id	sid	tid	token	lemma	pos
cet-15617	1	1	doi	doi	NOUN
cet-15617	1	2	:	:	PUNCT
cet-15617	1	3	10.3303	10.3303	NUM
cet-15617	1	4	/	/	SYM
cet-15617	1	5	cet25119086	cet25119086	ADJ
cet-15617	1	6	paper	paper	NOUN
cet-15617	1	7	received	receive	VERB
cet-15617	1	8	:	:	PUNCT
cet-15617	1	9	8	8	NUM
cet-15617	1	10	june	june	PROPN
cet-15617	1	11	2025	2025	NUM
cet-15617	1	12	;	;	PUNCT
cet-15617	1	13	revised	revise	VERB
cet-15617	1	14	:	:	PUNCT
cet-15617	1	15	17	17	NUM
cet-15617	1	16	june	june	PROPN
cet-15617	1	17	2025	2025	NUM
cet-15617	1	18	;	;	PUNCT
cet-15617	1	19	accepted	accept	VERB
cet-15617	1	20	:	:	PUNCT
cet-15617	1	21	29	29	NUM
cet-15617	1	22	september	september	PROPN
cet-15617	1	23	2025	2025	NUM
cet-15617	1	24	please	please	INTJ
cet-15617	1	25	cite	cite	VERB
cet-15617	1	26	this	this	DET
cet-15617	1	27	article	article	NOUN
cet-15617	1	28	as	as	ADP
cet-15617	1	29	:	:	PUNCT
cet-15617	1	30	nguyen	nguyen	PROPN
cet-15617	1	31	m.h	m.h	PROPN
cet-15617	1	32	.	.	PROPN
cet-15617	1	33	,	,	PUNCT
cet-15617	1	34	nguyen	nguyen	PROPN
cet-15617	1	35	h.h.m	h.h.m	PROPN
cet-15617	1	36	.	.	PROPN
cet-15617	1	37	,	,	PUNCT
cet-15617	1	38	huynh	huynh	PROPN
cet-15617	1	39	m.t	m.t	PROPN
cet-15617	1	40	.	.	PROPN
cet-15617	1	41	,	,	PUNCT
cet-15617	1	42	phan	phan	PROPN
cet-15617	1	43	minh	minh	PROPN
cet-15617	1	44	quoc	quoc	PROPN
cet-15617	1	45	b.	b.	PROPN
cet-15617	1	46	,	,	PUNCT
cet-15617	1	47	pham	pham	PROPN
cet-15617	1	48	n.k	n.k	PROPN
cet-15617	1	49	.	.	PROPN
cet-15617	1	50	,	,	PUNCT
cet-15617	1	51	nguyen	nguyen	PROPN
cet-15617	1	52	t.s	t.s	PROPN
cet-15617	1	53	.	.	PROPN
cet-15617	1	54	,	,	PUNCT
cet-15617	1	55	2025	2025	NUM
cet-15617	1	56	,	,	PUNCT
cet-15617	1	57	machine	machine	NOUN
cet-15617	1	58	learningassisted	learningassiste	VERB
cet-15617	1	59	optimization	optimization	NOUN
cet-15617	1	60	of	of	ADP
cet-15617	1	61	ultrasonic	ultrasonic	ADJ
cet-15617	1	62	dispersion	dispersion	NOUN
cet-15617	1	63	parameters	parameter	NOUN
cet-15617	1	64	for	for	ADP
cet-15617	1	65	graphene	graphene	ADJ
cet-15617	1	66	nanoribbons	nanoribbon	NOUN
cet-15617	1	67	in	in	ADP
cet-15617	1	68	paint	paint	NOUN
cet-15617	1	69	solvents	solvent	NOUN
cet-15617	1	70	:	:	PUNCT
cet-15617	1	71	a	a	DET
cet-15617	1	72	statistical	statistical	ADJ
cet-15617	1	73	analysis	analysis	NOUN
cet-15617	1	74	,	,	PUNCT
cet-15617	1	75	chemical	chemical	NOUN
cet-15617	1	76	engineering	engineering	NOUN
cet-15617	1	77	transactions	transaction	NOUN
cet-15617	1	78	,	,	PUNCT
cet-15617	1	79	119	119	NUM
cet-15617	1	80	,	,	PUNCT
cet-15617	1	81	511	511	NUM
cet-15617	1	82	-	-	SYM
cet-15617	1	83	516	516	NUM
cet-15617	1	84	doi:10.3303	doi:10.3303	NOUN
cet-15617	1	85	/	/	SYM
cet-15617	1	86	cet25119086	cet25119086	NOUN
cet-15617	1	87	chemical	chemical	PROPN
cet-15617	1	88	engineering	engineering	NOUN
cet-15617	1	89	transactions	transaction	NOUN
cet-15617	1	90	vol	vol	NOUN
cet-15617	1	91	.	.	PUNCT
cet-15617	2	1	119	119	NUM
cet-15617	2	2	,	,	PUNCT
cet-15617	2	3	2025	2025	NUM
cet-15617	2	4	a	a	DET
cet-15617	2	5	publication	publication	NOUN
cet-15617	2	6	of	of	ADP
cet-15617	2	7	the	the	DET
cet-15617	2	8	italian	italian	ADJ
cet-15617	2	9	association	association	NOUN
cet-15617	2	10	of	of	ADP
cet-15617	2	11	chemical	chemical	PROPN
cet-15617	2	12	engineering	engineering	NOUN
cet-15617	2	13	online	online	ADV
cet-15617	2	14	at	at	ADP
cet-15617	2	15	www.cetjournal.it	www.cetjournal.it	PROPN
cet-15617	2	16	guest	guest	NOUN
cet-15617	2	17	editors	editor	NOUN
cet-15617	2	18	:	:	PUNCT
cet-15617	2	19	david	david	PROPN
cet-15617	2	20	bogle	bogle	PROPN
cet-15617	2	21	,	,	PUNCT
cet-15617	2	22	flavio	flavio	PROPN
cet-15617	2	23	manenti	manenti	PROPN
cet-15617	2	24	,	,	PUNCT
cet-15617	2	25	piero	piero	PROPN
cet-15617	2	26	salatino	salatino	PROPN
cet-15617	2	27	copyright	copyright	NOUN
cet-15617	3	1	©	©	PROPN
cet-15617	3	2	2025	2025	NUM
cet-15617	3	3	,	,	PUNCT
cet-15617	3	4	aidic	aidic	ADJ
cet-15617	3	5	servizi	servizi	PROPN
cet-15617	3	6	s.r.l	s.r.l	NOUN
cet-15617	3	7	.	.	PUNCT
cet-15617	4	1	isbn	isbn	PROPN
cet-15617	4	2	979	979	NUM
cet-15617	4	3	-	-	SYM
cet-15617	4	4	12	12	NUM
cet-15617	4	5	-	-	PUNCT
cet-15617	4	6	81206	81206	NUM
cet-15617	4	7	-	-	PUNCT
cet-15617	4	8	20	20	NUM
cet-15617	4	9	-	-	SYM
cet-15617	4	10	5	5	NUM
cet-15617	4	11	;	;	PUNCT
cet-15617	4	12	issn	issn	PROPN
cet-15617	4	13	2283	2283	NUM
cet-15617	4	14	-	-	SYM
cet-15617	4	15	9216	9216	NUM
cet-15617	4	16	machine	machine	NOUN
cet-15617	4	17	learning	learning	NOUN
cet-15617	4	18	-	-	PUNCT
cet-15617	4	19	assisted	assist	VERB
cet-15617	4	20	optimization	optimization	NOUN
cet-15617	4	21	of	of	ADP
cet-15617	4	22	ultrasonic	ultrasonic	ADJ
cet-15617	4	23	dispersion	dispersion	NOUN
cet-15617	4	24	parameters	parameter	NOUN
cet-15617	4	25	for	for	ADP
cet-15617	4	26	graphene	graphene	ADJ
cet-15617	4	27	nanoribbons	nanoribbon	NOUN
cet-15617	4	28	in	in	ADP
cet-15617	4	29	paint	paint	NOUN
cet-15617	4	30	solvents	solvent	NOUN
cet-15617	4	31	:	:	PUNCT
cet-15617	4	32	a	a	DET
cet-15617	4	33	statistical	statistical	ADJ
cet-15617	4	34	analysis	analysis	NOUN
cet-15617	4	35	manh	manh	PROPN
cet-15617	4	36	huan	huan	PROPN
cet-15617	4	37	nguyen	nguyen	PROPN
cet-15617	4	38	a	a	X
cet-15617	4	39	,	,	PUNCT
cet-15617	4	40	*	*	PROPN
cet-15617	4	41	,	,	PUNCT
cet-15617	4	42	huynh	huynh	PROPN
cet-15617	4	43	hung	hang	VERB
cet-15617	4	44	my	my	PRON
cet-15617	4	45	nguyen	nguyen	NOUN
cet-15617	4	46	a	a	DET
cet-15617	4	47	,	,	PUNCT
cet-15617	4	48	minh	minh	PROPN
cet-15617	4	49	thuan	thuan	PROPN
cet-15617	4	50	huynha	huynha	NOUN
cet-15617	4	51	,	,	PUNCT
cet-15617	4	52	binh	binh	PROPN
cet-15617	4	53	phan	phan	PROPN
cet-15617	4	54	minh	minh	PROPN
cet-15617	4	55	quoc	quoc	PROPN
cet-15617	4	56	a	a	PRON
cet-15617	4	57	,	,	PUNCT
cet-15617	4	58	ngoc	ngoc	PROPN
cet-15617	4	59	kien	kien	PROPN
cet-15617	4	60	pham	pham	PROPN
cet-15617	4	61	a	a	PROPN
cet-15617	4	62	,	,	PUNCT
cet-15617	4	63	thanh	thanh	PROPN
cet-15617	4	64	sang	sing	VERB
cet-15617	4	65	nguyen	nguyen	PROPN
cet-15617	4	66	a	a	DET
cet-15617	4	67	avietnam	avietnam	PROPN
cet-15617	4	68	petroleum	petroleum	PROPN
cet-15617	4	69	institute	institute	PROPN
cet-15617	4	70	,	,	PUNCT
cet-15617	4	71	vietnam	vietnam	PROPN
cet-15617	4	72	petroleum	petroleum	PROPN
cet-15617	4	73	institute	institute	PROPN
cet-15617	4	74	building	building	NOUN
cet-15617	4	75	,	,	PUNCT
cet-15617	4	76	lot	lot	NOUN
cet-15617	4	77	e2b-5	e2b-5	NOUN
cet-15617	4	78	,	,	PUNCT
cet-15617	4	79	d1	d1	PROPN
cet-15617	4	80	street	street	NOUN
cet-15617	4	81	,	,	PUNCT
cet-15617	4	82	high	high	ADJ
cet-15617	4	83	-	-	PUNCT
cet-15617	4	84	tech	tech	NOUN
cet-15617	4	85	park	park	NOUN
cet-15617	4	86	,	,	PUNCT
cet-15617	4	87	tanphu	tanphu	ADJ
cet-15617	4	88	ward	ward	NOUN
cet-15617	4	89	,	,	PUNCT
cet-15617	4	90	thuduc	thuduc	VERB
cet-15617	4	91	city	city	PROPN
cet-15617	4	92	,	,	PUNCT
cet-15617	4	93	hochiminh	hochiminh	PROPN
cet-15617	4	94	city	city	PROPN
cet-15617	4	95	,	,	PUNCT
cet-15617	4	96	vietnam	vietnam	PROPN
cet-15617	4	97	huannm.pvpro@vpi.pvn.vn	huannm.pvpro@vpi.pvn.vn	PROPN
cet-15617	4	98	this	this	DET
cet-15617	4	99	study	study	NOUN
cet-15617	4	100	investigates	investigate	VERB
cet-15617	4	101	the	the	DET
cet-15617	4	102	optimization	optimization	NOUN
cet-15617	4	103	of	of	ADP
cet-15617	4	104	graphene	graphene	ADJ
cet-15617	4	105	nanoribbons	nanoribbon	NOUN
cet-15617	4	106	(	(	PUNCT
cet-15617	4	107	gnrs	gnrs	NOUN
cet-15617	4	108	)	)	PUNCT
cet-15617	4	109	dispersion	dispersion	NOUN
cet-15617	4	110	in	in	ADP
cet-15617	4	111	coating	coat	VERB
cet-15617	4	112	solvents	solvent	NOUN
cet-15617	4	113	using	use	VERB
cet-15617	4	114	high	high	ADJ
cet-15617	4	115	-	-	PUNCT
cet-15617	4	116	power	power	NOUN
cet-15617	4	117	ultrasonication	ultrasonication	NOUN
cet-15617	4	118	,	,	PUNCT
cet-15617	4	119	through	through	ADP
cet-15617	4	120	an	an	DET
cet-15617	4	121	integrated	integrate	VERB
cet-15617	4	122	framework	framework	NOUN
cet-15617	4	123	that	that	PRON
cet-15617	4	124	combines	combine	VERB
cet-15617	4	125	experimental	experimental	ADJ
cet-15617	4	126	design	design	NOUN
cet-15617	4	127	with	with	ADP
cet-15617	4	128	machine	machine	NOUN
cet-15617	4	129	learning	learn	VERB
cet-15617	4	130	techniques	technique	NOUN
cet-15617	4	131	.	.	PUNCT
cet-15617	5	1	dispersion	dispersion	NOUN
cet-15617	5	2	stability	stability	NOUN
cet-15617	5	3	was	be	AUX
cet-15617	5	4	assessed	assess	VERB
cet-15617	5	5	via	via	ADP
cet-15617	5	6	polydispersity	polydispersity	NOUN
cet-15617	5	7	index	index	NOUN
cet-15617	5	8	(	(	PUNCT
cet-15617	5	9	pi	pi	NOUN
cet-15617	5	10	)	)	PUNCT
cet-15617	5	11	measurements	measurement	NOUN
cet-15617	5	12	,	,	PUNCT
cet-15617	5	13	with	with	ADP
cet-15617	5	14	a	a	DET
cet-15617	5	15	stability	stability	NOUN
cet-15617	5	16	threshold	threshold	NOUN
cet-15617	5	17	defined	define	VERB
cet-15617	5	18	at	at	ADP
cet-15617	5	19	pi	pi	NOUN
cet-15617	5	20	 	 	SPACE
cet-15617	5	21	<	<	X
cet-15617	5	22	 	 	SPACE
cet-15617	5	23	0.5	0.5	NUM
cet-15617	5	24	.	.	PUNCT
cet-15617	6	1	a	a	DET
cet-15617	6	2	full	full	ADJ
cet-15617	6	3	factorial	factorial	ADJ
cet-15617	6	4	design	design	NOUN
cet-15617	6	5	of	of	ADP
cet-15617	6	6	experiments	experiment	NOUN
cet-15617	6	7	(	(	PUNCT
cet-15617	6	8	doe	doe	NOUN
cet-15617	6	9	)	)	PUNCT
cet-15617	6	10	was	be	AUX
cet-15617	6	11	implemented	implement	VERB
cet-15617	6	12	to	to	PART
cet-15617	6	13	examine	examine	VERB
cet-15617	6	14	the	the	DET
cet-15617	6	15	influence	influence	NOUN
cet-15617	6	16	of	of	ADP
cet-15617	6	17	three	three	NUM
cet-15617	6	18	key	key	ADJ
cet-15617	6	19	parameters	parameter	NOUN
cet-15617	6	20	:	:	PUNCT
cet-15617	6	21	sonication	sonication	NOUN
cet-15617	6	22	time	time	NOUN
cet-15617	6	23	(	(	PUNCT
cet-15617	6	24	5–60	5–60	PROPN
cet-15617	6	25	minutes	minute	NOUN
cet-15617	6	26	)	)	PUNCT
cet-15617	6	27	,	,	PUNCT
cet-15617	6	28	temperature	temperature	NOUN
cet-15617	6	29	(	(	PUNCT
cet-15617	6	30	40–70	40–70	NOUN
cet-15617	6	31	 	 	SPACE
cet-15617	6	32	°	°	ADP
cet-15617	6	33	c	c	NOUN
cet-15617	6	34	)	)	PUNCT
cet-15617	6	35	,	,	PUNCT
cet-15617	6	36	and	and	CCONJ
cet-15617	6	37	gnrs	gnrs	VERB
cet-15617	6	38	concentration	concentration	NOUN
cet-15617	6	39	(	(	PUNCT
cet-15617	6	40	50–1000	50–1000	NUM
cet-15617	6	41	 	 	SPACE
cet-15617	6	42	ppm	ppm	NOUN
cet-15617	6	43	)	)	PUNCT
cet-15617	6	44	.	.	PUNCT
cet-15617	7	1	statistical	statistical	ADJ
cet-15617	7	2	analysis	analysis	NOUN
cet-15617	7	3	using	use	VERB
cet-15617	7	4	anova	anova	PROPN
cet-15617	7	5	confirmed	confirm	VERB
cet-15617	7	6	the	the	DET
cet-15617	7	7	significant	significant	ADJ
cet-15617	7	8	impact	impact	NOUN
cet-15617	7	9	of	of	ADP
cet-15617	7	10	all	all	DET
cet-15617	7	11	three	three	NUM
cet-15617	7	12	factors	factor	NOUN
cet-15617	7	13	(	(	PUNCT
cet-15617	7	14	p	p	X
cet-15617	7	15	 	 	SPACE
cet-15617	7	16	<	<	X
cet-15617	7	17	 	 	SPACE
cet-15617	7	18	0.05	0.05	NUM
cet-15617	7	19	)	)	PUNCT
cet-15617	7	20	,	,	PUNCT
cet-15617	7	21	with	with	ADP
cet-15617	7	22	sonication	sonication	NOUN
cet-15617	7	23	time	time	NOUN
cet-15617	7	24	and	and	CCONJ
cet-15617	7	25	concentration	concentration	NOUN
cet-15617	7	26	exerting	exert	VERB
cet-15617	7	27	the	the	DET
cet-15617	7	28	strongest	strong	ADJ
cet-15617	7	29	effects	effect	NOUN
cet-15617	7	30	on	on	ADP
cet-15617	7	31	dispersion	dispersion	NOUN
cet-15617	7	32	stability	stability	NOUN
cet-15617	7	33	(	(	PUNCT
cet-15617	7	34	f	f	X
cet-15617	7	35	 	 	SPACE
cet-15617	7	36	=	=	VERB
cet-15617	7	37	 	 	SPACE
cet-15617	7	38	69.156	69.156	NUM
cet-15617	7	39	and	and	CCONJ
cet-15617	7	40	67.561	67.561	NUM
cet-15617	7	41	,	,	PUNCT
cet-15617	7	42	respectively	respectively	ADV
cet-15617	7	43	)	)	PUNCT
cet-15617	7	44	.	.	PUNCT
cet-15617	8	1	machine	machine	NOUN
cet-15617	8	2	learning	learning	NOUN
cet-15617	8	3	models	model	NOUN
cet-15617	8	4	were	be	AUX
cet-15617	8	5	developed	develop	VERB
cet-15617	8	6	to	to	PART
cet-15617	8	7	predict	predict	VERB
cet-15617	8	8	optimal	optimal	ADJ
cet-15617	8	9	dispersion	dispersion	NOUN
cet-15617	8	10	conditions	condition	NOUN
cet-15617	8	11	.	.	PUNCT
cet-15617	9	1	among	among	ADP
cet-15617	9	2	the	the	DET
cet-15617	9	3	models	model	NOUN
cet-15617	9	4	evaluated	evaluate	VERB
cet-15617	9	5	,	,	PUNCT
cet-15617	9	6	random	random	ADJ
cet-15617	9	7	forest	forest	NOUN
cet-15617	9	8	exhibited	exhibit	VERB
cet-15617	9	9	the	the	DET
cet-15617	9	10	best	good	ADJ
cet-15617	9	11	predictive	predictive	ADJ
cet-15617	9	12	performance	performance	NOUN
cet-15617	9	13	(	(	PUNCT
cet-15617	9	14	mse	mse	NOUN
cet-15617	9	15	 	 	SPACE
cet-15617	9	16	=	=	NOUN
cet-15617	9	17	 	 	SPACE
cet-15617	9	18	0.251	0.251	NUM
cet-15617	9	19	,	,	PUNCT
cet-15617	9	20	mae	mae	PROPN
cet-15617	9	21	 	 	SPACE
cet-15617	9	22	=	=	NOUN
cet-15617	9	23	 	 	SPACE
cet-15617	9	24	0.373	0.373	NUM
cet-15617	9	25	,	,	PUNCT
cet-15617	9	26	r²	r²	VERB
cet-15617	9	27	 	 	SPACE
cet-15617	9	28	=	=	NOUN
cet-15617	9	29	 	 	SPACE
cet-15617	9	30	0.770	0.770	NUM
cet-15617	9	31	)	)	PUNCT
cet-15617	9	32	,	,	PUNCT
cet-15617	9	33	outperforming	outperform	VERB
cet-15617	9	34	both	both	DET
cet-15617	9	35	linear	linear	ADJ
cet-15617	9	36	regression	regression	NOUN
cet-15617	9	37	(	(	PUNCT
cet-15617	9	38	r²	r²	VERB
cet-15617	9	39	 	 	SPACE
cet-15617	9	40	=	=	NOUN
cet-15617	9	41	 	 	SPACE
cet-15617	9	42	0.672	0.672	NUM
cet-15617	9	43	)	)	PUNCT
cet-15617	9	44	and	and	CCONJ
cet-15617	9	45	decision	decision	NOUN
cet-15617	9	46	tree	tree	NOUN
cet-15617	9	47	(	(	PUNCT
cet-15617	9	48	r²	r²	VERB
cet-15617	9	49	 	 	SPACE
cet-15617	9	50	=	=	NOUN
cet-15617	9	51	 	 	SPACE
cet-15617	9	52	0.110	0.110	NUM
cet-15617	9	53	)	)	PUNCT
cet-15617	9	54	.	.	PUNCT
cet-15617	10	1	this	this	PRON
cet-15617	10	2	suggests	suggest	VERB
cet-15617	10	3	that	that	SCONJ
cet-15617	10	4	random	random	ADJ
cet-15617	10	5	forest	forest	NOUN
cet-15617	10	6	effectively	effectively	ADV
cet-15617	10	7	captures	capture	VERB
cet-15617	10	8	both	both	CCONJ
cet-15617	10	9	linear	linear	ADJ
cet-15617	10	10	and	and	CCONJ
cet-15617	10	11	mildly	mildly	ADV
cet-15617	10	12	nonlinear	nonlinear	ADJ
cet-15617	10	13	relationships	relationship	NOUN
cet-15617	10	14	between	between	ADP
cet-15617	10	15	process	process	NOUN
cet-15617	10	16	variables	variable	NOUN
cet-15617	10	17	and	and	CCONJ
cet-15617	10	18	dispersion	dispersion	NOUN
cet-15617	10	19	outcomes	outcome	NOUN
cet-15617	10	20	.	.	PUNCT
cet-15617	11	1	a	a	DET
cet-15617	11	2	pi	pi	NOUN
cet-15617	11	3	of	of	ADP
cet-15617	11	4	0.20	0.20	NUM
cet-15617	11	5	 	 	SPACE
cet-15617	11	6	±0.02	±0.02	PROPN
cet-15617	11	7	was	be	AUX
cet-15617	11	8	found	find	VERB
cet-15617	11	9	during	during	ADP
cet-15617	11	10	experimental	experimental	ADJ
cet-15617	11	11	validation	validation	NOUN
cet-15617	11	12	under	under	ADP
cet-15617	11	13	the	the	DET
cet-15617	11	14	best	good	ADJ
cet-15617	11	15	conditions	condition	NOUN
cet-15617	11	16	indicated	indicate	VERB
cet-15617	11	17	by	by	ADP
cet-15617	11	18	the	the	DET
cet-15617	11	19	model	model	NOUN
cet-15617	11	20	.	.	PUNCT
cet-15617	12	1	this	this	PRON
cet-15617	12	2	showed	show	VERB
cet-15617	12	3	that	that	SCONJ
cet-15617	12	4	the	the	DET
cet-15617	12	5	model	model	NOUN
cet-15617	12	6	is	be	AUX
cet-15617	12	7	robust	robust	ADJ
cet-15617	12	8	and	and	CCONJ
cet-15617	12	9	reliable	reliable	ADJ
cet-15617	12	10	.	.	PUNCT
cet-15617	13	1	this	this	DET
cet-15617	13	2	research	research	NOUN
cet-15617	13	3	provides	provide	VERB
cet-15617	13	4	a	a	DET
cet-15617	13	5	scalable	scalable	ADJ
cet-15617	13	6	approach	approach	NOUN
cet-15617	13	7	to	to	PART
cet-15617	13	8	improve	improve	VERB
cet-15617	13	9	the	the	DET
cet-15617	13	10	dispersion	dispersion	NOUN
cet-15617	13	11	of	of	ADP
cet-15617	13	12	nanomaterials	nanomaterial	NOUN
cet-15617	13	13	in	in	ADP
cet-15617	13	14	solvents	solvent	NOUN
cet-15617	13	15	used	use	VERB
cet-15617	13	16	in	in	ADP
cet-15617	13	17	coating	coating	NOUN
cet-15617	13	18	systems	system	NOUN
cet-15617	13	19	,	,	PUNCT
cet-15617	13	20	doing	do	VERB
cet-15617	13	21	this	this	PRON
cet-15617	13	22	using	use	VERB
cet-15617	13	23	traditional	traditional	ADJ
cet-15617	13	24	statistical	statistical	ADJ
cet-15617	13	25	tools	tool	NOUN
cet-15617	13	26	and	and	CCONJ
cet-15617	13	27	advanced	advanced	ADJ
cet-15617	13	28	machine	machine	NOUN
cet-15617	13	29	learning	learning	NOUN
cet-15617	13	30	methods	method	NOUN
cet-15617	13	31	that	that	PRON
cet-15617	13	32	can	can	AUX
cet-15617	13	33	work	work	VERB
cet-15617	13	34	together	together	ADV
cet-15617	13	35	to	to	PART
cet-15617	13	36	provide	provide	VERB
cet-15617	13	37	more	more	ADV
cet-15617	13	38	accurate	accurate	ADJ
cet-15617	13	39	process	process	NOUN
cet-15617	13	40	control	control	NOUN
cet-15617	13	41	and	and	CCONJ
cet-15617	13	42	predictions	prediction	NOUN
cet-15617	13	43	.	.	PUNCT
cet-15617	14	1	1	1	X
cet-15617	14	2	.	.	X
cet-15617	14	3	introduction	introduction	NOUN
cet-15617	14	4	the	the	DET
cet-15617	14	5	effective	effective	ADJ
cet-15617	14	6	dispersion	dispersion	NOUN
cet-15617	14	7	of	of	ADP
cet-15617	14	8	graphene	graphene	ADJ
cet-15617	14	9	nanoribbons	nanoribbon	NOUN
cet-15617	14	10	(	(	PUNCT
cet-15617	14	11	gnrs	gnrs	NOUN
cet-15617	14	12	)	)	PUNCT
cet-15617	14	13	in	in	ADP
cet-15617	14	14	coating	coat	VERB
cet-15617	14	15	solvents	solvent	NOUN
cet-15617	14	16	poses	pose	VERB
cet-15617	14	17	a	a	DET
cet-15617	14	18	significant	significant	ADJ
cet-15617	14	19	challenge	challenge	NOUN
cet-15617	14	20	in	in	ADP
cet-15617	14	21	the	the	DET
cet-15617	14	22	development	development	NOUN
cet-15617	14	23	of	of	ADP
cet-15617	14	24	high	high	ADJ
cet-15617	14	25	-	-	PUNCT
