id	sid	tid	token	lemma	pos
ejpam-6795	1	1	european	european	PROPN
ejpam-6795	1	2	journal	journal	PROPN
ejpam-6795	1	3	of	of	ADP
ejpam-6795	1	4	pure	pure	ADJ
ejpam-6795	1	5	and	and	CCONJ
ejpam-6795	1	6	applied	applied	ADJ
ejpam-6795	1	7	mathematics	mathematic	NOUN
ejpam-6795	1	8	2025	2025	NUM
ejpam-6795	1	9	,	,	PUNCT
ejpam-6795	1	10	vol	vol	NOUN
ejpam-6795	1	11	.	.	PROPN
ejpam-6795	1	12	18	18	NUM
ejpam-6795	1	13	,	,	PUNCT
ejpam-6795	1	14	issue	issue	NOUN
ejpam-6795	1	15	4	4	NUM
ejpam-6795	1	16	,	,	PUNCT
ejpam-6795	1	17	article	article	NOUN
ejpam-6795	1	18	number	number	NOUN
ejpam-6795	1	19	6795	6795	NUM
ejpam-6795	1	20	issn	issn	PROPN
ejpam-6795	1	21	1307	1307	NUM
ejpam-6795	1	22	-	-	SYM
ejpam-6795	1	23	5543	5543	NUM
ejpam-6795	1	24	–	–	PUNCT
ejpam-6795	1	25	ejpam.com	ejpam.com	X
ejpam-6795	1	26	published	publish	VERB
ejpam-6795	1	27	by	by	ADP
ejpam-6795	1	28	new	new	PROPN
ejpam-6795	1	29	york	york	PROPN
ejpam-6795	1	30	business	business	PROPN
ejpam-6795	1	31	global	global	ADJ
ejpam-6795	1	32	prediction	prediction	NOUN
ejpam-6795	1	33	of	of	ADP
ejpam-6795	1	34	thermal	thermal	ADJ
ejpam-6795	1	35	behavior	behavior	NOUN
ejpam-6795	1	36	in	in	ADP
ejpam-6795	1	37	ferromagnetic	ferromagnetic	ADJ
ejpam-6795	1	38	carreau	carreau	PROPN
ejpam-6795	1	39	fluids	fluid	NOUN
ejpam-6795	1	40	using	use	VERB
ejpam-6795	1	41	neural	neural	ADJ
ejpam-6795	1	42	networks	network	NOUN
ejpam-6795	1	43	algorithm	algorithm	NOUN
ejpam-6795	1	44	saraj	saraj	PROPN
ejpam-6795	1	45	khan1	khan1	PROPN
ejpam-6795	1	46	,	,	PUNCT
ejpam-6795	1	47	muhammad	muhammad	PROPN
ejpam-6795	1	48	imran	imran	PROPN
ejpam-6795	1	49	asjad1,2,∗	asjad1,2,∗	PROPN
ejpam-6795	1	50	,	,	PUNCT
ejpam-6795	1	51	muhammad	muhammad	PROPN
ejpam-6795	1	52	naeem	naeem	PROPN
ejpam-6795	1	53	aslam3	aslam3	PROPN
ejpam-6795	1	54	,	,	PUNCT
ejpam-6795	1	55	marei	marei	NOUN
ejpam-6795	1	56	s.	s.	PROPN
ejpam-6795	1	57	alqarni4	alqarni4	PROPN
ejpam-6795	1	58	,	,	PUNCT
ejpam-6795	1	59	liliana	liliana	PROPN
ejpam-6795	1	60	guran5	guran5	PROPN
ejpam-6795	1	61	1	1	NUM
ejpam-6795	1	62	department	department	NOUN
ejpam-6795	1	63	of	of	ADP
ejpam-6795	1	64	mathematics	mathematic	NOUN
ejpam-6795	1	65	,	,	PUNCT
ejpam-6795	1	66	university	university	NOUN
ejpam-6795	1	67	of	of	ADP
ejpam-6795	1	68	management	management	NOUN
ejpam-6795	1	69	and	and	CCONJ
ejpam-6795	1	70	technology	technology	NOUN
ejpam-6795	1	71	,	,	PUNCT
ejpam-6795	1	72	lahore	lahore	NOUN
ejpam-6795	1	73	54770	54770	NUM
ejpam-6795	1	74	,	,	PUNCT
ejpam-6795	1	75	pakistan	pakistan	PROPN
ejpam-6795	1	76	2	2	NUM
ejpam-6795	1	77	jadara	jadara	PROPN
ejpam-6795	1	78	university	university	NOUN
ejpam-6795	1	79	research	research	NOUN
ejpam-6795	1	80	center	center	NOUN
ejpam-6795	1	81	,	,	PUNCT
ejpam-6795	1	82	jadara	jadara	PROPN
ejpam-6795	1	83	university	university	PROPN
ejpam-6795	1	84	,	,	PUNCT
ejpam-6795	1	85	irbid	irbid	PROPN
ejpam-6795	1	86	,	,	PUNCT
ejpam-6795	1	87	jordan	jordan	PROPN
ejpam-6795	1	88	3	3	NUM
ejpam-6795	1	89	department	department	PROPN
ejpam-6795	1	90	of	of	ADP
ejpam-6795	1	91	mathematics	mathematic	NOUN
ejpam-6795	1	92	,	,	PUNCT
ejpam-6795	1	93	lahore	lahore	PROPN
ejpam-6795	1	94	garrison	garrison	PROPN
ejpam-6795	1	95	university	university	PROPN
ejpam-6795	1	96	,	,	PUNCT
ejpam-6795	1	97	lahore	lahore	PROPN
ejpam-6795	1	98	,	,	PUNCT
ejpam-6795	1	99	pakistan	pakistan	PROPN
ejpam-6795	1	100	4	4	NUM
ejpam-6795	1	101	department	department	NOUN
ejpam-6795	1	102	of	of	ADP
ejpam-6795	1	103	mathematics	mathematic	NOUN
ejpam-6795	1	104	,	,	PUNCT
ejpam-6795	1	105	college	college	NOUN
ejpam-6795	1	106	of	of	ADP
ejpam-6795	1	107	science	science	NOUN
ejpam-6795	1	108	,	,	PUNCT
ejpam-6795	1	109	king	king	PROPN
ejpam-6795	1	110	khalid	khalid	PROPN
ejpam-6795	1	111	university	university	PROPN
ejpam-6795	1	112	,	,	PUNCT
ejpam-6795	1	113	abha	abha	NOUN
ejpam-6795	1	114	61413	61413	NUM
ejpam-6795	1	115	,	,	PUNCT
ejpam-6795	1	116	saudi	saudi	PROPN
ejpam-6795	1	117	arabia	arabia	PROPN
ejpam-6795	1	118	5	5	NUM
ejpam-6795	1	119	department	department	NOUN
ejpam-6795	1	120	of	of	ADP
ejpam-6795	1	121	hospitality	hospitality	PROPN
ejpam-6795	1	122	services	service	NOUN
ejpam-6795	1	123	,	,	PUNCT
ejpam-6795	1	124	faculty	faculty	NOUN
ejpam-6795	1	125	of	of	ADP
ejpam-6795	1	126	business	business	NOUN
ejpam-6795	1	127	,	,	PUNCT
ejpam-6795	1	128	babes	babes	NOUN
ejpam-6795	1	129	-	-	PUNCT
ejpam-6795	1	130	bolyai	bolyai	NOUN
ejpam-6795	1	131	university	university	NOUN
ejpam-6795	1	132	,	,	PUNCT
ejpam-6795	1	133	horea	horea	PROPN
ejpam-6795	1	134	street	street	PROPN
ejpam-6795	1	135	no	no	INTJ
ejpam-6795	1	136	.	.	PROPN
ejpam-6795	1	137	7	7	NUM
ejpam-6795	1	138	,	,	PUNCT
ejpam-6795	1	139	400174	400174	NUM
ejpam-6795	1	140	,	,	PUNCT
ejpam-6795	1	141	cluj	cluj	NOUN
ejpam-6795	1	142	-	-	PUNCT
ejpam-6795	1	143	napoca	napoca	NOUN
ejpam-6795	1	144	,	,	PUNCT
ejpam-6795	1	145	romania	romania	PROPN
ejpam-6795	1	146	abstract	abstract	NOUN
ejpam-6795	1	147	.	.	PUNCT
ejpam-6795	2	1	this	this	DET
ejpam-6795	2	2	study	study	NOUN
ejpam-6795	2	3	investigates	investigate	VERB
ejpam-6795	2	4	the	the	DET
ejpam-6795	2	5	melting	melt	VERB
ejpam-6795	2	6	heat	heat	NOUN
ejpam-6795	2	7	transfer	transfer	NOUN
ejpam-6795	2	8	characteristics	characteristic	NOUN
ejpam-6795	2	9	of	of	ADP
ejpam-6795	2	10	a	a	DET
ejpam-6795	2	11	ferromagnetic	ferromagnetic	ADJ
ejpam-6795	2	12	carreau	carreau	PROPN
ejpam-6795	2	13	fluid	fluid	NOUN
ejpam-6795	2	14	(	(	PUNCT
ejpam-6795	2	15	fcf	fcf	NOUN
ejpam-6795	2	16	)	)	PUNCT
ejpam-6795	2	17	influenced	influence	VERB
ejpam-6795	2	18	by	by	ADP
ejpam-6795	2	19	an	an	DET
ejpam-6795	2	20	external	external	ADJ
ejpam-6795	2	21	magnetic	magnetic	ADJ
ejpam-6795	2	22	dipole	dipole	NOUN
ejpam-6795	2	23	.	.	PUNCT
ejpam-6795	3	1	the	the	DET
ejpam-6795	3	2	carreau	carreau	PROPN
ejpam-6795	3	3	model	model	PROPN
ejpam-6795	3	4	captures	capture	VERB
ejpam-6795	3	5	the	the	DET
ejpam-6795	3	6	non	non	ADJ
ejpam-6795	3	7	-	-	ADJ
ejpam-6795	3	8	newtonian	newtonian	ADJ
ejpam-6795	3	9	shear	shear	NOUN
ejpam-6795	3	10	-	-	PUNCT
ejpam-6795	3	11	thinning	thin	VERB
ejpam-6795	3	12	and	and	CCONJ
ejpam-6795	3	13	shear	shear	NOUN
ejpam-6795	3	14	-	-	PUNCT
ejpam-6795	3	15	thickening	thicken	VERB
ejpam-6795	3	16	nature	nature	NOUN
ejpam-6795	3	17	of	of	ADP
ejpam-6795	3	18	the	the	DET
ejpam-6795	3	19	fluid	fluid	NOUN
ejpam-6795	3	20	,	,	PUNCT
ejpam-6795	3	21	while	while	SCONJ
ejpam-6795	3	22	ferromagnetic	ferromagnetic	ADJ
ejpam-6795	3	23	effects	effect	NOUN
ejpam-6795	3	24	introduce	introduce	VERB
ejpam-6795	3	25	magnetically	magnetically	ADV
ejpam-6795	3	26	induced	induce	VERB
ejpam-6795	3	27	forces	force	NOUN
ejpam-6795	3	28	that	that	PRON
ejpam-6795	3	29	modify	modify	VERB
ejpam-6795	3	30	flow	flow	NOUN
ejpam-6795	3	31	and	and	CCONJ
ejpam-6795	3	32	heat	heat	NOUN
ejpam-6795	3	33	transport	transport	NOUN
ejpam-6795	3	34	.	.	PUNCT
ejpam-6795	4	1	the	the	DET
ejpam-6795	4	2	governing	govern	VERB
ejpam-6795	4	3	nonlinear	nonlinear	ADJ
ejpam-6795	4	4	ordinary	ordinary	ADJ
ejpam-6795	4	5	differential	differential	ADJ
ejpam-6795	4	6	equations	equation	NOUN
ejpam-6795	4	7	are	be	AUX
ejpam-6795	4	8	solved	solve	VERB
ejpam-6795	4	9	using	use	VERB
ejpam-6795	4	10	matlab	matlab	PROPN
ejpam-6795	4	11	’s	’s	PART
ejpam-6795	4	12	bvp4c	bvp4c	PROPN
ejpam-6795	4	13	solver	solver	NOUN
ejpam-6795	4	14	.	.	PUNCT
ejpam-6795	5	1	the	the	DET
ejpam-6795	5	2	resulting	result	VERB
ejpam-6795	5	3	reference	reference	NOUN
ejpam-6795	5	4	data	datum	NOUN
ejpam-6795	5	5	are	be	AUX
ejpam-6795	5	6	used	use	VERB
ejpam-6795	5	7	to	to	PART
ejpam-6795	5	8	train	train	VERB
ejpam-6795	5	9	an	an	DET
ejpam-6795	5	10	artificial	artificial	ADJ
ejpam-6795	5	11	neural	neural	ADJ
ejpam-6795	5	12	network	network	NOUN
ejpam-6795	5	13	(	(	PUNCT
ejpam-6795	5	14	ann	ann	PROPN
ejpam-6795	5	15	)	)	PUNCT
ejpam-6795	5	16	optimized	optimize	VERB
ejpam-6795	5	17	via	via	ADP
ejpam-6795	5	18	the	the	DET
ejpam-6795	5	19	levenberg	levenberg	PROPN
ejpam-6795	5	20	–	–	PUNCT
ejpam-6795	5	21	marquardt	marquardt	PROPN
ejpam-6795	5	22	technique	technique	NOUN
ejpam-6795	5	23	(	(	PUNCT
ejpam-6795	5	24	lmt	lmt	PROPN
ejpam-6795	5	25	)	)	PUNCT
ejpam-6795	5	26	.	.	PUNCT
ejpam-6795	6	1	the	the	DET
ejpam-6795	6	2	proposed	propose	VERB
ejpam-6795	6	3	ann	ann	PROPN
ejpam-6795	6	4	–	–	PUNCT
ejpam-6795	6	5	lmt	lmt	NOUN
ejpam-6795	6	6	framework	framework	NOUN
ejpam-6795	6	7	demonstrates	demonstrate	VERB
ejpam-6795	6	8	high	high	ADJ
ejpam-6795	6	9	predictive	predictive	ADJ
ejpam-6795	6	10	accuracy	accuracy	NOUN
ejpam-6795	6	11	with	with	ADP
ejpam-6795	6	12	low	low	ADJ
ejpam-6795	6	13	mean	mean	NOUN
ejpam-6795	6	14	squared	square	VERB
ejpam-6795	6	15	error	error	NOUN
ejpam-6795	6	16	(	(	PUNCT
ejpam-6795	6	17	mse	mse	NOUN
ejpam-6795	6	18	)	)	PUNCT
ejpam-6795	6	19	values	value	NOUN
ejpam-6795	6	20	,	,	PUNCT
ejpam-6795	6	21	showing	show	VERB
ejpam-6795	6	22	excellent	excellent	ADJ
ejpam-6795	6	23	agreement	agreement	NOUN
ejpam-6795	6	24	with	with	ADP
ejpam-6795	6	25	numerical	numerical	ADJ
ejpam-6795	6	26	results	result	NOUN
ejpam-6795	6	27	.	.	PUNCT
ejpam-6795	7	1	a	a	DET
ejpam-6795	7	2	specific	specific	ADJ
ejpam-6795	7	3	set	set	NOUN
ejpam-6795	7	4	of	of	ADP
ejpam-6795	7	5	physical	physical	ADJ
ejpam-6795	7	6	parameters	parameter	NOUN
ejpam-6795	7	7	including	include	VERB
ejpam-6795	7	8	the	the	DET
ejpam-6795	7	9	melting	melting	NOUN
ejpam-6795	7	10	parameter	parameter	NOUN
ejpam-6795	7	11	(	(	PUNCT
ejpam-6795	7	12	b	b	NOUN
ejpam-6795	7	13	)	)	PUNCT
ejpam-6795	7	14	,	,	PUNCT
ejpam-6795	7	15	ferromagnetic	ferromagnetic	ADJ
ejpam-6795	7	16	interaction	interaction	NOUN
ejpam-6795	7	17	parameter	parameter	NOUN
ejpam-6795	7	18	(	(	PUNCT
ejpam-6795	7	19	β	β	NOUN
ejpam-6795	7	20	)	)	PUNCT
ejpam-6795	7	21	,	,	PUNCT
ejpam-6795	7	22	eckert	eckert	PROPN
ejpam-6795	7	23	number	number	PROPN
ejpam-6795	7	24	(	(	PUNCT
ejpam-6795	7	25	ec	ec	PROPN
ejpam-6795	7	26	)	)	PUNCT
ejpam-6795	7	27	,	,	PUNCT
ejpam-6795	7	28	prandtl	prandtl	NOUN
ejpam-6795	7	29	number	number	NOUN
ejpam-6795	7	30	(	(	PUNCT
ejpam-6795	7	31	pr	pr	NOUN
ejpam-6795	7	32	)	)	PUNCT
ejpam-6795	7	33	,	,	PUNCT
ejpam-6795	7	34	schmidt	schmidt	ADJ
ejpam-6795	7	35	number	number	NOUN
ejpam-6795	7	36	(	(	PUNCT
ejpam-6795	7	37	sc	sc	PROPN
ejpam-6795	7	38	)	)	PUNCT
ejpam-6795	7	39	,	,	PUNCT
ejpam-6795	7	40	dimensionless	dimensionless	NOUN
ejpam-6795	7	41	curie	curie	NOUN
ejpam-6795	7	42	temperature	temperature	NOUN
ejpam-6795	7	43	(	(	PUNCT
ejpam-6795	7	44	ϵ	ϵ	NOUN
ejpam-6795	7	45	)	)	PUNCT
ejpam-6795	7	46	and	and	CCONJ
ejpam-6795	7	47	weissenberg	weissenberg	PROPN
ejpam-6795	7	48	number	number	NOUN
ejpam-6795	7	49	(	(	PUNCT
ejpam-6795	7	50	we	we	PRON
ejpam-6795	7	51	)	)	PUNCT
ejpam-6795	7	52	was	be	AUX
ejpam-6795	7	53	used	use	VERB
ejpam-6795	7	54	to	to	PART
ejpam-6795	7	55	simulate	simulate	VERB
ejpam-6795	7	56	the	the	DET
ejpam-6795	7	57	ferromagnetic	ferromagnetic	PROPN
ejpam-6795	7	58	carreau	carreau	PROPN
ejpam-6795	7	59	fluid	fluid	NOUN
ejpam-6795	7	60	flow	flow	NOUN
ejpam-6795	7	61	.	.	PUNCT
ejpam-6795	8	1	physically	physically	ADV
ejpam-6795	8	2	,	,	PUNCT
ejpam-6795	8	3	increasing	increase	VERB
ejpam-6795	8	4	we	we	PRON
ejpam-6795	8	5	and	and	CCONJ
ejpam-6795	8	6	β	β	NOUN
ejpam-6795	8	7	reduces	reduce	VERB
ejpam-6795	8	8	the	the	DET
ejpam-6795	8	9	velocity	velocity	NOUN
ejpam-6795	8	10	,	,	PUNCT
ejpam-6795	8	11	while	while	SCONJ
ejpam-6795	8	12	higher	high	ADJ
ejpam-6795	8	13	pr	pr	NOUN
ejpam-6795	8	14	and	and	CCONJ
ejpam-6795	8	15	b	b	NOUN
ejpam-6795	8	16	suppress	suppress	ADJ
ejpam-6795	8	17	temperature	temperature	NOUN
ejpam-6795	8	18	and	and	CCONJ
ejpam-6795	8	19	concentration	concentration	NOUN
ejpam-6795	8	20	due	due	ADP
ejpam-6795	8	21	to	to	ADP
ejpam-6795	8	22	diffusion	diffusion	NOUN
ejpam-6795	8	23	and	and	CCONJ
ejpam-6795	8	24	melting	melting	NOUN
ejpam-6795	8	25	effects	effect	NOUN
ejpam-6795	8	26	.	.	PUNCT
ejpam-6795	9	1	conversely	conversely	ADV
ejpam-6795	9	2	,	,	PUNCT
ejpam-6795	9	3	greater	great	ADJ
ejpam-6795	9	4	ec	ec	NOUN
ejpam-6795	9	5	enhances	enhance	VERB
ejpam-6795	9	6	thermal	thermal	ADJ
ejpam-6795	9	7	gradients	gradient	NOUN
ejpam-6795	9	8	,	,	PUNCT
ejpam-6795	9	9	sc	sc	PROPN
ejpam-6795	9	10	weakens	weaken	VERB
ejpam-6795	9	11	solute	solute	NOUN
ejpam-6795	9	12	diffusion	diffusion	NOUN
ejpam-6795	9	13	,	,	PUNCT
ejpam-6795	9	14	and	and	CCONJ
ejpam-6795	9	15	rising	rise	VERB
ejpam-6795	9	16	ϵ	ϵ	NUM
ejpam-6795	9	17	increases	increase	VERB
ejpam-6795	9	18	concentration	concentration	NOUN
ejpam-6795	9	19	.	.	PUNCT
ejpam-6795	10	1	overall	overall	ADV
ejpam-6795	10	2	,	,	PUNCT
ejpam-6795	10	3	the	the	DET
ejpam-6795	10	4	ann	ann	PROPN
ejpam-6795	10	5	–	–	PUNCT
ejpam-6795	10	6	lmt	lmt	PROPN
ejpam-6795	10	7	model	model	NOUN
ejpam-6795	10	8	provides	provide	VERB
ejpam-6795	10	9	an	an	DET
ejpam-6795	10	10	efficient	efficient	ADJ
ejpam-6795	10	11	and	and	CCONJ
ejpam-6795	10	12	accurate	accurate	ADJ
ejpam-6795	10	13	computational	computational	ADJ
ejpam-6795	10	14	alternative	alternative	NOUN
ejpam-6795	10	15	for	for	ADP
ejpam-6795	10	16	analyzing	analyze	VERB
ejpam-6795	10	17	complex	complex	ADJ
ejpam-6795	10	18	magnetothermal	magnetothermal	NOUN
ejpam-6795	10	19	flow	flow	NOUN
ejpam-6795	10	20	systems	system	NOUN
ejpam-6795	10	21	,	,	PUNCT
ejpam-6795	10	22	with	with	ADP
ejpam-6795	10	23	potential	potential	ADJ
ejpam-6795	10	24	extensions	extension	NOUN
ejpam-6795	10	25	to	to	ADP
ejpam-6795	10	26	unsteady	unsteady	ADJ
ejpam-6795	10	27	and	and	CCONJ
ejpam-6795	10	28	three	three	NUM
ejpam-6795	10	29	-	-	PUNCT
ejpam-6795	10	30	dimensional	dimensional	ADJ
ejpam-6795	10	31	configurations	configuration	NOUN
ejpam-6795	10	32	.	.	PUNCT
ejpam-6795	11	1	2020	2020	NUM
ejpam-6795	11	2	mathematics	mathematic	NOUN
ejpam-6795	11	3	subject	subject	NOUN
ejpam-6795	11	4	classifications	classification	NOUN
ejpam-6795	11	5	:	:	PUNCT
ejpam-6795	11	6	76w05	76w05	NUM
ejpam-6795	11	7	,	,	PUNCT
ejpam-6795	11	8	80a20	80a20	NUM
ejpam-6795	11	9	,	,	PUNCT
ejpam-6795	11	10	68t07	68t07	NUM
ejpam-6795	11	11	,	,	PUNCT
ejpam-6795	11	12	76a05	76a05	NUM
ejpam-6795	11	13	key	key	ADJ
ejpam-6795	11	14	words	word	NOUN
ejpam-6795	11	15	and	and	CCONJ
ejpam-6795	11	16	phrases	phrase	NOUN
ejpam-6795	11	17	:	:	PUNCT
ejpam-6795	11	18	levenberg	levenberg	PROPN
ejpam-6795	11	19	–	–	PUNCT
ejpam-6795	11	20	marquardt	marquardt	PROPN
ejpam-6795	11	21	algorithm	algorithm	PROPN
ejpam-6795	11	22	,	,	PUNCT
ejpam-6795	11	23	ferromagnetic	ferromagnetic	PROPN
ejpam-6795	11	24	carreau	carreau	PROPN
ejpam-6795	11	25	fluid	fluid	NOUN
ejpam-6795	11	26	,	,	PUNCT
ejpam-6795	11	27	thermal	thermal	ADJ
ejpam-6795	11	28	boundary	boundary	ADJ
ejpam-6795	11	29	layer	layer	NOUN
ejpam-6795	11	30	,	,	PUNCT
ejpam-6795	11	31	thermal	thermal	ADJ
ejpam-6795	11	32	behavior	behavior	NOUN
ejpam-6795	11	33	prediction	prediction	NOUN
ejpam-6795	11	34	,	,	PUNCT
ejpam-6795	11	35	magnetohydrodynamics	magnetohydrodynamics	PROPN
ejpam-6795	11	36	∗corresponding	∗corresponde	VERB
ejpam-6795	11	37	author	author	NOUN
ejpam-6795	11	38	.	.	PUNCT
ejpam-6795	12	1	doi	doi	NOUN
ejpam-6795	12	2	:	:	PUNCT
ejpam-6795	12	3	https://doi.org/10.29020/nybg.ejpam.v18i4.6795	https://doi.org/10.29020/nybg.ejpam.v18i4.6795	ADP
ejpam-6795	12	4	email	email	NOUN
ejpam-6795	12	5	addresses	address	NOUN
ejpam-6795	12	6	:	:	PUNCT
ejpam-6795	12	7	saraj.khan.niazi@gmail.com	saraj.khan.niazi@gmail.com	PROPN
ejpam-6795	12	8	(	(	PUNCT
ejpam-6795	12	9	s.	s.	PROPN
ejpam-6795	12	10	khan	khan	PROPN
ejpam-6795	12	11	)	)	PUNCT
ejpam-6795	12	12	,	,	PUNCT
ejpam-6795	12	13	imran.asjad@umt.edu.pk	imran.asjad@umt.edu.pk	NOUN
ejpam-6795	12	14	(	(	PUNCT
ejpam-6795	12	15	m.	m.	PROPN
ejpam-6795	12	16	i.	i.	PROPN
ejpam-6795	12	17	asjad	asjad	PROPN
ejpam-6795	12	18	)	)	PUNCT
ejpam-6795	12	19	,	,	PUNCT
ejpam-6795	12	20	muhammadnaeemaslam10@gmail.com	muhammadnaeemaslam10@gmail.com	X
ejpam-6795	12	21	(	(	PUNCT
ejpam-6795	12	22	m.	m.	PROPN
ejpam-6795	12	23	n.	n.	PROPN
ejpam-6795	12	24	aslam	aslam	PROPN
ejpam-6795	12	25	)	)	PUNCT
ejpam-6795	12	26	,	,	PUNCT
ejpam-6795	12	27	msalqarni@kku.edu.sa	msalqarni@kku.edu.sa	NOUN
ejpam-6795	12	28	(	(	PUNCT
ejpam-6795	12	29	m.	m.	PROPN
ejpam-6795	12	30	s.	s.	PROPN
ejpam-6795	12	31	alqarni	alqarni	PROPN
ejpam-6795	12	32	)	)	PUNCT
ejpam-6795	12	33	,	,	PUNCT
ejpam-6795	12	34	liliana.guran@ubbcluj.ro	liliana.guran@ubbcluj.ro	NOUN
ejpam-6795	12	35	(	(	PUNCT
ejpam-6795	12	36	l.	l.	PROPN
ejpam-6795	12	37	guran	guran	PROPN
ejpam-6795	12	38	)	)	PUNCT
ejpam-6795	12	39	https://www.ejpam.com	https://www.ejpam.com	X
ejpam-6795	12	40	1	1	NUM
ejpam-6795	12	41	copyright	copyright	NOUN
ejpam-6795	12	42	:	:	PUNCT
ejpam-6795	13	1	©	©	PROPN
ejpam-6795	13	2	2025	2025	NUM
ejpam-6795	13	3	the	the	DET
ejpam-6795	13	4	author(s	author(s	NOUN
ejpam-6795	13	5	)	)	PUNCT
ejpam-6795	13	6	.	.	PUNCT
ejpam-6795	14	1	(	(	PUNCT
ejpam-6795	14	2	cc	cc	NOUN
ejpam-6795	14	3	by	by	ADP
ejpam-6795	14	4	-	-	PUNCT
ejpam-6795	14	5	nc	nc	PROPN
ejpam-6795	14	6	4.0	4.0	NUM
ejpam-6795	14	7	)	)	PUNCT
ejpam-6795	14	8	s.	s.	PROPN
ejpam-6795	14	9	khan	khan	PROPN
ejpam-6795	14	10	et	et	PROPN
ejpam-6795	14	11	al	al	PROPN
ejpam-6795	14	12	.	.	PUNCT
ejpam-6795	14	13	/	/	SYM
ejpam-6795	14	14	eur	eur	PROPN
ejpam-6795	14	15	.	.	PUNCT
ejpam-6795	15	1	j.	j.	PROPN
ejpam-6795	15	2	pure	pure	PROPN
ejpam-6795	15	3	appl	appl	PROPN
ejpam-6795	15	4	.	.	PROPN
ejpam-6795	15	5	math	math	PROPN
ejpam-6795	15	6	,	,	PUNCT
ejpam-6795	15	7	18	18	NUM
ejpam-6795	15	8	(	(	PUNCT
ejpam-6795	15	9	4	4	NUM
ejpam-6795	15	10	)	)	PUNCT
ejpam-6795	15	11	(	(	PUNCT
ejpam-6795	15	12	2025	2025	NUM
ejpam-6795	15	13	)	)	PUNCT
ejpam-6795	15	14	,	,	PUNCT
ejpam-6795	15	15	6795	6795	NUM
ejpam-6795	15	16	2	2	NUM
ejpam-6795	15	17	of	of	ADP
ejpam-6795	15	18	33	33	NUM
ejpam-6795	15	19	1	1	NUM
ejpam-6795	15	20	.	.	PUNCT
ejpam-6795	16	1	introduction	introduction	NOUN
ejpam-6795	16	2	ferromagnetic	ferromagnetic	PROPN
ejpam-6795	16	3	carreau	carreau	PROPN
ejpam-6795	16	4	fluids	fluid	NOUN
ejpam-6795	16	5	form	form	VERB
ejpam-6795	16	6	a	a	DET
ejpam-6795	16	7	unique	unique	ADJ
ejpam-6795	16	8	class	class	NOUN
ejpam-6795	16	9	of	of	ADP
ejpam-6795	16	10	complex	complex	ADJ
ejpam-6795	16	11	fluids	fluid	NOUN
ejpam-6795	16	12	that	that	PRON
ejpam-6795	16	13	combine	combine	VERB
ejpam-6795	16	14	shear	shear	ADJ
ejpam-6795	16	15	dependent	dependent	ADJ
ejpam-6795	16	16	viscosity	viscosity	NOUN
ejpam-6795	16	17	with	with	ADP
ejpam-6795	16	18	magnetic	magnetic	ADJ
ejpam-6795	16	19	responsiveness	responsiveness	NOUN
ejpam-6795	16	20	,	,	PUNCT
ejpam-6795	16	21	enabling	enable	VERB
ejpam-6795	16	22	control	control	NOUN
ejpam-6795	16	23	through	through	ADP
ejpam-6795	16	24	external	external	ADJ
ejpam-6795	16	25	magnetic	magnetic	ADJ
ejpam-6795	16	26	fields	field	NOUN
ejpam-6795	16	27	[	[	X
ejpam-6795	16	28	1–3	1–3	NOUN
ejpam-6795	16	29	]	]	X
ejpam-6795	16	30	.	.	PUNCT
ejpam-6795	17	1	this	this	DET
ejpam-6795	17	2	dual	dual	ADJ
ejpam-6795	17	3	behavior	behavior	NOUN
ejpam-6795	17	4	,	,	PUNCT
ejpam-6795	17	5	arising	arise	VERB
ejpam-6795	17	6	from	from	ADP
ejpam-6795	17	7	the	the	DET
ejpam-6795	17	8	carreau	carreau	PROPN
ejpam-6795	17	9	model	model	PROPN
ejpam-6795	17	10	’s	’s	PART
ejpam-6795	17	11	non	non	ADJ
ejpam-6795	17	12	-	-	ADJ
ejpam-6795	17	13	newtonian	newtonian	ADJ
ejpam-6795	17	14	rheology	rheology	NOUN
ejpam-6795	17	15	and	and	CCONJ
ejpam-6795	17	16	magnetic	magnetic	ADJ
ejpam-6795	17	17	susceptibility	susceptibility	NOUN
ejpam-6795	17	18	,	,	PUNCT
ejpam-6795	17	19	has	have	AUX
ejpam-6795	17	20	made	make	VERB
ejpam-6795	17	21	such	such	ADJ
ejpam-6795	17	22	fluids	fluid	NOUN
ejpam-6795	17	23	valuable	valuable	ADJ
ejpam-6795	17	24	in	in	ADP
ejpam-6795	17	25	applications	application	NOUN
ejpam-6795	17	26	like	like	ADP
ejpam-6795	17	27	magnetic	magnetic	ADJ
ejpam-6795	17	28	drug	drug	NOUN
ejpam-6795	17	29	delivery	delivery	NOUN
ejpam-6795	17	30	,	,	PUNCT
ejpam-6795	17	31	ferrofluid	ferrofluid	NOUN
ejpam-6795	17	32	-	-	PUNCT
ejpam-6795	17	33	based	base	VERB
ejpam-6795	17	34	heat	heat	NOUN
ejpam-6795	17	35	exchangers	exchanger	NOUN
ejpam-6795	17	36	,	,	PUNCT
ejpam-6795	17	37	microfluidics	microfluidic	NOUN
ejpam-6795	17	38	,	,	PUNCT
ejpam-6795	17	39	and	and	CCONJ
ejpam-6795	17	40	cooling	cool	VERB
ejpam-6795	17	41	systems	system	NOUN
ejpam-6795	17	42	[	[	X
ejpam-6795	17	43	4	4	NUM
ejpam-6795	17	44	]	]	PUNCT
ejpam-6795	17	45	.	.	PUNCT
ejpam-6795	18	1	the	the	DET
ejpam-6795	18	2	interaction	interaction	NOUN
ejpam-6795	18	3	between	between	ADP
ejpam-6795	18	4	magnetic	magnetic	ADJ
ejpam-6795	18	5	forces	force	NOUN
ejpam-6795	18	6	and	and	CCONJ
ejpam-6795	18	7	nonlinear	nonlinear	ADJ
ejpam-6795	18	8	viscosity	viscosity	NOUN
ejpam-6795	18	9	introduces	introduce	VERB
ejpam-6795	18	10	additional	additional	ADJ
ejpam-6795	18	11	complexity	complexity	NOUN
ejpam-6795	18	12	in	in	ADP
ejpam-6795	18	13	flow	flow	NOUN
ejpam-6795	18	14	modeling	modeling	NOUN
ejpam-6795	18	15	and	and	CCONJ
ejpam-6795	18	16	heat	heat	NOUN
ejpam-6795	18	17	transfer	transfer	NOUN
ejpam-6795	18	18	analysis	analysis	NOUN
ejpam-6795	18	19	.	.	PUNCT
ejpam-6795	19	1	shah	shah	PROPN
ejpam-6795	19	2	et	et	PROPN
ejpam-6795	19	3	al	al	PROPN
ejpam-6795	19	4	.	.	PUNCT
ejpam-6795	20	1	[	[	X
ejpam-6795	20	2	5	5	NUM
ejpam-6795	20	3	]	]	PUNCT
ejpam-6795	20	4	examined	examine	VERB
ejpam-6795	20	5	mhd	mhd	NOUN
ejpam-6795	20	6	convective	convective	ADJ
ejpam-6795	20	7	heat	heat	NOUN
ejpam-6795	20	8	transfer	transfer	NOUN
ejpam-6795	20	9	in	in	ADP
ejpam-6795	20	10	carreau	carreau	PROPN
ejpam-6795	20	11	fluids	fluid	NOUN
ejpam-6795	20	12	and	and	CCONJ
ejpam-6795	20	13	found	find	VERB
ejpam-6795	20	14	that	that	SCONJ
ejpam-6795	20	15	temperature	temperature	NOUN
ejpam-6795	20	16	-	-	PUNCT
ejpam-6795	20	17	dependent	dependent	ADJ
ejpam-6795	20	18	viscosity	viscosity	NOUN
ejpam-6795	20	19	and	and	CCONJ
ejpam-6795	20	20	conductivity	conductivity	NOUN
ejpam-6795	20	21	significantly	significantly	ADV
ejpam-6795	20	22	affect	affect	VERB
ejpam-6795	20	23	the	the	DET
ejpam-6795	20	24	thermal	thermal	ADJ
ejpam-6795	20	25	boundary	boundary	ADJ
ejpam-6795	20	26	layer	layer	NOUN
ejpam-6795	20	27	,	,	PUNCT
ejpam-6795	20	28	while	while	SCONJ
ejpam-6795	20	29	al	al	PROPN
ejpam-6795	20	30	-	-	PUNCT
ejpam-6795	20	31	khafajy	khafajy	PROPN
ejpam-6795	20	32	et	et	PROPN
ejpam-6795	20	33	al	al	PROPN
ejpam-6795	20	34	.	.	PUNCT
ejpam-6795	21	1	[	[	X
ejpam-6795	21	2	6	6	NUM
ejpam-6795	21	3	]	]	PUNCT
ejpam-6795	21	4	analyzed	analyze	VERB
ejpam-6795	21	5	peristaltic	peristaltic	ADJ
ejpam-6795	21	6	transport	transport	NOUN
ejpam-6795	21	7	in	in	ADP
ejpam-6795	21	8	elastic	elastic	ADJ
ejpam-6795	21	9	channels	channel	NOUN
ejpam-6795	21	10	,	,	PUNCT
ejpam-6795	21	11	revealing	reveal	VERB
ejpam-6795	21	12	key	key	ADJ
ejpam-6795	21	13	insights	insight	NOUN
ejpam-6795	21	14	into	into	ADP
ejpam-6795	21	15	non	non	ADJ
ejpam-6795	21	16	-	-	ADJ
ejpam-6795	21	17	newtonian	newtonian	ADJ
ejpam-6795	21	18	flow	flow	NOUN
ejpam-6795	21	19	behavior	behavior	NOUN
ejpam-6795	21	20	under	under	ADP
ejpam-6795	21	21	physiological	physiological	ADJ
ejpam-6795	21	22	conditions	condition	NOUN
ejpam-6795	21	23	.	.	PUNCT
ejpam-6795	22	1	rehman	rehman	NOUN
ejpam-6795	22	2	et	et	PROPN
ejpam-6795	22	3	al	al	PROPN
ejpam-6795	22	4	.	.	PUNCT
ejpam-6795	23	1	[	[	X
ejpam-6795	23	2	7	7	X
ejpam-6795	23	3	]	]	PUNCT
ejpam-6795	23	4	analyzed	analyze	VERB
ejpam-6795	23	5	thermal	thermal	ADJ
ejpam-6795	23	6	behavior	behavior	NOUN
ejpam-6795	23	7	in	in	ADP
ejpam-6795	23	8	converging	converge	VERB
ejpam-6795	23	9	channels	channel	NOUN
ejpam-6795	23	10	with	with	ADP
ejpam-6795	23	11	mass	mass	ADJ
ejpam-6795	23	12	transfer	transfer	NOUN
ejpam-6795	23	13	and	and	CCONJ
ejpam-6795	23	14	cattaneo	cattaneo	ADJ
ejpam-6795	23	15	-	-	PUNCT
ejpam-6795	23	16	christov	christov	PROPN
ejpam-6795	23	17	heat	heat	NOUN
ejpam-6795	23	18	flux	flux	NOUN
ejpam-6795	23	19	,	,	PUNCT
ejpam-6795	23	20	highlighting	highlight	VERB
ejpam-6795	23	21	the	the	DET
ejpam-6795	23	22	critical	critical	ADJ
ejpam-6795	23	23	role	role	NOUN
ejpam-6795	23	24	of	of	ADP
ejpam-6795	23	25	inertia	inertia	NOUN
ejpam-6795	23	26	and	and	CCONJ
ejpam-6795	23	27	heat	heat	NOUN
ejpam-6795	23	28	propagation	propagation	NOUN
ejpam-6795	23	29	delays	delay	NOUN
ejpam-6795	23	30	in	in	ADP
ejpam-6795	23	31	flow	flow	NOUN
ejpam-6795	23	32	modulation	modulation	NOUN
ejpam-6795	23	33	.	.	PUNCT
ejpam-6795	24	1	kutev	kutev	PROPN
ejpam-6795	24	2	et	et	PROPN
ejpam-6795	24	3	al	al	PROPN
ejpam-6795	24	4	.	.	PUNCT
ejpam-6795	25	1	[	[	X
ejpam-6795	25	2	8	8	NUM
ejpam-6795	25	3	]	]	PUNCT
ejpam-6795	25	4	provided	provide	VERB
ejpam-6795	25	5	a	a	DET
ejpam-6795	25	6	theoretical	theoretical	ADJ
ejpam-6795	25	7	investigation	investigation	NOUN
ejpam-6795	25	8	into	into	ADP
ejpam-6795	25	9	unsteady	unsteady	ADJ
ejpam-6795	25	10	carreau	carreau	PROPN
ejpam-6795	25	11	fluid	fluid	ADJ
ejpam-6795	25	12	flow	flow	NOUN
ejpam-6795	25	13	in	in	ADP
ejpam-6795	25	14	pipes	pipe	NOUN
ejpam-6795	25	15	,	,	PUNCT
ejpam-6795	25	16	identifying	identify	VERB
ejpam-6795	25	17	bounds	bound	NOUN
ejpam-6795	25	18	on	on	ADP
ejpam-6795	25	19	flow	flow	NOUN
ejpam-6795	25	20	behavior	behavior	NOUN
ejpam-6795	25	21	through	through	ADP
ejpam-6795	25	22	rheological	rheological	ADJ
ejpam-6795	25	23	parameters	parameter	NOUN
ejpam-6795	25	24	.	.	PUNCT
ejpam-6795	26	1	ghosh	ghosh	PROPN
ejpam-6795	26	2	et	et	PROPN
ejpam-6795	26	3	al	al	PROPN
ejpam-6795	26	4	.	.	PUNCT
ejpam-6795	27	1	[	[	X
ejpam-6795	27	2	9	9	NUM
ejpam-6795	27	3	]	]	PUNCT
ejpam-6795	27	4	obtained	obtain	VERB
ejpam-6795	27	5	analytical	analytical	ADJ
ejpam-6795	27	6	solutions	solution	NOUN
ejpam-6795	27	7	for	for	ADP
ejpam-6795	27	8	ferrofluid	ferrofluid	ADJ
ejpam-6795	27	9	convection	convection	NOUN
ejpam-6795	27	10	influenced	influence	VERB
ejpam-6795	27	11	by	by	ADP
ejpam-6795	27	12	a	a	DET
ejpam-6795	27	13	transverse	transverse	NOUN
ejpam-6795	27	14	magnetic	magnetic	ADJ
ejpam-6795	27	15	field	field	NOUN
ejpam-6795	27	16	,	,	PUNCT
ejpam-6795	27	17	offering	offer	VERB
ejpam-6795	27	18	a	a	DET
ejpam-6795	27	19	clearer	clear	ADJ
ejpam-6795	27	20	understanding	understanding	NOUN
ejpam-6795	27	21	of	of	ADP
ejpam-6795	27	22	magnetic	magnetic	ADJ
ejpam-6795	27	23	damping	damp	VERB
ejpam-6795	27	24	in	in	ADP
ejpam-6795	27	25	boundary	boundary	ADJ
ejpam-6795	27	26	layers	layer	NOUN
ejpam-6795	27	27	.	.	PUNCT
ejpam-6795	28	1	al	al	PROPN
ejpam-6795	28	2	-	-	PUNCT
ejpam-6795	28	3	obaidi	obaidi	VERB
ejpam-6795	28	4	et	et	PROPN
ejpam-6795	28	5	al	al	PROPN
ejpam-6795	28	6	.	.	PUNCT
ejpam-6795	29	1	[	[	X
ejpam-6795	29	2	10	10	NUM
ejpam-6795	29	3	]	]	PUNCT
ejpam-6795	29	4	examined	examine	VERB
ejpam-6795	29	5	the	the	DET
ejpam-6795	29	6	magnetic	magnetic	ADJ
ejpam-6795	29	7	stabilization	stabilization	NOUN
ejpam-6795	29	8	of	of	ADP
ejpam-6795	29	9	flow	flow	NOUN
ejpam-6795	29	10	in	in	ADP
ejpam-6795	29	11	porous	porous	ADJ
ejpam-6795	29	12	media	medium	NOUN
ejpam-6795	29	13	,	,	PUNCT
ejpam-6795	29	14	indicating	indicate	VERB
ejpam-6795	29	15	that	that	SCONJ
ejpam-6795	29	16	magnetic	magnetic	ADJ
ejpam-6795	29	17	field	field	NOUN
ejpam-6795	29	18	strength	strength	NOUN
ejpam-6795	29	19	plays	play	VERB
ejpam-6795	29	20	a	a	DET
ejpam-6795	29	21	critical	critical	ADJ
ejpam-6795	29	22	role	role	NOUN
ejpam-6795	29	23	in	in	ADP
ejpam-6795	29	24	flow	flow	NOUN
ejpam-6795	29	25	stability	stability	NOUN
ejpam-6795	29	26	,	,	PUNCT
ejpam-6795	29	27	especially	especially	ADV
ejpam-6795	29	28	when	when	SCONJ
ejpam-6795	29	29	the	the	DET
ejpam-6795	29	30	grashof	grashof	ADJ
ejpam-6795	29	31	number	number	NOUN
ejpam-6795	29	32	is	be	AUX
ejpam-6795	29	33	significant	significant	ADJ
ejpam-6795	29	34	.	.	PUNCT
ejpam-6795	30	1	the	the	DET
ejpam-6795	30	2	importance	importance	NOUN
ejpam-6795	30	3	of	of	ADP
ejpam-6795	30	4	magnetic	magnetic	ADJ
ejpam-6795	30	5	dipole	dipole	NOUN
ejpam-6795	30	6	effects	effect	NOUN
ejpam-6795	30	7	has	have	AUX
ejpam-6795	30	8	also	also	ADV
ejpam-6795	30	9	been	be	AUX
ejpam-6795	30	10	explored	explore	VERB
ejpam-6795	30	11	in	in	ADP
ejpam-6795	30	12	biofluid	biofluid	ADJ
ejpam-6795	30	13	and	and	CCONJ
ejpam-6795	30	14	non	non	ADJ
ejpam-6795	30	15	-	-	ADJ
ejpam-6795	30	16	newtonian	newtonian	ADJ
ejpam-6795	30	17	flow	flow	NOUN
ejpam-6795	30	18	models	model	NOUN
ejpam-6795	30	19	.	.	PUNCT
ejpam-6795	31	1	dharmaiah	dharmaiah	PROPN
ejpam-6795	31	2	et	et	PROPN
ejpam-6795	31	3	al	al	PROPN
ejpam-6795	31	4	.	.	PUNCT
ejpam-6795	32	1	[	[	X
ejpam-6795	32	2	11	11	NUM
ejpam-6795	32	3	]	]	PUNCT
ejpam-6795	32	4	investigated	investigate	VERB
ejpam-6795	32	5	radiative	radiative	ADJ
ejpam-6795	32	6	mhd	mhd	NOUN
ejpam-6795	32	7	blood	blood	NOUN
ejpam-6795	32	8	flow	flow	NOUN
ejpam-6795	32	9	under	under	ADP
ejpam-6795	32	10	the	the	DET
ejpam-6795	32	11	influence	influence	NOUN
ejpam-6795	32	12	of	of	ADP
ejpam-6795	32	13	a	a	DET
ejpam-6795	32	14	magnetic	magnetic	ADJ
ejpam-6795	32	15	dipole	dipole	NOUN
ejpam-6795	32	16	,	,	PUNCT
ejpam-6795	32	17	incorporating	incorporate	VERB
ejpam-6795	32	18	brownian	brownian	ADJ
ejpam-6795	32	19	motion	motion	NOUN
ejpam-6795	32	20	and	and	CCONJ
ejpam-6795	32	21	thermophoresis	thermophoresis	NOUN
ejpam-6795	32	22	.	.	PUNCT
ejpam-6795	33	1	their	their	PRON
ejpam-6795	33	2	results	result	NOUN
ejpam-6795	33	3	emphasized	emphasize	VERB
ejpam-6795	33	4	the	the	DET
ejpam-6795	33	5	significance	significance	NOUN
ejpam-6795	33	6	of	of	ADP
ejpam-6795	33	7	magnetic	magnetic	ADJ
ejpam-6795	33	8	body	body	NOUN
ejpam-6795	33	9	forces	force	NOUN
ejpam-6795	33	10	in	in	ADP
ejpam-6795	33	11	controlling	control	VERB
ejpam-6795	33	12	temperature	temperature	NOUN
ejpam-6795	33	13	and	and	CCONJ
ejpam-6795	33	14	velocity	velocity	NOUN
ejpam-6795	33	15	profiles	profile	NOUN
ejpam-6795	33	16	in	in	ADP
ejpam-6795	33	17	physiological	physiological	ADJ
ejpam-6795	33	18	environments	environment	NOUN
ejpam-6795	33	19	.	.	PUNCT
ejpam-6795	34	1	heat	heat	NOUN
ejpam-6795	34	2	transfer	transfer	NOUN
ejpam-6795	34	3	is	be	AUX
ejpam-6795	34	4	a	a	DET
ejpam-6795	34	5	critical	critical	ADJ
ejpam-6795	34	6	aspect	aspect	NOUN
ejpam-6795	34	7	in	in	ADP
ejpam-6795	34	8	ferromagnetic	ferromagnetic	ADJ
ejpam-6795	34	9	carreau	carreau	PROPN
ejpam-6795	34	10	fluid	fluid	NOUN
ejpam-6795	34	11	,	,	PUNCT
ejpam-6795	34	12	as	as	SCONJ
ejpam-6795	34	13	thermal	thermal	ADJ
ejpam-6795	34	14	energy	energy	NOUN
ejpam-6795	34	15	governs	govern	VERB
ejpam-6795	34	16	both	both	DET
ejpam-6795	34	17	phase	phase	NOUN
ejpam-6795	34	18	transitions	transition	NOUN
ejpam-6795	34	19	and	and	CCONJ
ejpam-6795	34	20	the	the	DET
ejpam-6795	34	21	fluid	fluid	NOUN
ejpam-6795	34	22	’s	’s	PART
ejpam-6795	34	23	magnetic	magnetic	ADJ
ejpam-6795	34	24	response	response	NOUN
ejpam-6795	34	25	.	.	PUNCT
ejpam-6795	35	1	hobiny	hobiny	PROPN
ejpam-6795	35	2	et	et	PROPN
ejpam-6795	35	3	al	al	PROPN
ejpam-6795	35	4	.	.	PUNCT
ejpam-6795	36	1	[	[	X
ejpam-6795	36	2	12	12	NUM
ejpam-6795	36	3	]	]	PUNCT
ejpam-6795	36	4	numerically	numerically	ADV
ejpam-6795	36	5	examined	examine	VERB
ejpam-6795	36	6	viscous	viscous	ADJ
ejpam-6795	36	7	dissipation	dissipation	NOUN
ejpam-6795	36	8	in	in	ADP
ejpam-6795	36	9	carreau	carreau	PROPN
ejpam-6795	36	10	fluids	fluid	NOUN
ejpam-6795	36	11	,	,	PUNCT
ejpam-6795	36	12	pointing	point	VERB
ejpam-6795	36	13	out	out	ADP
ejpam-6795	36	14	how	how	SCONJ
ejpam-6795	36	15	shear	shear	ADJ
ejpam-6795	36	16	-	-	PUNCT
ejpam-6795	36	17	dependent	dependent	ADJ
ejpam-6795	36	18	viscosity	viscosity	NOUN
ejpam-6795	36	19	affects	affect	VERB
ejpam-6795	36	20	thermal	thermal	ADJ
ejpam-6795	36	21	energy	energy	NOUN
ejpam-6795	36	22	conversion	conversion	NOUN
ejpam-6795	36	23	.	.	PUNCT
ejpam-6795	37	1	in	in	ADP
ejpam-6795	37	2	advanced	advanced	ADJ
ejpam-6795	37	3	energy	energy	NOUN
ejpam-6795	37	4	systems	system	NOUN
ejpam-6795	37	5	,	,	PUNCT
ejpam-6795	37	6	bilal	bilal	PROPN
ejpam-6795	37	7	et	et	PROPN
ejpam-6795	37	8	al	al	PROPN
ejpam-6795	37	9	.	.	PUNCT
ejpam-6795	38	1	[	[	X
ejpam-6795	38	2	13	13	NUM
ejpam-6795	38	3	]	]	PUNCT
ejpam-6795	38	4	used	use	VERB
ejpam-6795	38	5	the	the	DET
ejpam-6795	38	6	parametric	parametric	ADJ
ejpam-6795	38	7	continuation	continuation	NOUN
ejpam-6795	38	8	method	method	NOUN
ejpam-6795	38	9	to	to	PART
ejpam-6795	38	10	model	model	VERB
ejpam-6795	38	11	energy	energy	NOUN
ejpam-6795	38	12	transfer	transfer	NOUN
ejpam-6795	38	13	in	in	ADP
ejpam-6795	38	14	carreau	carreau	PROPN
ejpam-6795	38	15	-	-	PUNCT
ejpam-6795	38	16	yasuda	yasuda	PROPN
ejpam-6795	38	17	fluids	fluid	NOUN
ejpam-6795	38	18	with	with	ADP
ejpam-6795	38	19	magnetic	magnetic	ADJ
ejpam-6795	38	20	dipoles	dipole	NOUN
ejpam-6795	38	21	and	and	CCONJ
ejpam-6795	38	22	hybrid	hybrid	ADJ
ejpam-6795	38	23	nanoparticles	nanoparticle	NOUN
ejpam-6795	38	24	.	.	PUNCT
ejpam-6795	39	1	their	their	PRON
ejpam-6795	39	2	study	study	NOUN
ejpam-6795	39	3	demonstrated	demonstrate	VERB
ejpam-6795	39	4	that	that	SCONJ
ejpam-6795	39	5	ternary	ternary	ADJ
ejpam-6795	39	6	hybrid	hybrid	NOUN
ejpam-6795	39	7	nanofluids	nanofluid	NOUN
ejpam-6795	39	8	outperform	outperform	VERB
ejpam-6795	39	9	simpler	simple	ADJ
ejpam-6795	39	10	fluids	fluid	NOUN
ejpam-6795	39	11	in	in	ADP
ejpam-6795	39	12	thermal	thermal	ADJ
ejpam-6795	39	13	enhancement	enhancement	NOUN
ejpam-6795	39	14	.	.	PUNCT
ejpam-6795	40	1	further	far	ADV
ejpam-6795	40	2	,	,	PUNCT
ejpam-6795	40	3	magnetized	magnetized	ADJ
ejpam-6795	40	4	carreau	carreau	PROPN
ejpam-6795	40	5	fluid	fluid	NOUN
ejpam-6795	40	6	is	be	AUX
ejpam-6795	40	7	sensitive	sensitive	ADJ
ejpam-6795	40	8	to	to	ADP
ejpam-6795	40	9	mass	mass	NOUN
ejpam-6795	40	10	transfer	transfer	NOUN
ejpam-6795	40	11	processes	process	NOUN
ejpam-6795	40	12	.	.	PUNCT
ejpam-6795	41	1	diffusion	diffusion	NOUN
ejpam-6795	41	2	and	and	CCONJ
ejpam-6795	41	3	convection	convection	NOUN
ejpam-6795	41	4	influence	influence	NOUN
ejpam-6795	41	5	the	the	DET
ejpam-6795	41	6	dispersion	dispersion	NOUN
ejpam-6795	41	7	of	of	ADP
ejpam-6795	41	8	magnetic	magnetic	ADJ
ejpam-6795	41	9	particles	particle	NOUN
ejpam-6795	41	10	,	,	PUNCT
ejpam-6795	41	11	affecting	affect	VERB
ejpam-6795	41	12	the	the	DET
ejpam-6795	41	13	overall	overall	ADJ
ejpam-6795	41	14	concentration	concentration	NOUN
ejpam-6795	41	15	field	field	NOUN
ejpam-6795	41	16	and	and	CCONJ
ejpam-6795	41	17	functionality	functionality	NOUN
ejpam-6795	41	18	of	of	ADP
ejpam-6795	41	19	the	the	DET
ejpam-6795	41	20	fluid	fluid	NOUN
ejpam-6795	41	21	.	.	PUNCT
ejpam-6795	42	1	thirupathi	thirupathi	PROPN
ejpam-6795	42	2	et	et	PROPN
ejpam-6795	42	3	al	al	PROPN
ejpam-6795	42	4	.	.	PUNCT
ejpam-6795	43	1	[	[	X
ejpam-6795	43	2	14	14	NUM
ejpam-6795	43	3	]	]	SYM
ejpam-6795	43	4	modeled	model	VERB
ejpam-6795	43	5	stagnation	stagnation	NOUN
ejpam-6795	43	6	point	point	NOUN
ejpam-6795	43	7	flow	flow	NOUN
ejpam-6795	43	8	of	of	ADP
ejpam-6795	43	9	a	a	DET
ejpam-6795	43	10	carreau	carreau	PROPN
ejpam-6795	43	11	nanofluid	nanofluid	PROPN
ejpam-6795	43	12	under	under	ADP
ejpam-6795	43	13	mhd	mhd	NOUN
ejpam-6795	43	14	effects	effect	NOUN
ejpam-6795	43	15	,	,	PUNCT
ejpam-6795	43	16	showing	show	VERB
ejpam-6795	43	17	how	how	SCONJ
ejpam-6795	43	18	magnetic	magnetic	ADJ
ejpam-6795	43	19	and	and	CCONJ
ejpam-6795	43	20	viscous	viscous	ADJ
ejpam-6795	43	21	forces	force	NOUN
ejpam-6795	43	22	reshape	reshape	VERB
ejpam-6795	43	23	flow	flow	NOUN
ejpam-6795	43	24	dynamics	dynamic	NOUN
ejpam-6795	43	25	.	.	PUNCT
ejpam-6795	44	1	asha	asha	PROPN
ejpam-6795	44	2	et	et	PROPN
ejpam-6795	44	3	al	al	PROPN
ejpam-6795	44	4	.	.	PUNCT
ejpam-6795	45	1	[	[	X
ejpam-6795	45	2	15	15	NUM
ejpam-6795	45	3	]	]	PUNCT
ejpam-6795	45	4	applied	apply	VERB
ejpam-6795	45	5	the	the	DET
ejpam-6795	45	6	multi	multi	ADJ
ejpam-6795	45	7	-	-	ADJ
ejpam-6795	45	8	step	step	ADJ
ejpam-6795	45	9	differential	differential	ADJ
ejpam-6795	45	10	transformation	transformation	NOUN
ejpam-6795	45	11	method	method	NOUN
ejpam-6795	45	12	to	to	PART
ejpam-6795	45	13	examine	examine	VERB
ejpam-6795	45	14	joule	joule	NOUN
ejpam-6795	45	15	heating	heating	NOUN
ejpam-6795	45	16	in	in	ADP
ejpam-6795	45	17	peristaltic	peristaltic	ADJ
ejpam-6795	45	18	carreau	carreau	NOUN
ejpam-6795	45	19	nanoflows	nanoflow	NOUN
ejpam-6795	45	20	,	,	PUNCT
ejpam-6795	45	21	while	while	SCONJ
ejpam-6795	45	22	rooman	rooman	NOUN
ejpam-6795	45	23	et	et	PROPN
ejpam-6795	45	24	al	al	PROPN
ejpam-6795	45	25	.	.	PUNCT
ejpam-6795	46	1	[	[	X
ejpam-6795	46	2	16	16	NUM
ejpam-6795	46	3	]	]	PUNCT
ejpam-6795	46	4	investigated	investigate	VERB
ejpam-6795	46	5	heat	heat	NOUN
ejpam-6795	46	6	transfer	transfer	NOUN
ejpam-6795	46	7	and	and	CCONJ
ejpam-6795	46	8	solute	solute	NOUN
ejpam-6795	46	9	transport	transport	NOUN
ejpam-6795	46	10	in	in	ADP
ejpam-6795	46	11	renal	renal	ADJ
ejpam-6795	46	12	flow	flow	NOUN
ejpam-6795	46	13	channels	channel	NOUN
ejpam-6795	46	14	using	use	VERB
ejpam-6795	46	15	a	a	DET
ejpam-6795	46	16	carreau	carreau	PROPN
ejpam-6795	46	17	model	model	NOUN
ejpam-6795	46	18	,	,	PUNCT
ejpam-6795	46	19	emphasizing	emphasize	VERB
ejpam-6795	46	20	biomedical	biomedical	ADJ
ejpam-6795	46	21	relevance	relevance	NOUN
ejpam-6795	46	22	.	.	PUNCT
ejpam-6795	47	1	the	the	DET
ejpam-6795	47	2	levenberg	levenberg	PROPN
ejpam-6795	47	3	–	–	PUNCT
ejpam-6795	47	4	marquardt	marquardt	PROPN
ejpam-6795	47	5	technique	technique	NOUN
ejpam-6795	47	6	is	be	AUX
ejpam-6795	47	7	a	a	DET
ejpam-6795	47	8	widely	widely	ADV
ejpam-6795	47	9	recognized	recognize	VERB
ejpam-6795	47	10	optimization	optimization	NOUN
ejpam-6795	47	11	method	method	NOUN
ejpam-6795	47	12	that	that	PRON
ejpam-6795	47	13	s.	s.	PROPN
ejpam-6795	47	14	khan	khan	PROPN
ejpam-6795	47	15	et	et	PROPN
ejpam-6795	47	16	al	al	PROPN
ejpam-6795	47	17	.	.	PUNCT
ejpam-6795	47	18	/	/	SYM
ejpam-6795	47	19	eur	eur	PROPN
ejpam-6795	47	20	.	.	PUNCT
ejpam-6795	48	1	j.	j.	PROPN
ejpam-6795	48	2	pure	pure	PROPN
ejpam-6795	48	3	appl	appl	PROPN
ejpam-6795	48	4	.	.	PROPN
ejpam-6795	48	5	math	math	PROPN
ejpam-6795	48	6	,	,	PUNCT
ejpam-6795	48	7	18	18	NUM
ejpam-6795	48	8	(	(	PUNCT
ejpam-6795	48	9	4	4	NUM
ejpam-6795	48	10	)	)	PUNCT
ejpam-6795	48	11	(	(	PUNCT
ejpam-6795	48	12	2025	2025	NUM
ejpam-6795	48	13	)	)	PUNCT
ejpam-6795	48	14	,	,	PUNCT
ejpam-6795	48	15	6795	6795	NUM
ejpam-6795	48	16	3	3	NUM
ejpam-6795	48	17	of	of	ADP
ejpam-6795	48	18	33	33	NUM
ejpam-6795	48	19	plays	play	VERB
ejpam-6795	48	20	a	a	DET
ejpam-6795	48	21	crucial	crucial	ADJ
ejpam-6795	48	22	role	role	NOUN
ejpam-6795	48	23	in	in	ADP
ejpam-6795	48	24	neural	neural	ADJ
ejpam-6795	48	25	network	network	NOUN
ejpam-6795	48	26	training	training	NOUN
ejpam-6795	48	27	,	,	PUNCT
ejpam-6795	48	28	particularly	particularly	ADV
ejpam-6795	48	29	for	for	ADP
ejpam-6795	48	30	nonlinear	nonlinear	ADJ
ejpam-6795	48	31	regression	regression	NOUN
ejpam-6795	48	32	and	and	CCONJ
ejpam-6795	48	33	curve	curve	NOUN
ejpam-6795	48	34	-	-	PUNCT
ejpam-6795	48	35	fitting	fitting	ADJ
ejpam-6795	48	36	tasks	task	NOUN
ejpam-6795	48	37	.	.	PUNCT
ejpam-6795	49	1	this	this	DET
ejpam-6795	49	2	technique	technique	NOUN
ejpam-6795	49	3	was	be	AUX
ejpam-6795	49	4	originally	originally	ADV
ejpam-6795	49	5	introduced	introduce	VERB
ejpam-6795	49	6	by	by	ADP
ejpam-6795	49	7	kenneth	kenneth	PROPN
ejpam-6795	49	8	levenberg	levenberg	PROPN
ejpam-6795	49	9	in	in	ADP
ejpam-6795	49	10	1944	1944	NUM
ejpam-6795	50	1	[	[	X
ejpam-6795	50	2	17	17	NUM
ejpam-6795	50	3	]	]	PUNCT
ejpam-6795	50	4	as	as	ADP
ejpam-6795	50	5	a	a	DET
ejpam-6795	50	6	way	way	NOUN
ejpam-6795	50	7	to	to	PART
ejpam-6795	50	8	solve	solve	VERB
ejpam-6795	50	9	nonlinear	nonlinear	ADJ
ejpam-6795	50	10	least	least	ADJ
ejpam-6795	50	11	-	-	PUNCT
ejpam-6795	50	12	squares	square	NOUN
ejpam-6795	50	13	problems	problem	NOUN
ejpam-6795	50	14	by	by	ADP
ejpam-6795	50	15	blending	blend	VERB
ejpam-6795	50	16	the	the	DET
ejpam-6795	50	17	principles	principle	NOUN
ejpam-6795	50	18	of	of	ADP
ejpam-6795	50	19	gradient	gradient	ADJ
ejpam-6795	50	20	descent	descent	NOUN
ejpam-6795	50	21	and	and	CCONJ
ejpam-6795	50	22	the	the	DET
ejpam-6795	50	23	gauss	gauss	PROPN
ejpam-6795	50	24	–	–	PUNCT
ejpam-6795	50	25	newton	newton	PROPN
ejpam-6795	50	26	method	method	NOUN
ejpam-6795	50	27	.	.	PUNCT
ejpam-6795	51	1	his	his	PRON
ejpam-6795	51	2	approach	approach	NOUN
ejpam-6795	51	3	introduced	introduce	VERB
ejpam-6795	51	4	a	a	DET
ejpam-6795	51	5	damping	damp	VERB
ejpam-6795	51	6	factor	factor	NOUN
ejpam-6795	51	7	to	to	PART
ejpam-6795	51	8	stabilize	stabilize	VERB
ejpam-6795	51	9	convergence	convergence	NOUN
ejpam-6795	51	10	,	,	PUNCT
ejpam-6795	51	11	which	which	PRON
ejpam-6795	51	12	proved	prove	VERB
ejpam-6795	51	13	particularly	particularly	ADV
ejpam-6795	51	14	effective	effective	ADJ
ejpam-6795	51	15	when	when	SCONJ
ejpam-6795	51	16	the	the	DET
ejpam-6795	51	17	gauss	gauss	PROPN
ejpam-6795	51	18	–	–	PUNCT
ejpam-6795	51	19	newton	newton	PROPN
ejpam-6795	51	20	method	method	NOUN
ejpam-6795	51	21	struggled	struggle	VERB
ejpam-6795	51	22	near	near	ADP
ejpam-6795	51	23	saddle	saddle	NOUN
ejpam-6795	51	24	points	point	NOUN
ejpam-6795	51	25	or	or	CCONJ
ejpam-6795	51	26	ill	ill	ADV
ejpam-6795	51	27	-	-	PUNCT
ejpam-6795	51	28	conditioned	condition	VERB
ejpam-6795	51	29	regions	region	NOUN
ejpam-6795	51	30	.	.	PUNCT
ejpam-6795	52	1	in	in	ADP
ejpam-6795	52	2	1963	1963	NUM
ejpam-6795	52	3	,	,	PUNCT
ejpam-6795	52	4	donald	donald	PROPN
ejpam-6795	52	5	marquardt	marquardt	PROPN
ejpam-6795	52	6	refined	refine	VERB
ejpam-6795	52	7	the	the	DET
ejpam-6795	52	8	method	method	NOUN
ejpam-6795	52	9	[	[	X
ejpam-6795	52	10	18	18	NUM
ejpam-6795	52	11	]	]	PUNCT
ejpam-6795	52	12	,	,	PUNCT
ejpam-6795	52	13	improving	improve	VERB
ejpam-6795	52	14	its	its	PRON
ejpam-6795	52	15	stability	stability	NOUN
ejpam-6795	52	16	and	and	CCONJ
ejpam-6795	52	17	performance	performance	NOUN
ejpam-6795	52	18	for	for	ADP
ejpam-6795	52	19	estimating	estimate	VERB
ejpam-6795	52	20	parameters	parameter	NOUN
ejpam-6795	52	21	in	in	ADP
ejpam-6795	52	22	complex	complex	ADJ
ejpam-6795	52	23	nonlinear	nonlinear	ADJ
ejpam-6795	52	24	systems	system	NOUN
ejpam-6795	52	25	.	.	PUNCT
ejpam-6795	53	1	this	this	DET
ejpam-6795	53	2	combined	combined	ADJ
ejpam-6795	53	3	approach	approach	NOUN
ejpam-6795	53	4	,	,	PUNCT
ejpam-6795	53	5	now	now	ADV
ejpam-6795	53	6	referred	refer	VERB
ejpam-6795	53	7	to	to	ADP
ejpam-6795	53	8	as	as	ADP
ejpam-6795	53	9	the	the	DET
ejpam-6795	53	10	levenberg	levenberg	PROPN
ejpam-6795	53	11	–	–	PUNCT
ejpam-6795	53	12	marquardt	marquardt	PROPN
ejpam-6795	53	13	algorithm	algorithm	PROPN
ejpam-6795	53	14	,	,	PUNCT
ejpam-6795	53	15	provides	provide	VERB
ejpam-6795	53	16	an	an	DET
ejpam-6795	53	17	effective	effective	ADJ
ejpam-6795	53	18	interpolation	interpolation	NOUN
ejpam-6795	53	19	between	between	ADP
