24039	406	14	couet	couet	PROPN
brj-24039	406	15	,	,	PUNCT
brj-24039	406	16	a.	a.	NOUN
brj-24039	406	17	,	,	PUNCT
brj-24039	406	18	uberuaga	uberuaga	PROPN
brj-24039	406	19	,	,	PUNCT
brj-24039	406	20	b.	b.	PROPN
brj-24039	406	21	p.	p.	PROPN
brj-24039	406	22	,	,	PUNCT
brj-24039	406	23	sun	sun	PROPN
brj-24039	406	24	,	,	PUNCT
brj-24039	406	25	c.	c.	PROPN
brj-24039	406	26	,	,	PUNCT
brj-24039	406	27	and	and	CCONJ
brj-24039	406	28	li	li	PROPN
brj-24039	406	29	,	,	PUNCT
brj-24039	406	30	j.	j.	PROPN
brj-24039	406	31	(	(	PUNCT
brj-24039	406	32	2022	2022	NUM
brj-24039	406	33	)	)	PUNCT
brj-24039	406	34	.	.	PUNCT
brj-24039	407	1	“	"	PUNCT
brj-24039	407	2	machine	machine	NOUN
brj-24039	407	3	learning	learning	NOUN
brj-24039	407	4	in	in	ADP
brj-24039	407	5	nuclear	nuclear	ADJ
brj-24039	407	6	materials	material	NOUN
brj-24039	407	7	research	research	NOUN
brj-24039	407	8	,	,	PUNCT
brj-24039	407	9	”	"	PUNCT
brj-24039	407	10	current	current	ADJ
brj-24039	407	11	opinion	opinion	NOUN
brj-24039	407	12	in	in	ADP
brj-24039	407	13	solid	solid	ADJ
brj-24039	407	14	state	state	NOUN
brj-24039	407	15	and	and	CCONJ
brj-24039	407	16	materials	material	NOUN
brj-24039	407	17	science	science	NOUN
brj-24039	407	18	26(2	26(2	NUM
brj-24039	407	19	)	)	PUNCT
brj-24039	407	20	,	,	PUNCT
brj-24039	407	21	article	article	NOUN
brj-24039	407	22	i	i	PROPN
brj-24039	407	23	d	d	PROPN
brj-24039	407	24	100975	100975	NUM
brj-24039	407	25	.	.	PUNCT
brj-24039	408	1	doi	doi	NOUN
brj-24039	408	2	:	:	PUNCT
brj-24039	408	3	10.1016	10.1016	NUM
brj-24039	408	4	/	/	SYM
brj-24039	408	5	j.cossms.2021.100975	j.cossms.2021.100975	PROPN
brj-24039	408	6	mulenga	mulenga	NOUN
brj-24039	408	7	,	,	PUNCT
brj-24039	408	8	t.	t.	PROPN
brj-24039	408	9	k.	k.	PROPN
brj-24039	408	10	,	,	PUNCT
brj-24039	408	11	ude	ude	PROPN
brj-24039	408	12	,	,	PUNCT
brj-24039	408	13	a.	a.	NOUN
brj-24039	408	14	u.	u.	PROPN
brj-24039	408	15	,	,	PUNCT
brj-24039	408	16	and	and	CCONJ
brj-24039	408	17	vivekanandhan	vivekanandhan	ADV
brj-24039	408	18	,	,	PUNCT
brj-24039	408	19	c.	c.	NOUN
brj-24039	408	20	(	(	PUNCT
brj-24039	408	21	2021	2021	NUM
brj-24039	408	22	)	)	PUNCT
brj-24039	408	23	.	.	PUNCT
brj-24039	409	1	“	"	PUNCT
brj-24039	409	2	techniques	technique	NOUN
brj-24039	409	3	for	for	ADP
brj-24039	409	4	modelling	modelling	NOUN
brj-24039	409	5	and	and	CCONJ
brj-24039	409	6	optimizing	optimize	VERB
brj-24039	409	7	the	the	DET
brj-24039	409	8	mechanical	mechanical	ADJ
brj-24039	409	9	properties	property	NOUN
brj-24039	409	10	of	of	ADP
brj-24039	409	11	natural	natural	ADJ
brj-24039	409	12	fiber	fiber	NOUN
brj-24039	409	13	composites	composite	NOUN
brj-24039	409	14	:	:	PUNCT
brj-24039	409	15	a	a	DET
brj-24039	409	16	review	review	NOUN
brj-24039	409	17	,	,	PUNCT
brj-24039	409	18	”	"	PUNCT
brj-24039	409	19	fibers	fiber	NOUN
brj-24039	409	20	9(1	9(1	NUM
brj-24039	409	21	)	)	PUNCT
brj-24039	409	22	,	,	PUNCT
brj-24039	409	23	article	article	NOUN
brj-24039	409	24	6	6	NUM
brj-24039	409	25	.	.	PUNCT
brj-24039	409	26	doi	doi	NOUN
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brj-24039	409	33	b.	b.	PROPN
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brj-24039	409	37	s.	s.	PROPN
brj-24039	409	38	k.	k.	PROPN
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brj-24039	409	42	,	,	PUNCT
brj-24039	409	43	k.	k.	PROPN
brj-24039	409	44	,	,	PUNCT
brj-24039	409	45	palanisamy	palanisamy	PROPN
brj-24039	409	46	,	,	PUNCT
brj-24039	409	47	s.	s.	PROPN
brj-24039	409	48	,	,	PUNCT
brj-24039	409	49	nagarajan	nagarajan	PROPN
brj-24039	409	50	,	,	PUNCT
brj-24039	409	51	r.	r.	PROPN
brj-24039	409	52	,	,	PUNCT
brj-24039	409	53	and	and	CCONJ
brj-24039	409	54	ayrilmis	ayrilmis	PROPN
brj-24039	409	55	,	,	PUNCT
brj-24039	409	56	n.	n.	NOUN
brj-24039	409	57	(	(	PUNCT
brj-24039	409	58	2024	2024	NUM
brj-24039	409	59	)	)	PUNCT
brj-24039	409	60	.	.	PUNCT
brj-24039	410	1	“	"	PUNCT
brj-24039	410	2	a	a	DET
brj-24039	410	3	review	review	NOUN
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brj-24039	410	5	natural	natural	ADJ
brj-24039	410	6	fiber	fiber	NOUN
brj-24039	410	7	composites	composite	NOUN
brj-24039	410	8	:	:	PUNCT
brj-24039	410	9	polymer	polymer	NOUN
brj-24039	410	10	matrices	matrix	NOUN
brj-24039	410	11	,	,	PUNCT
brj-24039	410	12	fiber	fiber	NOUN
brj-24039	410	13	surface	surface	NOUN
brj-24039	410	14	treatments	treatment	NOUN
brj-24039	410	15	,	,	PUNCT
brj-24039	410	16	fabrication	fabrication	NOUN
brj-24039	410	17	methods	method	NOUN
brj-24039	410	18	,	,	PUNCT
brj-24039	410	19	properties	property	NOUN
brj-24039	410	20	,	,	PUNCT
brj-24039	410	21	and	and	CCONJ
brj-24039	410	22	applications	application	NOUN
brj-24039	410	23	,	,	PUNCT
brj-24039	410	24	”	"	PUNCT
brj-24039	410	25	polymer	polymer	NOUN
brj-24039	410	26	https://doi.org/10.1016/j.enconman.2010.08.009	https://doi.org/10.1016/j.enconman.2010.08.009	X
brj-24039	410	27	https://doi.org/10.38212%2f2224-6614.3345	https://doi.org/10.38212%2f2224-6614.3345	PROPN
brj-24039	410	28	https://doi.org/10.3389/fmats.2023.1124338	https://doi.org/10.3389/fmats.2023.1124338	PROPN
brj-24039	410	29	https://doi.org/10.1016/j.coco.2024.101988	https://doi.org/10.1016/j.coco.2024.101988	ADJ
brj-24039	410	30	https://doi.org/10.3390/mi14050972	https://doi.org/10.3390/mi14050972	PUNCT
brj-24039	410	31	https://doi.org/10.1016/j.matpr.2022.04.276	https://doi.org/10.1016/j.matpr.2022.04.276	NOUN
brj-24039	410	32	https://doi.org/10.1051/e3sconf/202342802013	https://doi.org/10.1051/e3sconf/202342802013	PROPN
brj-24039	410	33	https://doi.org/10.1016/j.cossms.2021.100975	https://doi.org/10.1016/j.cossms.2021.100975	PROPN
brj-24039	410	34	https://doi.org/10.3390/fib9010006	https://doi.org/10.3390/fib9010006	ADJ
brj-24039	410	35	peer	peer	NOUN
brj-24039	410	36	-	-	PUNCT
brj-24039	410	37	reviewed	review	VERB
brj-24039	410	38	review	review	NOUN
brj-24039	410	39	article	article	NOUN
brj-24039	410	40	bioresources.cnr.ncsu.edu	bioresources.cnr.ncsu.edu	ADP
brj-24039	410	41	palanisamy	palanisamy	PROPN
brj-24039	410	42	et	et	PROPN
brj-24039	410	43	al	al	PROPN
brj-24039	410	44	.	.	PROPN
brj-24039	411	1	(	(	PUNCT
brj-24039	411	2	2025	2025	NUM
brj-24039	411	3	)	)	PUNCT
brj-24039	411	4	.	.	PUNCT
brj-24039	412	1	“	"	PUNCT
brj-24039	412	2	computers	computer	NOUN
brj-24039	412	3	&	&	CCONJ
brj-24039	412	4	composites	composite	NOUN
brj-24039	412	5	,	,	PUNCT
brj-24039	412	6	”	"	PUNCT
brj-24039	412	7	bioresources	bioresource	VERB
brj-24039	412	8	20(1	20(1	NUM
brj-24039	412	9	)	)	PUNCT
brj-24039	412	10	,	,	PUNCT
brj-24039	412	11	2321	2321	NUM
brj-24039	412	12	-	-	SYM
brj-24039	412	13	2345	2345	NUM
brj-24039	412	14	.	.	PUNCT
brj-24039	413	1	2341	2341	NUM
brj-24039	413	2	engineering	engineering	NOUN
brj-24039	413	3	&	&	CCONJ
brj-24039	413	4	science	science	PROPN
brj-24039	413	5	64(6	64(6	NUM
brj-24039	413	6	)	)	PUNCT
brj-24039	413	7	,	,	PUNCT
brj-24039	413	8	2345	2345	NUM
brj-24039	413	9	-	-	SYM
brj-24039	413	10	2373	2373	NUM
brj-24039	413	11	.	.	PUNCT
brj-24039	414	1	doi	doi	NOUN
brj-24039	414	2	:	:	PUNCT
brj-24039	414	3	10.1002	10.1002	NUM
brj-24039	414	4	/	/	SYM
brj-24039	414	5	pen.26713	pen.26713	NUM
brj-24039	414	6	nachtane	nachtane	NOUN
brj-24039	414	7	,	,	PUNCT
brj-24039	414	8	m.	m.	NOUN
brj-24039	414	9	,	,	PUNCT
brj-24039	414	10	tarfaoui	tarfaoui	NOUN
brj-24039	414	11	,	,	PUNCT
brj-24039	414	12	m.	m.	NOUN
brj-24039	414	13	,	,	PUNCT
brj-24039	414	14	abichou	abichou	PROPN
brj-24039	414	15	,	,	PUNCT
brj-24039	414	16	m.	m.	NOUN
brj-24039	414	17	a.	a.	PROPN
brj-24039	414	18	,	,	PUNCT
brj-24039	414	19	vetcher	vetcher	NOUN
brj-24039	414	20	,	,	PUNCT
brj-24039	414	21	a.	a.	NOUN
brj-24039	414	22	,	,	PUNCT
brj-24039	414	23	rouway	rouway	PROPN
brj-24039	414	24	,	,	PUNCT
brj-24039	414	25	m.	m.	NOUN
brj-24039	414	26	,	,	PUNCT
brj-24039	414	27	aâmir	aâmir	PROPN
brj-24039	414	28	,	,	PUNCT
brj-24039	414	29	a.	a.	NOUN
brj-24039	414	30	,	,	PUNCT
brj-24039	414	31	mouadili	mouadili	NOUN
brj-24039	414	32	,	,	PUNCT
brj-24039	414	33	h.	h.	PROPN
brj-24039	414	34	,	,	PUNCT
brj-24039	414	35	laaouidi	laaouidi	PROPN
brj-24039	414	36	,	,	PUNCT
brj-24039	414	37	h.	h.	PROPN
brj-24039	414	38	,	,	PUNCT
brj-24039	414	39	and	and	CCONJ
brj-24039	414	40	naanani	naanani	PROPN
brj-24039	414	41	,	,	PUNCT
brj-24039	414	42	h.	h.	PROPN
brj-24039	414	43	(	(	PUNCT
brj-24039	414	44	2023	2023	NUM
brj-24039	414	45	)	)	PUNCT
brj-24039	414	46	.	.	PUNCT
brj-24039	415	1	“	"	PUNCT
brj-24039	415	2	an	an	DET
brj-24039	415	3	overview	overview	NOUN
brj-24039	415	4	of	of	ADP
brj-24039	415	5	the	the	DET
brj-24039	415	6	recent	recent	ADJ
brj-24039	415	7	advances	advance	NOUN
brj-24039	415	8	in	in	ADP
brj-24039	415	9	composite	composite	ADJ
brj-24039	415	10	materials	material	NOUN
brj-24039	415	11	and	and	CCONJ
brj-24039	415	12	artificial	artificial	ADJ
brj-24039	415	13	intelligence	intelligence	NOUN
brj-24039	415	14	for	for	ADP
brj-24039	415	15	hydrogen	hydrogen	NOUN
brj-24039	415	16	storage	storage	NOUN
brj-24039	415	17	vessels	vessel	NOUN
brj-24039	415	18	design	design	NOUN
brj-24039	415	19	,	,	PUNCT
brj-24039	415	20	”	"	PUNCT
brj-24039	415	21	journal	journal	NOUN
brj-24039	415	22	of	of	ADP
brj-24039	415	23	composites	composite	NOUN
brj-24039	415	24	science	science	PROPN
brj-24039	415	25	7(3	7(3	NUM
brj-24039	415	26	)	)	PUNCT
brj-24039	415	27	,	,	PUNCT
brj-24039	415	28	article	article	NOUN
brj-24039	415	29	119	119	NUM
brj-24039	415	30	.	.	PUNCT
brj-24039	416	1	doi	doi	NOUN
brj-24039	416	2	:	:	PUNCT
brj-24039	416	3	10.3390	10.3390	NUM
brj-24039	416	4	/	/	SYM
brj-24039	416	5	jcs7030119	jcs7030119	PROPN
brj-24039	416	6	naik	naik	PROPN
brj-24039	416	7	,	,	PUNCT
brj-24039	416	8	v.	v.	PROPN
brj-24039	416	9	,	,	PUNCT
brj-24039	416	10	and	and	CCONJ
brj-24039	416	11	kumar	kumar	PROPN
brj-24039	416	12	,	,	PUNCT
brj-24039	416	13	m.	m.	NOUN
brj-24039	416	14	(	(	PUNCT
brj-24039	416	15	2021	2021	NUM
brj-24039	416	16	)	)	PUNCT
brj-24039	416	17	.	.	PUNCT
brj-24039	417	1	“	"	PUNCT
brj-24039	417	2	a	a	DET
brj-24039	417	3	review	review	NOUN
brj-24039	417	4	on	on	ADP
brj-24039	417	5	natural	natural	ADJ
brj-24039	417	6	fiber	fiber	NOUN
brj-24039	417	7	composite	composite	ADJ
brj-24039	417	8	material	material	NOUN
brj-24039	417	9	in	in	ADP
brj-24039	417	10	automotive	automotive	ADJ
brj-24039	417	11	applications	application	NOUN
brj-24039	417	12	,	,	PUNCT
brj-24039	417	13	”	"	PUNCT
brj-24039	417	14	engineered	engineer	VERB
brj-24039	417	15	science	science	NOUN
brj-24039	417	16	18	18	NUM
brj-24039	417	17	,	,	PUNCT
brj-24039	417	18	1	1	NUM
brj-24039	417	19	-	-	SYM
brj-24039	417	20	10	10	NUM
brj-24039	417	21	.	.	PUNCT
brj-24039	418	1	doi	doi	NOUN
brj-24039	418	2	:	:	PUNCT
brj-24039	418	3	10.30919	10.30919	NUM
brj-24039	418	4	/	/	SYM
brj-24039	418	5	es8d589	es8d589	PROPN
brj-24039	418	6	natesan	natesan	NOUN
brj-24039	418	7	,	,	PUNCT
brj-24039	418	8	r.	r.	PROPN
brj-24039	418	9	,	,	PUNCT
brj-24039	418	10	and	and	CCONJ
brj-24039	418	11	krishnasamy	krishnasamy	ADJ
brj-24039	418	12	,	,	PUNCT
brj-24039	418	13	p.	p.	NOUN
brj-24039	418	14	(	(	PUNCT
brj-24039	418	15	2024	2024	NUM
brj-24039	418	16	)	)	PUNCT
brj-24039	418	17	.	.	PUNCT
brj-24039	419	1	"	"	PUNCT
brj-24039	419	2	fiber	fiber	NOUN
brj-24039	419	3	and	and	CCONJ
brj-24039	419	4	matrix	matrix	NOUN
brj-24039	419	5	-	-	PUNCT
brj-24039	419	6	level	level	NOUN
brj-24039	419	7	damage	damage	NOUN
brj-24039	419	8	detection	detection	NOUN
brj-24039	419	9	and	and	CCONJ
brj-24039	419	10	assessments	assessment	NOUN
brj-24039	419	11	for	for	ADP
brj-24039	419	12	natural	natural	ADJ
brj-24039	419	13	fiber	fiber	NOUN
brj-24039	419	14	composites	composite	NOUN
brj-24039	419	15	,	,	PUNCT
brj-24039	419	16	"	"	PUNCT
brj-24039	419	17	journal	journal	NOUN
brj-24039	419	18	of	of	ADP
brj-24039	419	19	materials	material	NOUN
brj-24039	419	20	science	science	NOUN
brj-24039	419	21	59	59	NUM
brj-24039	419	22	,	,	PUNCT
brj-24039	419	23	1683616861	1683616861	NUM
brj-24039	419	24	.	.	PUNCT
brj-24039	420	1	doi	doi	NOUN
brj-24039	420	2	:	:	PUNCT
brj-24039	420	3	10.1007	10.1007	NUM
brj-24039	420	4	/	/	SYM
brj-24039	420	5	s10853	s10853	NOUN
brj-24039	420	6	-	-	PUNCT
brj-24039	420	7	024	024	NUM
brj-24039	420	8	-	-	PUNCT
brj-24039	420	9	10191	10191	NUM
brj-24039	420	10	-	-	SYM
brj-24039	420	11	9	9	NUM
brj-24039	420	12	nguyen	nguyen	NOUN
brj-24039	420	13	,	,	PUNCT
brj-24039	420	14	d.	d.	PROPN
brj-24039	420	15	,	,	PUNCT
brj-24039	420	16	tao	tao	PROPN
brj-24039	420	17	,	,	PUNCT
brj-24039	420	18	l.	l.	PROPN
brj-24039	420	19	,	,	PUNCT
brj-24039	420	20	and	and	CCONJ
brj-24039	420	21	li	li	PROPN
brj-24039	420	22	,	,	PUNCT
brj-24039	420	23	y.	y.	PROPN
brj-24039	420	24	(	(	PUNCT
brj-24039	420	25	2022	2022	NUM
brj-24039	420	26	)	)	PUNCT
brj-24039	420	27	.	.	PUNCT
brj-24039	421	1	“	"	PUNCT
brj-24039	421	2	integration	integration	NOUN
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brj-24039	421	5	learning	learning	NOUN
brj-24039	421	6	and	and	CCONJ
brj-24039	421	7	coarsegrained	coarsegraine	VERB
brj-24039	421	8	molecular	molecular	ADJ
brj-24039	421	9	simulations	simulation	NOUN
brj-24039	421	10	for	for	ADP
brj-24039	421	11	polymer	polymer	NOUN
brj-24039	421	12	materials	material	NOUN
brj-24039	421	13	:	:	PUNCT
brj-24039	421	14	physical	physical	ADJ
brj-24039	421	15	understandings	understanding	NOUN
brj-24039	421	16	and	and	CCONJ
brj-24039	421	17	molecular	molecular	ADJ
brj-24039	421	18	design	design	NOUN
brj-24039	421	19	,	,	PUNCT
brj-24039	421	20	”	"	PUNCT
brj-24039	421	21	frontiers	frontier	NOUN
brj-24039	421	22	in	in	ADP
brj-24039	421	23	chemistry	chemistry	NOUN
brj-24039	421	24	9	9	NUM
brj-24039	421	25	,	,	PUNCT
brj-24039	421	26	article	article	NOUN
brj-24039	421	27	i	i	PROPN
brj-24039	421	28	d	d	PROPN
brj-24039	421	29	820417	820417	NUM
brj-24039	421	30	.	.	PUNCT
brj-24039	422	1	doi	doi	NOUN
brj-24039	422	2	:	:	PUNCT
brj-24039	422	3	10.3389	10.3389	NUM
brj-24039	422	4	/	/	SYM
brj-24039	422	5	fchem.2021.820417	fchem.2021.820417	NUM
brj-24039	422	6	nicora	nicora	NOUN
brj-24039	422	7	,	,	PUNCT
brj-24039	422	8	g.	g.	PROPN
brj-24039	422	9	,	,	PUNCT
brj-24039	422	10	rios	rio	NOUN
brj-24039	422	11	,	,	PUNCT
brj-24039	422	12	m.	m.	NOUN
brj-24039	422	13	,	,	PUNCT
brj-24039	422	14	abu	abu	PROPN
brj-24039	422	15	-	-	PUNCT
brj-24039	422	16	hanna	hanna	PROPN
brj-24039	422	17	,	,	PUNCT
brj-24039	422	18	a.	a.	NOUN
brj-24039	422	19	,	,	PUNCT
brj-24039	422	20	and	and	CCONJ
brj-24039	422	21	bellazzi	bellazzi	NOUN
brj-24039	422	22	,	,	PUNCT
brj-24039	422	23	r.	r.	PROPN
brj-24039	422	24	(	(	PUNCT
brj-24039	422	25	2022	2022	NUM
brj-24039	422	26	)	)	PUNCT
brj-24039	422	27	.	.	PUNCT
brj-24039	423	1	“	"	PUNCT
brj-24039	423	2	evaluating	evaluate	VERB
brj-24039	423	3	pointwise	pointwise	ADJ
brj-24039	423	4	reliability	reliability	NOUN
brj-24039	423	5	of	of	ADP
brj-24039	423	6	machine	machine	NOUN
brj-24039	423	7	learning	learning	NOUN
brj-24039	423	8	prediction	prediction	NOUN
brj-24039	423	9	,	,	PUNCT
brj-24039	423	10	”	"	PUNCT
brj-24039	423	11	journal	journal	NOUN
brj-24039	423	12	of	of	ADP
brj-24039	423	13	biomedical	biomedical	ADJ
brj-24039	423	14	informatics	informatic	NOUN