cet-15617	14	26	performance	performance	NOUN
cet-15617	14	27	protective	protective	ADJ
cet-15617	14	28	coatings	coating	NOUN
cet-15617	14	29	.	.	PUNCT
cet-15617	15	1	nielsen	nielsen	PROPN
cet-15617	15	2	's	's	PART
cet-15617	15	3	barrier	barrier	NOUN
cet-15617	15	4	theory	theory	NOUN
cet-15617	15	5	(	(	PUNCT
cet-15617	15	6	nielsen	nielsen	PROPN
cet-15617	15	7	,	,	PUNCT
cet-15617	15	8	l.e	l.e	PROPN
cet-15617	15	9	.	.	PROPN
cet-15617	15	10	,	,	PUNCT
cet-15617	15	11	1967	1967	NUM
cet-15617	15	12	)	)	PUNCT
cet-15617	15	13	illustrates	illustrate	VERB
cet-15617	15	14	that	that	SCONJ
cet-15617	15	15	the	the	DET
cet-15617	15	16	incorporation	incorporation	NOUN
cet-15617	15	17	of	of	ADP
cet-15617	15	18	well	well	ADV
cet-15617	15	19	-	-	PUNCT
cet-15617	15	20	dispersed	disperse	VERB
cet-15617	15	21	nanomaterials	nanomaterial	NOUN
cet-15617	15	22	can	can	AUX
cet-15617	15	23	markedly	markedly	ADV
cet-15617	15	24	improve	improve	VERB
cet-15617	15	25	the	the	DET
cet-15617	15	26	protective	protective	ADJ
cet-15617	15	27	characteristics	characteristic	NOUN
cet-15617	15	28	of	of	ADP
cet-15617	15	29	coatings	coating	NOUN
cet-15617	15	30	by	by	ADP
cet-15617	15	31	establishing	establish	VERB
cet-15617	15	32	tortuous	tortuous	ADJ
cet-15617	15	33	pathways	pathway	NOUN
cet-15617	15	34	that	that	PRON
cet-15617	15	35	impede	impede	VERB
cet-15617	15	36	corrosive	corrosive	ADJ
cet-15617	15	37	agents	agent	NOUN
cet-15617	15	38	.	.	PUNCT
cet-15617	16	1	achieving	achieve	VERB
cet-15617	16	2	stable	stable	ADJ
cet-15617	16	3	dispersions	dispersion	NOUN
cet-15617	16	4	of	of	ADP
cet-15617	16	5	gnrs	gnrs	NOUN
cet-15617	16	6	is	be	AUX
cet-15617	16	7	challenging	challenge	VERB
cet-15617	16	8	due	due	ADJ
cet-15617	16	9	to	to	ADP
cet-15617	16	10	the	the	DET
cet-15617	16	11	inherent	inherent	ADJ
cet-15617	16	12	aggregation	aggregation	NOUN
cet-15617	16	13	tendencies	tendency	NOUN
cet-15617	16	14	induced	induce	VERB
cet-15617	16	15	by	by	ADP
cet-15617	16	16	strong	strong	ADJ
cet-15617	16	17	van	van	PROPN
cet-15617	16	18	der	der	NOUN
cet-15617	16	19	waals	waal	NOUN
cet-15617	16	20	forces	force	NOUN
cet-15617	16	21	in	in	ADP
cet-15617	16	22	nanomaterial	nanomaterial	ADJ
cet-15617	16	23	systems	system	NOUN
cet-15617	16	24	.	.	PUNCT
cet-15617	17	1	dispersion	dispersion	NOUN
cet-15617	17	2	stability	stability	NOUN
cet-15617	17	3	is	be	AUX
cet-15617	17	4	crucial	crucial	ADJ
cet-15617	17	5	for	for	ADP
cet-15617	17	6	assessing	assess	VERB
cet-15617	17	7	the	the	DET
cet-15617	17	8	performance	performance	NOUN
cet-15617	17	9	of	of	ADP
cet-15617	17	10	coatings	coating	NOUN
cet-15617	17	11	that	that	PRON
cet-15617	17	12	contain	contain	VERB
cet-15617	17	13	gnr	gnr	PROPN
cet-15617	17	14	.	.	PUNCT
cet-15617	18	1	min	min	PROPN
cet-15617	18	2	et	et	PROPN
cet-15617	18	3	al	al	PROPN
cet-15617	18	4	.	.	PUNCT
cet-15617	19	1	(	(	PUNCT
cet-15617	19	2	2016	2016	NUM
cet-15617	19	3	)	)	PUNCT
cet-15617	19	4	conducted	conduct	VERB
cet-15617	19	5	studies	study	NOUN
cet-15617	19	6	on	on	ADP
cet-15617	19	7	the	the	DET
cet-15617	19	8	dispersion	dispersion	NOUN
cet-15617	19	9	and	and	CCONJ
cet-15617	19	10	stabilization	stabilization	NOUN
cet-15617	19	11	of	of	ADP
cet-15617	19	12	graphene	graphene	ADJ
cet-15617	19	13	nanoribbons	nanoribbon	NOUN
cet-15617	19	14	in	in	ADP
cet-15617	19	15	organic	organic	ADJ
cet-15617	19	16	solvents	solvent	NOUN
cet-15617	19	17	,	,	PUNCT
cet-15617	19	18	revealing	reveal	VERB
cet-15617	19	19	the	the	DET
cet-15617	19	20	critical	critical	ADJ
cet-15617	19	21	impact	impact	NOUN
cet-15617	19	22	of	of	ADP
cet-15617	19	23	solvent	solvent	ADJ
cet-15617	19	24	choice	choice	NOUN
cet-15617	19	25	and	and	CCONJ
cet-15617	19	26	processing	processing	NOUN
cet-15617	19	27	parameters	parameter	NOUN
cet-15617	19	28	on	on	ADP
cet-15617	19	29	dispersion	dispersion	NOUN
cet-15617	19	30	stability	stability	NOUN
cet-15617	19	31	.	.	PUNCT
cet-15617	20	1	the	the	DET
cet-15617	20	2	parameters	parameter	NOUN
cet-15617	20	3	include	include	VERB
cet-15617	20	4	sonication	sonication	NOUN
cet-15617	20	5	time	time	NOUN
cet-15617	20	6	,	,	PUNCT
cet-15617	20	7	power	power	NOUN
cet-15617	20	8	,	,	PUNCT
cet-15617	20	9	temperature	temperature	NOUN
cet-15617	20	10	,	,	PUNCT
cet-15617	20	11	and	and	CCONJ
cet-15617	20	12	gnr	gnr	PROPN
cet-15617	20	13	concentration	concentration	NOUN
cet-15617	20	14	,	,	PUNCT
cet-15617	20	15	all	all	PRON
cet-15617	20	16	of	of	ADP
cet-15617	20	17	which	which	PRON
cet-15617	20	18	demonstrate	demonstrate	VERB
cet-15617	20	19	intricate	intricate	ADJ
cet-15617	20	20	interrelationships	interrelationship	NOUN
cet-15617	20	21	that	that	PRON
cet-15617	20	22	influence	influence	VERB
cet-15617	20	23	the	the	DET
cet-15617	20	24	final	final	ADJ
cet-15617	20	25	dispersion	dispersion	NOUN
cet-15617	20	26	quality	quality	NOUN
cet-15617	20	27	.	.	PUNCT
cet-15617	21	1	efficient	efficient	ADJ
cet-15617	21	2	dispersion	dispersion	NOUN
cet-15617	21	3	of	of	ADP
cet-15617	21	4	graphene	graphene	ADJ
cet-15617	21	5	nanoribbons	nanoribbon	NOUN
cet-15617	21	6	(	(	PUNCT
cet-15617	21	7	gnrs	gnrs	NOUN
cet-15617	21	8	)	)	PUNCT
cet-15617	21	9	in	in	ADP
cet-15617	21	10	solvents	solvent	NOUN
cet-15617	21	11	,	,	PUNCT
cet-15617	21	12	the	the	DET
cet-15617	21	13	main	main	ADJ
cet-15617	21	14	components	component	NOUN
cet-15617	21	15	of	of	ADP
cet-15617	21	16	coating	coating	NOUN
cet-15617	21	17	systems	system	NOUN
cet-15617	21	18	,	,	PUNCT
cet-15617	21	19	poses	pose	VERB
cet-15617	21	20	a	a	DET
cet-15617	21	21	significant	significant	ADJ
cet-15617	21	22	challenge	challenge	NOUN
cet-15617	21	23	in	in	ADP
cet-15617	21	24	the	the	DET
cet-15617	21	25	development	development	NOUN
cet-15617	21	26	of	of	ADP
cet-15617	21	27	high	high	ADJ
cet-15617	21	28	-	-	PUNCT
cet-15617	21	29	performance	performance	NOUN
cet-15617	21	30	protective	protective	ADJ
cet-15617	21	31	coatings	coating	NOUN
cet-15617	21	32	.	.	PUNCT
cet-15617	22	1	nielsen	nielsen	PROPN
cet-15617	22	2	's	's	PART
cet-15617	22	3	barrier	barrier	NOUN
cet-15617	22	4	theory	theory	NOUN
cet-15617	22	5	(	(	PUNCT
cet-15617	22	6	nielsen	nielsen	PROPN
cet-15617	22	7	,	,	PUNCT
cet-15617	22	8	l.e	l.e	PROPN
cet-15617	22	9	.	.	PROPN
cet-15617	22	10	,	,	PUNCT
cet-15617	22	11	1967	1967	NUM
cet-15617	22	12	)	)	PUNCT
cet-15617	22	13	suggests	suggest	VERB
cet-15617	22	14	that	that	SCONJ
cet-15617	22	15	the	the	DET
cet-15617	22	16	incorporation	incorporation	NOUN
cet-15617	22	17	of	of	ADP
cet-15617	22	18	well	well	ADV
cet-15617	22	19	-	-	PUNCT
cet-15617	22	20	dispersed	disperse	VERB
cet-15617	22	21	nanomaterials	nanomaterial	NOUN
cet-15617	22	22	can	can	AUX
cet-15617	22	23	significantly	significantly	ADV
cet-15617	22	24	improve	improve	VERB
cet-15617	22	25	the	the	DET
cet-15617	22	26	protective	protective	ADJ
cet-15617	22	27	properties	property	NOUN
cet-15617	22	28	of	of	ADP
cet-15617	22	29	coatings	coating	NOUN
cet-15617	22	30	by	by	ADP
cet-15617	22	31	establishing	establish	VERB
cet-15617	22	32	tortuous	tortuous	ADJ
cet-15617	22	33	pathways	pathway	NOUN
cet-15617	22	34	that	that	PRON
cet-15617	22	35	prevent	prevent	VERB
cet-15617	22	36	corrosive	corrosive	ADJ
cet-15617	22	37	agents	agent	NOUN
cet-15617	22	38	from	from	ADP
cet-15617	22	39	contacting	contact	VERB
cet-15617	22	40	the	the	DET
cet-15617	22	41	protective	protective	ADJ
cet-15617	22	42	surface	surface	NOUN
cet-15617	22	43	.	.	PUNCT
cet-15617	23	1	the	the	DET
cet-15617	23	2	stable	stable	ADJ
cet-15617	23	3	dispersion	dispersion	NOUN
cet-15617	23	4	of	of	ADP
cet-15617	23	5	gnrs	gnrs	NOUN
cet-15617	23	6	in	in	ADP
cet-15617	23	7	solvent	solvent	NOUN
cet-15617	23	8	-	-	PUNCT
cet-15617	23	9	based	base	VERB
cet-15617	23	10	paint	paint	NOUN
cet-15617	23	11	systems	system	NOUN
cet-15617	23	12	is	be	AUX
cet-15617	23	13	a	a	DET
cet-15617	23	14	challenge	challenge	NOUN
cet-15617	23	15	due	due	ADP
cet-15617	23	16	to	to	ADP
cet-15617	23	17	the	the	DET
cet-15617	23	18	inherent	inherent	ADJ
cet-15617	23	19	tendency	tendency	NOUN
cet-15617	23	20	of	of	ADP
cet-15617	23	21	nanoparticles	nanoparticle	NOUN
cet-15617	23	22	to	to	PART
cet-15617	23	23	agglomerate	agglomerate	VERB
cet-15617	23	24	due	due	ADP
cet-15617	23	25	to	to	ADP
cet-15617	23	26	van	van	PROPN
cet-15617	23	27	der	der	NOUN
cet-15617	23	28	waals	waal	NOUN
cet-15617	23	29	forces	force	NOUN
cet-15617	23	30	between	between	ADP
cet-15617	23	31	them	they	PRON
cet-15617	23	32	and	and	CCONJ
cet-15617	23	33	between	between	ADP
cet-15617	23	34	511	511	NUM
cet-15617	23	35	them	they	PRON
cet-15617	23	36	and	and	CCONJ
cet-15617	23	37	the	the	DET
cet-15617	23	38	solvent	solvent	NOUN
cet-15617	23	39	,	,	PUNCT
cet-15617	23	40	the	the	DET
cet-15617	23	41	stability	stability	NOUN
cet-15617	23	42	of	of	ADP
cet-15617	23	43	the	the	DET
cet-15617	23	44	dispersion	dispersion	NOUN
cet-15617	23	45	is	be	AUX
cet-15617	23	46	important	important	ADJ
cet-15617	23	47	to	to	PART
cet-15617	23	48	evaluate	evaluate	VERB
cet-15617	23	49	the	the	DET
cet-15617	23	50	performance	performance	NOUN
cet-15617	23	51	of	of	ADP
cet-15617	23	52	gnrs	gnrs	NOUN
cet-15617	23	53	-	-	PUNCT
cet-15617	23	54	containing	contain	VERB
cet-15617	23	55	coatings	coating	NOUN
cet-15617	23	56	.	.	PUNCT
cet-15617	24	1	min	min	PROPN
cet-15617	24	2	et	et	PROPN
cet-15617	24	3	al	al	PROPN
cet-15617	24	4	.	.	PUNCT
cet-15617	25	1	(	(	PUNCT
cet-15617	25	2	2016	2016	NUM
cet-15617	25	3	)	)	PUNCT
cet-15617	25	4	studied	study	VERB
cet-15617	25	5	the	the	DET
cet-15617	25	6	dispersion	dispersion	NOUN
cet-15617	25	7	and	and	CCONJ
cet-15617	25	8	stability	stability	NOUN
cet-15617	25	9	of	of	ADP
cet-15617	25	10	graphene	graphene	ADJ
cet-15617	25	11	nanoribbons	nanoribbon	NOUN
cet-15617	25	12	in	in	ADP
cet-15617	25	13	organic	organic	ADJ
cet-15617	25	14	solvents	solvent	NOUN
cet-15617	25	15	,	,	PUNCT
cet-15617	25	16	showing	show	VERB
cet-15617	25	17	that	that	DET
cet-15617	25	18	sonication	sonication	NOUN
cet-15617	25	19	time	time	NOUN
cet-15617	25	20	,	,	PUNCT
cet-15617	25	21	power	power	NOUN
cet-15617	25	22	,	,	PUNCT
cet-15617	25	23	temperature	temperature	NOUN
cet-15617	25	24	and	and	CCONJ
cet-15617	25	25	gnrs	gnrs	NOUN
cet-15617	25	26	concentration	concentration	NOUN
cet-15617	25	27	affected	affect	VERB
cet-15617	25	28	the	the	DET
cet-15617	25	29	final	final	ADJ
cet-15617	25	30	dispersion	dispersion	NOUN
cet-15617	25	31	quality	quality	NOUN
cet-15617	25	32	of	of	ADP
cet-15617	25	33	the	the	DET
cet-15617	25	34	nanosystem	nanosystem	NOUN
cet-15617	25	35	.	.	PUNCT
cet-15617	26	1	the	the	DET
cet-15617	26	2	intricacy	intricacy	NOUN
cet-15617	26	3	of	of	ADP
cet-15617	26	4	nanomaterial	nanomaterial	ADJ
cet-15617	26	5	dispersion	dispersion	NOUN
cet-15617	26	6	has	have	AUX
cet-15617	26	7	resulted	result	VERB
cet-15617	26	8	in	in	ADP
cet-15617	26	9	more	more	ADV
cet-15617	26	10	advanced	advanced	ADJ
cet-15617	26	11	optimization	optimization	NOUN
cet-15617	26	12	strategies	strategy	NOUN
cet-15617	26	13	.	.	PUNCT
cet-15617	27	1	wan	wan	PROPN
cet-15617	27	2	et	et	PROPN
cet-15617	27	3	al	al	PROPN
cet-15617	27	4	.	.	PROPN
cet-15617	28	1	(	(	PUNCT
cet-15617	28	2	2021	2021	NUM
cet-15617	28	3	)	)	PUNCT
cet-15617	28	4	employed	employ	VERB
cet-15617	28	5	response	response	NOUN
cet-15617	28	6	surface	surface	NOUN
cet-15617	28	7	methodology	methodology	NOUN
cet-15617	28	8	(	(	PUNCT
cet-15617	28	9	rsm	rsm	PROPN
cet-15617	28	10	)	)	PUNCT
cet-15617	28	11	to	to	PART
cet-15617	28	12	statistically	statistically	ADV
cet-15617	28	13	optimize	optimize	VERB
cet-15617	28	14	the	the	DET
cet-15617	28	15	process	process	NOUN
cet-15617	28	16	parameters	parameter	NOUN
cet-15617	28	17	for	for	ADP
cet-15617	28	18	graphene	graphene	ADJ
cet-15617	28	19	dispersion	dispersion	NOUN
cet-15617	28	20	,	,	PUNCT
cet-15617	28	21	demonstrating	demonstrate	VERB
cet-15617	28	22	non	non	ADJ
cet-15617	28	23	-	-	ADJ
cet-15617	28	24	linear	linear	ADJ
cet-15617	28	25	relationships	relationship	NOUN
cet-15617	28	26	among	among	ADP
cet-15617	28	27	various	various	ADJ
cet-15617	28	28	processing	processing	NOUN
cet-15617	28	29	variables	variable	NOUN
cet-15617	28	30	.	.	PUNCT
cet-15617	29	1	turki	turki	NOUN
cet-15617	29	2	and	and	CCONJ
cet-15617	29	3	kiran	kiran	PROPN
cet-15617	29	4	(	(	PUNCT
cet-15617	29	5	2024	2024	NUM
cet-15617	29	6	)	)	PUNCT
cet-15617	29	7	advanced	advanced	ADJ
cet-15617	29	8	modern	modern	ADJ
cet-15617	29	9	computational	computational	ADJ
cet-15617	29	10	methods	method	NOUN
cet-15617	29	11	by	by	ADP
cet-15617	29	12	developing	develop	VERB
cet-15617	29	13	deep	deep	ADJ
cet-15617	29	14	learning	learning	NOUN
cet-15617	29	15	approaches	approach	NOUN
cet-15617	29	16	for	for	ADP
cet-15617	29	17	the	the	DET
cet-15617	29	18	characterization	characterization	NOUN
cet-15617	29	19	and	and	CCONJ
cet-15617	29	20	optimization	optimization	NOUN
cet-15617	29	21	of	of	ADP
cet-15617	29	22	graphene	graphene	NOUN
cet-15617	29	23	-	-	PUNCT
cet-15617	29	24	based	base	VERB
cet-15617	29	25	nanomaterials	nanomaterial	NOUN
cet-15617	29	26	,	,	PUNCT
cet-15617	29	27	illustrating	illustrate	VERB
cet-15617	29	28	the	the	DET
cet-15617	29	29	potential	potential	NOUN
cet-15617	29	30	of	of	ADP
cet-15617	29	31	artificial	artificial	ADJ
cet-15617	29	32	intelligence	intelligence	NOUN
cet-15617	29	33	in	in	ADP
cet-15617	29	34	dispersion	dispersion	NOUN
cet-15617	29	35	optimization	optimization	NOUN
cet-15617	29	36	.	.	PUNCT
cet-15617	30	1	the	the	DET
cet-15617	30	2	assessment	assessment	NOUN
cet-15617	30	3	of	of	ADP
cet-15617	30	4	dispersion	dispersion	NOUN
cet-15617	30	5	stability	stability	NOUN
cet-15617	30	6	typically	typically	ADV
cet-15617	30	7	depends	depend	VERB
cet-15617	30	8	on	on	ADP
cet-15617	30	9	the	the	DET
cet-15617	30	10	polydispersity	polydispersity	NOUN
cet-15617	30	11	index	index	NOUN
cet-15617	30	12	(	(	PUNCT
cet-15617	30	13	pi	pi	NOUN
cet-15617	30	14	)	)	PUNCT
cet-15617	30	15	and	and	CCONJ
cet-15617	30	16	zeta	zeta	VERB
cet-15617	30	17	potential	potential	ADJ
cet-15617	30	18	measurements	measurement	NOUN
cet-15617	30	19	as	as	ADP
cet-15617	30	20	primary	primary	ADJ
cet-15617	30	21	indicators	indicator	NOUN
cet-15617	30	22	.	.	PUNCT
cet-15617	31	1	sabih	sabih	NOUN
cet-15617	31	2	et	et	PROPN
cet-15617	31	3	al	al	PROPN
cet-15617	31	4	.	.	PROPN
cet-15617	32	1	(	(	PUNCT
cet-15617	32	2	2024	2024	NUM
cet-15617	32	3	)	)	PUNCT
cet-15617	32	4	developed	develop	VERB
cet-15617	32	5	a	a	DET
cet-15617	32	6	detailed	detailed	ADJ
cet-15617	32	7	experimental	experimental	ADJ
cet-15617	32	8	design	design	NOUN
cet-15617	32	9	framework	framework	NOUN
cet-15617	32	10	aimed	aim	VERB
cet-15617	32	11	at	at	ADP
cet-15617	32	12	optimizing	optimize	VERB
cet-15617	32	13	ultrasonic	ultrasonic	ADJ
cet-15617	32	14	dispersion	dispersion	NOUN
cet-15617	32	15	parameters	parameter	NOUN
cet-15617	32	16	,	,	PUNCT
cet-15617	32	17	identifying	identify	VERB
cet-15617	32	18	essential	essential	ADJ
cet-15617	32	19	process	process	NOUN
cet-15617	32	20	variables	variable	NOUN
cet-15617	32	21	and	and	CCONJ
cet-15617	32	22	their	their	PRON
cet-15617	32	23	interactions	interaction	NOUN
cet-15617	32	24	.	.	PUNCT
cet-15617	33	1	siti	siti	NOUN
cet-15617	33	2	et	et	PROPN
cet-15617	33	3	al	al	PROPN
cet-15617	33	4	.	.	PROPN
cet-15617	34	1	(	(	PUNCT
cet-15617	34	2	2018	2018	NUM
cet-15617	34	3	)	)	PUNCT
cet-15617	34	4	established	establish	VERB
cet-15617	34	5	that	that	SCONJ
cet-15617	34	6	pi	pi	PROPN
cet-15617	34	7	values	value	NOUN
cet-15617	34	8	under	under	ADP
cet-15617	34	9	1	1	NUM
cet-15617	34	10	signify	signify	VERB
cet-15617	34	11	favourable	favourable	ADJ
cet-15617	34	12	dispersion	dispersion	NOUN
cet-15617	34	13	stability	stability	NOUN
cet-15617	34	14	in	in	ADP
cet-15617	34	15	nanomaterial	nanomaterial	ADJ
cet-15617	34	16	systems	system	NOUN
cet-15617	34	17	,	,	PUNCT
cet-15617	34	18	with	with	ADP
cet-15617	34	19	decreasing	decrease	VERB
cet-15617	34	20	values	value	NOUN
cet-15617	34	21	associated	associate	VERB
cet-15617	34	22	with	with	ADP
cet-15617	34	23	enhanced	enhanced	ADJ
cet-15617	34	24	dispersion	dispersion	NOUN
cet-15617	34	25	quality	quality	NOUN
cet-15617	34	26	.	.	PUNCT
cet-15617	35	1	koh	koh	PROPN
cet-15617	35	2	et	et	PROPN
cet-15617	35	3	al	al	PROPN
cet-15617	35	4	.	.	PROPN
cet-15617	36	1	(	(	PUNCT
cet-15617	36	2	2023	2023	NUM
cet-15617	36	3	)	)	PUNCT
cet-15617	36	4	contributed	contribute	VERB
cet-15617	36	5	to	to	ADP
cet-15617	36	6	this	this	DET
cet-15617	36	7	field	field	NOUN
cet-15617	36	8	by	by	ADP
cet-15617	36	9	creating	create	VERB
cet-15617	36	10	machine	machine	NOUN
cet-15617	36	11	learning	learning	NOUN
cet-15617	36	12	models	model	NOUN
cet-15617	36	13	that	that	PRON
cet-15617	36	14	predict	predict	VERB
cet-15617	36	15	nanoparticle	nanoparticle	NOUN
cet-15617	36	16	dispersion	dispersion	NOUN
cet-15617	36	17	stability	stability	NOUN
cet-15617	36	18	in	in	ADP
cet-15617	36	19	various	various	ADJ
cet-15617	36	20	solvent	solvent	NOUN
cet-15617	36	21	systems	system	NOUN
cet-15617	36	22	,	,	PUNCT
cet-15617	36	23	demonstrating	demonstrate	VERB
cet-15617	36	24	significant	significant	ADJ
cet-15617	36	25	prediction	prediction	NOUN
cet-15617	36	26	accuracy	accuracy	NOUN
cet-15617	36	27	.	.	PUNCT
cet-15617	37	1	their	their	PRON
cet-15617	37	2	research	research	NOUN
cet-15617	37	3	enabled	enable	VERB
cet-15617	37	4	the	the	DET
cet-15617	37	5	application	application	NOUN
cet-15617	37	6	of	of	ADP
cet-15617	37	7	machine	machine	NOUN
cet-15617	37	8	learning	learn	VERB
cet-15617	37	9	to	to	PART
cet-15617	37	10	enhance	enhance	VERB
cet-15617	37	11	dispersion	dispersion	NOUN
cet-15617	37	12	conditions	condition	NOUN