ejpam-6795	53	20	the	the	DET
ejpam-6795	53	21	robustness	robustness	NOUN
ejpam-6795	53	22	of	of	ADP
ejpam-6795	53	23	gradient	gradient	ADJ
ejpam-6795	53	24	descent	descent	NOUN
ejpam-6795	53	25	and	and	CCONJ
ejpam-6795	53	26	the	the	DET
ejpam-6795	53	27	fast	fast	ADJ
ejpam-6795	53	28	convergence	convergence	NOUN
ejpam-6795	53	29	of	of	ADP
ejpam-6795	53	30	gauss	gauss	PROPN
ejpam-6795	53	31	–	–	PUNCT
ejpam-6795	53	32	newton	newton	PROPN
ejpam-6795	53	33	.	.	PUNCT
ejpam-6795	54	1	hagan	hagan	PROPN
ejpam-6795	54	2	et	et	PROPN
ejpam-6795	54	3	al	al	PROPN
ejpam-6795	54	4	.	.	PUNCT
ejpam-6795	55	1	[	[	X
ejpam-6795	55	2	19	19	NUM
ejpam-6795	55	3	]	]	PUNCT
ejpam-6795	55	4	highlighted	highlight	VERB
ejpam-6795	55	5	the	the	DET
ejpam-6795	55	6	efficiency	efficiency	NOUN
ejpam-6795	55	7	of	of	ADP
ejpam-6795	55	8	the	the	DET
ejpam-6795	55	9	levenberg	levenberg	PROPN
ejpam-6795	55	10	–	–	PUNCT
ejpam-6795	55	11	marquardt	marquardt	PROPN
ejpam-6795	55	12	technique	technique	NOUN
ejpam-6795	55	13	in	in	ADP
ejpam-6795	55	14	training	train	VERB
ejpam-6795	55	15	feedforward	feedforward	NOUN
ejpam-6795	55	16	neural	neural	ADJ
ejpam-6795	55	17	networks	network	NOUN
ejpam-6795	55	18	,	,	PUNCT
ejpam-6795	55	19	offering	offer	VERB
ejpam-6795	55	20	fast	fast	ADJ
ejpam-6795	55	21	convergence	convergence	NOUN
ejpam-6795	55	22	and	and	CCONJ
ejpam-6795	55	23	high	high	ADJ
ejpam-6795	55	24	accuracy	accuracy	NOUN
ejpam-6795	55	25	for	for	ADP
ejpam-6795	55	26	medium	medium	ADJ
ejpam-6795	55	27	-	-	PUNCT
ejpam-6795	55	28	sized	sized	ADJ
ejpam-6795	55	29	datasets	dataset	NOUN
ejpam-6795	55	30	.	.	PUNCT
ejpam-6795	56	1	moré	moré	PROPN
ejpam-6795	57	1	[	[	X
ejpam-6795	57	2	20	20	NUM
ejpam-6795	57	3	]	]	PUNCT
ejpam-6795	57	4	noted	note	VERB
ejpam-6795	57	5	its	its	PRON
ejpam-6795	57	6	robustness	robustness	NOUN
ejpam-6795	57	7	in	in	ADP
ejpam-6795	57	8	handling	handle	VERB
ejpam-6795	57	9	complex	complex	ADJ
ejpam-6795	57	10	,	,	PUNCT
ejpam-6795	57	11	ill	ill	ADV
ejpam-6795	57	12	-	-	PUNCT
ejpam-6795	57	13	conditioned	condition	VERB
ejpam-6795	57	14	error	error	NOUN
ejpam-6795	57	15	surfaces	surface	NOUN
ejpam-6795	57	16	,	,	PUNCT
ejpam-6795	57	17	while	while	SCONJ
ejpam-6795	57	18	huang	huang	PROPN
ejpam-6795	57	19	and	and	CCONJ
ejpam-6795	57	20	loh	loh	PROPN
ejpam-6795	58	1	[	[	X
ejpam-6795	58	2	21	21	NUM
ejpam-6795	58	3	]	]	PUNCT
ejpam-6795	58	4	demonstrated	demonstrate	VERB
ejpam-6795	58	5	its	its	PRON
ejpam-6795	58	6	strength	strength	NOUN
ejpam-6795	58	7	in	in	ADP
ejpam-6795	58	8	nonlinear	nonlinear	ADJ
ejpam-6795	58	9	system	system	NOUN
ejpam-6795	58	10	modeling	modeling	NOUN
ejpam-6795	58	11	.	.	PUNCT
ejpam-6795	59	1	building	build	VERB
ejpam-6795	59	2	on	on	ADP
ejpam-6795	59	3	these	these	DET
ejpam-6795	59	4	advantages	advantage	NOUN
ejpam-6795	59	5	,	,	PUNCT
ejpam-6795	59	6	recent	recent	ADJ
ejpam-6795	59	7	works	work	NOUN
ejpam-6795	59	8	have	have	AUX
ejpam-6795	59	9	applied	apply	VERB
ejpam-6795	59	10	lmt	lmt	PROPN
ejpam-6795	59	11	-	-	PUNCT
ejpam-6795	59	12	based	base	VERB
ejpam-6795	59	13	neural	neural	ADJ
ejpam-6795	59	14	networks	network	NOUN
ejpam-6795	59	15	to	to	ADP
ejpam-6795	59	16	nonlinear	nonlinear	ADJ
ejpam-6795	59	17	fluid	fluid	ADJ
ejpam-6795	59	18	dynamics	dynamic	NOUN
ejpam-6795	59	19	.	.	PUNCT
ejpam-6795	60	1	albasheir	albasheir	INTJ
ejpam-6795	60	2	et	et	PROPN
ejpam-6795	60	3	al	al	PROPN
ejpam-6795	60	4	.	.	PUNCT
ejpam-6795	61	1	[	[	X
ejpam-6795	61	2	22	22	NUM
ejpam-6795	61	3	]	]	PUNCT
ejpam-6795	61	4	modeled	model	VERB
ejpam-6795	61	5	carreau	carreau	PROPN
ejpam-6795	61	6	nanofluid	nanofluid	PROPN
ejpam-6795	61	7	stagnation	stagnation	NOUN
ejpam-6795	61	8	flow	flow	NOUN
ejpam-6795	61	9	under	under	ADP
ejpam-6795	61	10	magnetic	magnetic	ADJ
ejpam-6795	61	11	and	and	CCONJ
ejpam-6795	61	12	heat	heat	NOUN
ejpam-6795	61	13	generation	generation	NOUN
ejpam-6795	61	14	effects	effect	NOUN
ejpam-6795	61	15	,	,	PUNCT
ejpam-6795	61	16	achieving	achieve	VERB
ejpam-6795	61	17	improved	improved	ADJ
ejpam-6795	61	18	prediction	prediction	NOUN
ejpam-6795	61	19	of	of	ADP
ejpam-6795	61	20	thermal	thermal	ADJ
ejpam-6795	61	21	and	and	CCONJ
ejpam-6795	61	22	solutal	solutal	ADJ
ejpam-6795	61	23	gradients	gradient	NOUN
ejpam-6795	61	24	.	.	PUNCT
ejpam-6795	62	1	similar	similar	ADJ
ejpam-6795	62	2	studies	study	NOUN
ejpam-6795	62	3	on	on	ADP
ejpam-6795	62	4	mhd	mhd	PROPN
ejpam-6795	62	5	carreau	carreau	PROPN
ejpam-6795	62	6	fluid	fluid	PROPN
ejpam-6795	62	7	flows	flow	NOUN
ejpam-6795	62	8	with	with	ADP
ejpam-6795	62	9	slip	slip	NOUN
ejpam-6795	62	10	and	and	CCONJ
ejpam-6795	62	11	heat	heat	NOUN
ejpam-6795	62	12	generation	generation	NOUN
ejpam-6795	62	13	confirmed	confirm	VERB
ejpam-6795	62	14	the	the	DET
ejpam-6795	62	15	method	method	NOUN
ejpam-6795	62	16	’s	’s	PART
ejpam-6795	62	17	precision	precision	NOUN
ejpam-6795	62	18	in	in	ADP
ejpam-6795	62	19	capturing	capture	VERB
ejpam-6795	62	20	nonlinear	nonlinear	ADJ
ejpam-6795	62	21	transport	transport	NOUN
ejpam-6795	62	22	behavior	behavior	NOUN
ejpam-6795	62	23	[	[	X
ejpam-6795	62	24	23–26	23–26	NUM
ejpam-6795	62	25	]	]	PUNCT
ejpam-6795	62	26	.	.	PUNCT
ejpam-6795	63	1	machine	machine	NOUN
ejpam-6795	63	2	learning	learning	NOUN
ejpam-6795	63	3	has	have	AUX
ejpam-6795	63	4	become	become	VERB
ejpam-6795	63	5	a	a	DET
ejpam-6795	63	6	powerful	powerful	ADJ
ejpam-6795	63	7	approach	approach	NOUN
ejpam-6795	63	8	for	for	ADP
ejpam-6795	63	9	modeling	modeling	NOUN
ejpam-6795	63	10	and	and	CCONJ
ejpam-6795	63	11	optimizing	optimize	VERB
ejpam-6795	63	12	complex	complex	ADJ
ejpam-6795	63	13	transport	transport	NOUN
ejpam-6795	63	14	phenomena	phenomenon	NOUN
ejpam-6795	63	15	in	in	ADP
ejpam-6795	63	16	non	non	ADJ
ejpam-6795	63	17	-	-	ADJ
ejpam-6795	63	18	newtonian	newtonian	ADJ
ejpam-6795	63	19	and	and	CCONJ
ejpam-6795	63	20	nanofluid	nanofluid	NOUN
ejpam-6795	63	21	flows	flow	NOUN
ejpam-6795	63	22	.	.	PUNCT
ejpam-6795	64	1	abbasi	abbasi	PROPN
ejpam-6795	64	2	et	et	PROPN
ejpam-6795	64	3	al	al	PROPN
ejpam-6795	64	4	.	.	PUNCT
ejpam-6795	65	1	[	[	X
ejpam-6795	65	2	27	27	NUM
ejpam-6795	65	3	]	]	PUNCT
ejpam-6795	65	4	used	use	VERB
ejpam-6795	65	5	an	an	DET
ejpam-6795	65	6	ml	ml	NOUN
ejpam-6795	65	7	-	-	PUNCT
ejpam-6795	65	8	based	base	VERB
ejpam-6795	65	9	framework	framework	NOUN
ejpam-6795	65	10	to	to	PART
ejpam-6795	65	11	predict	predict	VERB
ejpam-6795	65	12	the	the	DET
ejpam-6795	65	13	3d	3d	PROPN
ejpam-6795	65	14	behavior	behavior	NOUN
ejpam-6795	65	15	of	of	ADP
ejpam-6795	65	16	carreau	carreau	PROPN
ejpam-6795	65	17	fluids	fluid	NOUN
ejpam-6795	65	18	under	under	ADP
ejpam-6795	65	19	cattaneo	cattaneo	PROPN
ejpam-6795	65	20	–	–	PUNCT
ejpam-6795	65	21	christov	christov	ADJ
ejpam-6795	65	22	double	double	ADJ
ejpam-6795	65	23	diffusion	diffusion	NOUN
ejpam-6795	65	24	theory	theory	NOUN
ejpam-6795	65	25	,	,	PUNCT
ejpam-6795	65	26	while	while	SCONJ
ejpam-6795	65	27	alhamdi	alhamdi	VERB
ejpam-6795	65	28	et	et	PROPN
ejpam-6795	65	29	al	al	PROPN
ejpam-6795	65	30	.	.	PUNCT
ejpam-6795	66	1	[	[	X
ejpam-6795	66	2	28	28	NUM
ejpam-6795	66	3	]	]	PUNCT
ejpam-6795	66	4	applied	apply	VERB
ejpam-6795	66	5	supervised	supervised	ADJ
ejpam-6795	66	6	learning	learn	VERB
ejpam-6795	66	7	to	to	PART
ejpam-6795	66	8	enhance	enhance	VERB
ejpam-6795	66	9	heat	heat	NOUN
ejpam-6795	66	10	transfer	transfer	NOUN
ejpam-6795	66	11	in	in	ADP
ejpam-6795	66	12	bio	bio	ADJ
ejpam-6795	66	13	-	-	ADJ
ejpam-6795	66	14	convective	convective	ADJ
ejpam-6795	66	15	carreau	carreau	PROPN
ejpam-6795	66	16	blood	blood	NOUN
ejpam-6795	66	17	-	-	PUNCT
ejpam-6795	66	18	based	base	VERB
ejpam-6795	66	19	nanofluid	nanofluid	ADJ
ejpam-6795	66	20	flow	flow	NOUN
ejpam-6795	66	21	with	with	ADP
ejpam-6795	66	22	nonlinear	nonlinear	ADJ
ejpam-6795	66	23	radiation	radiation	NOUN
ejpam-6795	66	24	[	[	X
ejpam-6795	66	25	29	29	NUM
ejpam-6795	66	26	,	,	PUNCT
ejpam-6795	66	27	30	30	NUM
ejpam-6795	66	28	]	]	PUNCT
ejpam-6795	66	29	.	.	PUNCT
ejpam-6795	67	1	priyadharshini	priyadharshini	PROPN
ejpam-6795	67	2	et	et	PROPN
ejpam-6795	67	3	al	al	PROPN
ejpam-6795	67	4	.	.	PUNCT
ejpam-6795	68	1	[	[	X
ejpam-6795	68	2	31	31	NUM
ejpam-6795	68	3	,	,	PUNCT
ejpam-6795	68	4	32	32	NUM
ejpam-6795	68	5	]	]	PUNCT
ejpam-6795	68	6	optimized	optimize	VERB
ejpam-6795	68	7	ternary	ternary	ADJ
ejpam-6795	68	8	hybrid	hybrid	NOUN
ejpam-6795	68	9	nanofluid	nanofluid	NOUN
ejpam-6795	68	10	and	and	CCONJ
ejpam-6795	68	11	mhd	mhd	NOUN
ejpam-6795	68	12	flow	flow	NOUN
ejpam-6795	68	13	using	use	VERB
ejpam-6795	68	14	machine	machine	NOUN
ejpam-6795	68	15	learning	learning	NOUN
ejpam-6795	68	16	and	and	CCONJ
ejpam-6795	68	17	gradient	gradient	ADJ
ejpam-6795	68	18	descent	descent	NOUN
ejpam-6795	68	19	regression	regression	NOUN
ejpam-6795	68	20	,	,	PUNCT
ejpam-6795	68	21	and	and	CCONJ
ejpam-6795	68	22	kumar	kumar	PROPN
ejpam-6795	68	23	et	et	PROPN
ejpam-6795	68	24	al	al	PROPN
ejpam-6795	68	25	.	.	PUNCT
ejpam-6795	69	1	[	[	X
ejpam-6795	69	2	33	33	NUM
ejpam-6795	69	3	,	,	PUNCT
ejpam-6795	69	4	34	34	NUM
ejpam-6795	69	5	]	]	PUNCT
ejpam-6795	69	6	employed	employ	VERB
ejpam-6795	69	7	deep	deep	ADJ
ejpam-6795	69	8	neural	neural	ADJ
ejpam-6795	69	9	networks	network	NOUN
ejpam-6795	69	10	and	and	CCONJ
ejpam-6795	69	11	svms	svms	NOUN
ejpam-6795	69	12	to	to	PART
ejpam-6795	69	13	predict	predict	VERB
ejpam-6795	69	14	and	and	CCONJ
ejpam-6795	69	15	classify	classify	VERB
ejpam-6795	69	16	tri	tri	ADJ
ejpam-6795	69	17	-	-	ADJ
ejpam-6795	69	18	hybrid	hybrid	ADJ
ejpam-6795	69	19	nanofluid	nanofluid	ADJ
ejpam-6795	69	20	heat	heat	NOUN
ejpam-6795	69	21	transfer	transfer	NOUN
ejpam-6795	69	22	.	.	PUNCT
ejpam-6795	70	1	baithalu	baithalu	PROPN
ejpam-6795	70	2	et	et	PROPN
ejpam-6795	70	3	al	al	PROPN
ejpam-6795	70	4	.	.	PUNCT
ejpam-6795	71	1	[	[	X
ejpam-6795	71	2	35	35	NUM
ejpam-6795	71	3	]	]	PUNCT
ejpam-6795	71	4	further	far	ADV
ejpam-6795	71	5	used	use	VERB
ejpam-6795	71	6	a	a	DET
ejpam-6795	71	7	levenberg	levenberg	PROPN
ejpam-6795	71	8	–	–	PUNCT
ejpam-6795	71	9	marquardt	marquardt	PROPN
ejpam-6795	71	10	neural	neural	ADJ
ejpam-6795	71	11	approach	approach	NOUN
ejpam-6795	71	12	for	for	ADP
ejpam-6795	71	13	micropolar	micropolar	ADJ
ejpam-6795	71	14	nanofluid	nanofluid	ADJ
ejpam-6795	71	15	transport	transport	NOUN
ejpam-6795	71	16	with	with	ADP
ejpam-6795	71	17	cattaneo	cattaneo	NOUN
ejpam-6795	71	18	–	–	PUNCT
ejpam-6795	71	19	christov	christov	PROPN
ejpam-6795	71	20	flux	flux	NOUN
ejpam-6795	71	21	,	,	PUNCT
ejpam-6795	71	22	emphasizing	emphasize	VERB
ejpam-6795	71	23	ai	ai	VERB
ejpam-6795	71	24	’s	’s	ADV
ejpam-6795	71	25	growing	grow	VERB
ejpam-6795	71	26	impact	impact	NOUN
ejpam-6795	71	27	on	on	ADP
ejpam-6795	71	28	accurate	accurate	ADJ
ejpam-6795	71	29	and	and	CCONJ
ejpam-6795	71	30	efficient	efficient	ADJ
ejpam-6795	71	31	thermal	thermal	ADJ
ejpam-6795	71	32	-	-	PUNCT
ejpam-6795	71	33	fluid	fluid	NOUN
ejpam-6795	71	34	modeling	modeling	NOUN
ejpam-6795	71	35	.	.	PUNCT
ejpam-6795	72	1	ayub	ayub	NOUN
ejpam-6795	72	2	et	et	PROPN
ejpam-6795	72	3	al	al	PROPN
ejpam-6795	72	4	.	.	PUNCT
ejpam-6795	73	1	[	[	X
ejpam-6795	73	2	36	36	NUM
ejpam-6795	73	3	]	]	PUNCT
ejpam-6795	73	4	developed	develop	VERB
ejpam-6795	73	5	a	a	DET
ejpam-6795	73	6	neural	neural	ADJ
ejpam-6795	73	7	intelligent	intelligent	ADJ
ejpam-6795	73	8	model	model	NOUN
ejpam-6795	73	9	to	to	PART
ejpam-6795	73	10	study	study	VERB
ejpam-6795	73	11	heat	heat	NOUN
ejpam-6795	73	12	transfer	transfer	NOUN
ejpam-6795	73	13	in	in	ADP
ejpam-6795	73	14	tri	tri	ADJ
ejpam-6795	73	15	-	-	ADJ
ejpam-6795	73	16	hybrid	hybrid	ADJ
ejpam-6795	73	17	cross	cross	NOUN
ejpam-6795	73	18	bio	bio	PROPN
ejpam-6795	73	19	-	-	ADJ
ejpam-6795	73	20	nanofluid	nanofluid	ADJ
ejpam-6795	73	21	flow	flow	NOUN
ejpam-6795	73	22	over	over	ADP
ejpam-6795	73	23	a	a	DET
ejpam-6795	73	24	wedge	wedge	NOUN
ejpam-6795	73	25	,	,	PUNCT
ejpam-6795	73	26	showing	show	VERB
ejpam-6795	73	27	high	high	ADJ
ejpam-6795	73	28	accuracy	accuracy	NOUN
ejpam-6795	73	29	in	in	ADP
ejpam-6795	73	30	predicting	predict	VERB
ejpam-6795	73	31	nonlinear	nonlinear	ADJ
ejpam-6795	73	32	thermal	thermal	ADJ
ejpam-6795	73	33	behavior	behavior	NOUN
ejpam-6795	73	34	.	.	PUNCT
ejpam-6795	74	1	asghar	asghar	PROPN
ejpam-6795	74	2	et	et	PROPN
ejpam-6795	74	3	al	al	PROPN
ejpam-6795	74	4	.	.	PUNCT
ejpam-6795	75	1	[	[	X
ejpam-6795	75	2	37	37	NUM
ejpam-6795	75	3	]	]	PUNCT
ejpam-6795	75	4	applied	apply	VERB
ejpam-6795	75	5	an	an	DET
ejpam-6795	75	6	ann	ann	PROPN
ejpam-6795	75	7	approach	approach	NOUN
ejpam-6795	75	8	to	to	PART
ejpam-6795	75	9	solve	solve	VERB
ejpam-6795	75	10	a	a	DET
ejpam-6795	75	11	nonlinear	nonlinear	ADJ
ejpam-6795	75	12	cassava	cassava	NOUN
ejpam-6795	75	13	mosaic	mosaic	ADJ
ejpam-6795	75	14	disease	disease	NOUN
ejpam-6795	75	15	model	model	NOUN
ejpam-6795	75	16	,	,	PUNCT
ejpam-6795	75	17	demonstrating	demonstrate	VERB
ejpam-6795	75	18	the	the	DET
ejpam-6795	75	19	robustness	robustness	NOUN
ejpam-6795	75	20	of	of	ADP
ejpam-6795	75	21	ann	ann	PROPN
ejpam-6795	75	22	techniques	technique	NOUN
ejpam-6795	75	23	in	in	ADP
ejpam-6795	75	24	capturing	capture	VERB
ejpam-6795	75	25	complex	complex	ADJ
ejpam-6795	75	26	biological	biological	ADJ
ejpam-6795	75	27	dynamics	dynamic	NOUN
ejpam-6795	75	28	.	.	PUNCT
ejpam-6795	76	1	hassan	hassan	PROPN
ejpam-6795	76	2	et	et	PROPN
ejpam-6795	76	3	al	al	PROPN
ejpam-6795	76	4	.	.	PUNCT
ejpam-6795	77	1	[	[	X
ejpam-6795	77	2	38	38	NUM
ejpam-6795	77	3	]	]	PUNCT
ejpam-6795	77	4	investigated	investigate	VERB
ejpam-6795	77	5	heat	heat	NOUN
ejpam-6795	77	6	transfer	transfer	NOUN
ejpam-6795	77	7	and	and	CCONJ
ejpam-6795	77	8	entropy	entropy	NOUN
ejpam-6795	77	9	generation	generation	NOUN
ejpam-6795	77	10	in	in	ADP
ejpam-6795	77	11	ferrofluids	ferrofluid	NOUN
ejpam-6795	77	12	under	under	ADP
ejpam-6795	77	13	a	a	DET
ejpam-6795	77	14	low	low	ADJ
ejpam-6795	77	15	oscillating	oscillate	VERB
ejpam-6795	77	16	magnetic	magnetic	ADJ
ejpam-6795	77	17	field	field	NOUN
ejpam-6795	77	18	and	and	CCONJ
ejpam-6795	77	19	reported	report	VERB
ejpam-6795	77	20	significant	significant	ADJ
ejpam-6795	77	21	effects	effect	NOUN
ejpam-6795	77	22	of	of	ADP
ejpam-6795	77	23	magnetic	magnetic	ADJ
ejpam-6795	77	24	oscillations	oscillation	NOUN
ejpam-6795	77	25	on	on	ADP
ejpam-6795	77	26	thermal	thermal	ADJ
ejpam-6795	77	27	irreversibility	irreversibility	NOUN
ejpam-6795	77	28	.	.	PUNCT
ejpam-6795	78	1	rizwan	rizwan	PROPN
ejpam-6795	78	2	et	et	PROPN
ejpam-6795	78	3	al	al	PROPN
ejpam-6795	78	4	.	.	PUNCT
ejpam-6795	79	1	[	[	X
ejpam-6795	79	2	39	39	NUM
ejpam-6795	79	3	]	]	PUNCT
ejpam-6795	79	4	developed	develop	VERB
ejpam-6795	79	5	a	a	DET
ejpam-6795	79	6	rheological	rheological	ADJ
ejpam-6795	79	7	model	model	NOUN
ejpam-6795	79	8	for	for	ADP
ejpam-6795	79	9	metallic	metallic	ADJ
ejpam-6795	79	10	oxide	oxide	NOUN
ejpam-6795	79	11	nanoparticles	nanoparticle	NOUN
ejpam-6795	79	12	dispersed	disperse	VERB
ejpam-6795	79	13	in	in	ADP
ejpam-6795	79	14	non	non	ADJ
ejpam-6795	79	15	-	-	ADJ
ejpam-6795	79	16	newtonian	newtonian	ADJ
ejpam-6795	79	17	nanofluids	nanofluid	NOUN
ejpam-6795	79	18	and	and	CCONJ
ejpam-6795	79	19	explored	explore	VERB
ejpam-6795	79	20	their	their	PRON
ejpam-6795	79	21	heat	heat	NOUN
ejpam-6795	79	22	and	and	CCONJ
ejpam-6795	79	23	mass	mass	NOUN
ejpam-6795	79	24	transfer	transfer	NOUN
ejpam-6795	79	25	characteristics	characteristic	NOUN
ejpam-6795	79	26	,	,	PUNCT
ejpam-6795	79	27	revealing	reveal	VERB
ejpam-6795	79	28	enhanced	enhanced	ADJ
ejpam-6795	79	29	thermal	thermal	ADJ
ejpam-6795	79	30	performance	performance	NOUN
ejpam-6795	79	31	due	due	ADP
ejpam-6795	79	32	to	to	PART
ejpam-6795	79	33	nanoparticle	nanoparticle	VERB
ejpam-6795	79	34	interactions	interaction	NOUN
ejpam-6795	79	35	and	and	CCONJ
ejpam-6795	79	36	flow	flow	NOUN
ejpam-6795	79	37	behavior	behavior	NOUN
ejpam-6795	79	38	.	.	PUNCT
ejpam-6795	80	1	arif	arif	PROPN
ejpam-6795	80	2	et	et	PROPN
ejpam-6795	80	3	al	al	PROPN
ejpam-6795	80	4	.	.	PUNCT
ejpam-6795	81	1	[	[	X
ejpam-6795	81	2	40	40	NUM
ejpam-6795	81	3	]	]	PUNCT
ejpam-6795	81	4	investigated	investigate	VERB
ejpam-6795	81	5	cross	cross	NOUN
ejpam-6795	81	6	-	-	NOUN
ejpam-6795	81	7	diffusion	diffusion	NOUN
ejpam-6795	81	8	in	in	ADP
ejpam-6795	81	9	mhd	mhd	PROPN
ejpam-6795	81	10	williamson	williamson	PROPN
ejpam-6795	81	11	nanofluid	nanofluid	PROPN
ejpam-6795	81	12	flow	flow	NOUN
ejpam-6795	81	13	over	over	ADP
ejpam-6795	81	14	a	a	DET
ejpam-6795	81	15	nonlinear	nonlinear	ADJ
ejpam-6795	81	16	stretching	stretch	VERB
ejpam-6795	81	17	surface	surface	NOUN
ejpam-6795	81	18	using	use	VERB
ejpam-6795	81	19	morlet	morlet	PROPN
ejpam-6795	81	20	wavelet	wavelet	NOUN
ejpam-6795	81	21	neural	neural	ADJ
ejpam-6795	81	22	networks	network	NOUN
ejpam-6795	81	23	,	,	PUNCT
ejpam-6795	81	24	demonstrating	demonstrate	VERB
ejpam-6795	81	25	the	the	DET
ejpam-6795	81	26	method	method	NOUN
ejpam-6795	81	27	’s	’s	PART
ejpam-6795	81	28	accuracy	accuracy	NOUN
ejpam-6795	81	29	in	in	ADP
ejpam-6795	81	30	capturing	capture	VERB
ejpam-6795	81	31	nonlinear	nonlinear	ADJ
ejpam-6795	81	32	thermal	thermal	NOUN
ejpam-6795	81	33	and	and	CCONJ
ejpam-6795	81	34	s.	s.	PROPN
ejpam-6795	81	35	khan	khan	PROPN
ejpam-6795	81	36	et	et	PROPN
ejpam-6795	81	37	al	al	PROPN
ejpam-6795	81	38	.	.	PUNCT
ejpam-6795	81	39	/	/	SYM
ejpam-6795	81	40	eur	eur	PROPN
ejpam-6795	81	41	.	.	PUNCT
ejpam-6795	82	1	j.	j.	PROPN
ejpam-6795	82	2	pure	pure	PROPN
ejpam-6795	82	3	appl	appl	PROPN
ejpam-6795	82	4	.	.	PROPN
ejpam-6795	82	5	math	math	PROPN
ejpam-6795	82	6	,	,	PUNCT
ejpam-6795	82	7	18	18	NUM
ejpam-6795	82	8	(	(	PUNCT
ejpam-6795	82	9	4	4	NUM
ejpam-6795	82	10	)	)	PUNCT
ejpam-6795	82	11	(	(	PUNCT
ejpam-6795	82	12	2025	2025	NUM
ejpam-6795	82	13	)	)	PUNCT
ejpam-6795	82	14	,	,	PUNCT
ejpam-6795	82	15	6795	6795	NUM
ejpam-6795	82	16	4	4	NUM
ejpam-6795	82	17	of	of	ADP
ejpam-6795	82	18	33	33	NUM
ejpam-6795	82	19	concentration	concentration	NOUN
ejpam-6795	82	20	effects	effect	NOUN
ejpam-6795	82	21	.	.	PUNCT
ejpam-6795	83	1	alraddadi	alraddadi	NOUN
ejpam-6795	83	2	et	et	PROPN
ejpam-6795	83	3	al	al	PROPN
ejpam-6795	83	4	.	.	PUNCT
ejpam-6795	84	1	[	[	X
ejpam-6795	84	2	41	41	NUM
ejpam-6795	84	3	]	]	PUNCT
ejpam-6795	84	4	analyzed	analyze	VERB
ejpam-6795	84	5	a	a	DET
ejpam-6795	84	6	ternary	ternary	ADJ
ejpam-6795	84	7	hybrid	hybrid	NOUN
ejpam-6795	84	8	cross	cross	NOUN
ejpam-6795	84	9	bio	bio	PROPN
ejpam-6795	84	10	-	-	NOUN
ejpam-6795	84	11	nanofluid	nanofluid	NOUN
ejpam-6795	84	12	in	in	ADP
ejpam-6795	84	13	an	an	DET
ejpam-6795	84	14	expanding	expand	VERB
ejpam-6795	84	15	/	/	SYM
ejpam-6795	84	16	contracting	contracting	NOUN
ejpam-6795	84	17	cylinder	cylinder	NOUN
ejpam-6795	84	18	under	under	ADP
ejpam-6795	84	19	an	an	DET
ejpam-6795	84	20	inclined	inclined	ADJ
ejpam-6795	84	21	magnetic	magnetic	ADJ
ejpam-6795	84	22	field	field	NOUN
ejpam-6795	84	23	,	,	PUNCT
ejpam-6795	84	24	showing	show	VERB
ejpam-6795	84	25	improved	improved	ADJ
ejpam-6795	84	26	heat	heat	NOUN
ejpam-6795	84	27	transfer	transfer	NOUN
ejpam-6795	84	28	.	.	PUNCT
ejpam-6795	85	1	shah	shah	PROPN
ejpam-6795	85	2	et	et	PROPN
ejpam-6795	85	3	al	al	PROPN
ejpam-6795	85	4	.	.	PUNCT
ejpam-6795	86	1	[	[	X
ejpam-6795	86	2	42	42	NUM
ejpam-6795	86	3	]	]	PUNCT
ejpam-6795	86	4	proposed	propose	VERB
ejpam-6795	86	5	an	an	DET
ejpam-6795	86	6	efficient	efficient	ADJ
ejpam-6795	86	7	numerical	numerical	ADJ
ejpam-6795	86	8	scheme	scheme	NOUN
ejpam-6795	86	9	for	for	ADP
ejpam-6795	86	10	melting	melt	VERB
ejpam-6795	86	11	energy	energy	NOUN
ejpam-6795	86	12	transport	transport	NOUN
ejpam-6795	86	13	in	in	ADP
ejpam-6795	86	14	time	time	NOUN
ejpam-6795	86	15	-	-	PUNCT
ejpam-6795	86	16	dependent	dependent	ADJ
ejpam-6795	86	17	carreau	carreau	PROPN
ejpam-6795	86	18	nanofluids	nanofluids	PROPN
ejpam-6795	86	19	.	.	PUNCT
ejpam-6795	87	1	shah	shah	PROPN
ejpam-6795	87	2	et	et	PROPN
ejpam-6795	87	3	al	al	PROPN
ejpam-6795	87	4	.	.	PUNCT
ejpam-6795	88	1	[	[	X
ejpam-6795	88	2	43	43	NUM
ejpam-6795	88	3	]	]	PUNCT
ejpam-6795	88	4	further	far	ADV
ejpam-6795	88	5	examined	examine	VERB
ejpam-6795	88	6	inclined	inclined	ADJ
ejpam-6795	88	7	mhd	mhd	PROPN
ejpam-6795	88	8	tri	tri	ADJ
ejpam-6795	88	9	-	-	ADJ
ejpam-6795	88	10	hybrid	hybrid	ADJ
ejpam-6795	88	11	bio	bio	ADJ
ejpam-6795	88	12	-	-	ADJ
ejpam-6795	88	13	nanofluid	nanofluid	ADJ
ejpam-6795	88	14	flow	flow	NOUN
ejpam-6795	88	15	using	use	VERB
ejpam-6795	88	16	an	an	DET
ejpam-6795	88	17	ann	ann	PROPN
ejpam-6795	88	18	approach	approach	NOUN
ejpam-6795	88	19	.	.	PUNCT
ejpam-6795	89	1	despite	despite	SCONJ
ejpam-6795	89	2	extensive	extensive	ADJ
ejpam-6795	89	3	research	research	NOUN
ejpam-6795	89	4	on	on	ADP
ejpam-6795	89	5	non	non	ADJ
ejpam-6795	89	6	-	-	ADJ
ejpam-6795	89	7	newtonian	newtonian	ADJ
ejpam-6795	89	8	fluids	fluid	NOUN
ejpam-6795	89	9	and	and	CCONJ
ejpam-6795	89	10	magnetohydrodynamic	magnetohydrodynamic	ADJ
ejpam-6795	89	11	(	(	PUNCT
ejpam-6795	89	12	mhd	mhd	NOUN
ejpam-6795	89	13	)	)	PUNCT
ejpam-6795	89	14	effects	effect	NOUN
ejpam-6795	89	15	,	,	PUNCT
ejpam-6795	89	16	limited	limited	ADJ
ejpam-6795	89	17	attention	attention	NOUN
ejpam-6795	89	18	has	have	AUX
ejpam-6795	89	19	been	be	AUX
ejpam-6795	89	20	paid	pay	VERB
ejpam-6795	89	21	to	to	ADP
ejpam-6795	89	22	the	the	DET
ejpam-6795	89	23	integration	integration	NOUN
ejpam-6795	89	24	of	of	ADP
ejpam-6795	89	25	ferromagnetic	ferromagnetic	ADJ
ejpam-6795	89	26	behavior	behavior	NOUN
ejpam-6795	89	27	with	with	ADP
ejpam-6795	89	28	phase	phase	NOUN
ejpam-6795	89	29	change	change	NOUN
ejpam-6795	89	30	phenomena	phenomenon	NOUN
ejpam-6795	89	31	in	in	ADP
ejpam-6795	89	32	carreau	carreau	NOUN
ejpam-6795	89	33	-	-	PUNCT
ejpam-6795	89	34	type	type	NOUN
ejpam-6795	89	35	fluids	fluid	NOUN
ejpam-6795	89	36	.	.	PUNCT
ejpam-6795	90	1	additionally	additionally	ADV
ejpam-6795	90	2	,	,	PUNCT
ejpam-6795	90	3	few	few	ADJ
ejpam-6795	90	4	studies	study	NOUN
ejpam-6795	90	5	have	have	AUX
ejpam-6795	90	6	addressed	address	VERB
ejpam-6795	90	7	the	the	DET
ejpam-6795	90	8	computational	computational	ADJ
ejpam-6795	90	9	challenges	challenge	NOUN
ejpam-6795	90	10	of	of	ADP
ejpam-6795	90	11	solving	solve	VERB
ejpam-6795	90	12	such	such	ADJ
ejpam-6795	90	13	highly	highly	ADV
ejpam-6795	90	14	nonlinear	nonlinear	ADJ
ejpam-6795	90	15	boundary	boundary	ADJ
ejpam-6795	90	16	layer	layer	NOUN
ejpam-6795	90	17	problems	problem	NOUN
ejpam-6795	90	18	using	use	VERB
ejpam-6795	90	19	intelligent	intelligent	ADJ
ejpam-6795	90	20	data	datum	NOUN
ejpam-6795	90	21	-	-	PUNCT
ejpam-6795	90	22	driven	drive	VERB
ejpam-6795	90	23	strategies	strategy	NOUN
ejpam-6795	90	24	.	.	PUNCT
ejpam-6795	91	1	motivated	motivate	VERB
ejpam-6795	91	2	by	by	ADP
ejpam-6795	91	3	this	this	DET
ejpam-6795	91	4	gap	gap	NOUN
ejpam-6795	91	5	,	,	PUNCT
ejpam-6795	91	6	the	the	DET
ejpam-6795	91	7	present	present	ADJ
ejpam-6795	91	8	work	work	NOUN
ejpam-6795	91	9	explores	explore	VERB
ejpam-6795	91	10	the	the	DET
ejpam-6795	91	11	melting	melt	VERB
ejpam-6795	91	12	heat	heat	NOUN
ejpam-6795	91	13	transfer	transfer	NOUN
ejpam-6795	91	14	characteristics	characteristic	NOUN
ejpam-6795	91	15	of	of	ADP
ejpam-6795	91	16	ferromagnetic	ferromagnetic	ADJ
ejpam-6795	91	17	carreau	carreau	PROPN
ejpam-6795	91	18	fluid	fluid	PROPN
ejpam-6795	91	19	(	(	PUNCT
ejpam-6795	91	20	fcf	fcf	NOUN
ejpam-6795	91	21	)	)	PUNCT
ejpam-6795	91	22	under	under	ADP
ejpam-6795	91	23	the	the	DET
ejpam-6795	91	24	influence	influence	NOUN
ejpam-6795	91	25	of	of	ADP
ejpam-6795	91	26	a	a	DET
ejpam-6795	91	27	magnetic	magnetic	ADJ
ejpam-6795	91	28	dipole	dipole	NOUN
ejpam-6795	91	29	field	field	NOUN
ejpam-6795	91	30	.	.	PUNCT
ejpam-6795	92	1	a	a	DET
ejpam-6795	92	2	novel	novel	ADJ
ejpam-6795	92	3	hybrid	hybrid	NOUN
ejpam-6795	92	4	methodology	methodology	NOUN
ejpam-6795	92	5	is	be	AUX
ejpam-6795	92	6	proposed	propose	VERB
ejpam-6795	92	7	that	that	SCONJ
ejpam-6795	92	8	combines	combine	VERB
ejpam-6795	92	9	the	the	DET
ejpam-6795	92	10	traditional	traditional	ADJ
ejpam-6795	92	11	bvp4c	bvp4c	PROPN
ejpam-6795	92	12	numerical	numerical	ADJ
ejpam-6795	92	13	scheme	scheme	NOUN
ejpam-6795	92	14	with	with	ADP
ejpam-6795	92	15	the	the	DET
ejpam-6795	92	16	levenberg	levenberg	PROPN
ejpam-6795	92	17	–	–	PUNCT
ejpam-6795	92	18	marquardt	marquardt	PROPN
ejpam-6795	92	19	backpropagation	backpropagation	NOUN
ejpam-6795	92	20	technique	technique	NOUN
ejpam-6795	92	21	(	(	PUNCT
ejpam-6795	92	22	lmt	lmt	PROPN
ejpam-6795	92	23	)	)	PUNCT
ejpam-6795	92	24	,	,	PUNCT
ejpam-6795	92	25	enabling	enable	VERB
ejpam-6795	92	26	accurate	accurate	ADJ
ejpam-6795	92	27	approximation	approximation	NOUN
ejpam-6795	92	28	of	of	ADP
ejpam-6795	92	29	velocity	velocity	NOUN
ejpam-6795	92	30	,	,	PUNCT
ejpam-6795	92	31	temperature	temperature	NOUN
ejpam-6795	92	32	,	,	PUNCT
ejpam-6795	92	33	and	and	CCONJ
ejpam-6795	92	34	concentration	concentration	NOUN
ejpam-6795	92	35	profiles	profile	NOUN
ejpam-6795	92	36	.	.	PUNCT
ejpam-6795	93	1	the	the	DET
ejpam-6795	93	2	application	application	NOUN
ejpam-6795	93	3	of	of	ADP
ejpam-6795	93	4	lmt	lmt	PROPN
ejpam-6795	93	5	to	to	ADP
ejpam-6795	93	6	this	this	DET
ejpam-6795	93	7	class	class	NOUN
ejpam-6795	93	8	of	of	ADP
ejpam-6795	93	9	fcf	fcf	PROPN
ejpam-6795	93	10	problems	problem	NOUN
ejpam-6795	93	11	introduces	introduce	VERB
ejpam-6795	93	12	a	a	DET
ejpam-6795	93	13	robust	robust	ADJ
ejpam-6795	93	14	predictive	predictive	ADJ
ejpam-6795	93	15	framework	framework	NOUN
ejpam-6795	93	16	,	,	PUNCT
ejpam-6795	93	17	offering	offer	VERB
ejpam-6795	93	18	enhanced	enhance	VERB
ejpam-6795	93	19	accuracy	accuracy	NOUN
ejpam-6795	93	20	,	,	PUNCT
ejpam-6795	93	21	faster	fast	ADJ
ejpam-6795	93	22	convergence	convergence	NOUN
ejpam-6795	93	23	,	,	PUNCT
ejpam-6795	93	24	and	and	CCONJ
ejpam-6795	93	25	deeper	deep	ADJ
ejpam-6795	93	26	insight	insight	NOUN
ejpam-6795	93	27	into	into	ADP
ejpam-6795	93	28	the	the	DET
ejpam-6795	93	29	coupled	couple	VERB
ejpam-6795	93	30	thermal	thermal	ADJ
ejpam-6795	93	31	–	–	PUNCT
ejpam-6795	93	32	solutal	solutal	ADJ
ejpam-6795	93	33	behavior	behavior	NOUN
ejpam-6795	93	34	of	of	ADP
ejpam-6795	93	35	magnetized	magnetized	ADJ
ejpam-6795	93	36	non	non	ADJ
ejpam-6795	93	37	-	-	ADJ
ejpam-6795	93	38	newtonian	newtonian	ADJ
ejpam-6795	93	39	systems	system	NOUN
ejpam-6795	93	40	.	.	PUNCT
ejpam-6795	94	1	the	the	DET
ejpam-6795	94	2	primary	primary	ADJ
ejpam-6795	94	3	objective	objective	NOUN
ejpam-6795	94	4	of	of	ADP
ejpam-6795	94	5	this	this	DET
ejpam-6795	94	6	study	study	NOUN
ejpam-6795	94	7	is	be	AUX
ejpam-6795	94	8	to	to	PART
ejpam-6795	94	9	develop	develop	VERB
ejpam-6795	94	10	an	an	DET
ejpam-6795	94	11	efficient	efficient	ADJ
ejpam-6795	94	12	and	and	CCONJ
ejpam-6795	94	13	accurate	accurate	ADJ
ejpam-6795	94	14	computational	computational	ADJ
ejpam-6795	94	15	framework	framework	NOUN
ejpam-6795	94	16	for	for	ADP
ejpam-6795	94	17	analyzing	analyze	VERB
ejpam-6795	94	18	the	the	DET
ejpam-6795	94	19	melting	melt	VERB
ejpam-6795	94	20	heat	heat	NOUN
ejpam-6795	94	21	transfer	transfer	NOUN
ejpam-6795	94	22	and	and	CCONJ
ejpam-6795	94	23	flow	flow	NOUN
ejpam-6795	94	24	characteristics	characteristic	NOUN
ejpam-6795	94	25	of	of	ADP
ejpam-6795	94	26	a	a	DET
ejpam-6795	94	27	fcf	fcf	NOUN
ejpam-6795	94	28	under	under	ADP
ejpam-6795	94	29	the	the	DET
ejpam-6795	94	30	influence	influence	NOUN
ejpam-6795	94	31	of	of	ADP
ejpam-6795	94	32	an	an	DET
ejpam-6795	94	33	external	external	ADJ
ejpam-6795	94	34	magnetic	magnetic	ADJ
ejpam-6795	94	35	dipole	dipole	NOUN
ejpam-6795	94	36	.	.	PUNCT
ejpam-6795	95	1	to	to	PART
ejpam-6795	95	2	achieve	achieve	VERB
ejpam-6795	95	3	this	this	PRON
ejpam-6795	95	4	,	,	PUNCT
ejpam-6795	95	5	the	the	DET
ejpam-6795	95	6	nonlinear	nonlinear	ADJ
ejpam-6795	95	7	boundary	boundary	ADJ
ejpam-6795	95	8	value	value	NOUN
ejpam-6795	95	9	problem	problem	NOUN
ejpam-6795	95	10	governing	govern	VERB
ejpam-6795	95	11	the	the	DET
ejpam-6795	95	12	fcf	fcf	NOUN
ejpam-6795	95	13	is	be	AUX
ejpam-6795	95	14	formulated	formulate	VERB
ejpam-6795	95	15	and	and	CCONJ
ejpam-6795	95	16	solved	solve	VERB
ejpam-6795	95	17	using	use	VERB
ejpam-6795	95	18	matlab	matlab	PROPN
ejpam-6795	95	19	’s	’s	PART
ejpam-6795	95	20	bvp4c	bvp4c	PROPN
ejpam-6795	95	21	solver	solver	VERB
ejpam-6795	95	22	to	to	PART
ejpam-6795	95	23	obtain	obtain	VERB
ejpam-6795	95	24	reliable	reliable	ADJ
ejpam-6795	95	25	reference	reference	NOUN
ejpam-6795	95	26	data	datum	NOUN
ejpam-6795	95	27	for	for	ADP
ejpam-6795	95	28	velocity	velocity	NOUN
ejpam-6795	95	29	,	,	PUNCT
ejpam-6795	95	30	temperature	temperature	NOUN
ejpam-6795	95	31	,	,	PUNCT
ejpam-6795	95	32	and	and	CCONJ
ejpam-6795	95	33	concentration	concentration	NOUN
ejpam-6795	95	34	profiles	profile	NOUN
ejpam-6795	95	35	.	.	PUNCT
ejpam-6795	96	1	an	an	DET
ejpam-6795	96	2	artificial	artificial	ADJ
ejpam-6795	96	3	neural	neural	ADJ
ejpam-6795	96	4	network	network	NOUN
ejpam-6795	96	5	trained	train	VERB
ejpam-6795	96	6	with	with	ADP
ejpam-6795	96	7	the	the	DET
ejpam-6795	96	8	lmt	lmt	PROPN
ejpam-6795	96	9	is	be	AUX
ejpam-6795	96	10	then	then	ADV
ejpam-6795	96	11	employed	employ	VERB
ejpam-6795	96	12	to	to	PART
ejpam-6795	96	13	approximate	approximate	VERB
ejpam-6795	96	14	these	these	DET
ejpam-6795	96	15	reference	reference	NOUN
ejpam-6795	96	16	solutions	solution	NOUN
ejpam-6795	96	17	and	and	CCONJ
ejpam-6795	96	18	evaluate	evaluate	VERB
ejpam-6795	96	19	the	the	DET
ejpam-6795	96	20	model	model	NOUN
ejpam-6795	96	21	’s	’s	PART
ejpam-6795	96	22	predictive	predictive	ADJ
ejpam-6795	96	23	accuracy	accuracy	NOUN
ejpam-6795	96	24	.	.	PUNCT
ejpam-6795	97	1	the	the	DET
ejpam-6795	97	2	ann	ann	PROPN
ejpam-6795	97	3	–	–	PUNCT
ejpam-6795	97	4	lmt	lmt	PROPN
ejpam-6795	97	5	predictions	prediction	NOUN
ejpam-6795	97	6	are	be	AUX
ejpam-6795	97	7	compared	compare	VERB
ejpam-6795	97	8	with	with	ADP
ejpam-6795	97	9	the	the	DET
ejpam-6795	97	10	numerical	numerical	ADJ
ejpam-6795	97	11	results	result	NOUN
ejpam-6795	97	12	to	to	PART
ejpam-6795	97	13	validate	validate	VERB
ejpam-6795	97	14	the	the	DET
ejpam-6795	97	15	robustness	robustness	NOUN
ejpam-6795	97	16	,	,	PUNCT
ejpam-6795	97	17	convergence	convergence	NOUN
ejpam-6795	97	18	,	,	PUNCT
ejpam-6795	97	19	and	and	CCONJ
ejpam-6795	97	20	generalization	generalization	NOUN
ejpam-6795	97	21	capability	capability	NOUN
ejpam-6795	97	22	of	of	ADP
ejpam-6795	97	23	the	the	DET
ejpam-6795	97	24	proposed	propose	VERB
ejpam-6795	97	25	hybrid	hybrid	NOUN
ejpam-6795	97	26	modeling	modeling	NOUN
ejpam-6795	97	27	approach	approach	NOUN
ejpam-6795	97	28	.	.	PUNCT
ejpam-6795	98	1	this	this	DET
ejpam-6795	98	2	methodology	methodology	NOUN
ejpam-6795	98	3	effectively	effectively	ADV
ejpam-6795	98	4	bridges	bridge	VERB
ejpam-6795	98	5	numerical	numerical	ADJ
ejpam-6795	98	6	precision	precision	NOUN
ejpam-6795	98	7	and	and	CCONJ
ejpam-6795	98	8	data	data	NOUN
ejpam-6795	98	9	-	-	PUNCT
ejpam-6795	98	10	driven	drive	VERB
ejpam-6795	98	11	learning	learning	NOUN
ejpam-6795	98	12	,	,	PUNCT
ejpam-6795	98	13	offering	offer	VERB
ejpam-6795	98	14	a	a	DET
ejpam-6795	98	15	reliable	reliable	ADJ
ejpam-6795	98	16	framework	framework	NOUN
ejpam-6795	98	17	for	for	ADP
ejpam-6795	98	18	simulating	simulate	VERB
ejpam-6795	98	19	nonlinear	nonlinear	ADJ
ejpam-6795	98	20	magnetothermal	magnetothermal	NOUN
ejpam-6795	98	21	systems	system	NOUN
ejpam-6795	98	22	influenced	influence	VERB
ejpam-6795	98	23	by	by	ADP
ejpam-6795	98	24	melting	melting	NOUN
ejpam-6795	98	25	and	and	CCONJ
ejpam-6795	98	26	diffusion	diffusion	NOUN
ejpam-6795	98	27	effects	effect	NOUN
ejpam-6795	98	28	.	.	PUNCT
ejpam-6795	99	1	the	the	DET
ejpam-6795	99	2	present	present	ADJ
ejpam-6795	99	3	study	study	NOUN
ejpam-6795	99	4	is	be	AUX
ejpam-6795	99	5	guided	guide	VERB
ejpam-6795	99	6	by	by	ADP
ejpam-6795	99	7	several	several	ADJ
ejpam-6795	99	8	research	research	NOUN
ejpam-6795	99	9	questions	question	NOUN
ejpam-6795	99	10	that	that	PRON
ejpam-6795	99	11	define	define	VERB
ejpam-6795	99	12	its	its	PRON
ejpam-6795	99	13	scope	scope	NOUN
ejpam-6795	99	14	and	and	CCONJ
ejpam-6795	99	15	objectives	objective	NOUN
ejpam-6795	99	16	.	.	PUNCT
ejpam-6795	100	1	it	it	PRON
ejpam-6795	100	2	investigates	investigate	VERB
ejpam-6795	100	3	how	how	SCONJ
ejpam-6795	100	4	effectively	effectively	ADV
ejpam-6795	100	5	a	a	DET
ejpam-6795	100	6	supervised	supervised	ADJ
ejpam-6795	100	7	neural	neural	ADJ
ejpam-6795	100	8	network	network	NOUN
ejpam-6795	100	9	optimized	optimize	VERB
ejpam-6795	100	10	with	with	ADP
ejpam-6795	100	11	the	the	DET
ejpam-6795	100	12	levenberg	levenberg	PROPN
ejpam-6795	100	13	–	–	PUNCT
ejpam-6795	100	14	marquardt	marquardt	PROPN
ejpam-6795	100	15	algorithm	algorithm	PROPN
ejpam-6795	100	16	can	can	AUX
ejpam-6795	100	17	predict	predict	VERB
ejpam-6795	100	18	the	the	DET
ejpam-6795	100	19	nonlinear	nonlinear	ADJ
ejpam-6795	100	20	thermal	thermal	ADJ
ejpam-6795	100	21	and	and	CCONJ
ejpam-6795	100	22	flow	flow	NOUN
ejpam-6795	100	23	behavior	behavior	NOUN
ejpam-6795	100	24	of	of	ADP
ejpam-6795	100	25	ferromagnetic	ferromagnetic	ADJ
ejpam-6795	100	26	carreau	carreau	PROPN
ejpam-6795	100	27	fluids	fluid	NOUN
ejpam-6795	100	28	.	.	PUNCT
ejpam-6795	101	1	it	it	PRON
ejpam-6795	101	2	also	also	ADV
ejpam-6795	101	3	explores	explore	VERB
ejpam-6795	101	4	the	the	DET
ejpam-6795	101	5	combined	combined	ADJ
ejpam-6795	101	6	effects	effect	NOUN
ejpam-6795	101	7	of	of	ADP
ejpam-6795	101	8	magnetic	magnetic	ADJ
ejpam-6795	101	9	interaction	interaction	NOUN
ejpam-6795	101	10	,	,	PUNCT
ejpam-6795	101	11	weissenberg	weissenberg	NOUN
ejpam-6795	101	12	number	number	NOUN
ejpam-6795	101	13	,	,	PUNCT
ejpam-6795	101	14	and	and	CCONJ
ejpam-6795	101	15	prandtl	prandtl	NOUN
ejpam-6795	101	16	number	number	NOUN
ejpam-6795	101	17	on	on	ADP
ejpam-6795	101	18	the	the	DET
ejpam-6795	101	19	velocity	velocity	NOUN
ejpam-6795	101	20	and	and	CCONJ
ejpam-6795	101	21	temperature	temperature	NOUN
ejpam-6795	101	22	profiles	profile	NOUN
ejpam-6795	101	23	of	of	ADP
ejpam-6795	101	24	such	such	ADJ
ejpam-6795	101	25	fluids	fluid	NOUN
ejpam-6795	101	26	.	.	PUNCT
ejpam-6795	102	1	finally	finally	ADV
ejpam-6795	102	2	,	,	PUNCT
ejpam-6795	102	3	it	it	PRON
ejpam-6795	102	4	examines	examine	VERB
ejpam-6795	102	5	how	how	SCONJ
ejpam-6795	102	6	accurately	accurately	ADV
ejpam-6795	102	7	the	the	DET
ejpam-6795	102	8	proposed	propose	VERB
ejpam-6795	102	9	ann	ann	PROPN
ejpam-6795	102	10	–	–	PUNCT
ejpam-6795	102	11	lmt	lmt	NOUN
ejpam-6795	102	12	framework	framework	NOUN
ejpam-6795	102	13	can	can	AUX
ejpam-6795	102	14	reproduce	reproduce	VERB
ejpam-6795	102	15	the	the	DET
ejpam-6795	102	16	results	result	NOUN
ejpam-6795	102	17	obtained	obtain	VERB
ejpam-6795	102	18	from	from	ADP
ejpam-6795	102	19	conventional	conventional	ADJ
ejpam-6795	102	20	numerical	numerical	ADJ
ejpam-6795	102	21	solvers	solver	NOUN
ejpam-6795	102	22	such	such	ADJ
ejpam-6795	102	23	as	as	ADP
ejpam-6795	102	24	matlab	matlab	PROPN
ejpam-6795	102	25	’s	’s	PART
ejpam-6795	102	26	bvp4c	bvp4c	PROPN
ejpam-6795	102	27	.	.	PUNCT
ejpam-6795	103	1	the	the	DET
ejpam-6795	103	2	structure	structure	NOUN
ejpam-6795	103	3	of	of	ADP
ejpam-6795	103	4	the	the	DET
ejpam-6795	103	5	paper	paper	NOUN
ejpam-6795	103	6	is	be	AUX
ejpam-6795	103	7	outlined	outline	VERB
ejpam-6795	103	8	as	as	SCONJ
ejpam-6795	103	9	follows	follow	VERB
ejpam-6795	103	10	:	:	PUNCT
ejpam-6795	103	11	section	section	NOUN
ejpam-6795	103	12	1	1	NUM
ejpam-6795	103	13	presents	present	VERB
ejpam-6795	103	14	a	a	DET
ejpam-6795	103	15	detailed	detailed	ADJ
ejpam-6795	103	16	review	review	NOUN
ejpam-6795	103	17	of	of	ADP
ejpam-6795	103	18	the	the	DET
ejpam-6795	103	19	relevant	relevant	ADJ
ejpam-6795	103	20	literature	literature	NOUN
ejpam-6795	103	21	along	along	ADP
ejpam-6795	103	22	with	with	ADP
ejpam-6795	103	23	the	the	DET
ejpam-6795	103	24	physical	physical	ADJ
ejpam-6795	103	25	context	context	NOUN
ejpam-6795	103	26	underlying	underlie	VERB
ejpam-6795	103	27	the	the	DET
ejpam-6795	103	28	study	study	NOUN
ejpam-6795	103	29	.	.	PUNCT
ejpam-6795	104	1	section	section	NOUN
ejpam-6795	104	2	2	2	NUM
ejpam-6795	104	3	formulates	formulate	VERB
ejpam-6795	104	4	the	the	DET
ejpam-6795	104	5	mathematical	mathematical	ADJ
ejpam-6795	104	6	model	model	NOUN
ejpam-6795	104	7	by	by	ADP
ejpam-6795	104	8	introducing	introduce	VERB
ejpam-6795	104	9	the	the	DET
ejpam-6795	104	10	governing	govern	VERB
ejpam-6795	104	11	equations	equation	NOUN
ejpam-6795	104	12	and	and	CCONJ
ejpam-6795	104	13	corresponding	corresponding	ADJ
ejpam-6795	104	14	boundary	boundary	ADJ
ejpam-6795	104	15	conditions	condition	NOUN
ejpam-6795	104	16	.	.	PUNCT
ejpam-6795	105	1	in	in	ADP
ejpam-6795	105	2	section	section	NOUN
ejpam-6795	105	3	3	3	NUM
ejpam-6795	105	4	,	,	PUNCT
ejpam-6795	105	5	the	the	DET
ejpam-6795	105	6	implementation	implementation	NOUN
ejpam-6795	105	7	of	of	ADP
ejpam-6795	105	8	an	an	DET
ejpam-6795	105	9	ann	ann	PROPN
ejpam-6795	105	10	-	-	PUNCT
ejpam-6795	105	11	lmt	lmt	PROPN
ejpam-6795	105	12	for	for	ADP
ejpam-6795	105	13	modeling	model	VERB
ejpam-6795	105	14	the	the	DET
ejpam-6795	105	15	ferromagnetic	ferromagnetic	PROPN
ejpam-6795	105	16	carreau	carreau	PROPN
ejpam-6795	105	17	fluid	fluid	NOUN
ejpam-6795	105	18	is	be	AUX
ejpam-6795	105	19	discussed	discuss	VERB
ejpam-6795	105	20	.	.	PUNCT
ejpam-6795	106	1	section	section	NOUN
ejpam-6795	106	2	4	4	NUM
ejpam-6795	106	3	provides	provide	VERB
ejpam-6795	106	4	graphical	graphical	ADJ
ejpam-6795	106	5	results	result	NOUN
ejpam-6795	106	6	and	and	CCONJ
ejpam-6795	106	7	a	a	DET
ejpam-6795	106	8	comprehensive	comprehensive	ADJ
ejpam-6795	106	9	discussion	discussion	NOUN
ejpam-6795	106	10	of	of	ADP
ejpam-6795	106	11	the	the	DET
ejpam-6795	106	12	observed	observed	ADJ
ejpam-6795	106	13	physical	physical	ADJ
ejpam-6795	106	14	behavior	behavior	NOUN
ejpam-6795	106	15	.	.	PUNCT
ejpam-6795	107	1	finally	finally	ADV
ejpam-6795	107	2	,	,	PUNCT
ejpam-6795	107	3	section	section	NOUN
ejpam-6795	107	4	5	5	NUM
ejpam-6795	107	5	s.	s.	PROPN
ejpam-6795	107	6	khan	khan	PROPN
ejpam-6795	107	7	et	et	PROPN
ejpam-6795	107	8	al	al	PROPN
ejpam-6795	107	9	.	.	PUNCT
ejpam-6795	107	10	/	/	SYM
ejpam-6795	107	11	eur	eur	PROPN
ejpam-6795	107	12	.	.	PUNCT
ejpam-6795	108	1	j.	j.	PROPN
ejpam-6795	108	2	pure	pure	PROPN
ejpam-6795	108	3	appl	appl	PROPN
ejpam-6795	108	4	.	.	PROPN
ejpam-6795	108	5	math	math	PROPN
ejpam-6795	108	6	,	,	PUNCT
ejpam-6795	108	7	18	18	NUM
ejpam-6795	108	8	(	(	PUNCT
ejpam-6795	108	9	4	4	NUM
ejpam-6795	108	10	)	)	PUNCT
ejpam-6795	108	11	(	(	PUNCT
ejpam-6795	108	12	2025	2025	NUM
ejpam-6795	108	13	)	)	PUNCT
ejpam-6795	108	14	,	,	PUNCT
ejpam-6795	108	15	6795	6795	NUM
ejpam-6795	108	16	5	5	NUM
ejpam-6795	108	17	of	of	ADP
ejpam-6795	108	18	33	33	NUM
ejpam-6795	108	19	summarizes	summarize	NOUN
ejpam-6795	108	20	the	the	DET
ejpam-6795	108	21	main	main	ADJ
ejpam-6795	108	22	conclusions	conclusion	NOUN
ejpam-6795	108	23	of	of	ADP
ejpam-6795	108	24	the	the	DET
ejpam-6795	108	25	study	study	NOUN
ejpam-6795	108	26	.	.	PUNCT
ejpam-6795	109	1	2	2	X
ejpam-6795	109	2	.	.	X
ejpam-6795	109	3	problem	problem	NOUN
ejpam-6795	109	4	modeling	modeling	NOUN
ejpam-6795	109	5	figure	figure	NOUN
ejpam-6795	109	6	1	1	NUM
ejpam-6795	109	7	shows	show	VERB
ejpam-6795	109	8	the	the	DET
ejpam-6795	109	9	two	two	NUM
ejpam-6795	109	10	-	-	PUNCT
ejpam-6795	109	11	dimensional	dimensional	ADJ
ejpam-6795	109	12	flow	flow	NOUN
ejpam-6795	109	13	of	of	ADP
ejpam-6795	109	14	a	a	DET
ejpam-6795	109	15	ferromagnetic	ferromagnetic	ADJ
ejpam-6795	109	16	nanofluid	nanofluid	NOUN
ejpam-6795	109	17	over	over	ADP
ejpam-6795	109	18	an	an	DET
ejpam-6795	109	19	impermeable	impermeable	ADJ
ejpam-6795	109	20	sheet	sheet	NOUN
ejpam-6795	109	21	of	of	ADP
ejpam-6795	109	22	a	a	DET
ejpam-6795	109	23	stretched	stretch	VERB
ejpam-6795	109	24	sheet	sheet	NOUN
ejpam-6795	109	25	horizontally	horizontally	ADV
ejpam-6795	109	26	.	.	PUNCT
ejpam-6795	110	1	a	a	DET
ejpam-6795	110	2	magnetic	magnetic	ADJ
ejpam-6795	110	3	field	field	NOUN
ejpam-6795	110	4	is	be	AUX
ejpam-6795	110	5	applied	apply	VERB
ejpam-6795	110	6	on	on	ADP
ejpam-6795	110	7	the	the	DET
ejpam-6795	110	8	outside	outside	NOUN
ejpam-6795	110	9	to	to	PART
ejpam-6795	110	10	affect	affect	VERB
ejpam-6795	110	11	the	the	DET
ejpam-6795	110	12	flow	flow	NOUN
ejpam-6795	110	13	.	.	PUNCT
ejpam-6795	111	1	the	the	DET
ejpam-6795	111	2	x	x	X
ejpam-6795	111	3	-	-	NOUN
ejpam-6795	111	4	axis	axis	NOUN
ejpam-6795	111	5	has	have	VERB
ejpam-6795	111	6	two	two	NUM
ejpam-6795	111	7	equal	equal	ADJ
ejpam-6795	111	8	and	and	CCONJ
ejpam-6795	111	9	opposite	opposite	ADJ
ejpam-6795	111	10	forces	force	NOUN
ejpam-6795	111	11	,	,	PUNCT
ejpam-6795	111	12	and	and	CCONJ
ejpam-6795	111	13	the	the	DET
ejpam-6795	111	14	y	y	NOUN
ejpam-6795	111	15	-	-	PUNCT
ejpam-6795	111	16	axis	axis	NOUN
ejpam-6795	111	17	is	be	AUX
ejpam-6795	111	18	perpendicular	perpendicular	ADJ
ejpam-6795	111	19	to	to	ADP
ejpam-6795	111	20	the	the	DET
ejpam-6795	111	21	surface	surface	NOUN
ejpam-6795	111	22	of	of	ADP
ejpam-6795	111	23	a	a	DET
ejpam-6795	111	24	sheet	sheet	NOUN
ejpam-6795	111	25	.	.	PUNCT
ejpam-6795	112	1	the	the	DET
ejpam-6795	112	2	sheet	sheet	NOUN
ejpam-6795	112	3	is	be	AUX
ejpam-6795	112	4	above	above	ADP
ejpam-6795	112	5	a	a	DET
ejpam-6795	112	6	fixed	fix	VERB
ejpam-6795	112	7	distance	distance	NOUN
ejpam-6795	112	8	of	of	ADP
ejpam-6795	112	9	a	a	DET
ejpam-6795	112	10	y	y	NOUN
ejpam-6795	112	11	-	-	PUNCT
ejpam-6795	112	12	axis	axis	NOUN
ejpam-6795	112	13	by	by	ADP
ejpam-6795	112	14	a	a	DET
ejpam-6795	112	15	magnetic	magnetic	ADJ
ejpam-6795	112	16	dipole	dipole	NOUN
ejpam-6795	112	17	of	of	ADP
ejpam-6795	112	18	known	know	VERB
ejpam-6795	112	19	strength	strength	NOUN
ejpam-6795	112	20	with	with	ADP
ejpam-6795	112	21	a	a	DET
ejpam-6795	112	22	fixed	fix	VERB
ejpam-6795	112	23	field	field	NOUN
ejpam-6795	112	24	in	in	ADP
ejpam-6795	112	25	the	the	DET
ejpam-6795	112	26	positive	positive	ADJ
ejpam-6795	112	27	x	x	NOUN
ejpam-6795	112	28	-	-	NOUN
ejpam-6795	112	29	direction	direction	NOUN
ejpam-6795	112	30	.	.	PUNCT
ejpam-6795	113	1	this	this	PRON
ejpam-6795	113	2	generates	generate	VERB
ejpam-6795	113	3	a	a	DET
ejpam-6795	113	4	magnetic	magnetic	ADJ
ejpam-6795	113	5	field	field	NOUN
ejpam-6795	113	6	owing	owe	VERB
ejpam-6795	113	7	to	to	ADP
ejpam-6795	113	8	the	the	DET
ejpam-6795	113	9	dipole	dipole	NOUN
ejpam-6795	113	10	;	;	PUNCT
ejpam-6795	113	11	this	this	PRON
ejpam-6795	113	12	boosts	boost	VERB
ejpam-6795	113	13	the	the	DET
ejpam-6795	113	14	magnetic	magnetic	ADJ
ejpam-6795	113	15	field	field	NOUN
ejpam-6795	113	16	concentration	concentration	NOUN
ejpam-6795	113	17	locally	locally	ADV
ejpam-6795	113	18	,	,	PUNCT
ejpam-6795	113	19	and	and	CCONJ
ejpam-6795	113	20	ultimately	ultimately	ADV
ejpam-6795	113	21	the	the	DET