brj-24039	423	15	127	127	NUM
brj-24039	423	16	,	,	PUNCT
brj-24039	423	17	article	article	NOUN
brj-24039	423	18	i	i	PROPN
brj-24039	423	19	d	d	PROPN
brj-24039	423	20	103996	103996	NUM
brj-24039	423	21	.	.	PUNCT
brj-24039	424	1	doi	doi	NOUN
brj-24039	424	2	:	:	PUNCT
brj-24039	424	3	10.1016	10.1016	NUM
brj-24039	424	4	/	/	SYM
brj-24039	424	5	j.jbi.2022.103996	j.jbi.2022.103996	PROPN
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brj-24039	424	7	-	-	PUNCT
brj-24039	424	8	ehiobu	ehiobu	PROPN
brj-24039	424	9	,	,	PUNCT
brj-24039	424	10	n.	n.	PROPN
brj-24039	424	11	,	,	PUNCT
brj-24039	424	12	tula	tula	PROPN
brj-24039	424	13	,	,	PUNCT
brj-24039	424	14	o.	o.	PROPN
brj-24039	424	15	a.	a.	PROPN
brj-24039	424	16	,	,	PUNCT
brj-24039	424	17	daraojimba	daraojimba	PROPN
brj-24039	424	18	,	,	PUNCT
brj-24039	424	19	c.	c.	PROPN
brj-24039	424	20	,	,	PUNCT
brj-24039	424	21	ofonagoro	ofonagoro	PROPN
brj-24039	424	22	,	,	PUNCT
brj-24039	424	23	k.	k.	PROPN
brj-24039	424	24	a.	a.	PROPN
brj-24039	424	25	,	,	PUNCT
brj-24039	424	26	ogunjobi	ogunjobi	PROPN
brj-24039	424	27	,	,	PUNCT
brj-24039	424	28	o.	o.	PROPN
brj-24039	424	29	a.	a.	PROPN
brj-24039	424	30	,	,	PUNCT
brj-24039	424	31	gidiagba	gidiagba	PROPN
brj-24039	424	32	,	,	PUNCT
brj-24039	424	33	j.	j.	PROPN
brj-24039	424	34	o.	o.	PROPN
brj-24039	424	35	,	,	PUNCT
brj-24039	424	36	egbokhaebho	egbokhaebho	NOUN
brj-24039	424	37	,	,	PUNCT
brj-24039	424	38	b.	b.	PROPN
brj-24039	424	39	a.	a.	PROPN
brj-24039	424	40	,	,	PUNCT
brj-24039	424	41	and	and	CCONJ
brj-24039	424	42	banso	banso	VERB
brj-24039	424	43	,	,	PUNCT
brj-24039	424	44	a.	a.	NOUN
brj-24039	424	45	a.	a.	NOUN
brj-24039	424	46	(	(	PUNCT
brj-24039	424	47	2023	2023	NUM
brj-24039	424	48	)	)	PUNCT
brj-24039	424	49	.	.	PUNCT
brj-24039	425	1	“	"	PUNCT
brj-24039	425	2	exploring	explore	VERB
brj-24039	425	3	innovative	innovative	ADJ
brj-24039	425	4	material	material	NOUN
brj-24039	425	5	integration	integration	NOUN
brj-24039	425	6	in	in	ADP
brj-24039	425	7	modern	modern	ADJ
brj-24039	425	8	manufacturing	manufacturing	NOUN
brj-24039	425	9	for	for	ADP
brj-24039	425	10	advancing	advance	VERB
brj-24039	425	11	us	we	PRON
brj-24039	425	12	competitiveness	competitiveness	NOUN
brj-24039	425	13	in	in	ADP
brj-24039	425	14	sustainable	sustainable	ADJ
brj-24039	425	15	global	global	ADJ
brj-24039	425	16	economy	economy	NOUN
brj-24039	425	17	,	,	PUNCT
brj-24039	425	18	”	"	PUNCT
brj-24039	425	19	engineering	engineering	NOUN
brj-24039	425	20	science	science	PROPN
brj-24039	425	21	&	&	CCONJ
brj-24039	425	22	technology	technology	PROPN
brj-24039	425	23	journal	journal	PROPN
brj-24039	425	24	4(3	4(3	NUM
brj-24039	425	25	)	)	PUNCT
brj-24039	425	26	,	,	PUNCT
brj-24039	425	27	140	140	NUM
brj-24039	425	28	-	-	SYM
brj-24039	425	29	168	168	NUM
brj-24039	425	30	.	.	PUNCT
brj-24039	426	1	doi	doi	NOUN
brj-24039	426	2	:	:	PUNCT
brj-24039	426	3	10.51594	10.51594	NUM
brj-24039	426	4	/	/	SYM
brj-24039	426	5	estj.v4i3.558	estj.v4i3.558	ADJ
brj-24039	426	6	obaideen	obaideen	ADJ
brj-24039	426	7	,	,	PUNCT
brj-24039	426	8	k.	k.	PROPN
brj-24039	426	9	,	,	PUNCT
brj-24039	426	10	albasha	albasha	PROPN
brj-24039	426	11	,	,	PUNCT
brj-24039	426	12	l.	l.	PROPN
brj-24039	426	13	,	,	PUNCT
brj-24039	426	14	iqbal	iqbal	PROPN
brj-24039	426	15	,	,	PUNCT
brj-24039	426	16	u.	u.	PROPN
brj-24039	426	17	,	,	PUNCT
brj-24039	426	18	and	and	CCONJ
brj-24039	426	19	mir	mir	PROPN
brj-24039	426	20	,	,	PUNCT
brj-24039	426	21	h.	h.	PROPN
brj-24039	426	22	(	(	PUNCT
brj-24039	426	23	2024	2024	NUM
brj-24039	426	24	)	)	PUNCT
brj-24039	426	25	.	.	PUNCT
brj-24039	427	1	“	"	PUNCT
brj-24039	427	2	wireless	wireless	ADJ
brj-24039	427	3	power	power	NOUN
brj-24039	427	4	transfer	transfer	NOUN
brj-24039	427	5	:	:	PUNCT
brj-24039	427	6	applications	application	NOUN
brj-24039	427	7	,	,	PUNCT
brj-24039	427	8	challenges	challenge	NOUN
brj-24039	427	9	,	,	PUNCT
brj-24039	427	10	barriers	barrier	NOUN
brj-24039	427	11	,	,	PUNCT
brj-24039	427	12	and	and	CCONJ
brj-24039	427	13	the	the	DET
brj-24039	427	14	role	role	NOUN
brj-24039	427	15	of	of	ADP
brj-24039	427	16	ai	ai	VERB
brj-24039	427	17	in	in	ADP
brj-24039	427	18	achieving	achieve	VERB
brj-24039	427	19	sustainable	sustainable	ADJ
brj-24039	427	20	development	development	NOUN
brj-24039	427	21	goals	goal	NOUN
brj-24039	427	22	a	a	DET
brj-24039	427	23	bibliometric	bibliometric	ADJ
brj-24039	427	24	analysis	analysis	NOUN
brj-24039	427	25	,	,	PUNCT
brj-24039	427	26	”	"	PUNCT
brj-24039	427	27	energy	energy	NOUN
brj-24039	427	28	strategy	strategy	NOUN
brj-24039	427	29	reviews	review	NOUN
brj-24039	427	30	53	53	NUM
brj-24039	427	31	,	,	PUNCT
brj-24039	427	32	article	article	NOUN
brj-24039	427	33	i	i	PROPN
brj-24039	427	34	d	d	PROPN
brj-24039	427	35	101376	101376	NUM
brj-24039	427	36	.	.	PUNCT
brj-24039	428	1	doi	doi	NOUN
brj-24039	428	2	:	:	PUNCT
brj-24039	428	3	10.1016	10.1016	NUM
brj-24039	428	4	/	/	SYM
brj-24039	428	5	j.esr.2024.101376	j.esr.2024.101376	PROPN
brj-24039	428	6	okafor	okafor	PROPN
brj-24039	428	7	,	,	PUNCT
brj-24039	428	8	c.	c.	PROPN
brj-24039	428	9	e.	e.	PROPN
brj-24039	428	10	,	,	PUNCT
brj-24039	428	11	iweriolor	iweriolor	NOUN
brj-24039	428	12	,	,	PUNCT
brj-24039	428	13	s.	s.	PROPN
brj-24039	428	14	,	,	PUNCT
brj-24039	428	15	ani	ani	NOUN
brj-24039	428	16	,	,	PUNCT
brj-24039	428	17	o.	o.	PROPN
brj-24039	428	18	i.	i.	PROPN
brj-24039	428	19	,	,	PUNCT
brj-24039	428	20	ahmad	ahmad	PROPN
brj-24039	428	21	,	,	PUNCT
brj-24039	428	22	s.	s.	PROPN
brj-24039	428	23	,	,	PUNCT
brj-24039	428	24	mehfuz	mehfuz	NOUN
brj-24039	428	25	,	,	PUNCT
brj-24039	428	26	s.	s.	PROPN
brj-24039	428	27	,	,	PUNCT
brj-24039	428	28	ekwueme	ekwueme	NOUN
brj-24039	428	29	,	,	PUNCT
brj-24039	428	30	g.	g.	PROPN
brj-24039	428	31	o.	o.	PROPN
brj-24039	428	32	,	,	PUNCT
brj-24039	428	33	chukwumuanya	chukwumuanya	PROPN
brj-24039	428	34	,	,	PUNCT
brj-24039	428	35	o.	o.	PROPN
brj-24039	428	36	e.	e.	PROPN
brj-24039	428	37	,	,	PUNCT
brj-24039	428	38	abonyi	abonyi	PROPN
brj-24039	428	39	,	,	PUNCT
brj-24039	428	40	s.	s.	PROPN
brj-24039	428	41	e.	e.	PROPN
brj-24039	428	42	,	,	PUNCT
brj-24039	428	43	ekengwu	ekengwu	PROPN
brj-24039	428	44	,	,	PUNCT
brj-24039	428	45	i.	i.	PROPN
brj-24039	428	46	e.	e.	PROPN
brj-24039	428	47	,	,	PUNCT
brj-24039	428	48	and	and	CCONJ
brj-24039	428	49	chikelu	chikelu	NOUN
brj-24039	428	50	,	,	PUNCT
brj-24039	428	51	o.	o.	NOUN
brj-24039	428	52	p.	p.	NOUN
brj-24039	428	53	(	(	PUNCT
brj-24039	428	54	2023	2023	NUM
brj-24039	428	55	)	)	PUNCT
brj-24039	428	56	.	.	PUNCT
brj-24039	429	1	“	"	PUNCT
brj-24039	429	2	advances	advance	NOUN
brj-24039	429	3	in	in	ADP
brj-24039	429	4	machine	machine	NOUN
brj-24039	429	5	learning	learning	NOUN
brj-24039	429	6	-	-	PUNCT
brj-24039	429	7	aided	aid	VERB
brj-24039	429	8	design	design	NOUN
brj-24039	429	9	of	of	ADP
brj-24039	429	10	reinforced	reinforce	VERB
brj-24039	429	11	polymer	polymer	NOUN
brj-24039	429	12	composite	composite	NOUN
brj-24039	429	13	and	and	CCONJ
brj-24039	429	14	hybrid	hybrid	ADJ
brj-24039	429	15	material	material	NOUN
brj-24039	429	16	systems	system	NOUN
brj-24039	429	17	,	,	PUNCT
brj-24039	429	18	”	"	PUNCT
brj-24039	429	19	hybrid	hybrid	NOUN
brj-24039	429	20	advances	advance	NOUN
brj-24039	429	21	2	2	NUM
brj-24039	429	22	,	,	PUNCT
brj-24039	429	23	article	article	NOUN
brj-24039	429	24	i	i	PROPN
brj-24039	429	25	d	d	PROPN
brj-24039	429	26	100026	100026	NUM
brj-24039	429	27	.	.	PUNCT
brj-24039	430	1	doi	doi	NOUN
brj-24039	430	2	:	:	PUNCT
brj-24039	430	3	10.1016	10.1016	NUM
brj-24039	430	4	/	/	SYM
brj-24039	430	5	j.hybadv.2023.100026	j.hybadv.2023.100026	PROPN
brj-24039	430	6	özel	özel	PROPN
brj-24039	430	7	,	,	PUNCT
brj-24039	430	8	c.	c.	NOUN
brj-24039	430	9	,	,	PUNCT
brj-24039	430	10	and	and	CCONJ
brj-24039	430	11	topsakal	topsakal	NOUN
brj-24039	430	12	,	,	PUNCT
brj-24039	430	13	a.	a.	NOUN
brj-24039	430	14	(	(	PUNCT
brj-24039	430	15	2014	2014	NUM
brj-24039	430	16	)	)	PUNCT
brj-24039	430	17	.	.	PUNCT
brj-24039	431	1	“	"	PUNCT
brj-24039	431	2	determination	determination	NOUN
brj-24039	431	3	of	of	ADP
brj-24039	431	4	concrete	concrete	ADJ
brj-24039	431	5	compressive	compressive	ADJ
brj-24039	431	6	strength	strength	NOUN
brj-24039	431	7	using	use	VERB
brj-24039	431	8	data	datum	NOUN
brj-24039	431	9	mining	mining	NOUN
brj-24039	431	10	,	,	PUNCT
brj-24039	431	11	”	"	PUNCT
brj-24039	431	12	cumhuriyet	cumhuriyet	NOUN
brj-24039	431	13	university	university	NOUN
brj-24039	431	14	faculty	faculty	NOUN
brj-24039	431	15	of	of	ADP
brj-24039	431	16	arts	art	NOUN
brj-24039	431	17	and	and	CCONJ
brj-24039	431	18	sciences	sciences	PROPN
brj-24039	431	19	journal	journal	NOUN
brj-24039	431	20	of	of	ADP
brj-24039	431	21	science	science	PROPN
brj-24039	431	22	35(1	35(1	NUM
brj-24039	431	23	)	)	PUNCT
brj-24039	431	24	,	,	PUNCT
brj-24039	431	25	1	1	NUM
brj-24039	431	26	-	-	SYM
brj-24039	431	27	11	11	NUM
brj-24039	431	28	.	.	PUNCT
brj-24039	432	1	özkan	özkan	VERB
brj-24039	432	2	,	,	PUNCT
brj-24039	432	3	m.	m.	NOUN
brj-24039	432	4	,	,	PUNCT
brj-24039	432	5	karakoç	karakoç	PROPN
brj-24039	432	6	,	,	PUNCT
brj-24039	432	7	a.	a.	PROPN
brj-24039	432	8	,	,	PUNCT
brj-24039	432	9	borghei	borghei	PROPN
brj-24039	432	10	,	,	PUNCT
brj-24039	432	11	m.	m.	NOUN
brj-24039	432	12	,	,	PUNCT
brj-24039	432	13	wiklund	wiklund	NOUN
brj-24039	432	14	,	,	PUNCT
brj-24039	432	15	j.	j.	PROPN
brj-24039	432	16	,	,	PUNCT
brj-24039	432	17	rojas	rojas	PROPN
brj-24039	432	18	,	,	PUNCT
brj-24039	432	19	o.	o.	PROPN
brj-24039	432	20	j.	j.	PROPN
brj-24039	432	21	,	,	PUNCT
brj-24039	432	22	and	and	CCONJ
brj-24039	432	23	paltakari	paltakari	PROPN
brj-24039	432	24	,	,	PUNCT
brj-24039	432	25	j.	j.	PROPN
brj-24039	432	26	(	(	PUNCT
brj-24039	432	27	2019	2019	NUM
brj-24039	432	28	)	)	PUNCT
brj-24039	432	29	.	.	PUNCT
brj-24039	433	1	“	"	PUNCT
brj-24039	433	2	machine	machine	NOUN
brj-24039	433	3	learning	learning	NOUN
brj-24039	433	4	assisted	assist	VERB
brj-24039	433	5	design	design	NOUN
brj-24039	433	6	of	of	ADP
brj-24039	433	7	tailor‐made	tailor‐made	ADJ
brj-24039	433	8	nanocellulose	nanocellulose	NOUN
brj-24039	433	9	films	film	NOUN
brj-24039	433	10	:	:	PUNCT
brj-24039	433	11	a	a	DET
brj-24039	433	12	combination	combination	NOUN
brj-24039	433	13	of	of	ADP
brj-24039	433	14	experimental	experimental	ADJ
brj-24039	433	15	and	and	CCONJ
brj-24039	433	16	computational	computational	ADJ
brj-24039	433	17	studies	study	NOUN
brj-24039	433	18	,	,	PUNCT
brj-24039	433	19	”	"	PUNCT
brj-24039	433	20	polymer	polymer	NOUN
brj-24039	433	21	composites	composite	NOUN
brj-24039	433	22	40(10	40(10	PROPN
brj-24039	433	23	)	)	PUNCT
brj-24039	433	24	,	,	PUNCT
brj-24039	433	25	4013	4013	NUM
brj-24039	433	26	-	-	SYM
brj-24039	433	27	4022	4022	NUM
brj-24039	433	28	.	.	PUNCT
brj-24039	434	1	doi	doi	NOUN
brj-24039	434	2	:	:	PUNCT
brj-24039	434	3	10.1002	10.1002	NUM
brj-24039	434	4	/	/	SYM
brj-24039	434	5	pc.25262	pc.25262	PROPN
brj-24039	434	6	padmanabhan	padmanabhan	NOUN
brj-24039	434	7	,	,	PUNCT
brj-24039	434	8	r.	r.	PROPN
brj-24039	434	9	g.	g.	PROPN
brj-24039	434	10	,	,	PUNCT
brj-24039	434	11	rajesh	rajesh	PROPN
brj-24039	434	12	,	,	PUNCT
brj-24039	434	13	s.	s.	PROPN
brj-24039	434	14	,	,	PUNCT
brj-24039	434	15	karthikeyan	karthikeyan	PROPN
brj-24039	434	16	,	,	PUNCT
brj-24039	434	17	s.	s.	PROPN
brj-24039	434	18	,	,	PUNCT
brj-24039	434	19	palanisamy	palanisamy	PROPN
brj-24039	434	20	,	,	PUNCT
brj-24039	434	21	s.	s.	PROPN
brj-24039	434	22	,	,	PUNCT
brj-24039	434	23	ilyas	ilyas	PROPN
brj-24039	434	24	,	,	PUNCT
brj-24039	434	25	r.	r.	PROPN
brj-24039	434	26	a.	a.	PROPN
brj-24039	434	27	,	,	PUNCT
brj-24039	434	28	ayrilmis	ayrilmis	PROPN
brj-24039	434	29	,	,	PUNCT
brj-24039	434	30	n.	n.	NOUN
brj-24039	434	31	,	,	PUNCT
brj-24039	434	32	tag	tag	NOUN
brj-24039	434	33	-	-	PUNCT
brj-24039	434	34	eldin	eldin	NOUN
brj-24039	434	35	,	,	PUNCT
brj-24039	434	36	e.	e.	PROPN
brj-24039	434	37	m.	m.	PROPN
brj-24039	434	38	,	,	PUNCT
brj-24039	434	39	and	and	CCONJ
brj-24039	434	40	kchaou	kchaou	PROPN
brj-24039	434	41	,	,	PUNCT
brj-24039	434	42	m.	m.	NOUN
brj-24039	434	43	(	(	PUNCT
brj-24039	434	44	2024	2024	NUM
brj-24039	434	45	)	)	PUNCT
brj-24039	434	46	.	.	PUNCT
brj-24039	435	1	“	"	PUNCT
brj-24039	435	2	evaluation	evaluation	NOUN
brj-24039	435	3	of	of	ADP
brj-24039	435	4	mechanical	mechanical	ADJ
brj-24039	435	5	properties	property	NOUN
brj-24039	435	6	and	and	CCONJ
brj-24039	435	7	fick	fick	NOUN
brj-24039	435	8	’s	’s	PART
brj-24039	435	9	diffusion	diffusion	NOUN
brj-24039	435	10	behaviour	behaviour	NOUN
brj-24039	435	11	of	of	ADP
brj-24039	435	12	aluminum	aluminum	NOUN
brj-24039	435	13	-	-	PUNCT
brj-24039	435	14	dmem	dmem	VERB
brj-24039	435	15	reinforced	reinforce	VERB
brj-24039	435	16	with	with	ADP
brj-24039	435	17	hemp	hemp	NOUN
brj-24039	435	18	/	/	SYM
brj-24039	435	19	bamboo/	bamboo/	NUM
brj-24039	435	20	basalt	basalt	NOUN
brj-24039	435	21	woven	weave	VERB
brj-24039	435	22	fiber	fiber	NOUN
brj-24039	435	23	metal	metal	NOUN
brj-24039	435	24	laminates	laminate	NOUN
brj-24039	435	25	(	(	PUNCT
brj-24039	435	26	wfml	wfml	PROPN
brj-24039	435	27	)	)	PUNCT
brj-24039	435	28	under	under	ADP
brj-24039	435	29	different	different	ADJ
brj-24039	435	30	stacking	stack	VERB
brj-24039	435	31	sequences	sequence	NOUN
brj-24039	435	32	,	,	PUNCT
brj-24039	435	33	”	"	PUNCT
brj-24039	435	34	ain	ain	PROPN
brj-24039	435	35	shams	sham	NOUN
brj-24039	435	36	engineering	engineering	PROPN
brj-24039	435	37	journal	journal	PROPN
brj-24039	435	38	15(7	15(7	NUM
brj-24039	435	39	)	)	PUNCT
brj-24039	435	40	,	,	PUNCT
brj-24039	435	41	article	article	NOUN
brj-24039	435	42	i	i	PROPN
brj-24039	435	43	d	d	PROPN
brj-24039	435	44	102759	102759	NUM
brj-24039	435	45	.	.	PUNCT
brj-24039	436	1	doi	doi	NOUN
brj-24039	436	2	:	:	PUNCT
brj-24039	436	3	10.1016	10.1016	NUM
brj-24039	436	4	/	/	SYM
brj-24039	436	5	j.asej.2024.102759	j.asej.2024.102759	PROPN
brj-24039	436	6	palaniappan	palaniappan	PROPN
brj-24039	436	7	,	,	PUNCT
brj-24039	436	8	m.	m.	NOUN
brj-24039	436	9	,	,	PUNCT
brj-24039	436	10	palanisamy	palanisamy	NOUN
brj-24039	436	11	,	,	PUNCT
brj-24039	436	12	s.	s.	PROPN
brj-24039	436	13	,	,	PUNCT
brj-24039	436	14	khan	khan	PROPN
brj-24039	436	15	,	,	PUNCT
brj-24039	436	16	r.	r.	PROPN
brj-24039	436	17	,	,	PUNCT
brj-24039	436	18	h.	h.	PROPN
brj-24039	436	19	alrasheedi	alrasheedi	PROPN
brj-24039	436	20	,	,	PUNCT
brj-24039	436	21	n.	n.	PROPN
brj-24039	436	22	,	,	PUNCT
brj-24039	436	23	tadepalli	tadepalli	PROPN
brj-24039	436	24	,	,	PUNCT
brj-24039	436	25	s.	s.	PROPN
brj-24039	436	26	,	,	PUNCT
brj-24039	436	27	murugesan	murugesan	ADJ
brj-24039	436	28	,	,	PUNCT
brj-24039	436	29	t.	t.	NOUN
brj-24039	436	30	m.	m.	NOUN
brj-24039	436	31	,	,	PUNCT
brj-24039	436	32	and	and	CCONJ
brj-24039	436	33	santulli	santulli	PROPN
brj-24039	436	34	,	,	PUNCT
brj-24039	436	35	c.	c.	PROPN
brj-24039	436	36	(	(	PUNCT
brj-24039	436	37	2024a	2024a	NUM
brj-24039	436	38	)	)	PUNCT
brj-24039	436	39	.	.	PUNCT
brj-24039	437	1	“	"	PUNCT
brj-24039	437	2	synthesis	synthesis	NOUN
brj-24039	437	3	and	and	CCONJ
brj-24039	437	4	suitability	suitability	NOUN
brj-24039	437	5	characterization	characterization	NOUN