cet-15617	37	13	for	for	ADP
cet-15617	37	14	targeted	target	VERB
cet-15617	37	15	applications	application	NOUN
cet-15617	37	16	,	,	PUNCT
cet-15617	37	17	thereby	thereby	ADV
cet-15617	37	18	reducing	reduce	VERB
cet-15617	37	19	the	the	DET
cet-15617	37	20	time	time	NOUN
cet-15617	37	21	and	and	CCONJ
cet-15617	37	22	resources	resource	NOUN
cet-15617	37	23	needed	need	VERB
cet-15617	37	24	for	for	ADP
cet-15617	37	25	experimental	experimental	ADJ
cet-15617	37	26	optimization	optimization	NOUN
cet-15617	37	27	.	.	PUNCT
cet-15617	38	1	despite	despite	SCONJ
cet-15617	38	2	these	these	DET
cet-15617	38	3	advancements	advancement	NOUN
cet-15617	38	4	,	,	PUNCT
cet-15617	38	5	there	there	PRON
cet-15617	38	6	is	be	VERB
cet-15617	38	7	a	a	DET
cet-15617	38	8	scarcity	scarcity	NOUN
cet-15617	38	9	of	of	ADP
cet-15617	38	10	systematic	systematic	ADJ
cet-15617	38	11	studies	study	NOUN
cet-15617	38	12	that	that	PRON
cet-15617	38	13	integrate	integrate	VERB
cet-15617	38	14	experimental	experimental	ADJ
cet-15617	38	15	design	design	NOUN
cet-15617	38	16	methodologies	methodology	NOUN
cet-15617	38	17	with	with	ADP
cet-15617	38	18	machine	machine	NOUN
cet-15617	38	19	learning	learn	VERB
cet-15617	38	20	techniques	technique	NOUN
cet-15617	38	21	for	for	ADP
cet-15617	38	22	the	the	DET
cet-15617	38	23	optimization	optimization	NOUN
cet-15617	38	24	of	of	ADP
cet-15617	38	25	gnrs	gnrs	NOUN
cet-15617	38	26	dispersion	dispersion	NOUN
cet-15617	38	27	.	.	PUNCT
cet-15617	39	1	this	this	DET
cet-15617	39	2	research	research	NOUN
cet-15617	39	3	integrates	integrate	VERB
cet-15617	39	4	design	design	NOUN
cet-15617	39	5	of	of	ADP
cet-15617	39	6	experiments	experiment	NOUN
cet-15617	39	7	(	(	PUNCT
cet-15617	39	8	doe	doe	NOUN
cet-15617	39	9	)	)	PUNCT
cet-15617	39	10	with	with	ADP
cet-15617	39	11	advanced	advanced	ADJ
cet-15617	39	12	machine	machine	NOUN
cet-15617	39	13	learning	learn	VERB
cet-15617	39	14	algorithms	algorithm	NOUN
cet-15617	39	15	to	to	PART
cet-15617	39	16	optimize	optimize	VERB
cet-15617	39	17	the	the	DET
cet-15617	39	18	dispersion	dispersion	NOUN
cet-15617	39	19	of	of	ADP
cet-15617	39	20	gnrs	gnrs	NOUN
cet-15617	39	21	in	in	ADP
cet-15617	39	22	coating	coat	VERB
cet-15617	39	23	solvents	solvent	NOUN
cet-15617	39	24	,	,	PUNCT
cet-15617	39	25	thereby	thereby	ADV
cet-15617	39	26	addressing	address	VERB
cet-15617	39	27	an	an	DET
cet-15617	39	28	existing	exist	VERB
cet-15617	39	29	gap	gap	NOUN
cet-15617	39	30	in	in	ADP
cet-15617	39	31	the	the	DET
cet-15617	39	32	literature	literature	NOUN
cet-15617	39	33	.	.	PUNCT
cet-15617	40	1	this	this	DET
cet-15617	40	2	study	study	NOUN
cet-15617	40	3	aims	aim	VERB
cet-15617	40	4	to	to	PART
cet-15617	40	5	:	:	PUNCT
cet-15617	40	6	(	(	PUNCT
cet-15617	40	7	1	1	X
cet-15617	40	8	)	)	PUNCT
cet-15617	40	9	create	create	VERB
cet-15617	40	10	a	a	DET
cet-15617	40	11	comprehensive	comprehensive	ADJ
cet-15617	40	12	database	database	NOUN
cet-15617	40	13	detailing	detail	VERB
cet-15617	40	14	the	the	DET
cet-15617	40	15	effects	effect	NOUN
cet-15617	40	16	of	of	ADP
cet-15617	40	17	ultrasonic	ultrasonic	ADJ
cet-15617	40	18	parameters	parameter	NOUN
cet-15617	40	19	on	on	ADP
cet-15617	40	20	the	the	DET
cet-15617	40	21	dispersion	dispersion	NOUN
cet-15617	40	22	stability	stability	NOUN
cet-15617	40	23	of	of	ADP
cet-15617	40	24	gnrs	gnrs	NOUN
cet-15617	40	25	,	,	PUNCT
cet-15617	40	26	(	(	PUNCT
cet-15617	40	27	2	2	X
cet-15617	40	28	)	)	PUNCT
cet-15617	40	29	develop	develop	VERB
cet-15617	40	30	and	and	CCONJ
cet-15617	40	31	train	train	NOUN
cet-15617	40	32	machine	machine	NOUN
cet-15617	40	33	learning	learning	NOUN
cet-15617	40	34	models	model	NOUN
cet-15617	40	35	to	to	PART
cet-15617	40	36	accurately	accurately	ADV
cet-15617	40	37	predict	predict	VERB
cet-15617	40	38	dispersion	dispersion	NOUN
cet-15617	40	39	quality	quality	NOUN
cet-15617	40	40	based	base	VERB
cet-15617	40	41	on	on	ADP
cet-15617	40	42	input	input	NOUN
cet-15617	40	43	parameters	parameter	NOUN
cet-15617	40	44	,	,	PUNCT
cet-15617	40	45	and	and	CCONJ
cet-15617	40	46	(	(	PUNCT
cet-15617	40	47	3	3	X
cet-15617	40	48	)	)	PUNCT
cet-15617	40	49	enhance	enhance	VERB
cet-15617	40	50	the	the	DET
cet-15617	40	51	dispersion	dispersion	NOUN
cet-15617	40	52	process	process	NOUN
cet-15617	40	53	by	by	ADP
cet-15617	40	54	integrating	integrate	VERB
cet-15617	40	55	experimental	experimental	ADJ
cet-15617	40	56	data	datum	NOUN
cet-15617	40	57	with	with	ADP
cet-15617	40	58	model	model	NOUN
cet-15617	40	59	predictions	prediction	NOUN
cet-15617	40	60	.	.	PUNCT
cet-15617	41	1	this	this	DET
cet-15617	41	2	method	method	NOUN
cet-15617	41	3	seeks	seek	VERB
cet-15617	41	4	to	to	PART
cet-15617	41	5	reduce	reduce	VERB
cet-15617	41	6	development	development	NOUN
cet-15617	41	7	time	time	NOUN
cet-15617	41	8	and	and	CCONJ
cet-15617	41	9	enhance	enhance	VERB
cet-15617	41	10	resource	resource	NOUN
cet-15617	41	11	efficiency	efficiency	NOUN
cet-15617	41	12	while	while	SCONJ
cet-15617	41	13	maintaining	maintain	VERB
cet-15617	41	14	uniform	uniform	ADJ
cet-15617	41	15	dispersion	dispersion	NOUN
cet-15617	41	16	quality	quality	NOUN
cet-15617	41	17	in	in	ADP
cet-15617	41	18	industrial	industrial	ADJ
cet-15617	41	19	coating	coating	NOUN
cet-15617	41	20	applications	application	NOUN
cet-15617	41	21	.	.	PUNCT
cet-15617	42	1	this	this	DET
cet-15617	42	2	research	research	NOUN
cet-15617	42	3	marks	mark	VERB
cet-15617	42	4	a	a	DET
cet-15617	42	5	crucial	crucial	ADJ
cet-15617	42	6	advancement	advancement	NOUN
cet-15617	42	7	in	in	ADP
cet-15617	42	8	the	the	DET
cet-15617	42	9	systematic	systematic	ADJ
cet-15617	42	10	application	application	NOUN
cet-15617	42	11	of	of	ADP
cet-15617	42	12	learning	learning	NOUN
cet-15617	42	13	-	-	PUNCT
cet-15617	42	14	assisted	assist	VERB
cet-15617	42	15	optimization	optimization	NOUN
cet-15617	42	16	in	in	ADP
cet-15617	42	17	nanomaterial	nanomaterial	ADJ
cet-15617	42	18	processing	processing	NOUN
cet-15617	42	19	,	,	PUNCT
cet-15617	42	20	potentially	potentially	ADV
cet-15617	42	21	establishing	establish	VERB
cet-15617	42	22	a	a	DET
cet-15617	42	23	novel	novel	ADJ
cet-15617	42	24	framework	framework	NOUN
cet-15617	42	25	for	for	ADP
cet-15617	42	26	process	process	NOUN
cet-15617	42	27	optimization	optimization	NOUN
cet-15617	42	28	in	in	ADP
cet-15617	42	29	advanced	advanced	ADJ
cet-15617	42	30	materials	material	NOUN
cet-15617	42	31	manufacturing	manufacturing	NOUN
cet-15617	42	32	.	.	PUNCT
cet-15617	43	1	2	2	X
cet-15617	43	2	.	.	X
cet-15617	43	3	material	material	NOUN
cet-15617	43	4	and	and	CCONJ
cet-15617	43	5	methods	method	NOUN
cet-15617	43	6	2.1	2.1	NUM
cet-15617	43	7	.	.	PUNCT
cet-15617	44	1	materials	material	NOUN
cet-15617	44	2	multilayer	multilayer	ADJ
cet-15617	44	3	graphene	graphene	NOUN
cet-15617	44	4	(	(	PUNCT
cet-15617	44	5	10	10	NUM
cet-15617	44	6	20	20	NUM
cet-15617	44	7	layers	layer	NOUN
cet-15617	44	8	)	)	PUNCT
cet-15617	44	9	with	with	ADP
cet-15617	44	10	outer	outer	ADJ
cet-15617	44	11	diameter	diameter	NOUN
cet-15617	44	12	(	(	PUNCT
cet-15617	44	13	od	od	NOUN
cet-15617	44	14	)	)	PUNCT
cet-15617	44	15	of	of	ADP
cet-15617	44	16	7	7	NUM
cet-15617	44	17	12	12	NUM
cet-15617	44	18	nm	nm	NOUN
cet-15617	44	19	and	and	CCONJ
cet-15617	44	20	length	length	NOUN
cet-15617	44	21	>	>	X
cet-15617	44	22	1	1	NUM
cet-15617	44	23	µm	µm	NOUN
cet-15617	44	24	was	be	AUX
cet-15617	44	25	used	use	VERB
cet-15617	44	26	in	in	ADP
cet-15617	44	27	this	this	DET
cet-15617	44	28	study	study	NOUN
cet-15617	44	29	.	.	PUNCT
cet-15617	45	1	laboratory	laboratory	NOUN
cet-15617	45	2	grade	grade	NOUN
cet-15617	45	3	xylene	xylene	NOUN
cet-15617	45	4	was	be	AUX
cet-15617	45	5	employed	employ	VERB
cet-15617	45	6	as	as	ADP
cet-15617	45	7	the	the	DET
cet-15617	45	8	dispersion	dispersion	NOUN
cet-15617	45	9	medium	medium	NOUN
cet-15617	45	10	without	without	ADP
cet-15617	45	11	any	any	DET
cet-15617	45	12	pre	pre	NOUN
cet-15617	45	13	-	-	NOUN
cet-15617	45	14	treatment	treatment	NOUN
cet-15617	45	15	.	.	PUNCT
cet-15617	46	1	2.2	2.2	NUM
cet-15617	46	2	.	.	PUNCT
cet-15617	47	1	experimental	experimental	ADJ
cet-15617	47	2	design	design	NOUN
cet-15617	47	3	the	the	DET
cet-15617	47	4	impacts	impact	NOUN
cet-15617	47	5	of	of	ADP
cet-15617	47	6	three	three	NUM
cet-15617	47	7	critical	critical	ADJ
cet-15617	47	8	process	process	NOUN
cet-15617	47	9	factors	factor	NOUN
cet-15617	47	10	on	on	ADP
cet-15617	47	11	graphene	graphene	ADJ
cet-15617	47	12	dispersion	dispersion	NOUN
cet-15617	47	13	were	be	AUX
cet-15617	47	14	studied	study	VERB
cet-15617	47	15	using	use	VERB
cet-15617	47	16	a	a	DET
cet-15617	47	17	full	full	ADJ
cet-15617	47	18	factorial	factorial	ADJ
cet-15617	47	19	design	design	NOUN
cet-15617	47	20	.	.	PUNCT
cet-15617	48	1	these	these	DET
cet-15617	48	2	parameters	parameter	NOUN
cet-15617	48	3	were	be	AUX
cet-15617	48	4	sonication	sonication	NOUN
cet-15617	48	5	duration	duration	NOUN
cet-15617	48	6	(	(	PUNCT
cet-15617	48	7	t	t	NOUN
cet-15617	48	8	)	)	PUNCT
cet-15617	48	9	ranging	range	VERB
cet-15617	48	10	from	from	ADP
cet-15617	48	11	5	5	NUM
cet-15617	48	12	to	to	PART
cet-15617	48	13	60	60	NUM
cet-15617	48	14	minutes	minute	NOUN
cet-15617	48	15	,	,	PUNCT
cet-15617	48	16	temperature	temperature	NOUN
cet-15617	48	17	(	(	PUNCT
cet-15617	48	18	t	t	NOUN
cet-15617	48	19	)	)	PUNCT
cet-15617	48	20	from	from	ADP
cet-15617	48	21	40	40	NUM
cet-15617	48	22	to	to	PART
cet-15617	48	23	70	70	NUM
cet-15617	48	24	°	°	NOUN
cet-15617	48	25	c	c	NOUN
cet-15617	48	26	,	,	PUNCT
cet-15617	48	27	and	and	CCONJ
cet-15617	48	28	graphene	graphene	VERB
cet-15617	48	29	concentration	concentration	NOUN
cet-15617	48	30	(	(	PUNCT
cet-15617	48	31	c	c	NOUN
cet-15617	48	32	)	)	PUNCT
cet-15617	48	33	from	from	ADP
cet-15617	48	34	50	50	NUM
cet-15617	48	35	to	to	PART
cet-15617	48	36	1000	1000	NUM
cet-15617	48	37	ppm	ppm	NOUN
cet-15617	48	38	.	.	PUNCT
cet-15617	49	1	the	the	DET
cet-15617	49	2	experimental	experimental	ADJ
cet-15617	49	3	matrix	matrix	NOUN
cet-15617	49	4	consisted	consist	VERB
cet-15617	49	5	of	of	ADP
cet-15617	49	6	27	27	NUM
cet-15617	49	7	trials	trial	NOUN
cet-15617	49	8	incorporating	incorporate	VERB
cet-15617	49	9	diverse	diverse	ADJ
cet-15617	49	10	combinations	combination	NOUN
cet-15617	49	11	of	of	ADP
cet-15617	49	12	these	these	DET
cet-15617	49	13	characteristics	characteristic	NOUN
cet-15617	49	14	.	.	PUNCT
cet-15617	50	1	dispersion	dispersion	NOUN
cet-15617	50	2	stability	stability	NOUN
cet-15617	50	3	was	be	AUX
cet-15617	50	4	assessed	assess	VERB
cet-15617	50	5	using	use	VERB
cet-15617	50	6	the	the	DET
cet-15617	50	7	polydispersity	polydispersity	NOUN
cet-15617	50	8	index	index	NOUN
cet-15617	50	9	(	(	PUNCT
cet-15617	50	10	pi	pi	NOUN
cet-15617	50	11	)	)	PUNCT
cet-15617	50	12	,	,	PUNCT
cet-15617	50	13	aiming	aim	VERB
cet-15617	50	14	for	for	ADP
cet-15617	50	15	a	a	DET
cet-15617	50	16	target	target	NOUN
cet-15617	50	17	value	value	NOUN
cet-15617	50	18	of	of	ADP
cet-15617	50	19	pi	pi	NOUN
cet-15617	50	20	<	<	X
cet-15617	50	21	0.5	0.5	NUM
cet-15617	50	22	.	.	PUNCT
cet-15617	51	1	pi	pi	PROPN
cet-15617	51	2	quantifies	quantifie	NOUN
cet-15617	51	3	sample	sample	PROPN
cet-15617	51	4	heterogeneity	heterogeneity	NOUN
cet-15617	51	5	according	accord	VERB
cet-15617	51	6	to	to	ADP
cet-15617	51	7	size	size	NOUN
cet-15617	51	8	distribution	distribution	NOUN
cet-15617	51	9	,	,	PUNCT
cet-15617	51	10	indicating	indicate	VERB
cet-15617	51	11	possible	possible	ADJ
cet-15617	51	12	agglomeration	agglomeration	NOUN
cet-15617	51	13	or	or	CCONJ
cet-15617	51	14	aggregation	aggregation	NOUN
cet-15617	51	15	during	during	ADP
cet-15617	51	16	isolation	isolation	NOUN
cet-15617	51	17	and	and	CCONJ
cet-15617	51	18	analysis	analysis	NOUN
cet-15617	51	19	.	.	PUNCT
cet-15617	52	1	the	the	DET
cet-15617	52	2	selected	select	VERB
cet-15617	52	3	parameter	parameter	NOUN
cet-15617	52	4	ranges	range	NOUN
cet-15617	52	5	were	be	AUX
cet-15617	52	6	informed	inform	VERB
cet-15617	52	7	by	by	ADP
cet-15617	52	8	prior	prior	ADJ
cet-15617	52	9	research	research	NOUN
cet-15617	52	10	(	(	PUNCT
cet-15617	52	11	min	min	NOUN
cet-15617	52	12	et	et	PROPN
cet-15617	52	13	al	al	PROPN
cet-15617	52	14	.	.	PROPN
cet-15617	52	15	,	,	PUNCT
cet-15617	52	16	2016	2016	NUM
cet-15617	52	17	)	)	PUNCT
cet-15617	52	18	and	and	CCONJ
cet-15617	52	19	initial	initial	ADJ
cet-15617	52	20	trials	trial	NOUN
cet-15617	52	21	to	to	PART
cet-15617	52	22	guarantee	guarantee	VERB
cet-15617	52	23	successful	successful	ADJ
cet-15617	52	24	dispersion	dispersion	NOUN
cet-15617	52	25	while	while	SCONJ
cet-15617	52	26	preventing	prevent	VERB
cet-15617	52	27	material	material	NOUN
cet-15617	52	28	degradation	degradation	NOUN
cet-15617	52	29	.	.	PUNCT
cet-15617	53	1	2.3	2.3	NUM
cet-15617	53	2	.	.	PUNCT
cet-15617	53	3	experimental	experimental	ADJ
cet-15617	53	4	procedure	procedure	NOUN
cet-15617	53	5	the	the	DET
cet-15617	53	6	experimental	experimental	ADJ
cet-15617	53	7	investigation	investigation	NOUN
cet-15617	53	8	was	be	AUX
cet-15617	53	9	carried	carry	VERB
cet-15617	53	10	out	out	ADP
cet-15617	53	11	following	follow	VERB
cet-15617	53	12	a	a	DET
cet-15617	53	13	methodical	methodical	ADJ
cet-15617	53	14	sequence	sequence	NOUN
cet-15617	53	15	of	of	ADP
cet-15617	53	16	procedures	procedure	NOUN
cet-15617	53	17	.	.	PUNCT
cet-15617	54	1	initially	initially	ADV
cet-15617	54	2	,	,	PUNCT
cet-15617	54	3	dispersions	dispersion	NOUN
cet-15617	54	4	of	of	ADP
cet-15617	54	5	graphene	graphene	NOUN
cet-15617	54	6	-	-	PUNCT
cet-15617	54	7	xylene	xylene	NOUN
cet-15617	54	8	were	be	AUX
cet-15617	54	9	formulated	formulate	VERB
cet-15617	54	10	at	at	ADP
cet-15617	54	11	different	different	ADJ
cet-15617	54	12	concentrations	concentration	NOUN
cet-15617	54	13	following	follow	VERB
cet-15617	54	14	the	the	DET
cet-15617	54	15	established	establish	VERB
cet-15617	54	16	experimental	experimental	ADJ
cet-15617	54	17	design	design	NOUN
cet-15617	54	18	parameters	parameter	NOUN
cet-15617	54	19	.	.	PUNCT
cet-15617	55	1	these	these	DET
cet-15617	55	2	dispersions	dispersion	NOUN
cet-15617	55	3	were	be	AUX
cet-15617	55	4	subsequently	subsequently	ADV
cet-15617	55	5	subjected	subject	VERB
cet-15617	55	6	to	to	ADP
cet-15617	55	7	ultrasonic	ultrasonic	ADJ
cet-15617	55	8	treatment	treatment	NOUN
cet-15617	55	9	using	use	VERB
cet-15617	55	10	a	a	DET
cet-15617	55	11	high	high	ADJ
cet-15617	55	12	-	-	PUNCT
cet-15617	55	13	power	power	NOUN
cet-15617	55	14	sonicator	sonicator	NOUN
cet-15617	55	15	(	(	PUNCT
cet-15617	55	16	2,000	2,000	NUM
cet-15617	55	17	w	w	NOUN
cet-15617	55	18	,	,	PUNCT
cet-15617	55	19	20	20	NUM
cet-15617	55	20	khz	khz	NOUN
cet-15617	55	21	)	)	PUNCT
cet-15617	55	22	under	under	ADP
cet-15617	55	23	carefully	carefully	ADV
cet-15617	55	24	controlled	control	VERB
cet-15617	55	25	temperature	temperature	NOUN
cet-15617	55	26	and	and	CCONJ
cet-15617	55	27	temporal	temporal	ADJ
cet-15617	55	28	conditions	condition	NOUN
cet-15617	55	29	.	.	PUNCT
cet-15617	56	1	the	the	DET
cet-15617	56	2	temperature	temperature	NOUN
cet-15617	56	3	during	during	ADP
cet-15617	56	4	processing	processing	NOUN
cet-15617	56	5	was	be	AUX
cet-15617	56	6	maintained	maintain	VERB
cet-15617	56	7	using	use	VERB
cet-15617	56	8	a	a	DET
cet-15617	56	9	thermostatic	thermostatic	ADJ
cet-15617	56	10	water	water	NOUN
cet-15617	56	11	bath	bath	NOUN
cet-15617	56	12	connected	connect	VERB
cet-15617	56	13	to	to	ADP
cet-15617	56	14	a	a	DET
cet-15617	56	15	jacketed	jacketed	ADJ
cet-15617	56	16	beaker	beaker	NOUN
cet-15617	56	17	.	.	PUNCT
cet-15617	57	1	the	the	DET
cet-15617	57	2	probe	probe	NOUN
cet-15617	57	3	used	use	VERB
cet-15617	57	4	was	be	AUX
cet-15617	57	5	made	make	VERB
cet-15617	57	6	of	of	ADP
cet-15617	57	7	titanium	titanium	NOUN
cet-15617	57	8	alloy	alloy	NOUN
cet-15617	57	9	,	,	PUNCT
cet-15617	57	10	minimizing	minimize	VERB
cet-15617	57	11	the	the	DET
cet-15617	57	12	risk	risk	NOUN
cet-15617	57	13	of	of	ADP
cet-15617	57	14	contamination	contamination	NOUN
cet-15617	57	15	.	.	PUNCT
cet-15617	58	1	the	the	DET
cet-15617	58	2	polydispersity	polydispersity	NOUN
cet-15617	58	3	index	index	NOUN
cet-15617	58	4	(	(	PUNCT
cet-15617	58	5	pi	pi	NOUN
cet-15617	58	6	)	)	PUNCT
cet-15617	58	7	measurements	measurement	NOUN
cet-15617	58	8	were	be	AUX
cet-15617	58	9	then	then	ADV
cet-15617	58	10	performed	perform	VERB
cet-15617	58	11	utilizing	utilize	VERB
cet-15617	58	12	dynamic	dynamic	ADJ
cet-15617	58	13	light	light	NOUN
cet-15617	58	14	scattering	scattering	NOUN
cet-15617	58	15	(	(	PUNCT
cet-15617	58	16	dls	dls	NOUN
cet-15617	58	17	)	)	PUNCT
cet-15617	58	18	technique	technique	NOUN
cet-15617	58	19	,	,	PUNCT
cet-15617	58	20	employing	employ	VERB
cet-15617	58	21	a	a	DET
cet-15617	58	22	horiba	horiba	PROPN
cet-15617	58	23	sz-100	sz-100	NOUN
cet-15617	58	24	particle	particle	NOUN
cet-15617	58	25	size	size	NOUN
cet-15617	58	26	analyzer	analyzer	NOUN
cet-15617	58	27	.	.	PUNCT
cet-15617	59	1	the	the	DET
cet-15617	59	2	resultant	resultant	NOUN
cet-15617	59	3	data	datum	NOUN
cet-15617	59	4	were	be	AUX
cet-15617	59	5	collected	collect	VERB
cet-15617	59	6	and	and	CCONJ
cet-15617	59	7	subjected	subject	VERB
cet-15617	59	8	to	to	ADP
cet-15617	59	9	comprehensive	comprehensive	ADJ
cet-15617	59	10	analysis	analysis	NOUN
cet-15617	59	11	to	to	PART
cet-15617	59	12	evaluate	evaluate	VERB
cet-15617	59	13	the	the	DET
cet-15617	59	14	dispersion	dispersion	NOUN
cet-15617	59	15	characteristics	characteristic	NOUN
cet-15617	59	16	.	.	PUNCT
cet-15617	60	1	512	512	NUM
cet-15617	60	2	2.4	2.4	NUM
cet-15617	60	3	.	.	PUNCT
cet-15617	61	1	data	datum	NOUN