ejpam-6795	113	22	magnetic	magnetic	ADJ
ejpam-6795	113	23	field	field	NOUN
ejpam-6795	113	24	effects	effect	NOUN
ejpam-6795	113	25	lead	lead	VERB
ejpam-6795	113	26	to	to	ADP
ejpam-6795	113	27	magnetic	magnetic	ADJ
ejpam-6795	113	28	saturation	saturation	NOUN
ejpam-6795	113	29	in	in	ADP
ejpam-6795	113	30	the	the	DET
ejpam-6795	113	31	ferrofluid	ferrofluid	NOUN
ejpam-6795	113	32	.	.	PUNCT
ejpam-6795	114	1	figure	figure	NOUN
ejpam-6795	114	2	1	1	NUM
ejpam-6795	114	3	:	:	PUNCT
ejpam-6795	114	4	flow	flow	NOUN
ejpam-6795	114	5	geometry	geometry	NOUN
ejpam-6795	114	6	the	the	DET
ejpam-6795	114	7	temperature	temperature	NOUN
ejpam-6795	114	8	of	of	ADP
ejpam-6795	114	9	the	the	DET
ejpam-6795	114	10	sheet	sheet	NOUN
ejpam-6795	114	11	,	,	PUNCT
ejpam-6795	114	12	which	which	PRON
ejpam-6795	114	13	we	we	PRON
ejpam-6795	114	14	indicate	indicate	VERB
ejpam-6795	114	15	by	by	ADP
ejpam-6795	114	16	tw	tw	NOUN
ejpam-6795	114	17	,	,	PUNCT
ejpam-6795	114	18	is	be	AUX
ejpam-6795	114	19	kept	keep	VERB
ejpam-6795	114	20	below	below	ADP
ejpam-6795	114	21	the	the	DET
ejpam-6795	114	22	curie	curie	PROPN
ejpam-6795	114	23	temperature	temperature	NOUN
ejpam-6795	114	24	tc	tc	NOUN
ejpam-6795	114	25	.	.	PUNCT
ejpam-6795	115	1	at	at	ADP
ejpam-6795	115	2	temperatures	temperature	NOUN
ejpam-6795	115	3	beyond	beyond	ADP
ejpam-6795	115	4	this	this	DET
ejpam-6795	115	5	magnetization	magnetization	NOUN
ejpam-6795	115	6	limit	limit	NOUN
ejpam-6795	115	7	,	,	PUNCT
ejpam-6795	115	8	the	the	DET
ejpam-6795	115	9	ferromagnetic	ferromagnetic	ADJ
ejpam-6795	115	10	nanoparticles	nanoparticle	NOUN
ejpam-6795	115	11	lose	lose	VERB
ejpam-6795	115	12	their	their	PRON
ejpam-6795	115	13	magnetism	magnetism	NOUN
ejpam-6795	115	14	and	and	CCONJ
ejpam-6795	115	15	end	end	VERB
ejpam-6795	115	16	up	up	ADP
ejpam-6795	115	17	becoming	become	VERB
ejpam-6795	115	18	paramagnetic	paramagnetic	ADJ
ejpam-6795	115	19	particles	particle	NOUN
ejpam-6795	115	20	.	.	PUNCT
ejpam-6795	116	1	it	it	PRON
ejpam-6795	116	2	is	be	AUX
ejpam-6795	116	3	assumed	assume	VERB
ejpam-6795	116	4	that	that	SCONJ
ejpam-6795	116	5	the	the	DET
ejpam-6795	116	6	fluid	fluid	NOUN
ejpam-6795	116	7	far	far	ADV
ejpam-6795	116	8	from	from	ADP
ejpam-6795	116	9	the	the	DET
ejpam-6795	116	10	sheet	sheet	NOUN
ejpam-6795	116	11	has	have	VERB
ejpam-6795	116	12	a	a	DET
ejpam-6795	116	13	temperature	temperature	NOUN
ejpam-6795	116	14	t∞	t∞	NOUN
ejpam-6795	116	15	=	=	SYM
ejpam-6795	116	16	tc	tc	NOUN
ejpam-6795	116	17	,	,	PUNCT
ejpam-6795	116	18	meaning	mean	VERB
ejpam-6795	116	19	the	the	DET
ejpam-6795	116	20	nanoparticles	nanoparticle	NOUN
ejpam-6795	116	21	remain	remain	VERB
ejpam-6795	116	22	non	non	ADJ
ejpam-6795	116	23	-	-	ADJ
ejpam-6795	116	24	magnetic	magnetic	ADJ
ejpam-6795	116	25	until	until	SCONJ
ejpam-6795	116	26	they	they	PRON
ejpam-6795	116	27	cool	cool	VERB
ejpam-6795	116	28	upon	upon	SCONJ
ejpam-6795	116	29	entering	enter	VERB
ejpam-6795	116	30	the	the	DET
ejpam-6795	116	31	thermal	thermal	ADJ
ejpam-6795	116	32	boundary	boundary	ADJ
ejpam-6795	116	33	layer	layer	NOUN
ejpam-6795	116	34	.	.	PUNCT
ejpam-6795	117	1	a	a	DET
ejpam-6795	117	2	mathematical	mathematical	ADJ
ejpam-6795	117	3	model	model	NOUN
ejpam-6795	117	4	is	be	AUX
ejpam-6795	117	5	formulated	formulate	VERB
ejpam-6795	117	6	to	to	PART
ejpam-6795	117	7	examine	examine	VERB
ejpam-6795	117	8	the	the	DET
ejpam-6795	117	9	influence	influence	NOUN
ejpam-6795	117	10	of	of	ADP
ejpam-6795	117	11	magnetic	magnetic	ADJ
ejpam-6795	117	12	dipoles	dipole	NOUN
ejpam-6795	117	13	on	on	ADP
ejpam-6795	117	14	a	a	DET
ejpam-6795	117	15	generalized	generalized	ADJ
ejpam-6795	117	16	newtonian	newtonian	NOUN
ejpam-6795	117	17	(	(	PUNCT
ejpam-6795	117	18	carreau	carreau	PROPN
ejpam-6795	117	19	)	)	PUNCT
ejpam-6795	117	20	nanofluid	nanofluid	PROPN
ejpam-6795	117	21	,	,	PUNCT
ejpam-6795	117	22	incorporating	incorporate	VERB
ejpam-6795	117	23	the	the	DET
ejpam-6795	117	24	effects	effect	NOUN
ejpam-6795	117	25	of	of	ADP
ejpam-6795	117	26	viscous	viscous	ADJ
ejpam-6795	117	27	dissipation	dissipation	NOUN
ejpam-6795	117	28	and	and	CCONJ
ejpam-6795	117	29	chemical	chemical	NOUN
ejpam-6795	117	30	reactions	reaction	NOUN
ejpam-6795	117	31	.	.	PUNCT
ejpam-6795	118	1	the	the	DET
ejpam-6795	118	2	governing	govern	VERB
ejpam-6795	118	3	equations	equation	NOUN
ejpam-6795	118	4	describing	describe	VERB
ejpam-6795	118	5	the	the	DET
ejpam-6795	118	6	conservation	conservation	NOUN
ejpam-6795	118	7	of	of	ADP
ejpam-6795	118	8	mass	mass	PROPN
ejpam-6795	118	9	,	,	PUNCT
ejpam-6795	118	10	momentum	momentum	NOUN
ejpam-6795	118	11	,	,	PUNCT
ejpam-6795	118	12	energy	energy	NOUN
ejpam-6795	118	13	,	,	PUNCT
ejpam-6795	118	14	and	and	CCONJ
ejpam-6795	118	15	concentration	concentration	NOUN
ejpam-6795	118	16	for	for	ADP
ejpam-6795	118	17	a	a	DET
ejpam-6795	118	18	two	two	NUM
ejpam-6795	118	19	-	-	PUNCT
ejpam-6795	118	20	dimensional	dimensional	ADJ
ejpam-6795	118	21	,	,	PUNCT
ejpam-6795	118	22	incompressible	incompressible	ADJ
ejpam-6795	118	23	,	,	PUNCT
ejpam-6795	118	24	steady	steady	ADJ
ejpam-6795	118	25	flow	flow	NOUN
ejpam-6795	118	26	of	of	ADP
ejpam-6795	118	27	a	a	DET
ejpam-6795	118	28	ferromagnetic	ferromagnetic	ADJ
ejpam-6795	118	29	carreau	carreau	PROPN
ejpam-6795	118	30	fluid	fluid	NOUN
ejpam-6795	118	31	are	be	AUX
ejpam-6795	118	32	first	first	ADV
ejpam-6795	118	33	expressed	express	VERB
ejpam-6795	118	34	in	in	ADP
ejpam-6795	118	35	their	their	PRON
ejpam-6795	118	36	general	general	ADJ
ejpam-6795	118	37	vector	vector	NOUN
ejpam-6795	118	38	form	form	NOUN
ejpam-6795	118	39	as	as	SCONJ
ejpam-6795	118	40	follows	follow	VERB
ejpam-6795	118	41	[	[	X
ejpam-6795	118	42	44	44	NUM
ejpam-6795	118	43	]	]	X
ejpam-6795	118	44	:	:	PUNCT
ejpam-6795	118	45	∇	∇	X
ejpam-6795	118	46	·	·	SYM
ejpam-6795	118	47	v	v	NOUN
ejpam-6795	118	48	=	=	SYM
ejpam-6795	118	49	0	0	NUM
ejpam-6795	118	50	,	,	PUNCT
ejpam-6795	118	51	ρ(v	ρ(v	PROPN
ejpam-6795	118	52	·	·	PUNCT
ejpam-6795	118	53	∇)v	∇)v	PROPN
ejpam-6795	118	54	=	=	SYM
ejpam-6795	119	1	−∇p+∇	−∇p+∇	X
ejpam-6795	119	2	·	·	PUNCT
ejpam-6795	119	3	τ	τ	PROPN
ejpam-6795	119	4	+	+	NUM
ejpam-6795	119	5	fm	fm	PROPN
ejpam-6795	119	6	,	,	PUNCT
ejpam-6795	119	7	ρcp(v	ρcp(v	PROPN
ejpam-6795	119	8	·	·	PUNCT
ejpam-6795	119	9	∇t	∇t	NOUN
ejpam-6795	119	10	)	)	PUNCT
ejpam-6795	119	11	=	=	PUNCT
ejpam-6795	119	12	k∇2	k∇2	PROPN
ejpam-6795	119	13	t	t	PROPN
ejpam-6795	119	14	+	+	NOUN
ejpam-6795	119	15	qt	qt	PROPN
ejpam-6795	119	16	,	,	PUNCT
ejpam-6795	119	17	s.	s.	PROPN
ejpam-6795	119	18	khan	khan	PROPN
ejpam-6795	119	19	et	et	PROPN
ejpam-6795	119	20	al	al	PROPN
ejpam-6795	119	21	.	.	PUNCT
ejpam-6795	119	22	/	/	SYM
ejpam-6795	119	23	eur	eur	PROPN
ejpam-6795	119	24	.	.	PUNCT
ejpam-6795	120	1	j.	j.	PROPN
ejpam-6795	120	2	pure	pure	PROPN
ejpam-6795	120	3	appl	appl	PROPN
ejpam-6795	120	4	.	.	PROPN
ejpam-6795	120	5	math	math	PROPN
ejpam-6795	120	6	,	,	PUNCT
ejpam-6795	120	7	18	18	NUM
ejpam-6795	120	8	(	(	PUNCT
ejpam-6795	120	9	4	4	NUM
ejpam-6795	120	10	)	)	PUNCT
ejpam-6795	120	11	(	(	PUNCT
ejpam-6795	120	12	2025	2025	NUM
ejpam-6795	120	13	)	)	PUNCT
ejpam-6795	120	14	,	,	PUNCT
ejpam-6795	120	15	6795	6795	NUM
ejpam-6795	120	16	6	6	NUM
ejpam-6795	120	17	of	of	ADP
ejpam-6795	120	18	33	33	NUM
ejpam-6795	120	19	(	(	PUNCT
ejpam-6795	120	20	v	v	NOUN
ejpam-6795	120	21	·	·	PUNCT
ejpam-6795	120	22	∇c	∇c	NOUN
ejpam-6795	120	23	)	)	PUNCT
ejpam-6795	120	24	=	=	NOUN
ejpam-6795	121	1	db∇2c	db∇2c	NOUN
ejpam-6795	121	2	+	+	CCONJ
ejpam-6795	121	3	dt	dt	VERB
ejpam-6795	121	4	tc	tc	NUM
ejpam-6795	121	5	∇2	∇2	PROPN
ejpam-6795	121	6	t.	t.	PROPN
ejpam-6795	121	7	here	here	ADV
ejpam-6795	121	8	,	,	PUNCT
ejpam-6795	121	9	v	v	NOUN
ejpam-6795	121	10	=	=	SYM
ejpam-6795	121	11	(	(	PUNCT
ejpam-6795	121	12	ū	ū	NOUN
ejpam-6795	121	13	,	,	PUNCT
ejpam-6795	121	14	v̄	v̄	NOUN
ejpam-6795	121	15	)	)	PUNCT
ejpam-6795	121	16	denotes	denote	VERB
ejpam-6795	121	17	the	the	DET
ejpam-6795	121	18	velocity	velocity	NOUN
ejpam-6795	121	19	vector	vector	NOUN
ejpam-6795	121	20	,	,	PUNCT
ejpam-6795	121	21	ρ	ρ	PROPN
ejpam-6795	121	22	is	be	AUX
ejpam-6795	121	23	the	the	DET
ejpam-6795	121	24	fluid	fluid	ADJ
ejpam-6795	121	25	density	density	NOUN
ejpam-6795	121	26	,	,	PUNCT
ejpam-6795	121	27	p	p	NOUN
ejpam-6795	121	28	is	be	AUX
ejpam-6795	121	29	the	the	DET
ejpam-6795	121	30	pressure	pressure	NOUN
ejpam-6795	121	31	,	,	PUNCT
ejpam-6795	121	32	t	t	PROPN
ejpam-6795	121	33	represents	represent	VERB
ejpam-6795	121	34	the	the	DET
ejpam-6795	121	35	temperature	temperature	NOUN
ejpam-6795	121	36	,	,	PUNCT
ejpam-6795	121	37	and	and	CCONJ
ejpam-6795	121	38	c	c	NOUN
ejpam-6795	121	39	denotes	denote	VERB
ejpam-6795	121	40	the	the	DET
ejpam-6795	121	41	nanoparticle	nanoparticle	NOUN
ejpam-6795	121	42	concentration	concentration	NOUN
ejpam-6795	121	43	.	.	PUNCT
ejpam-6795	122	1	the	the	DET
ejpam-6795	122	2	extra	extra	ADJ
ejpam-6795	122	3	stress	stress	NOUN
ejpam-6795	122	4	tensor	tensor	NOUN
ejpam-6795	122	5	τ	τ	PROPN
ejpam-6795	122	6	for	for	ADP
ejpam-6795	122	7	the	the	DET
ejpam-6795	122	8	carreau	carreau	PROPN
ejpam-6795	122	9	fluid	fluid	PROPN
ejpam-6795	122	10	model	model	NOUN
ejpam-6795	122	11	is	be	AUX
ejpam-6795	122	12	defined	define	VERB
ejpam-6795	122	13	as	as	ADP
ejpam-6795	122	14	τ	τ	X
ejpam-6795	122	15	=	=	NOUN
ejpam-6795	122	16	2µeff(γ̇)d	2µeff(γ̇)d	ADJ
ejpam-6795	122	17	,	,	PUNCT
ejpam-6795	122	18	d	d	NOUN
ejpam-6795	122	19	=	=	SYM
ejpam-6795	122	20	1	1	NUM
ejpam-6795	122	21	2	2	NUM
ejpam-6795	122	22	(	(	PUNCT
ejpam-6795	122	23	∇v	∇v	ADV
ejpam-6795	122	24	+	+	CCONJ
ejpam-6795	122	25	(	(	PUNCT
ejpam-6795	122	26	∇v)t	∇v)t	PROPN
ejpam-6795	122	27	)	)	PUNCT
ejpam-6795	122	28	,	,	PUNCT
ejpam-6795	122	29	where	where	SCONJ
ejpam-6795	122	30	d	d	NOUN
ejpam-6795	122	31	is	be	AUX
ejpam-6795	122	32	the	the	DET
ejpam-6795	122	33	rate	rate	NOUN
ejpam-6795	122	34	of	of	ADP
ejpam-6795	122	35	deformation	deformation	NOUN
ejpam-6795	122	36	tensor	tensor	NOUN
ejpam-6795	122	37	and	and	CCONJ
ejpam-6795	122	38	µeff(γ̇	µeff(γ̇	PROPN
ejpam-6795	122	39	)	)	PUNCT
ejpam-6795	122	40	is	be	AUX
ejpam-6795	122	41	the	the	DET
ejpam-6795	122	42	effective	effective	ADJ
ejpam-6795	122	43	viscosity	viscosity	NOUN
ejpam-6795	122	44	given	give	VERB
ejpam-6795	122	45	by	by	ADP
ejpam-6795	122	46	the	the	DET
ejpam-6795	122	47	carreau	carreau	PROPN
ejpam-6795	122	48	relation	relation	PROPN
ejpam-6795	122	49	,	,	PUNCT
ejpam-6795	122	50	µeff(γ̇	µeff(γ̇	PROPN
ejpam-6795	122	51	)	)	PUNCT
ejpam-6795	122	52	=	=	SYM
ejpam-6795	122	53	µ	µ	X
ejpam-6795	122	54	[	[	PUNCT
ejpam-6795	122	55	1	1	NUM
ejpam-6795	122	56	+	+	CCONJ
ejpam-6795	122	57	(	(	PUNCT
ejpam-6795	122	58	γγ̇)2	γγ̇)2	ADV
ejpam-6795	122	59	]	]	X
ejpam-6795	122	60	n−1	n−1	PROPN
ejpam-6795	122	61	2	2	NUM
ejpam-6795	122	62	,	,	PUNCT
ejpam-6795	122	63	with	with	ADP
ejpam-6795	122	64	γ̇	γ̇	NOUN
ejpam-6795	122	65	=	=	SYM
ejpam-6795	122	66	√	√	NOUN
ejpam-6795	122	67	2d	2d	NUM
ejpam-6795	122	68	:	:	PUNCT
ejpam-6795	122	69	d	d	ADP
ejpam-6795	122	70	being	be	AUX
ejpam-6795	122	71	the	the	DET
ejpam-6795	122	72	shear	shear	NOUN
ejpam-6795	122	73	rate	rate	NOUN
ejpam-6795	122	74	.	.	PUNCT
ejpam-6795	123	1	the	the	DET
ejpam-6795	123	2	magnetic	magnetic	ADJ
ejpam-6795	123	3	body	body	NOUN
ejpam-6795	123	4	force	force	NOUN
ejpam-6795	123	5	fm	fm	PROPN
ejpam-6795	123	6	arises	arise	VERB
ejpam-6795	123	7	due	due	ADP
ejpam-6795	123	8	to	to	ADP
ejpam-6795	123	9	the	the	DET
ejpam-6795	123	10	spatial	spatial	ADJ
ejpam-6795	123	11	variation	variation	NOUN
ejpam-6795	123	12	of	of	ADP
ejpam-6795	123	13	magnetization	magnetization	NOUN
ejpam-6795	123	14	and	and	CCONJ
ejpam-6795	123	15	magnetic	magnetic	ADJ
ejpam-6795	123	16	field	field	NOUN
ejpam-6795	123	17	intensity	intensity	NOUN
ejpam-6795	123	18	,	,	PUNCT
ejpam-6795	123	19	and	and	CCONJ
ejpam-6795	123	20	for	for	ADP
ejpam-6795	123	21	a	a	DET
ejpam-6795	123	22	temperature	temperature	NOUN
ejpam-6795	123	23	-	-	PUNCT
ejpam-6795	123	24	dependent	dependent	ADJ
ejpam-6795	123	25	magnetization	magnetization	NOUN
ejpam-6795	123	26	m(t	m(t	PROPN
ejpam-6795	123	27	)	)	PUNCT
ejpam-6795	123	28	,	,	PUNCT
ejpam-6795	123	29	it	it	PRON
ejpam-6795	123	30	is	be	AUX
ejpam-6795	123	31	expressed	express	VERB
ejpam-6795	123	32	as	as	ADP
ejpam-6795	123	33	fm	fm	PROPN
ejpam-6795	123	34	=	=	SYM
ejpam-6795	123	35	µ0m(t	µ0m(t	PROPN
ejpam-6795	123	36	)	)	PUNCT
ejpam-6795	123	37	∇h	∇h	PROPN
ejpam-6795	123	38	,	,	PUNCT
ejpam-6795	123	39	where	where	SCONJ
ejpam-6795	123	40	µ0	µ0	NOUN
ejpam-6795	123	41	denotes	denote	VERB
ejpam-6795	123	42	the	the	DET
ejpam-6795	123	43	magnetic	magnetic	ADJ
ejpam-6795	123	44	permeability	permeability	NOUN
ejpam-6795	123	45	,	,	PUNCT
ejpam-6795	123	46	m(t	m(t	PROPN
ejpam-6795	123	47	)	)	PUNCT
ejpam-6795	123	48	is	be	AUX
ejpam-6795	123	49	the	the	DET
ejpam-6795	123	50	magnetization	magnetization	NOUN
ejpam-6795	123	51	,	,	PUNCT
ejpam-6795	123	52	and	and	CCONJ
ejpam-6795	123	53	h	h	NOUN
ejpam-6795	123	54	represents	represent	VERB
ejpam-6795	123	55	the	the	DET
ejpam-6795	123	56	magnetic	magnetic	ADJ
ejpam-6795	123	57	field	field	NOUN
ejpam-6795	123	58	strength	strength	NOUN
ejpam-6795	123	59	.	.	PUNCT
ejpam-6795	124	1	the	the	DET
ejpam-6795	124	2	term	term	NOUN
ejpam-6795	124	3	qt	qt	NOUN
ejpam-6795	124	4	in	in	ADP
ejpam-6795	124	5	the	the	DET
ejpam-6795	124	6	energy	energy	NOUN
ejpam-6795	124	7	equation	equation	NOUN
ejpam-6795	124	8	accounts	account	VERB
ejpam-6795	124	9	for	for	ADP
ejpam-6795	124	10	the	the	DET
ejpam-6795	124	11	thermal	thermal	ADJ
ejpam-6795	124	12	effects	effect	NOUN
ejpam-6795	124	13	induced	induce	VERB
ejpam-6795	124	14	by	by	ADP
ejpam-6795	124	15	magnetization	magnetization	NOUN
ejpam-6795	124	16	and	and	CCONJ
ejpam-6795	124	17	can	can	AUX
ejpam-6795	124	18	be	be	AUX
ejpam-6795	124	19	written	write	VERB
ejpam-6795	124	20	as	as	ADP
ejpam-6795	124	21	qt	qt	NOUN
ejpam-6795	124	22	=	=	NOUN
ejpam-6795	124	23	µ0	µ0	NOUN
ejpam-6795	124	24	t	t	X
ejpam-6795	125	1	dm	dm	INTJ
ejpam-6795	125	2	dt	dt	X
ejpam-6795	125	3	(	(	PUNCT
ejpam-6795	125	4	v	v	NOUN
ejpam-6795	125	5	·	·	SYM
ejpam-6795	125	6	∇h	∇h	NOUN
ejpam-6795	125	7	)	)	PUNCT
ejpam-6795	125	8	,	,	PUNCT
ejpam-6795	125	9	which	which	PRON
ejpam-6795	125	10	incorporates	incorporate	VERB
ejpam-6795	125	11	the	the	DET
ejpam-6795	125	12	coupling	coupling	NOUN
ejpam-6795	125	13	between	between	ADP
ejpam-6795	125	14	the	the	DET
ejpam-6795	125	15	temperature	temperature	NOUN
ejpam-6795	125	16	gradient	gradient	NOUN
ejpam-6795	125	17	,	,	PUNCT
ejpam-6795	125	18	magnetization	magnetization	NOUN
ejpam-6795	125	19	,	,	PUNCT
ejpam-6795	125	20	and	and	CCONJ
ejpam-6795	125	21	the	the	DET
ejpam-6795	125	22	applied	apply	VERB
ejpam-6795	125	23	magnetic	magnetic	ADJ
ejpam-6795	125	24	field	field	NOUN
ejpam-6795	125	25	.	.	PUNCT
ejpam-6795	126	1	the	the	DET
ejpam-6795	126	2	last	last	ADJ
ejpam-6795	126	3	equation	equation	NOUN
ejpam-6795	126	4	represents	represent	VERB
ejpam-6795	126	5	the	the	DET
ejpam-6795	126	6	nanoparticle	nanoparticle	NOUN
ejpam-6795	126	7	concentration	concentration	NOUN
ejpam-6795	126	8	field	field	NOUN
ejpam-6795	126	9	,	,	PUNCT
ejpam-6795	126	10	which	which	PRON
ejpam-6795	126	11	includes	include	VERB
ejpam-6795	126	12	both	both	DET
ejpam-6795	126	13	brownian	brownian	ADJ
ejpam-6795	126	14	motion	motion	NOUN
ejpam-6795	126	15	and	and	CCONJ
ejpam-6795	126	16	thermophoretic	thermophoretic	ADJ
ejpam-6795	126	17	diffusion	diffusion	NOUN
ejpam-6795	126	18	effects	effect	NOUN
ejpam-6795	126	19	through	through	ADP
ejpam-6795	126	20	the	the	DET
ejpam-6795	126	21	coefficients	coefficient	NOUN
ejpam-6795	126	22	db	db	VERB
ejpam-6795	126	23	and	and	CCONJ
ejpam-6795	126	24	dt	dt	X
ejpam-6795	126	25	,	,	PUNCT
ejpam-6795	126	26	respectively	respectively	ADV
ejpam-6795	126	27	.	.	PUNCT
ejpam-6795	127	1	the	the	DET
ejpam-6795	127	2	above	above	ADJ
ejpam-6795	127	3	vector	vector	NOUN
ejpam-6795	127	4	equations	equation	NOUN
ejpam-6795	127	5	can	can	AUX
ejpam-6795	127	6	be	be	AUX
ejpam-6795	127	7	expressed	express	VERB
ejpam-6795	127	8	explicitly	explicitly	ADV
ejpam-6795	127	9	in	in	ADP
ejpam-6795	127	10	their	their	PRON
ejpam-6795	127	11	two	two	NUM
ejpam-6795	127	12	-	-	PUNCT
ejpam-6795	127	13	dimensional	dimensional	ADJ
ejpam-6795	127	14	component	component	NOUN
ejpam-6795	127	15	form	form	NOUN
ejpam-6795	127	16	as	as	ADP
ejpam-6795	127	17	:	:	PUNCT
ejpam-6795	127	18	∂v̄	∂v̄	PROPN
ejpam-6795	127	19	∂y	∂y	PROPN
ejpam-6795	127	20	+	+	CCONJ
ejpam-6795	127	21	∂ū	∂ū	PROPN
ejpam-6795	127	22	∂x	∂x	PROPN
ejpam-6795	127	23	=	=	SYM
ejpam-6795	127	24	0	0	PROPN
ejpam-6795	127	25	,	,	PUNCT
ejpam-6795	127	26	(	(	PUNCT
ejpam-6795	127	27	1	1	X
ejpam-6795	127	28	)	)	PUNCT
ejpam-6795	128	1	∂ū	∂ū	PROPN
ejpam-6795	128	2	∂y	∂y	SYM
ejpam-6795	128	3	v̄	v̄	NOUN
ejpam-6795	128	4	+	+	CCONJ
ejpam-6795	128	5	∂ū	∂ū	NOUN
ejpam-6795	128	6	∂x	∂x	PROPN
ejpam-6795	128	7	ū	ū	NOUN
ejpam-6795	128	8	=	=	SYM
ejpam-6795	128	9	−1	−1	NOUN
ejpam-6795	128	10	ρ	ρ	PROPN
ejpam-6795	128	11	∂p	∂p	PROPN
ejpam-6795	128	12	∂x	∂x	PROPN
ejpam-6795	128	13	+	+	CCONJ
ejpam-6795	128	14	3ν(n−	3ν(n−	NUM
ejpam-6795	128	15	1	1	NUM
ejpam-6795	128	16	)	)	PUNCT
ejpam-6795	128	17	2	2	NUM
ejpam-6795	128	18	γ	γ	X
ejpam-6795	128	19	(	(	PUNCT
ejpam-6795	128	20	∂ū	∂ū	PROPN
ejpam-6795	128	21	∂y	∂y	SYM
ejpam-6795	128	22	)	)	PUNCT
ejpam-6795	128	23	2	2	NUM
ejpam-6795	128	24	∂2ū	∂2ū	NOUN
ejpam-6795	128	25	∂y2	∂y2	NOUN
ejpam-6795	128	26	+	+	SYM
ejpam-6795	128	27	µ0	µ0	NUM
ejpam-6795	128	28	m	m	VERB
ejpam-6795	128	29	ρ	ρ	NOUN
ejpam-6795	128	30	∂h	∂h	PROPN
ejpam-6795	128	31	∂x	∂x	PROPN
ejpam-6795	128	32	,	,	PUNCT
ejpam-6795	128	33	(	(	PUNCT
ejpam-6795	128	34	2	2	X
ejpam-6795	128	35	)	)	PUNCT
ejpam-6795	128	36	∂t	∂t	PROPN
ejpam-6795	128	37	∂y	∂y	PROPN
ejpam-6795	128	38	v̄	v̄	PROPN
ejpam-6795	129	1	+	+	CCONJ
ejpam-6795	129	2	∂t	∂t	PROPN
ejpam-6795	129	3	∂x	∂x	PROPN
ejpam-6795	129	4	ū+	ū+	NUM
ejpam-6795	129	5	µ0	µ0	NOUN
ejpam-6795	129	6	ρcp	ρcp	NOUN
ejpam-6795	129	7	t	t	PROPN
ejpam-6795	129	8	∂m	∂m	PROPN
ejpam-6795	129	9	∂t	∂t	PROPN
ejpam-6795	129	10	(	(	PUNCT
ejpam-6795	129	11	ū	ū	NOUN
ejpam-6795	129	12	∂h	∂h	PROPN
ejpam-6795	129	13	∂x	∂x	PROPN
ejpam-6795	129	14	+	+	CCONJ
ejpam-6795	129	15	v̄	v̄	PROPN
ejpam-6795	129	16	∂h	∂h	PROPN
ejpam-6795	129	17	∂y	∂y	NOUN
ejpam-6795	129	18	)	)	PUNCT
ejpam-6795	129	19	=	=	PUNCT
ejpam-6795	130	1	k	k	PROPN
ejpam-6795	130	2	ρcp	ρcp	PROPN
ejpam-6795	130	3	∂2	∂2	PROPN
ejpam-6795	130	4	t	t	PROPN
ejpam-6795	130	5	∂y2	∂y2	NOUN
ejpam-6795	130	6	,	,	PUNCT
ejpam-6795	130	7	(	(	PUNCT
ejpam-6795	130	8	3	3	X
ejpam-6795	130	9	)	)	PUNCT
ejpam-6795	130	10	s.	s.	PROPN
ejpam-6795	130	11	khan	khan	PROPN
ejpam-6795	130	12	et	et	PROPN
ejpam-6795	130	13	al	al	PROPN
ejpam-6795	130	14	.	.	PUNCT
ejpam-6795	130	15	/	/	SYM
ejpam-6795	130	16	eur	eur	PROPN
ejpam-6795	130	17	.	.	PUNCT
ejpam-6795	131	1	j.	j.	PROPN
ejpam-6795	131	2	pure	pure	PROPN
ejpam-6795	131	3	appl	appl	PROPN
ejpam-6795	131	4	.	.	PROPN
ejpam-6795	131	5	math	math	PROPN
ejpam-6795	131	6	,	,	PUNCT
ejpam-6795	131	7	18	18	NUM
ejpam-6795	131	8	(	(	PUNCT
ejpam-6795	131	9	4	4	NUM
ejpam-6795	131	10	)	)	PUNCT
ejpam-6795	131	11	(	(	PUNCT
ejpam-6795	131	12	2025	2025	NUM
ejpam-6795	131	13	)	)	PUNCT
ejpam-6795	131	14	,	,	PUNCT
ejpam-6795	131	15	6795	6795	NUM
ejpam-6795	131	16	7	7	NUM
ejpam-6795	131	17	of	of	ADP
ejpam-6795	131	18	33	33	NUM
ejpam-6795	131	19	∂c	∂c	PROPN
ejpam-6795	131	20	∂x	∂x	PROPN
ejpam-6795	131	21	ū+	ū+	NUM
ejpam-6795	132	1	∂c	∂c	PROPN
ejpam-6795	132	2	∂y	∂y	SYM
ejpam-6795	132	3	v̄	v̄	NOUN
ejpam-6795	133	1	=	=	PUNCT
ejpam-6795	133	2	dt	dt	X
ejpam-6795	133	3	tc	tc	NUM
ejpam-6795	133	4	∂2	∂2	PROPN
ejpam-6795	133	5	t	t	PROPN
ejpam-6795	133	6	∂y2	∂y2	ADJ
ejpam-6795	133	7	+	+	PROPN
ejpam-6795	133	8	db	db	PROPN
ejpam-6795	133	9	∂2c	∂2c	NOUN
ejpam-6795	133	10	∂y2	∂y2	ADJ
ejpam-6795	133	11	.	.	PUNCT
ejpam-6795	134	1	(	(	PUNCT
ejpam-6795	134	2	4	4	X
ejpam-6795	134	3	)	)	PUNCT
ejpam-6795	134	4	the	the	DET
ejpam-6795	134	5	boundary	boundary	ADJ
ejpam-6795	134	6	conditions	condition	NOUN
ejpam-6795	134	7	suitable	suitable	ADJ
ejpam-6795	134	8	for	for	ADP
ejpam-6795	134	9	solving	solve	VERB
ejpam-6795	134	10	the	the	DET
ejpam-6795	134	11	governing	govern	VERB
ejpam-6795	134	12	equations	equation	NOUN
ejpam-6795	134	13	are	be	AUX
ejpam-6795	134	14	expressed	express	VERB
ejpam-6795	134	15	as	as	SCONJ
ejpam-6795	134	16	follows	follow	VERB
ejpam-6795	134	17	:	:	PUNCT
ejpam-6795	134	18			PUNCT
ejpam-6795	134	19	y	y	NOUN
ejpam-6795	134	20	=	=	NOUN
ejpam-6795	134	21	0	0	NUM
ejpam-6795	134	22	:	:	PUNCT
ejpam-6795	134	23	v̄	v̄	NOUN
ejpam-6795	134	24	=	=	SYM
ejpam-6795	134	25	0	0	NUM
ejpam-6795	134	26	,	,	PUNCT
ejpam-6795	134	27	ū	ū	NOUN
ejpam-6795	134	28	=	=	SYM
ejpam-6795	134	29	uw	uw	NOUN
ejpam-6795	134	30	=	=	NOUN
ejpam-6795	134	31	ax	ax	NOUN
ejpam-6795	134	32	,	,	PUNCT
ejpam-6795	134	33	k	k	PROPN
ejpam-6795	134	34	(	(	PUNCT
ejpam-6795	134	35	∂t	∂t	PROPN
ejpam-6795	134	36	∂y	∂y	PROPN
ejpam-6795	134	37	)	)	PUNCT
ejpam-6795	135	1	=	=	PUNCT
ejpam-6795	135	2	ρv̄(0	ρv̄(0	NOUN
ejpam-6795	135	3	)	)	PUNCT
ejpam-6795	136	1	[	[	X
ejpam-6795	136	2	cs(tw	cs(tw	ADJ
ejpam-6795	136	3	−	−	PROPN
ejpam-6795	136	4	t0	t0	PROPN
ejpam-6795	136	5	)	)	PUNCT
ejpam-6795	137	1	+	+	CCONJ
ejpam-6795	137	2	λ1	λ1	ADJ
ejpam-6795	137	3	]	]	PUNCT
ejpam-6795	137	4	,	,	PUNCT
ejpam-6795	137	5	c	c	NOUN
ejpam-6795	137	6	=	=	SYM
ejpam-6795	137	7	cw	cw	NOUN
ejpam-6795	137	8	=	=	SYM
ejpam-6795	137	9	cc	cc	NOUN
ejpam-6795	137	10	−	−	PROPN
ejpam-6795	137	11	b1x	b1x	PROPN
ejpam-6795	137	12	l	l	PROPN
ejpam-6795	137	13	,	,	PUNCT
ejpam-6795	137	14	t	t	PROPN
ejpam-6795	137	15	=	=	SYM
ejpam-6795	137	16	tw	tw	PROPN
ejpam-6795	137	17	,	,	PUNCT
ejpam-6795	137	18	y	y	PROPN
ejpam-6795	137	19	→	→	SYM
ejpam-6795	137	20	∞	∞	PROPN
ejpam-6795	137	21	:	:	PUNCT
ejpam-6795	137	22	v̄	v̄	NOUN
ejpam-6795	137	23	=	=	SYM
ejpam-6795	137	24	0	0	NUM
ejpam-6795	137	25	,	,	PUNCT
ejpam-6795	137	26	ū→	ū→	NOUN
ejpam-6795	137	27	0	0	NUM
ejpam-6795	137	28	,	,	PUNCT
ejpam-6795	137	29	t	t	PROPN
ejpam-6795	137	30	→	→	SYM
ejpam-6795	137	31	tc	tc	PROPN
ejpam-6795	137	32	,	,	PUNCT
ejpam-6795	137	33	c	c	NOUN
ejpam-6795	137	34	→	→	SYM
ejpam-6795	137	35	c∞	c∞	PROPN
ejpam-6795	137	36	=	=	SYM
ejpam-6795	137	37	cc	cc	NOUN
ejpam-6795	137	38	−	−	PROPN
ejpam-6795	137	39	d1x	d1x	DET
ejpam-6795	137	40	l	l	NOUN
ejpam-6795	137	41	.	.	PUNCT
ejpam-6795	138	1	(	(	PUNCT
ejpam-6795	138	2	5	5	X
ejpam-6795	138	3	)	)	PUNCT
ejpam-6795	138	4	it	it	PRON
ejpam-6795	138	5	is	be	AUX
ejpam-6795	138	6	worth	worth	ADJ
ejpam-6795	138	7	noting	note	VERB
ejpam-6795	138	8	that	that	SCONJ
ejpam-6795	138	9	the	the	DET
ejpam-6795	138	10	melting	melt	VERB
ejpam-6795	138	11	boundary	boundary	ADJ
ejpam-6795	138	12	condition	condition	NOUN
ejpam-6795	138	13	in	in	ADP
ejpam-6795	138	14	eq	eq	NOUN
ejpam-6795	138	15	.	.	PROPN
ejpam-6795	138	16	5	5	NUM
ejpam-6795	138	17	unifies	unify	VERB
ejpam-6795	138	18	the	the	DET
ejpam-6795	138	19	effects	effect	NOUN
ejpam-6795	138	20	of	of	ADP
ejpam-6795	138	21	heat	heat	NOUN
ejpam-6795	138	22	flux	flux	NOUN
ejpam-6795	138	23	and	and	CCONJ
ejpam-6795	138	24	melting	melt	VERB
ejpam-6795	138	25	within	within	ADP
ejpam-6795	138	26	a	a	DET
ejpam-6795	138	27	single	single	ADJ
ejpam-6795	138	28	formulation	formulation	NOUN
ejpam-6795	138	29	.	.	PUNCT
ejpam-6795	139	1	this	this	DET
ejpam-6795	139	2	treatment	treatment	NOUN
ejpam-6795	139	3	is	be	AUX
ejpam-6795	139	4	based	base	VERB
ejpam-6795	139	5	on	on	ADP
ejpam-6795	139	6	the	the	DET
ejpam-6795	139	7	interfacial	interfacial	ADJ
ejpam-6795	139	8	energy	energy	NOUN
ejpam-6795	139	9	balance	balance	NOUN
ejpam-6795	139	10	principle	principle	NOUN
ejpam-6795	139	11	,	,	PUNCT
ejpam-6795	139	12	wherein	wherein	SCONJ
ejpam-6795	139	13	the	the	DET
ejpam-6795	139	14	latent	latent	NOUN
ejpam-6795	139	15	heat	heat	NOUN
ejpam-6795	139	16	absorbed	absorb	VERB
ejpam-6795	139	17	at	at	ADP
ejpam-6795	139	18	the	the	DET
ejpam-6795	139	19	solid	solid	ADJ
ejpam-6795	139	20	–	–	PUNCT
ejpam-6795	139	21	liquid	liquid	ADJ
ejpam-6795	139	22	interface	interface	NOUN
ejpam-6795	139	23	is	be	AUX
ejpam-6795	139	24	directly	directly	ADV
ejpam-6795	139	25	related	relate	VERB
ejpam-6795	139	26	to	to	ADP
ejpam-6795	139	27	the	the	DET
ejpam-6795	139	28	temperature	temperature	NOUN
ejpam-6795	139	29	difference	difference	NOUN
ejpam-6795	139	30	across	across	ADP
ejpam-6795	139	31	the	the	DET
ejpam-6795	139	32	boundary	boundary	NOUN
ejpam-6795	139	33	.	.	PUNCT
ejpam-6795	140	1	the	the	DET
ejpam-6795	140	2	present	present	ADJ
ejpam-6795	140	3	boundary	boundary	ADJ
ejpam-6795	140	4	expression	expression	NOUN
ejpam-6795	140	5	is	be	AUX
ejpam-6795	140	6	consistent	consistent	ADJ
ejpam-6795	140	7	with	with	ADP
ejpam-6795	140	8	the	the	DET
ejpam-6795	140	9	formulation	formulation	NOUN
ejpam-6795	140	10	described	describe	VERB
ejpam-6795	140	11	by	by	ADP
ejpam-6795	140	12	endalew	endalew	NOUN
ejpam-6795	140	13	and	and	CCONJ
ejpam-6795	140	14	sarkar	sarkar	NOUN
ejpam-6795	141	1	[	[	X
ejpam-6795	141	2	44	44	NUM
ejpam-6795	141	3	]	]	PUNCT
ejpam-6795	141	4	,	,	PUNCT
ejpam-6795	141	5	ensuring	ensure	VERB
ejpam-6795	141	6	that	that	SCONJ
ejpam-6795	141	7	the	the	DET
ejpam-6795	141	8	thermal	thermal	ADJ
ejpam-6795	141	9	energy	energy	NOUN
ejpam-6795	141	10	absorbed	absorb	VERB
ejpam-6795	141	11	due	due	ADP
ejpam-6795	141	12	to	to	ADP
ejpam-6795	141	13	melting	melting	NOUN
ejpam-6795	141	14	is	be	AUX
ejpam-6795	141	15	properly	properly	ADV
ejpam-6795	141	16	coupled	couple	VERB
ejpam-6795	141	17	with	with	ADP
ejpam-6795	141	18	conductive	conductive	ADJ
ejpam-6795	141	19	heat	heat	NOUN
ejpam-6795	141	20	transfer	transfer	NOUN
ejpam-6795	141	21	at	at	ADP
ejpam-6795	141	22	the	the	DET
ejpam-6795	141	23	surface	surface	NOUN
ejpam-6795	141	24	.	.	PUNCT
ejpam-6795	142	1	the	the	DET
ejpam-6795	142	2	parameters	parameter	NOUN
ejpam-6795	142	3	that	that	PRON
ejpam-6795	142	4	are	be	AUX
ejpam-6795	142	5	used	use	VERB
ejpam-6795	142	6	in	in	ADP
ejpam-6795	142	7	the	the	DET
ejpam-6795	142	8	governing	govern	VERB
ejpam-6795	142	9	equations	equation	NOUN
ejpam-6795	142	10	are	be	AUX
ejpam-6795	142	11	λ1	λ1	ADJ
ejpam-6795	142	12	as	as	ADP
ejpam-6795	142	13	the	the	DET
ejpam-6795	142	14	latent	latent	NOUN
ejpam-6795	142	15	heat	heat	NOUN
ejpam-6795	142	16	of	of	ADP
ejpam-6795	142	17	the	the	DET
ejpam-6795	142	18	nanofluid	nanofluid	PROPN
ejpam-6795	142	19	,	,	PUNCT
ejpam-6795	142	20	t0	t0	PROPN
ejpam-6795	142	21	as	as	ADP
ejpam-6795	142	22	the	the	DET
ejpam-6795	142	23	temperature	temperature	NOUN
ejpam-6795	142	24	of	of	ADP
ejpam-6795	142	25	the	the	DET
ejpam-6795	142	26	solid	solid	ADJ
ejpam-6795	142	27	surface	surface	NOUN
ejpam-6795	142	28	,	,	PUNCT
ejpam-6795	142	29	and	and	CCONJ
ejpam-6795	142	30	cs	cs	PROPN
ejpam-6795	142	31	as	as	ADP
ejpam-6795	142	32	the	the	DET
ejpam-6795	142	33	heat	heat	NOUN
ejpam-6795	142	34	capacity	capacity	NOUN
ejpam-6795	142	35	of	of	ADP
ejpam-6795	142	36	the	the	DET
ejpam-6795	142	37	solid	solid	ADJ
ejpam-6795	142	38	surface	surface	NOUN
ejpam-6795	142	39	.	.	PUNCT
ejpam-6795	143	1	the	the	DET
ejpam-6795	143	2	model	model	NOUN
ejpam-6795	143	3	parameters	parameter	NOUN
ejpam-6795	143	4	,	,	PUNCT
ejpam-6795	143	5	b1	b1	NOUN
ejpam-6795	143	6	and	and	CCONJ
ejpam-6795	143	7	d1	d1	PROPN
ejpam-6795	143	8	,	,	PUNCT
ejpam-6795	143	9	are	be	AUX
ejpam-6795	143	10	both	both	PRON
ejpam-6795	143	11	positive	positive	ADJ
ejpam-6795	143	12	constants	constant	NOUN
ejpam-6795	143	13	,	,	PUNCT
ejpam-6795	143	14	whereas	whereas	SCONJ
ejpam-6795	143	15	the	the	DET
ejpam-6795	143	16	characteristic	characteristic	ADJ
ejpam-6795	143	17	length	length	NOUN
ejpam-6795	143	18	scale	scale	NOUN
ejpam-6795	143	19	is	be	AUX
ejpam-6795	143	20	l	l	NOUN
ejpam-6795	143	21	=	=	PUNCT
ejpam-6795	143	22	√	√	ADP
ejpam-6795	143	23	ν	ν	NOUN
ejpam-6795	143	24	/	/	SYM
ejpam-6795	143	25	a	a	NOUN
ejpam-6795	143	26	,	,	PUNCT
ejpam-6795	143	27	where	where	SCONJ
ejpam-6795	143	28	a	a	PRON
ejpam-6795	143	29	is	be	AUX
ejpam-6795	143	30	a	a	DET
ejpam-6795	143	31	stretching	stretch	VERB
ejpam-6795	143	32	rate	rate	NOUN
ejpam-6795	143	33	constant	constant	ADJ
ejpam-6795	143	34	and	and	CCONJ
ejpam-6795	143	35	ν	ν	NOUN
ejpam-6795	143	36	is	be	AUX
ejpam-6795	143	37	the	the	DET
ejpam-6795	143	38	kinematic	kinematic	ADJ
ejpam-6795	143	39	viscosity	viscosity	NOUN
ejpam-6795	143	40	.	.	PUNCT
ejpam-6795	144	1	the	the	DET
ejpam-6795	144	2	effect	effect	NOUN
ejpam-6795	144	3	of	of	ADP
ejpam-6795	144	4	the	the	DET
ejpam-6795	144	5	magnetic	magnetic	ADJ
ejpam-6795	144	6	field	field	NOUN
ejpam-6795	144	7	on	on	ADP
ejpam-6795	144	8	the	the	DET
ejpam-6795	144	9	fcf	fcf	NOUN
ejpam-6795	144	10	flow	flow	NOUN
ejpam-6795	144	11	is	be	AUX
ejpam-6795	144	12	presented	present	VERB
ejpam-6795	144	13	with	with	ADP
ejpam-6795	144	14	the	the	DET
ejpam-6795	144	15	help	help	NOUN
ejpam-6795	144	16	of	of	ADP
ejpam-6795	144	17	the	the	DET
ejpam-6795	144	18	magnetic	magnetic	ADJ
ejpam-6795	144	19	dipole	dipole	NOUN
ejpam-6795	144	20	.	.	PUNCT
ejpam-6795	145	1	the	the	DET
ejpam-6795	145	2	magnetic	magnetic	ADJ
ejpam-6795	145	3	scalar	scalar	ADJ
ejpam-6795	145	4	potential	potential	NOUN
ejpam-6795	145	5	that	that	PRON
ejpam-6795	145	6	corresponds	correspond	VERB
ejpam-6795	145	7	to	to	ADP
ejpam-6795	145	8	this	this	DET
ejpam-6795	145	9	dipole	dipole	NOUN
ejpam-6795	145	10	can	can	AUX
ejpam-6795	145	11	be	be	AUX
ejpam-6795	145	12	written	write	VERB
ejpam-6795	145	13	as	as	ADP
ejpam-6795	145	14	[	[	X
ejpam-6795	145	15	45	45	NUM
ejpam-6795	145	16	]	]	SYM
ejpam-6795	145	17	:	:	PUNCT
ejpam-6795	145	18	φ	φ	PROPN
ejpam-6795	145	19	=	=	SYM
ejpam-6795	145	20	α1	α1	PROPN
ejpam-6795	145	21	2π	2π	NOUN
ejpam-6795	145	22	(	(	PUNCT
ejpam-6795	145	23	x	x	SYM
ejpam-6795	145	24	x2	x2	PROPN
ejpam-6795	146	1	+	+	CCONJ
ejpam-6795	146	2	(	(	PUNCT
ejpam-6795	146	3	y	y	NOUN
ejpam-6795	146	4	+	+	CCONJ
ejpam-6795	146	5	c̄1)2	c̄1)2	ADJ
ejpam-6795	146	6	)	)	PUNCT
ejpam-6795	146	7	.	.	PUNCT
ejpam-6795	147	1	(	(	PUNCT
ejpam-6795	147	2	6	6	X
ejpam-6795	147	3	)	)	PUNCT
ejpam-6795	147	4	the	the	DET
ejpam-6795	147	5	parameter	parameter	NOUN
ejpam-6795	147	6	α1	α1	PROPN
ejpam-6795	147	7	is	be	AUX
ejpam-6795	147	8	magnetic	magnetic	ADJ
ejpam-6795	147	9	field	field	NOUN
ejpam-6795	147	10	strength	strength	NOUN
ejpam-6795	147	11	at	at	ADP
ejpam-6795	147	12	the	the	DET
ejpam-6795	147	13	source	source	NOUN
ejpam-6795	147	14	,	,	PUNCT
ejpam-6795	147	15	and	and	CCONJ
ejpam-6795	147	16	components	component	NOUN
ejpam-6795	147	17	of	of	ADP
ejpam-6795	147	18	a	a	DET
ejpam-6795	147	19	magnetic	magnetic	ADJ
ejpam-6795	147	20	field	field	NOUN
ejpam-6795	147	21	vector	vector	NOUN
ejpam-6795	147	22	h	h	NOUN
ejpam-6795	147	23	are	be	AUX
ejpam-6795	147	24	denoted	denote	VERB
ejpam-6795	147	25	as	as	SCONJ
ejpam-6795	147	26	follows	follow	VERB
ejpam-6795	147	27	:	:	PUNCT
ejpam-6795	148	1	hx	hx	PROPN
ejpam-6795	148	2	=	=	SYM
ejpam-6795	148	3	∂φ	∂φ	PROPN
ejpam-6795	148	4	∂x	∂x	PROPN
ejpam-6795	148	5	=	=	SYM
ejpam-6795	148	6	α1	α1	PROPN
ejpam-6795	148	7	2π	2π	NOUN
ejpam-6795	148	8	[	[	PUNCT
ejpam-6795	148	9	x2	x2	INTJ
ejpam-6795	148	10	−	−	PROPN
ejpam-6795	149	1	(	(	PUNCT
ejpam-6795	149	2	y	y	PROPN
ejpam-6795	149	3	+	+	PROPN
ejpam-6795	149	4	c̄1	c̄1	X
ejpam-6795	149	5	)	)	PUNCT
ejpam-6795	149	6	2	2	NUM
ejpam-6795	149	7	(	(	PUNCT
ejpam-6795	149	8	x2	x2	NOUN
ejpam-6795	149	9	+	+	CCONJ
ejpam-6795	149	10	(	(	PUNCT
ejpam-6795	149	11	y	y	PROPN
ejpam-6795	149	12	+	+	CCONJ
ejpam-6795	149	13	c̄1)2	c̄1)2	ADJ
ejpam-6795	149	14	)	)	PUNCT
ejpam-6795	149	15	2	2	NUM
ejpam-6795	149	16	]	]	PUNCT
ejpam-6795	149	17	(	(	PUNCT
ejpam-6795	149	18	7	7	X
ejpam-6795	149	19	)	)	PUNCT
ejpam-6795	149	20	hy	hy	NOUN
ejpam-6795	150	1	=	=	SYM
ejpam-6795	150	2	∂φ	∂φ	PROPN
ejpam-6795	150	3	∂y	∂y	X
ejpam-6795	150	4	=	=	SYM
ejpam-6795	150	5	α1	α1	PROPN
ejpam-6795	150	6	2π	2π	PROPN
ejpam-6795	150	7	[	[	PUNCT
ejpam-6795	150	8	2x(y	2x(y	NOUN
ejpam-6795	150	9	+	+	CCONJ
ejpam-6795	150	10	c̄1	c̄1	X
ejpam-6795	150	11	)	)	PUNCT
ejpam-6795	151	1	(	(	PUNCT
ejpam-6795	151	2	x2	x2	NOUN
ejpam-6795	151	3	+	+	CCONJ
ejpam-6795	151	4	(	(	PUNCT
ejpam-6795	151	5	y	y	PROPN
ejpam-6795	151	6	+	+	CCONJ
ejpam-6795	151	7	c̄1)2	c̄1)2	ADJ
ejpam-6795	151	8	)	)	PUNCT
ejpam-6795	151	9	2	2	NUM
ejpam-6795	151	10	]	]	PUNCT
ejpam-6795	151	11	(	(	PUNCT
ejpam-6795	151	12	8)	8)	NUM
ejpam-6795	151	13	s.	s.	PROPN
ejpam-6795	151	14	khan	khan	PROPN
ejpam-6795	151	15	et	et	PROPN
ejpam-6795	151	16	al	al	PROPN
ejpam-6795	151	17	.	.	PUNCT
ejpam-6795	151	18	/	/	SYM
ejpam-6795	151	19	eur	eur	PROPN
ejpam-6795	151	20	.	.	PUNCT
ejpam-6795	152	1	j.	j.	PROPN
ejpam-6795	152	2	pure	pure	PROPN
ejpam-6795	152	3	appl	appl	PROPN
ejpam-6795	152	4	.	.	PROPN
ejpam-6795	152	5	math	math	PROPN
ejpam-6795	152	6	,	,	PUNCT
ejpam-6795	152	7	18	18	NUM
ejpam-6795	152	8	(	(	PUNCT
ejpam-6795	152	9	4	4	NUM
ejpam-6795	152	10	)	)	PUNCT
ejpam-6795	152	11	(	(	PUNCT
ejpam-6795	152	12	2025	2025	NUM
ejpam-6795	152	13	)	)	PUNCT
ejpam-6795	152	14	,	,	PUNCT
ejpam-6795	152	15	6795	6795	NUM
ejpam-6795	152	16	8	8	NUM
ejpam-6795	152	17	of	of	ADP
ejpam-6795	152	18	33	33	NUM
ejpam-6795	152	19	the	the	DET
ejpam-6795	152	20	magnetic	magnetic	ADJ
ejpam-6795	152	21	body	body	NOUN
ejpam-6795	152	22	force	force	NOUN
ejpam-6795	152	23	being	be	AUX
ejpam-6795	152	24	proportional	proportional	ADJ
ejpam-6795	152	25	to	to	ADP
ejpam-6795	152	26	the	the	DET
ejpam-6795	152	27	gradient	gradient	NOUN
ejpam-6795	152	28	of	of	ADP
ejpam-6795	152	29	the	the	DET
ejpam-6795	152	30	magnetic	magnetic	ADJ
ejpam-6795	152	31	field	field	NOUN
ejpam-6795	152	32	magnitude	magnitude	NOUN
ejpam-6795	152	33	h	h	NOUN
ejpam-6795	152	34	,	,	PUNCT
ejpam-6795	152	35	it	it	PRON
ejpam-6795	152	36	is	be	AUX
ejpam-6795	152	37	necessary	necessary	ADJ
ejpam-6795	152	38	that	that	SCONJ
ejpam-6795	152	39	:	:	PUNCT
ejpam-6795	152	40	h	h	NOUN
ejpam-6795	153	1	=	=	PUNCT
ejpam-6795	154	1	[	[	X
ejpam-6795	154	2	(	(	PUNCT
ejpam-6795	154	3	∂φ	∂φ	PROPN
ejpam-6795	154	4	∂x	∂x	PROPN
ejpam-6795	154	5	)	)	PUNCT
ejpam-6795	154	6	2	2	NUM
ejpam-6795	155	1	+	+	CCONJ
ejpam-6795	155	2	(	(	PUNCT
ejpam-6795	155	3	∂φ	∂φ	PROPN
ejpam-6795	155	4	∂y	∂y	PROPN
ejpam-6795	155	5	)	)	PUNCT
ejpam-6795	155	6	2	2	NUM
ejpam-6795	155	7	]	]	SYM
ejpam-6795	155	8	1/2	1/2	NUM
ejpam-6795	155	9	,	,	PUNCT
ejpam-6795	155	10	(	(	PUNCT
ejpam-6795	155	11	9	9	X
ejpam-6795	155	12	)	)	PUNCT
ejpam-6795	155	13	∂h	∂h	NOUN
ejpam-6795	155	14	∂x	∂x	NOUN
ejpam-6795	155	15	=	=	SYM
ejpam-6795	155	16	α1	α1	PROPN
ejpam-6795	155	17	2π	2π	NOUN
ejpam-6795	155	18	(	(	PUNCT
ejpam-6795	155	19	2x	2x	NUM
ejpam-6795	155	20	(	(	PUNCT
ejpam-6795	155	21	y	y	PROPN
ejpam-6795	155	22	+	+	PROPN
ejpam-6795	155	23	c̄1)4	c̄1)4	PROPN
ejpam-6795	155	24	)	)	PUNCT
ejpam-6795	155	25	,	,	PUNCT
ejpam-6795	155	26	∂h	∂h	PROPN
ejpam-6795	155	27	∂y	∂y	SYM
ejpam-6795	155	28	=	=	SYM
ejpam-6795	155	29	α1	α1	PROPN
ejpam-6795	155	30	2π	2π	NOUN
ejpam-6795	155	31	(	(	PUNCT
ejpam-6795	155	32	−	−	PROPN
ejpam-6795	155	33	2	2	NUM
ejpam-6795	155	34	(	(	PUNCT
ejpam-6795	155	35	y	y	PROPN
ejpam-6795	155	36	+	+	CCONJ
ejpam-6795	155	37	c̄1)3	c̄1)3	PROPN
ejpam-6795	155	38	+	+	CCONJ
ejpam-6795	155	39	4x2	4x2	NUM
ejpam-6795	155	40	(	(	PUNCT
ejpam-6795	155	41	y	y	NOUN
ejpam-6795	155	42	+	+	CCONJ
ejpam-6795	155	43	c̄1)5	c̄1)5	NOUN
ejpam-6795	155	44	)	)	PUNCT
ejpam-6795	155	45	.	.	PUNCT
ejpam-6795	156	1	(	(	PUNCT
ejpam-6795	156	2	10	10	NUM
ejpam-6795	156	3	)	)	PUNCT
ejpam-6795	156	4	an	an	DET
ejpam-6795	156	5	approximate	approximate	ADJ
ejpam-6795	156	6	linear	linear	NOUN
ejpam-6795	156	7	relation	relation	NOUN
ejpam-6795	156	8	is	be	AUX
ejpam-6795	156	9	employed	employ	VERB
ejpam-6795	156	10	to	to	PART
ejpam-6795	156	11	express	express	VERB
ejpam-6795	156	12	the	the	DET
ejpam-6795	156	13	dependence	dependence	NOUN
ejpam-6795	156	14	of	of	ADP
ejpam-6795	156	15	magnetization	magnetization	NOUN
ejpam-6795	156	16	m	m	VERB
ejpam-6795	156	17	on	on	ADP
ejpam-6795	156	18	temperature	temperature	NOUN
ejpam-6795	156	19	t	t	NOUN
ejpam-6795	156	20	as	as	SCONJ
ejpam-6795	156	21	:	:	PUNCT
ejpam-6795	156	22	m	m	PROPN
ejpam-6795	156	23	=	=	ADJ
ejpam-6795	156	24	−k(t	−k(t	NOUN
ejpam-6795	156	25	−	−	PROPN
ejpam-6795	156	26	tc	tc	NUM
ejpam-6795	156	27	)	)	PUNCT
ejpam-6795	156	28	(	(	PUNCT
ejpam-6795	156	29	11	11	NUM
ejpam-6795	156	30	)	)	PUNCT
ejpam-6795	156	31	a	a	DET
ejpam-6795	156	32	parameter	parameter	NOUN
ejpam-6795	156	33	known	know	VERB
ejpam-6795	156	34	as	as	ADP
ejpam-6795	156	35	the	the	DET
ejpam-6795	156	36	pyromagnetic	pyromagnetic	ADJ
ejpam-6795	156	37	coefficient	coefficient	NOUN
ejpam-6795	156	38	is	be	AUX
ejpam-6795	156	39	indicated	indicate	VERB
ejpam-6795	156	40	by	by	ADP
ejpam-6795	156	41	the	the	DET
ejpam-6795	156	42	symbol	symbol	NOUN
ejpam-6795	156	43	k.	k.	PROPN
ejpam-6795	157	1	for	for	SCONJ
ejpam-6795	157	2	ferrohydrodynamic	ferrohydrodynamic	ADJ
ejpam-6795	157	3	interaction	interaction	NOUN
ejpam-6795	157	4	to	to	PART
ejpam-6795	157	5	occur	occur	VERB
ejpam-6795	157	6	,	,	PUNCT
ejpam-6795	157	7	two	two	NUM
ejpam-6795	157	8	essential	essential	ADJ
ejpam-6795	157	9	conditions	condition	NOUN
ejpam-6795	157	10	must	must	AUX
ejpam-6795	157	11	be	be	AUX
ejpam-6795	157	12	satisfied	satisfied	ADJ
ejpam-6795	157	13	:	:	PUNCT
ejpam-6795	157	14	(	(	PUNCT
ejpam-6795	157	15	i	i	NOUN
ejpam-6795	157	16	)	)	PUNCT
ejpam-6795	157	17	the	the	DET
ejpam-6795	157	18	fluid	fluid	ADJ
ejpam-6795	157	19	temperature	temperature	NOUN
ejpam-6795	157	20	t	t	NOUN
ejpam-6795	157	21	must	must	AUX
ejpam-6795	157	22	remain	remain	VERB
ejpam-6795	157	23	below	below	ADP
ejpam-6795	157	24	the	the	DET
ejpam-6795	157	25	curie	curie	PROPN
ejpam-6795	157	26	temperature	temperature	NOUN
ejpam-6795	157	27	tc	tc	NOUN
ejpam-6795	157	28	,	,	PUNCT
ejpam-6795	157	29	that	that	ADV
ejpam-6795	157	30	is	is	ADV
ejpam-6795	157	31	,	,	PUNCT
ejpam-6795	157	32	tc	tc	X
ejpam-6795	157	33	>	>	X
ejpam-6795	157	34	t	t	PROPN
ejpam-6795	157	35	;	;	PUNCT
ejpam-6795	157	36	and	and	CCONJ
ejpam-6795	157	37	(	(	PUNCT
ejpam-6795	157	38	ii	ii	NOUN
ejpam-6795	157	39	)	)	PUNCT
ejpam-6795	157	40	a	a	DET
ejpam-6795	157	41	nonhomogeneous	nonhomogeneous	ADJ
ejpam-6795	157	42	magnetic	magnetic	ADJ
ejpam-6795	157	43	field	field	NOUN
ejpam-6795	157	44	must	must	AUX
ejpam-6795	157	45	be	be	AUX
ejpam-6795	157	46	applied	apply	VERB
ejpam-6795	157	47	.	.	PUNCT
ejpam-6795	158	1	ferrofluid	ferrofluid	NOUN
ejpam-6795	158	2	must	must	AUX
ejpam-6795	158	3	be	be	AUX
ejpam-6795	158	4	heated	heat	VERB
ejpam-6795	158	5	up	up	ADP
ejpam-6795	158	6	to	to	ADP
ejpam-6795	158	7	its	its	PRON
ejpam-6795	158	8	curie	curie	NOUN
ejpam-6795	158	9	temperature	temperature	NOUN
ejpam-6795	158	10	tc	tc	NOUN
ejpam-6795	158	11	to	to	PART
ejpam-6795	158	12	guarantee	guarantee	VERB
ejpam-6795	158	13	that	that	SCONJ
ejpam-6795	158	14	no	no	DET
ejpam-6795	158	15	more	more	ADJ
ejpam-6795	158	16	magnetization	magnetization	NOUN
ejpam-6795	158	17	will	will	AUX
ejpam-6795	158	18	occur	occur	VERB
ejpam-6795	158	19	.	.	PUNCT
ejpam-6795	159	1	at	at	ADP
ejpam-6795	159	2	a	a	DET
ejpam-6795	159	3	temperature	temperature	NOUN
ejpam-6795	159	4	of	of	ADP
ejpam-6795	159	5	this	this	PRON
ejpam-6795	159	6	,	,	PUNCT
ejpam-6795	159	7	the	the	DET
ejpam-6795	159	8	ferrofluid	ferrofluid	NOUN
ejpam-6795	159	9	will	will	AUX
ejpam-6795	159	10	stay	stay	VERB
ejpam-6795	159	11	closer	close	ADJ
ejpam-6795	159	12	to	to	ADP
ejpam-6795	159	13	the	the	DET
ejpam-6795	159	14	surface	surface	NOUN
ejpam-6795	159	15	,	,	PUNCT
ejpam-6795	159	16	as	as	SCONJ
ejpam-6795	159	17	seen	see	VERB
ejpam-6795	159	18	through	through	ADP
ejpam-6795	159	19	equation	equation	NOUN
ejpam-6795	159	20	(	(	PUNCT
ejpam-6795	159	21	11	11	NUM
ejpam-6795	159	22	)	)	PUNCT
ejpam-6795	159	23	.	.	PUNCT
ejpam-6795	160	1	the	the	DET
ejpam-6795	160	2	equations	equation	NOUN
ejpam-6795	160	3	that	that	PRON
ejpam-6795	160	4	govern	govern	VERB
ejpam-6795	160	5	the	the	DET
ejpam-6795	160	6	fcf	fcf	PROPN
ejpam-6795	160	7	flow	flow	NOUN
ejpam-6795	160	8	model	model	NOUN
ejpam-6795	160	9	are	be	AUX
ejpam-6795	160	10	also	also	ADV
ejpam-6795	160	11	non	non	ADJ
ejpam-6795	160	12	-	-	ADJ
ejpam-6795	160	13	dimensionalized	dimensionalized	ADJ
ejpam-6795	160	14	by	by	ADP
ejpam-6795	160	15	introducing	introduce	VERB
ejpam-6795	160	16	the	the	DET
ejpam-6795	160	17	following	follow	VERB
ejpam-6795	160	18	dimensionless	dimensionless	NOUN
ejpam-6795	160	19	quantities	quantity	NOUN
ejpam-6795	160	20	:	:	PUNCT
ejpam-6795	160	21			NUM
ejpam-6795	160	22	ψ(η	ψ(η	PROPN
ejpam-6795	160	23	)	)	PUNCT
ejpam-6795	161	1	=	=	PUNCT
ejpam-6795	161	2	x	x	SYM
ejpam-6795	161	3	√	√	NUM
ejpam-6795	161	4	νaf	νaf	PROPN
ejpam-6795	161	5	,	,	PUNCT
ejpam-6795	161	6	η	η	PROPN
ejpam-6795	161	7	=	=	PROPN
ejpam-6795	161	8	√	√	PROPN
ejpam-6795	161	9	a	a	DET
ejpam-6795	161	10	ν	ν	X
ejpam-6795	161	11	y	y	PROPN
ejpam-6795	161	12	,	,	PUNCT
ejpam-6795	161	13	u	u	NOUN
ejpam-6795	161	14	=	=	SYM
ejpam-6795	161	15	∂ψ	∂ψ	PROPN
ejpam-6795	162	1	∂y	∂y	NOUN
ejpam-6795	162	2	,	,	PUNCT
ejpam-6795	162	3	v	v	NOUN
ejpam-6795	162	4	=	=	SYM
ejpam-6795	162	5	−∂ψ	−∂ψ	NUM
ejpam-6795	162	6	∂x	∂x	PROPN
ejpam-6795	162	7	,	,	PUNCT
ejpam-6795	162	8	θ(η	θ(η	PROPN
ejpam-6795	162	9	)	)	PUNCT
ejpam-6795	162	10	=	=	SYM
ejpam-6795	163	1	tc	tc	PROPN
ejpam-6795	163	2	−	−	PROPN
ejpam-6795	164	1	t	t	PROPN
ejpam-6795	164	2	tc	tc	NUM
ejpam-6795	164	3	−	−	PROPN
ejpam-6795	164	4	tw	tw	PROPN
ejpam-6795	164	5	,	,	PUNCT
ejpam-6795	164	6	ϕ(η	ϕ(η	PROPN
ejpam-6795	164	7	)	)	PUNCT
ejpam-6795	165	1	=	=	PUNCT
ejpam-6795	165	2	cc	cc	PROPN
ejpam-6795	165	3	−	−	PROPN
ejpam-6795	165	4	c	c	PROPN
ejpam-6795	165	5	cc	cc	NOUN
ejpam-6795	165	6	−	−	PROPN
ejpam-6795	165	7	cw	cw	NOUN
ejpam-6795	165	8	(	(	PUNCT
ejpam-6795	165	9	12	12	NUM
ejpam-6795	165	10	)	)	PUNCT
ejpam-6795	165	11	the	the	DET
ejpam-6795	165	12	use	use	NOUN
ejpam-6795	165	13	of	of	ADP
ejpam-6795	165	14	the	the	DET
ejpam-6795	165	15	previously	previously	ADV
ejpam-6795	165	16	defined	define	VERB
ejpam-6795	165	17	stream	stream	NOUN
ejpam-6795	165	18	function	function	NOUN
ejpam-6795	165	19	automatically	automatically	ADV
ejpam-6795	165	20	satisfies	satisfy	VERB
ejpam-6795	165	21	the	the	DET
ejpam-6795	165	22	continuity	continuity	NOUN
ejpam-6795	165	23	equation	equation	NOUN
ejpam-6795	165	24	(	(	PUNCT
ejpam-6795	165	25	1	1	NUM
ejpam-6795	165	26	)	)	PUNCT
ejpam-6795	165	27	.	.	PUNCT
ejpam-6795	166	1	by	by	ADP
ejpam-6795	166	2	employing	employ	VERB
ejpam-6795	166	3	an	an	DET
ejpam-6795	166	4	appropriate	appropriate	ADJ
ejpam-6795	166	5	similarity	similarity	NOUN
ejpam-6795	166	6	transformation	transformation	NOUN
ejpam-6795	166	7	,	,	PUNCT
ejpam-6795	166	8	the	the	DET
ejpam-6795	166	9	partial	partial	ADJ
ejpam-6795	166	10	differential	differential	ADJ