brj-24039	437	6	of	of	ADP
brj-24039	437	7	microcrystalline	microcrystalline	NOUN
brj-24039	437	8	cellulose	cellulose	NOUN
brj-24039	437	9	from	from	ADP
brj-24039	437	10	citrus	citrus	NOUN
brj-24039	437	11	x	x	PROPN
brj-24039	437	12	sinensis	sinensis	NOUN
brj-24039	437	13	sweet	sweet	ADJ
brj-24039	437	14	orange	orange	PROPN
brj-24039	437	15	peel	peel	PROPN
brj-24039	437	16	fruit	fruit	NOUN
brj-24039	437	17	waste	waste	NOUN
brj-24039	437	18	-	-	PUNCT
brj-24039	437	19	based	base	VERB
brj-24039	437	20	https://doi.org/10.1002/pen.26713	https://doi.org/10.1002/pen.26713	PRON
brj-24039	437	21	https://doi.org/10.3390/jcs7030119	https://doi.org/10.3390/jcs7030119	X
brj-24039	437	22	http://dx.doi.org/10.30919/es8d589	http://dx.doi.org/10.30919/es8d589	INTJ
brj-24039	437	23	https://doi.org/10.3389/fchem.2021.820417	https://doi.org/10.3389/fchem.2021.820417	PROPN
brj-24039	437	24	https://doi.org/10.1016/j.jbi.2022.103996	https://doi.org/10.1016/j.jbi.2022.103996	PROPN
brj-24039	437	25	https://doi.org/10.1016/j.esr.2024.101376	https://doi.org/10.1016/j.esr.2024.101376	PROPN
brj-24039	437	26	https://doi.org/10.1016/j.hybadv.2023.100026	https://doi.org/10.1016/j.hybadv.2023.100026	PROPN
brj-24039	437	27	https://doi.org/10.1002/pc.25262	https://doi.org/10.1002/pc.25262	PROPN
brj-24039	437	28	https://doi.org/10.1016/j.asej.2024.102759	https://doi.org/10.1016/j.asej.2024.102759	ADJ
brj-24039	437	29	peer	peer	NOUN
brj-24039	437	30	-	-	PUNCT
brj-24039	437	31	reviewed	review	VERB
brj-24039	437	32	review	review	NOUN
brj-24039	437	33	article	article	NOUN
brj-24039	437	34	bioresources.cnr.ncsu.edu	bioresources.cnr.ncsu.edu	ADP
brj-24039	437	35	palanisamy	palanisamy	PROPN
brj-24039	437	36	et	et	PROPN
brj-24039	437	37	al	al	PROPN
brj-24039	437	38	.	.	PROPN
brj-24039	438	1	(	(	PUNCT
brj-24039	438	2	2025	2025	NUM
brj-24039	438	3	)	)	PUNCT
brj-24039	438	4	.	.	PUNCT
brj-24039	439	1	“	"	PUNCT
brj-24039	439	2	computers	computer	NOUN
brj-24039	439	3	&	&	CCONJ
brj-24039	439	4	composites	composite	NOUN
brj-24039	439	5	,	,	PUNCT
brj-24039	439	6	”	"	PUNCT
brj-24039	439	7	bioresources	bioresource	VERB
brj-24039	439	8	20(1	20(1	NUM
brj-24039	439	9	)	)	PUNCT
brj-24039	439	10	,	,	PUNCT
brj-24039	439	11	2321	2321	NUM
brj-24039	439	12	-	-	SYM
brj-24039	439	13	2345	2345	NUM
brj-24039	439	14	.	.	PUNCT
brj-24039	440	1	2342	2342	NUM
brj-24039	440	2	biomass	biomass	NOUN
brj-24039	440	3	for	for	ADP
brj-24039	440	4	polymer	polymer	NOUN
brj-24039	440	5	composite	composite	ADJ
brj-24039	440	6	applications	application	NOUN
brj-24039	440	7	,	,	PUNCT
brj-24039	440	8	”	"	PUNCT
brj-24039	440	9	journal	journal	NOUN
brj-24039	440	10	of	of	ADP
brj-24039	440	11	polymer	polymer	NOUN
brj-24039	440	12	research	research	NOUN
brj-24039	440	13	31(4	31(4	NUM
brj-24039	440	14	)	)	PUNCT
brj-24039	440	15	,	,	PUNCT
brj-24039	440	16	article	article	NOUN
brj-24039	440	17	105	105	NUM
brj-24039	440	18	.	.	PUNCT
brj-24039	441	1	doi	doi	NOUN
brj-24039	441	2	:	:	PUNCT
brj-24039	441	3	10.1007	10.1007	NUM
brj-24039	441	4	/	/	SYM
brj-24039	441	5	s10965	s10965	NOUN
brj-24039	441	6	-	-	PUNCT
brj-24039	441	7	024	024	NUM
brj-24039	441	8	-	-	PUNCT
brj-24039	441	9	03946	03946	NUM
brj-24039	441	10	-	-	SYM
brj-24039	441	11	0	0	NUM
brj-24039	441	12	palaniappan	palaniappan	NOUN
brj-24039	441	13	,	,	PUNCT
brj-24039	441	14	m.	m.	NOUN
brj-24039	441	15	,	,	PUNCT
brj-24039	441	16	palanisamy	palanisamy	NOUN
brj-24039	441	17	,	,	PUNCT
brj-24039	441	18	s.	s.	PROPN
brj-24039	441	19	,	,	PUNCT
brj-24039	441	20	mani	mani	PROPN
brj-24039	441	21	murugesan	murugesan	PROPN
brj-24039	441	22	,	,	PUNCT
brj-24039	441	23	t.	t.	PROPN
brj-24039	441	24	,	,	PUNCT
brj-24039	441	25	tadepalli	tadepalli	PROPN
brj-24039	441	26	,	,	PUNCT
brj-24039	441	27	s.	s.	PROPN
brj-24039	441	28	,	,	PUNCT
brj-24039	441	29	khan	khan	PROPN
brj-24039	441	30	,	,	PUNCT
brj-24039	441	31	r.	r.	PROPN
brj-24039	441	32	,	,	PUNCT
brj-24039	441	33	ataya	ataya	PROPN
brj-24039	441	34	,	,	PUNCT
brj-24039	441	35	s.	s.	PROPN
brj-24039	441	36	,	,	PUNCT
brj-24039	441	37	and	and	CCONJ
brj-24039	441	38	santulli	santulli	PROPN
brj-24039	441	39	,	,	PUNCT
brj-24039	441	40	c.	c.	PROPN
brj-24039	441	41	(	(	PUNCT
brj-24039	441	42	2024b	2024b	NUM
brj-24039	441	43	)	)	PUNCT
brj-24039	441	44	.	.	PUNCT
brj-24039	442	1	“	"	PUNCT
brj-24039	442	2	influence	influence	NOUN
brj-24039	442	3	of	of	ADP
brj-24039	442	4	washing	washing	NOUN
brj-24039	442	5	with	with	ADP
brj-24039	442	6	sodium	sodium	NOUN
brj-24039	442	7	lauryl	lauryl	NOUN
brj-24039	442	8	sulphate	sulphate	NOUN
brj-24039	442	9	(	(	PUNCT
brj-24039	442	10	sls	sls	PROPN
brj-24039	442	11	)	)	PUNCT
brj-24039	442	12	surfactant	surfactant	NOUN
brj-24039	442	13	on	on	ADP
brj-24039	442	14	different	different	ADJ
brj-24039	442	15	properties	property	NOUN
brj-24039	442	16	of	of	ADP
brj-24039	442	17	ramie	ramie	ADJ
brj-24039	442	18	fibres	fibre	NOUN
brj-24039	442	19	,	,	PUNCT
brj-24039	442	20	”	"	PUNCT
brj-24039	442	21	bioresources	bioresource	NOUN
brj-24039	442	22	19(2	19(2	NUM
brj-24039	442	23	)	)	PUNCT
brj-24039	442	24	,	,	PUNCT
brj-24039	442	25	2609	2609	NUM
brj-24039	442	26	-	-	SYM
brj-24039	442	27	2625	2625	NUM
brj-24039	442	28	.	.	PUNCT
brj-24039	443	1	doi	doi	NOUN
brj-24039	443	2	:	:	PUNCT
brj-24039	443	3	10.15376	10.15376	NUM
brj-24039	443	4	/	/	SYM
brj-24039	443	5	biores.19.2.2609	biores.19.2.2609	PROPN
brj-24039	443	6	-	-	PUNCT
brj-24039	443	7	2625	2625	NUM
brj-24039	443	8	palaniappan	palaniappan	NOUN
brj-24039	443	9	,	,	PUNCT
brj-24039	443	10	m.	m.	NOUN
brj-24039	443	11	,	,	PUNCT
brj-24039	443	12	palanisamy	palanisamy	NOUN
brj-24039	443	13	,	,	PUNCT
brj-24039	443	14	s.	s.	PROPN
brj-24039	443	15	,	,	PUNCT
brj-24039	443	16	murugesan	murugesan	ADJ
brj-24039	443	17	,	,	PUNCT
brj-24039	443	18	t.	t.	NOUN
brj-24039	443	19	m.	m.	NOUN
brj-24039	443	20	,	,	PUNCT
brj-24039	443	21	alrasheedi	alrasheedi	PROPN
brj-24039	443	22	,	,	PUNCT
brj-24039	443	23	n.	n.	PROPN
brj-24039	443	24	h.	h.	PROPN
brj-24039	443	25	,	,	PUNCT
brj-24039	443	26	ataya	ataya	PROPN
brj-24039	443	27	,	,	PUNCT
brj-24039	443	28	s.	s.	PROPN
brj-24039	443	29	,	,	PUNCT
brj-24039	443	30	tadepalli	tadepalli	PROPN
brj-24039	443	31	,	,	PUNCT
brj-24039	443	32	s.	s.	PROPN
brj-24039	443	33	,	,	PUNCT
brj-24039	443	34	and	and	CCONJ
brj-24039	443	35	elfar	elfar	ADV
brj-24039	443	36	,	,	PUNCT
brj-24039	443	37	a.	a.	NOUN
brj-24039	443	38	a.	a.	NOUN
brj-24039	443	39	(	(	PUNCT
brj-24039	443	40	2024c	2024c	NUM
brj-24039	443	41	)	)	PUNCT
brj-24039	443	42	.	.	PUNCT
brj-24039	444	1	“	"	PUNCT
brj-24039	444	2	novel	novel	ADJ
brj-24039	444	3	ficus	ficus	NOUN
brj-24039	444	4	retusa	retusa	ADJ
brj-24039	444	5	l.	l.	NOUN
brj-24039	444	6	aerial	aerial	ADJ
brj-24039	444	7	root	root	NOUN
brj-24039	444	8	fiber	fiber	NOUN
brj-24039	444	9	:	:	PUNCT
brj-24039	444	10	a	a	DET
brj-24039	444	11	sustainable	sustainable	ADJ
brj-24039	444	12	alternative	alternative	NOUN
brj-24039	444	13	for	for	ADP
brj-24039	444	14	synthetic	synthetic	ADJ
brj-24039	444	15	fibres	fibre	NOUN
brj-24039	444	16	in	in	ADP
brj-24039	444	17	polymer	polymer	NOUN
brj-24039	444	18	composites	composite	NOUN
brj-24039	444	19	reinforcement	reinforcement	NOUN
brj-24039	444	20	,	,	PUNCT
brj-24039	444	21	”	"	PUNCT
brj-24039	444	22	biomass	biomass	NOUN
brj-24039	444	23	conversion	conversion	NOUN
brj-24039	444	24	and	and	CCONJ
brj-24039	444	25	biorefinery	biorefinery	PROPN
brj-24039	444	26	2024	2024	NUM
brj-24039	444	27	,	,	PUNCT
brj-24039	444	28	1	1	NUM
brj-24039	444	29	-	-	SYM
brj-24039	444	30	17	17	NUM
brj-24039	444	31	.	.	PUNCT
brj-24039	445	1	doi	doi	NOUN
brj-24039	445	2	:	:	PUNCT
brj-24039	445	3	10.1007	10.1007	NUM
brj-24039	445	4	/	/	SYM
brj-24039	445	5	s13399	s13399	NOUN
brj-24039	445	6	-	-	PUNCT
brj-24039	445	7	024	024	NUM
brj-24039	445	8	-	-	PUNCT
brj-24039	445	9	05495	05495	NUM
brj-24039	445	10	-	-	SYM
brj-24039	445	11	4	4	NUM
brj-24039	445	12	palanisamy	palanisamy	NOUN
brj-24039	445	13	,	,	PUNCT
brj-24039	445	14	s.	s.	PROPN
brj-24039	445	15	,	,	PUNCT
brj-24039	445	16	kalimuthu	kalimuthu	PROPN
brj-24039	445	17	,	,	PUNCT
brj-24039	445	18	m.	m.	NOUN
brj-24039	445	19	,	,	PUNCT
brj-24039	445	20	azeez	azeez	NOUN
brj-24039	445	21	,	,	PUNCT
brj-24039	445	22	a.	a.	NOUN
brj-24039	445	23	,	,	PUNCT
brj-24039	445	24	palaniappan	palaniappan	NOUN
brj-24039	445	25	,	,	PUNCT
brj-24039	445	26	m.	m.	NOUN
brj-24039	445	27	,	,	PUNCT
brj-24039	445	28	dharmalingam	dharmalingam	INTJ
brj-24039	445	29	,	,	PUNCT
brj-24039	445	30	s.	s.	PROPN
brj-24039	445	31	,	,	PUNCT
brj-24039	445	32	nagarajan	nagarajan	PROPN
brj-24039	445	33	,	,	PUNCT
brj-24039	445	34	r.	r.	PROPN
brj-24039	445	35	,	,	PUNCT
brj-24039	445	36	and	and	CCONJ
brj-24039	445	37	santulli	santulli	PROPN
brj-24039	445	38	,	,	PUNCT
brj-24039	445	39	c.	c.	PROPN
brj-24039	445	40	(	(	PUNCT
brj-24039	445	41	2022a	2022a	NUM
brj-24039	445	42	)	)	PUNCT
brj-24039	445	43	.	.	PUNCT
brj-24039	446	1	“	"	PUNCT
brj-24039	446	2	wear	wear	VERB
brj-24039	446	3	properties	property	NOUN
brj-24039	446	4	and	and	CCONJ
brj-24039	446	5	post	post	ADJ
brj-24039	446	6	-	-	ADJ
brj-24039	446	7	moisture	moisture	ADJ
brj-24039	446	8	absorption	absorption	NOUN
brj-24039	446	9	mechanical	mechanical	ADJ
brj-24039	446	10	behavior	behavior	NOUN
brj-24039	446	11	of	of	ADP
brj-24039	446	12	kenaf	kenaf	PROPN
brj-24039	446	13	/	/	SYM
brj-24039	446	14	banana	banana	NOUN
brj-24039	446	15	-	-	PUNCT
brj-24039	446	16	fiber	fiber	NOUN
brj-24039	446	17	-	-	PUNCT
brj-24039	446	18	reinforced	reinforce	VERB
brj-24039	446	19	epoxy	epoxy	NOUN
brj-24039	446	20	composites	composite	NOUN
brj-24039	446	21	,	,	PUNCT
brj-24039	446	22	”	"	PUNCT
brj-24039	446	23	fibers	fiber	NOUN
brj-24039	446	24	10(4	10(4	NUM
brj-24039	446	25	)	)	PUNCT
brj-24039	446	26	,	,	PUNCT
brj-24039	446	27	article	article	NOUN
brj-24039	446	28	32	32	NUM
brj-24039	446	29	.	.	PUNCT
brj-24039	447	1	doi	doi	NOUN
brj-24039	447	2	:	:	PUNCT
brj-24039	447	3	10.3390	10.3390	NUM
brj-24039	447	4	/	/	SYM
brj-24039	447	5	fib10040032	fib10040032	NOUN
brj-24039	447	6	palanisamy	palanisamy	NOUN
brj-24039	447	7	,	,	PUNCT
brj-24039	447	8	s.	s.	PROPN
brj-24039	447	9	,	,	PUNCT
brj-24039	447	10	mayandi	mayandi	PROPN
brj-24039	447	11	,	,	PUNCT
brj-24039	447	12	k.	k.	PROPN
brj-24039	447	13	,	,	PUNCT
brj-24039	447	14	dharmalingam	dharmalingam	PROPN
brj-24039	447	15	,	,	PUNCT
brj-24039	447	16	s.	s.	PROPN
brj-24039	447	17	,	,	PUNCT
brj-24039	447	18	rajini	rajini	NOUN
brj-24039	447	19	,	,	PUNCT
brj-24039	447	20	n.	n.	NOUN
brj-24039	447	21	,	,	PUNCT
brj-24039	447	22	santulli	santulli	PROPN
brj-24039	447	23	,	,	PUNCT
brj-24039	447	24	c.	c.	PROPN
brj-24039	447	25	,	,	PUNCT
brj-24039	447	26	mohammad	mohammad	PROPN
brj-24039	447	27	,	,	PUNCT
brj-24039	447	28	f.	f.	PROPN
brj-24039	447	29	,	,	PUNCT
brj-24039	447	30	and	and	CCONJ
brj-24039	447	31	al	al	PROPN
brj-24039	447	32	-	-	PUNCT
brj-24039	447	33	lohedan	lohedan	PROPN
brj-24039	447	34	,	,	PUNCT
brj-24039	447	35	h.	h.	PROPN
brj-24039	447	36	a.	a.	PROPN
brj-24039	447	37	(	(	PUNCT
brj-24039	447	38	2022b	2022b	NUM
brj-24039	447	39	)	)	PUNCT
brj-24039	447	40	.	.	PUNCT
brj-24039	448	1	“	"	PUNCT
brj-24039	448	2	tensile	tensile	NOUN
brj-24039	448	3	properties	property	NOUN
brj-24039	448	4	and	and	CCONJ
brj-24039	448	5	fracture	fracture	NOUN
brj-24039	448	6	morphology	morphology	NOUN
brj-24039	448	7	of	of	ADP
brj-24039	448	8	acacia	acacia	NOUN
brj-24039	448	9	caesia	caesia	NOUN
brj-24039	448	10	bark	bark	NOUN
brj-24039	448	11	fibers	fiber	NOUN
brj-24039	448	12	treated	treat	VERB
brj-24039	448	13	with	with	ADP
brj-24039	448	14	different	different	ADJ
brj-24039	448	15	alkali	alkali	ADJ
brj-24039	448	16	concentrations	concentration	NOUN
brj-24039	448	17	,	,	PUNCT
brj-24039	448	18	”	"	PUNCT
brj-24039	448	19	journal	journal	NOUN
brj-24039	448	20	of	of	ADP
brj-24039	448	21	natural	natural	ADJ
brj-24039	448	22	fibers	fiber	NOUN
brj-24039	448	23	19(15	19(15	NUM
brj-24039	448	24	)	)	PUNCT
brj-24039	448	25	,	,	PUNCT
brj-24039	448	26	11258	11258	NUM
brj-24039	448	27	-	-	SYM
brj-24039	448	28	11269	11269	NUM
brj-24039	448	29	.	.	PUNCT
brj-24039	449	1	doi	doi	NOUN
brj-24039	449	2	:	:	PUNCT
brj-24039	449	3	10.1080/15440478.2021.2022562	10.1080/15440478.2021.2022562	NUM
brj-24039	449	4	papadimitriou	papadimitriou	NOUN
brj-24039	449	5	,	,	PUNCT
brj-24039	449	6	i.	i.	NOUN
brj-24039	449	7	,	,	PUNCT
brj-24039	449	8	gialampoukidis	gialampoukidis	PROPN
brj-24039	449	9	,	,	PUNCT
brj-24039	449	10	i.	i.	PROPN
brj-24039	449	11	,	,	PUNCT
brj-24039	449	12	vrochidis	vrochidis	PROPN
brj-24039	449	13	,	,	PUNCT
brj-24039	449	14	s.	s.	PROPN
brj-24039	449	15	,	,	PUNCT
brj-24039	449	16	and	and	CCONJ
brj-24039	449	17	kompatsiaris	kompatsiaris	PROPN
brj-24039	449	18	,	,	PUNCT
brj-24039	449	19	i.	i.	PROPN
brj-24039	449	20	(	(	PUNCT
brj-24039	449	21	2024	2024	NUM
brj-24039	449	22	)	)	PUNCT
brj-24039	449	23	.	.	PUNCT
brj-24039	450	1	“	"	PUNCT
brj-24039	450	2	ai	ai	VERB
brj-24039	450	3	methods	method	NOUN
brj-24039	450	4	in	in	ADP
brj-24039	450	5	materials	material	NOUN
brj-24039	450	6	design	design	NOUN
brj-24039	450	7	,	,	PUNCT
brj-24039	450	8	discovery	discovery	NOUN
brj-24039	450	9	and	and	CCONJ
brj-24039	450	10	manufacturing	manufacturing	NOUN
brj-24039	450	11	:	:	PUNCT
brj-24039	450	12	a	a	DET
brj-24039	450	13	review	review	NOUN
brj-24039	450	14	,	,	PUNCT
brj-24039	450	15	”	"	PUNCT
brj-24039	450	16	computational	computational	ADJ
brj-24039	450	17	materials	material	NOUN
brj-24039	450	18	science	science	NOUN
brj-24039	450	19	235	235	NUM
brj-24039	450	20	,	,	PUNCT
brj-24039	450	21	article	article	NOUN
brj-24039	450	22	i	i	PROPN
brj-24039	450	23	d	d	PROPN
brj-24039	450	24	112793	112793	NUM
brj-24039	450	25	.	.	PUNCT
brj-24039	451	1	doi	doi	NOUN
brj-24039	451	2	:	:	PUNCT
brj-24039	451	3	10.1016	10.1016	NUM
brj-24039	451	4	/	/	SYM
brj-24039	451	5	j.commatsci.2024.112793	j.commatsci.2024.112793	PROPN
brj-24039	451	6	pilania	pilania	PROPN
brj-24039	451	7	,	,	PUNCT
brj-24039	451	8	g.	g.	PROPN
brj-24039	451	9	(	(	PUNCT
brj-24039	451	10	2021	2021	NUM
brj-24039	451	11	)	)	PUNCT
brj-24039	451	12	.	.	PUNCT
brj-24039	452	1	“	"	PUNCT
brj-24039	452	2	machine	machine	NOUN
brj-24039	452	3	learning	learning	NOUN
brj-24039	452	4	in	in	ADP
brj-24039	452	5	materials	material	NOUN
brj-24039	452	6	science	science	NOUN
brj-24039	452	7	:	:	PUNCT
brj-24039	452	8	from	from	ADP
brj-24039	452	9	explainable	explainable	ADJ
brj-24039	452	10	predictions	prediction	NOUN
brj-24039	452	11	to	to	ADP
brj-24039	452	12	autonomous	autonomous	ADJ
brj-24039	452	13	design	design	NOUN
brj-24039	452	14	,	,	PUNCT
brj-24039	452	15	”	"	PUNCT
brj-24039	452	16	computational	computational	ADJ
brj-24039	452	17	materials	material	NOUN
brj-24039	452	18	science	science	NOUN
brj-24039	452	19	193	193	NUM
brj-24039	452	20	,	,	PUNCT
brj-24039	452	21	article	article	NOUN
brj-24039	452	22	i	i	PROPN
brj-24039	452	23	d	d	PROPN
brj-24039	452	24	110360	110360	NUM
brj-24039	452	25	.	.	PUNCT
brj-24039	453	1	doi	doi	NOUN
brj-24039	453	2	:	:	PUNCT
brj-24039	453	3	10.1016	10.1016	NUM
brj-24039	453	4	/	/	SYM