cet-15617	61	2	analysis	analysis	NOUN
cet-15617	61	3	methods	method	NOUN
cet-15617	61	4	the	the	DET
cet-15617	61	5	experimental	experimental	ADJ
cet-15617	61	6	data	datum	NOUN
cet-15617	61	7	were	be	AUX
cet-15617	61	8	analyzed	analyze	VERB
cet-15617	61	9	through	through	ADP
cet-15617	61	10	a	a	DET
cet-15617	61	11	comprehensive	comprehensive	ADJ
cet-15617	61	12	analytical	analytical	ADJ
cet-15617	61	13	framework	framework	NOUN
cet-15617	61	14	encompassing	encompass	VERB
cet-15617	61	15	statistical	statistical	ADJ
cet-15617	61	16	analysis	analysis	NOUN
cet-15617	61	17	and	and	CCONJ
cet-15617	61	18	machine	machine	NOUN
cet-15617	61	19	learning	learn	VERB
cet-15617	61	20	approaches	approach	NOUN
cet-15617	61	21	.	.	PUNCT
cet-15617	62	1	analysis	analysis	NOUN
cet-15617	62	2	of	of	ADP
cet-15617	62	3	variance	variance	NOUN
cet-15617	62	4	(	(	PUNCT
cet-15617	62	5	anova	anova	PROPN
cet-15617	62	6	)	)	PUNCT
cet-15617	62	7	was	be	AUX
cet-15617	62	8	employed	employ	VERB
cet-15617	62	9	to	to	PART
cet-15617	62	10	evaluate	evaluate	VERB
cet-15617	62	11	the	the	DET
cet-15617	62	12	statistical	statistical	ADJ
cet-15617	62	13	significance	significance	NOUN
cet-15617	62	14	of	of	ADP
cet-15617	62	15	process	process	NOUN
cet-15617	62	16	parameters	parameter	NOUN
cet-15617	62	17	and	and	CCONJ
cet-15617	62	18	their	their	PRON
cet-15617	62	19	interactions	interaction	NOUN
cet-15617	62	20	,	,	PUNCT
cet-15617	62	21	while	while	SCONJ
cet-15617	62	22	multiple	multiple	ADJ
cet-15617	62	23	regression	regression	NOUN
cet-15617	62	24	analysis	analysis	NOUN
cet-15617	62	25	was	be	AUX
cet-15617	62	26	utilized	utilize	VERB
cet-15617	62	27	to	to	PART
cet-15617	62	28	establish	establish	VERB
cet-15617	62	29	mathematical	mathematical	ADJ
cet-15617	62	30	relationships	relationship	NOUN
cet-15617	62	31	between	between	ADP
cet-15617	62	32	variables	variable	NOUN
cet-15617	62	33	.	.	PUNCT
cet-15617	63	1	all	all	DET
cet-15617	63	2	statistical	statistical	ADJ
cet-15617	63	3	analyses	analysis	NOUN
cet-15617	63	4	were	be	AUX
cet-15617	63	5	performed	perform	VERB
cet-15617	63	6	using	use	VERB
cet-15617	63	7	python	python	NOUN
cet-15617	63	8	's	's	PART
cet-15617	63	9	scientific	scientific	ADJ
cet-15617	63	10	computing	computing	NOUN
cet-15617	63	11	libraries	library	NOUN
cet-15617	63	12	(	(	PUNCT
cet-15617	63	13	scipy.stats	scipy.stat	NOUN
cet-15617	63	14	and	and	CCONJ
cet-15617	63	15	statsmodels	statsmodel	NOUN
cet-15617	63	16	,	,	PUNCT
cet-15617	63	17	version	version	NOUN
cet-15617	63	18	1.7.0	1.7.0	NUM
cet-15617	63	19	)	)	PUNCT
cet-15617	63	20	.	.	PUNCT
cet-15617	64	1	for	for	ADP
cet-15617	64	2	predictive	predictive	ADJ
cet-15617	64	3	modeling	modeling	NOUN
cet-15617	64	4	,	,	PUNCT
cet-15617	64	5	three	three	NUM
cet-15617	64	6	machine	machine	NOUN
cet-15617	64	7	learning	learn	VERB
cet-15617	64	8	algorithms	algorithm	NOUN
cet-15617	64	9	were	be	AUX
cet-15617	64	10	implemented	implement	VERB
cet-15617	64	11	using	use	VERB
cet-15617	64	12	the	the	DET
cet-15617	64	13	scikit	scikit	NOUN
cet-15617	64	14	-	-	PUNCT
cet-15617	64	15	learn	learn	NOUN
cet-15617	64	16	library	library	NOUN
cet-15617	64	17	(	(	PUNCT
cet-15617	64	18	version	version	NOUN
cet-15617	64	19	0.24.2	0.24.2	NOUN
cet-15617	64	20	):	):	PUNCT
cet-15617	64	21	linear	linear	ADJ
cet-15617	64	22	regression	regression	NOUN
cet-15617	64	23	(	(	PUNCT
cet-15617	64	24	lr	lr	NOUN
cet-15617	64	25	)	)	PUNCT
cet-15617	64	26	for	for	ADP
cet-15617	64	27	baseline	baseline	ADJ
cet-15617	64	28	linear	linear	ADJ
cet-15617	64	29	relationships	relationship	NOUN
cet-15617	64	30	,	,	PUNCT
cet-15617	64	31	decision	decision	NOUN
cet-15617	64	32	tree	tree	NOUN
cet-15617	64	33	(	(	PUNCT
cet-15617	64	34	dt	dt	NOUN
cet-15617	64	35	)	)	PUNCT
cet-15617	64	36	for	for	ADP
cet-15617	64	37	capturing	capture	VERB
cet-15617	64	38	nonlinear	nonlinear	ADJ
cet-15617	64	39	parameter	parameter	NOUN
cet-15617	64	40	interactions	interaction	NOUN
cet-15617	64	41	,	,	PUNCT
cet-15617	64	42	and	and	CCONJ
cet-15617	64	43	random	random	ADJ
cet-15617	64	44	forest	forest	NOUN
cet-15617	64	45	(	(	PUNCT
cet-15617	64	46	rf	rf	NOUN
cet-15617	64	47	)	)	PUNCT
cet-15617	64	48	for	for	ADP
cet-15617	64	49	ensemble	ensemble	ADJ
cet-15617	64	50	-	-	PUNCT
cet-15617	64	51	based	base	VERB
cet-15617	64	52	predictions	prediction	NOUN
cet-15617	64	53	.	.	PUNCT
cet-15617	65	1	model	model	NOUN
cet-15617	65	2	performance	performance	NOUN
cet-15617	65	3	evaluation	evaluation	NOUN
cet-15617	65	4	was	be	AUX
cet-15617	65	5	conducted	conduct	VERB
cet-15617	65	6	using	use	VERB
cet-15617	65	7	two	two	NUM
cet-15617	65	8	complementary	complementary	ADJ
cet-15617	65	9	metrics	metric	NOUN
cet-15617	65	10	:	:	PUNCT
cet-15617	65	11	mean	mean	VERB
cet-15617	65	12	squared	square	VERB
cet-15617	65	13	error	error	NOUN
cet-15617	65	14	(	(	PUNCT
cet-15617	65	15	mse	mse	NOUN
cet-15617	65	16	)	)	PUNCT
cet-15617	65	17	and	and	CCONJ
cet-15617	65	18	mean	mean	VERB
cet-15617	65	19	absolute	absolute	ADJ
cet-15617	65	20	error	error	NOUN
cet-15617	65	21	(	(	PUNCT
cet-15617	65	22	mae	mae	PROPN
cet-15617	65	23	)	)	PUNCT
cet-15617	65	24	.	.	PUNCT
cet-15617	66	1	these	these	DET
cet-15617	66	2	metrics	metric	NOUN
cet-15617	66	3	were	be	AUX
cet-15617	66	4	selected	select	VERB
cet-15617	66	5	to	to	PART
cet-15617	66	6	provide	provide	VERB
cet-15617	66	7	comprehensive	comprehensive	ADJ
cet-15617	66	8	assessment	assessment	NOUN
cet-15617	66	9	of	of	ADP
cet-15617	66	10	prediction	prediction	NOUN
cet-15617	66	11	accuracy	accuracy	NOUN
cet-15617	66	12	,	,	PUNCT
cet-15617	66	13	with	with	ADP
cet-15617	66	14	mse	mse	NOUN
cet-15617	66	15	being	be	AUX
cet-15617	66	16	sensitive	sensitive	ADJ
cet-15617	66	17	to	to	ADP
cet-15617	66	18	large	large	ADJ
cet-15617	66	19	deviations	deviation	NOUN
cet-15617	66	20	through	through	ADP
cet-15617	66	21	squared	square	VERB
cet-15617	66	22	terms	term	NOUN
cet-15617	66	23	and	and	CCONJ
cet-15617	66	24	mae	mae	PROPN
cet-15617	66	25	offering	offer	VERB
cet-15617	66	26	direct	direct	ADJ
cet-15617	66	27	interpretation	interpretation	NOUN
cet-15617	66	28	of	of	ADP
cet-15617	66	29	average	average	ADJ
cet-15617	66	30	prediction	prediction	NOUN
cet-15617	66	31	errors	error	NOUN
cet-15617	66	32	.	.	PUNCT
cet-15617	67	1	all	all	DET
cet-15617	67	2	computations	computation	NOUN
cet-15617	67	3	and	and	CCONJ
cet-15617	67	4	analyses	analysis	NOUN
cet-15617	67	5	were	be	AUX
cet-15617	67	6	executed	execute	VERB
cet-15617	67	7	using	use	VERB
cet-15617	67	8	python	python	NOUN
cet-15617	67	9	3.8	3.8	NUM
cet-15617	67	10	with	with	ADP
cet-15617	67	11	numpy	numpy	NOUN
cet-15617	67	12	(	(	PUNCT
cet-15617	67	13	version	version	NOUN
cet-15617	67	14	1.21.0	1.21.0	NUM
cet-15617	67	15	)	)	PUNCT
cet-15617	67	16	for	for	ADP
cet-15617	67	17	numerical	numerical	ADJ
cet-15617	67	18	operations	operation	NOUN
cet-15617	67	19	and	and	CCONJ
cet-15617	67	20	data	datum	NOUN
cet-15617	67	21	manipulation	manipulation	NOUN
cet-15617	67	22	.	.	PUNCT
cet-15617	68	1	3	3	X
cet-15617	68	2	.	.	NOUN
cet-15617	68	3	result	result	NOUN
cet-15617	68	4	and	and	CCONJ
cet-15617	68	5	discussion	discussion	NOUN
cet-15617	68	6	at	at	ADP
cet-15617	68	7	fixed	fix	VERB
cet-15617	68	8	conditions	condition	NOUN
cet-15617	68	9	(	(	PUNCT
cet-15617	68	10	t	t	NOUN
cet-15617	68	11	=	=	SYM
cet-15617	68	12	70	70	NUM
cet-15617	69	1	°	°	NUM
cet-15617	69	2	c	c	NOUN
cet-15617	69	3	,	,	PUNCT
cet-15617	69	4	c	c	NOUN
cet-15617	69	5	=	=	SYM
cet-15617	69	6	50	50	NUM
cet-15617	69	7	ppm	ppm	NOUN
cet-15617	69	8	)	)	PUNCT
cet-15617	69	9	,	,	PUNCT
cet-15617	69	10	sonication	sonication	NOUN
cet-15617	69	11	time	time	NOUN
cet-15617	69	12	significantly	significantly	ADV
cet-15617	69	13	influenced	influence	VERB
cet-15617	69	14	dispersion	dispersion	NOUN
cet-15617	69	15	stability	stability	NOUN
cet-15617	69	16	,	,	PUNCT
cet-15617	69	17	with	with	ADP
cet-15617	69	18	pi	pi	NOUN
cet-15617	69	19	decreasing	decrease	VERB
cet-15617	69	20	from	from	ADP
cet-15617	69	21	1.5	1.5	NUM
cet-15617	69	22	to	to	PART
cet-15617	69	23	0.6	0.6	NUM
cet-15617	69	24	(	(	PUNCT
cet-15617	69	25	5	5	NUM
cet-15617	69	26	to	to	PART
cet-15617	69	27	32.5	32.5	NUM
cet-15617	69	28	minutes	minute	NOUN
cet-15617	69	29	)	)	PUNCT
cet-15617	69	30	and	and	CCONJ
cet-15617	69	31	further	far	ADV
cet-15617	69	32	to	to	ADP
cet-15617	69	33	0.2	0.2	NUM
cet-15617	69	34	(	(	PUNCT
cet-15617	69	35	60	60	NUM
cet-15617	69	36	minutes	minute	NOUN
cet-15617	69	37	)	)	PUNCT
cet-15617	69	38	.	.	PUNCT
cet-15617	70	1	this	this	DET
cet-15617	70	2	reduction	reduction	NOUN
cet-15617	70	3	indicates	indicate	VERB
cet-15617	70	4	effective	effective	ADJ
cet-15617	70	5	disruption	disruption	NOUN
cet-15617	70	6	of	of	ADP
cet-15617	70	7	gnrs	gnrs	NOUN
cet-15617	70	8	agglomerates	agglomerate	VERB
cet-15617	70	9	through	through	ADP
cet-15617	70	10	cavitation	cavitation	NOUN
cet-15617	70	11	effects	effect	NOUN
cet-15617	70	12	and	and	CCONJ
cet-15617	70	13	mechanical	mechanical	ADJ
cet-15617	70	14	shearing	shearing	NOUN
cet-15617	70	15	forces	force	NOUN
cet-15617	70	16	,	,	PUNCT
cet-15617	70	17	with	with	ADP
cet-15617	70	18	60	60	NUM
cet-15617	70	19	minutes	minute	NOUN
cet-15617	70	20	representing	represent	VERB
cet-15617	70	21	optimal	optimal	ADJ
cet-15617	70	22	sonication	sonication	NOUN
cet-15617	70	23	time	time	NOUN
cet-15617	70	24	.	.	PUNCT
cet-15617	71	1	(	(	PUNCT
cet-15617	71	2	a	a	X
cet-15617	71	3	)	)	PUNCT
cet-15617	71	4	(	(	PUNCT
cet-15617	71	5	b	b	X
cet-15617	71	6	)	)	PUNCT
cet-15617	71	7	(	(	PUNCT
cet-15617	71	8	c	c	X
cet-15617	71	9	)	)	PUNCT
cet-15617	71	10	figure	figure	NOUN
cet-15617	71	11	1	1	NUM
cet-15617	71	12	.	.	PUNCT
cet-15617	72	1	relationships	relationship	NOUN
cet-15617	72	2	between	between	ADP
cet-15617	72	3	pi	pi	NOUN
cet-15617	72	4	and	and	CCONJ
cet-15617	72	5	variables	variable	NOUN
cet-15617	72	6	of	of	ADP
cet-15617	72	7	time	time	NOUN
cet-15617	72	8	(	(	PUNCT
cet-15617	72	9	a	a	NOUN
cet-15617	72	10	)	)	PUNCT
cet-15617	72	11	,	,	PUNCT
cet-15617	72	12	concentration	concentration	NOUN
cet-15617	72	13	(	(	PUNCT
cet-15617	72	14	b	b	NOUN
cet-15617	72	15	)	)	PUNCT
cet-15617	72	16	,	,	PUNCT
cet-15617	72	17	and	and	CCONJ
cet-15617	72	18	temperature	temperature	NOUN
cet-15617	72	19	(	(	PUNCT
cet-15617	72	20	c	c	NOUN
cet-15617	72	21	)	)	PUNCT
cet-15617	72	22	temperature	temperature	NOUN
cet-15617	72	23	effects	effect	NOUN
cet-15617	72	24	were	be	AUX
cet-15617	72	25	evaluated	evaluate	VERB
cet-15617	72	26	at	at	ADP
cet-15617	72	27	50	50	NUM
cet-15617	72	28	ppm	ppm	NOUN
cet-15617	72	29	concentration	concentration	NOUN
cet-15617	72	30	.	.	PUNCT
cet-15617	73	1	at	at	ADP
cet-15617	73	2	40	40	NUM
cet-15617	73	3	°	°	NOUN
cet-15617	73	4	c	c	NOUN
cet-15617	73	5	,	,	PUNCT
cet-15617	73	6	pi	pi	PROPN
cet-15617	73	7	values	value	NOUN
cet-15617	73	8	decreased	decrease	VERB
cet-15617	73	9	with	with	ADP
cet-15617	73	10	time	time	NOUN
cet-15617	73	11	:	:	PUNCT
cet-15617	73	12	2.4	2.4	NUM
cet-15617	73	13	(	(	PUNCT
cet-15617	73	14	5	5	NUM
cet-15617	73	15	minutes	minute	NOUN
cet-15617	73	16	)	)	PUNCT
cet-15617	73	17	,	,	PUNCT
cet-15617	73	18	1.3	1.3	NUM
cet-15617	73	19	(	(	PUNCT
cet-15617	73	20	32.5	32.5	NUM
cet-15617	73	21	minutes	minute	NOUN
cet-15617	73	22	)	)	PUNCT
cet-15617	73	23	,	,	PUNCT
cet-15617	73	24	and	and	CCONJ
cet-15617	73	25	0.58	0.58	NUM
cet-15617	73	26	(	(	PUNCT
cet-15617	73	27	60	60	NUM
cet-15617	73	28	minutes	minute	NOUN
cet-15617	73	29	)	)	PUNCT
cet-15617	73	30	.	.	PUNCT
cet-15617	74	1	higher	high	ADJ
cet-15617	74	2	temperature	temperature	NOUN
cet-15617	74	3	(	(	PUNCT
cet-15617	74	4	70	70	NUM
cet-15617	74	5	°	°	NOUN
cet-15617	74	6	c	c	NOUN
cet-15617	74	7	)	)	PUNCT
cet-15617	74	8	showed	show	VERB
cet-15617	74	9	improved	improved	ADJ
cet-15617	74	10	stability	stability	NOUN
cet-15617	74	11	:	:	PUNCT
cet-15617	74	12	1.5	1.5	NUM
cet-15617	74	13	(	(	PUNCT
cet-15617	74	14	5	5	NUM
cet-15617	74	15	minutes	minute	NOUN
cet-15617	74	16	)	)	PUNCT
cet-15617	74	17	,	,	PUNCT
cet-15617	74	18	0.6	0.6	NUM
cet-15617	74	19	(	(	PUNCT
cet-15617	74	20	32.5	32.5	NUM
cet-15617	74	21	minutes	minute	NOUN
cet-15617	74	22	)	)	PUNCT
cet-15617	74	23	,	,	PUNCT
cet-15617	74	24	and	and	CCONJ
cet-15617	74	25	0.2	0.2	NUM
cet-15617	74	26	(	(	PUNCT
cet-15617	74	27	60	60	NUM
cet-15617	74	28	minutes	minute	NOUN
cet-15617	74	29	)	)	PUNCT
cet-15617	74	30	.	.	PUNCT
cet-15617	75	1	enhanced	enhance	VERB
cet-15617	75	2	dispersion	dispersion	NOUN
cet-15617	75	3	at	at	ADP
cet-15617	75	4	elevated	elevated	ADJ
cet-15617	75	5	temperatures	temperature	NOUN
cet-15617	75	6	results	result	VERB
cet-15617	75	7	from	from	ADP
cet-15617	75	8	reduced	reduced	ADJ
cet-15617	75	9	solvent	solvent	ADJ
cet-15617	75	10	viscosity	viscosity	NOUN
cet-15617	75	11	,	,	PUNCT
cet-15617	75	12	increased	increase	VERB
cet-15617	75	13	molecular	molecular	ADJ
cet-15617	75	14	kinetic	kinetic	ADJ
cet-15617	75	15	energy	energy	NOUN
cet-15617	75	16	,	,	PUNCT
cet-15617	75	17	and	and	CCONJ
cet-15617	75	18	intensified	intensify	VERB
cet-15617	75	19	cavitation	cavitation	NOUN
cet-15617	75	20	effects	effect	NOUN
cet-15617	75	21	,	,	PUNCT
cet-15617	75	22	aligning	align	VERB
cet-15617	75	23	with	with	ADP
cet-15617	75	24	sabih	sabih	NOUN
cet-15617	75	25	(	(	PUNCT
cet-15617	75	26	2024	2024	NUM
cet-15617	75	27	)	)	PUNCT
cet-15617	75	28	.	.	PUNCT
cet-15617	76	1	table	table	NOUN
cet-15617	76	2	1	1	NUM
cet-15617	76	3	.	.	PUNCT
cet-15617	77	1	full	full	ADJ
cet-15617	77	2	factorial	factorial	ADJ
cet-15617	77	3	design	design	NOUN
cet-15617	77	4	of	of	ADP
cet-15617	77	5	experiments	experiment	NOUN
cet-15617	77	6	and	and	CCONJ
cet-15617	77	7	pi	pi	NOUN
cet-15617	77	8	values	value	NOUN
cet-15617	77	9	no	no	DET
cet-15617	77	10	time	time	NOUN
cet-15617	77	11	(	(	PUNCT
cet-15617	77	12	minutes	minute	NOUN
cet-15617	77	13	)	)	PUNCT
cet-15617	77	14	temperature	temperature	NOUN
cet-15617	77	15	(	(	PUNCT
cet-15617	77	16	oc	oc	NOUN
cet-15617	77	17	)	)	PUNCT
cet-15617	77	18	concentration	concentration	NOUN
cet-15617	77	19	(	(	PUNCT
cet-15617	77	20	ppm	ppm	NOUN
cet-15617	77	21	)	)	PUNCT
cet-15617	77	22	pi	pi	NOUN
cet-15617	77	23	1	1	NUM
cet-15617	77	24	5.0	5.0	NUM
cet-15617	77	25	40	40	NUM
cet-15617	77	26	50	50	NUM
cet-15617	77	27	2.40	2.40	NUM
cet-15617	77	28	2	2	NUM
cet-15617	77	29	5.0	5.0	NUM
cet-15617	77	30	40	40	NUM
cet-15617	77	31	525	525	NUM
cet-15617	77	32	3.70	3.70	NUM
cet-15617	77	33	3	3	NUM
cet-15617	77	34	5.0	5.0	NUM
cet-15617	77	35	40	40	NUM
cet-15617	77	36	1000	1000	NUM
cet-15617	77	37	6.50	6.50	NUM
cet-15617	77	38	4	4	NUM
cet-15617	77	39	5.0	5.0	NUM
cet-15617	77	40	55	55	NUM
cet-15617	77	41	50	50	NUM
cet-15617	77	42	1.60	1.60	NUM
cet-15617	77	43	5	5	NUM
cet-15617	77	44	5.0	5.0	NUM
cet-15617	77	45	55	55	NUM
cet-15617	77	46	525	525	NUM
cet-15617	77	47	3.20	3.20	NUM
cet-15617	77	48	6	6	NUM
cet-15617	77	49	5.0	5.0	NUM
cet-15617	77	50	55	55	NUM
cet-15617	77	51	1000	1000	NUM
cet-15617	77	52	4.80	4.80	NUM
cet-15617	77	53	7	7	NUM
cet-15617	77	54	5.0	5.0	NUM
cet-15617	77	55	70	70	NUM
cet-15617	77	56	50	50	NUM
cet-15617	77	57	1.50	1.50	NUM
cet-15617	77	58	8	8	NUM
cet-15617	77	59	5.0	5.0	NUM
cet-15617	77	60	70	70	NUM
cet-15617	77	61	525	525	NUM
cet-15617	77	62	2.80	2.80	NUM
cet-15617	77	63	9	9	NUM
cet-15617	77	64	5.0	5.0	NUM
cet-15617	77	65	70	70	NUM
cet-15617	77	66	1000	1000	NUM
cet-15617	77	67	3.40	3.40	NUM
cet-15617	77	68	10	10	NUM
cet-15617	77	69	32.5	32.5	NUM
cet-15617	77	70	40	40	NUM
cet-15617	77	71	50	50	NUM
cet-15617	77	72	1.30	1.30	NUM
cet-15617	77	73	11	11	NUM
cet-15617	77	74	32.5	32.5	NUM
cet-15617	77	75	40	40	NUM
cet-15617	77	76	525	525	NUM
cet-15617	77	77	2.10	2.10	NUM
cet-15617	77	78	12	12	NUM
cet-15617	77	79	32.5	32.5	NUM
cet-15617	77	80	40	40	NUM
cet-15617	77	81	1000	1000	NUM
cet-15617	77	82	3.60	3.60	NUM
cet-15617	77	83	513	513	NUM
cet-15617	77	84	13	13	NUM
cet-15617	77	85	32.5	32.5	NUM
cet-15617	77	86	55	55	NUM
cet-15617	77	87	50	50	NUM
cet-15617	77	88	0.80	0.80	NUM
cet-15617	77	89	14	14	NUM
cet-15617	77	90	32.5	32.5	NUM
cet-15617	77	91	55	55	NUM
cet-15617	77	92	525	525	NUM
cet-15617	77	93	1.80	1.80	NUM
cet-15617	77	94	15	15	NUM
cet-15617	77	95	32.5	32.5	NUM
cet-15617	77	96	55	55	NUM
cet-15617	77	97	1000	1000	NUM
cet-15617	77	98	2.80	2.80	NUM
cet-15617	77	99	16	16	NUM
cet-15617	77	100	32.5	32.5	NUM
cet-15617	77	101	70	70	NUM
cet-15617	77	102	50	50	NUM
cet-15617	77	103	0.60	0.60	NUM
cet-15617	77	104	17	17	NUM
cet-15617	77	105	32.5	32.5	NUM
cet-15617	77	106	70	70	NUM
cet-15617	77	107	525	525	NUM
cet-15617	77	108	1.10	1.10	NUM
cet-15617	77	109	18	18	NUM
cet-15617	77	110	32.5	32.5	NUM
cet-15617	77	111	70	70	NUM
cet-15617	77	112	1000	1000	NUM
cet-15617	77	113	2.30	2.30	NUM
cet-15617	77	114	19	19	NUM
cet-15617	77	115	60.0	60.0	NUM
cet-15617	77	116	40	40	NUM
cet-15617	77	117	50	50	NUM
cet-15617	77	118	0.58	0.58	NUM
cet-15617	77	119	20	20	NUM
cet-15617	77	120	60.0	60.0	NUM
cet-15617	77	121	40	40	NUM
cet-15617	77	122	525	525	NUM
cet-15617	77	123	0.65	0.65	NUM
cet-15617	77	124	21	21	NUM
cet-15617	77	125	60.0	60.0	NUM
cet-15617	77	126	40	40	NUM
cet-15617	77	127	1000	1000	NUM
cet-15617	77	128	1.80	1.80	NUM
cet-15617	77	129	22	22	NUM
cet-15617	77	130	60.0	60.0	NUM
cet-15617	77	131	55	55	NUM
cet-15617	77	132	50	50	NUM
cet-15617	77	133	0.46	0.46	NUM
cet-15617	77	134	23	23	NUM
cet-15617	77	135	60.0	60.0	NUM
cet-15617	77	136	55	55	NUM
cet-15617	77	137	525	525	NUM
cet-15617	77	138	0.45	0.45	NUM
cet-15617	77	139	24	24	NUM
cet-15617	77	140	60.0	60.0	NUM
cet-15617	77	141	55	55	NUM
cet-15617	77	142	1000	1000	NUM
cet-15617	77	143	2.20	2.20	NUM
cet-15617	77	144	25	25	NUM
cet-15617	77	145	60.0	60.0	NUM