ejpam-6795	166	11	equations	equation	NOUN
ejpam-6795	166	12	(	(	PUNCT
ejpam-6795	166	13	2)–(4	2)–(4	NUM
ejpam-6795	166	14	)	)	PUNCT
ejpam-6795	166	15	are	be	AUX
ejpam-6795	166	16	reduced	reduce	VERB
ejpam-6795	166	17	to	to	ADP
ejpam-6795	166	18	a	a	DET
ejpam-6795	166	19	system	system	NOUN
ejpam-6795	166	20	of	of	ADP
ejpam-6795	166	21	highly	highly	ADV
ejpam-6795	166	22	nonlinear	nonlinear	ADJ
ejpam-6795	166	23	and	and	CCONJ
ejpam-6795	166	24	coupled	couple	VERB
ejpam-6795	166	25	odes	ode	NOUN
ejpam-6795	166	26	.	.	PUNCT
ejpam-6795	167	1	(	(	PUNCT
ejpam-6795	167	2	1	1	NUM
ejpam-6795	167	3	+	+	NUM
ejpam-6795	167	4	3(n−	3(n−	NUM
ejpam-6795	167	5	1	1	NUM
ejpam-6795	167	6	)	)	PUNCT
ejpam-6795	167	7	2	2	NUM
ejpam-6795	167	8	we2f	we2f	PROPN
ejpam-6795	167	9	′′2	′′2	NOUN
ejpam-6795	167	10	)	)	PUNCT
ejpam-6795	168	1	f	f	PROPN
ejpam-6795	168	2	′′′	′′′	NOUN
ejpam-6795	168	3	−	−	PUNCT
ejpam-6795	169	1	f	f	NOUN
ejpam-6795	169	2	′2	′2	ADV
ejpam-6795	169	3	+	+	CCONJ
ejpam-6795	169	4	ff	ff	VERB
ejpam-6795	169	5	′′	′′	PROPN
ejpam-6795	169	6	−	−	PROPN
ejpam-6795	169	7	2βθ	2βθ	ADJ
ejpam-6795	169	8	(	(	PUNCT
ejpam-6795	169	9	η	η	PROPN
ejpam-6795	169	10	+	+	PROPN
ejpam-6795	169	11	α)4	α)4	NOUN
ejpam-6795	169	12	,	,	PUNCT
ejpam-6795	169	13	(	(	PUNCT
ejpam-6795	169	14	13	13	NUM
ejpam-6795	169	15	)	)	PUNCT
ejpam-6795	169	16	θ′′	θ′′	NOUN
ejpam-6795	169	17	+	+	CCONJ
ejpam-6795	169	18	pr(fθ′	pr(fθ′	PROPN
ejpam-6795	169	19	−	−	PROPN
ejpam-6795	169	20	f	f	PROPN
ejpam-6795	169	21	′θ)−	′θ)−	PROPN
ejpam-6795	169	22	pr	pr	VERB
ejpam-6795	169	23	ecβ(θ	ecβ(θ	PROPN
ejpam-6795	169	24	−	−	PROPN
ejpam-6795	169	25	ϵ	ϵ	NOUN
ejpam-6795	169	26	)	)	PUNCT
ejpam-6795	169	27	(	(	PUNCT
ejpam-6795	169	28	2f	2f	NUM
ejpam-6795	169	29	′	′	NUM
ejpam-6795	169	30	(	(	PUNCT
ejpam-6795	169	31	η	η	PROPN
ejpam-6795	169	32	+	+	NOUN
ejpam-6795	169	33	α)4	α)4	NOUN
ejpam-6795	169	34	+	+	CCONJ
ejpam-6795	169	35	4f	4f	NUM
ejpam-6795	169	36	(	(	PUNCT
ejpam-6795	169	37	η	η	X
ejpam-6795	169	38	+	+	X
ejpam-6795	169	39	α)5	α)5	ADJ
ejpam-6795	169	40	)	)	PUNCT
ejpam-6795	170	1	+	+	CCONJ
ejpam-6795	170	2	λβ(θ	λβ(θ	NUM
ejpam-6795	170	3	−	−	NUM
ejpam-6795	170	4	ϵ	ϵ	X
ejpam-6795	170	5	)	)	PUNCT
ejpam-6795	170	6	2f	2f	NUM
ejpam-6795	170	7	(	(	PUNCT
ejpam-6795	170	8	η	η	X
ejpam-6795	170	9	+	+	PROPN
ejpam-6795	170	10	α)3	α)3	X
ejpam-6795	170	11	=	=	SYM
ejpam-6795	170	12	0	0	PUNCT
ejpam-6795	171	1	(	(	PUNCT
ejpam-6795	171	2	14	14	NUM
ejpam-6795	171	3	)	)	PUNCT
ejpam-6795	171	4	s.	s.	PROPN
ejpam-6795	171	5	khan	khan	PROPN
ejpam-6795	171	6	et	et	PROPN
ejpam-6795	171	7	al	al	PROPN
ejpam-6795	171	8	.	.	PUNCT
ejpam-6795	171	9	/	/	SYM
ejpam-6795	171	10	eur	eur	PROPN
ejpam-6795	171	11	.	.	PUNCT
ejpam-6795	172	1	j.	j.	PROPN
ejpam-6795	172	2	pure	pure	PROPN
ejpam-6795	172	3	appl	appl	PROPN
ejpam-6795	172	4	.	.	PROPN
ejpam-6795	172	5	math	math	PROPN
ejpam-6795	172	6	,	,	PUNCT
ejpam-6795	172	7	18	18	NUM
ejpam-6795	172	8	(	(	PUNCT
ejpam-6795	172	9	4	4	NUM
ejpam-6795	172	10	)	)	PUNCT
ejpam-6795	172	11	(	(	PUNCT
ejpam-6795	172	12	2025	2025	NUM
ejpam-6795	172	13	)	)	PUNCT
ejpam-6795	172	14	,	,	PUNCT
ejpam-6795	172	15	6795	6795	NUM
ejpam-6795	172	16	9	9	NUM
ejpam-6795	172	17	of	of	ADP
ejpam-6795	172	18	33	33	NUM
ejpam-6795	172	19	ϕ′′	ϕ′′	NOUN
ejpam-6795	172	20	+	+	PUNCT
ejpam-6795	172	21	sc(fϕ′	sc(fϕ′	VERB
ejpam-6795	172	22	−	−	PROPN
ejpam-6795	172	23	f	f	X
ejpam-6795	172	24	′ϕ	′ϕ	NOUN
ejpam-6795	172	25	)	)	PUNCT
ejpam-6795	172	26	=	=	SYM
ejpam-6795	172	27	0	0	NUM
ejpam-6795	172	28	(	(	PUNCT
ejpam-6795	172	29	15	15	NUM
ejpam-6795	172	30	)	)	PUNCT
ejpam-6795	172	31	the	the	DET
ejpam-6795	172	32	resulting	result	VERB
ejpam-6795	172	33	boundary	boundary	ADJ
ejpam-6795	172	34	conditions	condition	NOUN
ejpam-6795	172	35	,	,	PUNCT
ejpam-6795	172	36	which	which	PRON
ejpam-6795	172	37	were	be	AUX
ejpam-6795	172	38	obtained	obtain	VERB
ejpam-6795	172	39	using	use	VERB
ejpam-6795	172	40	the	the	DET
ejpam-6795	172	41	similarity	similarity	NOUN
ejpam-6795	172	42	transformation	transformation	NOUN
ejpam-6795	172	43	,	,	PUNCT
ejpam-6795	172	44	are	be	AUX
ejpam-6795	172	45	as	as	SCONJ
ejpam-6795	172	46	given	give	VERB
ejpam-6795	172	47	below	below	ADV
ejpam-6795	172	48	:	:	PUNCT
ejpam-6795	172	49	{	{	PUNCT
ejpam-6795	172	50	f	f	PROPN
ejpam-6795	172	51	′(0	′(0	NOUN
ejpam-6795	172	52	)	)	PUNCT
ejpam-6795	173	1	=	=	SYM
ejpam-6795	173	2	1	1	X
ejpam-6795	173	3	,	,	PUNCT
ejpam-6795	173	4	θ(0	θ(0	PROPN
ejpam-6795	173	5	)	)	PUNCT
ejpam-6795	173	6	=	=	SYM
ejpam-6795	173	7	1	1	NUM
ejpam-6795	173	8	,	,	PUNCT
ejpam-6795	173	9	bθ′(0	bθ′(0	X
ejpam-6795	173	10	)	)	PUNCT
ejpam-6795	173	11	+	+	NUM
ejpam-6795	173	12	prf(0	prf(0	NOUN
ejpam-6795	173	13	)	)	PUNCT
ejpam-6795	173	14	=	=	SYM
ejpam-6795	173	15	0	0	NUM
ejpam-6795	173	16	,	,	PUNCT
ejpam-6795	173	17	ϕ(0	ϕ(0	PROPN
ejpam-6795	173	18	)	)	PUNCT
ejpam-6795	173	19	=	=	PUNCT
ejpam-6795	174	1	1	1	NUM
ejpam-6795	174	2	,	,	PUNCT
ejpam-6795	174	3	f	f	PROPN
ejpam-6795	174	4	′(∞	′(∞	NUM
ejpam-6795	174	5	)	)	PUNCT
ejpam-6795	174	6	=	=	SYM
ejpam-6795	174	7	0	0	NUM
ejpam-6795	174	8	,	,	PUNCT
ejpam-6795	174	9	θ(∞	θ(∞	NOUN
ejpam-6795	174	10	)	)	PUNCT
ejpam-6795	174	11	=	=	SYM
ejpam-6795	174	12	0	0	NUM
ejpam-6795	174	13	,	,	PUNCT
ejpam-6795	174	14	ϕ(∞	ϕ(∞	PROPN
ejpam-6795	174	15	)	)	PUNCT
ejpam-6795	174	16	=	=	SYM
ejpam-6795	175	1	0	0	X
ejpam-6795	175	2	.	.	PUNCT
ejpam-6795	176	1	(	(	PUNCT
ejpam-6795	176	2	16	16	NUM
ejpam-6795	176	3	)	)	PUNCT
ejpam-6795	176	4	the	the	DET
ejpam-6795	176	5	physical	physical	ADJ
ejpam-6795	176	6	parameters	parameter	NOUN
ejpam-6795	176	7	describing	describe	VERB
ejpam-6795	176	8	the	the	DET
ejpam-6795	176	9	flow	flow	NOUN
ejpam-6795	176	10	are	be	AUX
ejpam-6795	176	11	the	the	DET
ejpam-6795	176	12	following	following	NOUN
ejpam-6795	176	13	:	:	PUNCT
ejpam-6795	176	14			NUM
ejpam-6795	176	15	pr	pr	NOUN
ejpam-6795	176	16	=	=	PUNCT
ejpam-6795	176	17	ρcp	ρcp	NOUN
ejpam-6795	176	18	νk	νk	ADV
ejpam-6795	176	19	,	,	PUNCT
ejpam-6795	176	20	β	β	X
ejpam-6795	176	21	=	=	SYM
ejpam-6795	176	22	µ0kρα1(tc	µ0kρα1(tc	NOUN
ejpam-6795	176	23	−	−	PROPN
ejpam-6795	176	24	tw	tw	NOUN
ejpam-6795	176	25	)	)	PUNCT
ejpam-6795	176	26	2πµ2	2πµ2	NUM
ejpam-6795	176	27	,	,	PUNCT
ejpam-6795	176	28	λ	λ	X
ejpam-6795	176	29	=	=	SYM
ejpam-6795	176	30	µ2a	µ2a	DET
ejpam-6795	176	31	akp	akp	PROPN
ejpam-6795	176	32	,	,	PUNCT
ejpam-6795	176	33	α	α	PROPN
ejpam-6795	176	34	=	=	PUNCT
ejpam-6795	176	35	√	√	PROPN
ejpam-6795	176	36	c̄12ρa	c̄12ρa	PROPN
ejpam-6795	176	37	µ	µ	X
ejpam-6795	176	38	,	,	PUNCT
ejpam-6795	176	39	b	b	X
ejpam-6795	176	40	=	=	SYM
ejpam-6795	176	41	cp(tc	cp(tc	PROPN
ejpam-6795	176	42	−	−	PROPN
ejpam-6795	176	43	tw	tw	NOUN
ejpam-6795	176	44	)	)	PUNCT
ejpam-6795	176	45	cs(t0	cs(t0	NOUN
ejpam-6795	177	1	−	−	PROPN
ejpam-6795	177	2	tw	tw	NOUN
ejpam-6795	177	3	)	)	PUNCT
ejpam-6795	178	1	+	+	CCONJ
ejpam-6795	178	2	λ1	λ1	ADJ
ejpam-6795	178	3	,	,	PUNCT
ejpam-6795	178	4	ec	ec	PROPN
ejpam-6795	178	5	=	=	SYM
ejpam-6795	178	6	u2w	u2w	PROPN
ejpam-6795	178	7	cp(tc	cp(tc	VERB
ejpam-6795	178	8	−	−	PROPN
ejpam-6795	178	9	tw	tw	NOUN
ejpam-6795	178	10	)	)	PUNCT
ejpam-6795	178	11	,	,	PUNCT
ejpam-6795	178	12	sc	sc	PROPN
ejpam-6795	179	1	=	=	PUNCT
ejpam-6795	179	2	ν	ν	X
ejpam-6795	179	3	d	d	NOUN
ejpam-6795	179	4	,	,	PUNCT
ejpam-6795	179	5	we	we	PRON
ejpam-6795	179	6	=	=	PUNCT
ejpam-6795	179	7	γ	γ	X
ejpam-6795	179	8	a	a	X
ejpam-6795	179	9	,	,	PUNCT
ejpam-6795	179	10	ϵ	ϵ	X
ejpam-6795	179	11	=	=	PUNCT
ejpam-6795	179	12	tc	tc	PROPN
ejpam-6795	179	13	tc	tc	NUM
ejpam-6795	179	14	−	−	PROPN
ejpam-6795	179	15	tw	tw	NOUN
ejpam-6795	179	16	(	(	PUNCT
ejpam-6795	179	17	17	17	NUM
ejpam-6795	179	18	)	)	PUNCT
ejpam-6795	179	19	the	the	DET
ejpam-6795	179	20	dimensionless	dimensionless	NOUN
ejpam-6795	179	21	parameters	parameter	NOUN
ejpam-6795	179	22	used	use	VERB
ejpam-6795	179	23	are	be	AUX
ejpam-6795	179	24	as	as	SCONJ
ejpam-6795	179	25	follows	follow	VERB
ejpam-6795	179	26	:	:	PUNCT
ejpam-6795	179	27	pr	pr	VERB
ejpam-6795	179	28	the	the	DET
ejpam-6795	179	29	prandtl	prandtl	NOUN
ejpam-6795	179	30	number	number	NOUN
ejpam-6795	179	31	,	,	PUNCT
ejpam-6795	179	32	the	the	DET
ejpam-6795	179	33	ferrohydrodynamic	ferrohydrodynamic	NOUN
ejpam-6795	179	34	interaction	interaction	NOUN
ejpam-6795	179	35	parameter	parameter	NOUN
ejpam-6795	179	36	is	be	AUX
ejpam-6795	179	37	denoted	denote	VERB
ejpam-6795	179	38	by	by	ADP
ejpam-6795	179	39	β	β	X
ejpam-6795	179	40	,	,	PUNCT
ejpam-6795	179	41	the	the	DET
ejpam-6795	179	42	viscous	viscous	ADJ
ejpam-6795	179	43	dissipation	dissipation	NOUN
ejpam-6795	179	44	parameter	parameter	NOUN
ejpam-6795	179	45	is	be	AUX
ejpam-6795	179	46	defined	define	VERB
ejpam-6795	179	47	as	as	ADP
ejpam-6795	179	48	λ	λ	PROPN
ejpam-6795	179	49	,	,	PUNCT
ejpam-6795	179	50	and	and	CCONJ
ejpam-6795	179	51	the	the	DET
ejpam-6795	179	52	non	non	ADJ
ejpam-6795	179	53	-	-	ADJ
ejpam-6795	179	54	dimensional	dimensional	ADJ
ejpam-6795	179	55	distance	distance	NOUN
ejpam-6795	179	56	between	between	ADP
ejpam-6795	179	57	the	the	DET
ejpam-6795	179	58	origin	origin	NOUN
ejpam-6795	179	59	and	and	CCONJ
ejpam-6795	179	60	the	the	DET
ejpam-6795	179	61	center	center	NOUN
ejpam-6795	179	62	of	of	ADP
ejpam-6795	179	63	the	the	DET
ejpam-6795	179	64	magnetic	magnetic	ADJ
ejpam-6795	179	65	pole	pole	NOUN
ejpam-6795	179	66	is	be	AUX
ejpam-6795	179	67	set	set	VERB
ejpam-6795	179	68	as	as	ADP
ejpam-6795	179	69	α	α	X
ejpam-6795	179	70	.	.	PUNCT
ejpam-6795	180	1	as	as	ADV
ejpam-6795	180	2	well	well	ADV
ejpam-6795	180	3	,	,	PUNCT
ejpam-6795	180	4	b	b	NOUN
ejpam-6795	180	5	is	be	AUX
ejpam-6795	180	6	the	the	DET
ejpam-6795	180	7	melting	melting	NOUN
ejpam-6795	180	8	parameter	parameter	NOUN
ejpam-6795	180	9	,	,	PUNCT
ejpam-6795	180	10	ec	ec	PROPN
ejpam-6795	180	11	is	be	AUX
ejpam-6795	180	12	the	the	DET
ejpam-6795	180	13	eckert	eckert	PROPN
ejpam-6795	180	14	number	number	PROPN
ejpam-6795	180	15	,	,	PUNCT
ejpam-6795	180	16	sc	sc	PROPN
ejpam-6795	180	17	is	be	AUX
ejpam-6795	180	18	the	the	DET
ejpam-6795	180	19	schmidt	schmidt	ADJ
ejpam-6795	180	20	number	number	NOUN
ejpam-6795	180	21	,	,	PUNCT
ejpam-6795	180	22	we	we	PRON
ejpam-6795	180	23	is	be	AUX
ejpam-6795	180	24	the	the	DET
ejpam-6795	180	25	weissenberg	weissenberg	PROPN
ejpam-6795	180	26	number	number	NOUN
ejpam-6795	180	27	,	,	PUNCT
ejpam-6795	180	28	and	and	CCONJ
ejpam-6795	180	29	the	the	DET
ejpam-6795	180	30	dimensionless	dimensionless	NOUN
ejpam-6795	180	31	curie	curie	NOUN
ejpam-6795	180	32	temperature	temperature	NOUN
ejpam-6795	180	33	is	be	AUX
ejpam-6795	180	34	ϵ.	ϵ.	NOUN
ejpam-6795	180	35	3	3	NUM
ejpam-6795	180	36	.	.	PUNCT
ejpam-6795	180	37	artificial	artificial	ADJ
ejpam-6795	180	38	neural	neural	ADJ
ejpam-6795	180	39	network	network	NOUN
ejpam-6795	180	40	modeling	modeling	NOUN
ejpam-6795	180	41	of	of	ADP
ejpam-6795	180	42	fcf	fcf	NOUN
ejpam-6795	180	43	using	use	VERB
ejpam-6795	180	44	lmt	lmt	PROPN
ejpam-6795	180	45	a	a	DET
ejpam-6795	180	46	feedforward	feedforward	ADJ
ejpam-6795	180	47	artificial	artificial	ADJ
ejpam-6795	180	48	neural	neural	ADJ
ejpam-6795	180	49	network	network	NOUN
ejpam-6795	180	50	(	(	PUNCT
ejpam-6795	180	51	ann	ann	PROPN
ejpam-6795	180	52	)	)	PUNCT
ejpam-6795	180	53	is	be	AUX
ejpam-6795	180	54	employed	employ	VERB
ejpam-6795	180	55	to	to	PART
ejpam-6795	180	56	approximate	approximate	VERB
ejpam-6795	180	57	the	the	DET
ejpam-6795	180	58	nonlinear	nonlinear	ADJ
ejpam-6795	180	59	behavior	behavior	NOUN
ejpam-6795	180	60	of	of	ADP
ejpam-6795	180	61	ferromagnetic	ferromagnetic	PROPN
ejpam-6795	180	62	carreau	carreau	PROPN
ejpam-6795	180	63	fluid	fluid	PROPN
ejpam-6795	180	64	(	(	PUNCT
ejpam-6795	180	65	fcf	fcf	NOUN
ejpam-6795	180	66	)	)	PUNCT
ejpam-6795	180	67	,	,	PUNCT
ejpam-6795	180	68	trained	train	VERB
ejpam-6795	180	69	using	use	VERB
ejpam-6795	180	70	the	the	DET
ejpam-6795	180	71	levenberg	levenberg	PROPN
ejpam-6795	180	72	–	–	PUNCT
ejpam-6795	180	73	marquardt	marquardt	PROPN
ejpam-6795	180	74	technique	technique	NOUN
ejpam-6795	180	75	(	(	PUNCT
ejpam-6795	180	76	lmt	lmt	PROPN
ejpam-6795	180	77	)	)	PUNCT
ejpam-6795	180	78	.	.	PUNCT
ejpam-6795	181	1	this	this	DET
ejpam-6795	181	2	hybrid	hybrid	ADJ
ejpam-6795	181	3	approach	approach	NOUN
ejpam-6795	181	4	combines	combine	VERB
ejpam-6795	181	5	the	the	DET
ejpam-6795	181	6	rapid	rapid	ADJ
ejpam-6795	181	7	convergence	convergence	NOUN
ejpam-6795	181	8	of	of	ADP
ejpam-6795	181	9	the	the	DET
ejpam-6795	181	10	gauss	gauss	PROPN
ejpam-6795	181	11	–	–	PUNCT
ejpam-6795	181	12	newton	newton	PROPN
ejpam-6795	181	13	method	method	NOUN
ejpam-6795	181	14	with	with	ADP
ejpam-6795	181	15	the	the	DET
ejpam-6795	181	16	robustness	robustness	NOUN
ejpam-6795	181	17	of	of	ADP
ejpam-6795	181	18	gradient	gradient	ADJ
ejpam-6795	181	19	descent	descent	NOUN
ejpam-6795	181	20	,	,	PUNCT
ejpam-6795	181	21	offering	offer	VERB
ejpam-6795	181	22	an	an	DET
ejpam-6795	181	23	efficient	efficient	ADJ
ejpam-6795	181	24	framework	framework	NOUN
ejpam-6795	181	25	for	for	ADP
ejpam-6795	181	26	solving	solve	VERB
ejpam-6795	181	27	the	the	DET
ejpam-6795	181	28	governing	govern	VERB
ejpam-6795	181	29	differential	differential	ADJ
ejpam-6795	181	30	equations	equation	NOUN
ejpam-6795	181	31	.	.	PUNCT
ejpam-6795	182	1	the	the	DET
ejpam-6795	182	2	lmt	lmt	PROPN
ejpam-6795	182	3	algorithm	algorithm	NOUN
ejpam-6795	182	4	utilizes	utilize	VERB
ejpam-6795	182	5	a	a	DET
ejpam-6795	182	6	damped	damped	ADJ
ejpam-6795	182	7	least	least	ADJ
ejpam-6795	182	8	-	-	PUNCT
ejpam-6795	182	9	squares	square	NOUN
ejpam-6795	182	10	optimization	optimization	NOUN
ejpam-6795	182	11	scheme	scheme	NOUN
ejpam-6795	182	12	.	.	PUNCT
ejpam-6795	183	1	the	the	DET
ejpam-6795	183	2	weights	weight	NOUN
ejpam-6795	183	3	w	w	NOUN
ejpam-6795	183	4	are	be	AUX
ejpam-6795	183	5	updated	update	VERB
ejpam-6795	183	6	iteratively	iteratively	ADV
ejpam-6795	183	7	as	as	ADP
ejpam-6795	183	8	:	:	PUNCT
ejpam-6795	183	9	wk+1	wk+1	X
ejpam-6795	183	10	=	=	SYM
ejpam-6795	183	11	wk	wk	NUM
ejpam-6795	183	12	−	−	PROPN
ejpam-6795	184	1	(	(	PUNCT
ejpam-6795	184	2	j⊤j+	j⊤j+	NOUN
ejpam-6795	184	3	µi	µi	PROPN
ejpam-6795	184	4	)	)	PUNCT
ejpam-6795	184	5	−1	−1	NOUN
ejpam-6795	184	6	j⊤e	j⊤e	PROPN
ejpam-6795	184	7	,	,	PUNCT
ejpam-6795	184	8	where	where	SCONJ
ejpam-6795	184	9	:	:	PUNCT
ejpam-6795	184	10	•	•	ADP
ejpam-6795	184	11	the	the	DET
ejpam-6795	184	12	jacobian	jacobian	ADJ
ejpam-6795	184	13	matrix	matrix	NOUN
ejpam-6795	184	14	of	of	ADP
ejpam-6795	184	15	partial	partial	ADJ
ejpam-6795	184	16	derivatives	derivative	NOUN
ejpam-6795	184	17	of	of	ADP
ejpam-6795	184	18	network	network	NOUN
ejpam-6795	184	19	error	error	NOUN
ejpam-6795	184	20	with	with	ADP
ejpam-6795	184	21	respect	respect	NOUN
ejpam-6795	184	22	to	to	ADP
ejpam-6795	184	23	weights	weight	NOUN
ejpam-6795	184	24	is	be	AUX
ejpam-6795	184	25	denoted	denote	VERB
ejpam-6795	184	26	as	as	ADP
ejpam-6795	184	27	j	j	PROPN
ejpam-6795	184	28	,	,	PUNCT
ejpam-6795	184	29	s.	s.	PROPN
ejpam-6795	184	30	khan	khan	PROPN
ejpam-6795	184	31	et	et	PROPN
ejpam-6795	184	32	al	al	PROPN
ejpam-6795	184	33	.	.	PUNCT
ejpam-6795	184	34	/	/	SYM
ejpam-6795	184	35	eur	eur	PROPN
ejpam-6795	184	36	.	.	PUNCT
ejpam-6795	185	1	j.	j.	PROPN
ejpam-6795	185	2	pure	pure	PROPN
ejpam-6795	185	3	appl	appl	PROPN
ejpam-6795	185	4	.	.	PROPN
ejpam-6795	185	5	math	math	PROPN
ejpam-6795	185	6	,	,	PUNCT
ejpam-6795	185	7	18	18	NUM
ejpam-6795	185	8	(	(	PUNCT
ejpam-6795	185	9	4	4	NUM
ejpam-6795	185	10	)	)	PUNCT
ejpam-6795	185	11	(	(	PUNCT
ejpam-6795	185	12	2025	2025	NUM
ejpam-6795	185	13	)	)	PUNCT
ejpam-6795	185	14	,	,	PUNCT
ejpam-6795	185	15	6795	6795	NUM
ejpam-6795	185	16	10	10	NUM
ejpam-6795	185	17	of	of	ADP
ejpam-6795	185	18	33	33	NUM
ejpam-6795	185	19	•	•	NOUN
ejpam-6795	185	20	e	e	NOUN
ejpam-6795	185	21	is	be	AUX
ejpam-6795	185	22	the	the	DET
ejpam-6795	185	23	error	error	NOUN
ejpam-6795	185	24	vector	vector	NOUN
ejpam-6795	185	25	between	between	ADP
ejpam-6795	185	26	predicted	predict	VERB
ejpam-6795	185	27	and	and	CCONJ
ejpam-6795	185	28	target	target	NOUN
ejpam-6795	185	29	outputs	output	NOUN
ejpam-6795	185	30	,	,	PUNCT
ejpam-6795	185	31	•	•	NUM
ejpam-6795	185	32	µ	µ	X
ejpam-6795	185	33	is	be	AUX
ejpam-6795	185	34	the	the	DET
ejpam-6795	185	35	damping	damp	VERB
ejpam-6795	185	36	factor	factor	NOUN
ejpam-6795	185	37	,	,	PUNCT
ejpam-6795	185	38	•	•	ADP
ejpam-6795	185	39	i	i	PRON
ejpam-6795	185	40	is	be	AUX
ejpam-6795	185	41	the	the	DET
ejpam-6795	185	42	identity	identity	NOUN
ejpam-6795	185	43	matrix	matrix	NOUN
ejpam-6795	185	44	.	.	PUNCT
ejpam-6795	186	1	the	the	DET
ejpam-6795	186	2	term	term	NOUN
ejpam-6795	186	3	j⊤j	j⊤j	PROPN
ejpam-6795	186	4	approximates	approximate	VERB
ejpam-6795	186	5	the	the	DET
ejpam-6795	186	6	hessian	hessian	ADJ
ejpam-6795	186	7	matrix	matrix	NOUN
ejpam-6795	186	8	,	,	PUNCT
ejpam-6795	186	9	while	while	SCONJ
ejpam-6795	186	10	j⊤e	j⊤e	NOUN
ejpam-6795	186	11	represents	represent	VERB
ejpam-6795	186	12	the	the	DET
ejpam-6795	186	13	gradient	gradient	NOUN
ejpam-6795	186	14	.	.	PUNCT
ejpam-6795	187	1	this	this	DET
ejpam-6795	187	2	formulation	formulation	NOUN
ejpam-6795	187	3	ensures	ensure	VERB
ejpam-6795	187	4	stable	stable	ADJ
ejpam-6795	187	5	and	and	CCONJ
ejpam-6795	187	6	accurate	accurate	ADJ
ejpam-6795	187	7	training	training	NOUN
ejpam-6795	187	8	of	of	ADP
ejpam-6795	187	9	the	the	DET
ejpam-6795	187	10	ann	ann	PROPN
ejpam-6795	187	11	for	for	ADP
ejpam-6795	187	12	capturing	capture	VERB
ejpam-6795	187	13	the	the	DET
ejpam-6795	187	14	flow	flow	NOUN
ejpam-6795	187	15	behavior	behavior	NOUN
ejpam-6795	187	16	under	under	ADP
ejpam-6795	187	17	complex	complex	ADJ
ejpam-6795	187	18	physical	physical	ADJ
ejpam-6795	187	19	conditions	condition	NOUN
ejpam-6795	187	20	.	.	PUNCT
ejpam-6795	188	1	in	in	ADP
ejpam-6795	188	2	this	this	DET
ejpam-6795	188	3	study	study	NOUN
ejpam-6795	188	4	,	,	PUNCT
ejpam-6795	188	5	the	the	DET
ejpam-6795	188	6	input	input	NOUN
ejpam-6795	188	7	features	feature	NOUN
ejpam-6795	188	8	include	include	VERB
ejpam-6795	188	9	spatial	spatial	ADJ
ejpam-6795	188	10	variables	variable	NOUN
ejpam-6795	188	11	and	and	CCONJ
ejpam-6795	188	12	physical	physical	ADJ
ejpam-6795	188	13	parameters	parameter	NOUN
ejpam-6795	188	14	such	such	ADJ
ejpam-6795	188	15	as	as	ADP
ejpam-6795	188	16	b	b	PROPN
ejpam-6795	188	17	,	,	PUNCT
ejpam-6795	188	18	β	β	PROPN
ejpam-6795	188	19	,	,	PUNCT
ejpam-6795	188	20	ec	ec	PROPN
ejpam-6795	188	21	,	,	PUNCT
ejpam-6795	188	22	pr	pr	NOUN
ejpam-6795	188	23	,	,	PUNCT
ejpam-6795	188	24	sc	sc	PROPN
ejpam-6795	188	25	,	,	PUNCT
ejpam-6795	188	26	ϵ	ϵ	X
ejpam-6795	188	27	,	,	PUNCT
ejpam-6795	188	28	and	and	CCONJ
ejpam-6795	188	29	we	we	PRON
ejpam-6795	188	30	,	,	PUNCT
ejpam-6795	188	31	while	while	SCONJ
ejpam-6795	188	32	the	the	DET
ejpam-6795	188	33	target	target	NOUN
ejpam-6795	188	34	outputs	output	NOUN
ejpam-6795	188	35	are	be	AUX
ejpam-6795	188	36	velocity	velocity	NOUN
ejpam-6795	188	37	,	,	PUNCT
ejpam-6795	188	38	temperature	temperature	NOUN
ejpam-6795	188	39	,	,	PUNCT
ejpam-6795	188	40	and	and	CCONJ
ejpam-6795	188	41	concentration	concentration	NOUN
ejpam-6795	188	42	values	value	NOUN
ejpam-6795	188	43	obtained	obtain	VERB
ejpam-6795	188	44	using	use	VERB
ejpam-6795	188	45	matlab	matlab	PROPN
ejpam-6795	188	46	’s	’s	PART
ejpam-6795	188	47	bvp4c	bvp4c	PROPN
ejpam-6795	188	48	solver	solver	NOUN
ejpam-6795	188	49	.	.	PUNCT
ejpam-6795	189	1	these	these	DET
ejpam-6795	189	2	datasets	dataset	NOUN
ejpam-6795	189	3	are	be	AUX
ejpam-6795	189	4	then	then	ADV
ejpam-6795	189	5	fed	feed	VERB
ejpam-6795	189	6	into	into	ADP
ejpam-6795	189	7	a	a	DET
ejpam-6795	189	8	supervised	supervised	ADJ
ejpam-6795	189	9	neural	neural	ADJ
ejpam-6795	189	10	network	network	NOUN
ejpam-6795	189	11	with	with	ADP
ejpam-6795	189	12	the	the	DET
ejpam-6795	189	13	following	follow	VERB
ejpam-6795	189	14	configuration	configuration	NOUN
ejpam-6795	189	15	:	:	PUNCT
ejpam-6795	189	16	•	•	NOUN
ejpam-6795	189	17	architecture	architecture	NOUN
ejpam-6795	189	18	:	:	PUNCT
ejpam-6795	189	19	one	one	NUM
ejpam-6795	189	20	hidden	hide	VERB
ejpam-6795	189	21	layer	layer	NOUN
ejpam-6795	189	22	with	with	ADP
ejpam-6795	189	23	10	10	NUM
ejpam-6795	189	24	neurons	neuron	NOUN
ejpam-6795	189	25	.	.	PUNCT
ejpam-6795	190	1	•	•	NUM
ejpam-6795	190	2	activation	activation	NOUN
ejpam-6795	190	3	:	:	PUNCT
ejpam-6795	190	4	the	the	DET
ejpam-6795	190	5	hidden	hide	VERB
ejpam-6795	190	6	layer	layer	NOUN
ejpam-6795	190	7	uses	use	VERB
ejpam-6795	190	8	the	the	DET
ejpam-6795	190	9	tanh	tanh	PROPN
ejpam-6795	190	10	(	(	PUNCT
ejpam-6795	190	11	hyperbolic	hyperbolic	ADJ
ejpam-6795	190	12	tangent	tangent	NOUN
ejpam-6795	190	13	sigmoid	sigmoid	NOUN
ejpam-6795	190	14	)	)	PUNCT
ejpam-6795	190	15	activation	activation	NOUN
ejpam-6795	190	16	function	function	NOUN
ejpam-6795	190	17	,	,	PUNCT
ejpam-6795	190	18	suitable	suitable	ADJ
ejpam-6795	190	19	for	for	ADP
ejpam-6795	190	20	smooth	smooth	ADJ
ejpam-6795	190	21	approximation	approximation	NOUN
ejpam-6795	190	22	of	of	ADP
ejpam-6795	190	23	nonlinear	nonlinear	ADJ
ejpam-6795	190	24	mappings	mapping	NOUN
ejpam-6795	190	25	.	.	PUNCT
ejpam-6795	191	1	•	•	NUM
ejpam-6795	191	2	training	training	NOUN
ejpam-6795	191	3	algorithm	algorithm	NOUN
ejpam-6795	191	4	:	:	PUNCT
ejpam-6795	191	5	trainlm	trainlm	NOUN
ejpam-6795	191	6	,	,	PUNCT
ejpam-6795	191	7	matlab	matlab	PROPN
ejpam-6795	191	8	’s	’s	PART
ejpam-6795	191	9	implementation	implementation	NOUN
ejpam-6795	191	10	of	of	ADP
ejpam-6795	191	11	lmt	lmt	PROPN
ejpam-6795	191	12	.	.	PROPN
ejpam-6795	191	13	•	•	NUM
ejpam-6795	191	14	data	datum	NOUN
ejpam-6795	191	15	division	division	NOUN
ejpam-6795	191	16	:	:	PUNCT
ejpam-6795	191	17	70	70	NUM
ejpam-6795	191	18	%	%	NOUN
ejpam-6795	191	19	training	training	NOUN
ejpam-6795	191	20	,	,	PUNCT
ejpam-6795	191	21	15	15	NUM
ejpam-6795	191	22	%	%	NOUN
ejpam-6795	191	23	testing	testing	NOUN
ejpam-6795	191	24	and	and	CCONJ
ejpam-6795	191	25	15	15	NUM
ejpam-6795	191	26	%	%	NOUN
ejpam-6795	191	27	validation	validation	NOUN
ejpam-6795	191	28	.	.	PUNCT
ejpam-6795	192	1	•	•	NUM
ejpam-6795	192	2	performance	performance	NOUN
ejpam-6795	192	3	measure	measure	NOUN
ejpam-6795	192	4	:	:	PUNCT
ejpam-6795	192	5	mean	mean	VERB
ejpam-6795	192	6	squared	square	VERB
ejpam-6795	192	7	error	error	NOUN
ejpam-6795	192	8	(	(	PUNCT
ejpam-6795	192	9	mse	mse	NOUN
ejpam-6795	192	10	)	)	PUNCT
ejpam-6795	192	11	.	.	PUNCT
ejpam-6795	193	1	the	the	DET
ejpam-6795	193	2	training	training	NOUN
ejpam-6795	193	3	process	process	NOUN
ejpam-6795	193	4	is	be	AUX
ejpam-6795	193	5	executed	execute	VERB
ejpam-6795	193	6	using	use	VERB
ejpam-6795	193	7	either	either	CCONJ
ejpam-6795	193	8	matlab	matlab	PROPN
ejpam-6795	193	9	’s	’s	PART
ejpam-6795	193	10	gui	gui	NOUN
ejpam-6795	193	11	-	-	PUNCT
ejpam-6795	193	12	based	base	VERB
ejpam-6795	193	13	nftool	nftool	NOUN
ejpam-6795	193	14	graphical	graphical	ADJ
ejpam-6795	193	15	user	user	NOUN
ejpam-6795	193	16	interface	interface	NOUN
ejpam-6795	193	17	.	.	PUNCT
ejpam-6795	194	1	this	this	DET
ejpam-6795	194	2	hybrid	hybrid	ADJ
ejpam-6795	194	3	lmt	lmt	PROPN
ejpam-6795	194	4	-	-	PUNCT
ejpam-6795	194	5	ann	ann	PROPN
ejpam-6795	194	6	approach	approach	NOUN
ejpam-6795	194	7	demonstrates	demonstrate	VERB
ejpam-6795	194	8	fast	fast	ADJ
ejpam-6795	194	9	convergence	convergence	NOUN
ejpam-6795	194	10	and	and	CCONJ
ejpam-6795	194	11	high	high	ADJ
ejpam-6795	194	12	precision	precision	NOUN
ejpam-6795	194	13	in	in	ADP
ejpam-6795	194	14	capturing	capture	VERB
ejpam-6795	194	15	the	the	DET
ejpam-6795	194	16	complex	complex	ADJ
ejpam-6795	194	17	dynamics	dynamic	NOUN
ejpam-6795	194	18	of	of	ADP
ejpam-6795	194	19	magnetized	magnetized	ADJ
ejpam-6795	194	20	non	non	ADJ
ejpam-6795	194	21	-	-	ADJ
ejpam-6795	194	22	newtonian	newtonian	ADJ
ejpam-6795	194	23	flow	flow	NOUN
ejpam-6795	194	24	,	,	PUNCT
ejpam-6795	194	25	as	as	SCONJ
ejpam-6795	194	26	reflected	reflect	VERB
ejpam-6795	194	27	in	in	ADP
ejpam-6795	194	28	the	the	DET
ejpam-6795	194	29	convergence	convergence	NOUN
ejpam-6795	194	30	metrics	metric	NOUN
ejpam-6795	194	31	and	and	CCONJ
ejpam-6795	194	32	predictive	predictive	ADJ
ejpam-6795	194	33	accuracy	accuracy	NOUN
ejpam-6795	194	34	summarized	summarize	VERB
ejpam-6795	194	35	in	in	ADP
ejpam-6795	194	36	table	table	NOUN
ejpam-6795	194	37	1	1	NUM
ejpam-6795	194	38	.	.	NOUN
ejpam-6795	194	39	4	4	NUM
ejpam-6795	194	40	.	.	NOUN
ejpam-6795	194	41	graphical	graphical	ADJ
ejpam-6795	194	42	results	result	NOUN
ejpam-6795	194	43	and	and	CCONJ
ejpam-6795	194	44	discussion	discussion	NOUN
ejpam-6795	194	45	table	table	NOUN
ejpam-6795	194	46	1	1	NUM
ejpam-6795	194	47	:	:	PUNCT
ejpam-6795	194	48	lmt	lmt	NOUN
ejpam-6795	194	49	performance	performance	NOUN
ejpam-6795	194	50	metrics	metric	NOUN
ejpam-6795	194	51	for	for	ADP
ejpam-6795	194	52	different	different	ADJ
ejpam-6795	194	53	physical	physical	ADJ
ejpam-6795	194	54	parameters	parameter	NOUN
ejpam-6795	194	55	in	in	ADP
ejpam-6795	194	56	fcf	fcf	PROPN
ejpam-6795	194	57	flow	flow	NOUN
ejpam-6795	194	58	.	.	PUNCT
ejpam-6795	195	1	parameter	parameter	PROPN
ejpam-6795	195	2	label	label	PROPN
ejpam-6795	195	3	mse	mse	PROPN
ejpam-6795	195	4	epoch	epoch	PROPN
ejpam-6795	195	5	elapsed	elapse	VERB
ejpam-6795	195	6	time	time	NOUN
ejpam-6795	195	7	performancegradient	performancegradient	ADJ
ejpam-6795	195	8	mu	mu	NOUN
ejpam-6795	195	9	training	training	NOUN
ejpam-6795	195	10	validationtesting	validationteste	VERB
ejpam-6795	195	11	b	b	SYM
ejpam-6795	195	12	a	a	DET
ejpam-6795	195	13	1.44×10−8	1.44×10−8	NUM
ejpam-6795	195	14	1.46×10−8	1.46×10−8	NUM
ejpam-6795	195	15	2.03×10−8	2.03×10−8	NUM
ejpam-6795	195	16	711	711	NUM
ejpam-6795	195	17	03	03	NUM
ejpam-6795	195	18	sec	sec	PROPN
ejpam-6795	195	19	1.23×10−8	1.23×10−8	NUM
ejpam-6795	195	20	1.00×10−7	1.00×10−7	NUM
ejpam-6795	195	21	1.00×10−9	1.00×10−9	NUM
ejpam-6795	195	22	β	β	SYM
ejpam-6795	195	23	b	b	X
ejpam-6795	195	24	2.07×10−9	2.07×10−9	NUM
ejpam-6795	195	25	1.97×10−9	1.97×10−9	NUM
ejpam-6795	195	26	2.57×10−9	2.57×10−9	NUM
ejpam-6795	195	27	763	763	NUM
ejpam-6795	195	28	01	01	NUM
ejpam-6795	195	29	sec	sec	PROPN
ejpam-6795	195	30	3.11×10−9	3.11×10−9	NUM
ejpam-6795	196	1	9.43×10−8	9.43×10−8	NUM
ejpam-6795	196	2	1.00×10−8	1.00×10−8	NUM
ejpam-6795	196	3	ec	ec	PROPN
ejpam-6795	196	4	c	c	PROPN
ejpam-6795	197	1	2.17×10−8	2.17×10−8	NUM
ejpam-6795	197	2	3.34×10−8	3.34×10−8	NUM
ejpam-6795	197	3	3.05×10−8	3.05×10−8	PROPN
ejpam-6795	197	4	352	352	NUM
ejpam-6795	197	5	01	01	NUM
ejpam-6795	197	6	sec	sec	PROPN
ejpam-6795	197	7	2.10×10−8	2.10×10−8	NUM
ejpam-6795	197	8	9.98×10−8	9.98×10−8	NUM
ejpam-6795	197	9	1.00×10−8	1.00×10−8	NUM
ejpam-6795	197	10	pr	pr	NOUN
ejpam-6795	197	11	d	d	NOUN
ejpam-6795	197	12	1.85×10−9	1.85×10−9	NUM
ejpam-6795	197	13	2.10×10−9	2.10×10−9	NUM
ejpam-6795	197	14	3.10×10−9	3.10×10−9	NUM
ejpam-6795	197	15	507	507	NUM
ejpam-6795	197	16	02	02	NUM
ejpam-6795	197	17	sec	sec	PROPN
ejpam-6795	197	18	2.33×10−9	2.33×10−9	NUM
ejpam-6795	197	19	9.94×10−8	9.94×10−8	NUM
ejpam-6795	197	20	1.00×10−7	1.00×10−7	NUM
ejpam-6795	197	21	we	we	PRON
ejpam-6795	197	22	e	e	VERB
ejpam-6795	197	23	7.21×10−9	7.21×10−9	NUM
ejpam-6795	197	24	9.15×10−9	9.15×10−9	NUM
ejpam-6795	197	25	8.72×10−9	8.72×10−9	NUM
ejpam-6795	197	26	500	500	NUM
ejpam-6795	197	27	02	02	NUM
ejpam-6795	197	28	sec	sec	PROPN
ejpam-6795	197	29	9.91×10−9	9.91×10−9	NUM
ejpam-6795	197	30	9.96×10−8	9.96×10−8	NUM
ejpam-6795	197	31	1.00×10−7	1.00×10−7	NUM
ejpam-6795	197	32	ϵ	ϵ	X
ejpam-6795	197	33	f	f	PROPN
ejpam-6795	198	1	1.34×10−9	1.34×10−9	NUM
ejpam-6795	198	2	1.79×10−9	1.79×10−9	NUM
ejpam-6795	198	3	2.16×10−9	2.16×10−9	NUM
ejpam-6795	198	4	585	585	NUM
ejpam-6795	198	5	02	02	NUM
ejpam-6795	198	6	sec	sec	PROPN
ejpam-6795	198	7	2.00×10−9	2.00×10−9	NUM
ejpam-6795	198	8	9.95×10−8	9.95×10−8	NUM
ejpam-6795	198	9	1.00×10−8	1.00×10−8	NUM
ejpam-6795	198	10	sc	sc	NOUN
ejpam-6795	198	11	g	g	PROPN
ejpam-6795	198	12	1.52×10−9	1.52×10−9	NUM
ejpam-6795	198	13	1.68×10−9	1.68×10−9	NUM
ejpam-6795	198	14	1.88×10−9	1.88×10−9	NUM
ejpam-6795	198	15	84	84	NUM
ejpam-6795	198	16	01	01	NUM
ejpam-6795	198	17	sec	sec	PROPN
ejpam-6795	198	18	1.76×10−9	1.76×10−9	NUM
ejpam-6795	198	19	5.97×10−7	5.97×10−7	NUM
ejpam-6795	198	20	1.00×10−9	1.00×10−9	NUM
ejpam-6795	198	21	table	table	NOUN
ejpam-6795	198	22	1	1	NUM
ejpam-6795	198	23	compiles	compile	VERB
ejpam-6795	198	24	the	the	DET
ejpam-6795	198	25	convergence	convergence	NOUN
ejpam-6795	198	26	outcomes	outcome	NOUN
ejpam-6795	198	27	of	of	ADP
ejpam-6795	198	28	the	the	DET
ejpam-6795	198	29	levenberg	levenberg	PROPN
ejpam-6795	198	30	-	-	PUNCT
ejpam-6795	198	31	marquardt	marquardt	PROPN
ejpam-6795	198	32	technique	technique	NOUN
ejpam-6795	198	33	,	,	PUNCT
ejpam-6795	198	34	including	include	VERB
ejpam-6795	198	35	mean	mean	ADJ
ejpam-6795	198	36	squared	square	VERB
ejpam-6795	198	37	error	error	NOUN
ejpam-6795	198	38	(	(	PUNCT
ejpam-6795	198	39	mse	mse	NOUN
ejpam-6795	198	40	)	)	PUNCT
ejpam-6795	198	41	for	for	ADP
ejpam-6795	198	42	training	training	NOUN
ejpam-6795	198	43	,	,	PUNCT
ejpam-6795	198	44	validation	validation	NOUN
ejpam-6795	198	45	,	,	PUNCT
ejpam-6795	198	46	and	and	CCONJ
ejpam-6795	198	47	testing	testing	NOUN
ejpam-6795	198	48	phases	phase	NOUN
ejpam-6795	198	49	,	,	PUNCT
ejpam-6795	198	50	number	number	NOUN
ejpam-6795	198	51	of	of	ADP
ejpam-6795	198	52	s.	s.	PROPN
ejpam-6795	198	53	khan	khan	PROPN
ejpam-6795	198	54	et	et	PROPN
ejpam-6795	198	55	al	al	PROPN
ejpam-6795	198	56	.	.	PUNCT
ejpam-6795	198	57	/	/	SYM
ejpam-6795	198	58	eur	eur	PROPN
ejpam-6795	198	59	.	.	PUNCT
ejpam-6795	199	1	j.	j.	PROPN
ejpam-6795	199	2	pure	pure	PROPN
ejpam-6795	199	3	appl	appl	PROPN
ejpam-6795	199	4	.	.	PROPN
ejpam-6795	199	5	math	math	PROPN
ejpam-6795	199	6	,	,	PUNCT
ejpam-6795	199	7	18	18	NUM
ejpam-6795	199	8	(	(	PUNCT
ejpam-6795	199	9	4	4	NUM
ejpam-6795	199	10	)	)	PUNCT
ejpam-6795	199	11	(	(	PUNCT
ejpam-6795	199	12	2025	2025	NUM
ejpam-6795	199	13	)	)	PUNCT
ejpam-6795	199	14	,	,	PUNCT
ejpam-6795	199	15	6795	6795	NUM
ejpam-6795	199	16	11	11	NUM
ejpam-6795	199	17	of	of	ADP
ejpam-6795	199	18	33	33	NUM
ejpam-6795	199	19	figure	figure	NOUN
ejpam-6795	199	20	2	2	NUM
ejpam-6795	199	21	:	:	PUNCT
ejpam-6795	199	22	architecture	architecture	NOUN
ejpam-6795	199	23	of	of	ADP
ejpam-6795	199	24	the	the	DET
ejpam-6795	199	25	neural	neural	ADJ
ejpam-6795	199	26	network	network	NOUN
ejpam-6795	199	27	model	model	NOUN
ejpam-6795	199	28	trained	train	VERB
ejpam-6795	199	29	using	use	VERB
ejpam-6795	199	30	the	the	DET
ejpam-6795	199	31	lmt	lmt	PROPN
ejpam-6795	199	32	for	for	ADP
ejpam-6795	199	33	fcf	fcf	NOUN
ejpam-6795	199	34	flow	flow	NOUN
ejpam-6795	199	35	.	.	PUNCT
ejpam-6795	200	1	epochs	epoch	NOUN
ejpam-6795	200	2	,	,	PUNCT
ejpam-6795	200	3	elapsed	elapse	VERB
ejpam-6795	200	4	training	training	NOUN
ejpam-6795	200	5	time	time	NOUN
ejpam-6795	200	6	,	,	PUNCT
ejpam-6795	200	7	gradient	gradient	ADJ
ejpam-6795	200	8	values	value	NOUN
ejpam-6795	200	9	,	,	PUNCT
ejpam-6795	200	10	and	and	CCONJ
ejpam-6795	200	11	the	the	DET
ejpam-6795	200	12	backpropagation	backpropagation	NOUN
ejpam-6795	200	13	control	control	PROPN
ejpam-6795	200	14	parameter	parameter	PROPN
ejpam-6795	200	15	mu	mu	PROPN
ejpam-6795	200	16	.	.	PUNCT
ejpam-6795	201	1	these	these	DET
ejpam-6795	201	2	results	result	NOUN
ejpam-6795	201	3	confirm	confirm	VERB
ejpam-6795	201	4	the	the	DET
ejpam-6795	201	5	accuracy	accuracy	NOUN
ejpam-6795	201	6	and	and	CCONJ
ejpam-6795	201	7	reliability	reliability	NOUN
ejpam-6795	201	8	of	of	ADP
ejpam-6795	201	9	the	the	DET
ejpam-6795	201	10	lmt	lmt	NOUN
ejpam-6795	201	11	-	-	PUNCT
ejpam-6795	201	12	based	base	VERB
ejpam-6795	201	13	neural	neural	ADJ
ejpam-6795	201	14	network	network	NOUN
ejpam-6795	201	15	model	model	NOUN
ejpam-6795	201	16	across	across	ADP
ejpam-6795	201	17	various	various	ADJ
ejpam-6795	201	18	physical	physical	ADJ
ejpam-6795	201	19	parameters	parameter	NOUN
ejpam-6795	201	20	.	.	PUNCT
ejpam-6795	202	1	the	the	DET
ejpam-6795	202	2	lmt	lmt	PROPN
ejpam-6795	202	3	is	be	AUX
ejpam-6795	202	4	employed	employ	VERB
ejpam-6795	202	5	to	to	PART
ejpam-6795	202	6	iteratively	iteratively	ADV
ejpam-6795	202	7	adjust	adjust	VERB
ejpam-6795	202	8	the	the	DET
ejpam-6795	202	9	network	network	NOUN
ejpam-6795	202	10	weights	weight	NOUN
ejpam-6795	202	11	,	,	PUNCT
ejpam-6795	202	12	effectively	effectively	ADV
ejpam-6795	202	13	minimizing	minimize	VERB
ejpam-6795	202	14	prediction	prediction	NOUN
ejpam-6795	202	15	errors	error	NOUN
ejpam-6795	202	16	and	and	CCONJ
ejpam-6795	202	17	ensuring	ensure	VERB
ejpam-6795	202	18	high	high	ADJ
ejpam-6795	202	19	accuracy	accuracy	NOUN
ejpam-6795	202	20	.	.	PUNCT
ejpam-6795	203	1	figure	figure	NOUN
ejpam-6795	203	2	2	2	NUM
ejpam-6795	203	3	presents	present	VERB
ejpam-6795	203	4	the	the	DET
ejpam-6795	203	5	neural	neural	ADJ
ejpam-6795	203	6	network	network	NOUN
ejpam-6795	203	7	architecture	architecture	NOUN
ejpam-6795	203	8	and	and	CCONJ
ejpam-6795	203	9	outlines	outline	VERB
ejpam-6795	203	10	the	the	DET
ejpam-6795	203	11	core	core	ADJ
ejpam-6795	203	12	mechanism	mechanism	NOUN
ejpam-6795	203	13	of	of	ADP
ejpam-6795	203	14	the	the	DET
ejpam-6795	203	15	levenberg	levenberg	PROPN
ejpam-6795	203	16	–	–	PUNCT
ejpam-6795	203	17	marquardt	marquardt	PROPN
ejpam-6795	203	18	training	training	NOUN
ejpam-6795	203	19	process	process	NOUN
ejpam-6795	203	20	.	.	PUNCT
ejpam-6795	204	1	the	the	DET
ejpam-6795	204	2	architecture	architecture	NOUN
ejpam-6795	204	3	of	of	ADP
ejpam-6795	204	4	a	a	DET
ejpam-6795	204	5	feedforward	feedforward	ADJ
ejpam-6795	204	6	neural	neural	ADJ
ejpam-6795	204	7	network	network	NOUN
ejpam-6795	204	8	trained	train	VERB
ejpam-6795	204	9	using	use	VERB
ejpam-6795	204	10	the	the	DET
ejpam-6795	204	11	levenberg	levenberg	PROPN
ejpam-6795	204	12	-	-	PUNCT
ejpam-6795	204	13	marquardt	marquardt	PROPN
ejpam-6795	204	14	technique	technique	NOUN
ejpam-6795	204	15	is	be	AUX
ejpam-6795	204	16	illustrated	illustrate	VERB
ejpam-6795	204	17	in	in	ADP
ejpam-6795	204	18	figure	figure	NOUN
ejpam-6795	204	19	3	3	NUM
ejpam-6795	204	20	.	.	PUNCT
ejpam-6795	205	1	the	the	DET
ejpam-6795	205	2	input	input	NOUN
ejpam-6795	205	3	layer	layer	NOUN
ejpam-6795	205	4	consists	consist	VERB
ejpam-6795	205	5	of	of	ADP
ejpam-6795	205	6	three	three	NUM
ejpam-6795	205	7	neurons	neuron	NOUN
ejpam-6795	205	8	,	,	PUNCT
ejpam-6795	205	9	denoted	denote	VERB
ejpam-6795	205	10	as	as	ADP
ejpam-6795	205	11	x1	x1	PROPN
ejpam-6795	205	12	,	,	PUNCT
ejpam-6795	205	13	x2	x2	PROPN
ejpam-6795	205	14	,	,	PUNCT
ejpam-6795	205	15	and	and	CCONJ
ejpam-6795	205	16	x3	x3	ADJ
ejpam-6795	205	17	,	,	PUNCT
ejpam-6795	205	18	which	which	PRON
ejpam-6795	205	19	represent	represent	VERB
ejpam-6795	205	20	the	the	DET
ejpam-6795	205	21	input	input	NOUN
ejpam-6795	205	22	features	feature	NOUN
ejpam-6795	205	23	of	of	ADP
ejpam-6795	205	24	the	the	DET
ejpam-6795	205	25	system	system	NOUN
ejpam-6795	205	26	.	.	PUNCT
ejpam-6795	206	1	these	these	DET
ejpam-6795	206	2	input	input	NOUN
ejpam-6795	206	3	neurons	neuron	NOUN
ejpam-6795	206	4	are	be	AUX
ejpam-6795	206	5	fully	fully	ADV
ejpam-6795	206	6	connected	connect	VERB
ejpam-6795	206	7	to	to	ADP
ejpam-6795	206	8	a	a	DET
ejpam-6795	206	9	single	single	ADJ
ejpam-6795	206	10	hidden	hide	VERB
ejpam-6795	206	11	layer	layer	NOUN
ejpam-6795	206	12	comprising	comprise	VERB
ejpam-6795	206	13	ten	ten	NUM
ejpam-6795	206	14	neurons	neuron	NOUN
ejpam-6795	206	15	,	,	PUNCT
ejpam-6795	206	16	labeled	label	VERB
ejpam-6795	206	17	as	as	ADP
ejpam-6795	206	18	h1	h1	PROPN
ejpam-6795	206	19	,	,	PUNCT
ejpam-6795	206	20	h2	h2	PROPN
ejpam-6795	206	21	,	,	PUNCT
ejpam-6795	206	22	.	.	PUNCT
ejpam-6795	206	23	.	.	PUNCT
ejpam-6795	207	1	.	.	PUNCT
ejpam-6795	208	1	,	,	PUNCT
ejpam-6795	208	2	h10	h10	PROPN
ejpam-6795	208	3	.	.	PUNCT
ejpam-6795	209	1	each	each	DET
ejpam-6795	209	2	hidden	hide	VERB
ejpam-6795	209	3	neuron	neuron	NOUN
ejpam-6795	209	4	employs	employ	VERB
ejpam-6795	209	5	the	the	DET
ejpam-6795	209	6	tanh	tanh	PROPN
ejpam-6795	209	7	activation	activation	NOUN
ejpam-6795	209	8	function	function	NOUN
ejpam-6795	209	9	,	,	PUNCT
ejpam-6795	209	10	enabling	enable	VERB
ejpam-6795	209	11	nonlinear	nonlinear	ADJ
ejpam-6795	209	12	transformations	transformation	NOUN
ejpam-6795	209	13	of	of	ADP
ejpam-6795	209	14	the	the	DET
ejpam-6795	209	15	inputs	input	NOUN
ejpam-6795	209	16	to	to	PART
ejpam-6795	209	17	enhance	enhance	VERB
ejpam-6795	209	18	the	the	DET
ejpam-6795	209	19	network	network	NOUN
ejpam-6795	209	20	’s	’s	PART
ejpam-6795	209	21	learning	learning	NOUN
ejpam-6795	209	22	capability	capability	NOUN
ejpam-6795	209	23	.	.	PUNCT
ejpam-6795	210	1	the	the	DET
ejpam-6795	210	2	output	output	NOUN
ejpam-6795	210	3	layer	layer	NOUN
ejpam-6795	210	4	contains	contain	VERB
ejpam-6795	210	5	a	a	DET
ejpam-6795	210	6	single	single	ADJ
ejpam-6795	210	7	neuron	neuron	NOUN
ejpam-6795	210	8	,	,	PUNCT
ejpam-6795	210	9	labeled	label	VERB
ejpam-6795	210	10	y	y	PROPN
ejpam-6795	210	11	,	,	PUNCT
ejpam-6795	210	12	which	which	PRON
ejpam-6795	210	13	produces	produce	VERB
ejpam-6795	210	14	the	the	DET
ejpam-6795	210	15	final	final	ADJ
ejpam-6795	210	16	output	output	NOUN
ejpam-6795	210	17	of	of	ADP
ejpam-6795	210	18	the	the	DET
ejpam-6795	210	19	network	network	NOUN
ejpam-6795	210	20	.	.	PUNCT
ejpam-6795	211	1	all	all	DET
ejpam-6795	211	2	inter	inter	ADJ
ejpam-6795	211	3	-	-	ADJ
ejpam-6795	211	4	layer	layer	ADJ
ejpam-6795	211	5	connections	connection	NOUN
ejpam-6795	211	6	are	be	AUX
ejpam-6795	211	7	fully	fully	ADV
ejpam-6795	211	8	weighted	weight	VERB
ejpam-6795	211	9	and	and	CCONJ
ejpam-6795	211	10	adjusted	adjust	VERB
ejpam-6795	211	11	during	during	ADP
ejpam-6795	211	12	training	training	NOUN
ejpam-6795	211	13	using	use	VERB
ejpam-6795	211	14	the	the	DET
ejpam-6795	211	15	lmt	lmt	NOUN
ejpam-6795	211	16	,	,	PUNCT
ejpam-6795	211	17	a	a	DET
ejpam-6795	211	18	widely	widely	ADV
ejpam-6795	211	19	used	use	VERB
ejpam-6795	211	20	optimization	optimization	NOUN
ejpam-6795	211	21	method	method	NOUN
ejpam-6795	211	22	for	for	ADP
ejpam-6795	211	23	training	training	NOUN
ejpam-6795	211	24	smallto	smallto	NOUN
ejpam-6795	211	25	medium	medium	ADJ
ejpam-6795	211	26	-	-	PUNCT
ejpam-6795	211	27	sized	sized	ADJ
ejpam-6795	211	28	neural	neural	ADJ
ejpam-6795	211	29	networks	network	NOUN
ejpam-6795	211	30	.	.	PUNCT
ejpam-6795	212	1	figure	figure	VERB
ejpam-6795	212	2	4	4	NUM
ejpam-6795	212	3	presents	present	VERB
ejpam-6795	212	4	the	the	DET
ejpam-6795	212	5	flow	flow	NOUN
ejpam-6795	212	6	diagram	diagram	NOUN
ejpam-6795	212	7	of	of	ADP
ejpam-6795	212	8	the	the	DET
ejpam-6795	212	9	ferromagnetic	ferromagnetic	PROPN
ejpam-6795	212	10	carreau	carreau	PROPN
ejpam-6795	212	11	fluid	fluid	PROPN
ejpam-6795	212	12	(	(	PUNCT
ejpam-6795	212	13	fcf	fcf	NOUN
ejpam-6795	212	14	)	)	PUNCT
ejpam-6795	212	15	model	model	NOUN
ejpam-6795	212	16	along	along	ADP
ejpam-6795	212	17	with	with	ADP
ejpam-6795	212	18	the	the	DET
ejpam-6795	212	19	integrated	integrate	VERB
ejpam-6795	212	20	levenberg	levenberg	PROPN
ejpam-6795	212	21	-	-	PUNCT
ejpam-6795	212	22	marquardt	marquardt	PROPN
ejpam-6795	212	23	training	training	NOUN
ejpam-6795	212	24	procedure	procedure	NOUN
ejpam-6795	212	25	.	.	PUNCT
ejpam-6795	213	1	the	the	DET
ejpam-6795	213	2	diagram	diagram	NOUN
ejpam-6795	213	3	outlines	outline	VERB
ejpam-6795	213	4	the	the	DET
ejpam-6795	213	5	interaction	interaction	NOUN
ejpam-6795	213	6	between	between	ADP
ejpam-6795	213	7	flow	flow	NOUN
ejpam-6795	213	8	,	,	PUNCT
ejpam-6795	213	9	thermal	thermal	ADJ
ejpam-6795	213	10	,	,	PUNCT
ejpam-6795	213	11	and	and	CCONJ
ejpam-6795	213	12	concentration	concentration	NOUN
ejpam-6795	213	13	fields	field	NOUN
ejpam-6795	213	14	under	under	ADP
ejpam-6795	213	15	the	the	DET
ejpam-6795	213	16	influence	influence	NOUN
ejpam-6795	213	17	of	of	ADP
ejpam-6795	213	18	magnetic	magnetic	ADJ
ejpam-6795	213	19	forces	force	NOUN
ejpam-6795	213	20	and	and	CCONJ
ejpam-6795	213	21	melting	melting	NOUN
ejpam-6795	213	22	effects	effect	NOUN
ejpam-6795	213	23	.	.	PUNCT
ejpam-6795	214	1	it	it	PRON
ejpam-6795	214	2	also	also	ADV
ejpam-6795	214	3	demonstrates	demonstrate	VERB
ejpam-6795	214	4	the	the	DET
ejpam-6795	214	5	use	use	NOUN
ejpam-6795	214	6	of	of	ADP
ejpam-6795	214	7	numerical	numerical	ADJ
ejpam-6795	214	8	data	datum	NOUN
ejpam-6795	214	9	from	from	ADP
ejpam-6795	214	10	the	the	DET
ejpam-6795	214	11	bvp4c	bvp4c	PROPN
ejpam-6795	214	12	solver	solver	NOUN
ejpam-6795	214	13	to	to	PART
ejpam-6795	214	14	train	train	VERB
ejpam-6795	214	15	the	the	DET
ejpam-6795	214	16	neural	neural	ADJ
ejpam-6795	214	17	network	network	NOUN
ejpam-6795	214	18	,	,	PUNCT
ejpam-6795	214	19	where	where	SCONJ
ejpam-6795	214	20	the	the	DET
ejpam-6795	214	21	lmt	lmt	PROPN
ejpam-6795	214	22	algorithm	algorithm	NOUN
ejpam-6795	214	23	iteratively	iteratively	ADV
ejpam-6795	214	24	updates	update	VERB
ejpam-6795	214	25	weights	weight	NOUN
ejpam-6795	214	26	to	to	PART
ejpam-6795	214	27	minimize	minimize	VERB
ejpam-6795	214	28	prediction	prediction	NOUN
ejpam-6795	214	29	errors	error	NOUN
ejpam-6795	214	30	and	and	CCONJ
ejpam-6795	214	31	enhance	enhance	VERB
ejpam-6795	214	32	learning	learn	VERB
ejpam-6795	214	33	efficiency	efficiency	NOUN
ejpam-6795	214	34	.	.	PUNCT
ejpam-6795	215	1	s.	s.	PROPN
ejpam-6795	215	2	khan	khan	PROPN
ejpam-6795	215	3	et	et	PROPN
ejpam-6795	215	4	al	al	PROPN
ejpam-6795	215	5	.	.	PUNCT
ejpam-6795	215	6	/	/	SYM
ejpam-6795	215	7	eur	eur	PROPN
ejpam-6795	215	8	.	.	PUNCT
ejpam-6795	216	1	j.	j.	PROPN
ejpam-6795	216	2	pure	pure	PROPN
ejpam-6795	216	3	appl	appl	PROPN
ejpam-6795	216	4	.	.	PROPN
ejpam-6795	216	5	math	math	PROPN
ejpam-6795	216	6	,	,	PUNCT
ejpam-6795	216	7	18	18	NUM
ejpam-6795	216	8	(	(	PUNCT
ejpam-6795	216	9	4	4	NUM
ejpam-6795	216	10	)	)	PUNCT
ejpam-6795	216	11	(	(	PUNCT
ejpam-6795	216	12	2025	2025	NUM
ejpam-6795	216	13	)	)	PUNCT
ejpam-6795	216	14	,	,	PUNCT
ejpam-6795	216	15	6795	6795	NUM
ejpam-6795	216	16	12	12	NUM
ejpam-6795	216	17	of	of	ADP
ejpam-6795	216	18	33	33	NUM
ejpam-6795	217	1	x1	x1	NUM
ejpam-6795	217	2	x2	x2	NOUN
ejpam-6795	217	3	x3	x3	PROPN
ejpam-6795	217	4	h1	h1	PROPN
ejpam-6795	217	5	tanh	tanh	PROPN
ejpam-6795	217	6	h2	h2	PROPN
ejpam-6795	217	7	tanh	tanh	PROPN
ejpam-6795	217	8	h3	h3	PROPN
ejpam-6795	217	9	tanh	tanh	PROPN
ejpam-6795	217	10	h4	h4	PROPN
ejpam-6795	217	11	tanh	tanh	PROPN
ejpam-6795	217	12	h5	h5	PROPN
ejpam-6795	217	13	tanh	tanh	PROPN
ejpam-6795	217	14	h6	h6	PROPN
ejpam-6795	217	15	tanh	tanh	PROPN
ejpam-6795	217	16	h7	h7	PROPN
ejpam-6795	217	17	tanh	tanh	PROPN
ejpam-6795	217	18	h8	h8	PROPN
ejpam-6795	217	19	tanh	tanh	PROPN
ejpam-6795	217	20	h9	h9	PROPN
ejpam-6795	217	21	tanh	tanh	PROPN
ejpam-6795	217	22	h10	h10	PROPN
ejpam-6795	217	23	tanh	tanh	PROPN
ejpam-6795	217	24	yinput	yinput	NOUN