brj-24039	453	5	j.commatsci.2021.110360	j.commatsci.2021.110360	PROPN
brj-24039	453	6	popescu	popescu	PROPN
brj-24039	453	7	,	,	PUNCT
brj-24039	453	8	s.	s.	PROPN
brj-24039	453	9	m.	m.	PROPN
brj-24039	453	10	,	,	PUNCT
brj-24039	453	11	mansoor	mansoor	PROPN
brj-24039	453	12	,	,	PUNCT
brj-24039	453	13	s.	s.	PROPN
brj-24039	453	14	,	,	PUNCT
brj-24039	453	15	wani	wani	PROPN
brj-24039	453	16	,	,	PUNCT
brj-24039	453	17	o.	o.	PROPN
brj-24039	453	18	a.	a.	PROPN
brj-24039	453	19	,	,	PUNCT
brj-24039	453	20	kumar	kumar	PROPN
brj-24039	453	21	,	,	PUNCT
brj-24039	453	22	s.	s.	PROPN
brj-24039	453	23	s.	s.	PROPN
brj-24039	453	24	,	,	PUNCT
brj-24039	453	25	sharma	sharma	PROPN
brj-24039	453	26	,	,	PUNCT
brj-24039	453	27	v.	v.	PROPN
brj-24039	453	28	,	,	PUNCT
brj-24039	453	29	sharma	sharma	PROPN
brj-24039	453	30	,	,	PUNCT
brj-24039	453	31	a.	a.	NOUN
brj-24039	453	32	,	,	PUNCT
brj-24039	453	33	arya	arya	NOUN
brj-24039	453	34	,	,	PUNCT
brj-24039	453	35	v.	v.	ADP
brj-24039	453	36	m.	m.	PROPN
brj-24039	453	37	,	,	PUNCT
brj-24039	453	38	kirkham	kirkham	PROPN
brj-24039	453	39	,	,	PUNCT
brj-24039	453	40	m.	m.	PROPN
brj-24039	453	41	b.	b.	PROPN
brj-24039	453	42	,	,	PUNCT
brj-24039	453	43	hou	hou	PROPN
brj-24039	453	44	,	,	PUNCT
brj-24039	453	45	d.	d.	PROPN
brj-24039	453	46	,	,	PUNCT
brj-24039	453	47	and	and	CCONJ
brj-24039	453	48	bolan	bolan	NOUN
brj-24039	453	49	,	,	PUNCT
brj-24039	453	50	n.	n.	NOUN
brj-24039	453	51	(	(	PUNCT
brj-24039	453	52	2024	2024	NUM
brj-24039	453	53	)	)	PUNCT
brj-24039	453	54	.	.	PUNCT
brj-24039	454	1	“	"	PUNCT
brj-24039	454	2	artificial	artificial	ADJ
brj-24039	454	3	intelligence	intelligence	NOUN
brj-24039	454	4	and	and	CCONJ
brj-24039	454	5	iot	iot	NOUN
brj-24039	454	6	driven	drive	VERB
brj-24039	454	7	technologies	technology	NOUN
brj-24039	454	8	for	for	ADP
brj-24039	454	9	environmental	environmental	ADJ
brj-24039	454	10	pollution	pollution	NOUN
brj-24039	454	11	monitoring	monitoring	NOUN
brj-24039	454	12	and	and	CCONJ
brj-24039	454	13	management	management	NOUN
brj-24039	454	14	,	,	PUNCT
brj-24039	454	15	”	"	PUNCT
brj-24039	454	16	frontiers	frontier	NOUN
brj-24039	454	17	in	in	ADP
brj-24039	454	18	environmental	environmental	ADJ
brj-24039	454	19	science	science	NOUN
brj-24039	454	20	12	12	NUM
brj-24039	454	21	,	,	PUNCT
brj-24039	454	22	article	article	NOUN
brj-24039	454	23	i	i	PROPN
brj-24039	454	24	d	d	PROPN
brj-24039	454	25	1336088	1336088	NUM
brj-24039	454	26	.	.	PUNCT
brj-24039	455	1	doi	doi	NOUN
brj-24039	455	2	:	:	PUNCT
brj-24039	455	3	10.3389	10.3389	NUM
brj-24039	455	4	/	/	SYM
brj-24039	455	5	fenvs.2024.1336088	fenvs.2024.1336088	NOUN
brj-24039	455	6	ramasubbu	ramasubbu	NOUN
brj-24039	455	7	,	,	PUNCT
brj-24039	455	8	r.	r.	PROPN
brj-24039	455	9	,	,	PUNCT
brj-24039	455	10	kayambu	kayambu	NOUN
brj-24039	455	11	,	,	PUNCT
brj-24039	455	12	a.	a.	NOUN
brj-24039	455	13	,	,	PUNCT
brj-24039	455	14	palanisamy	palanisamy	NOUN
brj-24039	455	15	,	,	PUNCT
brj-24039	455	16	s.	s.	PROPN
brj-24039	455	17	,	,	PUNCT
brj-24039	455	18	and	and	CCONJ
brj-24039	455	19	ayrilmis	ayrilmis	PROPN
brj-24039	455	20	,	,	PUNCT
brj-24039	455	21	n.	n.	NOUN
brj-24039	455	22	(	(	PUNCT
brj-24039	455	23	2024	2024	NUM
brj-24039	455	24	)	)	PUNCT
brj-24039	455	25	.	.	PUNCT
brj-24039	456	1	“	"	PUNCT
brj-24039	456	2	mechanical	mechanical	ADJ
brj-24039	456	3	properties	property	NOUN
brj-24039	456	4	of	of	ADP
brj-24039	456	5	epoxy	epoxy	NOUN
brj-24039	456	6	composites	composite	NOUN
brj-24039	456	7	reinforced	reinforce	VERB
brj-24039	456	8	with	with	ADP
brj-24039	456	9	areca	areca	PROPN
brj-24039	456	10	catechu	catechu	PROPN
brj-24039	456	11	fibers	fiber	NOUN
brj-24039	456	12	containing	contain	VERB
brj-24039	456	13	silicon	silicon	NOUN
brj-24039	456	14	carbide	carbide	NOUN
brj-24039	456	15	,	,	PUNCT
brj-24039	456	16	”	"	PUNCT
brj-24039	456	17	bioresources	bioresource	NOUN
brj-24039	456	18	19(2	19(2	NUM
brj-24039	456	19	)	)	PUNCT
brj-24039	456	20	,	,	PUNCT
brj-24039	456	21	2353	2353	NUM
brj-24039	456	22	-	-	SYM
brj-24039	456	23	2370	2370	NUM
brj-24039	456	24	.	.	PUNCT
brj-24039	457	1	doi	doi	NOUN
brj-24039	457	2	:	:	PUNCT
brj-24039	457	3	10.15376	10.15376	NUM
brj-24039	457	4	/	/	SYM
brj-24039	457	5	biores.19.2.23532370	biores.19.2.23532370	PROPN
brj-24039	457	6	rocha	rocha	PROPN
brj-24039	457	7	,	,	PUNCT
brj-24039	457	8	i.	i.	PROPN
brj-24039	457	9	b.	b.	PROPN
brj-24039	457	10	c.	c.	PROPN
brj-24039	457	11	m.	m.	PROPN
brj-24039	457	12	,	,	PUNCT
brj-24039	457	13	kerfriden	kerfriden	ADJ
brj-24039	457	14	,	,	PUNCT
brj-24039	457	15	p.	p.	NOUN
brj-24039	457	16	,	,	PUNCT
brj-24039	457	17	and	and	CCONJ
brj-24039	457	18	van	van	PROPN
brj-24039	457	19	der	der	PROPN
brj-24039	457	20	meer	meer	PROPN
brj-24039	457	21	,	,	PUNCT
brj-24039	458	1	f.	f.	PROPN
brj-24039	458	2	p.	p.	PROPN
brj-24039	458	3	(	(	PUNCT
brj-24039	458	4	2023	2023	NUM
brj-24039	458	5	)	)	PUNCT
brj-24039	458	6	.	.	PUNCT
brj-24039	459	1	“	"	PUNCT
brj-24039	459	2	machine	machine	NOUN
brj-24039	459	3	learning	learning	NOUN
brj-24039	459	4	of	of	ADP
brj-24039	459	5	evolving	evolve	VERB
brj-24039	459	6	physics	physics	NOUN
brj-24039	459	7	-	-	PUNCT
brj-24039	459	8	based	base	VERB
brj-24039	459	9	material	material	NOUN
brj-24039	459	10	models	model	NOUN
brj-24039	459	11	for	for	ADP
brj-24039	459	12	multiscale	multiscale	ADJ
brj-24039	459	13	solid	solid	ADJ
brj-24039	459	14	mechanics	mechanic	NOUN
brj-24039	459	15	,	,	PUNCT
brj-24039	459	16	”	"	PUNCT
brj-24039	459	17	mechanics	mechanic	NOUN
brj-24039	459	18	of	of	ADP
brj-24039	459	19	materials	material	NOUN
brj-24039	459	20	184	184	NUM
brj-24039	459	21	,	,	PUNCT
brj-24039	459	22	article	article	NOUN
brj-24039	459	23	i	i	PROPN
brj-24039	459	24	d	d	PROPN
brj-24039	459	25	104707	104707	NUM
brj-24039	459	26	.	.	PUNCT
brj-24039	460	1	doi	doi	NOUN
brj-24039	460	2	:	:	PUNCT
brj-24039	460	3	10.1016	10.1016	NUM
brj-24039	460	4	/	/	SYM
brj-24039	460	5	j.mechmat.2023.104707	j.mechmat.2023.104707	PROPN
brj-24039	460	6	romanov	romanov	PROPN
brj-24039	460	7	,	,	PUNCT
brj-24039	460	8	v.	v.	PROPN
brj-24039	460	9	,	,	PUNCT
brj-24039	460	10	lomov	lomov	ADJ
brj-24039	460	11	,	,	PUNCT
brj-24039	460	12	s.	s.	PROPN
brj-24039	460	13	v.	v.	PROPN
brj-24039	460	14	,	,	PUNCT
brj-24039	460	15	swolfs	swolfs	PROPN
brj-24039	460	16	,	,	PUNCT
brj-24039	460	17	y.	y.	PROPN
brj-24039	460	18	,	,	PUNCT
brj-24039	460	19	orlova	orlova	PROPN
brj-24039	460	20	,	,	PUNCT
brj-24039	460	21	s.	s.	PROPN
brj-24039	460	22	,	,	PUNCT
brj-24039	460	23	gorbatikh	gorbatikh	NOUN
brj-24039	460	24	,	,	PUNCT
brj-24039	460	25	l.	l.	PROPN
brj-24039	460	26	,	,	PUNCT
brj-24039	460	27	and	and	CCONJ
brj-24039	460	28	verpoest	verpo	ADJ
brj-24039	460	29	,	,	PUNCT
brj-24039	460	30	i.	i.	PROPN
brj-24039	460	31	(	(	PUNCT
brj-24039	460	32	2013	2013	NUM
brj-24039	460	33	)	)	PUNCT
brj-24039	460	34	.	.	PUNCT
brj-24039	461	1	"	"	PUNCT
brj-24039	461	2	statistical	statistical	ADJ
brj-24039	461	3	analysis	analysis	NOUN
brj-24039	461	4	of	of	ADP
brj-24039	461	5	real	real	ADJ
brj-24039	461	6	and	and	CCONJ
brj-24039	461	7	simulated	simulated	ADJ
brj-24039	461	8	fibre	fibre	NOUN
brj-24039	461	9	arrangements	arrangement	NOUN
brj-24039	461	10	in	in	ADP
brj-24039	461	11	unidirectional	unidirectional	ADJ
brj-24039	461	12	composites	composite	NOUN
brj-24039	461	13	,	,	PUNCT
brj-24039	461	14	"	"	PUNCT
brj-24039	461	15	composites	composite	VERB
brj-24039	461	16	science	science	NOUN
brj-24039	461	17	and	and	CCONJ
brj-24039	461	18	technology	technology	NOUN
brj-24039	461	19	87	87	NUM
brj-24039	461	20	,	,	PUNCT
brj-24039	461	21	126	126	NUM
brj-24039	461	22	-	-	SYM
brj-24039	461	23	134	134	NUM
brj-24039	461	24	.	.	PUNCT
brj-24039	462	1	doi	doi	NOUN
brj-24039	462	2	:	:	PUNCT
brj-24039	462	3	10.1016	10.1016	NUM
brj-24039	462	4	/	/	SYM
brj-24039	462	5	j.compscitech.2013.07.030	j.compscitech.2013.07.030	PROPN
brj-24039	462	6	romero	romero	PROPN
brj-24039	462	7	,	,	PUNCT
brj-24039	462	8	c.	c.	PROPN
brj-24039	462	9	,	,	PUNCT
brj-24039	462	10	and	and	CCONJ
brj-24039	462	11	ventura	ventura	PROPN
brj-24039	462	12	,	,	PUNCT
brj-24039	462	13	s.	s.	PROPN
brj-24039	462	14	(	(	PUNCT
brj-24039	462	15	2013	2013	NUM
brj-24039	462	16	)	)	PUNCT
brj-24039	462	17	.	.	PUNCT
brj-24039	463	1	“	"	PUNCT
brj-24039	463	2	data	data	NOUN
brj-24039	463	3	mining	mining	NOUN
brj-24039	463	4	in	in	ADP
brj-24039	463	5	education	education	NOUN
brj-24039	463	6	,	,	PUNCT
brj-24039	463	7	”	"	PUNCT
brj-24039	463	8	wiley	wiley	PROPN
brj-24039	463	9	interdisciplinary	interdisciplinary	ADJ
brj-24039	463	10	reviews	review	NOUN
brj-24039	463	11	:	:	PUNCT
brj-24039	463	12	data	datum	NOUN
brj-24039	463	13	mining	mining	NOUN
brj-24039	463	14	and	and	CCONJ
brj-24039	463	15	knowledge	knowledge	NOUN
brj-24039	463	16	discovery	discovery	PROPN
brj-24039	463	17	3(1	3(1	NUM
brj-24039	463	18	)	)	PUNCT
brj-24039	463	19	,	,	PUNCT
brj-24039	463	20	12	12	NUM
brj-24039	463	21	-	-	SYM
brj-24039	463	22	27	27	NUM
brj-24039	463	23	.	.	PUNCT
brj-24039	464	1	doi	doi	NOUN
brj-24039	464	2	:	:	PUNCT
brj-24039	464	3	10.1002	10.1002	NUM
brj-24039	464	4	/	/	SYM
brj-24039	464	5	widm.1075	widm.1075	PROPN
brj-24039	464	6	rudolph	rudolph	PROPN
brj-24039	464	7	,	,	PUNCT
brj-24039	464	8	m.	m.	NOUN
brj-24039	464	9	,	,	PUNCT
brj-24039	464	10	kurz	kurz	PROPN
brj-24039	464	11	,	,	PUNCT
brj-24039	464	12	s.	s.	PROPN
brj-24039	464	13	,	,	PUNCT
brj-24039	464	14	and	and	CCONJ
brj-24039	464	15	rakitsch	rakitsch	PROPN
brj-24039	464	16	,	,	PUNCT
brj-24039	464	17	b.	b.	PROPN
brj-24039	464	18	(	(	PUNCT
brj-24039	464	19	2024	2024	NUM
brj-24039	464	20	)	)	PUNCT
brj-24039	464	21	.	.	PUNCT
brj-24039	465	1	“	"	PUNCT
brj-24039	465	2	hybrid	hybrid	ADJ
brj-24039	465	3	modeling	modeling	NOUN
brj-24039	465	4	design	design	NOUN
brj-24039	465	5	patterns	pattern	NOUN
brj-24039	465	6	,	,	PUNCT
brj-24039	465	7	”	"	PUNCT
brj-24039	465	8	journal	journal	NOUN
brj-24039	465	9	of	of	ADP
brj-24039	465	10	mathematics	mathematic	NOUN
brj-24039	465	11	in	in	ADP
brj-24039	465	12	industry	industry	NOUN
brj-24039	465	13	14(1	14(1	NUM
brj-24039	465	14	)	)	PUNCT
brj-24039	465	15	,	,	PUNCT
brj-24039	465	16	article	article	NOUN
brj-24039	465	17	3	3	NUM
brj-24039	465	18	.	.	PUNCT
brj-24039	465	19	doi	doi	NOUN
brj-24039	465	20	:	:	PUNCT
brj-24039	465	21	10.1186	10.1186	NUM
brj-24039	465	22	/	/	SYM
brj-24039	465	23	s13362	s13362	PROPN
brj-24039	465	24	-	-	PUNCT
brj-24039	465	25	02400141	02400141	NUM
brj-24039	465	26	-	-	PUNCT
brj-24039	465	27	0	0	NUM
brj-24039	465	28	sadeghi	sadeghi	PROPN
brj-24039	465	29	,	,	PUNCT
brj-24039	465	30	b.	b.	PROPN
brj-24039	465	31	,	,	PUNCT
brj-24039	465	32	cavaliere	cavaliere	PROPN
brj-24039	465	33	,	,	PUNCT
brj-24039	465	34	p.	p.	NOUN
brj-24039	465	35	,	,	PUNCT
brj-24039	465	36	pruncu	pruncu	NOUN
brj-24039	465	37	,	,	PUNCT
brj-24039	465	38	c.	c.	PROPN
brj-24039	465	39	i.	i.	PROPN
brj-24039	465	40	,	,	PUNCT
brj-24039	465	41	balog	balog	NOUN
brj-24039	465	42	,	,	PUNCT
brj-24039	465	43	m.	m.	NOUN
brj-24039	465	44	,	,	PUNCT
brj-24039	465	45	marques	marques	PROPN
brj-24039	465	46	de	de	X
brj-24039	465	47	castro	castro	PROPN
brj-24039	465	48	,	,	PUNCT
brj-24039	465	49	m.	m.	NOUN
brj-24039	465	50	,	,	PUNCT
brj-24039	465	51	and	and	CCONJ
brj-24039	465	52	chahal	chahal	NOUN
brj-24039	465	53	,	,	PUNCT
brj-24039	465	54	https://doi.org/10.3390/fib10040032	https://doi.org/10.3390/fib10040032	PROPN
brj-24039	465	55	https://doi.org/10.1016/j.commatsci.2024.112793	https://doi.org/10.1016/j.commatsci.2024.112793	ADJ
brj-24039	465	56	https://doi.org/10.1016/j.commatsci.2021.110360	https://doi.org/10.1016/j.commatsci.2021.110360	PROPN
brj-24039	465	57	https://doi.org/10.3389/fenvs.2024.1336088	https://doi.org/10.3389/fenvs.2024.1336088	PROPN
brj-24039	465	58	https://doi.org/10.1016/j.mechmat.2023.104707	https://doi.org/10.1016/j.mechmat.2023.104707	PROPN
brj-24039	465	59	https://doi.org/10.1002/widm.1075	https://doi.org/10.1002/widm.1075	ADJ
brj-24039	465	60	peer	peer	NOUN
brj-24039	465	61	-	-	PUNCT
brj-24039	465	62	reviewed	review	VERB
brj-24039	465	63	review	review	NOUN
brj-24039	465	64	article	article	NOUN
brj-24039	465	65	bioresources.cnr.ncsu.edu	bioresources.cnr.ncsu.edu	ADP
brj-24039	465	66	palanisamy	palanisamy	PROPN
brj-24039	465	67	et	et	PROPN
brj-24039	465	68	al	al	PROPN
brj-24039	465	69	.	.	PROPN
brj-24039	465	70	(	(	PUNCT
brj-24039	465	71	2025	2025	NUM
brj-24039	465	72	)	)	PUNCT
brj-24039	465	73	.	.	PUNCT
brj-24039	466	1	“	"	PUNCT
brj-24039	466	2	computers	computer	NOUN
brj-24039	466	3	&	&	CCONJ
brj-24039	466	4	composites	composite	NOUN
brj-24039	466	5	,	,	PUNCT
brj-24039	466	6	”	"	PUNCT
brj-24039	466	7	bioresources	bioresource	VERB
brj-24039	466	8	20(1	20(1	NUM
brj-24039	466	9	)	)	PUNCT
brj-24039	466	10	,	,	PUNCT
brj-24039	466	11	2321	2321	NUM
brj-24039	466	12	-	-	SYM
brj-24039	466	13	2345	2345	NUM
brj-24039	466	14	.	.	PUNCT
brj-24039	467	1	2343	2343	NUM
brj-24039	467	2	r.	r.	PROPN
brj-24039	467	3	(	(	PUNCT
brj-24039	467	4	2024	2024	NUM
brj-24039	467	5	)	)	PUNCT
brj-24039	467	6	.	.	PUNCT
brj-24039	468	1	“	"	PUNCT
brj-24039	468	2	architectural	architectural	ADJ
brj-24039	468	3	design	design	NOUN
brj-24039	468	4	of	of	ADP
brj-24039	468	5	advanced	advanced	ADJ
brj-24039	468	6	aluminum	aluminum	NOUN
brj-24039	468	7	matrix	matrix	NOUN
brj-24039	468	8	composites	composite	NOUN
brj-24039	468	9	:	:	PUNCT
brj-24039	468	10	a	a	DET
brj-24039	468	11	review	review	NOUN
brj-24039	468	12	of	of	ADP
brj-24039	468	13	recent	recent	ADJ
brj-24039	468	14	developments	development	NOUN
brj-24039	468	15	,	,	PUNCT
brj-24039	468	16	”	"	PUNCT
brj-24039	468	17	critical	critical	ADJ
brj-24039	468	18	reviews	review	NOUN
brj-24039	468	19	in	in	ADP
brj-24039	468	20	solid	solid	ADJ
brj-24039	468	21	state	state	NOUN
brj-24039	468	22	and	and	CCONJ
brj-24039	468	23	materials	material	NOUN
brj-24039	468	24	sciences	science	NOUN
brj-24039	468	25	49(1	49(1	NOUN
brj-24039	468	26	)	)	PUNCT
brj-24039	468	27	,	,	PUNCT
brj-24039	468	28	1	1	NUM
brj-24039	468	29	-	-	SYM
brj-24039	468	30	71	71	NUM
brj-24039	468	31	.	.	PUNCT
brj-24039	469	1	doi	doi	NOUN
brj-24039	469	2	:	:	PUNCT
brj-24039	469	3	10.1080/10408436.2022.2078277	10.1080/10408436.2022.2078277	NUM
brj-24039	469	4	salgueiro	salgueiro	NOUN
brj-24039	469	5	,	,	PUNCT
brj-24039	469	6	l.	l.	PROPN
brj-24039	469	7	,	,	PUNCT
brj-24039	469	8	martins	martin	NOUN
brj-24039	469	9	,	,	PUNCT
brj-24039	469	10	a.	a.	NOUN
brj-24039	469	11	p.	p.	NOUN
brj-24039	469	12	,	,	PUNCT
brj-24039	469	13	and	and	CCONJ
brj-24039	469	14	correia	correia	PROPN
brj-24039	469	15	,	,	PUNCT
brj-24039	469	16	h.	h.	PROPN
brj-24039	469	17	(	(	PUNCT
brj-24039	469	18	2010	2010	NUM
brj-24039	469	19	)	)	PUNCT
brj-24039	469	20	.	.	PUNCT
brj-24039	470	1	“	"	PUNCT
brj-24039	470	2	raw	raw	ADJ
brj-24039	470	3	materials	material	NOUN
brj-24039	470	4	:	:	PUNCT
brj-24039	470	5	the	the	DET
brj-24039	470	6	importance	importance	NOUN
brj-24039	470	7	of	of	ADP
brj-24039	470	8	quality	quality	NOUN
brj-24039	470	9	and	and	CCONJ
brj-24039	470	10	safety	safety	NOUN
brj-24039	470	11	.	.	PUNCT
brj-24039	471	1	a	a	DET
brj-24039	471	2	review	review	NOUN
brj-24039	471	3	,	,	PUNCT