cet-15617	77	146	70	70	NUM
cet-15617	77	147	50	50	NUM
cet-15617	77	148	0.20	0.20	NUM
cet-15617	77	149	26	26	NUM
cet-15617	77	150	60.0	60.0	NUM
cet-15617	77	151	70	70	NUM
cet-15617	77	152	525	525	NUM
cet-15617	77	153	0.36	0.36	NUM
cet-15617	77	154	27	27	NUM
cet-15617	77	155	60.0	60.0	NUM
cet-15617	77	156	70	70	NUM
cet-15617	77	157	1000	1000	NUM
cet-15617	77	158	2.50	2.50	NUM
cet-15617	77	159	the	the	DET
cet-15617	77	160	observed	observed	ADJ
cet-15617	77	161	improvement	improvement	NOUN
cet-15617	77	162	in	in	ADP
cet-15617	77	163	dispersion	dispersion	NOUN
cet-15617	77	164	stability	stability	NOUN
cet-15617	77	165	at	at	ADP
cet-15617	77	166	higher	high	ADJ
cet-15617	77	167	temperatures	temperature	NOUN
cet-15617	77	168	can	can	AUX
cet-15617	77	169	be	be	AUX
cet-15617	77	170	attributed	attribute	VERB
cet-15617	77	171	to	to	ADP
cet-15617	77	172	:	:	PUNCT
cet-15617	77	173	(	(	PUNCT
cet-15617	77	174	1	1	X
cet-15617	77	175	)	)	PUNCT
cet-15617	77	176	reduced	reduce	VERB
cet-15617	77	177	solvent	solvent	ADJ
cet-15617	77	178	viscosity	viscosity	NOUN
cet-15617	77	179	facilitating	facilitate	VERB
cet-15617	77	180	gnrs	gnrs	NOUN
cet-15617	77	181	movement	movement	NOUN
cet-15617	77	182	,	,	PUNCT
cet-15617	77	183	(	(	PUNCT
cet-15617	77	184	2	2	X
cet-15617	77	185	)	)	PUNCT
cet-15617	77	186	increased	increase	VERB
cet-15617	77	187	molecular	molecular	ADJ
cet-15617	77	188	kinetic	kinetic	ADJ
cet-15617	77	189	energy	energy	NOUN
cet-15617	77	190	promoting	promote	VERB
cet-15617	77	191	deagglomeration	deagglomeration	NOUN
cet-15617	77	192	,	,	PUNCT
cet-15617	77	193	and	and	CCONJ
cet-15617	77	194	(	(	PUNCT
cet-15617	77	195	3	3	X
cet-15617	77	196	)	)	PUNCT
cet-15617	77	197	enhanced	enhance	VERB
cet-15617	77	198	cavitation	cavitation	NOUN
cet-15617	77	199	effects	effect	NOUN
cet-15617	77	200	from	from	ADP
cet-15617	77	201	ultrasonication	ultrasonication	NOUN
cet-15617	77	202	.	.	PUNCT
cet-15617	78	1	gnrs	gnrs	VERB
cet-15617	78	2	concentration	concentration	NOUN
cet-15617	78	3	studies	study	NOUN
cet-15617	78	4	at	at	ADP
cet-15617	78	5	optimal	optimal	ADJ
cet-15617	78	6	conditions	condition	NOUN
cet-15617	78	7	(	(	PUNCT
cet-15617	78	8	70	70	NUM
cet-15617	78	9	°	°	NOUN
cet-15617	78	10	c	c	NOUN
cet-15617	78	11	,	,	PUNCT
cet-15617	78	12	60	60	NUM
cet-15617	78	13	minutes	minute	NOUN
cet-15617	78	14	)	)	PUNCT
cet-15617	78	15	showed	show	VERB
cet-15617	78	16	pi	pi	NOUN
cet-15617	78	17	values	value	NOUN
cet-15617	78	18	increasing	increase	VERB
cet-15617	78	19	from	from	ADP
cet-15617	78	20	0.2	0.2	NUM
cet-15617	78	21	to	to	ADP
cet-15617	78	22	2.5	2.5	NUM
cet-15617	78	23	as	as	ADP
cet-15617	78	24	concentration	concentration	NOUN
cet-15617	78	25	rose	rise	VERB
cet-15617	78	26	from	from	ADP
cet-15617	78	27	50	50	NUM
cet-15617	78	28	to	to	PART
cet-15617	78	29	1000	1000	NUM
cet-15617	78	30	ppm	ppm	NOUN
cet-15617	78	31	.	.	PUNCT
cet-15617	79	1	this	this	DET
cet-15617	79	2	stability	stability	NOUN
cet-15617	79	3	deterioration	deterioration	NOUN
cet-15617	79	4	at	at	ADP
cet-15617	79	5	higher	high	ADJ
cet-15617	79	6	concentrations	concentration	NOUN
cet-15617	79	7	stems	stem	VERB
cet-15617	79	8	from	from	ADP
cet-15617	79	9	increased	increase	VERB
cet-15617	79	10	particle	particle	NOUN
cet-15617	79	11	interactions	interaction	NOUN
cet-15617	79	12	and	and	CCONJ
cet-15617	79	13	collision	collision	NOUN
cet-15617	79	14	-	-	PUNCT
cet-15617	79	15	induced	induce	VERB
cet-15617	79	16	aggregation	aggregation	NOUN
cet-15617	79	17	.	.	PUNCT
cet-15617	80	1	the	the	DET
cet-15617	80	2	optimal	optimal	ADJ
cet-15617	80	3	concentration	concentration	NOUN
cet-15617	80	4	was	be	AUX
cet-15617	80	5	identified	identify	VERB
cet-15617	80	6	as	as	ADP
cet-15617	80	7	50	50	NUM
cet-15617	80	8	ppm	ppm	NOUN
cet-15617	80	9	,	,	PUNCT
cet-15617	80	10	yielding	yield	VERB
cet-15617	80	11	pi	pi	NOUN
cet-15617	80	12	=	=	NUM
cet-15617	80	13	0.2	0.2	NUM
cet-15617	80	14	,	,	PUNCT
cet-15617	80	15	well	well	ADV
cet-15617	80	16	below	below	ADP
cet-15617	80	17	siti	siti	NOUN
cet-15617	80	18	(	(	PUNCT
cet-15617	80	19	2018	2018	NUM
cet-15617	80	20	)	)	PUNCT
cet-15617	80	21	stability	stability	NOUN
cet-15617	80	22	threshold	threshold	NOUN
cet-15617	80	23	of	of	ADP
cet-15617	80	24	0.5	0.5	NUM
cet-15617	80	25	.	.	PUNCT
cet-15617	81	1	while	while	SCONJ
cet-15617	81	2	optimal	optimal	ADJ
cet-15617	81	3	dispersion	dispersion	NOUN
cet-15617	81	4	was	be	AUX
cet-15617	81	5	observed	observe	VERB
cet-15617	81	6	at	at	ADP
cet-15617	81	7	the	the	DET
cet-15617	81	8	extremes	extreme	NOUN
cet-15617	81	9	of	of	ADP
cet-15617	81	10	the	the	DET
cet-15617	81	11	studied	study	VERB
cet-15617	81	12	ranges	range	NOUN
cet-15617	81	13	(	(	PUNCT
cet-15617	81	14	e.g.	e.g.	ADV
cet-15617	81	15	,	,	PUNCT
cet-15617	81	16	maximum	maximum	ADJ
cet-15617	81	17	temperature	temperature	NOUN
cet-15617	81	18	and	and	CCONJ
cet-15617	81	19	sonication	sonication	NOUN
cet-15617	81	20	time	time	NOUN
cet-15617	81	21	,	,	PUNCT
cet-15617	81	22	minimum	minimum	ADJ
cet-15617	81	23	concentration	concentration	NOUN
cet-15617	81	24	)	)	PUNCT
cet-15617	81	25	,	,	PUNCT
cet-15617	81	26	these	these	DET
cet-15617	81	27	choices	choice	NOUN
cet-15617	81	28	were	be	AUX
cet-15617	81	29	made	make	VERB
cet-15617	81	30	based	base	VERB
cet-15617	81	31	on	on	ADP
cet-15617	81	32	practical	practical	ADJ
cet-15617	81	33	constraints	constraint	NOUN
cet-15617	81	34	and	and	CCONJ
cet-15617	81	35	material	material	NOUN
cet-15617	81	36	limitations	limitation	NOUN
cet-15617	81	37	.	.	PUNCT
cet-15617	82	1	extending	extend	VERB
cet-15617	82	2	temperature	temperature	NOUN
cet-15617	82	3	or	or	CCONJ
cet-15617	82	4	time	time	NOUN
cet-15617	82	5	beyond	beyond	ADP
cet-15617	82	6	current	current	ADJ
cet-15617	82	7	values	value	NOUN
cet-15617	82	8	risks	risk	VERB
cet-15617	82	9	degradation	degradation	NOUN
cet-15617	82	10	of	of	ADP
cet-15617	82	11	the	the	DET
cet-15617	82	12	graphene	graphene	ADJ
cet-15617	82	13	nanoribbons	nanoribbon	NOUN
cet-15617	82	14	and	and	CCONJ
cet-15617	82	15	solvent	solvent	ADJ
cet-15617	82	16	evaporation	evaporation	NOUN
cet-15617	82	17	,	,	PUNCT
cet-15617	82	18	thus	thus	ADV
cet-15617	82	19	limiting	limit	VERB
cet-15617	82	20	process	process	NOUN
cet-15617	82	21	reproducibility	reproducibility	NOUN
cet-15617	82	22	.	.	PUNCT
cet-15617	83	1	the	the	DET
cet-15617	83	2	statistical	statistical	ADJ
cet-15617	83	3	parameters	parameter	NOUN
cet-15617	83	4	of	of	ADP
cet-15617	83	5	the	the	DET
cet-15617	83	6	regression	regression	NOUN
cet-15617	83	7	model	model	NOUN
cet-15617	83	8	are	be	AUX
cet-15617	83	9	presented	present	VERB
cet-15617	83	10	in	in	ADP
cet-15617	83	11	table	table	NOUN
cet-15617	83	12	2	2	NUM
cet-15617	83	13	.	.	PUNCT
cet-15617	84	1	the	the	DET
cet-15617	84	2	model	model	NOUN
cet-15617	84	3	demonstrated	demonstrate	VERB
cet-15617	84	4	robust	robust	ADJ
cet-15617	84	5	statistical	statistical	ADJ
cet-15617	84	6	significance	significance	NOUN
cet-15617	84	7	,	,	PUNCT
cet-15617	84	8	with	with	ADP
cet-15617	84	9	the	the	DET
cet-15617	84	10	intercept	intercept	NOUN
cet-15617	84	11	coefficient	coefficient	NOUN
cet-15617	84	12	(	(	PUNCT
cet-15617	84	13	3.760	3.760	NUM
cet-15617	84	14	±	±	NUM
cet-15617	84	15	0.1825	0.1825	NUM
cet-15617	84	16	)	)	PUNCT
cet-15617	84	17	and	and	CCONJ
cet-15617	84	18	all	all	DET
cet-15617	84	19	process	process	NOUN
cet-15617	84	20	variables	variable	NOUN
cet-15617	84	21	showing	show	VERB
cet-15617	84	22	p	p	NOUN
cet-15617	84	23	-	-	PUNCT
cet-15617	84	24	values	value	NOUN
cet-15617	84	25	substantially	substantially	ADV
cet-15617	84	26	below	below	ADP
cet-15617	84	27	the	the	DET
cet-15617	84	28	0.05	0.05	NUM
cet-15617	84	29	significance	significance	NOUN
cet-15617	84	30	threshold	threshold	NOUN
cet-15617	84	31	.	.	PUNCT
cet-15617	85	1	specifically	specifically	ADV
cet-15617	85	2	,	,	PUNCT
cet-15617	85	3	time	time	NOUN
cet-15617	85	4	(	(	PUNCT
cet-15617	85	5	-0.040	-0.040	NUM
cet-15617	85	6	±	±	NOUN
cet-15617	85	7	0.0028	0.0028	NUM
cet-15617	85	8	,	,	PUNCT
cet-15617	85	9	p	p	X
cet-15617	85	10	=	=	NOUN
cet-15617	85	11	1.28×10⁻⁵	1.28×10⁻⁵	NUM
cet-15617	85	12	)	)	PUNCT
cet-15617	85	13	,	,	PUNCT
cet-15617	85	14	temperature	temperature	NOUN
cet-15617	85	15	(	(	PUNCT
cet-15617	85	16	-0.030	-0.030	PROPN
cet-15617	85	17	±	±	NUM
cet-15617	85	18	0.0031	0.0031	NUM
cet-15617	85	19	,	,	PUNCT
cet-15617	85	20	p	p	X
cet-15617	85	21	=	=	NOUN
cet-15617	85	22	6.50×10⁻⁷	6.50×10⁻⁷	NUM
cet-15617	85	23	)	)	PUNCT
cet-15617	85	24	,	,	PUNCT
cet-15617	85	25	and	and	CCONJ
cet-15617	85	26	concentration	concentration	NOUN
cet-15617	85	27	(	(	PUNCT
cet-15617	85	28	0.024	0.024	NUM
cet-15617	85	29	±	±	NUM
cet-15617	85	30	0.0018	0.0018	NUM
cet-15617	85	31	,	,	PUNCT
cet-15617	85	32	p	p	X
cet-15617	85	33	=	=	SYM
cet-15617	85	34	8.11×10⁻⁶	8.11×10⁻⁶	NUM
cet-15617	85	35	)	)	PUNCT
cet-15617	85	36	exhibited	exhibit	VERB
cet-15617	85	37	strong	strong	ADJ
cet-15617	85	38	correlations	correlation	NOUN
cet-15617	85	39	with	with	ADP
cet-15617	85	40	pi	pi	NOUN
cet-15617	85	41	values	value	NOUN
cet-15617	85	42	.	.	PUNCT
cet-15617	86	1	the	the	DET
cet-15617	86	2	negative	negative	ADJ
cet-15617	86	3	coefficients	coefficient	NOUN
cet-15617	86	4	for	for	ADP
cet-15617	86	5	time	time	NOUN
cet-15617	86	6	and	and	CCONJ
cet-15617	86	7	temperature	temperature	NOUN
cet-15617	86	8	indicate	indicate	VERB
cet-15617	86	9	their	their	PRON
cet-15617	86	10	inverse	inverse	NOUN
cet-15617	86	11	relationship	relationship	NOUN
cet-15617	86	12	with	with	ADP
cet-15617	86	13	pi	pi	NOUN
cet-15617	86	14	,	,	PUNCT
cet-15617	86	15	while	while	SCONJ
cet-15617	86	16	the	the	DET
cet-15617	86	17	positive	positive	ADJ
cet-15617	86	18	coefficient	coefficient	NOUN
cet-15617	86	19	for	for	ADP
cet-15617	86	20	concentration	concentration	NOUN
cet-15617	86	21	suggests	suggest	VERB
cet-15617	86	22	a	a	DET
cet-15617	86	23	direct	direct	ADJ
cet-15617	86	24	correlation	correlation	NOUN
cet-15617	86	25	with	with	ADP
cet-15617	86	26	the	the	DET
cet-15617	86	27	dependent	dependent	ADJ
cet-15617	86	28	variable	variable	NOUN
cet-15617	86	29	.	.	PUNCT
cet-15617	87	1	table	table	NOUN
cet-15617	87	2	2	2	NUM
cet-15617	87	3	.	.	PUNCT
cet-15617	88	1	the	the	DET
cet-15617	88	2	statistical	statistical	ADJ
cet-15617	88	3	parameters	parameter	NOUN
cet-15617	88	4	of	of	ADP
cet-15617	88	5	the	the	DET
cet-15617	88	6	regression	regression	NOUN
cet-15617	88	7	model	model	NOUN
cet-15617	88	8	predictors	predictor	NOUN
cet-15617	88	9	coefficients	coefficient	VERB
cet-15617	88	10	std	std	PROPN
cet-15617	88	11	.	.	PUNCT
cet-15617	88	12	error	error	NOUN
cet-15617	88	13	t	t	NOUN
cet-15617	88	14	value	value	NOUN
cet-15617	88	15	pr(>|t|	pr(>|t|	NOUN
cet-15617	88	16	)	)	PUNCT
cet-15617	88	17	intercept	intercept	NOUN
cet-15617	88	18	+	+	CCONJ
cet-15617	88	19	3.760	3.760	NUM
cet-15617	88	20	0.566	0.566	NUM
cet-15617	88	21	6.650	6.650	NUM
cet-15617	88	22	0.000	0.000	NUM
cet-15617	88	23	time	time	NOUN
cet-15617	88	24	0.040	0.040	NUM
cet-15617	88	25	0.005	0.005	NUM
cet-15617	88	26	-0.316	-0.316	SYM
cet-15617	88	27	0.000	0.000	NUM
cet-15617	88	28	temperature	temperature	NOUN
cet-15617	88	29	0.030	0.030	NUM
cet-15617	88	30	0.009	0.009	NUM
cet-15617	88	31	-3.162	-3.162	ADP
cet-15617	88	32	0.004	0.004	NUM
cet-15617	88	33	concentrate	concentrate	NOUN
cet-15617	88	34	+	+	CCONJ
cet-15617	88	35	0.024	0.024	NUM
cet-15617	88	36	0.000	0.000	NUM
cet-15617	88	37	8.200	8.200	NUM
cet-15617	88	38	0.000	0.000	NUM
cet-15617	88	39	the	the	DET
cet-15617	88	40	analysis	analysis	NOUN
cet-15617	88	41	of	of	ADP
cet-15617	88	42	variance	variance	NOUN
cet-15617	88	43	(	(	PUNCT
cet-15617	88	44	anova	anova	PROPN
cet-15617	88	45	)	)	PUNCT
cet-15617	88	46	results	result	NOUN
cet-15617	88	47	(	(	PUNCT
cet-15617	88	48	table	table	NOUN
cet-15617	88	49	3	3	NUM
cet-15617	88	50	)	)	PUNCT
cet-15617	88	51	further	far	ADV
cet-15617	88	52	validated	validate	VERB
cet-15617	88	53	the	the	DET
cet-15617	88	54	model	model	NOUN
cet-15617	88	55	's	's	PART
cet-15617	88	56	reliability	reliability	NOUN
cet-15617	88	57	and	and	CCONJ
cet-15617	88	58	significance	significance	NOUN
cet-15617	88	59	.	.	PUNCT
cet-15617	89	1	the	the	DET
cet-15617	89	2	time	time	NOUN
cet-15617	89	3	parameter	parameter	NOUN
cet-15617	89	4	demonstrated	demonstrate	VERB
cet-15617	89	5	the	the	DET
cet-15617	89	6	strongest	strong	ADJ
cet-15617	89	7	effect	effect	NOUN
cet-15617	89	8	with	with	ADP
cet-15617	89	9	a	a	DET
cet-15617	89	10	sum	sum	NOUN
cet-15617	89	11	of	of	ADP
cet-15617	89	12	squares	square	NOUN
cet-15617	89	13	of	of	ADP
cet-15617	89	14	23.805	23.805	NUM
cet-15617	89	15	(	(	PUNCT
cet-15617	89	16	f	f	X
cet-15617	89	17	=	=	SYM
cet-15617	89	18	69.156	69.156	NUM
cet-15617	89	19	,	,	PUNCT
cet-15617	89	20	p	p	NOUN
cet-15617	89	21	=	=	NOUN
cet-15617	89	22	2.19×10⁻⁸	2.19×10⁻⁸	NUM
cet-15617	89	23	)	)	PUNCT
cet-15617	89	24	,	,	PUNCT
cet-15617	89	25	followed	follow	VERB
cet-15617	89	26	closely	closely	ADV
cet-15617	89	27	by	by	ADP
cet-15617	89	28	concentration	concentration	NOUN
cet-15617	89	29	with	with	ADP
cet-15617	89	30	a	a	DET
cet-15617	89	31	sum	sum	NOUN
cet-15617	89	32	of	of	ADP
cet-15617	89	33	squares	square	NOUN
cet-15617	89	34	of	of	ADP
cet-15617	89	35	23.256	23.256	NUM
cet-15617	89	36	(	(	PUNCT
cet-15617	89	37	f	f	PROPN
cet-15617	89	38	=	=	SYM
cet-15617	89	39	67.561	67.561	PROPN
cet-15617	89	40	,	,	PUNCT
cet-15617	89	41	p	p	X
cet-15617	89	42	=	=	NOUN
cet-15617	89	43	2.67×10⁻⁸	2.67×10⁻⁸	NUM
cet-15617	89	44	)	)	PUNCT
cet-15617	89	45	.	.	PUNCT
cet-15617	90	1	temperature	temperature	NOUN
cet-15617	90	2	showed	show	VERB
cet-15617	90	3	a	a	DET
cet-15617	90	4	comparatively	comparatively	ADV
cet-15617	90	5	smaller	small	ADJ
cet-15617	90	6	but	but	CCONJ
cet-15617	90	7	still	still	ADV
cet-15617	90	8	significant	significant	ADJ
cet-15617	90	9	effect	effect	NOUN
cet-15617	90	10	(	(	PUNCT
cet-15617	90	11	sum	sum	NOUN
cet-15617	90	12	of	of	ADP
cet-15617	90	13	squares	square	NOUN
cet-15617	90	14	=	=	SYM
cet-15617	90	15	3.440	3.440	NUM
cet-15617	90	16	,	,	PUNCT
cet-15617	90	17	f	f	PROPN
cet-15617	90	18	=	=	SYM
cet-15617	90	19	9.996	9.996	NUM
cet-15617	90	20	,	,	PUNCT
cet-15617	90	21	p	p	X
cet-15617	90	22	=	=	PROPN
cet-15617	90	23	4.36×10⁻³	4.36×10⁻³	NUM
cet-15617	90	24	)	)	PUNCT
cet-15617	90	25	.	.	PUNCT
cet-15617	91	1	the	the	DET
cet-15617	91	2	resulting	result	VERB
cet-15617	91	3	multiple	multiple	ADJ
cet-15617	91	4	linear	linear	ADJ
cet-15617	91	5	regression	regression	NOUN
cet-15617	91	6	equation	equation	NOUN
cet-15617	91	7	was	be	AUX
cet-15617	91	8	established	establish	VERB
cet-15617	91	9	as	as	ADP
cet-15617	91	10	:	:	PUNCT
cet-15617	91	11	pi	pi	NOUN
cet-15617	91	12	=	=	NUM
cet-15617	91	13	3.760	3.760	NUM
cet-15617	91	14	0.040	0.040	NUM
cet-15617	91	15	t	t	NOUN
cet-15617	91	16	0.030	0.030	NUM
cet-15617	91	17	t	t	NOUN
cet-15617	91	18	+	+	NUM
cet-15617	91	19	0.024c	0.024c	PROPN
cet-15617	91	20	where	where	SCONJ
cet-15617	91	21	t	t	PROPN
cet-15617	91	22	represents	represent	VERB
cet-15617	91	23	sonication	sonication	NOUN
cet-15617	91	24	time	time	NOUN
cet-15617	91	25	(	(	PUNCT
cet-15617	91	26	minutes	minute	NOUN
cet-15617	91	27	)	)	PUNCT
cet-15617	91	28	,	,	PUNCT
cet-15617	91	29	t	t	PROPN
cet-15617	91	30	represents	represent	VERB
cet-15617	91	31	temperature	temperature	NOUN
cet-15617	91	32	(	(	PUNCT
cet-15617	91	33	°	°	ADP
cet-15617	91	34	c	c	NOUN
cet-15617	91	35	)	)	PUNCT
cet-15617	91	36	,	,	PUNCT
cet-15617	91	37	and	and	CCONJ
cet-15617	91	38	c	c	NOUN
cet-15617	91	39	represents	represent	VERB
cet-15617	91	40	concentration	concentration	NOUN
cet-15617	91	41	(	(	PUNCT
cet-15617	91	42	ppm	ppm	NOUN
cet-15617	91	43	)	)	PUNCT
cet-15617	91	44	.	.	PUNCT
cet-15617	92	1	table	table	NOUN
cet-15617	93	1	3	3	NUM
cet-15617	93	2	.	.	PUNCT
cet-15617	94	1	analysis	analysis	NOUN
cet-15617	94	2	of	of	ADP
cet-15617	94	3	variance	variance	NOUN
cet-15617	94	4	(	(	PUNCT
cet-15617	94	5	anova	anova	PROPN
cet-15617	94	6	)	)	PUNCT
cet-15617	94	7	for	for	ADP
cet-15617	94	8	the	the	DET
cet-15617	94	9	regression	regression	NOUN
cet-15617	94	10	model	model	NOUN
cet-15617	94	11	df	df	PROPN
cet-15617	94	12	sum_sq	sum_sq	PROPN
cet-15617	94	13	mean_sq	mean_sq	PROPN
cet-15617	94	14	f	f	PROPN
cet-15617	94	15	pr(>|t|	pr(>|t|	PROPN
cet-15617	94	16	)	)	PUNCT
cet-15617	94	17	time	time	NOUN
cet-15617	94	18	1.0	1.0	NUM
cet-15617	94	19	23.805	23.805	NUM
cet-15617	94	20	23.805	23.805	NUM
cet-15617	94	21	69.156	69.156	NUM
cet-15617	94	22	2.19.10	2.19.10	NUM
cet-15617	94	23	-	-	SYM
cet-15617	94	24	8	8	NUM
cet-15617	94	25	temperature	temperature	NOUN
cet-15617	94	26	1.0	1.0	NUM
cet-15617	94	27	3.440	3.440	NUM
cet-15617	94	28	3.440	3.440	NUM
cet-15617	94	29	9.996	9.996	NUM
cet-15617	94	30	4.36.10	4.36.10	PROPN
cet-15617	94	31	-	-	SYM
cet-15617	94	32	3	3	NUM
cet-15617	94	33	concentration	concentration	NOUN
cet-15617	94	34	1.0	1.0	NUM
cet-15617	94	35	23.256	23.256	NUM
cet-15617	94	36	23.256	23.256	NUM
cet-15617	94	37	67.561	67.561	NUM
cet-15617	94	38	2.67.10	2.67.10	NUM
cet-15617	94	39	-	-	SYM
cet-15617	94	40	8	8	NUM
cet-15617	94	41	residual	residual	ADJ
cet-15617	94	42	23.0	23.0	NUM
cet-15617	94	43	7.917	7.917	NUM
cet-15617	94	44	0.344	0.344	NUM
cet-15617	94	45	the	the	DET
cet-15617	94	46	model	model	NOUN
cet-15617	94	47	exhibited	exhibit	VERB
cet-15617	94	48	exceptional	exceptional	ADJ
cet-15617	94	49	predictive	predictive	ADJ
cet-15617	94	50	capability	capability	NOUN
cet-15617	94	51	with	with	ADP
cet-15617	94	52	a	a	DET
cet-15617	94	53	coefficient	coefficient	NOUN
cet-15617	94	54	of	of	ADP
cet-15617	94	55	determination	determination	NOUN
cet-15617	94	56	(	(	PUNCT