ejpam-6795	217	25	layer	layer	NOUN
ejpam-6795	217	26	hidden	hide	VERB
ejpam-6795	217	27	layer	layer	NOUN
ejpam-6795	217	28	(	(	PUNCT
ejpam-6795	217	29	tanh	tanh	NOUN
ejpam-6795	217	30	)	)	PUNCT
ejpam-6795	217	31	output	output	NOUN
ejpam-6795	217	32	layer	layer	NOUN
ejpam-6795	217	33	figure	figure	NOUN
ejpam-6795	217	34	3	3	NUM
ejpam-6795	217	35	:	:	PUNCT
ejpam-6795	217	36	feedforward	feedforward	ADJ
ejpam-6795	217	37	neural	neural	ADJ
ejpam-6795	217	38	network	network	NOUN
ejpam-6795	217	39	structure	structure	NOUN
ejpam-6795	217	40	trained	train	VERB
ejpam-6795	217	41	using	use	VERB
ejpam-6795	217	42	the	the	DET
ejpam-6795	217	43	lmt	lmt	NOUN
ejpam-6795	217	44	.	.	PUNCT
ejpam-6795	218	1	this	this	DET
ejpam-6795	218	2	study	study	NOUN
ejpam-6795	218	3	employs	employ	VERB
ejpam-6795	218	4	the	the	DET
ejpam-6795	218	5	levenberg	levenberg	PROPN
ejpam-6795	218	6	-	-	PUNCT
ejpam-6795	218	7	marquardt	marquardt	PROPN
ejpam-6795	218	8	technique	technique	NOUN
ejpam-6795	218	9	(	(	PUNCT
ejpam-6795	218	10	lmt	lmt	PROPN
ejpam-6795	218	11	)	)	PUNCT
ejpam-6795	218	12	to	to	PART
ejpam-6795	218	13	model	model	VERB
ejpam-6795	218	14	the	the	DET
ejpam-6795	218	15	melting	melt	VERB
ejpam-6795	218	16	heat	heat	NOUN
ejpam-6795	218	17	transfer	transfer	NOUN
ejpam-6795	218	18	and	and	CCONJ
ejpam-6795	218	19	flow	flow	NOUN
ejpam-6795	218	20	behavior	behavior	NOUN
ejpam-6795	218	21	of	of	ADP
ejpam-6795	218	22	a	a	DET
ejpam-6795	218	23	ferromagnetic	ferromagnetic	ADJ
ejpam-6795	218	24	carreau	carreau	PROPN
ejpam-6795	218	25	fluid	fluid	NOUN
ejpam-6795	218	26	subjected	subject	VERB
ejpam-6795	218	27	to	to	ADP
ejpam-6795	218	28	an	an	DET
ejpam-6795	218	29	external	external	ADJ
ejpam-6795	218	30	magnetic	magnetic	ADJ
ejpam-6795	218	31	dipole	dipole	NOUN
ejpam-6795	218	32	.	.	PUNCT
ejpam-6795	219	1	the	the	DET
ejpam-6795	219	2	governing	govern	VERB
ejpam-6795	219	3	boundary	boundary	ADJ
ejpam-6795	219	4	layer	layer	NOUN
ejpam-6795	219	5	equations	equation	NOUN
ejpam-6795	219	6	,	,	PUNCT
ejpam-6795	219	7	described	describe	VERB
ejpam-6795	219	8	in	in	ADP
ejpam-6795	219	9	eqs	eqs	PROPN
ejpam-6795	219	10	.	.	PUNCT
ejpam-6795	219	11	13–16	13–16	NUM
ejpam-6795	219	12	,	,	PUNCT
ejpam-6795	219	13	account	account	VERB
ejpam-6795	219	14	for	for	ADP
ejpam-6795	219	15	the	the	DET
ejpam-6795	219	16	shear	shear	NOUN
ejpam-6795	219	17	-	-	PUNCT
ejpam-6795	219	18	dependent	dependent	ADJ
ejpam-6795	219	19	viscosity	viscosity	NOUN
ejpam-6795	219	20	of	of	ADP
ejpam-6795	219	21	the	the	DET
ejpam-6795	219	22	carreau	carreau	PROPN
ejpam-6795	219	23	model	model	NOUN
ejpam-6795	219	24	and	and	CCONJ
ejpam-6795	219	25	the	the	DET
ejpam-6795	219	26	magnetic	magnetic	ADJ
ejpam-6795	219	27	body	body	NOUN
ejpam-6795	219	28	forces	force	NOUN
ejpam-6795	219	29	due	due	ADJ
ejpam-6795	219	30	to	to	ADP
ejpam-6795	219	31	ferromagnetic	ferromagnetic	ADJ
ejpam-6795	219	32	properties	property	NOUN
ejpam-6795	219	33	.	.	PUNCT
ejpam-6795	220	1	matlab	matlab	PROPN
ejpam-6795	220	2	’s	’s	PART
ejpam-6795	220	3	bvp4c	bvp4c	PROPN
ejpam-6795	220	4	numerical	numerical	PROPN
ejpam-6795	220	5	solver	solver	PROPN
ejpam-6795	220	6	provides	provide	VERB
ejpam-6795	220	7	benchmark	benchmark	ADJ
ejpam-6795	220	8	solutions	solution	NOUN
ejpam-6795	220	9	against	against	ADP
ejpam-6795	220	10	which	which	PRON
ejpam-6795	220	11	the	the	DET
ejpam-6795	220	12	neural	neural	ADJ
ejpam-6795	220	13	network	network	NOUN
ejpam-6795	220	14	results	result	NOUN
ejpam-6795	220	15	are	be	AUX
ejpam-6795	220	16	compared	compare	VERB
ejpam-6795	220	17	.	.	PUNCT
ejpam-6795	221	1	the	the	DET
ejpam-6795	221	2	input	input	NOUN
ejpam-6795	221	3	domain	domain	NOUN
ejpam-6795	221	4	is	be	AUX
ejpam-6795	221	5	defined	define	VERB
ejpam-6795	221	6	as	as	ADP
ejpam-6795	221	7	η	η	PROPN
ejpam-6795	221	8	∈	∈	PROPN
ejpam-6795	221	9	[	[	X
ejpam-6795	221	10	0	0	NUM
ejpam-6795	221	11	,	,	PUNCT
ejpam-6795	221	12	4	4	NUM
ejpam-6795	221	13	]	]	PUNCT
ejpam-6795	221	14	,	,	PUNCT
ejpam-6795	221	15	discretized	discretize	VERB
ejpam-6795	221	16	into	into	ADP
ejpam-6795	221	17	801	801	NUM
ejpam-6795	221	18	points	point	NOUN
ejpam-6795	221	19	using	use	VERB
ejpam-6795	221	20	a	a	DET
ejpam-6795	221	21	step	step	NOUN
ejpam-6795	221	22	size	size	NOUN
ejpam-6795	221	23	of	of	ADP
ejpam-6795	221	24	0.005	0.005	NUM
ejpam-6795	221	25	.	.	PUNCT
ejpam-6795	222	1	for	for	ADP
ejpam-6795	222	2	each	each	DET
ejpam-6795	222	3	discretized	discretized	ADJ
ejpam-6795	222	4	point	point	NOUN
ejpam-6795	222	5	,	,	PUNCT
ejpam-6795	222	6	the	the	DET
ejpam-6795	222	7	dependent	dependent	ADJ
ejpam-6795	222	8	variables	variable	NOUN
ejpam-6795	222	9	include	include	VERB
ejpam-6795	222	10	the	the	DET
ejpam-6795	222	11	velocity	velocity	NOUN
ejpam-6795	222	12	f(η	f(η	NOUN
ejpam-6795	222	13	)	)	PUNCT
ejpam-6795	222	14	,	,	PUNCT
ejpam-6795	222	15	temperature	temperature	NOUN
ejpam-6795	222	16	θ(η	θ(η	PROPN
ejpam-6795	222	17	)	)	PUNCT
ejpam-6795	222	18	,	,	PUNCT
ejpam-6795	222	19	and	and	CCONJ
ejpam-6795	222	20	concentration	concentration	NOUN
ejpam-6795	222	21	ϕ(η	ϕ(η	PROPN
ejpam-6795	222	22	)	)	PUNCT
ejpam-6795	222	23	,	,	PUNCT
ejpam-6795	222	24	obtained	obtain	VERB
ejpam-6795	222	25	through	through	ADP
ejpam-6795	222	26	the	the	DET
ejpam-6795	222	27	numerical	numerical	ADJ
ejpam-6795	222	28	solutions	solution	NOUN
ejpam-6795	222	29	of	of	ADP
ejpam-6795	222	30	the	the	DET
ejpam-6795	222	31	governing	govern	VERB
ejpam-6795	222	32	equations	equation	NOUN
ejpam-6795	222	33	.	.	PUNCT
ejpam-6795	223	1	the	the	DET
ejpam-6795	223	2	reference	reference	NOUN
ejpam-6795	223	3	dataset	dataset	VERB
ejpam-6795	223	4	generated	generate	VERB
ejpam-6795	223	5	using	use	VERB
ejpam-6795	223	6	matlab	matlab	PROPN
ejpam-6795	223	7	’s	’s	PART
ejpam-6795	223	8	bvp4c	bvp4c	PROPN
ejpam-6795	223	9	solver	solver	VERB
ejpam-6795	223	10	therefore	therefore	ADV
ejpam-6795	223	11	comprised	comprise	VERB
ejpam-6795	223	12	801	801	NUM
ejpam-6795	223	13	data	datum	NOUN
ejpam-6795	223	14	samples	sample	NOUN
ejpam-6795	223	15	for	for	ADP
ejpam-6795	223	16	each	each	PRON
ejpam-6795	223	17	of	of	ADP
ejpam-6795	223	18	the	the	DET
ejpam-6795	223	19	seven	seven	NUM
ejpam-6795	223	20	governing	govern	VERB
ejpam-6795	223	21	parameters	parameter	NOUN
ejpam-6795	223	22	(	(	PUNCT
ejpam-6795	223	23	b	b	NOUN
ejpam-6795	223	24	,	,	PUNCT
ejpam-6795	223	25	β	β	X
ejpam-6795	223	26	,	,	PUNCT
ejpam-6795	223	27	ec	ec	PROPN
ejpam-6795	223	28	,	,	PUNCT
ejpam-6795	223	29	pr	pr	NOUN
ejpam-6795	223	30	,	,	PUNCT
ejpam-6795	223	31	sc	sc	PROPN
ejpam-6795	223	32	,	,	PUNCT
ejpam-6795	223	33	ε	ε	PROPN
ejpam-6795	223	34	,	,	PUNCT
ejpam-6795	223	35	we	we	PRON
ejpam-6795	223	36	)	)	PUNCT
ejpam-6795	223	37	,	,	PUNCT
ejpam-6795	223	38	resulting	result	VERB
ejpam-6795	223	39	in	in	ADP
ejpam-6795	223	40	a	a	DET
ejpam-6795	223	41	total	total	NOUN
ejpam-6795	223	42	of	of	ADP
ejpam-6795	223	43	(	(	PUNCT
ejpam-6795	223	44	801	801	NUM
ejpam-6795	223	45	×	×	NOUN
ejpam-6795	223	46	7	7	NUM
ejpam-6795	223	47	)	)	PUNCT
ejpam-6795	223	48	=	=	SYM
ejpam-6795	223	49	5607	5607	NUM
ejpam-6795	223	50	input	input	NOUN
ejpam-6795	223	51	–	–	PUNCT
ejpam-6795	223	52	output	output	NOUN
ejpam-6795	223	53	pairs	pair	NOUN
ejpam-6795	223	54	.	.	PUNCT
ejpam-6795	224	1	each	each	DET
ejpam-6795	224	2	data	datum	NOUN
ejpam-6795	224	3	instance	instance	NOUN
ejpam-6795	224	4	contained	contain	VERB
ejpam-6795	224	5	seven	seven	NUM
ejpam-6795	224	6	input	input	NOUN
ejpam-6795	224	7	features	feature	NOUN
ejpam-6795	224	8	and	and	CCONJ
ejpam-6795	224	9	three	three	NUM
ejpam-6795	224	10	corresponding	correspond	VERB
ejpam-6795	224	11	target	target	NOUN
ejpam-6795	224	12	variables	variable	NOUN
ejpam-6795	224	13	representing	represent	VERB
ejpam-6795	224	14	the	the	DET
ejpam-6795	224	15	velocity	velocity	NOUN
ejpam-6795	224	16	,	,	PUNCT
ejpam-6795	224	17	temperature	temperature	NOUN
ejpam-6795	224	18	,	,	PUNCT
ejpam-6795	224	19	and	and	CCONJ
ejpam-6795	224	20	concentration	concentration	NOUN
ejpam-6795	224	21	profiles	profile	NOUN
ejpam-6795	224	22	.	.	PUNCT
ejpam-6795	225	1	the	the	DET
ejpam-6795	225	2	dataset	dataset	NOUN
ejpam-6795	225	3	was	be	AUX
ejpam-6795	225	4	divided	divide	VERB
ejpam-6795	225	5	into	into	ADP
ejpam-6795	225	6	70	70	NUM
ejpam-6795	225	7	%	%	NOUN
ejpam-6795	225	8	for	for	ADP
ejpam-6795	225	9	training	training	NOUN
ejpam-6795	225	10	,	,	PUNCT
ejpam-6795	225	11	15	15	NUM
ejpam-6795	225	12	%	%	NOUN
ejpam-6795	225	13	for	for	ADP
ejpam-6795	225	14	validation	validation	NOUN
ejpam-6795	225	15	,	,	PUNCT
ejpam-6795	225	16	and	and	CCONJ
ejpam-6795	225	17	15	15	NUM
ejpam-6795	225	18	%	%	NOUN
ejpam-6795	225	19	for	for	ADP
ejpam-6795	225	20	testing	testing	NOUN
ejpam-6795	225	21	to	to	PART
ejpam-6795	225	22	ensure	ensure	VERB
ejpam-6795	225	23	robust	robust	ADJ
ejpam-6795	225	24	generalization	generalization	NOUN
ejpam-6795	225	25	.	.	PUNCT
ejpam-6795	226	1	the	the	DET
ejpam-6795	226	2	reported	report	VERB
ejpam-6795	226	3	mean	mean	NOUN
ejpam-6795	226	4	squared	square	VERB
ejpam-6795	226	5	error	error	NOUN
ejpam-6795	226	6	(	(	PUNCT
ejpam-6795	226	7	mse	mse	NOUN
ejpam-6795	226	8	)	)	PUNCT
ejpam-6795	226	9	values	value	NOUN
ejpam-6795	226	10	in	in	ADP
ejpam-6795	226	11	table	table	NOUN
ejpam-6795	226	12	1	1	NUM
ejpam-6795	226	13	correspond	correspond	NOUN
ejpam-6795	226	14	to	to	ADP
ejpam-6795	226	15	the	the	DET
ejpam-6795	226	16	testing	testing	NOUN
ejpam-6795	226	17	phase	phase	NOUN
ejpam-6795	226	18	,	,	PUNCT
ejpam-6795	226	19	reflecting	reflect	VERB
ejpam-6795	226	20	the	the	DET
ejpam-6795	226	21	unbiased	unbiased	ADJ
ejpam-6795	226	22	predictive	predictive	ADJ
ejpam-6795	226	23	accuracy	accuracy	NOUN
ejpam-6795	226	24	of	of	ADP
ejpam-6795	226	25	the	the	DET
ejpam-6795	226	26	levenberg	levenberg	PROPN
ejpam-6795	226	27	–	–	PUNCT
ejpam-6795	226	28	marquardt	marquardt	PROPN
ejpam-6795	226	29	neural	neural	PROPN
ejpam-6795	226	30	network	network	PROPN
ejpam-6795	226	31	model	model	NOUN
ejpam-6795	226	32	.	.	PUNCT
ejpam-6795	227	1	the	the	DET
ejpam-6795	227	2	tuples	tuple	NOUN
ejpam-6795	227	3	of	of	ADP
ejpam-6795	227	4	the	the	DET
ejpam-6795	227	5	artificial	artificial	ADJ
ejpam-6795	227	6	neural	neural	ADJ
ejpam-6795	227	7	network	network	NOUN
ejpam-6795	227	8	are	be	AUX
ejpam-6795	227	9	fed	feed	VERB
ejpam-6795	227	10	through	through	ADP
ejpam-6795	227	11	three	three	NUM
ejpam-6795	227	12	layers	layer	NOUN
ejpam-6795	227	13	,	,	PUNCT
ejpam-6795	227	14	where	where	SCONJ
ejpam-6795	227	15	the	the	DET
ejpam-6795	227	16	single	single	ADJ
ejpam-6795	227	17	hidden	hidden	ADJ
ejpam-6795	227	18	layer	layer	NOUN
ejpam-6795	227	19	employs	employ	VERB
ejpam-6795	227	20	the	the	DET
ejpam-6795	227	21	hyperbolic	hyperbolic	ADJ
ejpam-6795	227	22	tangent	tangent	NOUN
ejpam-6795	227	23	activation	activation	NOUN
ejpam-6795	227	24	function	function	NOUN
ejpam-6795	227	25	,	,	PUNCT
ejpam-6795	227	26	commonly	commonly	ADV
ejpam-6795	227	27	referred	refer	VERB
ejpam-6795	227	28	to	to	ADP
ejpam-6795	227	29	as	as	ADP
ejpam-6795	227	30	tanh	tanh	NOUN
ejpam-6795	227	31	.	.	PUNCT
ejpam-6795	228	1	the	the	DET
ejpam-6795	228	2	activation	activation	NOUN
ejpam-6795	228	3	function	function	NOUN
ejpam-6795	228	4	is	be	AUX
ejpam-6795	228	5	defined	define	VERB
ejpam-6795	228	6	as	as	ADP
ejpam-6795	228	7	tanh(x	tanh(x	PROPN
ejpam-6795	228	8	)	)	PUNCT
ejpam-6795	229	1	=	=	PUNCT
ejpam-6795	229	2	ex	ex	X
ejpam-6795	230	1	−	−	PROPN
ejpam-6795	230	2	e−x	e−x	PROPN
ejpam-6795	230	3	ex	ex	X
ejpam-6795	230	4	+	+	PROPN
ejpam-6795	230	5	e−x	e−x	NOUN
ejpam-6795	230	6	=	=	SYM
ejpam-6795	230	7	2	2	NUM
ejpam-6795	230	8	1	1	NUM
ejpam-6795	230	9	+	+	NUM
ejpam-6795	230	10	e−2x	e−2x	NOUN
ejpam-6795	230	11	−	−	NOUN
ejpam-6795	230	12	1	1	NUM
ejpam-6795	230	13	,	,	PUNCT
ejpam-6795	230	14	(	(	PUNCT
ejpam-6795	230	15	18	18	NUM
ejpam-6795	230	16	)	)	PUNCT
ejpam-6795	230	17	which	which	PRON
ejpam-6795	230	18	is	be	AUX
ejpam-6795	230	19	a	a	DET
ejpam-6795	230	20	smooth	smooth	ADJ
ejpam-6795	230	21	and	and	CCONJ
ejpam-6795	230	22	differentiable	differentiable	ADJ
ejpam-6795	230	23	function	function	NOUN
ejpam-6795	230	24	that	that	PRON
ejpam-6795	230	25	maps	map	VERB
ejpam-6795	230	26	real	real	ADV
ejpam-6795	230	27	-	-	PUNCT
ejpam-6795	230	28	valued	value	VERB
ejpam-6795	230	29	inputs	input	NOUN
ejpam-6795	230	30	to	to	ADP
ejpam-6795	230	31	the	the	DET
ejpam-6795	230	32	range	range	NOUN
ejpam-6795	230	33	(	(	PUNCT
ejpam-6795	230	34	−1	−1	NOUN
ejpam-6795	230	35	,	,	PUNCT
ejpam-6795	230	36	1	1	NUM
ejpam-6795	230	37	)	)	PUNCT
ejpam-6795	230	38	.	.	PUNCT
ejpam-6795	231	1	the	the	DET
ejpam-6795	231	2	tanh	tanh	PROPN
ejpam-6795	231	3	function	function	NOUN
ejpam-6795	231	4	is	be	AUX
ejpam-6795	231	5	particularly	particularly	ADV
ejpam-6795	231	6	suitable	suitable	ADJ
ejpam-6795	231	7	for	for	ADP
ejpam-6795	231	8	nonlinear	nonlinear	ADJ
ejpam-6795	231	9	regression	regression	NOUN
ejpam-6795	231	10	and	and	CCONJ
ejpam-6795	231	11	function	function	NOUN
ejpam-6795	231	12	approximation	approximation	NOUN
ejpam-6795	231	13	problems	problem	NOUN
ejpam-6795	231	14	because	because	SCONJ
ejpam-6795	231	15	of	of	ADP
ejpam-6795	231	16	its	its	PRON
ejpam-6795	231	17	symmetry	symmetry	NOUN
ejpam-6795	231	18	around	around	ADP
ejpam-6795	231	19	zero	zero	NUM
ejpam-6795	231	20	and	and	CCONJ
ejpam-6795	231	21	its	its	PRON
ejpam-6795	231	22	ability	ability	NOUN
ejpam-6795	231	23	to	to	PART
ejpam-6795	231	24	capture	capture	VERB
ejpam-6795	231	25	smooth	smooth	ADJ
ejpam-6795	231	26	nonlinear	nonlinear	ADJ
ejpam-6795	231	27	transitions	transition	NOUN
ejpam-6795	231	28	.	.	PUNCT
ejpam-6795	232	1	this	this	DET
ejpam-6795	232	2	symmetric	symmetric	ADJ
ejpam-6795	232	3	range	range	NOUN
ejpam-6795	232	4	keeps	keep	VERB
ejpam-6795	232	5	neuron	neuron	NOUN
ejpam-6795	232	6	activations	activation	NOUN
ejpam-6795	232	7	centered	center	VERB
ejpam-6795	232	8	near	near	ADP
ejpam-6795	232	9	zero	zero	NUM
ejpam-6795	232	10	,	,	PUNCT
ejpam-6795	232	11	reducing	reduce	VERB
ejpam-6795	232	12	bias	bias	NOUN
ejpam-6795	232	13	shifts	shift	NOUN
ejpam-6795	232	14	and	and	CCONJ
ejpam-6795	232	15	improving	improve	VERB
ejpam-6795	232	16	gradient	gradient	ADJ
ejpam-6795	232	17	flow	flow	NOUN
ejpam-6795	232	18	during	during	ADP
ejpam-6795	232	19	backpropagation	backpropagation	NOUN
ejpam-6795	232	20	.	.	PUNCT
ejpam-6795	233	1	as	as	ADP
ejpam-6795	233	2	a	a	DET
ejpam-6795	233	3	result	result	NOUN
ejpam-6795	233	4	,	,	PUNCT
ejpam-6795	233	5	the	the	DET
ejpam-6795	233	6	training	training	NOUN
ejpam-6795	233	7	process	process	NOUN
ejpam-6795	233	8	achieves	achieve	VERB
ejpam-6795	233	9	faster	fast	ADJ
ejpam-6795	233	10	convergence	convergence	NOUN
ejpam-6795	233	11	and	and	CCONJ
ejpam-6795	233	12	avoids	avoid	VERB
ejpam-6795	233	13	gradient	gradient	ADJ
ejpam-6795	233	14	saturation	saturation	NOUN
ejpam-6795	233	15	s.	s.	PROPN
ejpam-6795	233	16	khan	khan	PROPN
ejpam-6795	233	17	et	et	PROPN
ejpam-6795	233	18	al	al	PROPN
ejpam-6795	233	19	.	.	PUNCT
ejpam-6795	233	20	/	/	SYM
ejpam-6795	233	21	eur	eur	PROPN
ejpam-6795	233	22	.	.	PUNCT
ejpam-6795	234	1	j.	j.	PROPN
ejpam-6795	234	2	pure	pure	PROPN
ejpam-6795	234	3	appl	appl	PROPN
ejpam-6795	234	4	.	.	PROPN
ejpam-6795	234	5	math	math	PROPN
ejpam-6795	234	6	,	,	PUNCT
ejpam-6795	234	7	18	18	NUM
ejpam-6795	234	8	(	(	PUNCT
ejpam-6795	234	9	4	4	NUM
ejpam-6795	234	10	)	)	PUNCT
ejpam-6795	234	11	(	(	PUNCT
ejpam-6795	234	12	2025	2025	NUM
ejpam-6795	234	13	)	)	PUNCT
ejpam-6795	234	14	,	,	PUNCT
ejpam-6795	234	15	6795	6795	NUM
ejpam-6795	234	16	13	13	NUM
ejpam-6795	234	17	of	of	ADP
ejpam-6795	234	18	33	33	NUM
ejpam-6795	234	19	issues	issue	NOUN
ejpam-6795	234	20	that	that	PRON
ejpam-6795	234	21	often	often	ADV
ejpam-6795	234	22	occur	occur	VERB
ejpam-6795	234	23	with	with	ADP
ejpam-6795	234	24	other	other	ADJ
ejpam-6795	234	25	sigmoidal	sigmoidal	NOUN
ejpam-6795	234	26	functions	function	NOUN
ejpam-6795	234	27	.	.	PUNCT
ejpam-6795	235	1	the	the	DET
ejpam-6795	235	2	smooth	smooth	ADJ
ejpam-6795	235	3	differentiability	differentiability	NOUN
ejpam-6795	235	4	of	of	ADP
ejpam-6795	235	5	the	the	DET
ejpam-6795	235	6	tanh	tanh	PROPN
ejpam-6795	235	7	function	function	NOUN
ejpam-6795	235	8	also	also	ADV
ejpam-6795	235	9	enhances	enhance	VERB
ejpam-6795	235	10	the	the	DET
ejpam-6795	235	11	network	network	NOUN
ejpam-6795	235	12	’s	’s	PART
ejpam-6795	235	13	capacity	capacity	NOUN
ejpam-6795	235	14	to	to	PART
ejpam-6795	235	15	learn	learn	VERB
ejpam-6795	235	16	complex	complex	ADJ
ejpam-6795	235	17	nonlinear	nonlinear	ADJ
ejpam-6795	235	18	dependencies	dependency	NOUN
ejpam-6795	235	19	between	between	ADP
ejpam-6795	235	20	the	the	DET
ejpam-6795	235	21	physical	physical	ADJ
ejpam-6795	235	22	parameters	parameter	NOUN
ejpam-6795	235	23	and	and	CCONJ
ejpam-6795	235	24	the	the	DET
ejpam-6795	235	25	corresponding	corresponding	ADJ
ejpam-6795	235	26	velocity	velocity	NOUN
ejpam-6795	235	27	,	,	PUNCT
ejpam-6795	235	28	temperature	temperature	NOUN
ejpam-6795	235	29	,	,	PUNCT
ejpam-6795	235	30	and	and	CCONJ
ejpam-6795	235	31	concentration	concentration	NOUN
ejpam-6795	235	32	profiles	profile	NOUN
ejpam-6795	235	33	,	,	PUNCT
ejpam-6795	235	34	thereby	thereby	ADV
ejpam-6795	235	35	improving	improve	VERB
ejpam-6795	235	36	the	the	DET
ejpam-6795	235	37	predictive	predictive	ADJ
ejpam-6795	235	38	accuracy	accuracy	NOUN
ejpam-6795	235	39	of	of	ADP
ejpam-6795	235	40	the	the	DET
ejpam-6795	235	41	model	model	NOUN
ejpam-6795	235	42	.	.	PUNCT
ejpam-6795	236	1	figures	figure	NOUN
ejpam-6795	236	2	5	5	NUM
ejpam-6795	236	3	,	,	PUNCT
ejpam-6795	236	4	6	6	NUM
ejpam-6795	236	5	,	,	PUNCT
ejpam-6795	236	6	and	and	CCONJ
ejpam-6795	236	7	7	7	NUM
ejpam-6795	236	8	indicate	indicate	VERB
ejpam-6795	236	9	the	the	DET
ejpam-6795	236	10	lmt	lmt	NOUN
ejpam-6795	236	11	-	-	PUNCT
ejpam-6795	236	12	based	base	VERB
ejpam-6795	236	13	data	datum	NOUN
ejpam-6795	236	14	analysis	analysis	NOUN
ejpam-6795	236	15	for	for	ADP
ejpam-6795	236	16	the	the	DET
ejpam-6795	236	17	melting	melting	NOUN
ejpam-6795	236	18	parameter	parameter	NOUN
ejpam-6795	236	19	(	(	PUNCT
ejpam-6795	236	20	b	b	NOUN
ejpam-6795	236	21	)	)	PUNCT
ejpam-6795	236	22	,	,	PUNCT
ejpam-6795	236	23	the	the	DET
ejpam-6795	236	24	ferromagnetic	ferromagnetic	ADJ
ejpam-6795	236	25	interaction	interaction	NOUN
ejpam-6795	236	26	parameter	parameter	NOUN
ejpam-6795	236	27	(	(	PUNCT
ejpam-6795	236	28	β	β	NOUN
ejpam-6795	236	29	)	)	PUNCT
ejpam-6795	236	30	,	,	PUNCT
ejpam-6795	236	31	and	and	CCONJ
ejpam-6795	236	32	the	the	DET
ejpam-6795	236	33	eckert	eckert	PROPN
ejpam-6795	236	34	number	number	NOUN
ejpam-6795	236	35	(	(	PUNCT
ejpam-6795	236	36	ec	ec	PROPN
ejpam-6795	236	37	)	)	PUNCT
ejpam-6795	236	38	respectively	respectively	ADV
ejpam-6795	236	39	.	.	PUNCT
ejpam-6795	237	1	figures	figure	NOUN
ejpam-6795	237	2	5(a)–11(a	5(a)–11(a	NUM
ejpam-6795	237	3	)	)	PUNCT
ejpam-6795	237	4	display	display	VERB
ejpam-6795	237	5	the	the	DET
ejpam-6795	237	6	lmt	lmt	PROPN
ejpam-6795	237	7	validation	validation	NOUN
ejpam-6795	237	8	performance	performance	NOUN
ejpam-6795	237	9	outcomes	outcome	NOUN
ejpam-6795	237	10	for	for	ADP
ejpam-6795	237	11	the	the	DET
ejpam-6795	237	12	complete	complete	ADJ
ejpam-6795	237	13	dataset	dataset	NOUN
ejpam-6795	237	14	under	under	ADP
ejpam-6795	237	15	different	different	ADJ
ejpam-6795	237	16	parametric	parametric	ADJ
ejpam-6795	237	17	settings	setting	NOUN
ejpam-6795	237	18	.	.	PUNCT
ejpam-6795	238	1	figures	figure	NOUN
ejpam-6795	238	2	5(b)–11(b	5(b)–11(b	NUM
ejpam-6795	238	3	)	)	PUNCT
ejpam-6795	238	4	illustrate	illustrate	VERB
ejpam-6795	238	5	the	the	DET
ejpam-6795	238	6	evolution	evolution	NOUN
ejpam-6795	238	7	of	of	ADP
ejpam-6795	238	8	the	the	DET
ejpam-6795	238	9	gradient	gradient	NOUN
ejpam-6795	238	10	,	,	PUNCT
ejpam-6795	238	11	mu	mu	NOUN
ejpam-6795	238	12	parameter	parameter	NOUN
ejpam-6795	238	13	,	,	PUNCT
ejpam-6795	238	14	and	and	CCONJ
ejpam-6795	238	15	validation	validation	NOUN
ejpam-6795	238	16	checks	check	NOUN
ejpam-6795	238	17	throughout	throughout	ADP
ejpam-6795	238	18	training	training	NOUN
ejpam-6795	238	19	.	.	PUNCT
ejpam-6795	239	1	figures	figure	NOUN
ejpam-6795	239	2	8	8	NUM
ejpam-6795	239	3	,	,	PUNCT
ejpam-6795	239	4	9	9	NUM
ejpam-6795	239	5	,	,	PUNCT
ejpam-6795	239	6	10	10	NUM
ejpam-6795	239	7	,	,	PUNCT
ejpam-6795	239	8	and	and	CCONJ
ejpam-6795	239	9	11	11	NUM
ejpam-6795	239	10	demonstrate	demonstrate	VERB
ejpam-6795	239	11	the	the	DET
ejpam-6795	239	12	lmt	lmt	PROPN
ejpam-6795	239	13	response	response	NOUN
ejpam-6795	239	14	for	for	ADP
ejpam-6795	239	15	the	the	DET
ejpam-6795	239	16	prandtl	prandtl	NOUN
ejpam-6795	239	17	number	number	NOUN
ejpam-6795	239	18	(	(	PUNCT
ejpam-6795	239	19	pr	pr	NOUN
ejpam-6795	239	20	)	)	PUNCT
ejpam-6795	239	21	,	,	PUNCT
ejpam-6795	239	22	the	the	DET
ejpam-6795	239	23	weissenberg	weissenberg	PROPN
ejpam-6795	239	24	number	number	NOUN
ejpam-6795	239	25	(	(	PUNCT
ejpam-6795	239	26	we	we	PRON
ejpam-6795	239	27	)	)	PUNCT
ejpam-6795	239	28	,	,	PUNCT
ejpam-6795	239	29	the	the	DET
ejpam-6795	239	30	curie	curie	PROPN
ejpam-6795	239	31	temperature	temperature	NOUN
ejpam-6795	239	32	(	(	PUNCT
ejpam-6795	239	33	ϵ	ϵ	NOUN
ejpam-6795	239	34	)	)	PUNCT
ejpam-6795	239	35	,	,	PUNCT
ejpam-6795	239	36	and	and	CCONJ
ejpam-6795	239	37	the	the	DET
ejpam-6795	239	38	schmidt	schmidt	ADJ
ejpam-6795	239	39	number	number	NOUN
ejpam-6795	239	40	(	(	PUNCT
ejpam-6795	239	41	sc	sc	NOUN
ejpam-6795	239	42	)	)	PUNCT
ejpam-6795	239	43	respectively	respectively	ADV
ejpam-6795	239	44	.	.	PUNCT
ejpam-6795	240	1	the	the	DET
ejpam-6795	240	2	corresponding	correspond	VERB
ejpam-6795	240	3	error	error	NOUN
ejpam-6795	240	4	histograms	histogram	NOUN
ejpam-6795	240	5	that	that	PRON
ejpam-6795	240	6	reflect	reflect	VERB
ejpam-6795	240	7	the	the	DET
ejpam-6795	240	8	network	network	NOUN
ejpam-6795	240	9	’s	’s	PART
ejpam-6795	240	10	prediction	prediction	NOUN
ejpam-6795	240	11	accuracy	accuracy	NOUN
ejpam-6795	240	12	are	be	AUX
ejpam-6795	240	13	shown	show	VERB
ejpam-6795	240	14	in	in	ADP
ejpam-6795	240	15	figures	figure	NOUN
ejpam-6795	240	16	5(c)–11(c	5(c)–11(c	NUM
ejpam-6795	240	17	)	)	PUNCT
ejpam-6795	240	18	,	,	PUNCT
ejpam-6795	240	19	revealing	reveal	VERB
ejpam-6795	240	20	that	that	SCONJ
ejpam-6795	240	21	the	the	DET
ejpam-6795	240	22	prediction	prediction	NOUN
ejpam-6795	240	23	errors	error	NOUN
ejpam-6795	240	24	remain	remain	VERB
ejpam-6795	240	25	closely	closely	ADV
ejpam-6795	240	26	centered	center	VERB
ejpam-6795	240	27	around	around	ADP
ejpam-6795	240	28	zero	zero	NUM
ejpam-6795	240	29	.	.	PUNCT
ejpam-6795	241	1	regression	regression	NOUN
ejpam-6795	241	2	analysis	analysis	NOUN
ejpam-6795	241	3	findings	finding	NOUN
ejpam-6795	241	4	are	be	AUX
ejpam-6795	241	5	displayed	display	VERB
ejpam-6795	241	6	in	in	ADP
ejpam-6795	241	7	figures	figure	NOUN
ejpam-6795	241	8	5(d)–11(d	5(d)–11(d	ADJ
ejpam-6795	241	9	)	)	PUNCT
ejpam-6795	241	10	,	,	PUNCT
ejpam-6795	241	11	confirming	confirm	VERB
ejpam-6795	241	12	strong	strong	ADJ
ejpam-6795	241	13	correlation	correlation	NOUN
ejpam-6795	241	14	between	between	ADP
ejpam-6795	241	15	the	the	DET
ejpam-6795	241	16	predicted	predict	VERB
ejpam-6795	241	17	and	and	CCONJ
ejpam-6795	241	18	target	target	VERB
ejpam-6795	241	19	outputs	output	NOUN
ejpam-6795	241	20	across	across	ADP
ejpam-6795	241	21	all	all	DET
ejpam-6795	241	22	settings	setting	NOUN
ejpam-6795	241	23	.	.	PUNCT
ejpam-6795	242	1	figures	figure	NOUN
ejpam-6795	242	2	5(a)–11(a	5(a)–11(a	NUM
ejpam-6795	242	3	)	)	PUNCT
ejpam-6795	242	4	show	show	VERB
ejpam-6795	242	5	the	the	DET
ejpam-6795	242	6	convergence	convergence	NOUN
ejpam-6795	242	7	plots	plot	NOUN
ejpam-6795	242	8	of	of	ADP
ejpam-6795	242	9	the	the	DET
ejpam-6795	242	10	mse	mse	NOUN
ejpam-6795	242	11	for	for	ADP
ejpam-6795	242	12	the	the	DET
ejpam-6795	242	13	test	test	NOUN
ejpam-6795	242	14	,	,	PUNCT
ejpam-6795	242	15	training	training	NOUN
ejpam-6795	242	16	,	,	PUNCT
ejpam-6795	242	17	and	and	CCONJ
ejpam-6795	242	18	validation	validation	NOUN
ejpam-6795	242	19	curves	curve	NOUN
ejpam-6795	242	20	across	across	ADP
ejpam-6795	242	21	all	all	DET
ejpam-6795	242	22	parametric	parametric	ADJ
ejpam-6795	242	23	settings	setting	NOUN
ejpam-6795	242	24	,	,	PUNCT
ejpam-6795	242	25	indicating	indicate	VERB
ejpam-6795	242	26	that	that	SCONJ
ejpam-6795	242	27	the	the	DET
ejpam-6795	242	28	best	good	ADJ
ejpam-6795	242	29	performance	performance	NOUN
ejpam-6795	242	30	is	be	AUX
ejpam-6795	242	31	achieved	achieve	VERB
ejpam-6795	242	32	at	at	ADP
ejpam-6795	242	33	[	[	X
ejpam-6795	242	34	711	711	NUM
ejpam-6795	242	35	,	,	PUNCT
ejpam-6795	242	36	763	763	NUM
ejpam-6795	242	37	,	,	PUNCT
ejpam-6795	242	38	352	352	NUM
ejpam-6795	242	39	,	,	PUNCT
ejpam-6795	242	40	507	507	NUM
ejpam-6795	242	41	,	,	PUNCT
ejpam-6795	242	42	500	500	NUM
ejpam-6795	242	43	,	,	PUNCT
ejpam-6795	242	44	585	585	NUM
ejpam-6795	242	45	,	,	PUNCT
ejpam-6795	242	46	84	84	NUM
ejpam-6795	242	47	]	]	PUNCT
ejpam-6795	242	48	epochs	epoch	NOUN
ejpam-6795	242	49	,	,	PUNCT
ejpam-6795	242	50	with	with	ADP
ejpam-6795	242	51	mse	mse	NOUN
ejpam-6795	242	52	values	value	NOUN
ejpam-6795	242	53	around	around	ADP
ejpam-6795	242	54	[	[	X
ejpam-6795	242	55	1.2347	1.2347	NUM
ejpam-6795	242	56	×	×	NOUN
ejpam-6795	242	57	10−8	10−8	NUM
ejpam-6795	242	58	,	,	PUNCT
ejpam-6795	242	59	3.1095×10−9	3.1095×10−9	NOUN
ejpam-6795	242	60	,	,	PUNCT
ejpam-6795	242	61	2.1024×10−8	2.1024×10−8	NUM
ejpam-6795	242	62	,	,	PUNCT
ejpam-6795	242	63	2.3325×10−9	2.3325×10−9	NUM
ejpam-6795	242	64	,	,	PUNCT
ejpam-6795	242	65	9.9117×10−10	9.9117×10−10	NUM
ejpam-6795	242	66	,	,	PUNCT
ejpam-6795	242	67	1.9956×10−10	1.9956×10−10	NUM
ejpam-6795	242	68	,	,	PUNCT
ejpam-6795	242	69	1.7624×	1.7624×	NUM
ejpam-6795	242	70	10−9	10−9	NUM
ejpam-6795	242	71	]	]	PUNCT
ejpam-6795	242	72	respectively	respectively	ADV
ejpam-6795	242	73	.	.	PUNCT
ejpam-6795	243	1	the	the	DET
ejpam-6795	243	2	gradient	gradient	NOUN
ejpam-6795	243	3	and	and	CCONJ
ejpam-6795	243	4	mu	mu	NOUN
ejpam-6795	243	5	parameter	parameter	NOUN
ejpam-6795	243	6	values	value	NOUN
ejpam-6795	243	7	for	for	ADP
ejpam-6795	243	8	the	the	DET
ejpam-6795	243	9	levenberg	levenberg	PROPN
ejpam-6795	243	10	-	-	PUNCT
ejpam-6795	243	11	marquardt	marquardt	PROPN
ejpam-6795	243	12	technique	technique	NOUN
ejpam-6795	243	13	are	be	AUX
ejpam-6795	243	14	[	[	X
ejpam-6795	243	15	9.9983	9.9983	NUM
ejpam-6795	243	16	×	×	NOUN
ejpam-6795	243	17	10−8	10−8	NUM
ejpam-6795	243	18	,	,	PUNCT
ejpam-6795	243	19	9.4343	9.4343	NUM
ejpam-6795	243	20	×	×	NOUN
ejpam-6795	243	21	10−8	10−8	NUM
ejpam-6795	243	22	,	,	PUNCT
ejpam-6795	243	23	9.9755	9.9755	NUM
ejpam-6795	243	24	×	×	NOUN
ejpam-6795	243	25	10−8	10−8	NUM
ejpam-6795	243	26	,	,	PUNCT
ejpam-6795	243	27	9.9434	9.9434	NUM
ejpam-6795	243	28	×	×	NOUN
ejpam-6795	243	29	10−8	10−8	NUM
ejpam-6795	243	30	,	,	PUNCT
ejpam-6795	243	31	9.9612	9.9612	NUM
ejpam-6795	243	32	×	×	NOUN
ejpam-6795	243	33	10−8	10−8	NUM
ejpam-6795	243	34	,	,	PUNCT
ejpam-6795	243	35	9.947×10−8	9.947×10−8	NUM
ejpam-6795	243	36	,	,	PUNCT
ejpam-6795	243	37	5.9727×10−7	5.9727×10−7	NOUN
ejpam-6795	243	38	]	]	PUNCT
ejpam-6795	243	39	and	and	CCONJ
ejpam-6795	243	40	[	[	X
ejpam-6795	243	41	1×10−9	1×10−9	NUM
ejpam-6795	243	42	,	,	PUNCT
ejpam-6795	243	43	1×10−8	1×10−8	PROPN
ejpam-6795	243	44	,	,	PUNCT
ejpam-6795	243	45	1×10−8	1×10−8	PROPN
ejpam-6795	243	46	,	,	PUNCT
ejpam-6795	243	47	1×10−7	1×10−7	NUM
ejpam-6795	243	48	,	,	PUNCT
ejpam-6795	243	49	1×10−7	1×10−7	NUM
ejpam-6795	243	50	,	,	PUNCT
ejpam-6795	243	51	1×	1×	NUM
ejpam-6795	243	52	10−8	10−8	NUM
ejpam-6795	243	53	,	,	PUNCT
ejpam-6795	243	54	1	1	NUM
ejpam-6795	243	55	×	×	NOUN
ejpam-6795	243	56	10−9	10−9	NUM
ejpam-6795	243	57	]	]	PUNCT
ejpam-6795	243	58	respectively	respectively	ADV
ejpam-6795	243	59	,	,	PUNCT
ejpam-6795	243	60	as	as	SCONJ
ejpam-6795	243	61	illustrated	illustrate	VERB
ejpam-6795	243	62	in	in	ADP
ejpam-6795	243	63	figures	figure	NOUN
ejpam-6795	243	64	5(b)–11(b	5(b)–11(b	NUM
ejpam-6795	243	65	)	)	PUNCT
ejpam-6795	243	66	.	.	PUNCT
ejpam-6795	244	1	these	these	DET
ejpam-6795	244	2	results	result	NOUN
ejpam-6795	244	3	confirm	confirm	VERB
ejpam-6795	244	4	the	the	DET
ejpam-6795	244	5	convergence	convergence	NOUN
ejpam-6795	244	6	efficiency	efficiency	NOUN
ejpam-6795	244	7	and	and	CCONJ
ejpam-6795	244	8	accuracy	accuracy	NOUN
ejpam-6795	244	9	of	of	ADP
ejpam-6795	244	10	the	the	DET
ejpam-6795	244	11	lmt	lmt	NOUN
ejpam-6795	244	12	-	-	PUNCT
ejpam-6795	244	13	based	base	VERB
ejpam-6795	244	14	neural	neural	ADJ
ejpam-6795	244	15	network	network	NOUN
ejpam-6795	244	16	approach	approach	NOUN
ejpam-6795	244	17	.	.	PUNCT
ejpam-6795	245	1	the	the	DET
ejpam-6795	245	2	error	error	NOUN
ejpam-6795	245	3	histograms	histogram	NOUN
ejpam-6795	245	4	in	in	ADP
ejpam-6795	245	5	figures	figure	NOUN
ejpam-6795	245	6	5(c)–11(c	5(c)–11(c	NUM
ejpam-6795	245	7	)	)	PUNCT
ejpam-6795	245	8	further	far	ADV
ejpam-6795	245	9	corroborate	corroborate	VERB
ejpam-6795	245	10	these	these	DET
ejpam-6795	245	11	findings	finding	NOUN
ejpam-6795	245	12	,	,	PUNCT
ejpam-6795	245	13	showing	show	VERB
ejpam-6795	245	14	that	that	SCONJ
ejpam-6795	245	15	the	the	DET
ejpam-6795	245	16	difference	difference	NOUN
ejpam-6795	245	17	between	between	ADP
ejpam-6795	245	18	network	network	NOUN
ejpam-6795	245	19	output	output	NOUN
ejpam-6795	245	20	and	and	CCONJ
ejpam-6795	245	21	reference	reference	NOUN
ejpam-6795	245	22	data	datum	NOUN
ejpam-6795	245	23	remains	remain	VERB
ejpam-6795	245	24	close	close	ADJ
ejpam-6795	245	25	to	to	ADP
ejpam-6795	245	26	zero	zero	NUM
ejpam-6795	245	27	.	.	PUNCT
ejpam-6795	246	1	when	when	SCONJ
ejpam-6795	246	2	compared	compare	VERB
ejpam-6795	246	3	to	to	ADP
ejpam-6795	246	4	the	the	DET
ejpam-6795	246	5	reference	reference	NOUN
ejpam-6795	246	6	zero	zero	NUM
ejpam-6795	246	7	-	-	PUNCT
ejpam-6795	246	8	line	line	NOUN
ejpam-6795	246	9	error	error	NOUN
ejpam-6795	246	10	bin	bin	NOUN
ejpam-6795	246	11	,	,	PUNCT
ejpam-6795	246	12	the	the	DET
ejpam-6795	246	13	histograms	histogram	NOUN
ejpam-6795	246	14	reveal	reveal	VERB
ejpam-6795	246	15	errors	error	NOUN
ejpam-6795	246	16	of	of	ADP
ejpam-6795	246	17	approximately	approximately	ADV
ejpam-6795	246	18	[	[	X
ejpam-6795	246	19	−2.1×10−5	−2.1×10−5	X
ejpam-6795	246	20	,	,	PUNCT
ejpam-6795	246	21	3.54×10−6	3.54×10−6	NUM
ejpam-6795	246	22	,	,	PUNCT
ejpam-6795	246	23	3.91×10−5	3.91×10−5	NUM
ejpam-6795	246	24	,	,	PUNCT
ejpam-6795	246	25	7.53×10−6	7.53×10−6	NUM
ejpam-6795	246	26	,	,	PUNCT
ejpam-6795	246	27	4.11×10−6	4.11×10−6	NUM
ejpam-6795	246	28	,	,	PUNCT
ejpam-6795	246	29	−6.1×10−7	−6.1×10−7	NOUN
ejpam-6795	246	30	,	,	PUNCT
ejpam-6795	246	31	−9×10−7	−9×10−7	NOUN
ejpam-6795	246	32	]	]	PUNCT
ejpam-6795	246	33	respectively	respectively	ADV
ejpam-6795	246	34	.	.	PUNCT
ejpam-6795	247	1	figures	figure	NOUN
ejpam-6795	247	2	5(d)–11(d	5(d)–11(d	NOUN
ejpam-6795	247	3	)	)	PUNCT
ejpam-6795	247	4	illustrate	illustrate	VERB
ejpam-6795	247	5	the	the	DET
ejpam-6795	247	6	regression	regression	NOUN
ejpam-6795	247	7	analysis	analysis	NOUN
ejpam-6795	247	8	for	for	ADP
ejpam-6795	247	9	the	the	DET
ejpam-6795	247	10	ferromagnetic	ferromagnetic	PROPN
ejpam-6795	247	11	carreau	carreau	PROPN
ejpam-6795	247	12	fluid	fluid	PROPN
ejpam-6795	247	13	flow	flow	NOUN
ejpam-6795	247	14	model	model	NOUN
ejpam-6795	247	15	with	with	ADP
ejpam-6795	247	16	melting	melting	NOUN
ejpam-6795	247	17	effects	effect	NOUN
ejpam-6795	247	18	under	under	ADP
ejpam-6795	247	19	various	various	ADJ
ejpam-6795	247	20	parametric	parametric	ADJ
ejpam-6795	247	21	configurations	configuration	NOUN
ejpam-6795	247	22	.	.	PUNCT
ejpam-6795	248	1	the	the	DET
ejpam-6795	248	2	regression	regression	NOUN
ejpam-6795	248	3	plots	plot	NOUN
ejpam-6795	248	4	reveal	reveal	VERB
ejpam-6795	248	5	strong	strong	ADJ
ejpam-6795	248	6	correlations	correlation	NOUN
ejpam-6795	248	7	(	(	PUNCT
ejpam-6795	248	8	r	r	NOUN
ejpam-6795	248	9	values	value	NOUN
ejpam-6795	248	10	close	close	ADJ
ejpam-6795	248	11	to	to	ADP
ejpam-6795	248	12	1	1	NUM
ejpam-6795	248	13	)	)	PUNCT
ejpam-6795	248	14	,	,	PUNCT
ejpam-6795	248	15	confirming	confirm	VERB
ejpam-6795	248	16	the	the	DET
ejpam-6795	248	17	predictive	predictive	ADJ
ejpam-6795	248	18	reliability	reliability	NOUN
ejpam-6795	248	19	and	and	CCONJ
ejpam-6795	248	20	accuracy	accuracy	NOUN
ejpam-6795	248	21	of	of	ADP
ejpam-6795	248	22	the	the	DET
ejpam-6795	248	23	neural	neural	ADJ
ejpam-6795	248	24	network	network	NOUN
ejpam-6795	248	25	trained	train	VERB
ejpam-6795	248	26	using	use	VERB
ejpam-6795	248	27	the	the	DET
ejpam-6795	248	28	levenberg	levenberg	PROPN
ejpam-6795	248	29	-	-	PUNCT
ejpam-6795	248	30	marquardt	marquardt	PROPN
ejpam-6795	248	31	technique	technique	NOUN
ejpam-6795	248	32	.	.	PUNCT
ejpam-6795	249	1	additionally	additionally	ADV
ejpam-6795	249	2	,	,	PUNCT
ejpam-6795	249	3	the	the	DET
ejpam-6795	249	4	limited	limited	ADJ
ejpam-6795	249	5	amount	amount	NOUN
ejpam-6795	249	6	of	of	ADP
ejpam-6795	249	7	scatter	scatter	NOUN
ejpam-6795	249	8	and	and	CCONJ
ejpam-6795	249	9	the	the	DET
ejpam-6795	249	10	nearly	nearly	ADV
ejpam-6795	249	11	perfect	perfect	ADJ
ejpam-6795	249	12	alignment	alignment	NOUN
ejpam-6795	249	13	of	of	ADP
ejpam-6795	249	14	predicted	predict	VERB
ejpam-6795	249	15	versus	versus	ADP
ejpam-6795	249	16	target	target	NOUN
ejpam-6795	249	17	data	datum	NOUN
ejpam-6795	249	18	suggest	suggest	VERB
ejpam-6795	249	19	the	the	DET
ejpam-6795	249	20	absence	absence	NOUN
ejpam-6795	249	21	of	of	ADP
ejpam-6795	249	22	significant	significant	ADJ
ejpam-6795	249	23	errors	error	NOUN
ejpam-6795	249	24	or	or	CCONJ
ejpam-6795	249	25	missing	miss	VERB
ejpam-6795	249	26	values	value	NOUN
ejpam-6795	249	27	in	in	ADP
ejpam-6795	249	28	the	the	DET
ejpam-6795	249	29	modeled	model	VERB
ejpam-6795	249	30	system	system	NOUN
ejpam-6795	249	31	.	.	PUNCT
ejpam-6795	250	1	as	as	SCONJ
ejpam-6795	250	2	illustrated	illustrate	VERB
ejpam-6795	250	3	in	in	ADP
ejpam-6795	250	4	figures	figure	NOUN
ejpam-6795	250	5	5(e)–11(e	5(e)–11(e	NUM
ejpam-6795	250	6	)	)	PUNCT
ejpam-6795	250	7	,	,	PUNCT
ejpam-6795	250	8	the	the	DET
ejpam-6795	250	9	fitness	fitness	NOUN
ejpam-6795	250	10	graphs	graph	NOUN
ejpam-6795	250	11	throughout	throughout	ADP
ejpam-6795	250	12	the	the	DET
ejpam-6795	250	13	training	training	NOUN
ejpam-6795	250	14	,	,	PUNCT
ejpam-6795	250	15	validation	validation	NOUN
ejpam-6795	250	16	,	,	PUNCT
ejpam-6795	250	17	and	and	CCONJ
ejpam-6795	250	18	testing	test	VERB
ejpam-6795	250	19	phases	phase	NOUN
ejpam-6795	250	20	demonstrate	demonstrate	VERB
ejpam-6795	250	21	prediction	prediction	NOUN
ejpam-6795	250	22	errors	error	NOUN
ejpam-6795	250	23	in	in	ADP
ejpam-6795	250	24	the	the	DET
ejpam-6795	250	25	range	range	NOUN
ejpam-6795	250	26	of	of	ADP
ejpam-6795	250	27	10−5	10−5	NUM
ejpam-6795	250	28	per	per	ADP
ejpam-6795	250	29	unit	unit	NOUN
ejpam-6795	250	30	time	time	NOUN
ejpam-6795	250	31	.	.	PUNCT
ejpam-6795	251	1	targets	target	NOUN
ejpam-6795	251	2	are	be	AUX
ejpam-6795	251	3	denoted	denote	VERB
ejpam-6795	251	4	by	by	ADP
ejpam-6795	251	5	dots	dot	NOUN
ejpam-6795	251	6	(	(	PUNCT
ejpam-6795	251	7	·	·	PUNCT
ejpam-6795	251	8	)	)	PUNCT
ejpam-6795	251	9	,	,	PUNCT
ejpam-6795	251	10	whereas	whereas	SCONJ
ejpam-6795	251	11	predicted	predict	VERB
ejpam-6795	251	12	outcomes	outcome	NOUN
ejpam-6795	251	13	for	for	ADP
ejpam-6795	251	14	training	training	NOUN
ejpam-6795	251	15	,	,	PUNCT
ejpam-6795	251	16	validation	validation	NOUN
ejpam-6795	251	17	,	,	PUNCT
ejpam-6795	251	18	and	and	CCONJ
ejpam-6795	251	19	testing	testing	NOUN
ejpam-6795	251	20	are	be	AUX
ejpam-6795	251	21	shown	show	VERB
ejpam-6795	251	22	by	by	ADP
ejpam-6795	251	23	plus	plus	CCONJ
ejpam-6795	251	24	signs	sign	NOUN
ejpam-6795	251	25	(	(	PUNCT
ejpam-6795	251	26	+	+	NOUN
ejpam-6795	251	27	)	)	PUNCT
ejpam-6795	251	28	.	.	PUNCT
ejpam-6795	252	1	figure	figure	NOUN
ejpam-6795	252	2	12	12	NUM
ejpam-6795	252	3	illustrates	illustrate	VERB
ejpam-6795	252	4	the	the	DET
ejpam-6795	252	5	effect	effect	NOUN
ejpam-6795	252	6	of	of	ADP
ejpam-6795	252	7	the	the	DET
ejpam-6795	252	8	weissenberg	weissenberg	NOUN
ejpam-6795	252	9	number	number	NOUN
ejpam-6795	252	10	(	(	PUNCT
ejpam-6795	252	11	we	we	PRON
ejpam-6795	252	12	)	)	PUNCT
ejpam-6795	252	13	on	on	ADP
ejpam-6795	252	14	the	the	DET
ejpam-6795	252	15	velocity	velocity	NOUN
ejpam-6795	252	16	profile	profile	NOUN
ejpam-6795	252	17	for	for	ADP
ejpam-6795	252	18	shear	shear	NOUN
ejpam-6795	252	19	-	-	PUNCT
ejpam-6795	252	20	thinning	thin	VERB
ejpam-6795	252	21	fluids	fluid	NOUN
ejpam-6795	252	22	,	,	PUNCT
ejpam-6795	252	23	characterized	characterize	VERB
ejpam-6795	252	24	by	by	ADP
ejpam-6795	252	25	a	a	DET
ejpam-6795	252	26	power	power	NOUN
ejpam-6795	252	27	-	-	PUNCT
ejpam-6795	252	28	law	law	NOUN
ejpam-6795	252	29	index	index	NOUN
ejpam-6795	252	30	n	n	CCONJ
ejpam-6795	252	31	<	<	X
ejpam-6795	252	32	1	1	NUM
ejpam-6795	252	33	.	.	PUNCT
ejpam-6795	253	1	it	it	PRON
ejpam-6795	253	2	is	be	AUX
ejpam-6795	253	3	evident	evident	ADJ
ejpam-6795	253	4	that	that	SCONJ
ejpam-6795	253	5	the	the	DET
ejpam-6795	253	6	velocity	velocity	NOUN
ejpam-6795	253	7	decreases	decrease	VERB
ejpam-6795	253	8	as	as	SCONJ
ejpam-6795	253	9	we	we	PRON
ejpam-6795	253	10	increases	increase	VERB
ejpam-6795	253	11	.	.	PUNCT
ejpam-6795	254	1	the	the	DET
ejpam-6795	254	2	weissenberg	weissenberg	PROPN
ejpam-6795	254	3	number	number	NOUN
ejpam-6795	254	4	quantifies	quantify	VERB
ejpam-6795	254	5	the	the	DET
ejpam-6795	254	6	ratio	ratio	NOUN
ejpam-6795	254	7	of	of	ADP
ejpam-6795	254	8	elastic	elastic	ADJ
ejpam-6795	254	9	to	to	ADP
ejpam-6795	254	10	viscous	viscous	ADJ
ejpam-6795	254	11	effects	effect	NOUN
ejpam-6795	254	12	in	in	ADP
ejpam-6795	254	13	a	a	DET
ejpam-6795	254	14	non	non	ADJ
ejpam-6795	254	15	-	-	ADJ
ejpam-6795	254	16	newtonian	newtonian	ADJ
ejpam-6795	254	17	fluid	fluid	NOUN
ejpam-6795	254	18	.	.	PUNCT
ejpam-6795	255	1	an	an	DET
ejpam-6795	255	2	increase	increase	NOUN
ejpam-6795	255	3	in	in	ADP
ejpam-6795	255	4	we	we	PRON
ejpam-6795	255	5	implies	imply	VERB
ejpam-6795	255	6	a	a	DET
ejpam-6795	255	7	longer	long	ADJ
ejpam-6795	255	8	relaxation	relaxation	NOUN
ejpam-6795	255	9	time	time	NOUN
ejpam-6795	255	10	,	,	PUNCT
ejpam-6795	255	11	which	which	PRON
ejpam-6795	255	12	enhances	enhance	VERB
ejpam-6795	255	13	the	the	DET
ejpam-6795	255	14	elastic	elastic	ADJ
ejpam-6795	255	15	response	response	NOUN
ejpam-6795	255	16	of	of	ADP
ejpam-6795	255	17	the	the	DET
ejpam-6795	255	18	fluid	fluid	NOUN
ejpam-6795	255	19	.	.	PUNCT
ejpam-6795	256	1	this	this	DET
ejpam-6795	256	2	elevated	elevated	ADJ
ejpam-6795	256	3	elasticity	elasticity	NOUN
ejpam-6795	256	4	s.	s.	PROPN
ejpam-6795	256	5	khan	khan	PROPN
ejpam-6795	256	6	et	et	PROPN
ejpam-6795	256	7	al	al	PROPN
ejpam-6795	256	8	.	.	PUNCT
ejpam-6795	256	9	/	/	SYM
ejpam-6795	256	10	eur	eur	PROPN
ejpam-6795	256	11	.	.	PUNCT
ejpam-6795	257	1	j.	j.	PROPN
ejpam-6795	257	2	pure	pure	PROPN
ejpam-6795	257	3	appl	appl	PROPN
ejpam-6795	257	4	.	.	PROPN
ejpam-6795	257	5	math	math	PROPN
ejpam-6795	257	6	,	,	PUNCT
ejpam-6795	257	7	18	18	NUM
ejpam-6795	257	8	(	(	PUNCT
ejpam-6795	257	9	4	4	NUM
ejpam-6795	257	10	)	)	PUNCT
ejpam-6795	257	11	(	(	PUNCT
ejpam-6795	257	12	2025	2025	NUM
ejpam-6795	257	13	)	)	PUNCT
ejpam-6795	257	14	,	,	PUNCT
ejpam-6795	257	15	6795	6795	NUM
ejpam-6795	257	16	14	14	NUM
ejpam-6795	257	17	of	of	ADP
ejpam-6795	257	18	33	33	NUM
ejpam-6795	257	19	increases	increase	VERB
ejpam-6795	257	20	the	the	DET
ejpam-6795	257	21	internal	internal	ADJ
ejpam-6795	257	22	resistance	resistance	NOUN
ejpam-6795	257	23	to	to	ADP
ejpam-6795	257	24	deformation	deformation	NOUN
ejpam-6795	257	25	,	,	PUNCT
ejpam-6795	257	26	thereby	thereby	ADV
ejpam-6795	257	27	suppressing	suppress	VERB
ejpam-6795	257	28	the	the	DET
ejpam-6795	257	29	flow	flow	NOUN
ejpam-6795	257	30	and	and	CCONJ
ejpam-6795	257	31	reducing	reduce	VERB
ejpam-6795	257	32	the	the	DET
ejpam-6795	257	33	fluid	fluid	ADJ
ejpam-6795	257	34	velocity	velocity	NOUN
ejpam-6795	257	35	.	.	PUNCT
ejpam-6795	258	1	the	the	DET
ejpam-6795	258	2	effect	effect	NOUN
ejpam-6795	258	3	is	be	AUX
ejpam-6795	258	4	more	more	ADV
ejpam-6795	258	5	pronounced	pronounce	VERB
ejpam-6795	258	6	in	in	ADP
ejpam-6795	258	7	shear	shear	NOUN
ejpam-6795	258	8	-	-	PUNCT
ejpam-6795	258	9	thinning	thin	VERB
ejpam-6795	258	10	fluids	fluid	NOUN
ejpam-6795	258	11	,	,	PUNCT
ejpam-6795	258	12	where	where	SCONJ
ejpam-6795	258	13	viscosity	viscosity	NOUN
ejpam-6795	258	14	decreases	decrease	VERB
ejpam-6795	258	15	with	with	ADP
ejpam-6795	258	16	shear	shear	NOUN
ejpam-6795	258	17	rate	rate	NOUN
ejpam-6795	258	18	,	,	PUNCT
ejpam-6795	258	19	yet	yet	CCONJ
ejpam-6795	258	20	elastic	elastic	ADJ
ejpam-6795	258	21	stresses	stress	NOUN
ejpam-6795	258	22	continue	continue	VERB
ejpam-6795	258	23	to	to	PART
ejpam-6795	258	24	resist	resist	VERB
ejpam-6795	258	25	motion	motion	NOUN
ejpam-6795	258	26	.	.	PUNCT
ejpam-6795	259	1	figure	figure	NOUN
ejpam-6795	259	2	13	13	NUM
ejpam-6795	259	3	shows	show	VERB
ejpam-6795	259	4	the	the	DET
ejpam-6795	259	5	effect	effect	NOUN
ejpam-6795	259	6	of	of	ADP
ejpam-6795	259	7	the	the	DET
ejpam-6795	259	8	ferromagnetic	ferromagnetic	ADJ
ejpam-6795	259	9	interaction	interaction	NOUN
ejpam-6795	259	10	parameter	parameter	NOUN
ejpam-6795	259	11	β	β	PROPN
ejpam-6795	259	12	on	on	ADP
ejpam-6795	259	13	the	the	DET
ejpam-6795	259	14	velocity	velocity	NOUN
ejpam-6795	259	15	profile	profile	NOUN
ejpam-6795	259	16	.	.	PUNCT
ejpam-6795	260	1	as	as	ADP
ejpam-6795	260	2	β	β	NOUN
ejpam-6795	260	3	increases	increase	NOUN
ejpam-6795	260	4	,	,	PUNCT
ejpam-6795	260	5	the	the	DET
ejpam-6795	260	6	velocity	velocity	NOUN
ejpam-6795	260	7	decreases	decrease	VERB
ejpam-6795	260	8	due	due	ADP
ejpam-6795	260	9	to	to	ADP
ejpam-6795	260	10	the	the	DET
ejpam-6795	260	11	enhanced	enhance	VERB
ejpam-6795	260	12	magnetic	magnetic	ADJ
ejpam-6795	260	13	field	field	NOUN
ejpam-6795	260	14	generated	generate	VERB
ejpam-6795	260	15	by	by	ADP
ejpam-6795	260	16	the	the	DET
ejpam-6795	260	17	dipole	dipole	NOUN
ejpam-6795	260	18	.	.	PUNCT
ejpam-6795	261	1	this	this	DET
ejpam-6795	261	2	magnetic	magnetic	ADJ
ejpam-6795	261	3	field	field	NOUN
ejpam-6795	261	4	introduces	introduce	VERB
ejpam-6795	261	5	a	a	DET
ejpam-6795	261	6	resistive	resistive	NOUN
ejpam-6795	261	7	(	(	PUNCT
ejpam-6795	261	8	drag	drag	NOUN
ejpam-6795	261	9	)	)	PUNCT
ejpam-6795	261	10	force	force	NOUN
ejpam-6795	261	11	that	that	PRON
ejpam-6795	261	12	opposes	oppose	VERB
ejpam-6795	261	13	fluid	fluid	ADJ
ejpam-6795	261	14	motion	motion	NOUN
ejpam-6795	261	15	,	,	PUNCT
ejpam-6795	261	16	thereby	thereby	ADV
ejpam-6795	261	17	slowing	slow	VERB
ejpam-6795	261	18	down	down	ADP
ejpam-6795	261	19	the	the	DET
ejpam-6795	261	20	flow	flow	NOUN