brj-24039	471	4	”	"	PUNCT
brj-24039	471	5	flavour	flavour	ADJ
brj-24039	471	6	and	and	CCONJ
brj-24039	471	7	fragrance	fragrance	NOUN
brj-24039	471	8	journal	journal	NOUN
brj-24039	471	9	25(5	25(5	PROPN
brj-24039	471	10	)	)	PUNCT
brj-24039	471	11	,	,	PUNCT
brj-24039	471	12	253	253	NUM
brj-24039	471	13	-	-	SYM
brj-24039	471	14	271	271	NUM
brj-24039	471	15	.	.	PUNCT
brj-24039	472	1	doi	doi	NOUN
brj-24039	472	2	:	:	PUNCT
brj-24039	472	3	10.1002	10.1002	NUM
brj-24039	472	4	/	/	SYM
brj-24039	472	5	ffj.1973	ffj.1973	X
brj-24039	472	6	sapuan	sapuan	PROPN
brj-24039	472	7	,	,	PUNCT
brj-24039	472	8	s.	s.	PROPN
brj-24039	472	9	m.	m.	PROPN
brj-24039	472	10	,	,	PUNCT
brj-24039	472	11	and	and	CCONJ
brj-24039	472	12	mansor	mansor	PROPN
brj-24039	472	13	,	,	PUNCT
brj-24039	472	14	m.	m.	PROPN
brj-24039	472	15	r.	r.	PROPN
brj-24039	472	16	(	(	PUNCT
brj-24039	472	17	2014	2014	NUM
brj-24039	472	18	)	)	PUNCT
brj-24039	472	19	.	.	PUNCT
brj-24039	473	1	“	"	PUNCT
brj-24039	473	2	concurrent	concurrent	ADJ
brj-24039	473	3	engineering	engineering	NOUN
brj-24039	473	4	approach	approach	NOUN
brj-24039	473	5	in	in	ADP
brj-24039	473	6	the	the	DET
brj-24039	473	7	development	development	NOUN
brj-24039	473	8	of	of	ADP
brj-24039	473	9	composite	composite	ADJ
brj-24039	473	10	products	product	NOUN
brj-24039	473	11	:	:	PUNCT
brj-24039	473	12	a	a	DET
brj-24039	473	13	review	review	NOUN
brj-24039	473	14	,	,	PUNCT
brj-24039	473	15	”	"	PUNCT
brj-24039	473	16	materials	material	NOUN
brj-24039	473	17	&	&	CCONJ
brj-24039	473	18	design	design	PROPN
brj-24039	473	19	58	58	NUM
brj-24039	473	20	,	,	PUNCT
brj-24039	473	21	161	161	NUM
brj-24039	473	22	-	-	SYM
brj-24039	473	23	167	167	NUM
brj-24039	473	24	.	.	PUNCT
brj-24039	474	1	doi	doi	NOUN
brj-24039	474	2	:	:	PUNCT
brj-24039	474	3	10.1016	10.1016	NUM
brj-24039	474	4	/	/	SYM
brj-24039	474	5	j.matdes.2014.01.059	j.matdes.2014.01.059	PROPN
brj-24039	474	6	seydibeyoğlu	seydibeyoğlu	NOUN
brj-24039	474	7	,	,	PUNCT
brj-24039	474	8	m.	m.	PROPN
brj-24039	474	9	ö.	ö.	PROPN
brj-24039	474	10	,	,	PUNCT
brj-24039	474	11	dogru	dogru	PROPN
brj-24039	474	12	,	,	PUNCT
brj-24039	474	13	a.	a.	PROPN
brj-24039	474	14	,	,	PUNCT
brj-24039	474	15	wang	wang	PROPN
brj-24039	474	16	,	,	PUNCT
brj-24039	474	17	j.	j.	PROPN
brj-24039	474	18	,	,	PUNCT
brj-24039	474	19	rencheck	rencheck	PROPN
brj-24039	474	20	,	,	PUNCT
brj-24039	474	21	m.	m.	NOUN
brj-24039	474	22	,	,	PUNCT
brj-24039	474	23	han	han	PROPN
brj-24039	474	24	,	,	PUNCT
brj-24039	474	25	y.	y.	PROPN
brj-24039	474	26	,	,	PUNCT
brj-24039	474	27	wang	wang	PROPN
brj-24039	474	28	,	,	PUNCT
brj-24039	474	29	l.	l.	PROPN
brj-24039	474	30	,	,	PUNCT
brj-24039	474	31	seydibeyoğlu	seydibeyoğlu	PROPN
brj-24039	474	32	,	,	PUNCT
brj-24039	474	33	e.	e.	PROPN
brj-24039	474	34	a.	a.	PROPN
brj-24039	474	35	,	,	PUNCT
brj-24039	474	36	zhao	zhao	PROPN
brj-24039	474	37	,	,	PUNCT
brj-24039	474	38	x.	x.	PROPN
brj-24039	474	39	,	,	PUNCT
brj-24039	474	40	ong	ong	PROPN
brj-24039	474	41	,	,	PUNCT
brj-24039	474	42	k.	k.	PROPN
brj-24039	474	43	,	,	PUNCT
brj-24039	474	44	and	and	CCONJ
brj-24039	474	45	shatkin	shatkin	NOUN
brj-24039	474	46	,	,	PUNCT
brj-24039	474	47	j.	j.	PROPN
brj-24039	474	48	a.	a.	PROPN
brj-24039	474	49	(	(	PUNCT
brj-24039	474	50	2023	2023	NUM
brj-24039	474	51	)	)	PUNCT
brj-24039	474	52	.	.	PUNCT
brj-24039	475	1	“	"	PUNCT
brj-24039	475	2	review	review	NOUN
brj-24039	475	3	on	on	ADP
brj-24039	475	4	hybrid	hybrid	ADJ
brj-24039	475	5	reinforced	reinforce	VERB
brj-24039	475	6	polymer	polymer	NOUN
brj-24039	475	7	matrix	matrix	NOUN
brj-24039	475	8	composites	composite	NOUN
brj-24039	475	9	with	with	ADP
brj-24039	475	10	nanocellulose	nanocellulose	PROPN
brj-24039	475	11	,	,	PUNCT
brj-24039	475	12	nanomaterials	nanomaterial	NOUN
brj-24039	475	13	,	,	PUNCT
brj-24039	475	14	and	and	CCONJ
brj-24039	475	15	other	other	ADJ
brj-24039	475	16	fibers	fiber	NOUN
brj-24039	475	17	,	,	PUNCT
brj-24039	475	18	”	"	PUNCT
brj-24039	475	19	polymers	polymer	NOUN
brj-24039	475	20	15(4	15(4	NUM
brj-24039	475	21	)	)	PUNCT
brj-24039	475	22	,	,	PUNCT
brj-24039	475	23	article	article	NOUN
brj-24039	475	24	984	984	NUM
brj-24039	475	25	.	.	PUNCT
brj-24039	476	1	doi	doi	NOUN
brj-24039	476	2	:	:	PUNCT
brj-24039	476	3	10.3390	10.3390	NUM
brj-24039	476	4	/	/	SYM
brj-24039	476	5	polym15040984	polym15040984	PROPN
brj-24039	476	6	shah	shah	NOUN
brj-24039	476	7	,	,	PUNCT
brj-24039	476	8	v.	v.	PROPN
brj-24039	476	9	(	(	PUNCT
brj-24039	476	10	2021	2021	NUM
brj-24039	476	11	)	)	PUNCT
brj-24039	476	12	.	.	PUNCT
brj-24039	477	1	“	"	PUNCT
brj-24039	477	2	machine	machine	NOUN
brj-24039	477	3	learning	learn	VERB
brj-24039	477	4	algorithms	algorithm	NOUN
brj-24039	477	5	for	for	ADP
brj-24039	477	6	cybersecurity	cybersecurity	NOUN
brj-24039	477	7	:	:	PUNCT
brj-24039	477	8	detecting	detect	VERB
brj-24039	477	9	and	and	CCONJ
brj-24039	477	10	preventing	prevent	VERB
brj-24039	477	11	threats	threat	NOUN
brj-24039	477	12	,	,	PUNCT
brj-24039	477	13	”	"	PUNCT
brj-24039	477	14	revista	revista	PROPN
brj-24039	477	15	espanola	espanola	PROPN
brj-24039	477	16	de	de	PROPN
brj-24039	477	17	documentacion	documentacion	PROPN
brj-24039	477	18	cientifica	cientifica	PROPN
brj-24039	477	19	15(4	15(4	NUM
brj-24039	477	20	)	)	PUNCT
brj-24039	477	21	,	,	PUNCT
brj-24039	477	22	42	42	NUM
brj-24039	477	23	-	-	SYM
brj-24039	477	24	66	66	NUM
brj-24039	477	25	.	.	PUNCT
brj-24039	478	1	doi	doi	NOUN
brj-24039	478	2	:	:	PUNCT
brj-24039	478	3	10.5281	10.5281	NUM
brj-24039	478	4	/	/	SYM
brj-24039	478	5	zenodo.10779509	zenodo.10779509	PROPN
brj-24039	478	6	shahzad	shahzad	PROPN
brj-24039	478	7	,	,	PUNCT
brj-24039	478	8	k.	k.	PROPN
brj-24039	478	9	,	,	PUNCT
brj-24039	478	10	mardare	mardare	PROPN
brj-24039	478	11	,	,	PUNCT
brj-24039	478	12	a.	a.	NOUN
brj-24039	478	13	i.	i.	PROPN
brj-24039	478	14	,	,	PUNCT
brj-24039	478	15	and	and	CCONJ
brj-24039	478	16	hassel	hassel	PROPN
brj-24039	478	17	,	,	PUNCT
brj-24039	478	18	a.	a.	PROPN
brj-24039	478	19	w.	w.	PROPN
brj-24039	478	20	(	(	PUNCT
brj-24039	478	21	2024	2024	NUM
brj-24039	478	22	)	)	PUNCT
brj-24039	478	23	.	.	PUNCT
brj-24039	479	1	“	"	PUNCT
brj-24039	479	2	accelerating	accelerate	VERB
brj-24039	479	3	materials	material	NOUN
brj-24039	479	4	discovery	discovery	NOUN
brj-24039	479	5	:	:	PUNCT
brj-24039	479	6	combinatorial	combinatorial	ADJ
brj-24039	479	7	synthesis	synthesis	NOUN
brj-24039	479	8	,	,	PUNCT
brj-24039	479	9	high	high	ADJ
brj-24039	479	10	-	-	PUNCT
brj-24039	479	11	throughput	throughput	NOUN
brj-24039	479	12	characterization	characterization	NOUN
brj-24039	479	13	,	,	PUNCT
brj-24039	479	14	and	and	CCONJ
brj-24039	479	15	computational	computational	ADJ
brj-24039	479	16	advances	advance	NOUN
brj-24039	479	17	,	,	PUNCT
brj-24039	479	18	”	"	PUNCT
brj-24039	479	19	science	science	NOUN
brj-24039	479	20	and	and	CCONJ
brj-24039	479	21	technology	technology	NOUN
brj-24039	479	22	of	of	ADP
brj-24039	479	23	advanced	advanced	ADJ
brj-24039	479	24	materials	material	NOUN
brj-24039	479	25	:	:	PUNCT
brj-24039	479	26	methods	method	NOUN
brj-24039	479	27	4(1	4(1	NOUN
brj-24039	479	28	)	)	PUNCT
brj-24039	479	29	,	,	PUNCT
brj-24039	479	30	article	article	NOUN
brj-24039	479	31	i	i	PROPN
brj-24039	479	32	d	d	PROPN
brj-24039	479	33	2292486	2292486	NUM
brj-24039	479	34	.	.	PUNCT
brj-24039	480	1	doi	doi	NOUN
brj-24039	480	2	:	:	PUNCT
brj-24039	480	3	10.1080/27660400.2023.2292486	10.1080/27660400.2023.2292486	NUM
brj-24039	480	4	sharma	sharma	NOUN
brj-24039	480	5	,	,	PUNCT
brj-24039	480	6	a.	a.	NOUN
brj-24039	480	7	,	,	PUNCT
brj-24039	480	8	mukhopadhyay	mukhopadhyay	NOUN
brj-24039	480	9	,	,	PUNCT
brj-24039	480	10	t.	t.	PROPN
brj-24039	480	11	,	,	PUNCT
brj-24039	480	12	rangappa	rangappa	PROPN
brj-24039	480	13	,	,	PUNCT
brj-24039	480	14	s.	s.	PROPN
brj-24039	480	15	m.	m.	PROPN
brj-24039	480	16	,	,	PUNCT
brj-24039	480	17	siengchin	siengchin	PROPN
brj-24039	480	18	,	,	PUNCT
brj-24039	480	19	s.	s.	PROPN
brj-24039	480	20	,	,	PUNCT
brj-24039	480	21	and	and	CCONJ
brj-24039	480	22	kushvaha	kushvaha	NOUN
brj-24039	480	23	,	,	PUNCT
brj-24039	480	24	v.	v.	PROPN
brj-24039	480	25	(	(	PUNCT
brj-24039	480	26	2022	2022	NUM
brj-24039	480	27	)	)	PUNCT
brj-24039	480	28	.	.	PUNCT
brj-24039	481	1	“	"	PUNCT
brj-24039	481	2	advances	advance	NOUN
brj-24039	481	3	in	in	ADP
brj-24039	481	4	computational	computational	ADJ
brj-24039	481	5	intelligence	intelligence	NOUN
brj-24039	481	6	of	of	ADP
brj-24039	481	7	polymer	polymer	NOUN
brj-24039	481	8	composite	composite	ADJ
brj-24039	481	9	materials	material	NOUN
brj-24039	481	10	:	:	PUNCT
brj-24039	481	11	machine	machine	NOUN
brj-24039	481	12	learning	learning	NOUN
brj-24039	481	13	assisted	assist	VERB
brj-24039	481	14	modeling	modeling	NOUN
brj-24039	481	15	,	,	PUNCT
brj-24039	481	16	analysis	analysis	NOUN
brj-24039	481	17	and	and	CCONJ
brj-24039	481	18	design	design	NOUN
brj-24039	481	19	,	,	PUNCT
brj-24039	481	20	”	"	PUNCT
brj-24039	481	21	archives	archive	NOUN
brj-24039	481	22	of	of	ADP
brj-24039	481	23	computational	computational	ADJ
brj-24039	481	24	methods	method	NOUN
brj-24039	481	25	in	in	ADP
brj-24039	481	26	engineering	engineering	NOUN
brj-24039	481	27	29(5	29(5	NUM
brj-24039	481	28	)	)	PUNCT
brj-24039	481	29	,	,	PUNCT
brj-24039	481	30	3341	3341	NUM
brj-24039	481	31	-	-	SYM
brj-24039	481	32	3385	3385	NUM
brj-24039	481	33	.	.	PUNCT
brj-24039	482	1	doi	doi	NOUN
brj-24039	482	2	:	:	PUNCT
brj-24039	482	3	10.1007	10.1007	NUM
brj-24039	482	4	/	/	SYM
brj-24039	482	5	s11831	s11831	NOUN
brj-24039	482	6	-	-	PUNCT
brj-24039	482	7	021	021	NUM
brj-24039	482	8	-	-	PUNCT
brj-24039	482	9	09700	09700	NUM
brj-24039	482	10	-	-	SYM
brj-24039	482	11	9	9	NUM
brj-24039	482	12	silva	silva	NOUN
brj-24039	482	13	,	,	PUNCT
brj-24039	482	14	g.	g.	PROPN
brj-24039	482	15	,	,	PUNCT
brj-24039	482	16	kim	kim	PROPN
brj-24039	482	17	,	,	PUNCT
brj-24039	482	18	s.	s.	PROPN
brj-24039	482	19	,	,	PUNCT
brj-24039	482	20	aguilar	aguilar	PROPN
brj-24039	482	21	,	,	PUNCT
brj-24039	482	22	r.	r.	PROPN
brj-24039	482	23	,	,	PUNCT
brj-24039	482	24	and	and	CCONJ
brj-24039	482	25	nakamatsu	nakamatsu	PROPN
brj-24039	482	26	,	,	PUNCT
brj-24039	482	27	j.	j.	PROPN
brj-24039	482	28	(	(	PUNCT
brj-24039	482	29	2020	2020	NUM
brj-24039	482	30	)	)	PUNCT
brj-24039	482	31	.	.	PUNCT
brj-24039	483	1	“	"	PUNCT
brj-24039	483	2	natural	natural	ADJ
brj-24039	483	3	fibers	fiber	NOUN
brj-24039	483	4	as	as	ADP
brj-24039	483	5	reinforcement	reinforcement	NOUN
brj-24039	483	6	additives	additive	NOUN
brj-24039	483	7	for	for	ADP
brj-24039	483	8	geopolymers	geopolymer	NOUN
brj-24039	483	9	–	–	PUNCT
brj-24039	483	10	a	a	DET
brj-24039	483	11	review	review	NOUN
brj-24039	483	12	of	of	ADP
brj-24039	483	13	potential	potential	ADJ
brj-24039	483	14	eco	eco	NOUN
brj-24039	483	15	-	-	PUNCT
brj-24039	483	16	friendly	friendly	ADJ
brj-24039	483	17	applications	application	NOUN
brj-24039	483	18	to	to	ADP
brj-24039	483	19	the	the	DET
brj-24039	483	20	construction	construction	NOUN
brj-24039	483	21	industry	industry	NOUN
brj-24039	483	22	,	,	PUNCT
brj-24039	483	23	”	"	PUNCT
brj-24039	483	24	sustainable	sustainable	ADJ
brj-24039	483	25	materials	material	NOUN
brj-24039	483	26	and	and	CCONJ
brj-24039	483	27	technologies	technology	NOUN
brj-24039	483	28	23	23	NUM
brj-24039	483	29	,	,	PUNCT
brj-24039	483	30	article	article	NOUN
brj-24039	483	31	e00132	e00132	NOUN
brj-24039	483	32	.	.	PUNCT
brj-24039	484	1	doi	doi	NOUN
brj-24039	484	2	:	:	PUNCT
brj-24039	484	3	10.1016	10.1016	NUM
brj-24039	484	4	/	/	SYM
brj-24039	484	5	j.susmat.2019.e00132	j.susmat.2019.e00132	PROPN
brj-24039	484	6	singh	singh	PROPN
brj-24039	484	7	,	,	PUNCT
brj-24039	484	8	a.	a.	PROPN
brj-24039	484	9	,	,	PUNCT
brj-24039	484	10	thakur	thakur	PROPN
brj-24039	484	11	,	,	PUNCT
brj-24039	484	12	n.	n.	NOUN
brj-24039	484	13	,	,	PUNCT
brj-24039	484	14	and	and	CCONJ
brj-24039	484	15	sharma	sharma	PROPN
brj-24039	484	16	,	,	PUNCT
brj-24039	484	17	a.	a.	NOUN
brj-24039	484	18	(	(	PUNCT
brj-24039	484	19	2016	2016	NUM
brj-24039	484	20	)	)	PUNCT
brj-24039	484	21	.	.	PUNCT
brj-24039	485	1	“	"	PUNCT
brj-24039	485	2	a	a	DET
brj-24039	485	3	review	review	NOUN
brj-24039	485	4	of	of	ADP
brj-24039	485	5	supervised	supervised	ADJ
brj-24039	485	6	machine	machine	NOUN
brj-24039	485	7	learning	learning	NOUN
brj-24039	485	8	algorithms	algorithm	NOUN
brj-24039	485	9	,	,	PUNCT
brj-24039	485	10	”	"	PUNCT
brj-24039	485	11	in	in	ADP
brj-24039	485	12	:	:	PUNCT
brj-24039	485	13	2016	2016	NUM
brj-24039	485	14	3rd	3rd	ADJ
brj-24039	485	15	international	international	ADJ
brj-24039	485	16	conference	conference	NOUN
brj-24039	485	17	on	on	ADP
brj-24039	485	18	computing	compute	VERB
brj-24039	485	19	for	for	ADP
brj-24039	485	20	sustainable	sustainable	ADJ
brj-24039	485	21	global	global	ADJ
brj-24039	485	22	development	development	NOUN
brj-24039	485	23	(	(	PUNCT
brj-24039	485	24	indiacom	indiacom	NOUN
brj-24039	485	25	)	)	PUNCT
brj-24039	485	26	,	,	PUNCT
brj-24039	485	27	new	new	PROPN
brj-24039	485	28	delhi	delhi	PROPN
brj-24039	485	29	,	,	PUNCT
brj-24039	485	30	india	india	PROPN
brj-24039	485	31	,	,	PUNCT
brj-24039	485	32	pp	pp	ADJ
brj-24039	485	33	.	.	PUNCT
brj-24039	486	1	1310	1310	NUM
brj-24039	486	2	-	-	SYM
brj-24039	486	3	1315	1315	NUM
brj-24039	486	4	.	.	PUNCT
brj-24039	487	1	song	song	PROPN
brj-24039	487	2	,	,	PUNCT
brj-24039	487	3	y.	y.	PROPN
brj-24039	487	4	,	,	PUNCT
brj-24039	487	5	cong	cong	NOUN
brj-24039	487	6	,	,	PUNCT
brj-24039	487	7	y.	y.	PROPN
brj-24039	487	8	,	,	PUNCT
brj-24039	487	9	wang	wang	PROPN
brj-24039	487	10	,	,	PUNCT
brj-24039	487	11	b.	b.	PROPN
brj-24039	487	12	,	,	PUNCT
brj-24039	487	13	and	and	CCONJ
brj-24039	487	14	zhang	zhang	PROPN
brj-24039	487	15	,	,	PUNCT
brj-24039	487	16	n.	n.	PROPN
brj-24039	487	17	(	(	PUNCT
brj-24039	487	18	2020	2020	NUM
brj-24039	487	19	)	)	PUNCT
brj-24039	487	20	.	.	PUNCT
brj-24039	488	1	“	"	PUNCT
brj-24039	488	2	applications	application	NOUN
brj-24039	488	3	of	of	ADP
brj-24039	488	4	fourier	fourier	NOUN
brj-24039	488	5	transform	transform	NOUN
brj-24039	488	6	infrared	infrared	ADJ
brj-24039	488	7	spectroscopy	spectroscopy	NOUN
brj-24039	488	8	to	to	ADP
brj-24039	488	9	pharmaceutical	pharmaceutical	ADJ
brj-24039	488	10	preparations	preparation	NOUN
brj-24039	488	11	,	,	PUNCT
brj-24039	488	12	”	"	PUNCT
brj-24039	488	13	expert	expert	ADJ
brj-24039	488	14	opinion	opinion	NOUN
brj-24039	488	15	on	on	ADP
brj-24039	488	16	drug	drug	NOUN
brj-24039	488	17	delivery	delivery	NOUN
brj-24039	488	18	17(4	17(4	NUM
brj-24039	488	19	)	)	PUNCT
brj-24039	488	20	,	,	PUNCT
brj-24039	488	21	551	551	NUM
brj-24039	488	22	-	-	SYM
brj-24039	488	23	571	571	NUM
brj-24039	488	24	.	.	PUNCT
brj-24039	489	1	doi	doi	NOUN
brj-24039	489	2	:	:	PUNCT
brj-24039	489	3	10.1080/17425247.2020.1737671	10.1080/17425247.2020.1737671	NUM
brj-24039	489	4	sparks	spark	NOUN
brj-24039	489	5	,	,	PUNCT
brj-24039	489	6	t.	t.	PROPN
brj-24039	489	7	d.	d.	PROPN
brj-24039	489	8	,	,	PUNCT
brj-24039	489	9	kauwe	kauwe	PROPN
brj-24039	489	10	,	,	PUNCT
brj-24039	489	11	s.	s.	PROPN
brj-24039	489	12	k.	k.	PROPN
brj-24039	489	13	,	,	PUNCT