cet-15617	94	57	r²	r²	NOUN
cet-15617	94	58	)	)	PUNCT
cet-15617	94	59	of	of	ADP
cet-15617	94	60	0.864	0.864	NUM
cet-15617	94	61	,	,	PUNCT
cet-15617	94	62	indicating	indicate	VERB
cet-15617	94	63	that	that	SCONJ
cet-15617	94	64	86.4	86.4	NUM
cet-15617	94	65	%	%	NOUN
cet-15617	94	66	of	of	ADP
cet-15617	94	67	the	the	DET
cet-15617	94	68	variance	variance	NOUN
cet-15617	94	69	in	in	ADP
cet-15617	94	70	pi	pi	NOUN
cet-15617	94	71	values	value	NOUN
cet-15617	94	72	can	can	AUX
cet-15617	94	73	be	be	AUX
cet-15617	94	74	explained	explain	VERB
cet-15617	94	75	by	by	ADP
cet-15617	94	76	the	the	DET
cet-15617	94	77	selected	select	VERB
cet-15617	94	78	process	process	NOUN
cet-15617	94	79	parameters	parameter	NOUN
cet-15617	94	80	.	.	PUNCT
cet-15617	95	1	this	this	DET
cet-15617	95	2	high	high	ADJ
cet-15617	95	3	r²	r²	NOUN
cet-15617	95	4	value	value	NOUN
cet-15617	95	5	,	,	PUNCT
cet-15617	95	6	combined	combine	VERB
cet-15617	95	7	with	with	ADP
cet-15617	95	8	the	the	DET
cet-15617	95	9	extremely	extremely	ADV
cet-15617	95	10	low	low	ADJ
cet-15617	95	11	p	p	NOUN
cet-15617	95	12	-	-	PUNCT
cet-15617	95	13	values	value	NOUN
cet-15617	95	14	across	across	ADP
cet-15617	95	15	all	all	DET
cet-15617	95	16	variables	variable	NOUN
cet-15617	95	17	(	(	PUNCT
cet-15617	95	18	p	p	X
cet-15617	95	19	<	<	X
cet-15617	95	20	0.001	0.001	NUM
cet-15617	95	21	for	for	ADP
cet-15617	95	22	time	time	NOUN
cet-15617	95	23	and	and	CCONJ
cet-15617	95	24	concentration	concentration	NOUN
cet-15617	95	25	,	,	PUNCT
cet-15617	95	26	p	p	X
cet-15617	95	27	<	<	X
cet-15617	95	28	514	514	NUM
cet-15617	95	29	0.005	0.005	NUM
cet-15617	95	30	for	for	ADP
cet-15617	95	31	temperature	temperature	NOUN
cet-15617	95	32	)	)	PUNCT
cet-15617	95	33	,	,	PUNCT
cet-15617	95	34	confirms	confirm	VERB
cet-15617	95	35	the	the	DET
cet-15617	95	36	model	model	NOUN
cet-15617	95	37	's	's	PART
cet-15617	95	38	robust	robust	ADJ
cet-15617	95	39	predictive	predictive	ADJ
cet-15617	95	40	power	power	NOUN
cet-15617	95	41	for	for	ADP
cet-15617	95	42	gnrs	gnrs	NOUN
cet-15617	95	43	dispersion	dispersion	NOUN
cet-15617	95	44	optimization	optimization	NOUN
cet-15617	95	45	.	.	PUNCT
cet-15617	96	1	these	these	DET
cet-15617	96	2	findings	finding	NOUN
cet-15617	96	3	align	align	VERB
cet-15617	96	4	with	with	ADP
cet-15617	96	5	similar	similar	ADJ
cet-15617	96	6	statistical	statistical	ADJ
cet-15617	96	7	analyses	analysis	NOUN
cet-15617	96	8	reported	report	VERB
cet-15617	96	9	in	in	ADP
cet-15617	96	10	recent	recent	ADJ
cet-15617	96	11	literature	literature	NOUN
cet-15617	96	12	for	for	ADP
cet-15617	96	13	nanoparticle	nanoparticle	NOUN
cet-15617	96	14	dispersion	dispersion	NOUN
cet-15617	96	15	systems	system	NOUN
cet-15617	96	16	(	(	PUNCT
cet-15617	96	17	koh	koh	PROPN
cet-15617	96	18	,	,	PUNCT
cet-15617	96	19	2021	2021	NUM
cet-15617	96	20	)	)	PUNCT
cet-15617	96	21	.	.	PUNCT
cet-15617	97	1	the	the	DET
cet-15617	97	2	f	f	NOUN
cet-15617	97	3	-	-	PUNCT
cet-15617	97	4	values	value	NOUN
cet-15617	97	5	from	from	ADP
cet-15617	97	6	the	the	DET
cet-15617	97	7	anova	anova	PROPN
cet-15617	97	8	analysis	analysis	NOUN
cet-15617	97	9	indicate	indicate	VERB
cet-15617	97	10	that	that	PRON
cet-15617	97	11	time	time	NOUN
cet-15617	97	12	and	and	CCONJ
cet-15617	97	13	concentration	concentration	NOUN
cet-15617	97	14	exert	exert	VERB
cet-15617	97	15	similar	similar	ADJ
cet-15617	97	16	effects	effect	NOUN
cet-15617	97	17	on	on	ADP
cet-15617	97	18	the	the	DET
cet-15617	97	19	pi	pi	NOUN
cet-15617	97	20	,	,	PUNCT
cet-15617	97	21	whereas	whereas	SCONJ
cet-15617	97	22	temperature	temperature	NOUN
cet-15617	97	23	has	have	VERB
cet-15617	97	24	a	a	DET
cet-15617	97	25	lesser	less	ADJ
cet-15617	97	26	yet	yet	ADV
cet-15617	97	27	still	still	ADV
cet-15617	97	28	significant	significant	ADJ
cet-15617	97	29	influence	influence	NOUN
cet-15617	97	30	.	.	PUNCT
cet-15617	98	1	the	the	DET
cet-15617	98	2	residual	residual	ADJ
cet-15617	98	3	mean	mean	ADJ
cet-15617	98	4	square	square	ADJ
cet-15617	98	5	error	error	NOUN
cet-15617	98	6	of	of	ADP
cet-15617	98	7	0.344	0.344	NUM
cet-15617	98	8	suggests	suggest	VERB
cet-15617	98	9	a	a	DET
cet-15617	98	10	strong	strong	ADJ
cet-15617	98	11	correlation	correlation	NOUN
cet-15617	98	12	between	between	ADP
cet-15617	98	13	predicted	predict	VERB
cet-15617	98	14	and	and	CCONJ
cet-15617	98	15	observed	observed	ADJ
cet-15617	98	16	values	value	NOUN
cet-15617	98	17	,	,	PUNCT
cet-15617	98	18	thereby	thereby	ADV
cet-15617	98	19	reinforcing	reinforce	VERB
cet-15617	98	20	the	the	DET
cet-15617	98	21	model	model	NOUN
cet-15617	98	22	's	's	PART
cet-15617	98	23	reliability	reliability	NOUN
cet-15617	98	24	for	for	ADP
cet-15617	98	25	practical	practical	ADJ
cet-15617	98	26	applications	application	NOUN
cet-15617	98	27	in	in	ADP
cet-15617	98	28	gnrs	gnrs	NOUN
cet-15617	98	29	dispersion	dispersion	NOUN
cet-15617	98	30	optimization	optimization	NOUN
cet-15617	98	31	.	.	PUNCT
cet-15617	99	1	three	three	NUM
cet-15617	99	2	machine	machine	NOUN
cet-15617	99	3	learning	learning	NOUN
cet-15617	99	4	models	model	NOUN
cet-15617	99	5	—	—	PUNCT
cet-15617	99	6	linear	linear	ADJ
cet-15617	99	7	regression	regression	NOUN
cet-15617	99	8	,	,	PUNCT
cet-15617	99	9	decision	decision	NOUN
cet-15617	99	10	tree	tree	NOUN
cet-15617	99	11	,	,	PUNCT
cet-15617	99	12	and	and	CCONJ
cet-15617	99	13	random	random	ADJ
cet-15617	99	14	forest	forest	NOUN
cet-15617	99	15	—	—	PUNCT
cet-15617	99	16	were	be	AUX
cet-15617	99	17	evaluated	evaluate	VERB
cet-15617	99	18	for	for	ADP
cet-15617	99	19	their	their	PRON
cet-15617	99	20	predictive	predictive	ADJ
cet-15617	99	21	efficacy	efficacy	NOUN
cet-15617	99	22	in	in	ADP
cet-15617	99	23	modeling	model	VERB
cet-15617	99	24	the	the	DET
cet-15617	99	25	dispersion	dispersion	NOUN
cet-15617	99	26	stability	stability	NOUN
cet-15617	99	27	of	of	ADP
cet-15617	99	28	gnrs	gnrs	NOUN
cet-15617	99	29	,	,	PUNCT
cet-15617	99	30	using	use	VERB
cet-15617	99	31	the	the	DET
cet-15617	99	32	metrics	metric	NOUN
cet-15617	99	33	of	of	ADP
cet-15617	99	34	mse	mse	PROPN
cet-15617	99	35	,	,	PUNCT
cet-15617	99	36	mae	mae	PROPN
cet-15617	99	37	,	,	PUNCT
cet-15617	99	38	and	and	CCONJ
cet-15617	99	39	r²	r²	NOUN
cet-15617	99	40	.	.	PUNCT
cet-15617	100	1	the	the	DET
cet-15617	100	2	random	random	ADJ
cet-15617	100	3	forest	forest	NOUN
cet-15617	100	4	model	model	NOUN
cet-15617	100	5	exhibited	exhibit	VERB
cet-15617	100	6	superior	superior	ADJ
cet-15617	100	7	performance	performance	NOUN
cet-15617	100	8	,	,	PUNCT
cet-15617	100	9	with	with	ADP
cet-15617	100	10	a	a	DET
cet-15617	100	11	mean	mean	ADJ
cet-15617	100	12	squared	square	VERB
cet-15617	100	13	error	error	NOUN
cet-15617	100	14	of	of	ADP
cet-15617	100	15	0.251	0.251	NUM
cet-15617	100	16	,	,	PUNCT
cet-15617	100	17	a	a	DET
cet-15617	100	18	mean	mean	ADJ
cet-15617	100	19	absolute	absolute	ADJ
cet-15617	100	20	error	error	NOUN
cet-15617	100	21	of	of	ADP
cet-15617	100	22	0.373	0.373	NUM
cet-15617	100	23	,	,	PUNCT
cet-15617	100	24	and	and	CCONJ
cet-15617	100	25	a	a	DET
cet-15617	100	26	coefficient	coefficient	NOUN
cet-15617	100	27	of	of	ADP
cet-15617	100	28	determination	determination	NOUN
cet-15617	100	29	of	of	ADP
cet-15617	100	30	0.770	0.770	NUM
cet-15617	100	31	.	.	PUNCT
cet-15617	101	1	the	the	DET
cet-15617	101	2	results	result	NOUN
cet-15617	101	3	demonstrate	demonstrate	VERB
cet-15617	101	4	that	that	SCONJ
cet-15617	101	5	the	the	DET
cet-15617	101	6	model	model	NOUN
cet-15617	101	7	efficiently	efficiently	ADV
cet-15617	101	8	captures	capture	VERB
cet-15617	101	9	both	both	CCONJ
cet-15617	101	10	linear	linear	ADJ
cet-15617	101	11	and	and	CCONJ
cet-15617	101	12	somewhat	somewhat	ADV
cet-15617	101	13	nonlinear	nonlinear	ADJ
cet-15617	101	14	connections	connection	NOUN
cet-15617	101	15	.	.	PUNCT
cet-15617	102	1	the	the	DET
cet-15617	102	2	elevated	elevated	ADJ
cet-15617	102	3	r²	r²	NOUN
cet-15617	102	4	indicates	indicate	VERB
cet-15617	102	5	that	that	SCONJ
cet-15617	102	6	almost	almost	ADV
cet-15617	102	7	77	77	NUM
cet-15617	102	8	%	%	NOUN
cet-15617	102	9	of	of	ADP
cet-15617	102	10	the	the	DET
cet-15617	102	11	variance	variance	NOUN
cet-15617	102	12	in	in	ADP
cet-15617	102	13	the	the	DET
cet-15617	102	14	dispersion	dispersion	NOUN
cet-15617	102	15	index	index	NOUN
cet-15617	102	16	is	be	AUX
cet-15617	102	17	elucidated	elucidate	VERB
cet-15617	102	18	by	by	ADP
cet-15617	102	19	the	the	DET
cet-15617	102	20	model	model	NOUN
cet-15617	102	21	,	,	PUNCT
cet-15617	102	22	signifying	signify	VERB
cet-15617	102	23	robust	robust	ADJ
cet-15617	102	24	performance	performance	NOUN
cet-15617	102	25	in	in	ADP
cet-15617	102	26	practical	practical	ADJ
cet-15617	102	27	experimental	experimental	ADJ
cet-15617	102	28	contexts	contexts	NOUN
cet-15617	102	29	.	.	PUNCT
cet-15617	103	1	this	this	PRON
cet-15617	103	2	validates	validate	VERB
cet-15617	103	3	the	the	DET
cet-15617	103	4	random	random	ADJ
cet-15617	103	5	forest	forest	NOUN
cet-15617	103	6	model	model	NOUN
cet-15617	103	7	as	as	ADP
cet-15617	103	8	a	a	DET
cet-15617	103	9	reliable	reliable	ADJ
cet-15617	103	10	and	and	CCONJ
cet-15617	103	11	precise	precise	ADJ
cet-15617	103	12	option	option	NOUN
cet-15617	103	13	,	,	PUNCT
cet-15617	103	14	particularly	particularly	ADV
cet-15617	103	15	in	in	ADP
cet-15617	103	16	scenarios	scenario	NOUN
cet-15617	103	17	with	with	ADP
cet-15617	103	18	minor	minor	ADJ
cet-15617	103	19	nonlinearity	nonlinearity	NOUN
cet-15617	103	20	.	.	PUNCT
cet-15617	104	1	the	the	DET
cet-15617	104	2	linear	linear	PROPN
cet-15617	104	3	regression	regression	NOUN
cet-15617	104	4	model	model	NOUN
cet-15617	104	5	followed	follow	VERB
cet-15617	104	6	,	,	PUNCT
cet-15617	104	7	with	with	ADP
cet-15617	104	8	mse	mse	NOUN
cet-15617	104	9	=	=	SYM
cet-15617	104	10	0.358	0.358	NUM
cet-15617	104	11	,	,	PUNCT
cet-15617	104	12	mae	mae	PROPN
cet-15617	104	13	=	=	PROPN
cet-15617	104	14	0.465	0.465	NUM
cet-15617	104	15	,	,	PUNCT
cet-15617	104	16	and	and	CCONJ
cet-15617	104	17	r²	r²	VERB
cet-15617	104	18	=	=	NOUN
cet-15617	104	19	0.672	0.672	NUM
cet-15617	104	20	.	.	PUNCT
cet-15617	105	1	although	although	SCONJ
cet-15617	105	2	less	less	ADV
cet-15617	105	3	precise	precise	ADJ
cet-15617	105	4	than	than	ADP
cet-15617	105	5	random	random	ADJ
cet-15617	105	6	forest	forest	NOUN
cet-15617	105	7	,	,	PUNCT
cet-15617	105	8	this	this	DET
cet-15617	105	9	model	model	NOUN
cet-15617	105	10	indicates	indicate	VERB
cet-15617	105	11	that	that	SCONJ
cet-15617	105	12	the	the	DET
cet-15617	105	13	correlation	correlation	NOUN
cet-15617	105	14	between	between	ADP
cet-15617	105	15	ultrasonic	ultrasonic	ADJ
cet-15617	105	16	processing	processing	NOUN
cet-15617	105	17	parameters	parameter	NOUN
cet-15617	105	18	and	and	CCONJ
cet-15617	105	19	dispersion	dispersion	NOUN
cet-15617	105	20	stability	stability	NOUN
cet-15617	105	21	is	be	AUX
cet-15617	105	22	primarily	primarily	ADV
cet-15617	105	23	linear	linear	ADJ
cet-15617	105	24	.	.	PUNCT
cet-15617	106	1	an	an	DET
cet-15617	106	2	r²	r²	NOUN
cet-15617	106	3	value	value	NOUN
cet-15617	106	4	of	of	ADP
cet-15617	106	5	0.672	0.672	NUM
cet-15617	106	6	is	be	AUX
cet-15617	106	7	typically	typically	ADV
cet-15617	106	8	seen	see	VERB
cet-15617	106	9	acceptable	acceptable	ADJ
cet-15617	106	10	for	for	ADP
cet-15617	106	11	experimental	experimental	ADJ
cet-15617	106	12	data	datum	NOUN
cet-15617	106	13	,	,	PUNCT
cet-15617	106	14	indicating	indicate	VERB
cet-15617	106	15	that	that	SCONJ
cet-15617	106	16	linear	linear	ADJ
cet-15617	106	17	regression	regression	NOUN
cet-15617	106	18	is	be	AUX
cet-15617	106	19	a	a	DET
cet-15617	106	20	viable	viable	ADJ
cet-15617	106	21	and	and	CCONJ
cet-15617	106	22	interpretable	interpretable	ADJ
cet-15617	106	23	choice	choice	NOUN
cet-15617	106	24	,	,	PUNCT
cet-15617	106	25	especially	especially	ADV
cet-15617	106	26	in	in	ADP
cet-15617	106	27	contexts	context	NOUN
cet-15617	106	28	where	where	SCONJ
cet-15617	106	29	simplicity	simplicity	NOUN
cet-15617	106	30	and	and	CCONJ
cet-15617	106	31	transparency	transparency	NOUN
cet-15617	106	32	are	be	AUX
cet-15617	106	33	stressed	stress	VERB
cet-15617	106	34	.	.	PUNCT
cet-15617	107	1	the	the	DET
cet-15617	107	2	decision	decision	NOUN
cet-15617	107	3	tree	tree	NOUN
cet-15617	107	4	model	model	NOUN
cet-15617	107	5	exhibited	exhibit	VERB
cet-15617	107	6	subpar	subpar	ADJ
cet-15617	107	7	performance	performance	NOUN
cet-15617	107	8	,	,	PUNCT
cet-15617	107	9	yielding	yield	VERB
cet-15617	107	10	an	an	DET
cet-15617	107	11	mse	mse	NOUN
cet-15617	107	12	of	of	ADP
cet-15617	107	13	0.973	0.973	NUM
cet-15617	107	14	,	,	PUNCT
cet-15617	107	15	an	an	DET
cet-15617	107	16	mae	mae	PROPN
cet-15617	107	17	of	of	ADP
cet-15617	107	18	0.823	0.823	NUM
cet-15617	107	19	,	,	PUNCT
cet-15617	107	20	and	and	CCONJ
cet-15617	107	21	a	a	DET
cet-15617	107	22	notably	notably	ADV
cet-15617	107	23	low	low	ADJ
cet-15617	107	24	r²	r²	NOUN
cet-15617	107	25	of	of	ADP
cet-15617	107	26	0.110	0.110	NUM
cet-15617	107	27	.	.	PUNCT
cet-15617	108	1	this	this	PRON
cet-15617	108	2	reflects	reflect	VERB
cet-15617	108	3	severe	severe	ADJ
cet-15617	108	4	overfitting	overfitting	NOUN
cet-15617	108	5	and	and	CCONJ
cet-15617	108	6	limited	limited	ADJ
cet-15617	108	7	generalization	generalization	NOUN
cet-15617	108	8	,	,	PUNCT
cet-15617	108	9	indicating	indicate	VERB
cet-15617	108	10	that	that	SCONJ
cet-15617	108	11	the	the	DET
cet-15617	108	12	model	model	NOUN
cet-15617	108	13	is	be	AUX
cet-15617	108	14	unsuitable	unsuitable	ADJ
cet-15617	108	15	for	for	ADP
cet-15617	108	16	this	this	DET
cet-15617	108	17	application	application	NOUN
cet-15617	108	18	,	,	PUNCT
cet-15617	108	19	particularly	particularly	ADV
cet-15617	108	20	with	with	ADP
cet-15617	108	21	a	a	DET
cet-15617	108	22	small	small	ADJ
cet-15617	108	23	dataset	dataset	NOUN
cet-15617	108	24	.	.	PUNCT
cet-15617	109	1	in	in	ADP
cet-15617	109	2	regression	regression	NOUN
cet-15617	109	3	analysis	analysis	NOUN
cet-15617	109	4	,	,	PUNCT
cet-15617	109	5	r²	r²	NOUN
cet-15617	109	6	values	value	NOUN
cet-15617	109	7	above	above	ADP
cet-15617	109	8	0.75	0.75	NUM
cet-15617	109	9	are	be	AUX
cet-15617	109	10	typically	typically	ADV
cet-15617	109	11	considered	consider	VERB
cet-15617	109	12	strong	strong	ADJ
cet-15617	109	13	,	,	PUNCT
cet-15617	109	14	0.60–0.75	0.60–0.75	PRON
cet-15617	109	15	are	be	AUX
cet-15617	109	16	moderate	moderate	ADJ
cet-15617	109	17	and	and	CCONJ
cet-15617	109	18	acceptable	acceptable	ADJ
cet-15617	109	19	in	in	ADP
cet-15617	109	20	many	many	ADJ
cet-15617	109	21	applied	apply	VERB
cet-15617	109	22	research	research	NOUN
cet-15617	109	23	settings	setting	NOUN
cet-15617	109	24	,	,	PUNCT
cet-15617	109	25	while	while	SCONJ
cet-15617	109	26	values	value	NOUN
cet-15617	109	27	below	below	ADP
cet-15617	109	28	0.40	0.40	NUM
cet-15617	109	29	suggest	suggest	VERB
cet-15617	109	30	poor	poor	ADJ
cet-15617	109	31	model	model	NOUN
cet-15617	109	32	performance	performance	NOUN
cet-15617	109	33	.	.	PUNCT
cet-15617	110	1	therefore	therefore	ADV
cet-15617	110	2	,	,	PUNCT
cet-15617	110	3	the	the	DET
cet-15617	110	4	r²	r²	ADJ
cet-15617	110	5	values	value	NOUN
cet-15617	110	6	of	of	ADP
cet-15617	110	7	0.770	0.770	NUM
cet-15617	110	8	(	(	PUNCT
cet-15617	110	9	random	random	ADJ
cet-15617	110	10	forest	forest	NOUN
cet-15617	110	11	)	)	PUNCT
cet-15617	110	12	and	and	CCONJ
cet-15617	110	13	0.672	0.672	NUM
cet-15617	110	14	(	(	PUNCT
cet-15617	110	15	linear	linear	ADJ
cet-15617	110	16	regression	regression	NOUN
cet-15617	110	17	)	)	PUNCT
cet-15617	110	18	indicate	indicate	VERB
cet-15617	110	19	that	that	SCONJ
cet-15617	110	20	both	both	DET
cet-15617	110	21	models	model	NOUN
cet-15617	110	22	are	be	AUX
cet-15617	110	23	sufficiently	sufficiently	ADV
cet-15617	110	24	effective	effective	ADJ
cet-15617	110	25	for	for	ADP
cet-15617	110	26	predicting	predict	VERB
cet-15617	110	27	gnrs	gnrs	NOUN
cet-15617	110	28	dispersion	dispersion	NOUN
cet-15617	110	29	,	,	PUNCT
cet-15617	110	30	especially	especially	ADV
cet-15617	110	31	when	when	SCONJ
cet-15617	110	32	the	the	DET
cet-15617	110	33	dataset	dataset	NOUN
cet-15617	110	34	is	be	AUX
cet-15617	110	35	limited	limit	VERB
cet-15617	110	36	in	in	ADP
cet-15617	110	37	size	size	NOUN
cet-15617	110	38	and	and	CCONJ
cet-15617	110	39	contains	contain	VERB
cet-15617	110	40	experimental	experimental	ADJ
cet-15617	110	41	variability	variability	NOUN
cet-15617	110	42	.	.	PUNCT
cet-15617	111	1	this	this	DET
cet-15617	111	2	further	far	ADV
cet-15617	111	3	supports	support	VERB
cet-15617	111	4	the	the	DET
cet-15617	111	5	use	use	NOUN
cet-15617	111	6	of	of	ADP
cet-15617	111	7	these	these	DET
cet-15617	111	8	models	model	NOUN
cet-15617	111	9	in	in	ADP
cet-15617	111	10	practical	practical	ADJ
cet-15617	111	11	optimization	optimization	NOUN
cet-15617	111	12	scenarios	scenario	NOUN
cet-15617	111	13	.	.	PUNCT
cet-15617	112	1	overall	overall	ADV
cet-15617	112	2	,	,	PUNCT
cet-15617	112	3	the	the	DET
cet-15617	112	4	findings	finding	NOUN
cet-15617	112	5	demonstrate	demonstrate	VERB
cet-15617	112	6	that	that	SCONJ
cet-15617	112	7	random	random	ADJ
cet-15617	112	8	forest	forest	NOUN
cet-15617	112	9	offers	offer	VERB
cet-15617	112	10	the	the	DET
cet-15617	112	11	highest	high	ADJ
cet-15617	112	12	predictive	predictive	ADJ
cet-15617	112	13	power	power	NOUN
cet-15617	112	14	,	,	PUNCT
cet-15617	112	15	while	while	SCONJ
cet-15617	112	16	linear	linear	ADJ
cet-15617	112	17	regression	regression	NOUN
cet-15617	112	18	balances	balance	NOUN
cet-15617	112	19	accuracy	accuracy	NOUN
cet-15617	112	20	with	with	ADP
cet-15617	112	21	interpretability	interpretability	NOUN