ejpam-6795	261	21	.	.	PUNCT
ejpam-6795	262	1	the	the	PRON
ejpam-6795	262	2	greater	great	ADJ
ejpam-6795	262	3	the	the	DET
ejpam-6795	262	4	magnetic	magnetic	ADJ
ejpam-6795	262	5	influence	influence	NOUN
ejpam-6795	262	6	,	,	PUNCT
ejpam-6795	262	7	the	the	PRON
ejpam-6795	262	8	stronger	strong	ADJ
ejpam-6795	262	9	the	the	DET
ejpam-6795	262	10	suppression	suppression	NOUN
ejpam-6795	262	11	of	of	ADP
ejpam-6795	262	12	velocity	velocity	NOUN
ejpam-6795	262	13	through	through	ADP
ejpam-6795	262	14	magnetically	magnetically	ADV
ejpam-6795	262	15	induced	induce	VERB
ejpam-6795	262	16	resistance	resistance	NOUN
ejpam-6795	262	17	.	.	PUNCT
ejpam-6795	263	1	figure	figure	NOUN
ejpam-6795	263	2	14	14	NUM
ejpam-6795	263	3	shows	show	VERB
ejpam-6795	263	4	that	that	SCONJ
ejpam-6795	263	5	an	an	DET
ejpam-6795	263	6	increase	increase	NOUN
ejpam-6795	263	7	in	in	ADP
ejpam-6795	263	8	the	the	DET
ejpam-6795	263	9	prandtl	prandtl	NOUN
ejpam-6795	263	10	number	number	NOUN
ejpam-6795	263	11	(	(	PUNCT
ejpam-6795	263	12	pr	pr	NOUN
ejpam-6795	263	13	)	)	PUNCT
ejpam-6795	263	14	reduces	reduce	VERB
ejpam-6795	263	15	the	the	DET
ejpam-6795	263	16	thermal	thermal	ADJ
ejpam-6795	263	17	boundary	boundary	ADJ
ejpam-6795	263	18	layer	layer	NOUN
ejpam-6795	263	19	thickness	thickness	NOUN
ejpam-6795	263	20	for	for	ADP
ejpam-6795	263	21	both	both	DET
ejpam-6795	263	22	fluids	fluid	NOUN
ejpam-6795	263	23	.	.	PUNCT
ejpam-6795	264	1	physically	physically	ADV
ejpam-6795	264	2	,	,	PUNCT
ejpam-6795	264	3	higher	high	ADJ
ejpam-6795	264	4	pr	pr	NOUN
ejpam-6795	264	5	indicates	indicate	VERB
ejpam-6795	264	6	lower	low	ADJ
ejpam-6795	264	7	thermal	thermal	ADJ
ejpam-6795	264	8	diffusivity	diffusivity	NOUN
ejpam-6795	264	9	,	,	PUNCT
ejpam-6795	264	10	limiting	limit	VERB
ejpam-6795	264	11	heat	heat	NOUN
ejpam-6795	264	12	transfer	transfer	NOUN
ejpam-6795	264	13	.	.	PUNCT
ejpam-6795	265	1	as	as	ADP
ejpam-6795	265	2	a	a	DET
ejpam-6795	265	3	result	result	NOUN
ejpam-6795	265	4	,	,	PUNCT
ejpam-6795	265	5	the	the	DET
ejpam-6795	265	6	temperature	temperature	NOUN
ejpam-6795	265	7	gradient	gradient	NOUN
ejpam-6795	265	8	near	near	ADP
ejpam-6795	265	9	the	the	DET
ejpam-6795	265	10	surface	surface	NOUN
ejpam-6795	265	11	increases	increase	NOUN
ejpam-6795	265	12	,	,	PUNCT
ejpam-6795	265	13	and	and	CCONJ
ejpam-6795	265	14	the	the	DET
ejpam-6795	265	15	thermal	thermal	ADJ
ejpam-6795	265	16	boundary	boundary	ADJ
ejpam-6795	265	17	layer	layer	NOUN
ejpam-6795	265	18	becomes	become	VERB
ejpam-6795	265	19	thinner	thin	ADJ
ejpam-6795	265	20	than	than	ADP
ejpam-6795	265	21	the	the	DET
ejpam-6795	265	22	momentum	momentum	NOUN
ejpam-6795	265	23	boundary	boundary	ADJ
ejpam-6795	265	24	layer	layer	NOUN
ejpam-6795	265	25	.	.	PUNCT
ejpam-6795	266	1	figure	figure	NOUN
ejpam-6795	266	2	15	15	NUM
ejpam-6795	266	3	illustrates	illustrate	VERB
ejpam-6795	266	4	the	the	DET
ejpam-6795	266	5	effect	effect	NOUN
ejpam-6795	266	6	of	of	ADP
ejpam-6795	266	7	the	the	DET
ejpam-6795	266	8	weissenberg	weissenberg	NOUN
ejpam-6795	266	9	number	number	NOUN
ejpam-6795	266	10	(	(	PUNCT
ejpam-6795	266	11	we	we	PRON
ejpam-6795	266	12	)	)	PUNCT
ejpam-6795	266	13	on	on	ADP
ejpam-6795	266	14	the	the	DET
ejpam-6795	266	15	thermal	thermal	ADJ
ejpam-6795	266	16	distribution	distribution	NOUN
ejpam-6795	266	17	for	for	ADP
ejpam-6795	266	18	both	both	DET
ejpam-6795	266	19	fluid	fluid	ADJ
ejpam-6795	266	20	types	type	NOUN
ejpam-6795	266	21	.	.	PUNCT
ejpam-6795	267	1	for	for	ADP
ejpam-6795	267	2	shear	shear	NOUN
ejpam-6795	267	3	-	-	PUNCT
ejpam-6795	267	4	thinning	thin	VERB
ejpam-6795	267	5	fluids	fluid	NOUN
ejpam-6795	267	6	,	,	PUNCT
ejpam-6795	267	7	increasing	increase	VERB
ejpam-6795	267	8	we	we	PRON
ejpam-6795	267	9	enhances	enhance	VERB
ejpam-6795	267	10	the	the	DET
ejpam-6795	267	11	thermal	thermal	ADJ
ejpam-6795	267	12	boundary	boundary	ADJ
ejpam-6795	267	13	layer	layer	NOUN
ejpam-6795	267	14	thickness	thickness	NOUN
ejpam-6795	267	15	due	due	ADP
ejpam-6795	267	16	to	to	ADP
ejpam-6795	267	17	stronger	strong	ADJ
ejpam-6795	267	18	elastic	elastic	ADJ
ejpam-6795	267	19	effects	effect	NOUN
ejpam-6795	267	20	,	,	PUNCT
ejpam-6795	267	21	which	which	PRON
ejpam-6795	267	22	promote	promote	VERB
ejpam-6795	267	23	energy	energy	NOUN
ejpam-6795	267	24	retention	retention	NOUN
ejpam-6795	267	25	.	.	PUNCT
ejpam-6795	268	1	in	in	ADP
ejpam-6795	268	2	contrast	contrast	NOUN
ejpam-6795	268	3	,	,	PUNCT
ejpam-6795	268	4	shear	shear	NOUN
ejpam-6795	268	5	-	-	PUNCT
ejpam-6795	268	6	thickening	thickening	NOUN
ejpam-6795	268	7	fluids	fluid	NOUN
ejpam-6795	268	8	show	show	VERB
ejpam-6795	268	9	a	a	DET
ejpam-6795	268	10	reduction	reduction	NOUN
ejpam-6795	268	11	in	in	ADP
ejpam-6795	268	12	thermal	thermal	ADJ
ejpam-6795	268	13	boundary	boundary	ADJ
ejpam-6795	268	14	layer	layer	NOUN
ejpam-6795	268	15	thickness	thickness	NOUN
ejpam-6795	268	16	with	with	ADP
ejpam-6795	268	17	higher	high	ADJ
ejpam-6795	268	18	we	we	PRON
ejpam-6795	268	19	,	,	PUNCT
ejpam-6795	268	20	as	as	SCONJ
ejpam-6795	268	21	increased	increase	VERB
ejpam-6795	268	22	viscosity	viscosity	NOUN
ejpam-6795	268	23	dominates	dominate	VERB
ejpam-6795	268	24	and	and	CCONJ
ejpam-6795	268	25	restricts	restrict	VERB
ejpam-6795	268	26	thermal	thermal	ADJ
ejpam-6795	268	27	diffusion	diffusion	NOUN
ejpam-6795	268	28	.	.	PUNCT
ejpam-6795	269	1	figure	figure	NOUN
ejpam-6795	269	2	16	16	NUM
ejpam-6795	269	3	illustrates	illustrate	VERB
ejpam-6795	269	4	the	the	DET
ejpam-6795	269	5	effect	effect	NOUN
ejpam-6795	269	6	of	of	ADP
ejpam-6795	269	7	the	the	DET
ejpam-6795	269	8	ferromagnetic	ferromagnetic	ADJ
ejpam-6795	269	9	interaction	interaction	NOUN
ejpam-6795	269	10	parameter	parameter	NOUN
ejpam-6795	269	11	β	β	PROPN
ejpam-6795	269	12	on	on	ADP
ejpam-6795	269	13	the	the	DET
ejpam-6795	269	14	temperature	temperature	NOUN
ejpam-6795	269	15	profile	profile	NOUN
ejpam-6795	269	16	.	.	PUNCT
ejpam-6795	270	1	this	this	DET
ejpam-6795	270	2	parameter	parameter	NOUN
ejpam-6795	270	3	represents	represent	VERB
ejpam-6795	270	4	the	the	DET
ejpam-6795	270	5	strength	strength	NOUN
ejpam-6795	270	6	of	of	ADP
ejpam-6795	270	7	the	the	DET
ejpam-6795	270	8	magnetic	magnetic	ADJ
ejpam-6795	270	9	field	field	NOUN
ejpam-6795	270	10	generated	generate	VERB
ejpam-6795	270	11	by	by	ADP
ejpam-6795	270	12	an	an	DET
ejpam-6795	270	13	external	external	ADJ
ejpam-6795	270	14	dipole	dipole	NOUN
ejpam-6795	270	15	.	.	PUNCT
ejpam-6795	271	1	as	as	ADP
ejpam-6795	271	2	β	β	NOUN
ejpam-6795	271	3	increases	increase	NOUN
ejpam-6795	271	4	,	,	PUNCT
ejpam-6795	271	5	the	the	DET
ejpam-6795	271	6	intensified	intensify	VERB
ejpam-6795	271	7	magnetic	magnetic	ADJ
ejpam-6795	271	8	field	field	NOUN
ejpam-6795	271	9	imposes	impose	VERB
ejpam-6795	271	10	a	a	DET
ejpam-6795	271	11	stronger	strong	ADJ
ejpam-6795	271	12	restrictive	restrictive	ADJ
ejpam-6795	271	13	force	force	NOUN
ejpam-6795	271	14	on	on	ADP
ejpam-6795	271	15	fluid	fluid	ADJ
ejpam-6795	271	16	motion	motion	NOUN
ejpam-6795	271	17	,	,	PUNCT
ejpam-6795	271	18	reducing	reduce	VERB
ejpam-6795	271	19	convective	convective	ADJ
ejpam-6795	271	20	mixing	mixing	NOUN
ejpam-6795	271	21	and	and	CCONJ
ejpam-6795	271	22	suppressing	suppress	VERB
ejpam-6795	271	23	the	the	DET
ejpam-6795	271	24	fluid	fluid	NOUN
ejpam-6795	271	25	’s	’s	PART
ejpam-6795	271	26	ability	ability	NOUN
ejpam-6795	271	27	to	to	PART
ejpam-6795	271	28	transport	transport	VERB
ejpam-6795	271	29	thermal	thermal	ADJ
ejpam-6795	271	30	energy	energy	NOUN
ejpam-6795	271	31	.	.	PUNCT
ejpam-6795	272	1	as	as	ADP
ejpam-6795	272	2	a	a	DET
ejpam-6795	272	3	result	result	NOUN
ejpam-6795	272	4	,	,	PUNCT
ejpam-6795	272	5	thermal	thermal	ADJ
ejpam-6795	272	6	diffusion	diffusion	NOUN
ejpam-6795	272	7	weakens	weaken	VERB
ejpam-6795	272	8	and	and	CCONJ
ejpam-6795	272	9	the	the	DET
ejpam-6795	272	10	temperature	temperature	NOUN
ejpam-6795	272	11	profile	profile	NOUN
ejpam-6795	272	12	decreases	decrease	VERB
ejpam-6795	272	13	for	for	ADP
ejpam-6795	272	14	both	both	DET
ejpam-6795	272	15	shear	shear	NOUN
ejpam-6795	272	16	-	-	PUNCT
ejpam-6795	272	17	thinning	thin	VERB
ejpam-6795	272	18	and	and	CCONJ
ejpam-6795	272	19	shear	shear	NOUN
ejpam-6795	272	20	-	-	PUNCT
ejpam-6795	272	21	thickening	thickening	NOUN
ejpam-6795	272	22	fluids	fluid	NOUN
ejpam-6795	272	23	.	.	PUNCT
ejpam-6795	273	1	this	this	PRON
ejpam-6795	273	2	demonstrates	demonstrate	VERB
ejpam-6795	273	3	how	how	SCONJ
ejpam-6795	273	4	increased	increase	VERB
ejpam-6795	273	5	magnetic	magnetic	ADJ
ejpam-6795	273	6	interaction	interaction	NOUN
ejpam-6795	273	7	can	can	AUX
ejpam-6795	273	8	inhibit	inhibit	VERB
ejpam-6795	273	9	heat	heat	NOUN
ejpam-6795	273	10	transfer	transfer	NOUN
ejpam-6795	273	11	by	by	ADP
ejpam-6795	273	12	limiting	limit	VERB
ejpam-6795	273	13	fluid	fluid	ADJ
ejpam-6795	273	14	deformation	deformation	NOUN
ejpam-6795	273	15	and	and	CCONJ
ejpam-6795	273	16	internal	internal	ADJ
ejpam-6795	273	17	energy	energy	NOUN
ejpam-6795	273	18	distribution	distribution	NOUN
ejpam-6795	273	19	.	.	PUNCT
ejpam-6795	274	1	melting	melt	VERB
ejpam-6795	274	2	refers	refer	VERB
ejpam-6795	274	3	to	to	ADP
ejpam-6795	274	4	the	the	DET
ejpam-6795	274	5	phase	phase	NOUN
ejpam-6795	274	6	transition	transition	NOUN
ejpam-6795	274	7	from	from	ADP
ejpam-6795	274	8	solid	solid	ADJ
ejpam-6795	274	9	to	to	ADP
ejpam-6795	274	10	liquid	liquid	NOUN
ejpam-6795	274	11	due	due	ADJ
ejpam-6795	274	12	to	to	ADP
ejpam-6795	274	13	heat	heat	NOUN
ejpam-6795	274	14	absorption	absorption	NOUN
ejpam-6795	274	15	.	.	PUNCT
ejpam-6795	275	1	during	during	ADP
ejpam-6795	275	2	this	this	DET
ejpam-6795	275	3	process	process	NOUN
ejpam-6795	275	4	,	,	PUNCT
ejpam-6795	275	5	energy	energy	NOUN
ejpam-6795	275	6	is	be	AUX
ejpam-6795	275	7	drawn	draw	VERB
ejpam-6795	275	8	from	from	ADP
ejpam-6795	275	9	the	the	DET
ejpam-6795	275	10	fluid	fluid	ADJ
ejpam-6795	275	11	layers	layer	NOUN
ejpam-6795	275	12	adjacent	adjacent	ADJ
ejpam-6795	275	13	to	to	ADP
ejpam-6795	275	14	the	the	DET
ejpam-6795	275	15	surface	surface	NOUN
ejpam-6795	275	16	within	within	ADP
ejpam-6795	275	17	the	the	DET
ejpam-6795	275	18	thermal	thermal	ADJ
ejpam-6795	275	19	boundary	boundary	ADJ
ejpam-6795	275	20	layer	layer	NOUN
ejpam-6795	275	21	.	.	PUNCT
ejpam-6795	276	1	as	as	SCONJ
ejpam-6795	276	2	shown	show	VERB
ejpam-6795	276	3	in	in	ADP
ejpam-6795	276	4	figure	figure	NOUN
ejpam-6795	276	5	17	17	NUM
ejpam-6795	276	6	,	,	PUNCT
ejpam-6795	276	7	the	the	DET
ejpam-6795	276	8	inclusion	inclusion	NOUN
ejpam-6795	276	9	of	of	ADP
ejpam-6795	276	10	the	the	DET
ejpam-6795	276	11	melting	melting	NOUN
ejpam-6795	276	12	parameter	parameter	NOUN
ejpam-6795	276	13	b	b	PROPN
ejpam-6795	276	14	reduces	reduce	VERB
ejpam-6795	276	15	the	the	DET
ejpam-6795	276	16	temperature	temperature	NOUN
ejpam-6795	276	17	gradient	gradient	NOUN
ejpam-6795	276	18	near	near	ADP
ejpam-6795	276	19	the	the	DET
ejpam-6795	276	20	wall	wall	NOUN
ejpam-6795	276	21	.	.	PUNCT
ejpam-6795	277	1	this	this	PRON
ejpam-6795	277	2	occurs	occur	VERB
ejpam-6795	277	3	because	because	SCONJ
ejpam-6795	277	4	the	the	DET
ejpam-6795	277	5	heat	heat	NOUN
ejpam-6795	277	6	required	require	VERB
ejpam-6795	277	7	for	for	ADP
ejpam-6795	277	8	melting	melting	NOUN
ejpam-6795	277	9	lowers	lower	VERB
ejpam-6795	277	10	the	the	DET
ejpam-6795	277	11	available	available	ADJ
ejpam-6795	277	12	thermal	thermal	ADJ
ejpam-6795	277	13	energy	energy	NOUN
ejpam-6795	277	14	for	for	ADP
ejpam-6795	277	15	conduction	conduction	NOUN
ejpam-6795	277	16	into	into	ADP
ejpam-6795	277	17	the	the	DET
ejpam-6795	277	18	fluid	fluid	NOUN
ejpam-6795	277	19	,	,	PUNCT
ejpam-6795	277	20	thereby	thereby	ADV
ejpam-6795	277	21	weakening	weaken	VERB
ejpam-6795	277	22	the	the	DET
ejpam-6795	277	23	thermal	thermal	ADJ
ejpam-6795	277	24	boundary	boundary	ADJ
ejpam-6795	277	25	layer	layer	NOUN
ejpam-6795	277	26	.	.	PUNCT
ejpam-6795	278	1	consequently	consequently	ADV
ejpam-6795	278	2	,	,	PUNCT
ejpam-6795	278	3	the	the	DET
ejpam-6795	278	4	surface	surface	NOUN
ejpam-6795	278	5	temperature	temperature	NOUN
ejpam-6795	278	6	rises	rise	VERB
ejpam-6795	278	7	more	more	ADV
ejpam-6795	278	8	slowly	slowly	ADV
ejpam-6795	278	9	,	,	PUNCT
ejpam-6795	278	10	and	and	CCONJ
ejpam-6795	278	11	the	the	DET
ejpam-6795	278	12	overall	overall	ADJ
ejpam-6795	278	13	thermal	thermal	ADJ
ejpam-6795	278	14	transport	transport	NOUN
ejpam-6795	278	15	is	be	AUX
ejpam-6795	278	16	moderated	moderate	VERB
ejpam-6795	278	17	.	.	PUNCT
ejpam-6795	279	1	figure	figure	NOUN
ejpam-6795	279	2	18	18	NUM
ejpam-6795	279	3	illustrates	illustrate	VERB
ejpam-6795	279	4	the	the	DET
ejpam-6795	279	5	influence	influence	NOUN
ejpam-6795	279	6	of	of	ADP
ejpam-6795	279	7	viscous	viscous	ADJ
ejpam-6795	279	8	dissipation	dissipation	NOUN
ejpam-6795	279	9	,	,	PUNCT
ejpam-6795	279	10	represented	represent	VERB
ejpam-6795	279	11	by	by	ADP
ejpam-6795	279	12	the	the	DET
ejpam-6795	279	13	eckert	eckert	PROPN
ejpam-6795	279	14	number	number	NOUN
ejpam-6795	279	15	(	(	PUNCT
ejpam-6795	279	16	ec	ec	PROPN
ejpam-6795	279	17	)	)	PUNCT
ejpam-6795	279	18	,	,	PUNCT
ejpam-6795	279	19	on	on	ADP
ejpam-6795	279	20	the	the	DET
ejpam-6795	279	21	temperature	temperature	NOUN
ejpam-6795	279	22	profile	profile	NOUN
ejpam-6795	279	23	.	.	PUNCT
ejpam-6795	280	1	as	as	SCONJ
ejpam-6795	280	2	ec	ec	PROPN
ejpam-6795	280	3	increases	increase	NOUN
ejpam-6795	280	4	,	,	PUNCT
ejpam-6795	280	5	a	a	DET
ejpam-6795	280	6	noticeable	noticeable	ADJ
ejpam-6795	280	7	reduction	reduction	NOUN
ejpam-6795	280	8	in	in	ADP
ejpam-6795	280	9	the	the	DET
ejpam-6795	280	10	thermal	thermal	ADJ
ejpam-6795	280	11	boundary	boundary	ADJ
ejpam-6795	280	12	layer	layer	NOUN
ejpam-6795	280	13	thickness	thickness	NOUN
ejpam-6795	280	14	is	be	AUX
ejpam-6795	280	15	observed	observe	VERB
ejpam-6795	280	16	.	.	PUNCT
ejpam-6795	281	1	physically	physically	ADV
ejpam-6795	281	2	,	,	PUNCT
ejpam-6795	281	3	a	a	DET
ejpam-6795	281	4	higher	high	ADJ
ejpam-6795	281	5	ec	ec	PROPN
ejpam-6795	281	6	implies	imply	VERB
ejpam-6795	281	7	more	more	ADJ
ejpam-6795	281	8	conversion	conversion	NOUN
ejpam-6795	281	9	of	of	ADP
ejpam-6795	281	10	kinetic	kinetic	ADJ
ejpam-6795	281	11	energy	energy	NOUN
ejpam-6795	281	12	into	into	ADP
ejpam-6795	281	13	internal	internal	ADJ
ejpam-6795	281	14	energy	energy	NOUN
ejpam-6795	281	15	due	due	ADP
ejpam-6795	281	16	to	to	ADP
ejpam-6795	281	17	viscous	viscous	ADJ
ejpam-6795	281	18	effects	effect	NOUN
ejpam-6795	281	19	.	.	PUNCT
ejpam-6795	282	1	however	however	ADV
ejpam-6795	282	2	,	,	PUNCT
ejpam-6795	282	3	in	in	ADP
ejpam-6795	282	4	this	this	DET
ejpam-6795	282	5	case	case	NOUN
ejpam-6795	282	6	,	,	PUNCT
ejpam-6795	282	7	the	the	DET
ejpam-6795	282	8	generated	generate	VERB
ejpam-6795	282	9	heat	heat	NOUN
ejpam-6795	282	10	is	be	AUX
ejpam-6795	282	11	localized	localize	VERB
ejpam-6795	282	12	and	and	CCONJ
ejpam-6795	282	13	does	do	AUX
ejpam-6795	282	14	not	not	PART
ejpam-6795	282	15	significantly	significantly	ADV
ejpam-6795	282	16	spread	spread	VERB
ejpam-6795	282	17	through	through	ADP
ejpam-6795	282	18	conduction	conduction	NOUN
ejpam-6795	282	19	,	,	PUNCT
ejpam-6795	282	20	resulting	result	VERB
ejpam-6795	282	21	in	in	ADP
ejpam-6795	282	22	a	a	DET
ejpam-6795	282	23	sharper	sharp	ADJ
ejpam-6795	282	24	thermal	thermal	ADJ
ejpam-6795	282	25	gradient	gradient	NOUN
ejpam-6795	282	26	near	near	ADP
ejpam-6795	282	27	the	the	DET
ejpam-6795	282	28	surface	surface	NOUN
ejpam-6795	282	29	and	and	CCONJ
ejpam-6795	282	30	a	a	DET
ejpam-6795	282	31	thinner	thin	ADJ
ejpam-6795	282	32	thermal	thermal	ADJ
ejpam-6795	282	33	boundary	boundary	ADJ
ejpam-6795	282	34	layer	layer	NOUN
ejpam-6795	282	35	.	.	PUNCT
ejpam-6795	283	1	figure	figure	VERB
ejpam-6795	283	2	19	19	NUM
ejpam-6795	283	3	presents	present	VERB
ejpam-6795	283	4	the	the	DET
ejpam-6795	283	5	effect	effect	NOUN
ejpam-6795	283	6	of	of	ADP
ejpam-6795	283	7	the	the	DET
ejpam-6795	283	8	schmidt	schmidt	ADJ
ejpam-6795	283	9	number	number	NOUN
ejpam-6795	283	10	(	(	PUNCT
ejpam-6795	283	11	sc	sc	PROPN
ejpam-6795	283	12	)	)	PUNCT
ejpam-6795	283	13	on	on	ADP
ejpam-6795	283	14	the	the	DET
ejpam-6795	283	15	concentration	concentration	NOUN
ejpam-6795	283	16	profile	profile	NOUN
ejpam-6795	283	17	.	.	PUNCT
ejpam-6795	284	1	an	an	DET
ejpam-6795	284	2	increase	increase	NOUN
ejpam-6795	284	3	in	in	ADP
ejpam-6795	284	4	sc	sc	PROPN
ejpam-6795	284	5	indicates	indicate	VERB
ejpam-6795	284	6	a	a	DET
ejpam-6795	284	7	lower	low	ADJ
ejpam-6795	284	8	mass	mass	ADJ
ejpam-6795	284	9	diffusivity	diffusivity	NOUN
ejpam-6795	284	10	relative	relative	ADJ
ejpam-6795	284	11	to	to	ADP
ejpam-6795	284	12	momentum	momentum	NOUN
ejpam-6795	284	13	diffusivity	diffusivity	NOUN
ejpam-6795	284	14	,	,	PUNCT
ejpam-6795	284	15	meaning	mean	VERB
ejpam-6795	284	16	solute	solute	ADJ
ejpam-6795	284	17	particles	particle	NOUN
ejpam-6795	284	18	diffuse	diffuse	VERB
ejpam-6795	284	19	more	more	ADV
ejpam-6795	284	20	slowly	slowly	ADV
ejpam-6795	284	21	through	through	ADP
ejpam-6795	284	22	the	the	DET
ejpam-6795	284	23	fluid	fluid	NOUN
ejpam-6795	284	24	.	.	PUNCT
ejpam-6795	285	1	as	as	ADP
ejpam-6795	285	2	a	a	DET
ejpam-6795	285	3	result	result	NOUN
ejpam-6795	285	4	,	,	PUNCT
ejpam-6795	285	5	the	the	DET
ejpam-6795	285	6	concentration	concentration	NOUN
ejpam-6795	285	7	boundary	boundary	ADJ
ejpam-6795	285	8	layer	layer	NOUN
ejpam-6795	285	9	becomes	become	VERB
ejpam-6795	285	10	thinner	thin	ADJ
ejpam-6795	285	11	,	,	PUNCT
ejpam-6795	285	12	and	and	CCONJ
ejpam-6795	285	13	the	the	DET
ejpam-6795	285	14	overall	overall	ADJ
ejpam-6795	285	15	concentration	concentration	NOUN
ejpam-6795	285	16	within	within	ADP
ejpam-6795	285	17	the	the	DET
ejpam-6795	285	18	fluid	fluid	ADJ
ejpam-6795	285	19	decreases	decrease	NOUN
ejpam-6795	285	20	.	.	PUNCT
ejpam-6795	286	1	this	this	DET
ejpam-6795	286	2	behavior	behavior	NOUN
ejpam-6795	286	3	reflects	reflect	VERB
ejpam-6795	286	4	reduced	reduce	VERB
ejpam-6795	286	5	mass	mass	ADJ
ejpam-6795	286	6	transport	transport	NOUN
ejpam-6795	286	7	due	due	ADP
ejpam-6795	286	8	to	to	ADP
ejpam-6795	286	9	limited	limit	VERB
ejpam-6795	286	10	molecular	molecular	ADJ
ejpam-6795	286	11	diffus	diffus	PROPN
ejpam-6795	286	12	.	.	PUNCT
ejpam-6795	287	1	khan	khan	PROPN
ejpam-6795	287	2	et	et	PROPN
ejpam-6795	287	3	al	al	PROPN
ejpam-6795	287	4	.	.	PUNCT
ejpam-6795	287	5	/	/	SYM
ejpam-6795	287	6	eur	eur	PROPN
ejpam-6795	287	7	.	.	PUNCT
ejpam-6795	288	1	j.	j.	PROPN
ejpam-6795	288	2	pure	pure	PROPN
ejpam-6795	288	3	appl	appl	PROPN
ejpam-6795	288	4	.	.	PROPN
ejpam-6795	288	5	math	math	PROPN
ejpam-6795	288	6	,	,	PUNCT
ejpam-6795	288	7	18	18	NUM
ejpam-6795	288	8	(	(	PUNCT
ejpam-6795	288	9	4	4	NUM
ejpam-6795	288	10	)	)	PUNCT
ejpam-6795	288	11	(	(	PUNCT
ejpam-6795	288	12	2025	2025	NUM
ejpam-6795	288	13	)	)	PUNCT
ejpam-6795	288	14	,	,	PUNCT
ejpam-6795	288	15	6795	6795	NUM
ejpam-6795	288	16	15	15	NUM
ejpam-6795	288	17	of	of	ADP
ejpam-6795	288	18	33	33	NUM
ejpam-6795	288	19	sion	sion	NOUN
ejpam-6795	288	20	,	,	PUNCT
ejpam-6795	288	21	especially	especially	ADV
ejpam-6795	288	22	in	in	ADP
ejpam-6795	288	23	fluids	fluid	NOUN
ejpam-6795	288	24	with	with	ADP
ejpam-6795	288	25	higher	high	ADJ
ejpam-6795	288	26	viscosity	viscosity	NOUN
ejpam-6795	288	27	or	or	CCONJ
ejpam-6795	288	28	lower	low	ADJ
ejpam-6795	288	29	solute	solute	ADJ
ejpam-6795	288	30	mobility	mobility	NOUN
ejpam-6795	288	31	.	.	PUNCT
ejpam-6795	289	1	figure	figure	VERB
ejpam-6795	289	2	20	20	NUM
ejpam-6795	289	3	illustrates	illustrate	VERB
ejpam-6795	289	4	the	the	DET
ejpam-6795	289	5	effect	effect	NOUN
ejpam-6795	289	6	of	of	ADP
ejpam-6795	289	7	the	the	DET
ejpam-6795	289	8	weissenberg	weissenberg	NOUN
ejpam-6795	289	9	number	number	NOUN
ejpam-6795	289	10	(	(	PUNCT
ejpam-6795	289	11	we	we	PRON
ejpam-6795	289	12	)	)	PUNCT
ejpam-6795	289	13	on	on	ADP
ejpam-6795	289	14	the	the	DET
ejpam-6795	289	15	concentration	concentration	NOUN
ejpam-6795	289	16	profile	profile	NOUN
ejpam-6795	289	17	.	.	PUNCT
ejpam-6795	290	1	as	as	SCONJ
ejpam-6795	290	2	we	we	PRON
ejpam-6795	290	3	increases	increase	VERB
ejpam-6795	290	4	,	,	PUNCT
ejpam-6795	290	5	the	the	DET
ejpam-6795	290	6	concentration	concentration	NOUN
ejpam-6795	290	7	gradient	gradient	NOUN
ejpam-6795	290	8	decreases	decrease	VERB
ejpam-6795	290	9	,	,	PUNCT
ejpam-6795	290	10	leading	lead	VERB
ejpam-6795	290	11	to	to	ADP
ejpam-6795	290	12	a	a	DET
ejpam-6795	290	13	lower	low	ADJ
ejpam-6795	290	14	solute	solute	NOUN
ejpam-6795	290	15	concentration	concentration	NOUN
ejpam-6795	290	16	throughout	throughout	ADP
ejpam-6795	290	17	the	the	DET
ejpam-6795	290	18	domain	domain	NOUN
ejpam-6795	290	19	.	.	PUNCT
ejpam-6795	291	1	this	this	DET
ejpam-6795	291	2	behavior	behavior	NOUN
ejpam-6795	291	3	is	be	AUX
ejpam-6795	291	4	attributed	attribute	VERB
ejpam-6795	291	5	to	to	ADP
ejpam-6795	291	6	the	the	DET
ejpam-6795	291	7	increased	increase	VERB
ejpam-6795	291	8	elastic	elastic	ADJ
ejpam-6795	291	9	effects	effect	NOUN
ejpam-6795	291	10	associated	associate	VERB
ejpam-6795	291	11	with	with	ADP
ejpam-6795	291	12	higher	high	ADJ
ejpam-6795	291	13	we	we	PRON
ejpam-6795	291	14	,	,	PUNCT
ejpam-6795	291	15	which	which	PRON
ejpam-6795	291	16	enhance	enhance	VERB
ejpam-6795	291	17	fluid	fluid	ADJ
ejpam-6795	291	18	resistance	resistance	NOUN
ejpam-6795	291	19	and	and	CCONJ
ejpam-6795	291	20	suppress	suppress	VERB
ejpam-6795	291	21	convective	convective	ADJ
ejpam-6795	291	22	transport	transport	NOUN
ejpam-6795	291	23	.	.	PUNCT
ejpam-6795	292	1	consequently	consequently	ADV
ejpam-6795	292	2	,	,	PUNCT
ejpam-6795	292	3	the	the	DET
ejpam-6795	292	4	reduced	reduced	ADJ
ejpam-6795	292	5	mobility	mobility	NOUN
ejpam-6795	292	6	of	of	ADP
ejpam-6795	292	7	solute	solute	ADJ
ejpam-6795	292	8	particles	particle	NOUN
ejpam-6795	292	9	weakens	weaken	VERB
ejpam-6795	292	10	mass	mass	NOUN
ejpam-6795	292	11	diffusion	diffusion	NOUN
ejpam-6795	292	12	,	,	PUNCT
ejpam-6795	292	13	resulting	result	VERB
ejpam-6795	292	14	in	in	ADP
ejpam-6795	292	15	a	a	DET
ejpam-6795	292	16	thinner	thin	ADJ
ejpam-6795	292	17	concentration	concentration	NOUN
ejpam-6795	292	18	boundary	boundary	ADJ
ejpam-6795	292	19	layer	layer	NOUN
ejpam-6795	292	20	.	.	PUNCT
ejpam-6795	293	1	the	the	DET
ejpam-6795	293	2	effect	effect	NOUN
ejpam-6795	293	3	of	of	ADP
ejpam-6795	293	4	the	the	DET
ejpam-6795	293	5	dimensionless	dimensionless	NOUN
ejpam-6795	293	6	curie	curie	NOUN
ejpam-6795	293	7	temperature	temperature	NOUN
ejpam-6795	293	8	(	(	PUNCT
ejpam-6795	293	9	ϵ	ϵ	NOUN
ejpam-6795	293	10	)	)	PUNCT
ejpam-6795	293	11	on	on	ADP
ejpam-6795	293	12	the	the	DET
ejpam-6795	293	13	concentration	concentration	NOUN
ejpam-6795	293	14	profile	profile	NOUN
ejpam-6795	293	15	is	be	AUX
ejpam-6795	293	16	presented	present	VERB
ejpam-6795	293	17	in	in	ADP
ejpam-6795	293	18	figure	figure	NOUN
ejpam-6795	293	19	21	21	NUM
ejpam-6795	293	20	.	.	PUNCT
ejpam-6795	294	1	the	the	DET
ejpam-6795	294	2	results	result	NOUN
ejpam-6795	294	3	indicate	indicate	VERB
ejpam-6795	294	4	that	that	SCONJ
ejpam-6795	294	5	the	the	DET
ejpam-6795	294	6	concentration	concentration	NOUN
ejpam-6795	294	7	increases	increase	VERB
ejpam-6795	294	8	with	with	ADP
ejpam-6795	294	9	rising	rise	VERB
ejpam-6795	294	10	ϵ.	ϵ.	NOUN
ejpam-6795	294	11	physically	physically	ADV
ejpam-6795	294	12	,	,	PUNCT
ejpam-6795	294	13	an	an	DET
ejpam-6795	294	14	increase	increase	NOUN
ejpam-6795	294	15	in	in	ADP
ejpam-6795	294	16	ϵ	ϵ	PROPN
ejpam-6795	294	17	implies	imply	VERB
ejpam-6795	294	18	that	that	SCONJ
ejpam-6795	294	19	the	the	DET
ejpam-6795	294	20	system	system	NOUN
ejpam-6795	294	21	temperature	temperature	NOUN
ejpam-6795	294	22	is	be	AUX
ejpam-6795	294	23	approaching	approach	VERB
ejpam-6795	294	24	the	the	DET
ejpam-6795	294	25	curie	curie	NOUN
ejpam-6795	294	26	temperature	temperature	NOUN
ejpam-6795	294	27	,	,	PUNCT
ejpam-6795	294	28	beyond	beyond	ADP
ejpam-6795	294	29	which	which	PRON
ejpam-6795	294	30	the	the	DET
ejpam-6795	294	31	ferromagnetic	ferromagnetic	ADJ
ejpam-6795	294	32	material	material	NOUN
ejpam-6795	294	33	gradually	gradually	ADV
ejpam-6795	294	34	loses	lose	VERB
ejpam-6795	294	35	its	its	PRON
ejpam-6795	294	36	magnetic	magnetic	ADJ
ejpam-6795	294	37	properties	property	NOUN
ejpam-6795	294	38	.	.	PUNCT
ejpam-6795	295	1	as	as	SCONJ
ejpam-6795	295	2	the	the	DET
ejpam-6795	295	3	magnetic	magnetic	ADJ
ejpam-6795	295	4	field	field	NOUN
ejpam-6795	295	5	weakens	weaken	VERB
ejpam-6795	295	6	,	,	PUNCT
ejpam-6795	295	7	the	the	DET
ejpam-6795	295	8	associated	associated	ADJ
ejpam-6795	295	9	magnetic	magnetic	ADJ
ejpam-6795	295	10	body	body	NOUN
ejpam-6795	295	11	forces	force	NOUN
ejpam-6795	295	12	that	that	PRON
ejpam-6795	295	13	typically	typically	ADV
ejpam-6795	295	14	aid	aid	VERB
ejpam-6795	295	15	in	in	ADP
ejpam-6795	295	16	the	the	DET
ejpam-6795	295	17	outward	outward	ADJ
ejpam-6795	295	18	diffusion	diffusion	NOUN
ejpam-6795	295	19	of	of	ADP
ejpam-6795	295	20	solute	solute	ADJ
ejpam-6795	295	21	particles	particle	NOUN
ejpam-6795	295	22	diminish	diminish	VERB
ejpam-6795	295	23	.	.	PUNCT
ejpam-6795	296	1	consequently	consequently	ADV
ejpam-6795	296	2	,	,	PUNCT
ejpam-6795	296	3	the	the	DET
ejpam-6795	296	4	suppression	suppression	NOUN
ejpam-6795	296	5	of	of	ADP
ejpam-6795	296	6	magnetic	magnetic	ADJ
ejpam-6795	296	7	convection	convection	NOUN
ejpam-6795	296	8	leads	lead	VERB
ejpam-6795	296	9	to	to	ADP
ejpam-6795	296	10	reduced	reduced	ADJ
ejpam-6795	296	11	solute	solute	ADJ
ejpam-6795	296	12	dispersion	dispersion	NOUN
ejpam-6795	296	13	away	away	ADV
ejpam-6795	296	14	from	from	ADP
ejpam-6795	296	15	the	the	DET
ejpam-6795	296	16	wall	wall	NOUN
ejpam-6795	296	17	,	,	PUNCT
ejpam-6795	296	18	allowing	allow	VERB
ejpam-6795	296	19	more	more	ADJ
ejpam-6795	296	20	solute	solute	ADJ
ejpam-6795	296	21	particles	particle	NOUN
ejpam-6795	296	22	to	to	PART
ejpam-6795	296	23	accumulate	accumulate	VERB
ejpam-6795	296	24	in	in	ADP
ejpam-6795	296	25	the	the	DET
ejpam-6795	296	26	near	near	ADJ
ejpam-6795	296	27	-	-	PUNCT
ejpam-6795	296	28	wall	wall	NOUN
ejpam-6795	296	29	region	region	NOUN
ejpam-6795	296	30	.	.	PUNCT
ejpam-6795	297	1	this	this	PRON
ejpam-6795	297	2	results	result	VERB
ejpam-6795	297	3	in	in	ADP
ejpam-6795	297	4	an	an	DET
ejpam-6795	297	5	enhanced	enhanced	ADJ
ejpam-6795	297	6	concentration	concentration	NOUN
ejpam-6795	297	7	profile	profile	NOUN
ejpam-6795	297	8	within	within	ADP
ejpam-6795	297	9	the	the	DET
ejpam-6795	297	10	boundary	boundary	ADJ
ejpam-6795	297	11	layer	layer	NOUN
ejpam-6795	297	12	.	.	PUNCT
ejpam-6795	298	1	the	the	DET
ejpam-6795	298	2	effect	effect	NOUN
ejpam-6795	298	3	of	of	ADP
ejpam-6795	298	4	the	the	DET
ejpam-6795	298	5	melting	melting	NOUN
ejpam-6795	298	6	parameter	parameter	NOUN
ejpam-6795	298	7	b	b	PROPN
ejpam-6795	298	8	on	on	ADP
ejpam-6795	298	9	the	the	DET
ejpam-6795	298	10	concentration	concentration	NOUN
ejpam-6795	298	11	profile	profile	NOUN
ejpam-6795	298	12	is	be	AUX
ejpam-6795	298	13	illustrated	illustrate	VERB
ejpam-6795	298	14	in	in	ADP
ejpam-6795	298	15	figure	figure	NOUN
ejpam-6795	298	16	22	22	NUM
ejpam-6795	298	17	.	.	PUNCT
ejpam-6795	299	1	as	as	ADP
ejpam-6795	299	2	b	b	NOUN
ejpam-6795	299	3	increases	increase	NOUN
ejpam-6795	299	4	,	,	PUNCT
ejpam-6795	299	5	it	it	PRON
ejpam-6795	299	6	enhances	enhance	VERB
ejpam-6795	299	7	the	the	DET
ejpam-6795	299	8	heat	heat	NOUN
ejpam-6795	299	9	transfer	transfer	NOUN
ejpam-6795	299	10	from	from	ADP
ejpam-6795	299	11	the	the	DET
ejpam-6795	299	12	solid	solid	ADJ
ejpam-6795	299	13	surface	surface	NOUN
ejpam-6795	299	14	into	into	ADP
ejpam-6795	299	15	the	the	DET
ejpam-6795	299	16	fluid	fluid	NOUN
ejpam-6795	299	17	,	,	PUNCT
ejpam-6795	299	18	promoting	promote	VERB
ejpam-6795	299	19	localized	localized	ADJ
ejpam-6795	299	20	melting	melting	NOUN
ejpam-6795	299	21	and	and	CCONJ
ejpam-6795	299	22	increased	increase	VERB
ejpam-6795	299	23	thermal	thermal	ADJ
ejpam-6795	299	24	energy	energy	NOUN
ejpam-6795	299	25	near	near	ADP
ejpam-6795	299	26	the	the	DET
ejpam-6795	299	27	boundary	boundary	NOUN
ejpam-6795	299	28	.	.	PUNCT
ejpam-6795	300	1	this	this	DET
ejpam-6795	300	2	elevated	elevated	ADJ
ejpam-6795	300	3	thermal	thermal	ADJ
ejpam-6795	300	4	activity	activity	NOUN
ejpam-6795	300	5	leads	lead	VERB
ejpam-6795	300	6	to	to	ADP
ejpam-6795	300	7	enhanced	enhanced	ADJ
ejpam-6795	300	8	mixing	mixing	NOUN
ejpam-6795	300	9	and	and	CCONJ
ejpam-6795	300	10	reduces	reduce	VERB
ejpam-6795	300	11	the	the	DET
ejpam-6795	300	12	accumulation	accumulation	NOUN
ejpam-6795	300	13	of	of	ADP
ejpam-6795	300	14	solute	solute	NOUN
ejpam-6795	300	15	near	near	ADP
ejpam-6795	300	16	the	the	DET
ejpam-6795	300	17	surface	surface	NOUN
ejpam-6795	300	18	.	.	PUNCT
ejpam-6795	301	1	consequently	consequently	ADV
ejpam-6795	301	2	,	,	PUNCT
ejpam-6795	301	3	the	the	DET
ejpam-6795	301	4	concentration	concentration	NOUN
ejpam-6795	301	5	profile	profile	NOUN
ejpam-6795	301	6	decreases	decrease	VERB
ejpam-6795	301	7	due	due	ADP
ejpam-6795	301	8	to	to	ADP
ejpam-6795	301	9	the	the	DET
ejpam-6795	301	10	dilution	dilution	NOUN
ejpam-6795	301	11	of	of	ADP
ejpam-6795	301	12	solute	solute	ADJ
ejpam-6795	301	13	particles	particle	NOUN
ejpam-6795	301	14	and	and	CCONJ
ejpam-6795	301	15	the	the	DET
ejpam-6795	301	16	disruption	disruption	NOUN
ejpam-6795	301	17	of	of	ADP
ejpam-6795	301	18	the	the	DET
ejpam-6795	301	19	concentration	concentration	NOUN
ejpam-6795	301	20	boundary	boundary	ADJ
ejpam-6795	301	21	layer	layer	NOUN
ejpam-6795	301	22	.	.	PUNCT
ejpam-6795	302	1	s.	s.	PROPN
ejpam-6795	302	2	khan	khan	PROPN
ejpam-6795	302	3	et	et	PROPN
ejpam-6795	302	4	al	al	PROPN
ejpam-6795	302	5	.	.	PUNCT
ejpam-6795	302	6	/	/	SYM
ejpam-6795	302	7	eur	eur	PROPN
ejpam-6795	302	8	.	.	PUNCT
ejpam-6795	303	1	j.	j.	PROPN
ejpam-6795	303	2	pure	pure	PROPN
ejpam-6795	303	3	appl	appl	PROPN
ejpam-6795	303	4	.	.	PROPN
ejpam-6795	303	5	math	math	PROPN
ejpam-6795	303	6	,	,	PUNCT
ejpam-6795	303	7	18	18	NUM
ejpam-6795	303	8	(	(	PUNCT
ejpam-6795	303	9	4	4	NUM
ejpam-6795	303	10	)	)	PUNCT
ejpam-6795	303	11	(	(	PUNCT
ejpam-6795	303	12	2025	2025	NUM
ejpam-6795	303	13	)	)	PUNCT
ejpam-6795	303	14	,	,	PUNCT
ejpam-6795	303	15	6795	6795	NUM
ejpam-6795	303	16	16	16	NUM
ejpam-6795	303	17	of	of	ADP
ejpam-6795	303	18	33	33	NUM
ejpam-6795	303	19	the	the	DET
ejpam-6795	303	20	system	system	NOUN
ejpam-6795	303	21	of	of	ADP
ejpam-6795	303	22	nonlinear	nonlinear	ADJ
ejpam-6795	303	23	pdes	pde	NOUN
ejpam-6795	303	24	governing	govern	VERB
ejpam-6795	303	25	the	the	DET
ejpam-6795	303	26	ferromagnetic	ferromagnetic	PROPN
ejpam-6795	303	27	carreau	carreau	PROPN
ejpam-6795	303	28	fluid	fluid	NOUN
ejpam-6795	303	29	flow	flow	NOUN
ejpam-6795	303	30	was	be	AUX
ejpam-6795	303	31	transformed	transform	VERB
ejpam-6795	303	32	into	into	ADP
ejpam-6795	303	33	a	a	DET
ejpam-6795	303	34	coupled	couple	VERB
ejpam-6795	303	35	nonlinear	nonlinear	ADJ
ejpam-6795	303	36	system	system	NOUN
ejpam-6795	303	37	of	of	ADP
ejpam-6795	303	38	ordinary	ordinary	ADJ
ejpam-6795	303	39	differential	differential	ADJ
ejpam-6795	303	40	equations	equation	NOUN
ejpam-6795	303	41	using	use	VERB
ejpam-6795	303	42	similarity	similarity	NOUN
ejpam-6795	303	43	transformations	transformation	NOUN
ejpam-6795	303	44	.	.	PUNCT
ejpam-6795	304	1	modeling	modeling	NOUN
ejpam-6795	304	2	of	of	ADP
ejpam-6795	304	3	ferromagnetic	ferromagnetic	ADJ
ejpam-6795	304	4	carreau	carreau	PROPN
ejpam-6795	304	5	fluid	fluid	PROPN
ejpam-6795	304	6	flow	flow	NOUN
ejpam-6795	304	7	lmt	lmt	NOUN
ejpam-6795	304	8	-	-	PUNCT
ejpam-6795	304	9	based	base	VERB
ejpam-6795	304	10	neural	neural	ADJ
ejpam-6795	304	11	networks	network	NOUN
ejpam-6795	304	12	are	be	AUX
ejpam-6795	304	13	applied	apply	VERB
ejpam-6795	304	14	to	to	PART
ejpam-6795	304	15	approximate	approximate	ADJ
ejpam-6795	304	16	velocity	velocity	NOUN
ejpam-6795	304	17	,	,	PUNCT
ejpam-6795	304	18	temperature	temperature	NOUN
ejpam-6795	304	19	,	,	PUNCT
ejpam-6795	304	20	and	and	CCONJ
ejpam-6795	304	21	concentration	concentration	NOUN
ejpam-6795	304	22	profiles	profile	NOUN
ejpam-6795	304	23	in	in	ADP
ejpam-6795	304	24	ferromagnetic	ferromagnetic	ADJ
ejpam-6795	304	25	carreau	carreau	PROPN
ejpam-6795	304	26	fluid	fluid	NOUN
ejpam-6795	304	27	.	.	PUNCT
ejpam-6795	305	1	designed	design	VERB
ejpam-6795	305	2	lmt	lmt	PROPN
ejpam-6795	305	3	for	for	ADP
ejpam-6795	305	4	ferromagnetic	ferromagnetic	ADJ
ejpam-6795	305	5	carreau	carreau	PROPN
ejpam-6795	305	6	fluid	fluid	PROPN
ejpam-6795	305	7	flow	flow	NOUN
ejpam-6795	305	8	model	model	NOUN
ejpam-6795	305	9	lmt	lmt	PROPN
ejpam-6795	305	10	-	-	PUNCT
ejpam-6795	305	11	based	base	VERB
ejpam-6795	305	12	outcomes	outcome	NOUN
ejpam-6795	305	13	utilizing	utilize	VERB
ejpam-6795	305	14	reference	reference	NOUN
ejpam-6795	305	15	data	datum	NOUN
ejpam-6795	305	16	for	for	ADP
ejpam-6795	305	17	the	the	DET
ejpam-6795	305	18	ferromagnetic	ferromagnetic	PROPN
ejpam-6795	305	19	carreau	carreau	PROPN
ejpam-6795	305	20	fluid	fluid	NOUN
ejpam-6795	305	21	the	the	DET
ejpam-6795	305	22	bvp4c	bvp4c	PROPN
ejpam-6795	305	23	solver	solver	VERB
ejpam-6795	305	24	produced	produce	VERB
ejpam-6795	305	25	reference	reference	NOUN
ejpam-6795	305	26	datasets	dataset	NOUN
ejpam-6795	305	27	by	by	ADP
ejpam-6795	305	28	varying	vary	VERB
ejpam-6795	305	29	key	key	ADJ
ejpam-6795	305	30	parameters	parameter	NOUN
ejpam-6795	305	31	of	of	ADP
ejpam-6795	305	32	the	the	DET
ejpam-6795	305	33	ferromagnetic	ferromagnetic	PROPN
ejpam-6795	305	34	carreau	carreau	PROPN
ejpam-6795	305	35	fluid	fluid	NOUN
ejpam-6795	305	36	,	,	PUNCT
ejpam-6795	305	37	supporting	support	VERB
ejpam-6795	305	38	lmt	lmt	PROPN
ejpam-6795	305	39	training	training	NOUN
ejpam-6795	305	40	and	and	CCONJ
ejpam-6795	305	41	validation	validation	NOUN
ejpam-6795	305	42	.	.	PUNCT
ejpam-6795	306	1	normalize	normalize	VERB
ejpam-6795	306	2	and	and	CCONJ
ejpam-6795	306	3	organize	organize	VERB
ejpam-6795	306	4	numerical	numerical	ADJ
ejpam-6795	306	5	data	datum	NOUN
ejpam-6795	306	6	for	for	ADP
ejpam-6795	306	7	supervised	supervised	ADJ
ejpam-6795	306	8	neural	neural	ADJ
ejpam-6795	306	9	network	network	NOUN
ejpam-6795	306	10	input	input	NOUN
ejpam-6795	306	11	.	.	PUNCT
ejpam-6795	307	1	train	train	NOUN
ejpam-6795	307	2	ann	ann	PROPN
ejpam-6795	307	3	using	use	VERB
ejpam-6795	307	4	levenberg	levenberg	PROPN
ejpam-6795	307	5	–	–	PUNCT
ejpam-6795	307	6	marquardt	marquardt	PROPN
ejpam-6795	307	7	algorithm	algorithm	NOUN
ejpam-6795	307	8	to	to	PART
ejpam-6795	307	9	minimize	minimize	VERB
ejpam-6795	307	10	prediction	prediction	NOUN
ejpam-6795	307	11	error	error	NOUN
ejpam-6795	307	12	.	.	PUNCT
ejpam-6795	308	1	figure	figure	NOUN
ejpam-6795	308	2	4	4	NUM
ejpam-6795	308	3	:	:	PUNCT
ejpam-6795	308	4	flow	flow	NOUN
ejpam-6795	308	5	diagram	diagram	NOUN
ejpam-6795	308	6	representing	represent	VERB
ejpam-6795	308	7	the	the	DET
ejpam-6795	308	8	ferromagnetic	ferromagnetic	PROPN
ejpam-6795	308	9	carreau	carreau	PROPN
ejpam-6795	308	10	fluid	fluid	PROPN
ejpam-6795	308	11	model	model	NOUN
ejpam-6795	308	12	.	.	PUNCT
ejpam-6795	309	1	s.	s.	PROPN
ejpam-6795	309	2	khan	khan	PROPN
ejpam-6795	309	3	et	et	PROPN
ejpam-6795	309	4	al	al	PROPN
ejpam-6795	309	5	.	.	PUNCT
ejpam-6795	309	6	/	/	SYM
ejpam-6795	309	7	eur	eur	PROPN
ejpam-6795	309	8	.	.	PUNCT
ejpam-6795	310	1	j.	j.	PROPN
ejpam-6795	310	2	pure	pure	PROPN
ejpam-6795	310	3	appl	appl	PROPN
ejpam-6795	310	4	.	.	PROPN
ejpam-6795	310	5	math	math	PROPN
ejpam-6795	310	6	,	,	PUNCT
ejpam-6795	310	7	18	18	NUM
ejpam-6795	310	8	(	(	PUNCT
ejpam-6795	310	9	4	4	NUM
ejpam-6795	310	10	)	)	PUNCT
ejpam-6795	310	11	(	(	PUNCT
ejpam-6795	310	12	2025	2025	NUM
ejpam-6795	310	13	)	)	PUNCT
ejpam-6795	310	14	,	,	PUNCT
ejpam-6795	310	15	6795	6795	NUM
ejpam-6795	310	16	17	17	NUM
ejpam-6795	310	17	of	of	ADP
ejpam-6795	310	18	33	33	NUM
ejpam-6795	310	19	(	(	PUNCT
ejpam-6795	310	20	a	a	NOUN
ejpam-6795	310	21	)	)	PUNCT
ejpam-6795	310	22	performance	performance	NOUN
ejpam-6795	310	23	plot	plot	NOUN
ejpam-6795	310	24	(	(	PUNCT
ejpam-6795	310	25	b	b	NOUN
ejpam-6795	310	26	)	)	PUNCT
ejpam-6795	310	27	training	train	VERB
ejpam-6795	310	28	state	state	NOUN
ejpam-6795	310	29	plot	plot	NOUN
ejpam-6795	310	30	(	(	PUNCT
ejpam-6795	310	31	c	c	NOUN
ejpam-6795	310	32	)	)	PUNCT
ejpam-6795	310	33	error	error	NOUN
ejpam-6795	310	34	histogram	histogram	NOUN
ejpam-6795	310	35	(	(	PUNCT
ejpam-6795	310	36	d	d	NOUN
ejpam-6795	310	37	)	)	PUNCT
ejpam-6795	310	38	regression	regression	NOUN
ejpam-6795	310	39	plot	plot	NOUN
ejpam-6795	310	40	(	(	PUNCT
ejpam-6795	310	41	e	e	NOUN
ejpam-6795	310	42	)	)	PUNCT
ejpam-6795	310	43	function	function	VERB
ejpam-6795	310	44	fitting	fitting	ADJ
ejpam-6795	310	45	graph	graph	NOUN
ejpam-6795	310	46	figure	figure	NOUN
ejpam-6795	310	47	5	5	NUM
ejpam-6795	310	48	:	:	PUNCT
ejpam-6795	310	49	effect	effect	NOUN
ejpam-6795	310	50	of	of	ADP
ejpam-6795	310	51	the	the	DET
ejpam-6795	310	52	melting	melting	NOUN
ejpam-6795	310	53	parameter	parameter	NOUN
ejpam-6795	310	54	(	(	PUNCT
ejpam-6795	310	55	b	b	NOUN
ejpam-6795	310	56	)	)	PUNCT
ejpam-6795	310	57	on	on	ADP
ejpam-6795	310	58	lmt	lmt	NOUN
ejpam-6795	310	59	-	-	PUNCT
ejpam-6795	310	60	based	base	VERB
ejpam-6795	310	61	results	result	NOUN
ejpam-6795	310	62	s.	s.	PROPN
ejpam-6795	310	63	khan	khan	PROPN
ejpam-6795	310	64	et	et	PROPN
ejpam-6795	310	65	al	al	PROPN
ejpam-6795	310	66	.	.	PUNCT
ejpam-6795	310	67	/	/	SYM
ejpam-6795	310	68	eur	eur	PROPN
ejpam-6795	310	69	.	.	PUNCT
ejpam-6795	311	1	j.	j.	PROPN
ejpam-6795	311	2	pure	pure	PROPN
ejpam-6795	311	3	appl	appl	PROPN
ejpam-6795	311	4	.	.	PROPN
ejpam-6795	311	5	math	math	PROPN
ejpam-6795	311	6	,	,	PUNCT
ejpam-6795	311	7	18	18	NUM
ejpam-6795	311	8	(	(	PUNCT
ejpam-6795	311	9	4	4	NUM
ejpam-6795	311	10	)	)	PUNCT
ejpam-6795	311	11	(	(	PUNCT
ejpam-6795	311	12	2025	2025	NUM
ejpam-6795	311	13	)	)	PUNCT
ejpam-6795	311	14	,	,	PUNCT
ejpam-6795	311	15	6795	6795	NUM
ejpam-6795	311	16	18	18	NUM
ejpam-6795	311	17	of	of	ADP
ejpam-6795	311	18	33	33	NUM
ejpam-6795	311	19	(	(	PUNCT
ejpam-6795	311	20	a	a	NOUN
ejpam-6795	311	21	)	)	PUNCT
ejpam-6795	311	22	performance	performance	NOUN
ejpam-6795	311	23	plot	plot	NOUN
ejpam-6795	311	24	(	(	PUNCT
ejpam-6795	311	25	b	b	NOUN
ejpam-6795	311	26	)	)	PUNCT
ejpam-6795	311	27	training	train	VERB
ejpam-6795	311	28	state	state	NOUN
ejpam-6795	311	29	plot	plot	NOUN
ejpam-6795	311	30	(	(	PUNCT
ejpam-6795	311	31	c	c	NOUN
ejpam-6795	311	32	)	)	PUNCT
ejpam-6795	311	33	error	error	NOUN
ejpam-6795	311	34	histogram	histogram	NOUN
ejpam-6795	311	35	(	(	PUNCT
ejpam-6795	311	36	d	d	NOUN
ejpam-6795	311	37	)	)	PUNCT
ejpam-6795	311	38	regression	regression	NOUN
ejpam-6795	311	39	plot	plot	NOUN
ejpam-6795	311	40	(	(	PUNCT
ejpam-6795	311	41	e	e	NOUN
ejpam-6795	311	42	)	)	PUNCT
ejpam-6795	311	43	function	function	VERB
ejpam-6795	311	44	fitting	fitting	ADJ
ejpam-6795	311	45	graph	graph	NOUN
ejpam-6795	311	46	figure	figure	NOUN
ejpam-6795	311	47	6	6	NUM
ejpam-6795	311	48	:	:	PUNCT
ejpam-6795	311	49	effect	effect	NOUN
ejpam-6795	311	50	of	of	ADP
ejpam-6795	311	51	the	the	DET
ejpam-6795	311	52	ferromagnetic	ferromagnetic	ADJ
ejpam-6795	311	53	interaction	interaction	NOUN
ejpam-6795	311	54	parameter	parameter	NOUN
ejpam-6795	311	55	(	(	PUNCT
ejpam-6795	311	56	β	β	NOUN
ejpam-6795	311	57	)	)	PUNCT
ejpam-6795	311	58	on	on	ADP
ejpam-6795	311	59	lmt	lmt	NOUN
ejpam-6795	311	60	-	-	PUNCT
ejpam-6795	311	61	based	base	VERB
ejpam-6795	311	62	results	result	NOUN
ejpam-6795	311	63	s.	s.	PROPN
ejpam-6795	311	64	khan	khan	PROPN
ejpam-6795	311	65	et	et	PROPN
ejpam-6795	311	66	al	al	PROPN
ejpam-6795	311	67	.	.	PUNCT
ejpam-6795	311	68	/	/	SYM
ejpam-6795	311	69	eur	eur	PROPN
ejpam-6795	311	70	.	.	PUNCT
ejpam-6795	312	1	j.	j.	PROPN
ejpam-6795	312	2	pure	pure	PROPN
ejpam-6795	312	3	appl	appl	PROPN
ejpam-6795	312	4	.	.	PROPN
ejpam-6795	312	5	math	math	PROPN
ejpam-6795	312	6	,	,	PUNCT
ejpam-6795	312	7	18	18	NUM
ejpam-6795	312	8	(	(	PUNCT
ejpam-6795	312	9	4	4	NUM
ejpam-6795	312	10	)	)	PUNCT
ejpam-6795	312	11	(	(	PUNCT
ejpam-6795	312	12	2025	2025	NUM
ejpam-6795	312	13	)	)	PUNCT
ejpam-6795	312	14	,	,	PUNCT
ejpam-6795	312	15	6795	6795	NUM
ejpam-6795	312	16	19	19	NUM
ejpam-6795	312	17	of	of	ADP
ejpam-6795	312	18	33	33	NUM
ejpam-6795	312	19	(	(	PUNCT
ejpam-6795	312	20	a	a	NOUN
ejpam-6795	312	21	)	)	PUNCT
ejpam-6795	312	22	performance	performance	NOUN
ejpam-6795	312	23	plot	plot	NOUN
ejpam-6795	312	24	(	(	PUNCT
ejpam-6795	312	25	b	b	NOUN
ejpam-6795	312	26	)	)	PUNCT
ejpam-6795	312	27	training	train	VERB
ejpam-6795	312	28	state	state	NOUN
ejpam-6795	312	29	plot	plot	NOUN
ejpam-6795	312	30	(	(	PUNCT
ejpam-6795	312	31	c	c	NOUN
ejpam-6795	312	32	)	)	PUNCT
ejpam-6795	312	33	error	error	NOUN
ejpam-6795	312	34	histogram	histogram	NOUN
ejpam-6795	312	35	(	(	PUNCT
ejpam-6795	312	36	d	d	NOUN
ejpam-6795	312	37	)	)	PUNCT
ejpam-6795	312	38	regression	regression	NOUN
ejpam-6795	312	39	plot	plot	NOUN
ejpam-6795	312	40	(	(	PUNCT
ejpam-6795	312	41	e	e	NOUN
ejpam-6795	312	42	)	)	PUNCT
ejpam-6795	312	43	function	function	VERB
ejpam-6795	312	44	fitting	fitting	ADJ
ejpam-6795	312	45	graph	graph	NOUN
ejpam-6795	312	46	figure	figure	NOUN
ejpam-6795	312	47	7	7	NUM
ejpam-6795	312	48	:	:	PUNCT
ejpam-6795	312	49	effect	effect	NOUN
ejpam-6795	312	50	of	of	ADP
ejpam-6795	312	51	the	the	DET
ejpam-6795	312	52	eckert	eckert	PROPN
ejpam-6795	312	53	number	number	NOUN
ejpam-6795	312	54	(	(	PUNCT
ejpam-6795	312	55	ec	ec	PROPN
ejpam-6795	312	56	)	)	PUNCT
ejpam-6795	312	57	on	on	ADP
ejpam-6795	312	58	lmt	lmt	NOUN
ejpam-6795	312	59	-	-	PUNCT
ejpam-6795	312	60	based	base	VERB
ejpam-6795	312	61	results	result	NOUN
ejpam-6795	312	62	s.	s.	PROPN
ejpam-6795	312	63	khan	khan	PROPN
ejpam-6795	312	64	et	et	PROPN
ejpam-6795	312	65	al	al	PROPN
ejpam-6795	312	66	.	.	PUNCT
ejpam-6795	312	67	/	/	SYM
ejpam-6795	312	68	eur	eur	PROPN
ejpam-6795	312	69	.	.	PUNCT
ejpam-6795	313	1	j.	j.	PROPN
ejpam-6795	313	2	pure	pure	PROPN
ejpam-6795	313	3	appl	appl	PROPN
ejpam-6795	313	4	.	.	PROPN
ejpam-6795	313	5	math	math	PROPN
ejpam-6795	313	6	,	,	PUNCT
ejpam-6795	313	7	18	18	NUM
ejpam-6795	313	8	(	(	PUNCT
ejpam-6795	313	9	4	4	NUM
ejpam-6795	313	10	)	)	PUNCT
ejpam-6795	313	11	(	(	PUNCT
ejpam-6795	313	12	2025	2025	NUM
ejpam-6795	313	13	)	)	PUNCT
ejpam-6795	313	14	,	,	PUNCT
ejpam-6795	313	15	6795	6795	NUM
ejpam-6795	313	16	20	20	NUM
ejpam-6795	313	17	of	of	ADP
ejpam-6795	313	18	33	33	NUM
ejpam-6795	313	19	(	(	PUNCT
ejpam-6795	313	20	a	a	NOUN
ejpam-6795	313	21	)	)	PUNCT
ejpam-6795	313	22	performance	performance	NOUN
ejpam-6795	313	23	plot	plot	NOUN
ejpam-6795	313	24	(	(	PUNCT
ejpam-6795	313	25	b	b	NOUN
ejpam-6795	313	26	)	)	PUNCT
ejpam-6795	313	27	training	train	VERB
ejpam-6795	313	28	state	state	NOUN
ejpam-6795	313	29	plot	plot	NOUN