brj-24039	489	14	parry	parry	PROPN
brj-24039	489	15	,	,	PUNCT
brj-24039	489	16	m.	m.	PROPN
brj-24039	489	17	e.	e.	PROPN
brj-24039	489	18	,	,	PUNCT
brj-24039	489	19	tehrani	tehrani	PROPN
brj-24039	489	20	,	,	PUNCT
brj-24039	489	21	a.	a.	NOUN
brj-24039	489	22	m.	m.	NOUN
brj-24039	489	23	,	,	PUNCT
brj-24039	489	24	and	and	CCONJ
brj-24039	489	25	brgoch	brgoch	NOUN
brj-24039	489	26	,	,	PUNCT
brj-24039	489	27	j.	j.	PROPN
brj-24039	489	28	(	(	PUNCT
brj-24039	489	29	2020	2020	NUM
brj-24039	489	30	)	)	PUNCT
brj-24039	489	31	.	.	PUNCT
brj-24039	490	1	“	"	PUNCT
brj-24039	490	2	machine	machine	NOUN
brj-24039	490	3	learning	learning	NOUN
brj-24039	490	4	for	for	ADP
brj-24039	490	5	structural	structural	ADJ
brj-24039	490	6	materials	material	NOUN
brj-24039	490	7	,	,	PUNCT
brj-24039	490	8	”	"	PUNCT
brj-24039	490	9	annual	annual	ADJ
brj-24039	490	10	review	review	NOUN
brj-24039	490	11	of	of	ADP
brj-24039	490	12	materials	material	NOUN
brj-24039	490	13	research	research	NOUN
brj-24039	490	14	50(1	50(1	NUM
brj-24039	490	15	)	)	PUNCT
brj-24039	490	16	,	,	PUNCT
brj-24039	490	17	27	27	NUM
brj-24039	490	18	-	-	SYM
brj-24039	490	19	48	48	NUM
brj-24039	490	20	.	.	PUNCT
brj-24039	491	1	doi	doi	NOUN
brj-24039	491	2	:	:	PUNCT
brj-24039	491	3	10.1146	10.1146	NUM
brj-24039	491	4	/	/	SYM
brj-24039	491	5	annurev	annurev	ADJ
brj-24039	491	6	-	-	PUNCT
brj-24039	491	7	matsci-110519	matsci-110519	ADJ
brj-24039	491	8	-	-	PUNCT
brj-24039	491	9	094700	094700	NUM
brj-24039	491	10	stergiou	stergiou	NOUN
brj-24039	491	11	,	,	PUNCT
brj-24039	491	12	k.	k.	PROPN
brj-24039	491	13	,	,	PUNCT
brj-24039	491	14	ntakolia	ntakolia	PROPN
brj-24039	491	15	,	,	PUNCT
brj-24039	491	16	c.	c.	PROPN
brj-24039	491	17	,	,	PUNCT
brj-24039	491	18	varytis	varytis	NOUN
brj-24039	491	19	,	,	PUNCT
brj-24039	491	20	p.	p.	PROPN
brj-24039	491	21	,	,	PUNCT
brj-24039	491	22	koumoulos	koumoulos	PROPN
brj-24039	491	23	,	,	PUNCT
brj-24039	491	24	e.	e.	PROPN
brj-24039	491	25	,	,	PUNCT
brj-24039	491	26	karlsson	karlsson	PROPN
brj-24039	491	27	,	,	PUNCT
brj-24039	491	28	p.	p.	NOUN
brj-24039	491	29	,	,	PUNCT
brj-24039	491	30	and	and	CCONJ
brj-24039	491	31	moustakidis	moustakidis	PROPN
brj-24039	491	32	,	,	PUNCT
brj-24039	491	33	s.	s.	PROPN
brj-24039	491	34	(	(	PUNCT
brj-24039	491	35	2023	2023	NUM
brj-24039	491	36	)	)	PUNCT
brj-24039	491	37	.	.	PUNCT
brj-24039	492	1	“	"	PUNCT
brj-24039	492	2	enhancing	enhance	VERB
brj-24039	492	3	property	property	NOUN
brj-24039	492	4	prediction	prediction	NOUN
brj-24039	492	5	and	and	CCONJ
brj-24039	492	6	process	process	NOUN
brj-24039	492	7	optimization	optimization	NOUN
brj-24039	492	8	in	in	ADP
brj-24039	492	9	building	build	VERB
brj-24039	492	10	materials	material	NOUN
brj-24039	492	11	through	through	ADP
brj-24039	492	12	machine	machine	NOUN
brj-24039	492	13	learning	learning	NOUN
brj-24039	492	14	:	:	PUNCT
brj-24039	492	15	a	a	DET
brj-24039	492	16	review	review	NOUN
brj-24039	492	17	,	,	PUNCT
brj-24039	492	18	”	"	PUNCT
brj-24039	492	19	computational	computational	ADJ
brj-24039	492	20	materials	material	NOUN
brj-24039	492	21	science	science	NOUN
brj-24039	492	22	220	220	NUM
brj-24039	492	23	,	,	PUNCT
brj-24039	492	24	article	article	NOUN
brj-24039	492	25	i	i	PROPN
brj-24039	492	26	d	d	PROPN
brj-24039	492	27	112031	112031	NUM
brj-24039	492	28	.	.	PUNCT
brj-24039	493	1	doi	doi	NOUN
brj-24039	493	2	:	:	PUNCT
brj-24039	493	3	10.1016	10.1016	NUM
brj-24039	493	4	/	/	SYM
brj-24039	493	5	j.commatsci.2023.112031	j.commatsci.2023.112031	PROPN
brj-24039	493	6	stoll	stoll	PROPN
brj-24039	493	7	,	,	PUNCT
brj-24039	493	8	a.	a.	PROPN
brj-24039	493	9	,	,	PUNCT
brj-24039	493	10	and	and	CCONJ
brj-24039	493	11	benner	benner	NOUN
brj-24039	493	12	,	,	PUNCT
brj-24039	493	13	p.	p.	NOUN
brj-24039	493	14	(	(	PUNCT
brj-24039	493	15	2021	2021	NUM
brj-24039	493	16	)	)	PUNCT
brj-24039	493	17	.	.	PUNCT
brj-24039	494	1	“	"	PUNCT
brj-24039	494	2	machine	machine	NOUN
brj-24039	494	3	learning	learning	NOUN
brj-24039	494	4	for	for	ADP
brj-24039	494	5	material	material	ADJ
brj-24039	494	6	characterization	characterization	NOUN
brj-24039	494	7	with	with	ADP
brj-24039	494	8	an	an	DET
brj-24039	494	9	application	application	NOUN
brj-24039	494	10	for	for	ADP
brj-24039	494	11	predicting	predict	VERB
brj-24039	494	12	mechanical	mechanical	ADJ
brj-24039	494	13	properties	property	NOUN
brj-24039	494	14	,	,	PUNCT
brj-24039	494	15	”	"	PUNCT
brj-24039	494	16	gamm‐mitteilungen	gamm‐mitteilungen	NOUN
brj-24039	494	17	44(1	44(1	PROPN
brj-24039	494	18	)	)	PUNCT
brj-24039	494	19	,	,	PUNCT
brj-24039	494	20	article	article	NOUN
brj-24039	494	21	i	i	PROPN
brj-24039	494	22	d	d	PROPN
brj-24039	494	23	e202100003	e202100003	PROPN
brj-24039	494	24	.	.	PUNCT
brj-24039	495	1	doi	doi	NOUN
brj-24039	495	2	:	:	PUNCT
brj-24039	495	3	10.1002	10.1002	NUM
brj-24039	495	4	/	/	SYM
brj-24039	495	5	gamm.202100003	gamm.202100003	PROPN
brj-24039	495	6	struzziero	struzziero	NOUN
brj-24039	495	7	,	,	PUNCT
brj-24039	495	8	g.	g.	PROPN
brj-24039	495	9	,	,	PUNCT
brj-24039	495	10	teuwen	teuwen	NOUN
brj-24039	495	11	,	,	PUNCT
brj-24039	495	12	j.	j.	PROPN
brj-24039	495	13	j.	j.	PROPN
brj-24039	495	14	e.	e.	PROPN
brj-24039	495	15	,	,	PUNCT
brj-24039	495	16	and	and	CCONJ
brj-24039	495	17	skordos	skordo	NOUN
brj-24039	495	18	,	,	PUNCT
brj-24039	495	19	a.	a.	NOUN
brj-24039	495	20	a.	a.	NOUN
brj-24039	495	21	(	(	PUNCT
brj-24039	495	22	2019	2019	NUM
brj-24039	495	23	)	)	PUNCT
brj-24039	495	24	.	.	PUNCT
brj-24039	496	1	“	"	PUNCT
brj-24039	496	2	numerical	numerical	ADJ
brj-24039	496	3	optimisation	optimisation	NOUN
brj-24039	496	4	of	of	ADP
brj-24039	496	5	thermoset	thermoset	NOUN
brj-24039	496	6	composites	composite	NOUN
brj-24039	496	7	manufacturing	manufacturing	NOUN
brj-24039	496	8	processes	process	NOUN
brj-24039	496	9	:	:	PUNCT
brj-24039	496	10	a	a	DET
brj-24039	496	11	review	review	NOUN
brj-24039	496	12	,	,	PUNCT
brj-24039	496	13	”	"	PUNCT
brj-24039	496	14	composites	composite	VERB
brj-24039	496	15	part	part	NOUN
brj-24039	496	16	a	a	DET
brj-24039	496	17	:	:	PUNCT
brj-24039	496	18	applied	apply	VERB
brj-24039	496	19	science	science	NOUN
brj-24039	496	20	and	and	CCONJ
brj-24039	496	21	manufacturing	manufacturing	NOUN
brj-24039	496	22	124	124	NUM
brj-24039	496	23	,	,	PUNCT
brj-24039	496	24	article	article	NOUN
brj-24039	496	25	i	i	PROPN
brj-24039	496	26	d	d	PROPN
brj-24039	496	27	105499	105499	NUM
brj-24039	496	28	.	.	PUNCT
brj-24039	497	1	doi	doi	NOUN
brj-24039	497	2	:	:	PUNCT
brj-24039	498	1	10.1016	10.1016	NUM
brj-24039	498	2	/	/	SYM
brj-24039	498	3	j.compositesa.2019.105499	j.compositesa.2019.105499	PROPN
brj-24039	498	4	https://doi.org/10.1080/10408436.2022.2078277	https://doi.org/10.1080/10408436.2022.2078277	PROPN
brj-24039	498	5	https://doi.org/10.1016/j.matdes.2014.01.059	https://doi.org/10.1016/j.matdes.2014.01.059	PROPN
brj-24039	498	6	https://doi.org/10.3390/polym15040984	https://doi.org/10.3390/polym15040984	PROPN
brj-24039	498	7	https://doi.org/10.1016/j.susmat.2019.e00132	https://doi.org/10.1016/j.susmat.2019.e00132	VERB
brj-24039	498	8	https://doi.org/10.1080/17425247.2020.1737671	https://doi.org/10.1080/17425247.2020.1737671	PROPN
brj-24039	498	9	https://doi.org/10.1016/j.commatsci.2023.112031	https://doi.org/10.1016/j.commatsci.2023.112031	PROPN
brj-24039	498	10	https://doi.org/10.1002/gamm.202100003	https://doi.org/10.1002/gamm.202100003	NOUN
brj-24039	498	11	https://doi.org/10.1016/j.compositesa.2019.105499	https://doi.org/10.1016/j.compositesa.2019.105499	PROPN
brj-24039	498	12	peer	peer	NOUN
brj-24039	498	13	-	-	PUNCT
brj-24039	498	14	reviewed	review	VERB
brj-24039	498	15	review	review	NOUN
brj-24039	498	16	article	article	NOUN
brj-24039	498	17	bioresources.cnr.ncsu.edu	bioresources.cnr.ncsu.edu	ADP
brj-24039	498	18	palanisamy	palanisamy	PROPN
brj-24039	498	19	et	et	PROPN
brj-24039	498	20	al	al	PROPN
brj-24039	498	21	.	.	PROPN
brj-24039	499	1	(	(	PUNCT
brj-24039	499	2	2025	2025	NUM
brj-24039	499	3	)	)	PUNCT
brj-24039	499	4	.	.	PUNCT
brj-24039	500	1	“	"	PUNCT
brj-24039	500	2	computers	computer	NOUN
brj-24039	500	3	&	&	CCONJ
brj-24039	500	4	composites	composite	NOUN
brj-24039	500	5	,	,	PUNCT
brj-24039	500	6	”	"	PUNCT
brj-24039	500	7	bioresources	bioresource	VERB
brj-24039	500	8	20(1	20(1	NUM
brj-24039	500	9	)	)	PUNCT
brj-24039	500	10	,	,	PUNCT
brj-24039	500	11	2321	2321	NUM
brj-24039	500	12	-	-	SYM
brj-24039	500	13	2345	2345	NUM
brj-24039	500	14	.	.	PUNCT
brj-24039	501	1	2344	2344	NUM
brj-24039	501	2	sumesh	sumesh	NOUN
brj-24039	501	3	,	,	PUNCT
brj-24039	501	4	k.	k.	PROPN
brj-24039	501	5	r.	r.	PROPN
brj-24039	501	6	,	,	PUNCT
brj-24039	501	7	ajithram	ajithram	PROPN
brj-24039	501	8	,	,	PUNCT
brj-24039	501	9	a.	a.	NOUN
brj-24039	501	10	,	,	PUNCT
brj-24039	501	11	palanisamy	palanisamy	NOUN
brj-24039	501	12	,	,	PUNCT
brj-24039	501	13	s.	s.	PROPN
brj-24039	501	14	,	,	PUNCT
brj-24039	501	15	and	and	CCONJ
brj-24039	501	16	kavimani	kavimani	ADJ
brj-24039	501	17	,	,	PUNCT
brj-24039	501	18	v.	v.	PROPN
brj-24039	501	19	(	(	PUNCT
brj-24039	501	20	2023	2023	NUM
brj-24039	501	21	)	)	PUNCT
brj-24039	501	22	.	.	PUNCT
brj-24039	502	1	“	"	PUNCT
brj-24039	502	2	mechanical	mechanical	ADJ
brj-24039	502	3	properties	property	NOUN
brj-24039	502	4	of	of	ADP
brj-24039	502	5	ramie	ramie	PROPN
brj-24039	502	6	/	/	SYM
brj-24039	502	7	flax	flax	NOUN
brj-24039	502	8	hybrid	hybrid	ADJ
brj-24039	502	9	natural	natural	ADJ
brj-24039	502	10	fiber	fiber	NOUN
brj-24039	502	11	composites	composite	NOUN
brj-24039	502	12	under	under	ADP
brj-24039	502	13	different	different	ADJ
brj-24039	502	14	conditions	condition	NOUN
brj-24039	502	15	,	,	PUNCT
brj-24039	502	16	”	"	PUNCT
brj-24039	502	17	biomass	biomass	NOUN
brj-24039	502	18	conversion	conversion	NOUN
brj-24039	502	19	and	and	CCONJ
brj-24039	502	20	biorefinery	biorefinery	NOUN
brj-24039	502	21	2023	2023	NUM
brj-24039	502	22	,	,	PUNCT
brj-24039	502	23	1	1	NUM
brj-24039	502	24	-	-	SYM
brj-24039	502	25	12	12	NUM
brj-24039	502	26	.	.	PUNCT
brj-24039	503	1	doi	doi	NOUN
brj-24039	503	2	:	:	PUNCT
brj-24039	503	3	10.1007	10.1007	NUM
brj-24039	503	4	/	/	SYM
brj-24039	503	5	s13399	s13399	NOUN
brj-24039	503	6	-	-	PUNCT
brj-24039	503	7	023	023	NUM
brj-24039	503	8	-	-	PUNCT
brj-24039	503	9	04628	04628	NUM
brj-24039	503	10	-	-	SYM
brj-24039	503	11	5	5	NUM
brj-24039	503	12	sumesh	sumesh	NOUN
brj-24039	503	13	,	,	PUNCT
brj-24039	503	14	k.	k.	PROPN
brj-24039	503	15	r.	r.	PROPN
brj-24039	503	16	,	,	PUNCT
brj-24039	503	17	palanisamy	palanisamy	PROPN
brj-24039	503	18	,	,	PUNCT
brj-24039	503	19	s.	s.	PROPN
brj-24039	503	20	,	,	PUNCT
brj-24039	503	21	khan	khan	PROPN
brj-24039	503	22	,	,	PUNCT
brj-24039	503	23	t.	t.	PROPN
brj-24039	503	24	,	,	PUNCT
brj-24039	503	25	ajithram	ajithram	PROPN
brj-24039	503	26	,	,	PUNCT
brj-24039	503	27	a.	a.	NOUN
brj-24039	503	28	,	,	PUNCT
brj-24039	503	29	and	and	CCONJ
brj-24039	503	30	ahmed	ahme	VERB
brj-24039	503	31	,	,	PUNCT
brj-24039	503	32	o.	o.	PROPN
brj-24039	503	33	s.	s.	PROPN
brj-24039	503	34	(	(	PUNCT
brj-24039	503	35	2024	2024	NUM
brj-24039	503	36	)	)	PUNCT
brj-24039	503	37	.	.	PUNCT
brj-24039	504	1	“	"	PUNCT
brj-24039	504	2	mechanical	mechanical	ADJ
brj-24039	504	3	,	,	PUNCT
brj-24039	504	4	morphological	morphological	ADJ
brj-24039	504	5	and	and	CCONJ
brj-24039	504	6	wear	wear	VERB
brj-24039	504	7	resistance	resistance	NOUN
brj-24039	504	8	of	of	ADP
brj-24039	504	9	natural	natural	ADJ
brj-24039	504	10	fiber	fiber	NOUN
brj-24039	504	11	/	/	SYM
brj-24039	504	12	glass	glass	NOUN
brj-24039	504	13	fiber	fiber	NOUN
brj-24039	504	14	-	-	PUNCT
brj-24039	504	15	based	base	VERB
brj-24039	504	16	polymer	polymer	NOUN
brj-24039	504	17	composites	composite	NOUN
brj-24039	504	18	,	,	PUNCT
brj-24039	504	19	”	"	PUNCT
brj-24039	504	20	bioresources	bioresource	NOUN
brj-24039	504	21	19(2	19(2	NUM
brj-24039	504	22	)	)	PUNCT
brj-24039	504	23	,	,	PUNCT
brj-24039	504	24	3271	3271	NUM
brj-24039	504	25	-	-	SYM
brj-24039	504	26	3289	3289	NUM
brj-24039	504	27	.	.	PUNCT
brj-24039	505	1	doi	doi	NOUN
brj-24039	505	2	:	:	PUNCT
brj-24039	505	3	10.15376	10.15376	NUM
brj-24039	505	4	/	/	SYM
brj-24039	505	5	biores.19.2.3271	biores.19.2.3271	PROPN
brj-24039	505	6	-	-	PUNCT
brj-24039	505	7	3289	3289	NUM
brj-24039	505	8	suwardi	suwardi	NOUN
brj-24039	505	9	,	,	PUNCT
brj-24039	505	10	a.	a.	PROPN
brj-24039	505	11	,	,	PUNCT
brj-24039	505	12	wang	wang	PROPN
brj-24039	505	13	,	,	PUNCT
brj-24039	505	14	f.	f.	PROPN
brj-24039	505	15	,	,	PUNCT
brj-24039	505	16	xue	xue	PROPN
brj-24039	505	17	,	,	PUNCT
brj-24039	505	18	k.	k.	PROPN
brj-24039	505	19	,	,	PUNCT
brj-24039	505	20	han	han	PROPN
brj-24039	505	21	,	,	PUNCT
brj-24039	505	22	m.	m.	NOUN
brj-24039	505	23	,	,	PUNCT
brj-24039	505	24	teo	teo	PROPN
brj-24039	505	25	,	,	PUNCT
brj-24039	505	26	p.	p.	PROPN
brj-24039	505	27	,	,	PUNCT
brj-24039	505	28	wang	wang	PROPN
brj-24039	505	29	,	,	PUNCT
brj-24039	505	30	p.	p.	PROPN
brj-24039	505	31	,	,	PUNCT
brj-24039	505	32	wang	wang	PROPN
brj-24039	505	33	,	,	PUNCT
brj-24039	505	34	s.	s.	PROPN
brj-24039	505	35	,	,	PUNCT
brj-24039	505	36	liu	liu	PROPN
brj-24039	505	37	,	,	PUNCT
brj-24039	505	38	y.	y.	PROPN
brj-24039	505	39	,	,	PUNCT
brj-24039	505	40	ye	ye	PROPN
brj-24039	505	41	,	,	PUNCT
brj-24039	505	42	e.	e.	PROPN
brj-24039	505	43	,	,	PUNCT
brj-24039	505	44	and	and	CCONJ
brj-24039	505	45	li	li	PROPN
brj-24039	505	46	,	,	PUNCT
brj-24039	505	47	z.	z.	PROPN
brj-24039	505	48	(	(	PUNCT
brj-24039	505	49	2022	2022	NUM
brj-24039	505	50	)	)	PUNCT
brj-24039	505	51	.	.	PUNCT
brj-24039	506	1	“	"	PUNCT
brj-24039	506	2	machine	machine	NOUN
brj-24039	506	3	learning‐driven	learning‐driven	NOUN
brj-24039	506	4	biomaterials	biomaterial	NOUN
brj-24039	506	5	evolution	evolution	NOUN
brj-24039	506	6	,	,	PUNCT
brj-24039	506	7	”	"	PUNCT
brj-24039	506	8	advanced	advanced	ADJ
brj-24039	506	9	materials	material	NOUN
brj-24039	506	10	34(1	34(1	NOUN
brj-24039	506	11	)	)	PUNCT
brj-24039	506	12	,	,	PUNCT
brj-24039	506	13	article	article	NOUN
brj-24039	506	14	i	i	PROPN
brj-24039	506	15	d	d	PROPN
brj-24039	506	16	2102703	2102703	NUM
brj-24039	506	17	.	.	PUNCT
brj-24039	507	1	doi	doi	NOUN
brj-24039	507	2	:	:	PUNCT
brj-24039	507	3	10.1002	10.1002	NUM
brj-24039	507	4	/	/	SYM
brj-24039	507	5	adma.202102703	adma.202102703	PROPN
brj-24039	507	6	taye	taye	PROPN
brj-24039	507	7	,	,	PUNCT
brj-24039	507	8	m.	m.	NOUN
brj-24039	507	9	m.	m.	NOUN
brj-24039	507	10	(	(	PUNCT
brj-24039	507	11	2023	2023	NUM
brj-24039	507	12	)	)	PUNCT
brj-24039	507	13	.	.	PUNCT
brj-24039	508	1	“	"	PUNCT
brj-24039	508	2	understanding	understanding	NOUN
brj-24039	508	3	of	of	ADP
brj-24039	508	4	machine	machine	NOUN
brj-24039	508	5	learning	learn	VERB
brj-24039	508	6	with	with	ADP
brj-24039	508	7	deep	deep	ADJ
brj-24039	508	8	learning	learning	NOUN
brj-24039	508	9	:	:	PUNCT
brj-24039	508	10	architectures	architecture	NOUN
brj-24039	508	11	,	,	PUNCT
brj-24039	508	12	workflow	workflow	NOUN
brj-24039	508	13	,	,	PUNCT
brj-24039	508	14	applications	application	NOUN
brj-24039	508	15	and	and	CCONJ
brj-24039	508	16	future	future	ADJ
brj-24039	508	17	directions	direction	NOUN
brj-24039	508	18	,	,	PUNCT