cet-15617	112	22	.	.	PUNCT
cet-15617	113	1	the	the	DET
cet-15617	113	2	poor	poor	ADJ
cet-15617	113	3	performance	performance	NOUN
cet-15617	113	4	of	of	ADP
cet-15617	113	5	the	the	DET
cet-15617	113	6	decision	decision	NOUN
cet-15617	113	7	tree	tree	NOUN
cet-15617	113	8	model	model	NOUN
cet-15617	113	9	reinforces	reinforce	VERB
cet-15617	113	10	the	the	DET
cet-15617	113	11	importance	importance	NOUN
cet-15617	113	12	of	of	ADP
cet-15617	113	13	model	model	NOUN
cet-15617	113	14	selection	selection	NOUN
cet-15617	113	15	,	,	PUNCT
cet-15617	113	16	particularly	particularly	ADV
cet-15617	113	17	when	when	SCONJ
cet-15617	113	18	working	work	VERB
cet-15617	113	19	with	with	ADP
cet-15617	113	20	small	small	ADJ
cet-15617	113	21	or	or	CCONJ
cet-15617	113	22	noisy	noisy	ADJ
cet-15617	113	23	datasets	dataset	NOUN
cet-15617	113	24	.	.	PUNCT
cet-15617	114	1	figure	figure	NOUN
cet-15617	114	2	2	2	NUM
cet-15617	114	3	.	.	PUNCT
cet-15617	115	1	comparison	comparison	NOUN
cet-15617	115	2	of	of	ADP
cet-15617	115	3	machine	machine	NOUN
cet-15617	115	4	learning	learning	NOUN
cet-15617	115	5	models	model	NOUN
cet-15617	115	6	through	through	ADP
cet-15617	115	7	mse	mse	PROPN
cet-15617	115	8	and	and	CCONJ
cet-15617	115	9	mae	mae	PROPN
cet-15617	115	10	validation	validation	NOUN
cet-15617	115	11	of	of	ADP
cet-15617	115	12	the	the	DET
cet-15617	115	13	optimal	optimal	ADJ
cet-15617	115	14	processing	processing	NOUN
cet-15617	115	15	conditions	condition	NOUN
cet-15617	115	16	(	(	PUNCT
cet-15617	115	17	60	60	NUM
cet-15617	115	18	minutes	minute	NOUN
cet-15617	115	19	sonication	sonication	NOUN
cet-15617	115	20	,	,	PUNCT
cet-15617	115	21	70	70	NUM
cet-15617	115	22	°	°	NOUN
cet-15617	115	23	c	c	NOUN
cet-15617	115	24	,	,	PUNCT
cet-15617	115	25	50	50	NUM
cet-15617	115	26	ppm	ppm	NOUN
cet-15617	115	27	gnrs	gnrs	NOUN
cet-15617	115	28	concentration	concentration	NOUN
cet-15617	115	29	)	)	PUNCT
cet-15617	115	30	through	through	ADP
cet-15617	115	31	repeated	repeat	VERB
cet-15617	115	32	trials	trial	NOUN
cet-15617	115	33	yielded	yield	VERB
cet-15617	115	34	consistent	consistent	ADJ
cet-15617	115	35	pi	pi	NOUN
cet-15617	115	36	values	value	NOUN
cet-15617	115	37	of	of	ADP
cet-15617	115	38	0.2	0.2	NUM
cet-15617	115	39	±	±	NUM
cet-15617	115	40	0.02	0.02	NUM
cet-15617	115	41	,	,	PUNCT
cet-15617	115	42	closely	closely	ADV
cet-15617	115	43	matching	match	VERB
cet-15617	115	44	the	the	DET
cet-15617	115	45	model	model	NOUN
cet-15617	115	46	's	's	PART
cet-15617	115	47	prediction	prediction	NOUN
cet-15617	115	48	of	of	ADP
cet-15617	115	49	0.187	0.187	NUM
cet-15617	115	50	.	.	PUNCT
cet-15617	116	1	the	the	DET
cet-15617	116	2	methodology	methodology	NOUN
cet-15617	116	3	shows	show	VERB
cet-15617	116	4	promise	promise	NOUN
cet-15617	116	5	for	for	ADP
cet-15617	116	6	broader	broad	ADJ
cet-15617	116	7	applications	application	NOUN
cet-15617	116	8	,	,	PUNCT
cet-15617	116	9	including	include	VERB
cet-15617	116	10	adaptation	adaptation	NOUN
cet-15617	116	11	to	to	ADP
cet-15617	116	12	various	various	ADJ
cet-15617	116	13	solvent	solvent	NOUN
cet-15617	116	14	,	,	PUNCT
cet-15617	116	15	applying	apply	VERB
cet-15617	116	16	the	the	DET
cet-15617	116	17	model	model	NOUN
cet-15617	116	18	to	to	ADP
cet-15617	116	19	butyl	butyl	NOUN
cet-15617	116	20	acetate	acetate	PROPN
cet-15617	116	21	and	and	CCONJ
cet-15617	116	22	toluene	toluene	NOUN
cet-15617	116	23	solvents	solvent	NOUN
cet-15617	116	24	allowed	allow	VERB
cet-15617	116	25	for	for	ADP
cet-15617	116	26	a	a	DET
cet-15617	116	27	significant	significant	ADJ
cet-15617	116	28	reduction	reduction	NOUN
cet-15617	116	29	in	in	ADP
cet-15617	116	30	the	the	DET
cet-15617	116	31	number	number	NOUN
cet-15617	116	32	of	of	ADP
cet-15617	116	33	experiments	experiment	NOUN
cet-15617	116	34	,	,	PUNCT
cet-15617	116	35	from	from	ADP
cet-15617	116	36	27	27	NUM
cet-15617	116	37	in	in	ADP
cet-15617	116	38	the	the	DET
cet-15617	116	39	full	full	ADJ
cet-15617	116	40	doe	doe	NOUN
cet-15617	116	41	to	to	ADP
cet-15617	116	42	only	only	ADV
cet-15617	116	43	7–10	7–10	PROPN
cet-15617	116	44	to	to	PART
cet-15617	116	45	achieve	achieve	VERB
cet-15617	116	46	comparable	comparable	ADJ
cet-15617	116	47	results	result	NOUN
cet-15617	116	48	.	.	PUNCT
cet-15617	117	1	this	this	DET
cet-15617	117	2	efficiency	efficiency	NOUN
cet-15617	117	3	offers	offer	VERB
cet-15617	117	4	clear	clear	ADJ
cet-15617	117	5	advantages	advantage	NOUN
cet-15617	117	6	in	in	ADP
cet-15617	117	7	terms	term	NOUN
cet-15617	117	8	of	of	ADP
cet-15617	117	9	cost	cost	NOUN
cet-15617	117	10	and	and	CCONJ
cet-15617	117	11	r&d	r&d	NOUN
cet-15617	117	12	time	time	NOUN
cet-15617	117	13	.	.	PUNCT
cet-15617	118	1	furthermore	furthermore	ADV
cet-15617	118	2	,	,	PUNCT
cet-15617	118	3	although	although	SCONJ
cet-15617	118	4	50	50	NUM
cet-15617	118	5	ppm	ppm	NOUN
cet-15617	118	6	provided	provide	VERB
cet-15617	118	7	the	the	DET
cet-15617	118	8	best	good	ADJ
cet-15617	118	9	dispersion	dispersion	NOUN
cet-15617	118	10	results	result	NOUN
cet-15617	118	11	,	,	PUNCT
cet-15617	118	12	extremely	extremely	ADV
cet-15617	118	13	low	low	ADJ
cet-15617	118	14	concentrations	concentration	NOUN
cet-15617	118	15	may	may	AUX
cet-15617	118	16	not	not	PART
cet-15617	118	17	be	be	AUX
cet-15617	118	18	feasible	feasible	ADJ
cet-15617	118	19	in	in	ADP
cet-15617	118	20	applications	application	NOUN
cet-15617	118	21	where	where	SCONJ
cet-15617	118	22	surface	surface	NOUN
cet-15617	118	23	coverage	coverage	NOUN
cet-15617	118	24	or	or	CCONJ
cet-15617	118	25	conductivity	conductivity	NOUN
cet-15617	118	26	are	be	AUX
cet-15617	118	27	critical	critical	ADJ
cet-15617	118	28	.	.	PUNCT
cet-15617	119	1	a	a	DET
cet-15617	119	2	future	future	ADJ
cet-15617	119	3	multi	multi	ADJ
cet-15617	119	4	-	-	ADJ
cet-15617	119	5	objective	objective	ADJ
cet-15617	119	6	optimization	optimization	NOUN
cet-15617	119	7	method	method	NOUN
cet-15617	119	8	,	,	PUNCT
cet-15617	119	9	considering	consider	VERB
cet-15617	119	10	both	both	PRON
cet-15617	119	11	dispersion	dispersion	NOUN
cet-15617	119	12	stability	stability	NOUN
cet-15617	119	13	and	and	CCONJ
cet-15617	119	14	application	application	NOUN
cet-15617	119	15	performance	performance	NOUN
cet-15617	119	16	,	,	PUNCT
cet-15617	119	17	will	will	AUX
cet-15617	119	18	further	far	ADV
cet-15617	119	19	enhance	enhance	VERB
cet-15617	119	20	the	the	DET
cet-15617	119	21	industrial	industrial	ADJ
cet-15617	119	22	applicability	applicability	NOUN
cet-15617	119	23	of	of	ADP
cet-15617	119	24	this	this	DET
cet-15617	119	25	work	work	NOUN
cet-15617	119	26	.	.	PUNCT
cet-15617	120	1	515	515	NUM
cet-15617	120	2	4	4	NUM
cet-15617	120	3	.	.	PUNCT
cet-15617	120	4	conclusions	conclusion	NOUN
cet-15617	120	5	this	this	DET
cet-15617	120	6	study	study	NOUN
cet-15617	120	7	proposes	propose	VERB
cet-15617	120	8	an	an	DET
cet-15617	120	9	integrated	integrate	VERB
cet-15617	120	10	methodology	methodology	NOUN
cet-15617	120	11	combining	combine	VERB
cet-15617	120	12	design	design	NOUN
cet-15617	120	13	of	of	ADP
cet-15617	120	14	experiments	experiment	NOUN
cet-15617	120	15	,	,	PUNCT
cet-15617	120	16	statistical	statistical	ADJ
cet-15617	120	17	modeling	modeling	NOUN
cet-15617	120	18	,	,	PUNCT
cet-15617	120	19	and	and	CCONJ
cet-15617	120	20	machine	machine	NOUN
cet-15617	120	21	learning	learn	VERB
cet-15617	120	22	to	to	PART
cet-15617	120	23	optimize	optimize	VERB
cet-15617	120	24	the	the	DET
cet-15617	120	25	dispersion	dispersion	NOUN
cet-15617	120	26	of	of	ADP
cet-15617	120	27	graphene	graphene	ADJ
cet-15617	120	28	nanoribbons	nanoribbon	NOUN
cet-15617	120	29	in	in	ADP
cet-15617	120	30	xylene	xylene	NOUN
cet-15617	120	31	solvent	solvent	NOUN
cet-15617	120	32	.	.	PUNCT
cet-15617	121	1	optimal	optimal	ADJ
cet-15617	121	2	dispersion	dispersion	NOUN
cet-15617	121	3	was	be	AUX
cet-15617	121	4	achieved	achieve	VERB
cet-15617	121	5	at	at	ADP
cet-15617	121	6	60	60	NUM
cet-15617	121	7	minutes	minute	NOUN
cet-15617	121	8	of	of	ADP
cet-15617	121	9	sonication	sonication	NOUN
cet-15617	121	10	,	,	PUNCT
cet-15617	121	11	70	70	NUM
cet-15617	121	12	 	 	SPACE
cet-15617	121	13	°	°	NOUN
cet-15617	121	14	c	c	NOUN
cet-15617	121	15	,	,	PUNCT
cet-15617	121	16	and	and	CCONJ
cet-15617	121	17	50	50	NUM
cet-15617	121	18	 	 	SPACE
cet-15617	121	19	ppm	ppm	NOUN
cet-15617	121	20	gnrs	gnrs	NOUN
cet-15617	121	21	concentration	concentration	NOUN
cet-15617	121	22	,	,	PUNCT
cet-15617	121	23	resulting	result	VERB
cet-15617	121	24	in	in	ADP
cet-15617	121	25	a	a	DET
cet-15617	121	26	polydispersity	polydispersity	NOUN
cet-15617	121	27	index	index	NOUN
cet-15617	121	28	(	(	PUNCT
cet-15617	121	29	pi	pi	NOUN
cet-15617	121	30	)	)	PUNCT
cet-15617	121	31	of	of	ADP
cet-15617	121	32	0.20	0.20	NUM
cet-15617	121	33	 	 	SPACE
cet-15617	121	34	±	±	NOUN
cet-15617	121	35	 	 	SPACE
cet-15617	121	36	0.02	0.02	NUM
cet-15617	121	37	—	—	PUNCT
cet-15617	121	38	well	well	ADV
cet-15617	121	39	below	below	ADP
cet-15617	121	40	the	the	DET
cet-15617	121	41	threshold	threshold	NOUN
cet-15617	121	42	of	of	ADP
cet-15617	121	43	0.5	0.5	NUM
cet-15617	121	44	for	for	ADP
cet-15617	121	45	stable	stable	ADJ
cet-15617	121	46	nanodispersions	nanodispersion	NOUN
cet-15617	121	47	.	.	PUNCT
cet-15617	122	1	statistical	statistical	ADJ
cet-15617	122	2	analysis	analysis	NOUN
cet-15617	122	3	using	use	VERB
cet-15617	122	4	anova	anova	PROPN
cet-15617	122	5	and	and	CCONJ
cet-15617	122	6	multiple	multiple	ADJ
cet-15617	122	7	linear	linear	ADJ
cet-15617	122	8	regression	regression	NOUN
cet-15617	122	9	revealed	reveal	VERB
cet-15617	122	10	strong	strong	ADJ
cet-15617	122	11	correlations	correlation	NOUN
cet-15617	122	12	between	between	ADP
cet-15617	122	13	process	process	NOUN
cet-15617	122	14	parameters	parameter	NOUN
cet-15617	122	15	and	and	CCONJ
cet-15617	122	16	dispersion	dispersion	NOUN
cet-15617	122	17	stability	stability	NOUN
cet-15617	122	18	.	.	PUNCT
cet-15617	123	1	the	the	DET
cet-15617	123	2	regression	regression	NOUN
cet-15617	123	3	model	model	NOUN
cet-15617	123	4	(	(	PUNCT
cet-15617	123	5	pi	pi	NOUN
cet-15617	123	6	=	=	SYM
cet-15617	123	7	3.760	3.760	NUM
cet-15617	123	8	–	–	PUNCT
cet-15617	123	9	0.040	0.040	NUM
cet-15617	123	10	t	t	NOUN
cet-15617	123	11	–	–	PUNCT
cet-15617	123	12	0.030	0.030	NUM
cet-15617	123	13	t	t	NOUN
cet-15617	123	14	+	+	CCONJ
cet-15617	123	15	0.024c	0.024c	NOUN
cet-15617	123	16	)	)	PUNCT
cet-15617	123	17	demonstrated	demonstrate	VERB
cet-15617	123	18	high	high	ADJ
cet-15617	123	19	predictive	predictive	ADJ
cet-15617	123	20	reliability	reliability	NOUN
cet-15617	123	21	with	with	ADP
cet-15617	123	22	r²	r²	NOUN
cet-15617	123	23	=	=	SYM
cet-15617	123	24	0.864	0.864	NUM
cet-15617	123	25	.	.	PUNCT
cet-15617	124	1	sonication	sonication	NOUN
cet-15617	124	2	time	time	NOUN
cet-15617	124	3	and	and	CCONJ
cet-15617	124	4	gnrs	gnrs	VERB
cet-15617	124	5	concentration	concentration	NOUN
cet-15617	124	6	were	be	AUX
cet-15617	124	7	identified	identify	VERB
cet-15617	124	8	as	as	ADP
cet-15617	124	9	the	the	DET
cet-15617	124	10	most	most	ADV
cet-15617	124	11	influential	influential	ADJ
cet-15617	124	12	factors	factor	NOUN
cet-15617	124	13	(	(	PUNCT
cet-15617	124	14	f	f	X
cet-15617	124	15	=	=	SYM
cet-15617	124	16	69.156	69.156	NUM
cet-15617	124	17	and	and	CCONJ
cet-15617	124	18	67.561	67.561	NUM
cet-15617	124	19	,	,	PUNCT
cet-15617	124	20	respectively	respectively	ADV
cet-15617	124	21	;	;	PUNCT
cet-15617	124	22	p	p	X
cet-15617	124	23	<	<	X
cet-15617	124	24	0.001	0.001	NUM
cet-15617	124	25	)	)	PUNCT
cet-15617	124	26	,	,	PUNCT
cet-15617	124	27	while	while	SCONJ
cet-15617	124	28	temperature	temperature	NOUN
cet-15617	124	29	also	also	ADV
cet-15617	124	30	exhibited	exhibit	VERB
cet-15617	124	31	a	a	DET
cet-15617	124	32	statistically	statistically	ADV
cet-15617	124	33	significant	significant	ADJ
cet-15617	124	34	but	but	CCONJ
cet-15617	124	35	less	less	ADV
cet-15617	124	36	dominant	dominant	ADJ
cet-15617	124	37	effect	effect	NOUN
cet-15617	124	38	(	(	PUNCT
cet-15617	124	39	f	f	X
cet-15617	124	40	=	=	SYM
cet-15617	124	41	9.996	9.996	NUM
cet-15617	124	42	;	;	PUNCT
cet-15617	124	43	p	p	X
cet-15617	124	44	<	<	X
cet-15617	124	45	0.005).in	0.005).in	X
cet-15617	124	46	the	the	DET
cet-15617	124	47	evaluation	evaluation	NOUN
cet-15617	124	48	of	of	ADP
cet-15617	124	49	machine	machine	NOUN
cet-15617	124	50	learning	learning	NOUN
cet-15617	124	51	models	model	NOUN
cet-15617	124	52	,	,	PUNCT
cet-15617	124	53	random	random	ADJ
cet-15617	124	54	forest	forest	NOUN
cet-15617	124	55	outperformed	outperform	VERB
cet-15617	124	56	others	other	NOUN
cet-15617	124	57	with	with	ADP
cet-15617	124	58	the	the	DET
cet-15617	124	59	highest	high	ADJ
cet-15617	124	60	r²	r²	NOUN
cet-15617	124	61	(	(	PUNCT
cet-15617	124	62	0.770	0.770	NUM
cet-15617	124	63	)	)	PUNCT
cet-15617	124	64	and	and	CCONJ
cet-15617	124	65	the	the	DET
cet-15617	124	66	lowest	low	ADJ
cet-15617	124	67	prediction	prediction	NOUN
cet-15617	124	68	errors	error	NOUN
cet-15617	124	69	(	(	PUNCT
cet-15617	124	70	mse	mse	NOUN
cet-15617	124	71	=	=	PUNCT
cet-15617	124	72	0.251	0.251	NUM
cet-15617	124	73	,	,	PUNCT
cet-15617	124	74	mae	mae	PROPN
cet-15617	124	75	=	=	PROPN
cet-15617	124	76	0.373	0.373	NUM
cet-15617	124	77	)	)	PUNCT
cet-15617	124	78	,	,	PUNCT
cet-15617	124	79	suggesting	suggest	VERB
cet-15617	124	80	that	that	SCONJ
cet-15617	124	81	it	it	PRON
cet-15617	124	82	effectively	effectively	ADV
cet-15617	124	83	captures	capture	VERB
cet-15617	124	84	both	both	CCONJ
cet-15617	124	85	linear	linear	ADJ
cet-15617	124	86	and	and	CCONJ
cet-15617	124	87	subtle	subtle	ADJ
cet-15617	124	88	nonlinear	nonlinear	ADJ
cet-15617	124	89	patterns	pattern	NOUN
cet-15617	124	90	in	in	ADP
cet-15617	124	91	the	the	DET
cet-15617	124	92	data	datum	NOUN
cet-15617	124	93	.	.	PUNCT
cet-15617	125	1	linear	linear	PROPN
cet-15617	125	2	regression	regression	NOUN
cet-15617	125	3	also	also	ADV
cet-15617	125	4	showed	show	VERB
cet-15617	125	5	acceptable	acceptable	ADJ
cet-15617	125	6	performance	performance	NOUN
cet-15617	125	7	(	(	PUNCT
cet-15617	125	8	r²	r²	NOUN
cet-15617	125	9	=	=	NOUN
cet-15617	125	10	0.672	0.672	NUM
cet-15617	125	11	)	)	PUNCT
cet-15617	125	12	,	,	PUNCT
cet-15617	125	13	supporting	support	VERB
cet-15617	125	14	the	the	DET
cet-15617	125	15	presence	presence	NOUN
cet-15617	125	16	of	of	ADP
cet-15617	125	17	predominantly	predominantly	ADV
cet-15617	125	18	linear	linear	ADJ
cet-15617	125	19	relationships	relationship	NOUN
cet-15617	125	20	.	.	PUNCT
cet-15617	126	1	in	in	ADP
cet-15617	126	2	contrast	contrast	NOUN
cet-15617	126	3	,	,	PUNCT
cet-15617	126	4	decision	decision	NOUN
cet-15617	126	5	tree	tree	NOUN
cet-15617	126	6	displayed	display	VERB
cet-15617	126	7	limited	limited	ADJ
cet-15617	126	8	generalization	generalization	NOUN
cet-15617	126	9	capability	capability	NOUN
cet-15617	126	10	(	(	PUNCT
cet-15617	126	11	r²	r²	NOUN
cet-15617	126	12	=	=	SYM
cet-15617	126	13	0.110	0.110	NUM
cet-15617	126	14	)	)	PUNCT
cet-15617	126	15	,	,	PUNCT
cet-15617	126	16	likely	likely	ADJ
cet-15617	126	17	due	due	ADJ
cet-15617	126	18	to	to	ADP
cet-15617	126	19	overfitting	overfitte	VERB
cet-15617	126	20	on	on	ADP
cet-15617	126	21	the	the	DET
cet-15617	126	22	small	small	ADJ
cet-15617	126	23	dataset.these	dataset.these	PROPN
cet-15617	126	24	results	result	NOUN
cet-15617	126	25	validate	validate	VERB
cet-15617	126	26	that	that	SCONJ
cet-15617	126	27	longer	long	ADJ
cet-15617	126	28	sonication	sonication	NOUN
cet-15617	126	29	times	time	NOUN
cet-15617	126	30	and	and	CCONJ
cet-15617	126	31	elevated	elevated	ADJ
cet-15617	126	32	temperatures	temperature	NOUN
cet-15617	126	33	promote	promote	VERB
cet-15617	126	34	gnrs	gnrs	VERB
cet-15617	126	35	exfoliation	exfoliation	NOUN
cet-15617	126	36	through	through	ADP
cet-15617	126	37	intensified	intensify	VERB
cet-15617	126	38	cavitation	cavitation	NOUN
cet-15617	126	39	and	and	CCONJ
cet-15617	126	40	reduced	reduce	VERB
cet-15617	126	41	solvent	solvent	ADJ
cet-15617	126	42	viscosity	viscosity	NOUN
cet-15617	126	43	,	,	PUNCT
cet-15617	126	44	while	while	SCONJ
cet-15617	126	45	moderate	moderate	ADJ
cet-15617	126	46	concentrations	concentration	NOUN
cet-15617	126	47	prevent	prevent	VERB
cet-15617	126	48	reagglomeration	reagglomeration	NOUN
cet-15617	126	49	.	.	PUNCT
cet-15617	127	1	the	the	DET
cet-15617	127	2	integrated	integrate	VERB
cet-15617	127	3	optimization	optimization	NOUN
cet-15617	127	4	framework	framework	NOUN
cet-15617	127	5	presented	present	VERB
cet-15617	127	6	here	here	ADV
cet-15617	127	7	,	,	PUNCT
cet-15617	127	8	anchored	anchor	VERB
cet-15617	127	9	by	by	ADP
cet-15617	127	10	statistically	statistically	ADV
cet-15617	127	11	grounded	ground	VERB
cet-15617	127	12	modeling	modeling	NOUN
cet-15617	127	13	and	and	CCONJ
cet-15617	127	14	effective	effective	ADJ
cet-15617	127	15	machine	machine	NOUN
cet-15617	127	16	learning	learning	NOUN
cet-15617	127	17	tools	tool	NOUN
cet-15617	127	18	,	,	PUNCT
cet-15617	127	19	provides	provide	VERB
cet-15617	127	20	a	a	DET
cet-15617	127	21	practical	practical	ADJ
cet-15617	127	22	and	and	CCONJ
cet-15617	127	23	scalable	scalable	ADJ
cet-15617	127	24	approach	approach	NOUN
cet-15617	127	25	for	for	ADP
cet-15617	127	26	the	the	DET
cet-15617	127	27	industrial	industrial	ADJ
cet-15617	127	28	deployment	deployment	NOUN
cet-15617	127	29	of	of	ADP
cet-15617	127	30	gnrs	gnrs	NOUN
cet-15617	127	31	-	-	PUNCT
cet-15617	127	32	based	base	VERB
cet-15617	127	33	dispersions	dispersion	NOUN
cet-15617	127	34	.	.	PUNCT
cet-15617	128	1	moreover	moreover	ADV
cet-15617	128	2	,	,	PUNCT
cet-15617	128	3	it	it	PRON