ejpam-6795	313	30	(	(	PUNCT
ejpam-6795	313	31	c	c	NOUN
ejpam-6795	313	32	)	)	PUNCT
ejpam-6795	313	33	error	error	NOUN
ejpam-6795	313	34	histogram	histogram	NOUN
ejpam-6795	313	35	(	(	PUNCT
ejpam-6795	313	36	d	d	NOUN
ejpam-6795	313	37	)	)	PUNCT
ejpam-6795	313	38	regression	regression	NOUN
ejpam-6795	313	39	plot	plot	NOUN
ejpam-6795	313	40	(	(	PUNCT
ejpam-6795	313	41	e	e	NOUN
ejpam-6795	313	42	)	)	PUNCT
ejpam-6795	313	43	function	function	VERB
ejpam-6795	313	44	fitting	fitting	ADJ
ejpam-6795	313	45	graph	graph	NOUN
ejpam-6795	313	46	figure	figure	NOUN
ejpam-6795	313	47	8	8	NUM
ejpam-6795	313	48	:	:	PUNCT
ejpam-6795	313	49	effect	effect	NOUN
ejpam-6795	313	50	of	of	ADP
ejpam-6795	313	51	the	the	DET
ejpam-6795	313	52	prandtl	prandtl	NOUN
ejpam-6795	313	53	number	number	NOUN
ejpam-6795	313	54	(	(	PUNCT
ejpam-6795	313	55	pr	pr	NOUN
ejpam-6795	313	56	)	)	PUNCT
ejpam-6795	313	57	on	on	ADP
ejpam-6795	313	58	lmt	lmt	NOUN
ejpam-6795	313	59	-	-	PUNCT
ejpam-6795	313	60	based	base	VERB
ejpam-6795	313	61	results	result	NOUN
ejpam-6795	313	62	s.	s.	PROPN
ejpam-6795	313	63	khan	khan	PROPN
ejpam-6795	313	64	et	et	PROPN
ejpam-6795	313	65	al	al	PROPN
ejpam-6795	313	66	.	.	PUNCT
ejpam-6795	313	67	/	/	SYM
ejpam-6795	313	68	eur	eur	PROPN
ejpam-6795	313	69	.	.	PUNCT
ejpam-6795	314	1	j.	j.	PROPN
ejpam-6795	314	2	pure	pure	PROPN
ejpam-6795	314	3	appl	appl	PROPN
ejpam-6795	314	4	.	.	PROPN
ejpam-6795	314	5	math	math	PROPN
ejpam-6795	314	6	,	,	PUNCT
ejpam-6795	314	7	18	18	NUM
ejpam-6795	314	8	(	(	PUNCT
ejpam-6795	314	9	4	4	NUM
ejpam-6795	314	10	)	)	PUNCT
ejpam-6795	314	11	(	(	PUNCT
ejpam-6795	314	12	2025	2025	NUM
ejpam-6795	314	13	)	)	PUNCT
ejpam-6795	314	14	,	,	PUNCT
ejpam-6795	314	15	6795	6795	NUM
ejpam-6795	314	16	21	21	NUM
ejpam-6795	314	17	of	of	ADP
ejpam-6795	314	18	33	33	NUM
ejpam-6795	314	19	(	(	PUNCT
ejpam-6795	314	20	a	a	NOUN
ejpam-6795	314	21	)	)	PUNCT
ejpam-6795	314	22	performance	performance	NOUN
ejpam-6795	314	23	plot	plot	NOUN
ejpam-6795	314	24	(	(	PUNCT
ejpam-6795	314	25	b	b	NOUN
ejpam-6795	314	26	)	)	PUNCT
ejpam-6795	314	27	training	train	VERB
ejpam-6795	314	28	state	state	NOUN
ejpam-6795	314	29	plot	plot	NOUN
ejpam-6795	314	30	(	(	PUNCT
ejpam-6795	314	31	c	c	NOUN
ejpam-6795	314	32	)	)	PUNCT
ejpam-6795	314	33	error	error	NOUN
ejpam-6795	314	34	histogram	histogram	NOUN
ejpam-6795	314	35	(	(	PUNCT
ejpam-6795	314	36	d	d	NOUN
ejpam-6795	314	37	)	)	PUNCT
ejpam-6795	314	38	regression	regression	NOUN
ejpam-6795	314	39	plot	plot	NOUN
ejpam-6795	314	40	(	(	PUNCT
ejpam-6795	314	41	e	e	NOUN
ejpam-6795	314	42	)	)	PUNCT
ejpam-6795	314	43	function	function	VERB
ejpam-6795	314	44	fitting	fitting	ADJ
ejpam-6795	314	45	graph	graph	NOUN
ejpam-6795	314	46	figure	figure	NOUN
ejpam-6795	314	47	9	9	NUM
ejpam-6795	314	48	:	:	PUNCT
ejpam-6795	314	49	effect	effect	NOUN
ejpam-6795	314	50	of	of	ADP
ejpam-6795	314	51	the	the	DET
ejpam-6795	314	52	weissenberg	weissenberg	NOUN
ejpam-6795	314	53	number	number	NOUN
ejpam-6795	314	54	we	we	PRON
ejpam-6795	314	55	on	on	ADP
ejpam-6795	314	56	lmt	lmt	NOUN
ejpam-6795	314	57	-	-	PUNCT
ejpam-6795	314	58	based	base	VERB
ejpam-6795	314	59	results	result	NOUN
ejpam-6795	314	60	.	.	PUNCT
ejpam-6795	315	1	s.	s.	PROPN
ejpam-6795	315	2	khan	khan	PROPN
ejpam-6795	315	3	et	et	PROPN
ejpam-6795	315	4	al	al	PROPN
ejpam-6795	315	5	.	.	PUNCT
ejpam-6795	315	6	/	/	SYM
ejpam-6795	315	7	eur	eur	PROPN
ejpam-6795	315	8	.	.	PUNCT
ejpam-6795	316	1	j.	j.	PROPN
ejpam-6795	316	2	pure	pure	PROPN
ejpam-6795	316	3	appl	appl	PROPN
ejpam-6795	316	4	.	.	PROPN
ejpam-6795	316	5	math	math	PROPN
ejpam-6795	316	6	,	,	PUNCT
ejpam-6795	316	7	18	18	NUM
ejpam-6795	316	8	(	(	PUNCT
ejpam-6795	316	9	4	4	NUM
ejpam-6795	316	10	)	)	PUNCT
ejpam-6795	316	11	(	(	PUNCT
ejpam-6795	316	12	2025	2025	NUM
ejpam-6795	316	13	)	)	PUNCT
ejpam-6795	316	14	,	,	PUNCT
ejpam-6795	316	15	6795	6795	NUM
ejpam-6795	316	16	22	22	NUM
ejpam-6795	316	17	of	of	ADP
ejpam-6795	316	18	33	33	NUM
ejpam-6795	316	19	(	(	PUNCT
ejpam-6795	316	20	a	a	NOUN
ejpam-6795	316	21	)	)	PUNCT
ejpam-6795	316	22	performance	performance	NOUN
ejpam-6795	316	23	plot	plot	NOUN
ejpam-6795	316	24	(	(	PUNCT
ejpam-6795	316	25	b	b	NOUN
ejpam-6795	316	26	)	)	PUNCT
ejpam-6795	316	27	training	train	VERB
ejpam-6795	316	28	state	state	NOUN
ejpam-6795	316	29	plot	plot	NOUN
ejpam-6795	316	30	(	(	PUNCT
ejpam-6795	316	31	c	c	NOUN
ejpam-6795	316	32	)	)	PUNCT
ejpam-6795	316	33	error	error	NOUN
ejpam-6795	316	34	histogram	histogram	NOUN
ejpam-6795	316	35	(	(	PUNCT
ejpam-6795	316	36	d	d	NOUN
ejpam-6795	316	37	)	)	PUNCT
ejpam-6795	316	38	regression	regression	NOUN
ejpam-6795	316	39	plot	plot	NOUN
ejpam-6795	316	40	(	(	PUNCT
ejpam-6795	316	41	e	e	NOUN
ejpam-6795	316	42	)	)	PUNCT
ejpam-6795	316	43	function	function	VERB
ejpam-6795	316	44	fitting	fitting	ADJ
ejpam-6795	316	45	graph	graph	NOUN
ejpam-6795	316	46	figure	figure	NOUN
ejpam-6795	316	47	10	10	NUM
ejpam-6795	316	48	:	:	PUNCT
ejpam-6795	316	49	effect	effect	NOUN
ejpam-6795	316	50	of	of	ADP
ejpam-6795	316	51	the	the	DET
ejpam-6795	316	52	curie	curie	PROPN
ejpam-6795	316	53	temperature	temperature	NOUN
ejpam-6795	316	54	ϵ	ϵ	X
ejpam-6795	316	55	on	on	ADP
ejpam-6795	316	56	lmt	lmt	NOUN
ejpam-6795	316	57	-	-	PUNCT
ejpam-6795	316	58	based	base	VERB
ejpam-6795	316	59	results	result	NOUN
ejpam-6795	316	60	.	.	PUNCT
ejpam-6795	317	1	s.	s.	PROPN
ejpam-6795	317	2	khan	khan	PROPN
ejpam-6795	317	3	et	et	PROPN
ejpam-6795	317	4	al	al	PROPN
ejpam-6795	317	5	.	.	PUNCT
ejpam-6795	317	6	/	/	SYM
ejpam-6795	317	7	eur	eur	PROPN
ejpam-6795	317	8	.	.	PUNCT
ejpam-6795	318	1	j.	j.	PROPN
ejpam-6795	318	2	pure	pure	PROPN
ejpam-6795	318	3	appl	appl	PROPN
ejpam-6795	318	4	.	.	PROPN
ejpam-6795	318	5	math	math	PROPN
ejpam-6795	318	6	,	,	PUNCT
ejpam-6795	318	7	18	18	NUM
ejpam-6795	318	8	(	(	PUNCT
ejpam-6795	318	9	4	4	NUM
ejpam-6795	318	10	)	)	PUNCT
ejpam-6795	318	11	(	(	PUNCT
ejpam-6795	318	12	2025	2025	NUM
ejpam-6795	318	13	)	)	PUNCT
ejpam-6795	318	14	,	,	PUNCT
ejpam-6795	318	15	6795	6795	NUM
ejpam-6795	318	16	23	23	NUM
ejpam-6795	318	17	of	of	ADP
ejpam-6795	318	18	33	33	NUM
ejpam-6795	318	19	(	(	PUNCT
ejpam-6795	318	20	a	a	NOUN
ejpam-6795	318	21	)	)	PUNCT
ejpam-6795	318	22	performance	performance	NOUN
ejpam-6795	318	23	plot	plot	NOUN
ejpam-6795	318	24	(	(	PUNCT
ejpam-6795	318	25	b	b	NOUN
ejpam-6795	318	26	)	)	PUNCT
ejpam-6795	318	27	training	train	VERB
ejpam-6795	318	28	state	state	NOUN
ejpam-6795	318	29	plot	plot	NOUN
ejpam-6795	318	30	(	(	PUNCT
ejpam-6795	318	31	c	c	NOUN
ejpam-6795	318	32	)	)	PUNCT
ejpam-6795	318	33	error	error	NOUN
ejpam-6795	318	34	histogram	histogram	NOUN
ejpam-6795	318	35	(	(	PUNCT
ejpam-6795	318	36	d	d	NOUN
ejpam-6795	318	37	)	)	PUNCT
ejpam-6795	318	38	regression	regression	NOUN
ejpam-6795	318	39	plot	plot	NOUN
ejpam-6795	318	40	(	(	PUNCT
ejpam-6795	318	41	e	e	NOUN
ejpam-6795	318	42	)	)	PUNCT
ejpam-6795	318	43	function	function	VERB
ejpam-6795	318	44	fitting	fitting	ADJ
ejpam-6795	318	45	graph	graph	NOUN
ejpam-6795	318	46	figure	figure	NOUN
ejpam-6795	318	47	11	11	NUM
ejpam-6795	318	48	:	:	PUNCT
ejpam-6795	318	49	effect	effect	NOUN
ejpam-6795	318	50	of	of	ADP
ejpam-6795	318	51	the	the	DET
ejpam-6795	318	52	schmidt	schmidt	ADJ
ejpam-6795	318	53	number	number	NOUN
ejpam-6795	318	54	(	(	PUNCT
ejpam-6795	318	55	sc	sc	PROPN
ejpam-6795	318	56	)	)	PUNCT
ejpam-6795	318	57	on	on	ADP
ejpam-6795	318	58	lmt	lmt	NOUN
ejpam-6795	318	59	-	-	PUNCT
ejpam-6795	318	60	based	base	VERB
ejpam-6795	318	61	results	result	NOUN
ejpam-6795	318	62	.	.	PUNCT
ejpam-6795	319	1	s.	s.	PROPN
ejpam-6795	319	2	khan	khan	PROPN
ejpam-6795	319	3	et	et	PROPN
ejpam-6795	319	4	al	al	PROPN
ejpam-6795	319	5	.	.	PUNCT
ejpam-6795	319	6	/	/	SYM
ejpam-6795	319	7	eur	eur	PROPN
ejpam-6795	319	8	.	.	PUNCT
ejpam-6795	320	1	j.	j.	PROPN
ejpam-6795	320	2	pure	pure	PROPN
ejpam-6795	320	3	appl	appl	PROPN
ejpam-6795	320	4	.	.	PROPN
ejpam-6795	320	5	math	math	PROPN
ejpam-6795	320	6	,	,	PUNCT
ejpam-6795	320	7	18	18	NUM
ejpam-6795	320	8	(	(	PUNCT
ejpam-6795	320	9	4	4	NUM
ejpam-6795	320	10	)	)	PUNCT
ejpam-6795	320	11	(	(	PUNCT
ejpam-6795	320	12	2025	2025	NUM
ejpam-6795	320	13	)	)	PUNCT
ejpam-6795	320	14	,	,	PUNCT
ejpam-6795	320	15	6795	6795	NUM
ejpam-6795	320	16	24	24	NUM
ejpam-6795	320	17	of	of	ADP
ejpam-6795	320	18	33	33	NUM
ejpam-6795	320	19	figure	figure	NOUN
ejpam-6795	320	20	12	12	NUM
ejpam-6795	320	21	:	:	PUNCT
ejpam-6795	320	22	the	the	DET
ejpam-6795	320	23	velocity	velocity	NOUN
ejpam-6795	320	24	profile	profile	NOUN
ejpam-6795	320	25	affected	affect	VERB
ejpam-6795	320	26	by	by	ADP
ejpam-6795	320	27	the	the	DET
ejpam-6795	320	28	weissenberg	weissenberg	PROPN
ejpam-6795	320	29	number	number	NOUN
ejpam-6795	320	30	(	(	PUNCT
ejpam-6795	320	31	we	we	NOUN
ejpam-6795	320	32	)	)	PUNCT
ejpam-6795	320	33	.	.	PUNCT
ejpam-6795	321	1	figure	figure	VERB
ejpam-6795	321	2	13	13	NUM
ejpam-6795	321	3	:	:	PUNCT
ejpam-6795	321	4	the	the	DET
ejpam-6795	321	5	velocity	velocity	NOUN
ejpam-6795	321	6	profile	profile	NOUN
ejpam-6795	321	7	affected	affect	VERB
ejpam-6795	321	8	by	by	ADP
ejpam-6795	321	9	the	the	DET
ejpam-6795	321	10	ferrohydrodynamic	ferrohydrodynamic	ADJ
ejpam-6795	321	11	interaction	interaction	NOUN
ejpam-6795	321	12	parameter	parameter	NOUN
ejpam-6795	321	13	(	(	PUNCT
ejpam-6795	321	14	β	β	NOUN
ejpam-6795	321	15	)	)	PUNCT
ejpam-6795	321	16	.	.	PUNCT
ejpam-6795	322	1	figure	figure	VERB
ejpam-6795	322	2	14	14	NUM
ejpam-6795	322	3	:	:	PUNCT
ejpam-6795	322	4	effect	effect	NOUN
ejpam-6795	322	5	of	of	ADP
ejpam-6795	322	6	weissenberg	weissenberg	PROPN
ejpam-6795	322	7	number	number	NOUN
ejpam-6795	322	8	(	(	PUNCT
ejpam-6795	322	9	we	we	PRON
ejpam-6795	322	10	)	)	PUNCT
ejpam-6795	322	11	on	on	ADP
ejpam-6795	322	12	temperature	temperature	NOUN
ejpam-6795	322	13	profile	profile	NOUN
ejpam-6795	322	14	.	.	PUNCT
ejpam-6795	323	1	figure	figure	VERB
ejpam-6795	323	2	15	15	NUM
ejpam-6795	323	3	:	:	PUNCT
ejpam-6795	323	4	effect	effect	NOUN
ejpam-6795	323	5	of	of	ADP
ejpam-6795	323	6	prandtl	prandtl	NOUN
ejpam-6795	323	7	number	number	NOUN
ejpam-6795	323	8	(	(	PUNCT
ejpam-6795	323	9	pr	pr	NOUN
ejpam-6795	323	10	)	)	PUNCT
ejpam-6795	323	11	on	on	ADP
ejpam-6795	323	12	temperature	temperature	NOUN
ejpam-6795	323	13	profile	profile	NOUN
ejpam-6795	323	14	.	.	PUNCT
ejpam-6795	324	1	s.	s.	PROPN
ejpam-6795	324	2	khan	khan	PROPN
ejpam-6795	324	3	et	et	PROPN
ejpam-6795	324	4	al	al	PROPN
ejpam-6795	324	5	.	.	PUNCT
ejpam-6795	324	6	/	/	SYM
ejpam-6795	324	7	eur	eur	PROPN
ejpam-6795	324	8	.	.	PUNCT
ejpam-6795	325	1	j.	j.	PROPN
ejpam-6795	325	2	pure	pure	PROPN
ejpam-6795	325	3	appl	appl	PROPN
ejpam-6795	325	4	.	.	PROPN
ejpam-6795	325	5	math	math	PROPN
ejpam-6795	325	6	,	,	PUNCT
ejpam-6795	325	7	18	18	NUM
ejpam-6795	325	8	(	(	PUNCT
ejpam-6795	325	9	4	4	NUM
ejpam-6795	325	10	)	)	PUNCT
ejpam-6795	325	11	(	(	PUNCT
ejpam-6795	325	12	2025	2025	NUM
ejpam-6795	325	13	)	)	PUNCT
ejpam-6795	325	14	,	,	PUNCT
ejpam-6795	325	15	6795	6795	NUM
ejpam-6795	325	16	25	25	NUM
ejpam-6795	325	17	of	of	ADP
ejpam-6795	325	18	33	33	NUM
ejpam-6795	325	19	figure	figure	NOUN
ejpam-6795	325	20	16	16	NUM
ejpam-6795	325	21	:	:	PUNCT
ejpam-6795	325	22	temperature	temperature	NOUN
ejpam-6795	325	23	affected	affect	VERB
ejpam-6795	325	24	by	by	ADP
ejpam-6795	325	25	ferrohydrodynamic	ferrohydrodynamic	ADJ
ejpam-6795	325	26	interaction	interaction	NOUN
ejpam-6795	325	27	parameter	parameter	NOUN
ejpam-6795	325	28	(	(	PUNCT
ejpam-6795	325	29	β	β	NOUN
ejpam-6795	325	30	)	)	PUNCT
ejpam-6795	325	31	.	.	PUNCT
ejpam-6795	326	1	figure	figure	VERB
ejpam-6795	326	2	17	17	NUM
ejpam-6795	326	3	:	:	PUNCT
ejpam-6795	326	4	influence	influence	NOUN
ejpam-6795	326	5	of	of	ADP
ejpam-6795	326	6	the	the	DET
ejpam-6795	326	7	melting	melting	NOUN
ejpam-6795	326	8	parameter	parameter	NOUN
ejpam-6795	326	9	(	(	PUNCT
ejpam-6795	326	10	b	b	NOUN
ejpam-6795	326	11	)	)	PUNCT
ejpam-6795	326	12	on	on	ADP
ejpam-6795	326	13	temperature	temperature	NOUN
ejpam-6795	326	14	profile	profile	NOUN
ejpam-6795	326	15	.	.	PUNCT
ejpam-6795	327	1	figure	figure	VERB
ejpam-6795	327	2	18	18	NUM
ejpam-6795	327	3	:	:	PUNCT
ejpam-6795	327	4	effect	effect	NOUN
ejpam-6795	327	5	of	of	ADP
ejpam-6795	327	6	eckert	eckert	PROPN
ejpam-6795	327	7	number	number	PROPN
ejpam-6795	327	8	(	(	PUNCT
ejpam-6795	327	9	ec	ec	PROPN
ejpam-6795	327	10	)	)	PUNCT
ejpam-6795	327	11	on	on	ADP
ejpam-6795	327	12	temperature	temperature	NOUN
ejpam-6795	327	13	profile	profile	NOUN
ejpam-6795	327	14	.	.	PUNCT
ejpam-6795	328	1	s.	s.	PROPN
ejpam-6795	328	2	khan	khan	PROPN
ejpam-6795	328	3	et	et	PROPN
ejpam-6795	328	4	al	al	PROPN
ejpam-6795	328	5	.	.	PUNCT
ejpam-6795	328	6	/	/	SYM
ejpam-6795	328	7	eur	eur	PROPN
ejpam-6795	328	8	.	.	PUNCT
ejpam-6795	329	1	j.	j.	PROPN
ejpam-6795	329	2	pure	pure	PROPN
ejpam-6795	329	3	appl	appl	PROPN
ejpam-6795	329	4	.	.	PROPN
ejpam-6795	329	5	math	math	PROPN
ejpam-6795	329	6	,	,	PUNCT
ejpam-6795	329	7	18	18	NUM
ejpam-6795	329	8	(	(	PUNCT
ejpam-6795	329	9	4	4	NUM
ejpam-6795	329	10	)	)	PUNCT
ejpam-6795	329	11	(	(	PUNCT
ejpam-6795	329	12	2025	2025	NUM
ejpam-6795	329	13	)	)	PUNCT
ejpam-6795	329	14	,	,	PUNCT
ejpam-6795	329	15	6795	6795	NUM
ejpam-6795	329	16	26	26	NUM
ejpam-6795	329	17	of	of	ADP
ejpam-6795	329	18	33	33	NUM
ejpam-6795	329	19	figure	figure	NOUN
ejpam-6795	329	20	19	19	NUM
ejpam-6795	329	21	:	:	PUNCT
ejpam-6795	329	22	effect	effect	NOUN
ejpam-6795	329	23	of	of	ADP
ejpam-6795	329	24	eckert	eckert	PROPN
ejpam-6795	329	25	number	number	PROPN
ejpam-6795	329	26	(	(	PUNCT
ejpam-6795	329	27	sc	sc	PROPN
ejpam-6795	329	28	)	)	PUNCT
ejpam-6795	329	29	on	on	ADP
ejpam-6795	329	30	concentration	concentration	NOUN
ejpam-6795	329	31	profile	profile	NOUN
ejpam-6795	329	32	.	.	PUNCT
ejpam-6795	330	1	figure	figure	NOUN
ejpam-6795	330	2	20	20	NUM
ejpam-6795	330	3	:	:	PUNCT
ejpam-6795	330	4	effect	effect	NOUN
ejpam-6795	330	5	of	of	ADP
ejpam-6795	330	6	weissenberg	weissenberg	PROPN
ejpam-6795	330	7	number	number	NOUN
ejpam-6795	330	8	(	(	PUNCT
ejpam-6795	330	9	we	we	PRON
ejpam-6795	330	10	)	)	PUNCT
ejpam-6795	330	11	on	on	ADP
ejpam-6795	330	12	concentration	concentration	NOUN
ejpam-6795	330	13	profile	profile	NOUN
ejpam-6795	330	14	.	.	PUNCT
ejpam-6795	331	1	figure	figure	NOUN
ejpam-6795	331	2	21	21	NUM
ejpam-6795	331	3	:	:	PUNCT
ejpam-6795	331	4	influence	influence	NOUN
ejpam-6795	331	5	of	of	ADP
ejpam-6795	331	6	curie	curie	PROPN
ejpam-6795	331	7	temperature	temperature	NOUN
ejpam-6795	331	8	(	(	PUNCT
ejpam-6795	331	9	ϵ	ϵ	NOUN
ejpam-6795	331	10	)	)	PUNCT
ejpam-6795	331	11	on	on	ADP
ejpam-6795	331	12	concentration	concentration	NOUN
ejpam-6795	331	13	profile	profile	NOUN
ejpam-6795	331	14	.	.	PUNCT
ejpam-6795	332	1	figure	figure	VERB
ejpam-6795	332	2	22	22	NUM
ejpam-6795	332	3	:	:	PUNCT
ejpam-6795	332	4	influence	influence	NOUN
ejpam-6795	332	5	of	of	ADP
ejpam-6795	332	6	melting	melt	VERB
ejpam-6795	332	7	parameter	parameter	NOUN
ejpam-6795	332	8	(	(	PUNCT
ejpam-6795	332	9	b	b	NOUN
ejpam-6795	332	10	)	)	PUNCT
ejpam-6795	332	11	on	on	ADP
ejpam-6795	332	12	concentration	concentration	NOUN
ejpam-6795	332	13	profile	profile	NOUN
ejpam-6795	332	14	.	.	PUNCT
ejpam-6795	333	1	s.	s.	PROPN
ejpam-6795	333	2	khan	khan	PROPN
ejpam-6795	333	3	et	et	PROPN
ejpam-6795	333	4	al	al	PROPN
ejpam-6795	333	5	.	.	PUNCT
ejpam-6795	333	6	/	/	SYM
ejpam-6795	333	7	eur	eur	PROPN
ejpam-6795	333	8	.	.	PUNCT
ejpam-6795	334	1	j.	j.	PROPN
ejpam-6795	334	2	pure	pure	PROPN
ejpam-6795	334	3	appl	appl	PROPN
ejpam-6795	334	4	.	.	PROPN
ejpam-6795	334	5	math	math	PROPN
ejpam-6795	334	6	,	,	PUNCT
ejpam-6795	334	7	18	18	NUM
ejpam-6795	334	8	(	(	PUNCT
ejpam-6795	334	9	4	4	NUM
ejpam-6795	334	10	)	)	PUNCT
ejpam-6795	334	11	(	(	PUNCT
ejpam-6795	334	12	2025	2025	NUM
ejpam-6795	334	13	)	)	PUNCT
ejpam-6795	334	14	,	,	PUNCT
ejpam-6795	334	15	6795	6795	NUM
ejpam-6795	334	16	27	27	NUM
ejpam-6795	334	17	of	of	ADP
ejpam-6795	334	18	33	33	NUM
ejpam-6795	334	19	5	5	NUM
ejpam-6795	334	20	.	.	PUNCT
ejpam-6795	335	1	conclusion	conclusion	NOUN
ejpam-6795	335	2	this	this	DET
ejpam-6795	335	3	study	study	NOUN
ejpam-6795	335	4	presented	present	VERB
ejpam-6795	335	5	a	a	DET
ejpam-6795	335	6	hybrid	hybrid	ADJ
ejpam-6795	335	7	computational	computational	ADJ
ejpam-6795	335	8	framework	framework	NOUN
ejpam-6795	335	9	combining	combine	VERB
ejpam-6795	335	10	numerical	numerical	ADJ
ejpam-6795	335	11	simulation	simulation	NOUN
ejpam-6795	335	12	using	use	VERB
ejpam-6795	335	13	matlab	matlab	PROPN
ejpam-6795	335	14	’s	’s	PART
ejpam-6795	335	15	bvp4c	bvp4c	PROPN
ejpam-6795	335	16	solver	solver	NOUN
ejpam-6795	335	17	and	and	CCONJ
ejpam-6795	335	18	the	the	DET
ejpam-6795	335	19	levenberg	levenberg	PROPN
ejpam-6795	335	20	–	–	PUNCT
ejpam-6795	335	21	marquardt	marquardt	PROPN
ejpam-6795	335	22	technique	technique	NOUN
ejpam-6795	335	23	(	(	PUNCT
ejpam-6795	335	24	lmt	lmt	PROPN
ejpam-6795	335	25	)	)	PUNCT
ejpam-6795	335	26	to	to	PART
ejpam-6795	335	27	investigate	investigate	VERB
ejpam-6795	335	28	the	the	DET
ejpam-6795	335	29	melting	melt	VERB
ejpam-6795	335	30	heat	heat	NOUN
ejpam-6795	335	31	transfer	transfer	NOUN
ejpam-6795	335	32	and	and	CCONJ
ejpam-6795	335	33	flow	flow	NOUN
ejpam-6795	335	34	behavior	behavior	NOUN
ejpam-6795	335	35	of	of	ADP
ejpam-6795	335	36	a	a	DET
ejpam-6795	335	37	ferromagnetic	ferromagnetic	ADJ
ejpam-6795	335	38	carreau	carreau	PROPN
ejpam-6795	335	39	fluid	fluid	NOUN
ejpam-6795	335	40	(	(	PUNCT
ejpam-6795	335	41	fcf	fcf	NOUN
ejpam-6795	335	42	)	)	PUNCT
ejpam-6795	335	43	influenced	influence	VERB
ejpam-6795	335	44	by	by	ADP
ejpam-6795	335	45	an	an	DET
ejpam-6795	335	46	external	external	ADJ
ejpam-6795	335	47	magnetic	magnetic	ADJ
ejpam-6795	335	48	dipole	dipole	NOUN
ejpam-6795	335	49	.	.	PUNCT
ejpam-6795	336	1	the	the	DET
ejpam-6795	336	2	effects	effect	NOUN
ejpam-6795	336	3	of	of	ADP
ejpam-6795	336	4	key	key	ADJ
ejpam-6795	336	5	dimensionless	dimensionless	NOUN
ejpam-6795	336	6	parameters	parameter	NOUN
ejpam-6795	336	7	,	,	PUNCT
ejpam-6795	336	8	including	include	VERB
ejpam-6795	336	9	the	the	DET
ejpam-6795	336	10	melting	melting	NOUN
ejpam-6795	336	11	parameter	parameter	NOUN
ejpam-6795	336	12	(	(	PUNCT
ejpam-6795	336	13	b	b	NOUN
ejpam-6795	336	14	)	)	PUNCT
ejpam-6795	336	15	,	,	PUNCT
ejpam-6795	336	16	ferromagnetic	ferromagnetic	ADJ
ejpam-6795	336	17	interaction	interaction	NOUN
ejpam-6795	336	18	parameter	parameter	NOUN
ejpam-6795	336	19	(	(	PUNCT
ejpam-6795	336	20	β	β	NOUN
ejpam-6795	336	21	)	)	PUNCT
ejpam-6795	336	22	,	,	PUNCT
ejpam-6795	336	23	eckert	eckert	PROPN
ejpam-6795	336	24	number	number	PROPN
ejpam-6795	336	25	(	(	PUNCT
ejpam-6795	336	26	ec	ec	PROPN
ejpam-6795	336	27	)	)	PUNCT
ejpam-6795	336	28	,	,	PUNCT
ejpam-6795	336	29	prandtl	prandtl	NOUN
ejpam-6795	336	30	number	number	NOUN
ejpam-6795	336	31	(	(	PUNCT
ejpam-6795	336	32	pr	pr	NOUN
ejpam-6795	336	33	)	)	PUNCT
ejpam-6795	336	34	,	,	PUNCT
ejpam-6795	336	35	schmidt	schmidt	ADJ
ejpam-6795	336	36	number	number	NOUN
ejpam-6795	336	37	(	(	PUNCT
ejpam-6795	336	38	sc	sc	PROPN
ejpam-6795	336	39	)	)	PUNCT
ejpam-6795	336	40	,	,	PUNCT
ejpam-6795	336	41	and	and	CCONJ
ejpam-6795	336	42	dimensionless	dimensionless	NOUN
ejpam-6795	336	43	curie	curie	NOUN
ejpam-6795	336	44	temperature	temperature	NOUN
ejpam-6795	336	45	(	(	PUNCT
ejpam-6795	336	46	ϵ	ϵ	NOUN
ejpam-6795	336	47	)	)	PUNCT
ejpam-6795	336	48	,	,	PUNCT
ejpam-6795	336	49	were	be	AUX
ejpam-6795	336	50	comprehensively	comprehensively	ADV
ejpam-6795	336	51	examined	examine	VERB
ejpam-6795	336	52	to	to	PART
ejpam-6795	336	53	understand	understand	VERB
ejpam-6795	336	54	their	their	PRON
ejpam-6795	336	55	impact	impact	NOUN
ejpam-6795	336	56	on	on	ADP
ejpam-6795	336	57	the	the	DET
ejpam-6795	336	58	flow	flow	NOUN
ejpam-6795	336	59	and	and	CCONJ
ejpam-6795	336	60	thermal	thermal	ADJ
ejpam-6795	336	61	characteristics	characteristic	NOUN
ejpam-6795	336	62	of	of	ADP
ejpam-6795	336	63	the	the	DET
ejpam-6795	336	64	system	system	NOUN
ejpam-6795	336	65	.	.	PUNCT
ejpam-6795	337	1	•	•	NOUN
ejpam-6795	337	2	the	the	DET
ejpam-6795	337	3	dataset	dataset	NOUN
ejpam-6795	337	4	was	be	AUX
ejpam-6795	337	5	divided	divide	VERB
ejpam-6795	337	6	into	into	ADP
ejpam-6795	337	7	70	70	NUM
ejpam-6795	337	8	%	%	NOUN
ejpam-6795	337	9	for	for	ADP
ejpam-6795	337	10	training	training	NOUN
ejpam-6795	337	11	,	,	PUNCT
ejpam-6795	337	12	15	15	NUM
ejpam-6795	337	13	%	%	NOUN
ejpam-6795	337	14	for	for	ADP
ejpam-6795	337	15	validation	validation	NOUN
ejpam-6795	337	16	,	,	PUNCT
ejpam-6795	337	17	and	and	CCONJ
ejpam-6795	337	18	15	15	NUM
ejpam-6795	337	19	%	%	NOUN
ejpam-6795	337	20	for	for	ADP
ejpam-6795	337	21	testing	testing	NOUN
ejpam-6795	337	22	to	to	PART
ejpam-6795	337	23	ensure	ensure	VERB
ejpam-6795	337	24	robust	robust	ADJ
ejpam-6795	337	25	generalization	generalization	NOUN
ejpam-6795	337	26	.	.	PUNCT
ejpam-6795	338	1	•	•	NUM
ejpam-6795	338	2	the	the	DET
ejpam-6795	338	3	lmt	lmt	NOUN
ejpam-6795	338	4	-	-	PUNCT
ejpam-6795	338	5	based	base	VERB
ejpam-6795	338	6	artificial	artificial	ADJ
ejpam-6795	338	7	neural	neural	ADJ
ejpam-6795	338	8	network	network	NOUN
ejpam-6795	338	9	(	(	PUNCT
ejpam-6795	338	10	ann	ann	PROPN
ejpam-6795	338	11	)	)	PUNCT
ejpam-6795	338	12	exhibited	exhibit	VERB
ejpam-6795	338	13	strong	strong	ADJ
ejpam-6795	338	14	predictive	predictive	ADJ
ejpam-6795	338	15	performance	performance	NOUN
ejpam-6795	338	16	,	,	PUNCT
ejpam-6795	338	17	achieving	achieve	VERB
ejpam-6795	338	18	extremely	extremely	ADV
ejpam-6795	338	19	low	low	ADJ
ejpam-6795	338	20	mean	mean	NOUN
ejpam-6795	338	21	squared	square	VERB
ejpam-6795	338	22	error	error	NOUN
ejpam-6795	338	23	(	(	PUNCT
ejpam-6795	338	24	mse	mse	NOUN
ejpam-6795	338	25	)	)	PUNCT
ejpam-6795	338	26	values	value	NOUN
ejpam-6795	338	27	on	on	ADP
ejpam-6795	338	28	the	the	DET
ejpam-6795	338	29	order	order	NOUN
ejpam-6795	338	30	of	of	ADP
ejpam-6795	338	31	10−8	10−8	NUM
ejpam-6795	338	32	to	to	ADP
ejpam-6795	338	33	10−10	10−10	NUM
ejpam-6795	338	34	and	and	CCONJ
ejpam-6795	338	35	high	high	ADJ
ejpam-6795	338	36	correlation	correlation	NOUN
ejpam-6795	338	37	coefficients	coefficient	NOUN
ejpam-6795	338	38	(	(	PUNCT
ejpam-6795	338	39	r	r	NOUN
ejpam-6795	338	40	≈	≈	PROPN
ejpam-6795	338	41	1	1	NUM
ejpam-6795	338	42	)	)	PUNCT
ejpam-6795	338	43	across	across	ADP
ejpam-6795	338	44	all	all	DET
ejpam-6795	338	45	parameter	parameter	NOUN
ejpam-6795	338	46	configurations	configuration	NOUN
ejpam-6795	338	47	.	.	PUNCT
ejpam-6795	339	1	•	•	NUM
ejpam-6795	339	2	optimal	optimal	ADJ
ejpam-6795	339	3	convergence	convergence	NOUN
ejpam-6795	339	4	occurred	occur	VERB
ejpam-6795	339	5	at	at	ADP
ejpam-6795	339	6	epochs	epoch	NOUN
ejpam-6795	339	7	[	[	X
ejpam-6795	339	8	711	711	NUM
ejpam-6795	339	9	,	,	PUNCT
ejpam-6795	339	10	763	763	NUM
ejpam-6795	339	11	,	,	PUNCT
ejpam-6795	339	12	352	352	NUM
ejpam-6795	339	13	,	,	PUNCT
ejpam-6795	339	14	507	507	NUM
ejpam-6795	339	15	,	,	PUNCT
ejpam-6795	339	16	500	500	NUM
ejpam-6795	339	17	,	,	PUNCT
ejpam-6795	339	18	585	585	NUM
ejpam-6795	339	19	,	,	PUNCT
ejpam-6795	339	20	84	84	NUM
ejpam-6795	339	21	]	]	PUNCT
ejpam-6795	339	22	,	,	PUNCT
ejpam-6795	339	23	corresponding	correspond	VERB
ejpam-6795	339	24	to	to	ADP
ejpam-6795	339	25	mse	mse	VERB
ejpam-6795	339	26	values	value	NOUN
ejpam-6795	339	27	of	of	ADP
ejpam-6795	339	28	approximately	approximately	ADV
ejpam-6795	339	29	[	[	X
ejpam-6795	339	30	1.2347	1.2347	NUM
ejpam-6795	339	31	×	×	NOUN
ejpam-6795	339	32	10−8	10−8	NUM
ejpam-6795	339	33	,	,	PUNCT
ejpam-6795	339	34	3.1095	3.1095	NUM
ejpam-6795	339	35	×	×	NOUN
ejpam-6795	339	36	10−9	10−9	NUM
ejpam-6795	339	37	,	,	PUNCT
ejpam-6795	339	38	2.1024	2.1024	NUM
ejpam-6795	339	39	×	×	NOUN
ejpam-6795	339	40	10−8	10−8	NUM
ejpam-6795	339	41	,	,	PUNCT
ejpam-6795	339	42	2.3325×	2.3325×	NUM
ejpam-6795	339	43	10−9	10−9	NUM
ejpam-6795	339	44	,	,	PUNCT
ejpam-6795	339	45	9.9117×	9.9117×	PROPN
ejpam-6795	339	46	10−10	10−10	NUM
ejpam-6795	339	47	,	,	PUNCT
ejpam-6795	339	48	1.9956×	1.9956×	NOUN
ejpam-6795	339	49	10−10	10−10	NUM
ejpam-6795	339	50	,	,	PUNCT
ejpam-6795	339	51	1.7624×	1.7624×	NUM
ejpam-6795	339	52	10−9	10−9	NUM
ejpam-6795	339	53	]	]	PUNCT
ejpam-6795	339	54	.	.	PUNCT
ejpam-6795	340	1	•	•	NOUN
ejpam-6795	340	2	error	error	NOUN
ejpam-6795	340	3	histograms	histogram	NOUN
ejpam-6795	340	4	indicated	indicate	VERB
ejpam-6795	340	5	a	a	DET
ejpam-6795	340	6	narrow	narrow	ADJ
ejpam-6795	340	7	deviation	deviation	NOUN
ejpam-6795	340	8	range	range	NOUN
ejpam-6795	341	1	[	[	X
ejpam-6795	341	2	−2.1×10−5	−2.1×10−5	X
ejpam-6795	341	3	,	,	PUNCT
ejpam-6795	341	4	3.54×10−6	3.54×10−6	NUM
ejpam-6795	341	5	,	,	PUNCT
ejpam-6795	341	6	3.91×	3.91×	NUM
ejpam-6795	341	7	10−5	10−5	NUM
ejpam-6795	341	8	,	,	PUNCT
ejpam-6795	341	9	7.53×	7.53×	NUM
ejpam-6795	341	10	10−6	10−6	NUM
ejpam-6795	341	11	,	,	PUNCT
ejpam-6795	341	12	4.11×	4.11×	NUM
ejpam-6795	341	13	10−6	10−6	NUM
ejpam-6795	341	14	,	,	PUNCT
ejpam-6795	341	15	−6.1×	−6.1×	PROPN
ejpam-6795	341	16	10−7	10−7	NUM
ejpam-6795	341	17	,	,	PUNCT
ejpam-6795	341	18	−9×	−9×	PUNCT
ejpam-6795	341	19	10−7	10−7	NUM
ejpam-6795	341	20	]	]	PUNCT
ejpam-6795	341	21	,	,	PUNCT
ejpam-6795	341	22	confirming	confirm	VERB
ejpam-6795	341	23	the	the	DET
ejpam-6795	341	24	network	network	NOUN
ejpam-6795	341	25	’s	’s	PART
ejpam-6795	341	26	precision	precision	NOUN
ejpam-6795	341	27	and	and	CCONJ
ejpam-6795	341	28	stability	stability	NOUN
ejpam-6795	341	29	.	.	PUNCT
ejpam-6795	342	1	•	•	NUM
ejpam-6795	342	2	regression	regression	NOUN
ejpam-6795	342	3	plots	plot	NOUN
ejpam-6795	342	4	and	and	CCONJ
ejpam-6795	342	5	error	error	NOUN
ejpam-6795	342	6	distributions	distribution	NOUN
ejpam-6795	342	7	validated	validate	VERB
ejpam-6795	342	8	the	the	DET
ejpam-6795	342	9	ann	ann	PROPN
ejpam-6795	342	10	’s	’s	PART
ejpam-6795	342	11	reliability	reliability	NOUN
ejpam-6795	342	12	,	,	PUNCT
ejpam-6795	342	13	showing	show	VERB
ejpam-6795	342	14	that	that	PRON
ejpam-6795	342	15	prediction	prediction	NOUN
ejpam-6795	342	16	errors	error	NOUN
ejpam-6795	342	17	were	be	AUX
ejpam-6795	342	18	tightly	tightly	ADV
ejpam-6795	342	19	clustered	cluster	VERB
ejpam-6795	342	20	around	around	ADP
ejpam-6795	342	21	zero	zero	NUM
ejpam-6795	342	22	and	and	CCONJ
ejpam-6795	342	23	closely	closely	ADV
ejpam-6795	342	24	aligned	aligned	ADJ
ejpam-6795	342	25	with	with	ADP
ejpam-6795	342	26	the	the	DET
ejpam-6795	342	27	reference	reference	NOUN
ejpam-6795	342	28	data	datum	NOUN
ejpam-6795	342	29	.	.	PUNCT
ejpam-6795	343	1	•	•	NOUN
ejpam-6795	343	2	increasing	increase	VERB
ejpam-6795	343	3	we	we	PRON
ejpam-6795	343	4	reduced	reduce	VERB
ejpam-6795	343	5	velocity	velocity	NOUN
ejpam-6795	343	6	and	and	CCONJ
ejpam-6795	343	7	concentration	concentration	NOUN
ejpam-6795	343	8	due	due	ADP
ejpam-6795	343	9	to	to	ADP
ejpam-6795	343	10	elastic	elastic	ADJ
ejpam-6795	343	11	effects	effect	NOUN
ejpam-6795	343	12	,	,	PUNCT
ejpam-6795	343	13	while	while	SCONJ
ejpam-6795	343	14	temperature	temperature	NOUN
ejpam-6795	343	15	responded	respond	VERB
ejpam-6795	343	16	oppositely	oppositely	ADV
ejpam-6795	343	17	for	for	ADP
ejpam-6795	343	18	shear	shear	NOUN
ejpam-6795	343	19	-	-	PUNCT
ejpam-6795	343	20	thinning	thin	VERB
ejpam-6795	343	21	and	and	CCONJ
ejpam-6795	343	22	shear	shear	NOUN
ejpam-6795	343	23	-	-	PUNCT
ejpam-6795	343	24	thickening	thickening	NOUN
ejpam-6795	343	25	fluids	fluid	NOUN
ejpam-6795	343	26	—	—	PUNCT
ejpam-6795	343	27	indicating	indicate	VERB
ejpam-6795	343	28	energy	energy	NOUN
ejpam-6795	343	29	retention	retention	NOUN
ejpam-6795	343	30	in	in	ADP
ejpam-6795	343	31	shear	shear	NOUN
ejpam-6795	343	32	-	-	PUNCT
ejpam-6795	343	33	thinning	thin	VERB
ejpam-6795	343	34	and	and	CCONJ
ejpam-6795	343	35	suppression	suppression	NOUN
ejpam-6795	343	36	in	in	ADP
ejpam-6795	343	37	shear	shear	NOUN
ejpam-6795	343	38	-	-	PUNCT
ejpam-6795	343	39	thickening	thickening	NOUN
ejpam-6795	343	40	regimes	regime	NOUN
ejpam-6795	343	41	.	.	PUNCT
ejpam-6795	344	1	•	•	NUM
ejpam-6795	344	2	a	a	DET
ejpam-6795	344	3	higher	high	ADJ
ejpam-6795	344	4	ferromagnetic	ferromagnetic	ADJ
ejpam-6795	344	5	parameter	parameter	NOUN
ejpam-6795	344	6	(	(	PUNCT
ejpam-6795	344	7	β	β	NOUN
ejpam-6795	344	8	)	)	PUNCT
ejpam-6795	344	9	decreased	decrease	VERB
ejpam-6795	344	10	both	both	CCONJ
ejpam-6795	344	11	velocity	velocity	NOUN
ejpam-6795	344	12	and	and	CCONJ
ejpam-6795	344	13	temperature	temperature	NOUN
ejpam-6795	344	14	,	,	PUNCT
ejpam-6795	344	15	demonstrating	demonstrate	VERB
ejpam-6795	344	16	that	that	SCONJ
ejpam-6795	344	17	strong	strong	ADJ
ejpam-6795	344	18	magnetic	magnetic	ADJ
ejpam-6795	344	19	interactions	interaction	NOUN
ejpam-6795	344	20	hinder	hinder	VERB
ejpam-6795	344	21	convective	convective	ADJ
ejpam-6795	344	22	motion	motion	NOUN
ejpam-6795	344	23	and	and	CCONJ
ejpam-6795	344	24	momentum	momentum	NOUN
ejpam-6795	344	25	transfer	transfer	NOUN
ejpam-6795	344	26	.	.	PUNCT
ejpam-6795	345	1	•	•	NUM
ejpam-6795	345	2	the	the	DET
ejpam-6795	345	3	melting	melting	NOUN
ejpam-6795	345	4	parameter	parameter	NOUN
ejpam-6795	345	5	(	(	PUNCT
ejpam-6795	345	6	b	b	NOUN
ejpam-6795	345	7	)	)	PUNCT
ejpam-6795	345	8	lowered	lower	VERB
ejpam-6795	345	9	temperature	temperature	NOUN
ejpam-6795	345	10	and	and	CCONJ
ejpam-6795	345	11	concentration	concentration	NOUN
ejpam-6795	345	12	due	due	ADP
ejpam-6795	345	13	to	to	ADP
ejpam-6795	345	14	latent	latent	ADJ
ejpam-6795	345	15	heat	heat	NOUN
ejpam-6795	345	16	absorption	absorption	NOUN
ejpam-6795	345	17	,	,	PUNCT
ejpam-6795	345	18	weakening	weaken	VERB
ejpam-6795	345	19	energy	energy	NOUN
ejpam-6795	345	20	diffusion	diffusion	NOUN
ejpam-6795	345	21	and	and	CCONJ
ejpam-6795	345	22	reducing	reduce	VERB
ejpam-6795	345	23	near	near	ADJ
ejpam-6795	345	24	-	-	PUNCT
ejpam-6795	345	25	wall	wall	NOUN
ejpam-6795	345	26	gradients	gradient	NOUN
ejpam-6795	345	27	.	.	PUNCT
ejpam-6795	346	1	•	•	NUM
ejpam-6795	346	2	larger	large	ADJ
ejpam-6795	346	3	pr	pr	NOUN
ejpam-6795	346	4	values	value	NOUN
ejpam-6795	346	5	thinned	thin	VERB
ejpam-6795	346	6	the	the	DET
ejpam-6795	346	7	thermal	thermal	ADJ
ejpam-6795	346	8	boundary	boundary	ADJ
ejpam-6795	346	9	layer	layer	NOUN
ejpam-6795	346	10	as	as	ADP
ejpam-6795	346	11	a	a	DET
ejpam-6795	346	12	result	result	NOUN
ejpam-6795	346	13	of	of	ADP
ejpam-6795	346	14	reduced	reduced	ADJ
ejpam-6795	346	15	thermal	thermal	ADJ
ejpam-6795	346	16	diffusivity	diffusivity	NOUN
ejpam-6795	346	17	,	,	PUNCT
ejpam-6795	346	18	whereas	whereas	SCONJ
ejpam-6795	346	19	higher	high	ADJ
ejpam-6795	346	20	ec	ec	PROPN
ejpam-6795	346	21	values	value	NOUN
ejpam-6795	346	22	intensified	intensify	VERB
ejpam-6795	346	23	thermal	thermal	ADJ
ejpam-6795	346	24	gradients	gradient	NOUN
ejpam-6795	346	25	near	near	ADP
ejpam-6795	346	26	the	the	DET
ejpam-6795	346	27	wall	wall	NOUN
ejpam-6795	346	28	.	.	PUNCT
ejpam-6795	347	1	•	•	NUM
ejpam-6795	347	2	an	an	DET
ejpam-6795	347	3	increase	increase	NOUN
ejpam-6795	347	4	in	in	ADP
ejpam-6795	347	5	sc	sc	PROPN
ejpam-6795	347	6	weakened	weaken	VERB
ejpam-6795	347	7	solute	solute	NOUN
ejpam-6795	347	8	diffusion	diffusion	NOUN
ejpam-6795	347	9	,	,	PUNCT
ejpam-6795	347	10	and	and	CCONJ
ejpam-6795	347	11	higher	high	ADJ
ejpam-6795	347	12	ϵ	ϵ	X
ejpam-6795	347	13	enhanced	enhanced	ADJ
ejpam-6795	347	14	near	near	ADJ
ejpam-6795	347	15	-	-	PUNCT
ejpam-6795	347	16	wall	wall	NOUN
ejpam-6795	347	17	concentration	concentration	NOUN
ejpam-6795	347	18	due	due	ADP
ejpam-6795	347	19	to	to	ADP
ejpam-6795	347	20	diminished	diminish	VERB
ejpam-6795	347	21	magnetic	magnetic	ADJ
ejpam-6795	347	22	forces	force	NOUN
ejpam-6795	347	23	near	near	ADP
ejpam-6795	347	24	the	the	DET
ejpam-6795	347	25	curie	curie	PROPN
ejpam-6795	347	26	temperature	temperature	NOUN
ejpam-6795	347	27	,	,	PUNCT
ejpam-6795	347	28	reducing	reduce	VERB
ejpam-6795	347	29	solute	solute	NOUN
ejpam-6795	347	30	dispersion	dispersion	NOUN
ejpam-6795	347	31	.	.	PUNCT
ejpam-6795	348	1	s.	s.	PROPN
ejpam-6795	348	2	khan	khan	PROPN
ejpam-6795	348	3	et	et	PROPN
ejpam-6795	348	4	al	al	PROPN
ejpam-6795	348	5	.	.	PUNCT
ejpam-6795	348	6	/	/	SYM
ejpam-6795	348	7	eur	eur	PROPN
ejpam-6795	348	8	.	.	PUNCT
ejpam-6795	349	1	j.	j.	PROPN
ejpam-6795	349	2	pure	pure	PROPN
ejpam-6795	349	3	appl	appl	PROPN
ejpam-6795	349	4	.	.	PROPN
ejpam-6795	349	5	math	math	PROPN
ejpam-6795	349	6	,	,	PUNCT
ejpam-6795	349	7	18	18	NUM
ejpam-6795	349	8	(	(	PUNCT
ejpam-6795	349	9	4	4	NUM
ejpam-6795	349	10	)	)	PUNCT
ejpam-6795	349	11	(	(	PUNCT
ejpam-6795	349	12	2025	2025	NUM
ejpam-6795	349	13	)	)	PUNCT
ejpam-6795	349	14	,	,	PUNCT
ejpam-6795	349	15	6795	6795	NUM
ejpam-6795	349	16	28	28	NUM
ejpam-6795	349	17	of	of	ADP
ejpam-6795	349	18	33	33	NUM
ejpam-6795	349	19	overall	overall	ADJ
ejpam-6795	349	20	,	,	PUNCT
ejpam-6795	349	21	the	the	DET
ejpam-6795	349	22	findings	finding	NOUN
ejpam-6795	349	23	confirm	confirm	VERB
ejpam-6795	349	24	the	the	DET
ejpam-6795	349	25	robustness	robustness	NOUN
ejpam-6795	349	26	and	and	CCONJ
ejpam-6795	349	27	predictive	predictive	ADJ
ejpam-6795	349	28	capability	capability	NOUN
ejpam-6795	349	29	of	of	ADP
ejpam-6795	349	30	the	the	DET
ejpam-6795	349	31	ann	ann	PROPN
ejpam-6795	349	32	–	–	PUNCT
ejpam-6795	349	33	lmt	lmt	NOUN
ejpam-6795	349	34	hybrid	hybrid	NOUN
ejpam-6795	349	35	framework	framework	NOUN
ejpam-6795	349	36	in	in	ADP
ejpam-6795	349	37	modeling	model	VERB
ejpam-6795	349	38	complex	complex	ADJ
ejpam-6795	349	39	nonlinear	nonlinear	ADJ
ejpam-6795	349	40	ferrohydrodynamic	ferrohydrodynamic	ADJ
ejpam-6795	349	41	systems	system	NOUN
ejpam-6795	349	42	involving	involve	VERB
ejpam-6795	349	43	melting	melting	NOUN
ejpam-6795	349	44	and	and	CCONJ
ejpam-6795	349	45	mass	mass	ADJ
ejpam-6795	349	46	diffusion	diffusion	NOUN
ejpam-6795	349	47	.	.	PUNCT
ejpam-6795	350	1	the	the	DET
ejpam-6795	350	2	proposed	propose	VERB
ejpam-6795	350	3	approach	approach	NOUN
ejpam-6795	350	4	offers	offer	VERB
ejpam-6795	350	5	a	a	DET
ejpam-6795	350	6	computationally	computationally	ADV
ejpam-6795	350	7	efficient	efficient	ADJ
ejpam-6795	350	8	and	and	CCONJ
ejpam-6795	350	9	accurate	accurate	ADJ
ejpam-6795	350	10	alternative	alternative	NOUN
ejpam-6795	350	11	to	to	ADP
ejpam-6795	350	12	purely	purely	ADV
ejpam-6795	350	13	numerical	numerical	ADJ
ejpam-6795	350	14	solvers	solver	NOUN
ejpam-6795	350	15	,	,	PUNCT
ejpam-6795	350	16	with	with	ADP
ejpam-6795	350	17	significant	significant	ADJ
ejpam-6795	350	18	potential	potential	NOUN
ejpam-6795	350	19	for	for	ADP
ejpam-6795	350	20	practical	practical	ADJ
ejpam-6795	350	21	applications	application	NOUN
ejpam-6795	350	22	in	in	ADP
ejpam-6795	350	23	magnetic	magnetic	ADJ
ejpam-6795	350	24	cooling	cooling	NOUN
ejpam-6795	350	25	,	,	PUNCT
ejpam-6795	350	26	materials	material	NOUN
ejpam-6795	350	27	processing	processing	NOUN
ejpam-6795	350	28	,	,	PUNCT
ejpam-6795	350	29	polymer	polymer	NOUN
ejpam-6795	350	30	extrusion	extrusion	NOUN
ejpam-6795	350	31	,	,	PUNCT
ejpam-6795	350	32	and	and	CCONJ
ejpam-6795	350	33	bioengineering	bioengineere	VERB
ejpam-6795	350	34	heat	heat	NOUN
ejpam-6795	350	35	transfer	transfer	NOUN
ejpam-6795	350	36	systems	system	NOUN
ejpam-6795	350	37	.	.	PUNCT
ejpam-6795	351	1	future	future	ADJ
ejpam-6795	351	2	studies	study	NOUN
ejpam-6795	351	3	may	may	AUX
ejpam-6795	351	4	focus	focus	VERB
ejpam-6795	351	5	on	on	ADP
ejpam-6795	351	6	unsteady	unsteady	ADJ
ejpam-6795	351	7	-	-	PUNCT
ejpam-6795	351	8	state	state	NOUN
ejpam-6795	351	9	and	and	CCONJ
ejpam-6795	351	10	three	three	NUM
ejpam-6795	351	11	-	-	PUNCT
ejpam-6795	351	12	dimensional	dimensional	ADJ
ejpam-6795	351	13	geometries	geometry	NOUN
ejpam-6795	351	14	,	,	PUNCT
ejpam-6795	351	15	experimental	experimental	ADJ
ejpam-6795	351	16	validation	validation	NOUN
ejpam-6795	351	17	,	,	PUNCT
ejpam-6795	351	18	and	and	CCONJ
ejpam-6795	351	19	the	the	DET
ejpam-6795	351	20	integration	integration	NOUN
ejpam-6795	351	21	of	of	ADP
ejpam-6795	351	22	advanced	advanced	ADJ
ejpam-6795	351	23	neural	neural	ADJ
ejpam-6795	351	24	architectures	architecture	NOUN
ejpam-6795	351	25	such	such	ADJ
ejpam-6795	351	26	as	as	ADP
ejpam-6795	351	27	physicsinformed	physicsinforme	VERB
ejpam-6795	351	28	neural	neural	ADJ
ejpam-6795	351	29	networks	network	NOUN
ejpam-6795	351	30	(	(	PUNCT
ejpam-6795	351	31	pinns	pinn	NOUN
ejpam-6795	351	32	)	)	PUNCT
ejpam-6795	351	33	to	to	PART
ejpam-6795	351	34	further	far	ADV
ejpam-6795	351	35	enhance	enhance	VERB
ejpam-6795	351	36	modeling	modeling	NOUN
ejpam-6795	351	37	accuracy	accuracy	NOUN
ejpam-6795	351	38	,	,	PUNCT
ejpam-6795	351	39	adaptability	adaptability	NOUN
ejpam-6795	351	40	,	,	PUNCT
ejpam-6795	351	41	and	and	CCONJ
ejpam-6795	351	42	physical	physical	ADJ
ejpam-6795	351	43	consistency	consistency	NOUN
ejpam-6795	351	44	.	.	PUNCT
ejpam-6795	352	1	table	table	NOUN
ejpam-6795	352	2	2	2	NUM
ejpam-6795	352	3	:	:	PUNCT
ejpam-6795	352	4	nomenclature	nomenclature	NOUN
ejpam-6795	352	5	defining	define	VERB
ejpam-6795	352	6	symbols	symbol	NOUN
ejpam-6795	352	7	,	,	PUNCT
ejpam-6795	352	8	dimensionless	dimensionless	NOUN
ejpam-6795	352	9	parameters	parameter	NOUN
ejpam-6795	352	10	,	,	PUNCT
ejpam-6795	352	11	and	and	CCONJ
ejpam-6795	352	12	abbreviations	abbreviation	NOUN
ejpam-6795	352	13	used	use	VERB
ejpam-6795	352	14	in	in	ADP
ejpam-6795	352	15	the	the	DET
ejpam-6795	352	16	study	study	NOUN
ejpam-6795	352	17	.	.	PUNCT
ejpam-6795	353	1	symbol	symbol	NOUN
ejpam-6795	353	2	description	description	NOUN
ejpam-6795	353	3	symbol	symbol	NOUN
ejpam-6795	353	4	description	description	PROPN
ejpam-6795	353	5	u	u	PROPN
ejpam-6795	353	6	,	,	PUNCT
ejpam-6795	353	7	v	v	ADJ
ejpam-6795	353	8	velocity	velocity	NOUN
ejpam-6795	353	9	components	component	NOUN
ejpam-6795	353	10	along	along	ADP
ejpam-6795	353	11	x	x	PROPN
ejpam-6795	353	12	,	,	PUNCT
ejpam-6795	353	13	y	y	PROPN
ejpam-6795	353	14	ū	ū	PROPN
ejpam-6795	353	15	,	,	PUNCT
ejpam-6795	353	16	v̄	v̄	ADJ
ejpam-6795	353	17	dimensional	dimensional	ADJ
ejpam-6795	353	18	velocity	velocity	NOUN
ejpam-6795	353	19	components	component	NOUN
ejpam-6795	353	20	t	t	PROPN
ejpam-6795	353	21	fluid	fluid	NOUN
ejpam-6795	353	22	temperature	temperature	NOUN
ejpam-6795	353	23	(	(	PUNCT
ejpam-6795	353	24	k	k	NOUN
ejpam-6795	353	25	)	)	PUNCT
ejpam-6795	353	26	tw	tw	PROPN
ejpam-6795	353	27	,	,	PUNCT
ejpam-6795	353	28	tc	tc	NOUN
ejpam-6795	353	29	,	,	PUNCT
ejpam-6795	353	30	t∞	t∞	PROPN
ejpam-6795	353	31	wall	wall	NOUN
ejpam-6795	353	32	,	,	PUNCT
ejpam-6795	353	33	curie	curie	PROPN
ejpam-6795	353	34	,	,	PUNCT
ejpam-6795	353	35	and	and	CCONJ
ejpam-6795	353	36	ambient	ambient	ADJ
ejpam-6795	353	37	temperatures	temperature	NOUN
ejpam-6795	353	38	(	(	PUNCT
ejpam-6795	353	39	k	k	X
ejpam-6795	353	40	)	)	PUNCT
ejpam-6795	353	41	c	c	PROPN
ejpam-6795	353	42	solute	solute	ADJ
ejpam-6795	353	43	concentration	concentration	NOUN
ejpam-6795	353	44	(	(	PUNCT
ejpam-6795	353	45	mol	mol	PROPN
ejpam-6795	353	46	/	/	SYM
ejpam-6795	353	47	m3	m3	PROPN
ejpam-6795	353	48	)	)	PUNCT
ejpam-6795	353	49	cw	cw	NOUN
ejpam-6795	353	50	,	,	PUNCT
ejpam-6795	353	51	c∞	c∞	PROPN
ejpam-6795	353	52	wall	wall	NOUN
ejpam-6795	353	53	and	and	CCONJ
ejpam-6795	353	54	ambient	ambient	ADJ
ejpam-6795	353	55	concentrations	concentration	NOUN
ejpam-6795	353	56	(	(	PUNCT
ejpam-6795	353	57	mol	mol	PROPN
ejpam-6795	353	58	/	/	SYM
ejpam-6795	353	59	m3	m3	PROPN
ejpam-6795	353	60	)	)	PUNCT
ejpam-6795	353	61	ρ	ρ	PROPN
ejpam-6795	353	62	fluid	fluid	ADJ
ejpam-6795	353	63	density	density	NOUN
ejpam-6795	353	64	(	(	PUNCT
ejpam-6795	353	65	kg	kg	NOUN
ejpam-6795	353	66	/	/	SYM
ejpam-6795	353	67	m3	m3	PROPN
ejpam-6795	353	68	)	)	PUNCT
ejpam-6795	353	69	µ	µ	NOUN
ejpam-6795	353	70	,	,	PUNCT
ejpam-6795	353	71	ν	ν	X
ejpam-6795	353	72	dynamic	dynamic	ADJ
ejpam-6795	353	73	and	and	CCONJ
ejpam-6795	353	74	kinematic	kinematic	ADJ
ejpam-6795	353	75	viscosity	viscosity	NOUN
ejpam-6795	353	76	k	k	X
ejpam-6795	353	77	thermal	thermal	ADJ
ejpam-6795	353	78	conductivity	conductivity	NOUN
ejpam-6795	353	79	(	(	PUNCT
ejpam-6795	353	80	w	w	NOUN
ejpam-6795	353	81	/	/	SYM
ejpam-6795	353	82	m·k	m·k	NOUN
ejpam-6795	353	83	)	)	PUNCT
ejpam-6795	353	84	cp	cp	NUM
ejpam-6795	353	85	specific	specific	ADJ
ejpam-6795	353	86	heat	heat	NOUN
ejpam-6795	353	87	at	at	ADP
ejpam-6795	353	88	constant	constant	ADJ
ejpam-6795	353	89	pressure	pressure	NOUN
ejpam-6795	353	90	(	(	PUNCT
ejpam-6795	353	91	j	j	NOUN
ejpam-6795	353	92	/	/	SYM
ejpam-6795	353	93	kg·k	kg·k	PROPN
ejpam-6795	353	94	)	)	PUNCT
ejpam-6795	353	95	µ0	µ0	NOUN
ejpam-6795	353	96	magnetic	magnetic	ADJ
ejpam-6795	353	97	permeability	permeability	NOUN
ejpam-6795	353	98	(	(	PUNCT
ejpam-6795	353	99	h	h	NOUN
ejpam-6795	353	100	/	/	SYM
ejpam-6795	353	101	m	m	NOUN
ejpam-6795	353	102	)	)	PUNCT
ejpam-6795	353	103	m	m	PROPN
ejpam-6795	353	104	,	,	PUNCT
ejpam-6795	353	105	h	h	NOUN
ejpam-6795	353	106	magnetization	magnetization	NOUN
ejpam-6795	353	107	and	and	CCONJ
ejpam-6795	353	108	magnetic	magnetic	ADJ
ejpam-6795	353	109	field	field	NOUN
ejpam-6795	353	110	strength	strength	NOUN
ejpam-6795	353	111	db	db	PROPN
ejpam-6795	353	112	,	,	PUNCT
ejpam-6795	353	113	dt	dt	ADP
ejpam-6795	353	114	brownian	brownian	ADJ
ejpam-6795	353	115	and	and	CCONJ
ejpam-6795	353	116	thermophoretic	thermophoretic	ADJ
ejpam-6795	353	117	diffusion	diffusion	NOUN
ejpam-6795	353	118	coeff	coeff	PROPN
ejpam-6795	353	119	.	.	PUNCT
ejpam-6795	354	1	k	k	PROPN
ejpam-6795	354	2	pyromagnetic	pyromagnetic	PROPN
ejpam-6795	354	3	coefficient	coefficient	PROPN
ejpam-6795	354	4	α1	α1	PROPN
ejpam-6795	354	5	magnetic	magnetic	ADJ
ejpam-6795	354	6	field	field	NOUN
ejpam-6795	354	7	constant	constant	ADJ
ejpam-6795	354	8	at	at	ADP
ejpam-6795	354	9	source	source	NOUN
ejpam-6795	354	10	c̄1	c̄1	X
ejpam-6795	354	11	distance	distance	NOUN
ejpam-6795	354	12	between	between	ADP
ejpam-6795	354	13	dipole	dipole	NOUN
ejpam-6795	354	14	and	and	CCONJ
ejpam-6795	354	15	surface	surface	NOUN
ejpam-6795	354	16	l	l	NOUN
ejpam-6795	354	17	characteristic	characteristic	ADJ
ejpam-6795	354	18	length	length	NOUN
ejpam-6795	354	19	(	(	PUNCT
ejpam-6795	354	20	m	m	NOUN
ejpam-6795	354	21	)	)	PUNCT
ejpam-6795	354	22	a	a	DET
ejpam-6795	354	23	stretching	stretch	VERB
ejpam-6795	354	24	rate	rate	NOUN
ejpam-6795	354	25	constant	constant	ADJ
ejpam-6795	354	26	d	d	NOUN
ejpam-6795	354	27	rate	rate	NOUN
ejpam-6795	354	28	of	of	ADP
ejpam-6795	354	29	deformation	deformation	NOUN
ejpam-6795	354	30	tensor	tensor	NOUN
ejpam-6795	354	31	b1	b1	NOUN
ejpam-6795	354	32	,	,	PUNCT
ejpam-6795	354	33	d1	d1	PROPN
ejpam-6795	354	34	constants	constant	VERB
ejpam-6795	354	35	cs	cs	ADJ
ejpam-6795	354	36	heat	heat	NOUN
ejpam-6795	354	37	capacity	capacity	NOUN
ejpam-6795	354	38	of	of	ADP
ejpam-6795	354	39	solid	solid	ADJ
ejpam-6795	354	40	surface	surface	NOUN
ejpam-6795	354	41	λ1	λ1	ADJ
ejpam-6795	354	42	latent	latent	NOUN
ejpam-6795	354	43	heat	heat	NOUN
ejpam-6795	354	44	of	of	ADP