brj-24039	508	19	”	"	PUNCT
brj-24039	508	20	computers	computer	NOUN
brj-24039	508	21	12(5	12(5	NOUN
brj-24039	508	22	)	)	PUNCT
brj-24039	508	23	,	,	PUNCT
brj-24039	508	24	article	article	NOUN
brj-24039	508	25	91	91	NUM
brj-24039	508	26	.	.	PUNCT
brj-24039	509	1	doi	doi	NOUN
brj-24039	509	2	:	:	PUNCT
brj-24039	509	3	10.3390	10.3390	NUM
brj-24039	509	4	/	/	SYM
brj-24039	509	5	computers12050091	computers12050091	PROPN
brj-24039	509	6	terranova	terranova	NOUN
brj-24039	509	7	,	,	PUNCT
brj-24039	509	8	n.	n.	NOUN
brj-24039	509	9	,	,	PUNCT
brj-24039	509	10	renard	renard	PROPN
brj-24039	509	11	,	,	PUNCT
brj-24039	509	12	d.	d.	PROPN
brj-24039	509	13	,	,	PUNCT
brj-24039	509	14	shahin	shahin	PROPN
brj-24039	509	15	,	,	PUNCT
brj-24039	509	16	m.	m.	PROPN
brj-24039	509	17	h.	h.	PROPN
brj-24039	509	18	,	,	PUNCT
brj-24039	509	19	menon	menon	PROPN
brj-24039	509	20	,	,	PUNCT
brj-24039	509	21	s.	s.	PROPN
brj-24039	509	22	,	,	PUNCT
brj-24039	509	23	cao	cao	PROPN
brj-24039	509	24	,	,	PUNCT
brj-24039	509	25	y.	y.	PROPN
brj-24039	509	26	,	,	PUNCT
brj-24039	509	27	hop	hop	PROPN
brj-24039	509	28	,	,	PUNCT
brj-24039	509	29	c.	c.	PROPN
brj-24039	509	30	e.	e.	PROPN
brj-24039	509	31	c.	c.	PROPN
brj-24039	509	32	a.	a.	PROPN
brj-24039	509	33	,	,	PUNCT
brj-24039	509	34	hayes	hayes	PROPN
brj-24039	509	35	,	,	PUNCT
brj-24039	509	36	s.	s.	PROPN
brj-24039	509	37	,	,	PUNCT
brj-24039	509	38	madrasi	madrasi	PROPN
brj-24039	509	39	,	,	PUNCT
brj-24039	509	40	k.	k.	PROPN
brj-24039	509	41	,	,	PUNCT
brj-24039	509	42	stodtmann	stodtmann	PROPN
brj-24039	509	43	,	,	PUNCT
brj-24039	509	44	s.	s.	PROPN
brj-24039	509	45	,	,	PUNCT
brj-24039	509	46	and	and	CCONJ
brj-24039	509	47	tensfeldt	tensfeldt	NOUN
brj-24039	509	48	,	,	PUNCT
brj-24039	509	49	t.	t.	PROPN
brj-24039	509	50	(	(	PUNCT
brj-24039	509	51	2024	2024	NUM
brj-24039	509	52	)	)	PUNCT
brj-24039	509	53	.	.	PUNCT
brj-24039	510	1	“	"	PUNCT
brj-24039	510	2	artificial	artificial	ADJ
brj-24039	510	3	intelligence	intelligence	NOUN
brj-24039	510	4	for	for	ADP
brj-24039	510	5	quantitative	quantitative	ADJ
brj-24039	510	6	modeling	modeling	NOUN
brj-24039	510	7	in	in	ADP
brj-24039	510	8	drug	drug	NOUN
brj-24039	510	9	discovery	discovery	NOUN
brj-24039	510	10	and	and	CCONJ
brj-24039	510	11	development	development	NOUN
brj-24039	510	12	:	:	PUNCT
brj-24039	510	13	an	an	DET
brj-24039	510	14	innovation	innovation	NOUN
brj-24039	510	15	and	and	CCONJ
brj-24039	510	16	quality	quality	NOUN
brj-24039	510	17	consortium	consortium	NOUN
brj-24039	510	18	perspective	perspective	NOUN
brj-24039	510	19	on	on	ADP
brj-24039	510	20	use	use	NOUN
brj-24039	510	21	cases	case	NOUN
brj-24039	510	22	and	and	CCONJ
brj-24039	510	23	best	good	ADJ
brj-24039	510	24	practices	practice	NOUN
brj-24039	510	25	,	,	PUNCT
brj-24039	510	26	”	"	PUNCT
brj-24039	510	27	clinical	clinical	ADJ
brj-24039	510	28	pharmacology	pharmacology	NOUN
brj-24039	510	29	&	&	CCONJ
brj-24039	510	30	therapeutics	therapeutic	NOUN
brj-24039	510	31	115(4	115(4	NUM
brj-24039	510	32	)	)	PUNCT
brj-24039	510	33	,	,	PUNCT
brj-24039	510	34	658	658	NUM
brj-24039	510	35	-	-	SYM
brj-24039	510	36	672	672	NUM
brj-24039	510	37	.	.	PUNCT
brj-24039	511	1	doi	doi	NOUN
brj-24039	511	2	:	:	PUNCT
brj-24039	511	3	10.1002	10.1002	NUM
brj-24039	511	4	/	/	SYM
brj-24039	511	5	cpt.3053	cpt.3053	VERB
brj-24039	511	6	terzi	terzi	NOUN
brj-24039	511	7	,	,	PUNCT
brj-24039	511	8	a.	a.	NOUN
brj-24039	511	9	,	,	PUNCT
brj-24039	511	10	marinis	marinis	PROPN
brj-24039	511	11	,	,	PUNCT
brj-24039	511	12	t.	t.	PROPN
brj-24039	511	13	,	,	PUNCT
brj-24039	511	14	kotsopoulou	kotsopoulou	PROPN
brj-24039	511	15	,	,	PUNCT
brj-24039	511	16	a.	a.	NOUN
brj-24039	511	17	,	,	PUNCT
brj-24039	511	18	and	and	CCONJ
brj-24039	511	19	francis	francis	PROPN
brj-24039	511	20	,	,	PUNCT
brj-24039	511	21	k.	k.	PROPN
brj-24039	511	22	(	(	PUNCT
brj-24039	511	23	2014	2014	NUM
brj-24039	511	24	)	)	PUNCT
brj-24039	511	25	.	.	PUNCT
brj-24039	512	1	“	"	PUNCT
brj-24039	512	2	grammatical	grammatical	ADJ
brj-24039	512	3	abilities	ability	NOUN
brj-24039	512	4	of	of	ADP
brj-24039	512	5	greek	greek	NOUN
brj-24039	512	6	-	-	PUNCT
brj-24039	512	7	speaking	speak	VERB
brj-24039	512	8	children	child	NOUN
brj-24039	512	9	with	with	ADP
brj-24039	512	10	autism	autism	NOUN
brj-24039	512	11	,	,	PUNCT
brj-24039	512	12	”	"	PUNCT
brj-24039	512	13	language	language	NOUN
brj-24039	512	14	acquisition	acquisition	NOUN
brj-24039	512	15	21(1	21(1	NUM
brj-24039	512	16	)	)	PUNCT
brj-24039	512	17	,	,	PUNCT
brj-24039	512	18	4	4	NUM
brj-24039	512	19	-	-	SYM
brj-24039	512	20	44	44	NUM
brj-24039	512	21	.	.	PUNCT
brj-24039	513	1	doi	doi	NOUN
brj-24039	513	2	:	:	PUNCT
brj-24039	513	3	10.1080/10489223.2013.855216	10.1080/10489223.2013.855216	NUM
brj-24039	513	4	terzi	terzi	NOUN
brj-24039	513	5	,	,	PUNCT
brj-24039	513	6	l.	l.	PROPN
brj-24039	513	7	(	(	PUNCT
brj-24039	513	8	2007	2007	NUM
brj-24039	513	9	)	)	PUNCT
brj-24039	513	10	.	.	PUNCT
brj-24039	514	1	“	"	PUNCT
brj-24039	514	2	the	the	DET
brj-24039	514	3	capability	capability	NOUN
brj-24039	514	4	to	to	PART
brj-24039	514	5	be	be	AUX
brj-24039	514	6	educated	educate	VERB
brj-24039	514	7	,	,	PUNCT
brj-24039	514	8	”	"	PUNCT
brj-24039	514	9	in	in	ADP
brj-24039	514	10	:	:	PUNCT
brj-24039	514	11	amartya	amartya	PROPN
brj-24039	514	12	sen	sen	PROPN
brj-24039	514	13	’s	’s	PART
brj-24039	514	14	capability	capability	NOUN
brj-24039	514	15	approach	approach	NOUN
brj-24039	514	16	and	and	CCONJ
brj-24039	514	17	social	social	ADJ
brj-24039	514	18	justice	justice	NOUN
brj-24039	514	19	in	in	ADP
brj-24039	514	20	education	education	NOUN
brj-24039	514	21	,	,	PUNCT
brj-24039	514	22	pp	pp	PROPN
brj-24039	514	23	.	.	PUNCT
brj-24039	515	1	25	25	NUM
brj-24039	515	2	-	-	SYM
brj-24039	515	3	43	43	NUM
brj-24039	515	4	.	.	PUNCT
brj-24039	516	1	doi	doi	NOUN
brj-24039	516	2	:	:	PUNCT
brj-24039	516	3	10.1057/9780230604810	10.1057/9780230604810	NUM
brj-24039	516	4	tkáč	tkáč	NOUN
brj-24039	516	5	,	,	PUNCT
brj-24039	516	6	m.	m.	NOUN
brj-24039	516	7	,	,	PUNCT
brj-24039	516	8	and	and	CCONJ
brj-24039	516	9	verner	verner	NOUN
brj-24039	516	10	,	,	PUNCT
brj-24039	516	11	r.	r.	PROPN
brj-24039	516	12	(	(	PUNCT
brj-24039	516	13	2016	2016	NUM
brj-24039	516	14	)	)	PUNCT
brj-24039	516	15	.	.	PUNCT
brj-24039	517	1	“	"	PUNCT
brj-24039	517	2	artificial	artificial	ADJ
brj-24039	517	3	neural	neural	ADJ
brj-24039	517	4	networks	network	NOUN
brj-24039	517	5	in	in	ADP
brj-24039	517	6	business	business	NOUN
brj-24039	517	7	:	:	PUNCT
brj-24039	517	8	two	two	NUM
brj-24039	517	9	decades	decade	NOUN
brj-24039	517	10	of	of	ADP
brj-24039	517	11	research	research	NOUN
brj-24039	517	12	,	,	PUNCT
brj-24039	517	13	”	"	PUNCT
brj-24039	517	14	applied	apply	VERB
brj-24039	517	15	soft	soft	ADJ
brj-24039	517	16	computing	computing	NOUN
brj-24039	517	17	38	38	NUM
brj-24039	517	18	,	,	PUNCT
brj-24039	517	19	788	788	NUM
brj-24039	517	20	-	-	SYM
brj-24039	517	21	804	804	NUM
brj-24039	517	22	.	.	PUNCT
brj-24039	518	1	doi	doi	NOUN
brj-24039	518	2	:	:	PUNCT
brj-24039	518	3	10.1016	10.1016	NUM
brj-24039	518	4	/	/	SYM
brj-24039	518	5	j.asoc.2015.09.040	j.asoc.2015.09.040	PROPN
brj-24039	518	6	westermayr	westermayr	PROPN
brj-24039	518	7	,	,	PUNCT
brj-24039	518	8	j.	j.	PROPN
brj-24039	518	9	,	,	PUNCT
brj-24039	518	10	gastegger	gastegger	NOUN
brj-24039	518	11	,	,	PUNCT
brj-24039	518	12	m.	m.	NOUN
brj-24039	518	13	,	,	PUNCT
brj-24039	518	14	schütt	schütt	PROPN
brj-24039	518	15	,	,	PUNCT
brj-24039	518	16	k.	k.	PROPN
brj-24039	518	17	t.	t.	PROPN
brj-24039	518	18	,	,	PUNCT
brj-24039	518	19	and	and	CCONJ
brj-24039	518	20	maurer	maurer	PROPN
brj-24039	518	21	,	,	PUNCT
brj-24039	518	22	r.	r.	PROPN
brj-24039	518	23	j.	j.	PROPN
brj-24039	518	24	(	(	PUNCT
brj-24039	518	25	2021	2021	NUM
brj-24039	518	26	)	)	PUNCT
brj-24039	518	27	.	.	PUNCT
brj-24039	519	1	“	"	PUNCT
brj-24039	519	2	perspective	perspective	NOUN
brj-24039	519	3	on	on	ADP
brj-24039	519	4	integrating	integrate	VERB
brj-24039	519	5	machine	machine	NOUN
brj-24039	519	6	learning	learning	NOUN
brj-24039	519	7	into	into	ADP
brj-24039	519	8	computational	computational	ADJ
brj-24039	519	9	chemistry	chemistry	NOUN
brj-24039	519	10	and	and	CCONJ
brj-24039	519	11	materials	material	NOUN
brj-24039	519	12	science	science	NOUN
brj-24039	519	13	,	,	PUNCT
brj-24039	519	14	”	"	PUNCT
brj-24039	519	15	the	the	DET
brj-24039	519	16	journal	journal	NOUN
brj-24039	519	17	of	of	ADP
brj-24039	519	18	chemical	chemical	PROPN
brj-24039	519	19	physics	physics	NOUN
brj-24039	519	20	154(23	154(23	NOUN
brj-24039	519	21	)	)	PUNCT
brj-24039	519	22	,	,	PUNCT
brj-24039	519	23	article	article	NOUN
brj-24039	519	24	i	i	PROPN
brj-24039	519	25	d	d	PROPN
brj-24039	519	26	47760	47760	NUM
brj-24039	519	27	.	.	PUNCT
brj-24039	520	1	doi	doi	NOUN
brj-24039	520	2	:	:	PUNCT
brj-24039	520	3	10.1063/5.0047760	10.1063/5.0047760	NUM
brj-24039	520	4	wu	wu	PROPN
brj-24039	520	5	,	,	PUNCT
brj-24039	520	6	x.	x.	PROPN
brj-24039	520	7	,	,	PUNCT
brj-24039	520	8	zhu	zhu	PROPN
brj-24039	520	9	,	,	PUNCT
brj-24039	520	10	x.	x.	PROPN
brj-24039	520	11	,	,	PUNCT
brj-24039	520	12	wu	wu	PROPN
brj-24039	520	13	,	,	PUNCT
brj-24039	520	14	g.-q	g.-q	PROPN
brj-24039	520	15	.	.	PUNCT
brj-24039	520	16	,	,	PUNCT
brj-24039	520	17	and	and	CCONJ
brj-24039	520	18	ding	ding	NOUN
brj-24039	520	19	,	,	PUNCT
brj-24039	520	20	w.	w.	NOUN
brj-24039	520	21	(	(	PUNCT
brj-24039	520	22	2013	2013	NUM
brj-24039	520	23	)	)	PUNCT
brj-24039	520	24	.	.	PUNCT
brj-24039	521	1	“	"	PUNCT
brj-24039	521	2	data	data	NOUN
brj-24039	521	3	mining	mining	NOUN
brj-24039	521	4	with	with	ADP
brj-24039	521	5	big	big	ADJ
brj-24039	521	6	data	datum	NOUN
brj-24039	521	7	,	,	PUNCT
brj-24039	521	8	”	"	PUNCT
brj-24039	521	9	ieee	ieee	NOUN
brj-24039	521	10	transactions	transaction	NOUN
brj-24039	521	11	on	on	ADP
brj-24039	521	12	knowledge	knowledge	NOUN
brj-24039	521	13	and	and	CCONJ
brj-24039	521	14	data	datum	NOUN
brj-24039	521	15	engineering	engineering	NOUN
brj-24039	521	16	26(1	26(1	NUM
brj-24039	521	17	)	)	PUNCT
brj-24039	521	18	,	,	PUNCT
brj-24039	521	19	97	97	NUM
brj-24039	521	20	-	-	SYM
brj-24039	521	21	107	107	NUM
brj-24039	521	22	.	.	PUNCT
brj-24039	522	1	doi	doi	NOUN
brj-24039	522	2	:	:	PUNCT
brj-24039	522	3	10.1109	10.1109	NUM
brj-24039	522	4	/	/	SYM
brj-24039	523	1	tkde.2013.109	tkde.2013.109	VERB
brj-24039	523	2	xiong	xiong	PROPN
brj-24039	523	3	,	,	PUNCT
brj-24039	523	4	x.	x.	PROPN
brj-24039	523	5	,	,	PUNCT
brj-24039	523	6	shen	shen	PROPN
brj-24039	523	7	,	,	PUNCT
brj-24039	523	8	s.	s.	PROPN
brj-24039	523	9	z.	z.	PROPN
brj-24039	523	10	,	,	PUNCT
brj-24039	523	11	hua	hua	PROPN
brj-24039	523	12	,	,	PUNCT
brj-24039	523	13	l.	l.	PROPN
brj-24039	523	14	,	,	PUNCT
brj-24039	523	15	liu	liu	PROPN
brj-24039	523	16	,	,	PUNCT
brj-24039	523	17	j.	j.	PROPN
brj-24039	523	18	z.	z.	PROPN
brj-24039	523	19	,	,	PUNCT
brj-24039	523	20	li	li	PROPN
brj-24039	523	21	,	,	PUNCT
brj-24039	523	22	x.	x.	PROPN
brj-24039	523	23	,	,	PUNCT
brj-24039	523	24	wan	wan	PROPN
brj-24039	523	25	,	,	PUNCT
brj-24039	523	26	x.	x.	NOUN
brj-24039	523	27	,	,	PUNCT
brj-24039	523	28	and	and	CCONJ
brj-24039	523	29	miao	miao	NOUN
brj-24039	523	30	,	,	PUNCT
brj-24039	523	31	m.	m.	NOUN
brj-24039	523	32	(	(	PUNCT
brj-24039	523	33	2018	2018	NUM
brj-24039	523	34	)	)	PUNCT
brj-24039	523	35	.	.	PUNCT
brj-24039	524	1	"	"	PUNCT
brj-24039	524	2	finite	finite	VERB
brj-24039	524	3	element	element	NOUN
brj-24039	524	4	models	model	NOUN
brj-24039	524	5	of	of	ADP
brj-24039	524	6	natural	natural	ADJ
brj-24039	524	7	fibers	fiber	NOUN
brj-24039	524	8	and	and	CCONJ
brj-24039	524	9	their	their	PRON
brj-24039	524	10	composites	composite	NOUN
brj-24039	524	11	:	:	PUNCT
brj-24039	524	12	a	a	DET
brj-24039	524	13	review	review	NOUN
brj-24039	524	14	,	,	PUNCT
brj-24039	524	15	"	"	PUNCT
brj-24039	524	16	journal	journal	NOUN
brj-24039	524	17	of	of	ADP
brj-24039	524	18	reinforced	reinforce	VERB
brj-24039	524	19	plastics	plastic	NOUN
brj-24039	524	20	and	and	CCONJ
brj-24039	524	21	composites	composite	NOUN
brj-24039	524	22	37(9	37(9	NUM
brj-24039	524	23	)	)	PUNCT
brj-24039	524	24	,	,	PUNCT
brj-24039	524	25	617	617	NUM
brj-24039	524	26	-	-	SYM
brj-24039	524	27	635	635	NUM
brj-24039	524	28	.	.	PUNCT
brj-24039	525	1	doi	doi	NOUN
brj-24039	525	2	:	:	PUNCT
brj-24039	525	3	10.1177/0731684418755552	10.1177/0731684418755552	NUM
brj-24039	525	4	xu	xu	PROPN
brj-24039	525	5	,	,	PUNCT
brj-24039	525	6	d.	d.	PROPN
brj-24039	525	7	,	,	PUNCT
brj-24039	525	8	zhang	zhang	PROPN
brj-24039	525	9	,	,	PUNCT
brj-24039	525	10	q.	q.	PROPN
brj-24039	525	11	,	,	PUNCT
brj-24039	525	12	huo	huo	PROPN
brj-24039	525	13	,	,	PUNCT
brj-24039	525	14	x.	x.	PROPN
brj-24039	525	15	,	,	PUNCT
brj-24039	525	16	wang	wang	PROPN
brj-24039	525	17	,	,	PUNCT
brj-24039	525	18	y.	y.	PROPN
brj-24039	525	19	,	,	PUNCT
brj-24039	525	20	and	and	CCONJ
brj-24039	525	21	yang	yang	PROPN
brj-24039	525	22	,	,	PUNCT
brj-24039	525	23	m.	m.	NOUN
brj-24039	525	24	(	(	PUNCT
brj-24039	525	25	2023	2023	NUM
brj-24039	525	26	)	)	PUNCT
brj-24039	525	27	.	.	PUNCT
brj-24039	526	1	“	"	PUNCT
brj-24039	526	2	advances	advance	NOUN
brj-24039	526	3	in	in	ADP
brj-24039	526	4	data‐assisted	data‐assiste	VERB
brj-24039	526	5	high‐throughput	high‐throughput	VERB
brj-24039	526	6	computations	computation	NOUN
brj-24039	526	7	for	for	ADP
brj-24039	526	8	material	material	NOUN
brj-24039	526	9	design	design	NOUN
brj-24039	526	10	,	,	PUNCT
brj-24039	526	11	”	"	PUNCT
brj-24039	526	12	materials	material	NOUN
brj-24039	526	13	genome	genome	NOUN
brj-24039	526	14	engineering	engineering	NOUN
brj-24039	526	15	advances	advance	NOUN
brj-24039	526	16	1(1	1(1	NUM
brj-24039	526	17	)	)	PUNCT
brj-24039	526	18	,	,	PUNCT
brj-24039	526	19	article	article	NOUN
brj-24039	526	20	e11	e11	X
brj-24039	526	21	.	.	PUNCT
brj-24039	527	1	doi	doi	NOUN
brj-24039	527	2	:	:	PUNCT
brj-24039	527	3	10.1002	10.1002	NUM
brj-24039	527	4	/	/	SYM
brj-24039	527	5	mgea.11	mgea.11	ADJ
brj-24039	527	6	yao	yao	NOUN
brj-24039	527	7	,	,	PUNCT
brj-24039	527	8	l.	l.	PROPN
brj-24039	527	9	,	,	PUNCT
brj-24039	527	10	shao	shao	PROPN
brj-24039	527	11	,	,	PUNCT
brj-24039	527	12	x.	x.	NOUN
brj-24039	527	13	,	,	PUNCT
brj-24039	527	14	and	and	CCONJ
brj-24039	527	15	feng	feng	PROPN
brj-24039	527	16	,	,	PUNCT
brj-24039	527	17	q.	q.	PROPN
brj-24039	527	18	(	(	PUNCT
brj-24039	527	19	2020	2020	NUM
brj-24039	527	20	)	)	PUNCT
brj-24039	527	21	.	.	PUNCT
brj-24039	528	1	“	"	PUNCT
brj-24039	528	2	predicting	predict	VERB
brj-24039	528	3	the	the	DET
brj-24039	528	4	mechanical	mechanical	ADJ
brj-24039	528	5	properties	property	NOUN
brj-24039	528	6	of	of	ADP
brj-24039	528	7	unidirectional	unidirectional	ADJ
brj-24039	528	8	fiber	fiber	NOUN
brj-24039	528	9	reinforced	reinforce	VERB
brj-24039	528	10	plastics	plastic	NOUN
brj-24039	528	11	from	from	ADP
brj-24039	528	12	fiber	fiber	NOUN
brj-24039	528	13	and	and	CCONJ
brj-24039	528	14	resin	resin	NOUN
brj-24039	528	15	properties	property	NOUN
brj-24039	528	16	using	use	VERB
brj-24039	528	17	data	datum	NOUN
brj-24039	528	18	mining	mining	NOUN
brj-24039	528	19	,	,	PUNCT
brj-24039	528	20	”	"	PUNCT