cet-15617	128	4	offers	offer	VERB
cet-15617	128	5	a	a	DET
cet-15617	128	6	replicable	replicable	ADJ
cet-15617	128	7	methodology	methodology	NOUN
cet-15617	128	8	for	for	ADP
cet-15617	128	9	optimizing	optimize	VERB
cet-15617	128	10	other	other	ADJ
cet-15617	128	11	nanomaterial	nanomaterial	ADJ
cet-15617	128	12	dispersion	dispersion	NOUN
cet-15617	128	13	systems	system	NOUN
cet-15617	128	14	in	in	ADP
cet-15617	128	15	future	future	ADJ
cet-15617	128	16	research	research	NOUN
cet-15617	128	17	and	and	CCONJ
cet-15617	128	18	development	development	NOUN
cet-15617	128	19	efforts	effort	NOUN
cet-15617	128	20	.	.	PUNCT
cet-15617	129	1	acknowledgments	acknowledgment	NOUN
cet-15617	129	2	this	this	DET
cet-15617	129	3	research	research	NOUN
cet-15617	129	4	was	be	AUX
cet-15617	129	5	funded	fund	VERB
cet-15617	129	6	by	by	ADP
cet-15617	129	7	vietnam	vietnam	PROPN
cet-15617	129	8	oil	oil	NOUN
cet-15617	129	9	and	and	CCONJ
cet-15617	129	10	gas	gas	NOUN
cet-15617	129	11	group	group	NOUN
cet-15617	129	12	,	,	PUNCT
cet-15617	129	13	grant	grant	VERB
cet-15617	129	14	numbers	number	NOUN
cet-15617	129	15	3155	3155	NUM
cet-15617	129	16	/	/	SYM
cet-15617	129	17	hd	hd	NOUN
cet-15617	129	18	-	-	PUNCT
cet-15617	129	19	dkvn	dkvn	NOUN
cet-15617	129	20	,	,	PUNCT
cet-15617	129	21	10th	10th	ADJ
cet-15617	129	22	june	june	PROPN
cet-15617	129	23	2022	2022	NUM
cet-15617	129	24	,	,	PUNCT
cet-15617	129	25	code	code	NOUN
cet-15617	129	26	01	01	NUM
cet-15617	129	27	/	/	SYM
cet-15617	129	28	hcbdk(vpi)/2022	hcbdk(vpi)/2022	NOUN
cet-15617	129	29	/	/	SYM
cet-15617	129	30	khcn	khcn	PROPN
cet-15617	129	31	.	.	PUNCT
cet-15617	130	1	nomenclature	nomenclature	NOUN
cet-15617	130	2	c	c	NOUN
cet-15617	130	3	concentration	concentration	NOUN
cet-15617	130	4	(	(	PUNCT
cet-15617	130	5	ppm	ppm	NOUN
cet-15617	130	6	)	)	PUNCT
cet-15617	130	7	dls	dls	PROPN
cet-15617	130	8	dynamic	dynamic	ADJ
cet-15617	130	9	light	light	NOUN
cet-15617	130	10	scattering	scatter	VERB
cet-15617	130	11	doe	doe	NOUN
cet-15617	130	12	design	design	NOUN
cet-15617	130	13	of	of	ADP
cet-15617	130	14	experiments	experiment	NOUN
cet-15617	130	15	gnrs	gnrs	VERB
cet-15617	130	16	graphene	graphene	ADJ
cet-15617	130	17	nanoribbons	nanoribbon	NOUN
cet-15617	130	18	mae	mae	PROPN
cet-15617	130	19	mean	mean	ADJ
cet-15617	130	20	absolute	absolute	ADJ
cet-15617	130	21	error	error	NOUN
cet-15617	130	22	mse	mse	NOUN
cet-15617	130	23	mean	mean	VERB
cet-15617	130	24	squared	square	VERB
cet-15617	130	25	error	error	NOUN
cet-15617	130	26	od	od	NUM
cet-15617	130	27	outer	outer	ADJ
cet-15617	130	28	diameter	diameter	NOUN
cet-15617	130	29	(	(	PUNCT
cet-15617	130	30	nm	nm	NOUN
cet-15617	130	31	)	)	PUNCT
cet-15617	130	32	pi	pi	NOUN
cet-15617	130	33	polydispersity	polydispersity	NOUN
cet-15617	130	34	index	index	NOUN
cet-15617	130	35	r²	r²	NOUN
cet-15617	130	36	coefficient	coefficient	NOUN
cet-15617	130	37	of	of	ADP
cet-15617	130	38	determination	determination	NOUN
cet-15617	130	39	t	t	PROPN
cet-15617	130	40	sonication	sonication	NOUN
cet-15617	130	41	time	time	NOUN
cet-15617	130	42	(	(	PUNCT
cet-15617	130	43	minutes	minute	NOUN
cet-15617	130	44	)	)	PUNCT
cet-15617	130	45	t	t	NOUN
cet-15617	130	46	temperature	temperature	NOUN
cet-15617	130	47	(	(	PUNCT
cet-15617	130	48	°	°	ADP
cet-15617	130	49	c	c	NOUN
cet-15617	130	50	)	)	PUNCT
cet-15617	130	51	references	reference	NOUN
cet-15617	130	52	koh	koh	PROPN
cet-15617	130	53	s.	s.	PROPN
cet-15617	130	54	,	,	PUNCT
cet-15617	130	55	yusuke	yusuke	PROPN
cet-15617	130	56	s.	s.	PROPN
cet-15617	130	57	,	,	PUNCT
cet-15617	130	58	yasuhiko	yasuhiko	PROPN
cet-15617	130	59	o	o	NOUN
cet-15617	130	60	,	,	PUNCT
cet-15617	130	61	2023	2023	NUM
cet-15617	130	62	,	,	PUNCT
cet-15617	130	63	prediction	prediction	NOUN
cet-15617	130	64	of	of	ADP
cet-15617	130	65	nanoparticle	nanoparticle	NOUN
cet-15617	130	66	dispersion	dispersion	NOUN
cet-15617	130	67	by	by	ADP
cet-15617	130	68	machine	machine	NOUN
cet-15617	130	69	learning	learning	NOUN
cet-15617	130	70	using	use	VERB
cet-15617	130	71	various	various	ADJ
cet-15617	130	72	molecular	molecular	ADJ
cet-15617	130	73	descriptors	descriptor	NOUN
cet-15617	130	74	,	,	PUNCT
cet-15617	130	75	industrial	industrial	PROPN
cet-15617	130	76	&	&	CCONJ
cet-15617	130	77	engineering	engineer	VERB
cet-15617	130	78	chemistry	chemistry	NOUN
cet-15617	130	79	research	research	NOUN
cet-15617	130	80	,	,	PUNCT
cet-15617	130	81	62	62	NUM
cet-15617	130	82	(	(	PUNCT
cet-15617	130	83	46	46	NUM
cet-15617	130	84	)	)	PUNCT
cet-15617	130	85	,	,	PUNCT
cet-15617	130	86	19683	19683	NUM
cet-15617	130	87	–	–	PUNCT
cet-15617	130	88	19689	19689	NUM
cet-15617	130	89	.	.	PUNCT
cet-15617	131	1	doi	doi	PROPN
cet-15617	131	2	:	:	PUNCT
cet-15617	131	3	https://doi.org/10.1021/acs.iecr.3c02581	https://doi.org/10.1021/acs.iecr.3c02581	PROPN
cet-15617	131	4	nielsen	nielsen	PROPN
cet-15617	131	5	,	,	PUNCT
cet-15617	131	6	l.e	l.e	PROPN
cet-15617	131	7	.	.	PROPN
cet-15617	131	8	,	,	PUNCT
cet-15617	131	9	1967	1967	NUM
cet-15617	131	10	,	,	PUNCT
cet-15617	131	11	models	model	NOUN
cet-15617	131	12	for	for	ADP
cet-15617	131	13	the	the	DET
cet-15617	131	14	permeability	permeability	NOUN
cet-15617	131	15	of	of	ADP
cet-15617	131	16	filled	fill	VERB
cet-15617	131	17	polymer	polymer	NOUN
cet-15617	131	18	systems	system	NOUN
cet-15617	131	19	.	.	PUNCT
cet-15617	132	1	journal	journal	PROPN
cet-15617	132	2	of	of	ADP
cet-15617	132	3	macromolecular	macromolecular	PROPN
cet-15617	132	4	science	science	PROPN
cet-15617	132	5	part	part	NOUN
cet-15617	132	6	a	a	DET
cet-15617	132	7	:	:	PUNCT
cet-15617	132	8	chemistry	chemistry	NOUN
cet-15617	132	9	,	,	PUNCT
cet-15617	132	10	5	5	NUM
cet-15617	132	11	,	,	PUNCT
cet-15617	132	12	929	929	NUM
cet-15617	132	13	–	–	PUNCT
cet-15617	132	14	942	942	NUM
cet-15617	132	15	.	.	X
cet-15617	133	1	doi	doi	NOUN
cet-15617	133	2	:	:	PUNCT
cet-15617	133	3	https://doi.org/10.1080/10601326708053745	https://doi.org/10.1080/10601326708053745	PROPN
cet-15617	133	4	min	min	PROPN
cet-15617	133	5	y.	y.	PROPN
cet-15617	133	6	s.	s.	PROPN
cet-15617	133	7	,	,	PUNCT
cet-15617	133	8	young	young	ADJ
cet-15617	133	9	s.	s.	PROPN
cet-15617	133	10	j.	j.	PROPN
cet-15617	133	11	,	,	PUNCT
cet-15617	133	12	na	na	PROPN
cet-15617	133	13	r.	r.	PROPN
cet-15617	133	14	k.	k.	PROPN
cet-15617	133	15	,	,	PUNCT
cet-15617	133	16	hyoung	hyoung	PROPN
cet-15617	133	17	j.	j.	PROPN
cet-15617	133	18	j.	j.	PROPN
cet-15617	133	19	,	,	PUNCT
cet-15617	133	20	2016	2016	NUM
cet-15617	133	21	,	,	PUNCT
cet-15617	133	22	dispersion	dispersion	NOUN
cet-15617	133	23	stability	stability	NOUN
cet-15617	133	24	of	of	ADP
cet-15617	133	25	chemically	chemically	ADV
cet-15617	133	26	reduced	reduce	VERB
cet-15617	133	27	graphene	graphene	ADJ
cet-15617	133	28	oxide	oxide	NOUN
cet-15617	133	29	nanoribbons	nanoribbon	NOUN
cet-15617	133	30	in	in	ADP
cet-15617	133	31	organic	organic	ADJ
cet-15617	133	32	solvents	solvent	NOUN
cet-15617	133	33	,	,	PUNCT
cet-15617	133	34	rsc	rsc	PROPN
cet-15617	133	35	advances	advance	NOUN
cet-15617	133	36	,	,	PUNCT
cet-15617	133	37	23	23	NUM
cet-15617	133	38	,	,	PUNCT
cet-15617	133	39	19389	19389	NUM
cet-15617	133	40	–	–	PUNCT
cet-15617	133	41	19393	19393	NUM
cet-15617	133	42	.	.	PUNCT
cet-15617	134	1	doi	doi	NOUN
cet-15617	134	2	:	:	PUNCT
cet-15617	134	3	https://doi.org/10.1039/c5ra23801c	https://doi.org/10.1039/c5ra23801c	PROPN
cet-15617	134	4	sabih	sabih	PROPN
cet-15617	134	5	q.	q.	PROPN
cet-15617	134	6	,	,	PUNCT
cet-15617	134	7	naveed	naveed	PROPN
cet-15617	134	8	r.	r.	PROPN
cet-15617	134	9	,	,	PUNCT
cet-15617	134	10	waquas	waquas	PROPN
cet-15617	134	11	a.	a.	PROPN
cet-15617	134	12	,	,	PUNCT
cet-15617	134	13	2024	2024	NUM
cet-15617	134	14	,	,	PUNCT
cet-15617	134	15	graphene	graphene	ADJ
cet-15617	134	16	dispersion	dispersion	NOUN
cet-15617	134	17	,	,	PUNCT
cet-15617	134	18	functionalization	functionalization	NOUN
cet-15617	134	19	techniques	technique	NOUN
cet-15617	134	20	and	and	CCONJ
cet-15617	134	21	applications	application	NOUN
cet-15617	134	22	:	:	PUNCT
cet-15617	134	23	a	a	DET
cet-15617	134	24	review	review	NOUN
cet-15617	134	25	,	,	PUNCT
cet-15617	134	26	synthetic	synthetic	ADJ
cet-15617	134	27	metals	metal	NOUN
cet-15617	134	28	,	,	PUNCT
cet-15617	134	29	307	307	NUM
cet-15617	134	30	,	,	PUNCT
cet-15617	134	31	117697	117697	NUM
cet-15617	134	32	.	.	PUNCT
cet-15617	135	1	doi	doi	NOUN
cet-15617	135	2	:	:	PUNCT
cet-15617	135	3	https://doi.org/10.1016/j.synthmet.2024.117697	https://doi.org/10.1016/j.synthmet.2024.117697	PROPN
cet-15617	135	4	siti	siti	PROPN
cet-15617	135	5	s.	s.	PROPN
cet-15617	135	6	s.	s.	PROPN
cet-15617	135	7	,	,	PUNCT
cet-15617	135	8	ahmad	ahmad	PROPN
cet-15617	135	9	a.	a.	PROPN
cet-15617	135	10	,	,	PUNCT
cet-15617	135	11	mohd	mohd	PROPN
cet-15617	135	12	n.	n.	PROPN
cet-15617	135	13	m.	m.	PROPN
cet-15617	135	14	z.	z.	PROPN
cet-15617	135	15	,	,	PUNCT
cet-15617	135	16	shaifulazuar	shaifulazuar	VERB
cet-15617	135	17	r.	r.	PROPN
cet-15617	135	18	,	,	PUNCT
cet-15617	135	19	mohd	mohd	PROPN
cet-15617	135	20	z.	z.	PROPN
cet-15617	135	21	z.	z.	PROPN
cet-15617	135	22	,	,	PUNCT
cet-15617	136	1	mohd	mohd	PROPN
cet-15617	136	2	f.	f.	PROPN
cet-15617	136	3	m.	m.	PROPN
cet-15617	136	4	s.	s.	PROPN
cet-15617	136	5	,	,	PUNCT
cet-15617	136	6	mohammadreza	mohammadreza	PROPN
cet-15617	136	7	s.	s.	PROPN
cet-15617	136	8	,	,	PUNCT
cet-15617	136	9	2018	2018	NUM
cet-15617	136	10	,	,	PUNCT
cet-15617	136	11	investigation	investigation	NOUN
cet-15617	136	12	of	of	ADP
cet-15617	136	13	the	the	DET
cet-15617	136	14	thermophysical	thermophysical	ADJ
cet-15617	136	15	properties	property	NOUN
cet-15617	136	16	and	and	CCONJ
cet-15617	136	17	stability	stability	NOUN
cet-15617	136	18	performance	performance	NOUN
cet-15617	136	19	of	of	ADP
cet-15617	136	20	non	non	ADJ
cet-15617	136	21	-	-	ADJ
cet-15617	136	22	covalently	covalently	ADV
cet-15617	136	23	functionalized	functionalize	VERB
cet-15617	136	24	graphene	graphene	NOUN
cet-15617	136	25	nanoplatelets	nanoplatelet	NOUN
cet-15617	136	26	with	with	ADP
cet-15617	136	27	pluronic	pluronic	ADJ
cet-15617	136	28	p-123	p-123	NOUN
cet-15617	136	29	in	in	ADP
cet-15617	136	30	different	different	ADJ
cet-15617	136	31	solvents	solvent	NOUN
cet-15617	136	32	,	,	PUNCT
cet-15617	136	33	materials	material	NOUN
cet-15617	136	34	chemistry	chemistry	NOUN
cet-15617	136	35	and	and	CCONJ
cet-15617	136	36	physics	physics	NOUN
cet-15617	136	37	,	,	PUNCT
cet-15617	136	38	206	206	NUM
cet-15617	136	39	,	,	PUNCT
cet-15617	136	40	94	94	NUM
cet-15617	136	41	–	–	PUNCT
cet-15617	136	42	102	102	NUM
cet-15617	136	43	.	.	PUNCT
cet-15617	137	1	doi	doi	NOUN
cet-15617	137	2	:	:	PUNCT
cet-15617	137	3	https://doi.org/10.1016/j.matchemphys.2017.12.008	https://doi.org/10.1016/j.matchemphys.2017.12.008	NOUN
cet-15617	137	4	turki	turki	NOUN
cet-15617	137	5	s.	s.	PROPN
cet-15617	137	6	a.	a.	PROPN
cet-15617	137	7	,	,	PUNCT
cet-15617	137	8	kiran	kiran	PROPN
cet-15617	137	9	a.	a.	PROPN
cet-15617	137	10	,	,	PUNCT
cet-15617	137	11	2024	2024	NUM
cet-15617	137	12	,	,	PUNCT
cet-15617	137	13	machine	machine	NOUN
cet-15617	137	14	learning	learning	NOUN
cet-15617	137	15	approaches	approach	NOUN
cet-15617	137	16	to	to	PART
cet-15617	137	17	predict	predict	VERB
cet-15617	137	18	the	the	DET
cet-15617	137	19	strength	strength	NOUN
cet-15617	137	20	of	of	ADP
cet-15617	137	21	graphene	graphene	ADJ
cet-15617	137	22	nanoplatelets	nanoplatelet	NOUN
cet-15617	137	23	concrete	concrete	ADJ
cet-15617	137	24	:	:	PUNCT
cet-15617	137	25	optimization	optimization	NOUN
cet-15617	137	26	and	and	CCONJ
cet-15617	137	27	hyper	hyper	ADJ
cet-15617	137	28	tuning	tuning	NOUN
cet-15617	137	29	with	with	ADP
cet-15617	137	30	graphical	graphical	ADJ
cet-15617	137	31	user	user	NOUN
cet-15617	137	32	interface	interface	NOUN
cet-15617	137	33	,	,	PUNCT
cet-15617	137	34	materials	material	NOUN
cet-15617	137	35	today	today	NOUN
cet-15617	137	36	communications	communication	NOUN
cet-15617	137	37	,	,	PUNCT
cet-15617	137	38	40(1	40(1	NOUN
cet-15617	137	39	)	)	PUNCT
cet-15617	137	40	,	,	PUNCT
cet-15617	137	41	109946	109946	NUM
cet-15617	137	42	.	.	PUNCT
cet-15617	138	1	doi	doi	NOUN
cet-15617	138	2	:	:	PUNCT
cet-15617	138	3	http://dx.doi.org/10.1016/j.mtcomm.2024.109946	http://dx.doi.org/10.1016/j.mtcomm.2024.109946	PROPN
cet-15617	138	4	xin	xin	PROPN
cet-15617	138	5	l.	l.	PROPN
cet-15617	138	6	,	,	PUNCT
cet-15617	138	7	bing	bing	VERB
cet-15617	138	8	y.	y.	PROPN
cet-15617	138	9	,	,	PUNCT
cet-15617	138	10	jie	jie	PROPN
cet-15617	138	11	c.	c.	PROPN
cet-15617	138	12	,	,	PUNCT
cet-15617	138	13	dongxia	dongxia	PROPN
cet-15617	138	14	h.	h.	PROPN
cet-15617	138	15	,	,	PUNCT
cet-15617	138	16	jun	jun	PROPN
cet-15617	138	17	l.	l.	PROPN
cet-15617	138	18	,	,	PUNCT
cet-15617	138	19	ding	ding	NOUN
cet-15617	138	20	n.	n.	NOUN
cet-15617	138	21	,	,	PUNCT
cet-15617	138	22	2024	2024	NUM
cet-15617	138	23	,	,	PUNCT
cet-15617	138	24	optimized	optimize	VERB
cet-15617	138	25	functionalization	functionalization	NOUN
cet-15617	138	26	of	of	ADP
cet-15617	138	27	graphene	graphene	ADJ
cet-15617	138	28	oxide	oxide	NOUN
cet-15617	138	29	for	for	ADP
cet-15617	138	30	enhanced	enhanced	ADJ
cet-15617	138	31	mechanical	mechanical	ADJ
cet-15617	138	32	properties	property	NOUN
cet-15617	138	33	in	in	ADP
cet-15617	138	34	epoxy	epoxy	NOUN
cet-15617	138	35	resin	resin	NOUN
cet-15617	138	36	composites	composite	NOUN
cet-15617	138	37	,	,	PUNCT
cet-15617	138	38	coattings	coatting	NOUN
cet-15617	138	39	,	,	PUNCT
cet-15617	138	40	14	14	NUM
cet-15617	138	41	(	(	PUNCT
cet-15617	138	42	5	5	NUM
cet-15617	138	43	)	)	PUNCT
cet-15617	138	44	,	,	PUNCT
cet-15617	138	45	609	609	NUM
cet-15617	138	46	.	.	PUNCT
cet-15617	139	1	doi	doi	NOUN
cet-15617	139	2	:	:	PUNCT
cet-15617	139	3	https://doi.org/10.3390/coatings14050609	https://doi.org/10.3390/coatings14050609	PROPN
cet-15617	139	4	wan	wan	PROPN
cet-15617	139	5	n.	n.	PROPN
cet-15617	139	6	w.	w.	PROPN
cet-15617	139	7	b.	b.	PROPN
cet-15617	139	8	,	,	PUNCT
cet-15617	139	9	ruey	ruey	PROPN
cet-15617	139	10	s.	s.	PROPN
cet-15617	139	11	c.	c.	PROPN
cet-15617	139	12	,	,	PUNCT
cet-15617	139	13	dalila	dalila	PROPN
cet-15617	139	14	s.	s.	PROPN
cet-15617	139	15	,	,	PUNCT
cet-15617	139	16	muhamamad	muhamamad	PROPN
cet-15617	139	17	j.	j.	PROPN
cet-15617	139	18	,	,	PUNCT
cet-15617	139	19	mohd	mohd	PROPN
cet-15617	139	20	y.	y.	PROPN
cet-15617	139	21	,	,	PUNCT
cet-15617	139	22	mohamad	mohamad	PROPN
cet-15617	139	23	j.	j.	PROPN
cet-15617	139	24	s.	s.	PROPN
cet-15617	139	25	,	,	PUNCT
cet-15617	139	26	sahrim	sahrim	PROPN
cet-15617	139	27	a.	a.	NOUN
cet-15617	139	28	,	,	PUNCT
cet-15617	139	29	2021	2021	NUM
cet-15617	139	30	,	,	PUNCT
cet-15617	139	31	statistical	statistical	ADJ
cet-15617	139	32	optimization	optimization	NOUN
cet-15617	139	33	using	use	VERB
cet-15617	139	34	response	response	NOUN
cet-15617	139	35	surface	surface	NOUN
cet-15617	139	36	methodology	methodology	NOUN
cet-15617	139	37	for	for	ADP
cet-15617	139	38	enhanced	enhanced	ADJ
cet-15617	139	39	tensile	tensile	NOUN
cet-15617	139	40	strength	strength	NOUN
cet-15617	139	41	of	of	ADP
cet-15617	139	42	polyethylene	polyethylene	NOUN
cet-15617	139	43	/	/	SYM
cet-15617	139	44	graphene	graphene	NOUN
cet-15617	139	45	nanocomposites	nanocomposite	NOUN
cet-15617	139	46	,	,	PUNCT
cet-15617	139	47	international	international	ADJ
cet-15617	139	48	journal	journal	NOUN
cet-15617	139	49	of	of	ADP
cet-15617	139	50	integrated	integrated	ADJ
cet-15617	139	51	engineering	engineering	NOUN
cet-15617	139	52	,	,	PUNCT
cet-15617	139	53	13	13	NUM
cet-15617	139	54	(	(	PUNCT
cet-15617	139	55	6	6	NUM
cet-15617	139	56	)	)	PUNCT
cet-15617	139	57	,	,	PUNCT
cet-15617	139	58	109	109	NUM
cet-15617	139	59	–	–	SYM
cet-15617	139	60	117	117	NUM
cet-15617	139	61	.	.	PUNCT
cet-15617	140	1	doi	doi	NOUN
cet-15617	140	2	:	:	PUNCT
cet-15617	140	3	https://doi.org/10.30880/ijie.2021.13.06.010	https://doi.org/10.30880/ijie.2021.13.06.010	NOUN
cet-15617	140	4	516	516	NUM
cet-15617	140	5	https://doi.org/10.1021/acs.iecr.3c02581	https://doi.org/10.1021/acs.iecr.3c02581	NUM
cet-15617	140	6	https://doi.org/10.1080/10601326708053745	https://doi.org/10.1080/10601326708053745	PROPN
cet-15617	140	7	https://doi.org/10.1039/c5ra23801c	https://doi.org/10.1039/c5ra23801c	PUNCT
cet-15617	140	8	https://doi.org/10.1016/j.synthmet.2024.117697	https://doi.org/10.1016/j.synthmet.2024.117697	ADJ
cet-15617	140	9	https://doi.org/10.1016/j.matchemphys.2017.12.008	https://doi.org/10.1016/j.matchemphys.2017.12.008	NOUN
cet-15617	140	10	http://dx.doi.org/10.1016/j.mtcomm.2024.109946	http://dx.doi.org/10.1016/j.mtcomm.2024.109946	NOUN
cet-15617	140	11	https://doi.org/10.3390/coatings14050609	https://doi.org/10.3390/coatings14050609	NOUN
cet-15617	140	12	https://doi.org/10.30880/ijie.2021.13.06.010	https://doi.org/10.30880/ijie.2021.13.06.010	NOUN
cet-15617	140	13	421huan-pagato.pdf	421huan-pagato.pdf	PROPN
cet-15617	140	14	machine	machine	NOUN
cet-15617	140	15	learning	learning	NOUN
cet-15617	140	16	-	-	PUNCT
cet-15617	140	17	assisted	assist	VERB
cet-15617	140	18	optimization	optimization	NOUN
cet-15617	140	19	of	of	ADP
cet-15617	140	20	ultrasonic	ultrasonic	ADJ
cet-15617	140	21	dispersion	dispersion	NOUN
cet-15617	140	22	parameters	parameter	NOUN
cet-15617	140	23	for	for	ADP
cet-15617	140	24	graphene	graphene	ADJ
cet-15617	140	25	nanoribbons	nanoribbon	NOUN
cet-15617	140	26	in	in	ADP
cet-15617	140	27	paint	paint	NOUN
cet-15617	140	28	solvents	solvent	NOUN
cet-15617	140	29	:	:	PUNCT
cet-15617	140	30	a	a	DET
cet-15617	140	31	statistical	statistical	ADJ
cet-15617	140	32	analysis	analysis	NOUN