brj-24039	528	21	computational	computational	ADJ
brj-24039	528	22	materials	material	NOUN
brj-24039	528	23	science	science	NOUN
brj-24039	528	24	185	185	NUM
brj-24039	528	25	,	,	PUNCT
brj-24039	528	26	article	article	NOUN
brj-24039	528	27	i	i	PROPN
brj-24039	528	28	d	d	PROPN
brj-24039	528	29	109986	109986	NUM
brj-24039	528	30	.	.	PUNCT
brj-24039	529	1	doi	doi	NOUN
brj-24039	529	2	:	:	PUNCT
brj-24039	529	3	10.1016	10.1016	NUM
brj-24039	529	4	/	/	SYM
brj-24039	529	5	j.commatsci.2020.109986	j.commatsci.2020.109986	PROPN
brj-24039	529	6	yassin	yassin	PROPN
brj-24039	529	7	,	,	PUNCT
brj-24039	529	8	m.	m.	NOUN
brj-24039	529	9	a.	a.	NOUN
brj-24039	529	10	m.	m.	PROPN
brj-24039	529	11	,	,	PUNCT
brj-24039	529	12	shrestha	shrestha	PROPN
brj-24039	529	13	,	,	PUNCT
brj-24039	529	14	a.	a.	NOUN
brj-24039	529	15	,	,	PUNCT
brj-24039	529	16	and	and	CCONJ
brj-24039	529	17	rabie	rabie	PROPN
brj-24039	529	18	,	,	PUNCT
brj-24039	529	19	s.	s.	PROPN
brj-24039	529	20	(	(	PUNCT
brj-24039	529	21	2023	2023	NUM
brj-24039	529	22	)	)	PUNCT
brj-24039	529	23	.	.	PUNCT
brj-24039	530	1	“	"	PUNCT
brj-24039	530	2	digital	digital	ADJ
brj-24039	530	3	twin	twin	NOUN
brj-24039	530	4	in	in	ADP
brj-24039	530	5	power	power	NOUN
brj-24039	530	6	system	system	NOUN
brj-24039	530	7	research	research	NOUN
brj-24039	530	8	and	and	CCONJ
brj-24039	530	9	development	development	NOUN
brj-24039	530	10	:	:	PUNCT
brj-24039	530	11	principle	principle	NOUN
brj-24039	530	12	,	,	PUNCT
brj-24039	530	13	scope	scope	NOUN
brj-24039	530	14	,	,	PUNCT
brj-24039	530	15	and	and	CCONJ
brj-24039	530	16	challenges	challenge	NOUN
brj-24039	530	17	,	,	PUNCT
brj-24039	530	18	”	"	PUNCT
brj-24039	530	19	energy	energy	NOUN
brj-24039	530	20	reviews	review	NOUN
brj-24039	530	21	2(3	2(3	NUM
brj-24039	530	22	)	)	PUNCT
brj-24039	530	23	,	,	PUNCT
brj-24039	530	24	article	article	NOUN
brj-24039	530	25	i	i	PROPN
brj-24039	530	26	d	d	PROPN
brj-24039	530	27	100039	100039	NUM
brj-24039	530	28	.	.	PUNCT
brj-24039	531	1	doi	doi	NOUN
brj-24039	531	2	:	:	PUNCT
brj-24039	531	3	10.1016	10.1016	NUM
brj-24039	531	4	/	/	SYM
brj-24039	531	5	j.enrev.2023.100039	j.enrev.2023.100039	PROPN
brj-24039	531	6	ye	ye	PROPN
brj-24039	531	7	,	,	PUNCT
brj-24039	531	8	l.	l.	PROPN
brj-24039	531	9	,	,	PUNCT
brj-24039	531	10	lu	lu	PROPN
brj-24039	531	11	,	,	PUNCT
brj-24039	531	12	y.	y.	PROPN
brj-24039	531	13	,	,	PUNCT
brj-24039	531	14	su	su	PROPN
brj-24039	531	15	,	,	PUNCT
brj-24039	531	16	z.	z.	PROPN
brj-24039	531	17	,	,	PUNCT
brj-24039	531	18	and	and	CCONJ
brj-24039	531	19	meng	meng	PROPN
brj-24039	531	20	,	,	PUNCT
brj-24039	531	21	g.	g.	PROPN
brj-24039	531	22	(	(	PUNCT
brj-24039	531	23	2005	2005	NUM
brj-24039	531	24	)	)	PUNCT
brj-24039	531	25	.	.	PUNCT
brj-24039	532	1	“	"	PUNCT
brj-24039	532	2	functionalized	functionalize	VERB
brj-24039	532	3	composite	composite	ADJ
brj-24039	532	4	structures	structure	NOUN
brj-24039	532	5	for	for	ADP
brj-24039	532	6	new	new	ADJ
brj-24039	532	7	generation	generation	NOUN
brj-24039	532	8	airframes	airframe	NOUN
brj-24039	532	9	:	:	PUNCT
brj-24039	532	10	a	a	DET
brj-24039	532	11	review	review	NOUN
brj-24039	532	12	,	,	PUNCT
brj-24039	532	13	”	"	PUNCT
brj-24039	532	14	composites	composite	VERB
brj-24039	532	15	science	science	NOUN
brj-24039	532	16	and	and	CCONJ
brj-24039	532	17	technology	technology	NOUN
brj-24039	532	18	65(9	65(9	NUM
brj-24039	532	19	)	)	PUNCT
brj-24039	532	20	,	,	PUNCT
brj-24039	532	21	1436	1436	NUM
brj-24039	532	22	-	-	SYM
brj-24039	532	23	1446	1446	NUM
brj-24039	532	24	.	.	PUNCT
brj-24039	533	1	doi	doi	NOUN
brj-24039	533	2	:	:	PUNCT
brj-24039	533	3	10.1016	10.1016	NUM
brj-24039	533	4	/	/	SYM
brj-24039	533	5	j.compscitech.2004.12.015	j.compscitech.2004.12.015	PROPN
brj-24039	533	6	https://doi.org/10.1002/adma.202102703	https://doi.org/10.1002/adma.202102703	ADP
brj-24039	533	7	https://doi.org/10.3390/computers12050091	https://doi.org/10.3390/computers12050091	PROPN
brj-24039	533	8	https://doi.org/10.1002/cpt.3053	https://doi.org/10.1002/cpt.3053	PROPN
brj-24039	533	9	https://doi.org/10.1080/10489223.2013.855216	https://doi.org/10.1080/10489223.2013.855216	PUNCT
brj-24039	534	1	https://doi.org/10.1016/j.asoc.2015.09.040	https://doi.org/10.1016/j.asoc.2015.09.040	NUM
brj-24039	534	2	https://doi.org/10.1063/5.0047760	https://doi.org/10.1063/5.0047760	PROPN
brj-24039	534	3	https://doi.org/10.1109/tkde.2013.109	https://doi.org/10.1109/tkde.2013.109	ADJ
brj-24039	534	4	https://doi.org/10.1002/mgea.11	https://doi.org/10.1002/mgea.11	NOUN
brj-24039	534	5	https://doi.org/10.1016/j.commatsci.2020.109986	https://doi.org/10.1016/j.commatsci.2020.109986	ADJ
brj-24039	534	6	https://doi.org/10.1016/j.enrev.2023.100039	https://doi.org/10.1016/j.enrev.2023.100039	NOUN
brj-24039	534	7	https://doi.org/10.1016/j.compscitech.2004.12.015	https://doi.org/10.1016/j.compscitech.2004.12.015	NUM
brj-24039	534	8	peer	peer	NOUN
brj-24039	534	9	-	-	PUNCT
brj-24039	534	10	reviewed	review	VERB
brj-24039	534	11	review	review	NOUN
brj-24039	534	12	article	article	NOUN
brj-24039	534	13	bioresources.cnr.ncsu.edu	bioresources.cnr.ncsu.edu	ADP
brj-24039	534	14	palanisamy	palanisamy	PROPN
brj-24039	534	15	et	et	PROPN
brj-24039	534	16	al	al	PROPN
brj-24039	534	17	.	.	PROPN
brj-24039	535	1	(	(	PUNCT
brj-24039	535	2	2025	2025	NUM
brj-24039	535	3	)	)	PUNCT
brj-24039	535	4	.	.	PUNCT
brj-24039	536	1	“	"	PUNCT
brj-24039	536	2	computers	computer	NOUN
brj-24039	536	3	&	&	CCONJ
brj-24039	536	4	composites	composite	NOUN
brj-24039	536	5	,	,	PUNCT
brj-24039	536	6	”	"	PUNCT
brj-24039	536	7	bioresources	bioresource	VERB
brj-24039	536	8	20(1	20(1	NUM
brj-24039	536	9	)	)	PUNCT
brj-24039	536	10	,	,	PUNCT
brj-24039	536	11	2321	2321	NUM
brj-24039	536	12	-	-	SYM
brj-24039	536	13	2345	2345	NUM
brj-24039	536	14	.	.	PUNCT
brj-24039	537	1	2345	2345	NUM
brj-24039	537	2	yuan	yuan	NOUN
brj-24039	537	3	,	,	PUNCT
brj-24039	537	4	s.	s.	PROPN
brj-24039	537	5	,	,	PUNCT
brj-24039	537	6	li	li	PROPN
brj-24039	537	7	,	,	PUNCT
brj-24039	537	8	s.	s.	PROPN
brj-24039	537	9	,	,	PUNCT
brj-24039	537	10	zhu	zhu	PROPN
brj-24039	537	11	,	,	PUNCT
brj-24039	537	12	j.	j.	PROPN
brj-24039	537	13	,	,	PUNCT
brj-24039	537	14	and	and	CCONJ
brj-24039	537	15	tang	tang	PROPN
brj-24039	537	16	,	,	PUNCT
brj-24039	537	17	y.	y.	NOUN
brj-24039	537	18	(	(	PUNCT
brj-24039	537	19	2021	2021	NUM
brj-24039	537	20	)	)	PUNCT
brj-24039	537	21	.	.	PUNCT
brj-24039	538	1	“	"	PUNCT
brj-24039	538	2	additive	additive	ADJ
brj-24039	538	3	manufacturing	manufacturing	NOUN
brj-24039	538	4	of	of	ADP
brj-24039	538	5	polymeric	polymeric	ADJ
brj-24039	538	6	composites	composite	NOUN
brj-24039	538	7	from	from	ADP
brj-24039	538	8	material	material	NOUN
brj-24039	538	9	processing	processing	NOUN
brj-24039	538	10	to	to	ADP
brj-24039	538	11	structural	structural	ADJ
brj-24039	538	12	design	design	NOUN
brj-24039	538	13	,	,	PUNCT
brj-24039	538	14	”	"	PUNCT
brj-24039	538	15	composites	composite	VERB
brj-24039	538	16	part	part	NOUN
brj-24039	538	17	b	b	NOUN
brj-24039	538	18	:	:	PUNCT
brj-24039	538	19	engineering	engineer	VERB
brj-24039	538	20	219	219	NUM
brj-24039	538	21	,	,	PUNCT
brj-24039	538	22	article	article	NOUN
brj-24039	538	23	i	i	PROPN
brj-24039	538	24	d	d	PROPN
brj-24039	538	25	108903	108903	NUM
brj-24039	538	26	.	.	PUNCT
brj-24039	539	1	doi	doi	NOUN
brj-24039	539	2	:	:	PUNCT
brj-24039	539	3	10.1016	10.1016	NUM
brj-24039	539	4	/	/	SYM
brj-24039	539	5	j.compositesb.2021.108903	j.compositesb.2021.108903	PROPN
brj-24039	539	6	zadpoor	zadpoor	PROPN
brj-24039	539	7	,	,	PUNCT
brj-24039	539	8	a.	a.	NOUN
brj-24039	539	9	a.	a.	NOUN
brj-24039	539	10	(	(	PUNCT
brj-24039	539	11	2017	2017	NUM
brj-24039	539	12	)	)	PUNCT
brj-24039	539	13	.	.	PUNCT
brj-24039	540	1	“	"	PUNCT
brj-24039	540	2	design	design	VERB
brj-24039	540	3	for	for	ADP
brj-24039	540	4	additive	additive	ADJ
brj-24039	540	5	bio	bio	NOUN
brj-24039	540	6	-	-	NOUN
brj-24039	540	7	manufacturing	manufacturing	NOUN
brj-24039	540	8	:	:	PUNCT
brj-24039	540	9	from	from	ADP
brj-24039	540	10	patient	patient	NOUN
brj-24039	540	11	-	-	PUNCT
brj-24039	540	12	specific	specific	ADJ
brj-24039	540	13	medical	medical	ADJ
brj-24039	540	14	devices	device	NOUN
brj-24039	540	15	to	to	PART
brj-24039	540	16	rationally	rationally	ADV
brj-24039	540	17	designed	design	VERB
brj-24039	540	18	meta	meta	ADJ
brj-24039	540	19	-	-	PUNCT
brj-24039	540	20	biomaterials	biomaterial	NOUN
brj-24039	540	21	,	,	PUNCT
brj-24039	540	22	”	"	PUNCT
brj-24039	540	23	international	international	ADJ
brj-24039	540	24	journal	journal	NOUN
brj-24039	540	25	of	of	ADP
brj-24039	540	26	molecular	molecular	ADJ
brj-24039	540	27	sciences	science	NOUN
brj-24039	540	28	18(8	18(8	NUM
brj-24039	540	29	)	)	PUNCT
brj-24039	540	30	,	,	PUNCT
brj-24039	540	31	article	article	NOUN
brj-24039	540	32	number	number	NOUN
brj-24039	540	33	1607	1607	NUM
brj-24039	540	34	.	.	PUNCT
brj-24039	541	1	doi	doi	NOUN
brj-24039	541	2	:	:	PUNCT
brj-24039	541	3	10.3390	10.3390	NUM
brj-24039	541	4	/	/	SYM
brj-24039	541	5	ijms18081607	ijms18081607	PROPN
brj-24039	541	6	zhang	zhang	PROPN
brj-24039	541	7	,	,	PUNCT
brj-24039	541	8	s.	s.	PROPN
brj-24039	541	9	,	,	PUNCT
brj-24039	541	10	bamakan	bamakan	PROPN
brj-24039	541	11	,	,	PUNCT
brj-24039	541	12	s.	s.	PROPN
brj-24039	541	13	m.	m.	PROPN
brj-24039	541	14	h.	h.	PROPN
brj-24039	541	15	,	,	PUNCT
brj-24039	541	16	qu	qu	PROPN
brj-24039	541	17	,	,	PUNCT
brj-24039	541	18	q.	q.	PROPN
brj-24039	541	19	,	,	PUNCT
brj-24039	541	20	and	and	CCONJ
brj-24039	541	21	li	li	PROPN
brj-24039	541	22	,	,	PUNCT
brj-24039	541	23	s.	s.	PROPN
brj-24039	541	24	(	(	PUNCT
brj-24039	541	25	2018	2018	NUM
brj-24039	541	26	)	)	PUNCT
brj-24039	541	27	.	.	PUNCT
brj-24039	542	1	“	"	PUNCT
brj-24039	542	2	learning	learn	VERB
brj-24039	542	3	for	for	ADP
brj-24039	542	4	personalized	personalized	ADJ
brj-24039	542	5	medicine	medicine	NOUN
brj-24039	542	6	:	:	PUNCT
brj-24039	542	7	a	a	DET
brj-24039	542	8	comprehensive	comprehensive	ADJ
brj-24039	542	9	review	review	NOUN
brj-24039	542	10	from	from	ADP
brj-24039	542	11	a	a	DET
brj-24039	542	12	deep	deep	ADJ
brj-24039	542	13	learning	learning	NOUN
brj-24039	542	14	perspective	perspective	NOUN
brj-24039	542	15	,	,	PUNCT
brj-24039	542	16	”	"	PUNCT
brj-24039	542	17	ieee	ieee	NOUN
brj-24039	542	18	reviews	review	NOUN
brj-24039	542	19	in	in	ADP
brj-24039	542	20	biomedical	biomedical	ADJ
brj-24039	542	21	engineering	engineering	NOUN
brj-24039	542	22	12	12	NUM
brj-24039	542	23	,	,	PUNCT
brj-24039	542	24	194	194	NUM
brj-24039	542	25	-	-	SYM
brj-24039	542	26	208	208	NUM
brj-24039	542	27	.	.	PUNCT
brj-24039	543	1	doi	doi	NOUN
brj-24039	543	2	:	:	PUNCT
brj-24039	543	3	10.1109	10.1109	NUM
brj-24039	543	4	/	/	SYM
brj-24039	543	5	rbme.2018.2864254	rbme.2018.2864254	PROPN
brj-24039	543	6	zhong	zhong	PROPN
brj-24039	543	7	,	,	PUNCT
brj-24039	543	8	s.	s.	PROPN
brj-24039	543	9	,	,	PUNCT
brj-24039	543	10	zhang	zhang	PROPN
brj-24039	543	11	,	,	PUNCT
brj-24039	543	12	k.	k.	PROPN
brj-24039	543	13	,	,	PUNCT
brj-24039	543	14	bagheri	bagheri	PROPN
brj-24039	543	15	,	,	PUNCT
brj-24039	543	16	m.	m.	NOUN
brj-24039	543	17	,	,	PUNCT
brj-24039	543	18	burken	burken	PROPN
brj-24039	543	19	,	,	PUNCT
brj-24039	543	20	j.	j.	PROPN
brj-24039	543	21	g.	g.	PROPN
brj-24039	543	22	,	,	PUNCT
brj-24039	543	23	gu	gu	PROPN
brj-24039	543	24	,	,	PUNCT
brj-24039	543	25	a.	a.	PROPN
brj-24039	543	26	,	,	PUNCT
brj-24039	543	27	li	li	PROPN
brj-24039	543	28	,	,	PUNCT
brj-24039	543	29	b.	b.	PROPN
brj-24039	543	30	,	,	PUNCT
brj-24039	543	31	ma	ma	PROPN
brj-24039	543	32	,	,	PUNCT
brj-24039	543	33	x.	x.	PROPN
brj-24039	543	34	,	,	PUNCT
brj-24039	543	35	marrone	marrone	PROPN
brj-24039	543	36	,	,	PUNCT
brj-24039	543	37	b.	b.	PROPN
brj-24039	543	38	l.	l.	PROPN
brj-24039	543	39	,	,	PUNCT
brj-24039	543	40	ren	ren	PROPN
brj-24039	543	41	,	,	PUNCT
brj-24039	543	42	z.	z.	PROPN
brj-24039	543	43	j.	j.	PROPN
brj-24039	543	44	,	,	PUNCT
brj-24039	543	45	and	and	CCONJ
brj-24039	543	46	schrier	schrier	NOUN
brj-24039	543	47	,	,	PUNCT
brj-24039	543	48	j.	j.	PROPN
brj-24039	543	49	(	(	PUNCT
brj-24039	543	50	2021	2021	NUM
brj-24039	543	51	)	)	PUNCT
brj-24039	543	52	.	.	PUNCT
brj-24039	544	1	“	"	PUNCT
brj-24039	544	2	machine	machine	NOUN
brj-24039	544	3	learning	learning	NOUN
brj-24039	544	4	:	:	PUNCT
brj-24039	544	5	new	new	ADJ
brj-24039	544	6	ideas	idea	NOUN
brj-24039	544	7	and	and	CCONJ
brj-24039	544	8	tools	tool	NOUN
brj-24039	544	9	in	in	ADP
brj-24039	544	10	environmental	environmental	ADJ
brj-24039	544	11	science	science	NOUN
brj-24039	544	12	and	and	CCONJ
brj-24039	544	13	engineering	engineering	NOUN
brj-24039	544	14	,	,	PUNCT
brj-24039	544	15	”	"	PUNCT
brj-24039	544	16	environmental	environmental	ADJ
brj-24039	544	17	science	science	PROPN
brj-24039	544	18	&	&	CCONJ
brj-24039	544	19	technology	technology	PROPN
brj-24039	544	20	55(19	55(19	PROPN
brj-24039	544	21	)	)	PUNCT
brj-24039	544	22	,	,	PUNCT
brj-24039	544	23	12741	12741	NUM
brj-24039	544	24	-	-	SYM
brj-24039	544	25	12754	12754	NUM
brj-24039	544	26	.	.	PUNCT
brj-24039	545	1	doi	doi	NOUN
brj-24039	545	2	:	:	PUNCT
brj-24039	545	3	10.1021	10.1021	NUM
brj-24039	545	4	/	/	SYM
brj-24039	545	5	acs.est.1c01339	acs.est.1c01339	NOUN
brj-24039	545	6	article	article	NOUN
brj-24039	545	7	submitted	submit	VERB
brj-24039	545	8	:	:	PUNCT
brj-24039	545	9	september	september	PROPN
brj-24039	545	10	29	29	NUM
brj-24039	545	11	,	,	PUNCT
brj-24039	545	12	2024	2024	NUM
brj-24039	545	13	;	;	PUNCT
brj-24039	545	14	peer	peer	NOUN
brj-24039	545	15	review	review	NOUN
brj-24039	545	16	completed	complete	VERB
brj-24039	545	17	:	:	PUNCT
brj-24039	545	18	october	october	PROPN
brj-24039	545	19	27	27	NUM
brj-24039	545	20	,	,	PUNCT
brj-24039	545	21	2024	2024	NUM
brj-24039	545	22	;	;	PUNCT
brj-24039	545	23	revised	revise	VERB
brj-24039	545	24	version	version	NOUN
brj-24039	545	25	received	receive	VERB
brj-24039	545	26	:	:	PUNCT
brj-24039	545	27	november	november	PROPN
brj-24039	545	28	9	9	NUM
brj-24039	545	29	,	,	PUNCT
brj-24039	545	30	2024	2024	NUM
brj-24039	545	31	;	;	PUNCT
brj-24039	545	32	accepted	accept	VERB
brj-24039	545	33	:	:	PUNCT
brj-24039	545	34	november	november	PROPN
brj-24039	545	35	14	14	NUM
brj-24039	545	36	,	,	PUNCT
brj-24039	545	37	2024	2024	NUM
brj-24039	545	38	;	;	PUNCT
brj-24039	545	39	published	publish	VERB
brj-24039	545	40	:	:	PUNCT
brj-24039	545	41	january	january	PROPN
brj-24039	545	42	3	3	NUM
brj-24039	545	43	,	,	PUNCT
brj-24039	545	44	2025	2025	NUM
brj-24039	545	45	.	.	PUNCT
brj-24039	546	1	doi	doi	NOUN
brj-24039	546	2	:	:	PUNCT
brj-24039	546	3	10.15376	10.15376	NUM
brj-24039	546	4	/	/	SYM
brj-24039	546	5	biores.20.1.palanisamy	biores.20.1.palanisamy	NOUN
brj-24039	546	6	https://doi.org/10.1016/j.compositesb.2021.108903	https://doi.org/10.1016/j.compositesb.2021.108903	PROPN
brj-24039	546	7	https://doi.org/10.3390/ijms18081607	https://doi.org/10.3390/ijms18081607	PROPN
brj-24039	546	8	https://doi.org/10.1109/rbme.2018.2864254	https://doi.org/10.1109/rbme.2018.2864254	PROPN
brj-24039	546	9	https://doi.org/10.1021/acs.est.1c01339	https://doi.org/10.1021/acs.est.1c01339	ADJ