ejpam-6795	354	45	nanofluid	nanofluid	PROPN
ejpam-6795	354	46	b	b	PROPN
ejpam-6795	354	47	melting	melting	NOUN
ejpam-6795	354	48	parameter	parameter	NOUN
ejpam-6795	354	49	β	β	X
ejpam-6795	354	50	ferrohydrodynamic	ferrohydrodynamic	NOUN
ejpam-6795	354	51	interaction	interaction	NOUN
ejpam-6795	354	52	parameter	parameter	NOUN
ejpam-6795	354	53	ec	ec	PROPN
ejpam-6795	354	54	eckert	eckert	PROPN
ejpam-6795	354	55	number	number	PROPN
ejpam-6795	354	56	pr	pr	VERB
ejpam-6795	354	57	prandtl	prandtl	NOUN
ejpam-6795	354	58	number	number	PROPN
ejpam-6795	354	59	sc	sc	PROPN
ejpam-6795	354	60	schmidt	schmidt	ADJ
ejpam-6795	354	61	number	number	NOUN
ejpam-6795	354	62	we	we	PRON
ejpam-6795	354	63	weissenberg	weissenberg	VERB
ejpam-6795	354	64	number	number	NOUN
ejpam-6795	354	65	ε	ε	PROPN
ejpam-6795	354	66	dimensionless	dimensionless	NOUN
ejpam-6795	354	67	curie	curie	PROPN
ejpam-6795	354	68	temperature	temperature	NOUN
ejpam-6795	354	69	λ	λ	PROPN
ejpam-6795	354	70	viscous	viscous	ADJ
ejpam-6795	354	71	dissipation	dissipation	NOUN
ejpam-6795	354	72	parameter	parameter	NOUN
ejpam-6795	354	73	α	α	PRON
ejpam-6795	354	74	non	non	ADJ
ejpam-6795	354	75	-	-	ADJ
ejpam-6795	354	76	dimensional	dimensional	ADJ
ejpam-6795	354	77	magnetic	magnetic	ADJ
ejpam-6795	354	78	dipole	dipole	NOUN
ejpam-6795	354	79	distance	distance	NOUN
ejpam-6795	354	80	n	n	CCONJ
ejpam-6795	354	81	power	power	NOUN
ejpam-6795	354	82	-	-	PUNCT
ejpam-6795	354	83	law	law	NOUN
ejpam-6795	354	84	index	index	NOUN
ejpam-6795	354	85	f(η	f(η	NOUN
ejpam-6795	354	86	)	)	PUNCT
ejpam-6795	354	87	dimensionless	dimensionless	NOUN
ejpam-6795	354	88	velocity	velocity	NOUN
ejpam-6795	354	89	profile	profile	NOUN
ejpam-6795	354	90	θ(η	θ(η	NOUN
ejpam-6795	354	91	)	)	PUNCT
ejpam-6795	354	92	dimensionless	dimensionless	NOUN
ejpam-6795	354	93	temperature	temperature	NOUN
ejpam-6795	354	94	profile	profile	NOUN
ejpam-6795	354	95	ϕ(η	ϕ(η	PROPN
ejpam-6795	354	96	)	)	PUNCT
ejpam-6795	354	97	dimensionless	dimensionless	NOUN
ejpam-6795	354	98	concentration	concentration	NOUN
ejpam-6795	354	99	profile	profile	PROPN
ejpam-6795	354	100	η	η	PROPN
ejpam-6795	354	101	similarity	similarity	PROPN
ejpam-6795	354	102	variable	variable	ADJ
ejpam-6795	354	103	θ(η	θ(η	NOUN
ejpam-6795	354	104	)	)	PUNCT
ejpam-6795	354	105	dimensionless	dimensionless	NOUN
ejpam-6795	354	106	temperature	temperature	NOUN
ejpam-6795	354	107	profile	profile	NOUN
ejpam-6795	354	108	mse	mse	NOUN
ejpam-6795	354	109	mean	mean	VERB
ejpam-6795	354	110	squared	square	VERB
ejpam-6795	354	111	error	error	NOUN
ejpam-6795	354	112	ann	ann	PROPN
ejpam-6795	354	113	artificial	artificial	ADJ
ejpam-6795	354	114	neural	neural	ADJ
ejpam-6795	354	115	network	network	NOUN
ejpam-6795	354	116	lmt	lmt	PROPN
ejpam-6795	354	117	levenberg	levenberg	PROPN
ejpam-6795	354	118	–	–	PUNCT
ejpam-6795	354	119	marquardt	marquardt	PROPN
ejpam-6795	354	120	technique	technique	NOUN
ejpam-6795	354	121	table	table	NOUN
ejpam-6795	354	122	2	2	NUM
ejpam-6795	354	123	presents	present	VERB
ejpam-6795	354	124	a	a	DET
ejpam-6795	354	125	comprehensive	comprehensive	ADJ
ejpam-6795	354	126	overview	overview	NOUN
ejpam-6795	354	127	of	of	ADP
ejpam-6795	354	128	all	all	DET
ejpam-6795	354	129	symbols	symbol	NOUN
ejpam-6795	354	130	,	,	PUNCT
ejpam-6795	354	131	parameters	parameter	NOUN
ejpam-6795	354	132	,	,	PUNCT
ejpam-6795	354	133	and	and	CCONJ
ejpam-6795	354	134	abbreviations	abbreviation	NOUN
ejpam-6795	354	135	used	use	VERB
ejpam-6795	354	136	in	in	ADP
ejpam-6795	354	137	the	the	DET
ejpam-6795	354	138	analysis	analysis	NOUN
ejpam-6795	354	139	,	,	PUNCT
ejpam-6795	354	140	ensuring	ensure	VERB
ejpam-6795	354	141	clarity	clarity	NOUN
ejpam-6795	354	142	and	and	CCONJ
ejpam-6795	354	143	consistency	consistency	NOUN
ejpam-6795	354	144	throughout	throughout	ADP
ejpam-6795	354	145	the	the	DET
ejpam-6795	354	146	manuscript	manuscript	NOUN
ejpam-6795	354	147	.	.	PUNCT
ejpam-6795	355	1	funding	funding	NOUN
ejpam-6795	355	2	statement	statement	NOUN
ejpam-6795	355	3	this	this	DET
ejpam-6795	355	4	study	study	NOUN
ejpam-6795	355	5	received	receive	VERB
ejpam-6795	355	6	no	no	DET
ejpam-6795	355	7	particular	particular	ADJ
ejpam-6795	355	8	support	support	NOUN
ejpam-6795	355	9	from	from	ADP
ejpam-6795	355	10	public	public	ADJ
ejpam-6795	355	11	,	,	PUNCT
ejpam-6795	355	12	corporate	corporate	ADJ
ejpam-6795	355	13	,	,	PUNCT
ejpam-6795	355	14	or	or	CCONJ
ejpam-6795	355	15	nonprofit	nonprofit	ADJ
ejpam-6795	355	16	entities	entity	NOUN
ejpam-6795	355	17	.	.	PUNCT
ejpam-6795	356	1	declaration	declaration	NOUN
ejpam-6795	356	2	of	of	ADP
ejpam-6795	356	3	competing	compete	VERB
ejpam-6795	356	4	interest	interest	NOUN
ejpam-6795	356	5	the	the	DET
ejpam-6795	356	6	authors	author	NOUN
ejpam-6795	356	7	declare	declare	VERB
ejpam-6795	356	8	that	that	SCONJ
ejpam-6795	356	9	none	none	NOUN
ejpam-6795	356	10	of	of	ADP
ejpam-6795	356	11	their	their	PRON
ejpam-6795	356	12	personal	personal	ADJ
ejpam-6795	356	13	ties	tie	NOUN
ejpam-6795	356	14	or	or	CCONJ
ejpam-6795	356	15	known	know	VERB
ejpam-6795	356	16	conflicting	conflicting	ADJ
ejpam-6795	356	17	financial	financial	ADJ
ejpam-6795	356	18	interests	interest	NOUN
ejpam-6795	356	19	might	might	AUX
ejpam-6795	356	20	have	have	AUX
ejpam-6795	356	21	seemed	seem	VERB
ejpam-6795	356	22	to	to	PART
ejpam-6795	356	23	have	have	AUX
ejpam-6795	356	24	influenced	influence	VERB
ejpam-6795	356	25	the	the	DET
ejpam-6795	356	26	work	work	NOUN
ejpam-6795	356	27	described	describe	VERB
ejpam-6795	356	28	in	in	ADP
ejpam-6795	356	29	this	this	DET
ejpam-6795	356	30	study	study	NOUN
ejpam-6795	356	31	.	.	PUNCT
ejpam-6795	357	1	acknowledgement	acknowledgement	NOUN
ejpam-6795	357	2	the	the	DET
ejpam-6795	357	3	authors	author	NOUN
ejpam-6795	357	4	are	be	AUX
ejpam-6795	357	5	thankful	thankful	ADJ
ejpam-6795	357	6	to	to	ADP
ejpam-6795	357	7	the	the	DET
ejpam-6795	357	8	university	university	NOUN
ejpam-6795	357	9	of	of	ADP
ejpam-6795	357	10	management	management	NOUN
ejpam-6795	357	11	and	and	CCONJ
ejpam-6795	357	12	technology	technology	NOUN
ejpam-6795	357	13	lahore	lahore	PROPN
ejpam-6795	357	14	pakistan	pakistan	PROPN
ejpam-6795	357	15	for	for	ADP
ejpam-6795	357	16	facilitating	facilitate	VERB
ejpam-6795	357	17	to	to	PART
ejpam-6795	357	18	support	support	VERB
ejpam-6795	357	19	this	this	DET
ejpam-6795	357	20	research	research	NOUN
ejpam-6795	357	21	.	.	PUNCT
ejpam-6795	358	1	data	datum	NOUN
ejpam-6795	358	2	availability	availability	PROPN
ejpam-6795	358	3	s.	s.	PROPN
ejpam-6795	358	4	khan	khan	PROPN
ejpam-6795	358	5	et	et	PROPN
ejpam-6795	358	6	al	al	PROPN
ejpam-6795	358	7	.	.	PUNCT
ejpam-6795	358	8	/	/	SYM
ejpam-6795	358	9	eur	eur	PROPN
ejpam-6795	358	10	.	.	PUNCT
ejpam-6795	359	1	j.	j.	PROPN
ejpam-6795	359	2	pure	pure	PROPN
ejpam-6795	359	3	appl	appl	PROPN
ejpam-6795	359	4	.	.	PROPN
ejpam-6795	359	5	math	math	PROPN
ejpam-6795	359	6	,	,	PUNCT
ejpam-6795	359	7	18	18	NUM
ejpam-6795	359	8	(	(	PUNCT
ejpam-6795	359	9	4	4	NUM
ejpam-6795	359	10	)	)	PUNCT
ejpam-6795	359	11	(	(	PUNCT
ejpam-6795	359	12	2025	2025	NUM
ejpam-6795	359	13	)	)	PUNCT
ejpam-6795	359	14	,	,	PUNCT
ejpam-6795	359	15	6795	6795	NUM
ejpam-6795	359	16	29	29	NUM
ejpam-6795	359	17	of	of	ADP
ejpam-6795	359	18	33	33	NUM
ejpam-6795	359	19	the	the	DET
ejpam-6795	359	20	corresponding	corresponding	ADJ
ejpam-6795	359	21	author	author	NOUN
ejpam-6795	359	22	can	can	AUX
ejpam-6795	359	23	provide	provide	VERB
ejpam-6795	359	24	the	the	DET
ejpam-6795	359	25	datasets	dataset	NOUN
ejpam-6795	359	26	that	that	PRON
ejpam-6795	359	27	were	be	AUX
ejpam-6795	359	28	utilized	utilize	VERB
ejpam-6795	359	29	in	in	ADP
ejpam-6795	359	30	this	this	DET
ejpam-6795	359	31	work	work	NOUN
ejpam-6795	359	32	upon	upon	SCONJ
ejpam-6795	359	33	reasonable	reasonable	ADJ
ejpam-6795	359	34	request	request	NOUN
ejpam-6795	359	35	.	.	PUNCT
ejpam-6795	360	1	references	reference	NOUN
ejpam-6795	360	2	[	[	X
ejpam-6795	360	3	1	1	X
ejpam-6795	360	4	]	]	PUNCT
ejpam-6795	360	5	muhammad	muhammad	PROPN
ejpam-6795	360	6	tabrez	tabrez	PROPN
ejpam-6795	360	7	,	,	PUNCT
ejpam-6795	360	8	waqar	waqar	PROPN
ejpam-6795	360	9	azeem	azeem	PROPN
ejpam-6795	360	10	khan	khan	PROPN
ejpam-6795	360	11	,	,	PUNCT
ejpam-6795	360	12	taseer	taseer	PROPN
ejpam-6795	360	13	muhammad	muhammad	PROPN
ejpam-6795	360	14	,	,	PUNCT
ejpam-6795	360	15	iftikhar	iftikhar	PROPN
ejpam-6795	360	16	hussain	hussain	PROPN
ejpam-6795	360	17	,	,	PUNCT
ejpam-6795	360	18	and	and	CCONJ
ejpam-6795	360	19	muhammad	muhammad	PROPN
ejpam-6795	360	20	waqas	waqas	PROPN
ejpam-6795	360	21	.	.	PUNCT
ejpam-6795	361	1	significance	significance	NOUN
ejpam-6795	361	2	of	of	ADP
ejpam-6795	361	3	thermo	thermo	NOUN
ejpam-6795	361	4	-	-	PUNCT
ejpam-6795	361	5	dynamical	dynamical	ADJ
ejpam-6795	361	6	moment	moment	NOUN
ejpam-6795	361	7	of	of	ADP
ejpam-6795	361	8	ferromagnetic	ferromagnetic	ADJ
ejpam-6795	361	9	nanoparticles	nanoparticle	NOUN
ejpam-6795	361	10	and	and	CCONJ
ejpam-6795	361	11	bioconvection	bioconvection	NOUN
ejpam-6795	361	12	analysis	analysis	NOUN
ejpam-6795	361	13	for	for	ADP
ejpam-6795	361	14	magnetized	magnetized	ADJ
ejpam-6795	361	15	carreau	carreau	PROPN
ejpam-6795	361	16	fluid	fluid	NOUN
ejpam-6795	361	17	under	under	ADP
ejpam-6795	361	18	the	the	DET
ejpam-6795	361	19	influence	influence	NOUN
ejpam-6795	361	20	of	of	ADP
ejpam-6795	361	21	gyrotactic	gyrotactic	ADJ
ejpam-6795	361	22	moment	moment	NOUN
ejpam-6795	361	23	of	of	ADP
ejpam-6795	361	24	microorganisms	microorganism	NOUN
ejpam-6795	361	25	.	.	PUNCT
ejpam-6795	362	1	tribology	tribology	PROPN
ejpam-6795	362	2	international	international	PROPN
ejpam-6795	362	3	,	,	PUNCT
ejpam-6795	362	4	186:108633	186:108633	NUM
ejpam-6795	362	5	,	,	PUNCT
ejpam-6795	362	6	2023	2023	NUM
ejpam-6795	362	7	.	.	PUNCT
ejpam-6795	363	1	[	[	X
ejpam-6795	363	2	2	2	X
ejpam-6795	363	3	]	]	PUNCT
ejpam-6795	363	4	iftikhar	iftikhar	PROPN
ejpam-6795	363	5	hussain	hussain	PROPN
ejpam-6795	363	6	,	,	PUNCT
ejpam-6795	363	7	waqar	waqar	PROPN
ejpam-6795	363	8	azeem	azeem	PROPN
ejpam-6795	363	9	khan	khan	PROPN
ejpam-6795	363	10	,	,	PUNCT
ejpam-6795	363	11	muhammad	muhammad	PROPN
ejpam-6795	363	12	tabrez	tabrez	PROPN
ejpam-6795	363	13	,	,	PUNCT
ejpam-6795	363	14	m.	m.	NOUN
ejpam-6795	363	15	waqas	waqas	PROPN
ejpam-6795	363	16	,	,	PUNCT
ejpam-6795	363	17	talib	talib	PROPN
ejpam-6795	363	18	k.	k.	PROPN
ejpam-6795	363	19	ibrahim	ibrahim	PROPN
ejpam-6795	363	20	,	,	PUNCT
ejpam-6795	363	21	taoufik	taoufik	VERB
ejpam-6795	363	22	saidani	saidani	PROPN
ejpam-6795	363	23	,	,	PUNCT
ejpam-6795	363	24	m.	m.	NOUN
ejpam-6795	363	25	s.	s.	PROPN
ejpam-6795	363	26	kausar	kausar	PROPN
ejpam-6795	363	27	,	,	PUNCT
ejpam-6795	363	28	nurnadiah	nurnadiah	PROPN
ejpam-6795	363	29	zamri	zamri	PROPN
ejpam-6795	363	30	,	,	PUNCT
ejpam-6795	363	31	barno	barno	PROPN
ejpam-6795	363	32	abdullaeva	abdullaeva	NOUN
ejpam-6795	363	33	,	,	PUNCT
ejpam-6795	363	34	and	and	CCONJ
ejpam-6795	363	35	hakim	hakim	PROPN
ejpam-6795	363	36	al	al	PROPN
ejpam-6795	363	37	garalleh	garalleh	PROPN
ejpam-6795	363	38	.	.	PUNCT
ejpam-6795	364	1	a	a	DET
ejpam-6795	364	2	computational	computational	ADJ
ejpam-6795	364	3	framework	framework	NOUN
ejpam-6795	364	4	for	for	ADP
ejpam-6795	364	5	carreau	carreau	PROPN
ejpam-6795	364	6	nanomaterial	nanomaterial	PROPN
ejpam-6795	364	7	induced	induce	VERB
ejpam-6795	364	8	by	by	ADP
ejpam-6795	364	9	stretchy	stretchy	ADJ
ejpam-6795	364	10	regime	regime	NOUN
ejpam-6795	364	11	considering	consider	VERB
ejpam-6795	364	12	brownian	brownian	ADJ
ejpam-6795	364	13	diffusion	diffusion	NOUN
ejpam-6795	364	14	,	,	PUNCT
ejpam-6795	364	15	viscous	viscous	ADJ
ejpam-6795	364	16	dissipation	dissipation	NOUN
ejpam-6795	364	17	,	,	PUNCT
ejpam-6795	364	18	ferromagnetism	ferromagnetism	NOUN
ejpam-6795	364	19	and	and	CCONJ
ejpam-6795	364	20	thermophoresis	thermophoresis	NOUN
ejpam-6795	364	21	.	.	PUNCT
ejpam-6795	365	1	partial	partial	ADJ
ejpam-6795	365	2	differential	differential	ADJ
ejpam-6795	365	3	equations	equation	NOUN
ejpam-6795	365	4	in	in	ADP
ejpam-6795	365	5	applied	applied	ADJ
ejpam-6795	365	6	mathematics	mathematic	NOUN
ejpam-6795	365	7	,	,	PUNCT
ejpam-6795	365	8	13:101067	13:101067	NUM
ejpam-6795	365	9	,	,	PUNCT
ejpam-6795	365	10	2025	2025	NUM
ejpam-6795	365	11	.	.	PUNCT
ejpam-6795	366	1	[	[	X
ejpam-6795	366	2	3	3	X
ejpam-6795	366	3	]	]	X
ejpam-6795	366	4	muhammad	muhammad	PROPN
ejpam-6795	366	5	tabrez	tabrez	PROPN
ejpam-6795	366	6	,	,	PUNCT
ejpam-6795	366	7	i.	i.	PROPN
ejpam-6795	366	8	hussain	hussain	PROPN
ejpam-6795	366	9	,	,	PUNCT
ejpam-6795	366	10	w.	w.	PROPN
ejpam-6795	366	11	a.	a.	PROPN
ejpam-6795	366	12	khan	khan	PROPN
ejpam-6795	366	13	,	,	PUNCT
ejpam-6795	366	14	s.	s.	PROPN
ejpam-6795	366	15	u.	u.	PROPN
ejpam-6795	366	16	khan	khan	PROPN
ejpam-6795	366	17	,	,	PUNCT
ejpam-6795	366	18	m.	m.	PROPN
ejpam-6795	366	19	waqas	waqas	PROPN
ejpam-6795	366	20	,	,	PUNCT
ejpam-6795	366	21	rzgar	rzgar	PROPN
ejpam-6795	366	22	farooq	farooq	PROPN
ejpam-6795	366	23	rashid	rashid	PROPN
ejpam-6795	366	24	,	,	PUNCT
ejpam-6795	366	25	m.	m.	PROPN
ejpam-6795	366	26	i.	i.	PROPN
ejpam-6795	366	27	anwar	anwar	PROPN
ejpam-6795	366	28	,	,	PUNCT
ejpam-6795	366	29	mohamed	mohamed	PROPN
ejpam-6795	366	30	ben	ben	PROPN
ejpam-6795	366	31	ammar	ammar	PROPN
ejpam-6795	366	32	,	,	PUNCT
ejpam-6795	366	33	nurnadiah	nurnadiah	PROPN
ejpam-6795	366	34	zamri	zamri	PROPN
ejpam-6795	366	35	,	,	PUNCT
ejpam-6795	366	36	ruzimurod	ruzimurod	NOUN
ejpam-6795	366	37	abiyev	abiyev	NOUN
ejpam-6795	366	38	,	,	PUNCT
ejpam-6795	366	39	et	et	PROPN
ejpam-6795	366	40	al	al	PROPN
ejpam-6795	366	41	.	.	PUNCT
ejpam-6795	366	42	impacts	impact	NOUN
ejpam-6795	366	43	of	of	ADP
ejpam-6795	366	44	oxytactic	oxytactic	ADJ
ejpam-6795	366	45	microorganisms	microorganism	NOUN
ejpam-6795	366	46	and	and	CCONJ
ejpam-6795	366	47	viscous	viscous	ADJ
ejpam-6795	366	48	dissipation	dissipation	NOUN
ejpam-6795	366	49	in	in	ADP
ejpam-6795	366	50	carreau	carreau	PROPN
ejpam-6795	366	51	nanoliquid	nanoliquid	PROPN
ejpam-6795	366	52	featuring	feature	VERB
ejpam-6795	366	53	ferromagnetic	ferromagnetic	ADJ
ejpam-6795	366	54	nanoparticles	nanoparticle	NOUN
ejpam-6795	366	55	.	.	PUNCT
ejpam-6795	367	1	partial	partial	ADJ
ejpam-6795	367	2	differential	differential	ADJ
ejpam-6795	367	3	equations	equation	NOUN
ejpam-6795	367	4	in	in	ADP
ejpam-6795	367	5	applied	applied	ADJ
ejpam-6795	367	6	mathematics	mathematic	NOUN
ejpam-6795	367	7	,	,	PUNCT
ejpam-6795	367	8	13:101027	13:101027	NUM
ejpam-6795	367	9	,	,	PUNCT
ejpam-6795	367	10	2025	2025	NUM
ejpam-6795	367	11	.	.	PUNCT
ejpam-6795	368	1	[	[	X
ejpam-6795	368	2	4	4	NUM
ejpam-6795	368	3	]	]	X
ejpam-6795	368	4	h.	h.	PROPN
ejpam-6795	368	5	thameem	thameem	PROPN
ejpam-6795	368	6	basha	basha	PROPN
ejpam-6795	368	7	,	,	PUNCT
ejpam-6795	368	8	r.	r.	PROPN
ejpam-6795	368	9	sivaraj	sivaraj	PROPN
ejpam-6795	368	10	,	,	PUNCT
ejpam-6795	368	11	a.	a.	NOUN
ejpam-6795	368	12	subramanyam	subramanyam	PROPN
ejpam-6795	368	13	reddy	reddy	PROPN
ejpam-6795	368	14	,	,	PUNCT
ejpam-6795	368	15	ali	ali	PROPN
ejpam-6795	368	16	j.	j.	PROPN
ejpam-6795	368	17	chamkha	chamkha	PROPN
ejpam-6795	368	18	,	,	PUNCT
ejpam-6795	368	19	and	and	CCONJ
ejpam-6795	368	20	h.	h.	PROPN
ejpam-6795	368	21	m.	m.	PROPN
ejpam-6795	368	22	baskonus	baskonus	PROPN
ejpam-6795	368	23	.	.	PUNCT
ejpam-6795	369	1	a	a	DET
ejpam-6795	369	2	numerical	numerical	ADJ
ejpam-6795	369	3	study	study	NOUN
ejpam-6795	369	4	of	of	ADP
ejpam-6795	369	5	the	the	DET
ejpam-6795	369	6	ferromagnetic	ferromagnetic	ADJ
ejpam-6795	369	7	flow	flow	NOUN
ejpam-6795	369	8	of	of	ADP
ejpam-6795	369	9	carreau	carreau	PROPN
ejpam-6795	369	10	nanofluid	nanofluid	PROPN
ejpam-6795	369	11	over	over	ADP
ejpam-6795	369	12	a	a	DET
ejpam-6795	369	13	wedge	wedge	NOUN
ejpam-6795	369	14	,	,	PUNCT
ejpam-6795	369	15	plate	plate	NOUN
ejpam-6795	369	16	and	and	CCONJ
ejpam-6795	369	17	stagnation	stagnation	NOUN
ejpam-6795	369	18	point	point	NOUN
ejpam-6795	369	19	with	with	ADP
ejpam-6795	369	20	a	a	DET
ejpam-6795	369	21	magnetic	magnetic	ADJ
ejpam-6795	369	22	dipole	dipole	NOUN
ejpam-6795	369	23	.	.	PUNCT
ejpam-6795	370	1	aims	aim	VERB
ejpam-6795	370	2	mathematics	mathematic	NOUN
ejpam-6795	370	3	,	,	PUNCT
ejpam-6795	370	4	5(5):4197–4220	5(5):4197–4220	PROPN
ejpam-6795	370	5	,	,	PUNCT
ejpam-6795	370	6	2020	2020	NUM
ejpam-6795	370	7	.	.	PUNCT
ejpam-6795	371	1	[	[	X
ejpam-6795	371	2	5	5	NUM
ejpam-6795	371	3	]	]	PUNCT
ejpam-6795	371	4	syed	syed	ADJ
ejpam-6795	371	5	amir	amir	PROPN
ejpam-6795	371	6	ghazi	ghazi	PROPN
ejpam-6795	371	7	ali	ali	PROPN
ejpam-6795	371	8	shah	shah	PROPN
ejpam-6795	371	9	,	,	PUNCT
ejpam-6795	371	10	ali	ali	PROPN
ejpam-6795	371	11	hassan	hassan	PROPN
ejpam-6795	371	12	,	,	PUNCT
ejpam-6795	371	13	najah	najah	PROPN
ejpam-6795	371	14	alsubaie	alsubaie	PROPN
ejpam-6795	371	15	,	,	PUNCT
ejpam-6795	371	16	abdullah	abdullah	PROPN
ejpam-6795	371	17	alhushaybari	alhushaybari	PROPN
ejpam-6795	371	18	,	,	PUNCT
ejpam-6795	371	19	fahad	fahad	PROPN
ejpam-6795	371	20	m.	m.	PROPN
ejpam-6795	371	21	alharbi	alharbi	PROPN
ejpam-6795	371	22	,	,	PUNCT
ejpam-6795	371	23	ahmed	ahmed	PROPN
ejpam-6795	371	24	m.	m.	PROPN
ejpam-6795	371	25	galal	galal	PROPN
ejpam-6795	371	26	,	,	PUNCT
ejpam-6795	371	27	diana	diana	PROPN
ejpam-6795	371	28	-	-	PUNCT
ejpam-6795	371	29	petronela	petronela	PROPN
ejpam-6795	371	30	burduhos	burduhos	NOUN
ejpam-6795	371	31	-	-	PUNCT
ejpam-6795	371	32	nergis	nergis	PROPN
ejpam-6795	371	33	,	,	PUNCT
ejpam-6795	371	34	and	and	CCONJ
ejpam-6795	371	35	costica	costica	VERB
ejpam-6795	371	36	bejinariu	bejinariu	PROPN
ejpam-6795	371	37	.	.	PUNCT
ejpam-6795	372	1	convective	convective	ADJ
ejpam-6795	372	2	heat	heat	NOUN
ejpam-6795	372	3	transfer	transfer	NOUN
ejpam-6795	372	4	in	in	ADP
ejpam-6795	372	5	magneto	magneto	ADJ
ejpam-6795	372	6	-	-	PUNCT
ejpam-6795	372	7	hydrodynamic	hydrodynamic	PROPN
ejpam-6795	372	8	carreau	carreau	PROPN
ejpam-6795	372	9	fluid	fluid	NOUN
ejpam-6795	372	10	with	with	ADP
ejpam-6795	372	11	temperature	temperature	NOUN
ejpam-6795	372	12	dependent	dependent	ADJ
ejpam-6795	372	13	viscosity	viscosity	NOUN
ejpam-6795	372	14	and	and	CCONJ
ejpam-6795	372	15	thermal	thermal	ADJ
ejpam-6795	372	16	conductivity	conductivity	NOUN
ejpam-6795	372	17	.	.	PUNCT
ejpam-6795	373	1	nanomaterials	nanomaterial	NOUN
ejpam-6795	373	2	,	,	PUNCT
ejpam-6795	373	3	12(22):4084	12(22):4084	NUM
ejpam-6795	373	4	,	,	PUNCT
ejpam-6795	373	5	2022	2022	NUM
ejpam-6795	373	6	.	.	PUNCT
ejpam-6795	374	1	[	[	X
ejpam-6795	374	2	6	6	NUM
ejpam-6795	374	3	]	]	PUNCT
ejpam-6795	374	4	dheia	dheia	PROPN
ejpam-6795	374	5	g.	g.	PROPN
ejpam-6795	374	6	salih	salih	PROPN
ejpam-6795	374	7	al	al	PROPN
ejpam-6795	374	8	-	-	PUNCT
ejpam-6795	374	9	khafajy	khafajy	PROPN
ejpam-6795	374	10	and	and	CCONJ
ejpam-6795	374	11	radhwan	radhwan	PROPN
ejpam-6795	374	12	r.	r.	PROPN
ejpam-6795	374	13	majeed	majeed	PROPN
ejpam-6795	374	14	mashhadi	mashhadi	PROPN
ejpam-6795	374	15	.	.	PUNCT
ejpam-6795	375	1	the	the	DET
ejpam-6795	375	2	peristaltic	peristaltic	ADJ
ejpam-6795	375	3	flow	flow	NOUN
ejpam-6795	375	4	for	for	ADP
ejpam-6795	375	5	carreau	carreau	PROPN
ejpam-6795	375	6	fluid	fluid	NOUN
ejpam-6795	375	7	through	through	ADP
ejpam-6795	375	8	an	an	DET
ejpam-6795	375	9	elastic	elastic	ADJ
ejpam-6795	375	10	channel	channel	NOUN
ejpam-6795	375	11	.	.	PUNCT
ejpam-6795	376	1	journal	journal	NOUN
ejpam-6795	376	2	of	of	ADP
ejpam-6795	376	3	the	the	DET
ejpam-6795	376	4	mechanical	mechanical	ADJ
ejpam-6795	376	5	behavior	behavior	NOUN
ejpam-6795	376	6	of	of	ADP
ejpam-6795	376	7	materials	material	NOUN
ejpam-6795	376	8	,	,	PUNCT
ejpam-6795	376	9	32(1):20220257	32(1):20220257	NUM
ejpam-6795	376	10	,	,	PUNCT
ejpam-6795	376	11	2023	2023	NUM
ejpam-6795	376	12	.	.	PUNCT
ejpam-6795	377	1	[	[	X
ejpam-6795	377	2	7	7	NUM
ejpam-6795	377	3	]	]	X
ejpam-6795	377	4	sohail	sohail	PROPN
ejpam-6795	377	5	rehman	rehman	PROPN
ejpam-6795	377	6	,	,	PUNCT
ejpam-6795	377	7	ayman	ayman	PROPN
ejpam-6795	377	8	alfaleh	alfaleh	PROPN
ejpam-6795	377	9	,	,	PUNCT
ejpam-6795	377	10	kallekh	kallekh	ADJ
ejpam-6795	377	11	afef	afef	NOUN
ejpam-6795	377	12	,	,	PUNCT
ejpam-6795	377	13	syed	syed	PROPN
ejpam-6795	377	14	inayat	inayat	PROPN
ejpam-6795	377	15	ali	ali	PROPN
ejpam-6795	377	16	shah	shah	PROPN
ejpam-6795	377	17	,	,	PUNCT
ejpam-6795	377	18	et	et	PROPN
ejpam-6795	377	19	al	al	PROPN
ejpam-6795	377	20	.	.	PROPN
ejpam-6795	377	21	onset	onset	PROPN
ejpam-6795	377	22	about	about	ADP
ejpam-6795	377	23	isothermal	isothermal	ADJ
ejpam-6795	377	24	flow	flow	NOUN
ejpam-6795	377	25	of	of	ADP
ejpam-6795	377	26	carreau	carreau	PROPN
ejpam-6795	377	27	liquid	liquid	PROPN
ejpam-6795	377	28	over	over	ADP
ejpam-6795	377	29	converging	converge	VERB
ejpam-6795	377	30	channel	channel	NOUN
ejpam-6795	377	31	with	with	ADP
ejpam-6795	377	32	cattaneo	cattaneo	NOUN
ejpam-6795	377	33	-	-	PUNCT
ejpam-6795	377	34	christov	christov	ADJ
ejpam-6795	377	35	heat	heat	NOUN
ejpam-6795	377	36	and	and	CCONJ
ejpam-6795	377	37	mass	mass	ADJ
ejpam-6795	377	38	fluxes	flux	NOUN
ejpam-6795	377	39	.	.	PUNCT
ejpam-6795	378	1	heliyon	heliyon	NOUN
ejpam-6795	378	2	,	,	PUNCT
ejpam-6795	378	3	9(5	9(5	NUM
ejpam-6795	378	4	)	)	PUNCT
ejpam-6795	378	5	,	,	PUNCT
ejpam-6795	378	6	2023	2023	NUM
ejpam-6795	378	7	.	.	PUNCT
ejpam-6795	379	1	[	[	X
ejpam-6795	379	2	8	8	NUM
ejpam-6795	379	3	]	]	X
ejpam-6795	379	4	n.	n.	PROPN
ejpam-6795	379	5	kutev	kutev	PROPN
ejpam-6795	379	6	,	,	PUNCT
ejpam-6795	379	7	s.	s.	PROPN
ejpam-6795	379	8	tabakova	tabakova	PROPN
ejpam-6795	379	9	,	,	PUNCT
ejpam-6795	379	10	and	and	CCONJ
ejpam-6795	379	11	st	st	PROPN
ejpam-6795	379	12	radev	radev	PROPN
ejpam-6795	379	13	.	.	PUNCT
ejpam-6795	380	1	unsteady	unsteady	ADJ
ejpam-6795	380	2	flow	flow	NOUN
ejpam-6795	380	3	of	of	ADP
ejpam-6795	380	4	carreau	carreau	PROPN
ejpam-6795	380	5	fluid	fluid	NOUN
ejpam-6795	380	6	in	in	ADP
ejpam-6795	380	7	a	a	DET
ejpam-6795	380	8	pipe	pipe	NOUN
ejpam-6795	380	9	.	.	PUNCT
ejpam-6795	381	1	zeitschrift	zeitschrift	PROPN
ejpam-6795	381	2	für	für	PROPN
ejpam-6795	381	3	angewandte	angewandte	PROPN
ejpam-6795	381	4	mathematik	mathematik	PROPN
ejpam-6795	381	5	und	und	PROPN
ejpam-6795	381	6	physik	physik	PROPN
ejpam-6795	381	7	,	,	PUNCT
ejpam-6795	381	8	72:1–14	72:1–14	NUM
ejpam-6795	381	9	,	,	PUNCT
ejpam-6795	381	10	2021	2021	NUM
ejpam-6795	381	11	.	.	PUNCT
ejpam-6795	382	1	[	[	X
ejpam-6795	382	2	9	9	NUM
ejpam-6795	382	3	]	]	X
ejpam-6795	382	4	dibyendu	dibyendu	NOUN
ejpam-6795	382	5	ghosh	ghosh	PROPN
ejpam-6795	382	6	,	,	PUNCT
ejpam-6795	382	7	phaojee	phaojee	PROPN
ejpam-6795	382	8	r.	r.	PROPN
ejpam-6795	382	9	meena	meena	PROPN
ejpam-6795	382	10	,	,	PUNCT
ejpam-6795	382	11	and	and	CCONJ
ejpam-6795	382	12	prasanta	prasanta	PROPN
ejpam-6795	382	13	k.	k.	PROPN
ejpam-6795	382	14	das	das	PROPN
ejpam-6795	382	15	.	.	PUNCT
ejpam-6795	383	1	a	a	DET
ejpam-6795	383	2	fully	fully	ADV
ejpam-6795	383	3	analytical	analytical	ADJ
ejpam-6795	383	4	solution	solution	NOUN
ejpam-6795	383	5	of	of	ADP
ejpam-6795	383	6	convection	convection	NOUN
ejpam-6795	383	7	in	in	ADP
ejpam-6795	383	8	ferrofluids	ferrofluid	NOUN
ejpam-6795	383	9	during	during	ADP
ejpam-6795	383	10	couette	couette	NOUN
ejpam-6795	383	11	-	-	PUNCT
ejpam-6795	383	12	poiseuille	poiseuille	NOUN
ejpam-6795	383	13	flow	flow	NOUN
ejpam-6795	383	14	subjected	subject	VERB
ejpam-6795	383	15	to	to	ADP
ejpam-6795	383	16	an	an	DET
ejpam-6795	383	17	orthogonal	orthogonal	ADJ
ejpam-6795	383	18	magnetic	magnetic	ADJ
ejpam-6795	383	19	field	field	NOUN
ejpam-6795	383	20	.	.	PUNCT
ejpam-6795	384	1	international	international	ADJ
ejpam-6795	384	2	communications	communication	NOUN
ejpam-6795	384	3	in	in	ADP
ejpam-6795	384	4	heat	heat	NOUN
ejpam-6795	384	5	and	and	CCONJ
ejpam-6795	384	6	mass	mass	NOUN
ejpam-6795	384	7	transfer	transfer	NOUN
ejpam-6795	384	8	,	,	PUNCT
ejpam-6795	384	9	130:105793	130:105793	NUM
ejpam-6795	384	10	,	,	PUNCT
ejpam-6795	384	11	2022	2022	NUM
ejpam-6795	384	12	.	.	PUNCT
ejpam-6795	385	1	s.	s.	PROPN
ejpam-6795	385	2	khan	khan	PROPN
ejpam-6795	385	3	et	et	PROPN
ejpam-6795	385	4	al	al	PROPN
ejpam-6795	385	5	.	.	PUNCT
ejpam-6795	385	6	/	/	SYM
ejpam-6795	385	7	eur	eur	PROPN
ejpam-6795	385	8	.	.	PUNCT
ejpam-6795	386	1	j.	j.	PROPN
ejpam-6795	386	2	pure	pure	PROPN
ejpam-6795	386	3	appl	appl	PROPN
ejpam-6795	386	4	.	.	PROPN
ejpam-6795	386	5	math	math	PROPN
ejpam-6795	386	6	,	,	PUNCT
ejpam-6795	386	7	18	18	NUM
ejpam-6795	386	8	(	(	PUNCT
ejpam-6795	386	9	4	4	NUM
ejpam-6795	386	10	)	)	PUNCT
ejpam-6795	386	11	(	(	PUNCT
ejpam-6795	386	12	2025	2025	NUM
ejpam-6795	386	13	)	)	PUNCT
ejpam-6795	386	14	,	,	PUNCT
ejpam-6795	386	15	6795	6795	NUM
ejpam-6795	386	16	30	30	NUM
ejpam-6795	386	17	of	of	ADP
ejpam-6795	386	18	33	33	NUM
ejpam-6795	386	19	[	[	SYM
ejpam-6795	386	20	10	10	NUM
ejpam-6795	386	21	]	]	X
ejpam-6795	386	22	iman	iman	PROPN
ejpam-6795	386	23	al	al	PROPN
ejpam-6795	386	24	-	-	PUNCT
ejpam-6795	386	25	obaidi	obaidi	PROPN
ejpam-6795	386	26	,	,	PUNCT
ejpam-6795	386	27	hamsa	hamsa	NOUN
ejpam-6795	386	28	saleem	saleem	PROPN
ejpam-6795	386	29	,	,	PUNCT
ejpam-6795	386	30	and	and	CCONJ
ejpam-6795	386	31	alaa	alaa	PROPN
ejpam-6795	386	32	hammodat	hammodat	PROPN
ejpam-6795	386	33	.	.	PUNCT
ejpam-6795	387	1	the	the	DET
ejpam-6795	387	2	effect	effect	NOUN
ejpam-6795	387	3	of	of	ADP
ejpam-6795	387	4	a	a	DET
ejpam-6795	387	5	magnetic	magnetic	ADJ
ejpam-6795	387	6	field	field	NOUN
ejpam-6795	387	7	on	on	ADP
ejpam-6795	387	8	the	the	DET
ejpam-6795	387	9	stability	stability	NOUN
ejpam-6795	387	10	of	of	ADP
ejpam-6795	387	11	fluid	fluid	ADJ
ejpam-6795	387	12	flow	flow	NOUN
ejpam-6795	387	13	in	in	ADP
ejpam-6795	387	14	a	a	DET
ejpam-6795	387	15	porous	porous	ADJ
ejpam-6795	387	16	channel	channel	NOUN
ejpam-6795	387	17	.	.	PUNCT
ejpam-6795	388	1	2023	2023	NUM
ejpam-6795	388	2	.	.	PUNCT
ejpam-6795	389	1	[	[	X
ejpam-6795	389	2	11	11	NUM
ejpam-6795	389	3	]	]	X
ejpam-6795	389	4	g.	g.	PROPN
ejpam-6795	389	5	dharmaiah	dharmaiah	PROPN
ejpam-6795	389	6	,	,	PUNCT
ejpam-6795	389	7	j.	j.	PROPN
ejpam-6795	389	8	l.	l.	PROPN
ejpam-6795	389	9	rama	rama	PROPN
ejpam-6795	389	10	prasad	prasad	PROPN
ejpam-6795	389	11	,	,	PUNCT
ejpam-6795	389	12	k.	k.	PROPN
ejpam-6795	389	13	s.	s.	PROPN
ejpam-6795	389	14	balamurugan	balamurugan	PROPN
ejpam-6795	389	15	,	,	PUNCT
ejpam-6795	389	16	i.	i.	PROPN
ejpam-6795	389	17	nurhidayat	nurhidayat	PROPN
ejpam-6795	389	18	,	,	PUNCT
ejpam-6795	389	19	unai	unai	PROPN
ejpam-6795	389	20	fernandez	fernandez	PROPN
ejpam-6795	389	21	-	-	PUNCT
ejpam-6795	389	22	gamiz	gamiz	NOUN
ejpam-6795	389	23	,	,	PUNCT
ejpam-6795	389	24	and	and	CCONJ
ejpam-6795	389	25	samad	samad	PROPN
ejpam-6795	389	26	noeiaghdam	noeiaghdam	PROPN
ejpam-6795	389	27	.	.	PUNCT
ejpam-6795	390	1	performance	performance	NOUN
ejpam-6795	390	2	of	of	ADP
ejpam-6795	390	3	magnetic	magnetic	ADJ
ejpam-6795	390	4	dipole	dipole	NOUN
ejpam-6795	390	5	contribution	contribution	NOUN
ejpam-6795	390	6	on	on	ADP
ejpam-6795	390	7	ferromagnetic	ferromagnetic	ADJ
ejpam-6795	390	8	non	non	ADJ
ejpam-6795	390	9	-	-	ADJ
ejpam-6795	390	10	newtonian	newtonian	ADJ
ejpam-6795	390	11	radiative	radiative	ADJ
ejpam-6795	390	12	mhd	mhd	NOUN
ejpam-6795	390	13	blood	blood	NOUN
ejpam-6795	390	14	flow	flow	NOUN
ejpam-6795	390	15	:	:	PUNCT
ejpam-6795	390	16	an	an	DET
ejpam-6795	390	17	application	application	NOUN
ejpam-6795	390	18	of	of	ADP
ejpam-6795	390	19	biotechnology	biotechnology	NOUN
ejpam-6795	390	20	and	and	CCONJ
ejpam-6795	390	21	medical	medical	ADJ
ejpam-6795	390	22	sciences	science	NOUN
ejpam-6795	390	23	.	.	PUNCT
ejpam-6795	391	1	heliyon	heliyon	PROPN
ejpam-6795	391	2	,	,	PUNCT
ejpam-6795	391	3	9(2	9(2	NUM
ejpam-6795	391	4	)	)	PUNCT
ejpam-6795	391	5	,	,	PUNCT
ejpam-6795	391	6	2023	2023	NUM
ejpam-6795	391	7	.	.	PUNCT
ejpam-6795	392	1	[	[	X
ejpam-6795	392	2	12	12	NUM
ejpam-6795	392	3	]	]	PUNCT
ejpam-6795	392	4	a.	a.	NOUN
ejpam-6795	392	5	hobiny	hobiny	PROPN
ejpam-6795	392	6	,	,	PUNCT
ejpam-6795	392	7	m.	m.	NOUN
ejpam-6795	392	8	tabrez	tabrez	NOUN
ejpam-6795	392	9	,	,	PUNCT
ejpam-6795	392	10	w.	w.	PROPN
ejpam-6795	392	11	a.	a.	PROPN
ejpam-6795	392	12	khan	khan	PROPN
ejpam-6795	392	13	,	,	PUNCT
ejpam-6795	392	14	and	and	CCONJ
ejpam-6795	392	15	i.	i.	PROPN
ejpam-6795	392	16	hussain	hussain	PROPN
ejpam-6795	392	17	.	.	PUNCT
ejpam-6795	393	1	numerical	numerical	ADJ
ejpam-6795	393	2	analysis	analysis	NOUN
ejpam-6795	393	3	of	of	ADP
ejpam-6795	393	4	ferromagnetic	ferromagnetic	ADJ
ejpam-6795	393	5	carreau	carreau	PROPN
ejpam-6795	393	6	fluid	fluid	NOUN
ejpam-6795	393	7	flow	flow	NOUN
ejpam-6795	393	8	comprising	comprise	VERB
ejpam-6795	393	9	viscos	visco	NOUN
ejpam-6795	393	10	dissipation	dissipation	NOUN
ejpam-6795	393	11	aspects	aspect	NOUN
ejpam-6795	393	12	.	.	PUNCT
ejpam-6795	394	1	modern	modern	ADJ
ejpam-6795	394	2	physics	physics	NOUN
ejpam-6795	394	3	letters	letters	PROPN
ejpam-6795	394	4	b	b	PROPN
ejpam-6795	394	5	,	,	PUNCT
ejpam-6795	394	6	38(16):2341003	38(16):2341003	NUM
ejpam-6795	394	7	,	,	PUNCT
ejpam-6795	394	8	2024	2024	NUM
ejpam-6795	394	9	.	.	PUNCT
ejpam-6795	395	1	[	[	X
ejpam-6795	395	2	13	13	NUM
ejpam-6795	395	3	]	]	PUNCT
ejpam-6795	395	4	muhammad	muhammad	PROPN
ejpam-6795	395	5	bilal	bilal	PROPN
ejpam-6795	395	6	,	,	PUNCT
ejpam-6795	395	7	ikram	ikram	PROPN
ejpam-6795	395	8	ullah	ullah	PROPN
ejpam-6795	395	9	,	,	PUNCT
ejpam-6795	395	10	mohammad	mohammad	PROPN
ejpam-6795	395	11	mahtab	mahtab	PROPN
ejpam-6795	395	12	alam	alam	PROPN
ejpam-6795	395	13	,	,	PUNCT
ejpam-6795	395	14	syed	syed	ADJ
ejpam-6795	395	15	irfan	irfan	PROPN
ejpam-6795	395	16	shah	shah	PROPN
ejpam-6795	395	17	,	,	PUNCT
ejpam-6795	395	18	and	and	CCONJ
ejpam-6795	395	19	sayed	say	VERB
ejpam-6795	395	20	m.	m.	PROPN
ejpam-6795	395	21	eldin	eldin	PROPN
ejpam-6795	395	22	.	.	PUNCT
ejpam-6795	396	1	energy	energy	NOUN
ejpam-6795	396	2	transfer	transfer	NOUN
ejpam-6795	396	3	in	in	ADP
ejpam-6795	396	4	carreau	carreau	PROPN
ejpam-6795	396	5	yasuda	yasuda	PROPN
ejpam-6795	396	6	liquid	liquid	PROPN
ejpam-6795	396	7	influenced	influence	VERB
ejpam-6795	396	8	by	by	ADP
ejpam-6795	396	9	engine	engine	NOUN
ejpam-6795	396	10	oil	oil	NOUN
ejpam-6795	396	11	with	with	ADP
ejpam-6795	396	12	magnetic	magnetic	ADJ
ejpam-6795	396	13	dipole	dipole	NOUN
ejpam-6795	396	14	using	use	VERB
ejpam-6795	396	15	tri	tri	ADJ
ejpam-6795	396	16	-	-	ADJ
ejpam-6795	396	17	hybrid	hybrid	ADJ
ejpam-6795	396	18	nanoparticles	nanoparticle	NOUN
ejpam-6795	396	19	.	.	PUNCT
ejpam-6795	397	1	scientific	scientific	ADJ
ejpam-6795	397	2	reports	report	NOUN
ejpam-6795	397	3	,	,	PUNCT
ejpam-6795	397	4	13(1):5432	13(1):5432	NUM
ejpam-6795	397	5	,	,	PUNCT
ejpam-6795	397	6	2023	2023	NUM
ejpam-6795	397	7	.	.	PUNCT
ejpam-6795	398	1	[	[	X
ejpam-6795	398	2	14	14	NUM
ejpam-6795	398	3	]	]	X
ejpam-6795	398	4	g.	g.	PROPN
ejpam-6795	398	5	thirupathi	thirupathi	PROPN
ejpam-6795	398	6	,	,	PUNCT
ejpam-6795	398	7	k.	k.	PROPN
ejpam-6795	398	8	govardhan	govardhan	PROPN
ejpam-6795	398	9	,	,	PUNCT
ejpam-6795	398	10	and	and	CCONJ
ejpam-6795	398	11	g.	g.	PROPN
ejpam-6795	398	12	narender	narender	PROPN
ejpam-6795	398	13	.	.	PUNCT
ejpam-6795	399	1	mhd	mhd	NOUN
ejpam-6795	399	2	stagnation	stagnation	NOUN
ejpam-6795	399	3	point	point	NOUN
ejpam-6795	399	4	flow	flow	NOUN
ejpam-6795	399	5	of	of	ADP
ejpam-6795	399	6	carreau	carreau	PROPN
ejpam-6795	399	7	nanofluid	nanofluid	PROPN
ejpam-6795	399	8	over	over	ADP
ejpam-6795	399	9	a	a	DET
ejpam-6795	399	10	radially	radially	ADV
ejpam-6795	399	11	stretching	stretch	VERB
ejpam-6795	399	12	sheet	sheet	NOUN
ejpam-6795	399	13	.	.	PUNCT
ejpam-6795	400	1	international	international	ADJ
ejpam-6795	400	2	journal	journal	PROPN
ejpam-6795	400	3	of	of	ADP
ejpam-6795	400	4	nonlinear	nonlinear	ADJ
ejpam-6795	400	5	analysis	analysis	NOUN
ejpam-6795	400	6	and	and	CCONJ
ejpam-6795	400	7	applications	application	NOUN
ejpam-6795	400	8	,	,	PUNCT
ejpam-6795	400	9	14(1):1093–1109	14(1):1093–1109	NUM
ejpam-6795	400	10	,	,	PUNCT
ejpam-6795	400	11	2023	2023	NUM
ejpam-6795	400	12	.	.	PUNCT
ejpam-6795	401	1	[	[	X
ejpam-6795	401	2	15	15	NUM
ejpam-6795	401	3	]	]	X
ejpam-6795	401	4	s.	s.	PROPN
ejpam-6795	401	5	k.	k.	PROPN
ejpam-6795	401	6	asha	asha	PROPN
ejpam-6795	401	7	and	and	CCONJ
ejpam-6795	401	8	joonabi	joonabi	PROPN
ejpam-6795	401	9	beleri	beleri	PROPN
ejpam-6795	401	10	.	.	PUNCT
ejpam-6795	402	1	peristaltic	peristaltic	ADJ
ejpam-6795	402	2	flow	flow	NOUN
ejpam-6795	402	3	of	of	ADP
ejpam-6795	402	4	carreau	carreau	PROPN
ejpam-6795	402	5	nanofluid	nanofluid	PROPN
ejpam-6795	402	6	in	in	ADP
ejpam-6795	402	7	presence	presence	NOUN
ejpam-6795	402	8	of	of	ADP
ejpam-6795	402	9	joule	joule	NOUN
ejpam-6795	402	10	heat	heat	NOUN
ejpam-6795	402	11	effect	effect	NOUN
ejpam-6795	402	12	in	in	ADP
ejpam-6795	402	13	an	an	DET
ejpam-6795	402	14	inclined	inclined	ADJ
ejpam-6795	402	15	asymmetric	asymmetric	ADJ
ejpam-6795	402	16	channel	channel	NOUN
ejpam-6795	402	17	by	by	ADP
ejpam-6795	402	18	multi	multi	ADJ
ejpam-6795	402	19	-	-	ADJ
ejpam-6795	402	20	step	step	ADJ
ejpam-6795	402	21	differential	differential	ADJ
ejpam-6795	402	22	transformation	transformation	NOUN
ejpam-6795	402	23	method	method	NOUN
ejpam-6795	402	24	.	.	PUNCT
ejpam-6795	403	1	world	world	NOUN
ejpam-6795	403	2	scientific	scientific	ADJ
ejpam-6795	403	3	news	news	NOUN
ejpam-6795	403	4	,	,	PUNCT
ejpam-6795	403	5	164:44–63	164:44–63	NUM
ejpam-6795	403	6	,	,	PUNCT
ejpam-6795	403	7	2022	2022	NUM
ejpam-6795	403	8	.	.	PUNCT
ejpam-6795	404	1	[	[	X
ejpam-6795	404	2	16	16	NUM
ejpam-6795	404	3	]	]	X
ejpam-6795	404	4	muhammad	muhammad	PROPN
ejpam-6795	404	5	rooman	rooman	PROPN
ejpam-6795	404	6	,	,	PUNCT
ejpam-6795	404	7	zahir	zahir	NOUN
ejpam-6795	404	8	shah	shah	PROPN
ejpam-6795	404	9	,	,	PUNCT
ejpam-6795	404	10	ebenezer	ebenezer	PROPN
ejpam-6795	404	11	bonyah	bonyah	PROPN
ejpam-6795	404	12	,	,	PUNCT
ejpam-6795	404	13	muhammad	muhammad	PROPN
ejpam-6795	404	14	asif	asif	PROPN
ejpam-6795	404	15	jan	jan	PROPN
ejpam-6795	404	16	,	,	PUNCT
ejpam-6795	404	17	and	and	CCONJ
ejpam-6795	404	18	wejdan	wejdan	PROPN
ejpam-6795	404	19	deebani	deebani	PROPN
ejpam-6795	404	20	.	.	PUNCT
ejpam-6795	405	1	mathematical	mathematical	ADJ
ejpam-6795	405	2	modeling	modeling	NOUN
ejpam-6795	405	3	of	of	ADP
ejpam-6795	405	4	carreau	carreau	PROPN
ejpam-6795	405	5	fluid	fluid	NOUN
ejpam-6795	405	6	flow	flow	NOUN
ejpam-6795	405	7	and	and	CCONJ
ejpam-6795	405	8	heat	heat	NOUN
ejpam-6795	405	9	transfer	transfer	NOUN
ejpam-6795	405	10	characteristics	characteristic	NOUN
ejpam-6795	405	11	in	in	ADP
ejpam-6795	405	12	the	the	DET
ejpam-6795	405	13	renal	renal	ADJ
ejpam-6795	405	14	tubule	tubule	NOUN
ejpam-6795	405	15	.	.	PUNCT
ejpam-6795	406	1	journal	journal	NOUN
ejpam-6795	406	2	of	of	ADP
ejpam-6795	406	3	mathematics	mathematic	NOUN
ejpam-6795	406	4	,	,	PUNCT
ejpam-6795	406	5	2022(1):2517933	2022(1):2517933	NUM
ejpam-6795	406	6	,	,	PUNCT
ejpam-6795	406	7	2022	2022	NUM
ejpam-6795	406	8	.	.	PUNCT
ejpam-6795	407	1	[	[	X
ejpam-6795	407	2	17	17	NUM
ejpam-6795	407	3	]	]	X
ejpam-6795	407	4	kenneth	kenneth	PROPN
ejpam-6795	407	5	levenberg	levenberg	PROPN
ejpam-6795	407	6	.	.	PUNCT
ejpam-6795	408	1	a	a	DET
ejpam-6795	408	2	method	method	NOUN
ejpam-6795	408	3	for	for	ADP
ejpam-6795	408	4	the	the	DET
ejpam-6795	408	5	solution	solution	NOUN
ejpam-6795	408	6	of	of	ADP
ejpam-6795	408	7	certain	certain	ADJ
ejpam-6795	408	8	non	non	ADJ
ejpam-6795	408	9	-	-	ADJ
ejpam-6795	408	10	linear	linear	ADJ
ejpam-6795	408	11	problems	problem	NOUN
ejpam-6795	408	12	in	in	ADP
ejpam-6795	408	13	least	least	ADJ
ejpam-6795	408	14	squares	square	NOUN
ejpam-6795	408	15	.	.	PUNCT
ejpam-6795	409	1	quarterly	quarterly	ADV
ejpam-6795	409	2	of	of	ADP
ejpam-6795	409	3	applied	applied	ADJ
ejpam-6795	409	4	mathematics	mathematic	NOUN
ejpam-6795	409	5	,	,	PUNCT
ejpam-6795	409	6	2(2):164–168	2(2):164–168	NUM
ejpam-6795	409	7	,	,	PUNCT
ejpam-6795	409	8	1944	1944	NUM
ejpam-6795	409	9	.	.	PUNCT
ejpam-6795	410	1	[	[	X
ejpam-6795	410	2	18	18	NUM
ejpam-6795	410	3	]	]	X
ejpam-6795	410	4	donald	donald	PROPN
ejpam-6795	410	5	w.	w.	PROPN
ejpam-6795	410	6	marquardt	marquardt	PROPN
ejpam-6795	410	7	.	.	PUNCT
ejpam-6795	411	1	an	an	DET
ejpam-6795	411	2	algorithm	algorithm	NOUN
ejpam-6795	411	3	for	for	ADP
ejpam-6795	411	4	least	least	ADJ
ejpam-6795	411	5	-	-	PUNCT
ejpam-6795	411	6	squares	square	NOUN
ejpam-6795	411	7	estimation	estimation	NOUN
ejpam-6795	411	8	of	of	ADP
ejpam-6795	411	9	nonlinear	nonlinear	ADJ
ejpam-6795	411	10	parameters	parameter	NOUN
ejpam-6795	411	11	.	.	PUNCT
ejpam-6795	412	1	journal	journal	NOUN
ejpam-6795	412	2	of	of	ADP
ejpam-6795	412	3	the	the	DET
ejpam-6795	412	4	society	society	NOUN
ejpam-6795	412	5	for	for	ADP
ejpam-6795	412	6	industrial	industrial	ADJ
ejpam-6795	412	7	and	and	CCONJ
ejpam-6795	412	8	applied	apply	VERB
ejpam-6795	412	9	mathematics	mathematic	NOUN
ejpam-6795	412	10	,	,	PUNCT
ejpam-6795	412	11	11(2):431–441	11(2):431–441	NUM
ejpam-6795	412	12	,	,	PUNCT
ejpam-6795	412	13	1963	1963	NUM
ejpam-6795	412	14	.	.	PUNCT
ejpam-6795	413	1	[	[	X
ejpam-6795	413	2	19	19	NUM
ejpam-6795	413	3	]	]	X
ejpam-6795	413	4	martin	martin	PROPN
ejpam-6795	413	5	t.	t.	PROPN
ejpam-6795	413	6	hagan	hagan	PROPN
ejpam-6795	413	7	and	and	CCONJ
ejpam-6795	413	8	mohammad	mohammad	PROPN
ejpam-6795	413	9	b.	b.	PROPN
ejpam-6795	413	10	menhaj	menhaj	PROPN
ejpam-6795	413	11	.	.	PUNCT
ejpam-6795	414	1	training	train	VERB
ejpam-6795	414	2	feedforward	feedforward	NOUN
ejpam-6795	414	3	networks	network	NOUN
ejpam-6795	414	4	with	with	ADP
ejpam-6795	414	5	the	the	DET
ejpam-6795	414	6	marquardt	marquardt	PROPN
ejpam-6795	414	7	algorithm	algorithm	PROPN
ejpam-6795	414	8	.	.	PUNCT
ejpam-6795	415	1	ieee	ieee	NOUN
ejpam-6795	415	2	transactions	transaction	NOUN
ejpam-6795	415	3	on	on	ADP
ejpam-6795	415	4	neural	neural	ADJ
ejpam-6795	415	5	networks	network	NOUN
ejpam-6795	415	6	,	,	PUNCT
ejpam-6795	415	7	5(6):989–993	5(6):989–993	NUM
ejpam-6795	415	8	,	,	PUNCT
ejpam-6795	415	9	1994	1994	NUM
ejpam-6795	415	10	.	.	PUNCT
ejpam-6795	416	1	[	[	X
ejpam-6795	416	2	20	20	NUM
ejpam-6795	416	3	]	]	PUNCT
ejpam-6795	416	4	jorge	jorge	PROPN
ejpam-6795	416	5	j.	j.	PROPN
ejpam-6795	416	6	moré	moré	PROPN
ejpam-6795	416	7	.	.	PUNCT
ejpam-6795	417	1	the	the	DET
ejpam-6795	417	2	levenberg	levenberg	PROPN
ejpam-6795	417	3	-	-	PUNCT
ejpam-6795	417	4	marquardt	marquardt	PROPN
ejpam-6795	417	5	algorithm	algorithm	PROPN
ejpam-6795	417	6	:	:	PUNCT
ejpam-6795	417	7	implementation	implementation	NOUN
ejpam-6795	417	8	and	and	CCONJ
ejpam-6795	417	9	theory	theory	NOUN
ejpam-6795	417	10	.	.	PUNCT
ejpam-6795	418	1	pages	page	NOUN
ejpam-6795	418	2	105–116	105–116	NUM
ejpam-6795	418	3	,	,	PUNCT
ejpam-6795	418	4	1978	1978	NUM
ejpam-6795	418	5	.	.	PUNCT
ejpam-6795	419	1	[	[	X
ejpam-6795	419	2	21	21	NUM
ejpam-6795	419	3	]	]	X
ejpam-6795	419	4	chih	chih	PROPN
ejpam-6795	419	5	-	-	PUNCT
ejpam-6795	419	6	chieh	chieh	PROPN
ejpam-6795	419	7	huang	huang	PROPN
ejpam-6795	419	8	and	and	CCONJ
ejpam-6795	419	9	chin	chin	PROPN
ejpam-6795	419	10	-	-	PUNCT
ejpam-6795	419	11	hsiung	hsiung	PROPN
ejpam-6795	419	12	loh	loh	PROPN
ejpam-6795	419	13	.	.	PUNCT
ejpam-6795	420	1	nonlinear	nonlinear	ADJ
ejpam-6795	420	2	identification	identification	NOUN
ejpam-6795	420	3	of	of	ADP
ejpam-6795	420	4	dynamic	dynamic	ADJ
ejpam-6795	420	5	systems	system	NOUN
ejpam-6795	420	6	using	use	VERB
ejpam-6795	420	7	neural	neural	ADJ
ejpam-6795	420	8	networks	network	NOUN
ejpam-6795	420	9	.	.	PUNCT
ejpam-6795	421	1	computer	computer	NOUN
ejpam-6795	421	2	-	-	PUNCT
ejpam-6795	421	3	aided	aid	VERB
ejpam-6795	421	4	civil	civil	ADJ
ejpam-6795	421	5	and	and	CCONJ
ejpam-6795	421	6	infrastructure	infrastructure	NOUN
ejpam-6795	421	7	engineering	engineering	NOUN
ejpam-6795	421	8	,	,	PUNCT
ejpam-6795	421	9	16(1):28–41	16(1):28–41	NUM
ejpam-6795	421	10	,	,	PUNCT
ejpam-6795	421	11	2001	2001	NUM
ejpam-6795	421	12	.	.	PUNCT
ejpam-6795	422	1	[	[	X
ejpam-6795	422	2	22	22	NUM
ejpam-6795	422	3	]	]	PUNCT
ejpam-6795	422	4	nafisa	nafisa	NOUN
ejpam-6795	422	5	a.	a.	NOUN
ejpam-6795	422	6	albasheir	albasheir	PROPN
ejpam-6795	422	7	,	,	PUNCT
ejpam-6795	422	8	zahoor	zahoor	PROPN
ejpam-6795	422	9	shah	shah	PROPN
ejpam-6795	422	10	,	,	PUNCT
ejpam-6795	422	11	muhammad	muhammad	PROPN
ejpam-6795	422	12	asif	asif	PROPN
ejpam-6795	422	13	zahoor	zahoor	PROPN
ejpam-6795	422	14	raja	raja	PROPN
ejpam-6795	422	15	,	,	PUNCT
ejpam-6795	422	16	amel	amel	PROPN
ejpam-6795	422	17	a.	a.	PROPN
ejpam-6795	422	18	touati	touati	PROPN
ejpam-6795	422	19	,	,	PUNCT
ejpam-6795	422	20	mohammed	mohammed	PROPN
ejpam-6795	422	21	m.	m.	PROPN
ejpam-6795	422	22	a.	a.	PROPN
ejpam-6795	422	23	almazah	almazah	PROPN
ejpam-6795	422	24	,	,	PUNCT
ejpam-6795	422	25	maryam	maryam	PROPN
ejpam-6795	422	26	jawaid	jawaid	PROPN
ejpam-6795	422	27	,	,	PUNCT
ejpam-6795	422	28	and	and	CCONJ
ejpam-6795	422	29	m.	m.	PROPN
ejpam-6795	422	30	waqas	waqas	PROPN
ejpam-6795	422	31	.	.	PUNCT
ejpam-6795	423	1	ai	ai	AUX
ejpam-6795	423	2	-	-	PUNCT
ejpam-6795	423	3	powered	power	VERB
ejpam-6795	423	4	levenbergmarquardt	levenbergmarquardt	ADJ
ejpam-6795	423	5	neural	neural	ADJ
ejpam-6795	423	6	networks	network	NOUN
ejpam-6795	423	7	for	for	ADP
ejpam-6795	423	8	implementation	implementation	NOUN
ejpam-6795	423	9	of	of	ADP
ejpam-6795	423	10	novel	novel	ADJ
ejpam-6795	423	11	flux	flux	NOUN
ejpam-6795	423	12	conditions	condition	NOUN
ejpam-6795	423	13	in	in	ADP
ejpam-6795	423	14	carreau	carreau	PROPN
ejpam-6795	423	15	nanomaterial	nanomaterial	PROPN
ejpam-6795	423	16	stagnation	stagnation	NOUN
ejpam-6795	423	17	-	-	PUNCT
ejpam-6795	423	18	point	point	NOUN
ejpam-6795	423	19	flow	flow	NOUN
ejpam-6795	423	20	considering	consider	VERB
ejpam-6795	423	21	magnetic	magnetic	ADJ
ejpam-6795	423	22	field	field	NOUN
ejpam-6795	423	23	and	and	CCONJ
ejpam-6795	423	24	heat	heat	NOUN
ejpam-6795	423	25	source	source	NOUN
ejpam-6795	423	26	effects	effect	NOUN
ejpam-6795	423	27	.	.	PUNCT
ejpam-6795	424	1	measurement	measurement	NOUN
ejpam-6795	424	2	,	,	PUNCT
ejpam-6795	424	3	243:116304	243:116304	NUM
ejpam-6795	424	4	,	,	PUNCT
ejpam-6795	424	5	2025	2025	NUM
ejpam-6795	424	6	.	.	PUNCT
ejpam-6795	425	1	[	[	X
ejpam-6795	425	2	23	23	NUM
ejpam-6795	425	3	]	]	X
ejpam-6795	425	4	khalil	khalil	PROPN
ejpam-6795	425	5	ur	ur	PROPN
ejpam-6795	425	6	rehman	rehman	PROPN
ejpam-6795	425	7	,	,	PUNCT
ejpam-6795	425	8	wasfi	wasfi	NOUN
ejpam-6795	425	9	shatanawi	shatanawi	ADJ
ejpam-6795	425	10	,	,	PUNCT
ejpam-6795	425	11	and	and	CCONJ
ejpam-6795	425	12	abdul	abdul	PROPN
ejpam-6795	425	13	rahman	rahman	PROPN
ejpam-6795	425	14	mohd	mohd	PROPN
ejpam-6795	425	15	kasim	kasim	PROPN
ejpam-6795	425	16	.	.	PUNCT
ejpam-6795	426	1	on	on	ADP
ejpam-6795	426	2	heat	heat	NOUN
ejpam-6795	426	3	transfer	transfer	NOUN
ejpam-6795	426	4	in	in	ADP
ejpam-6795	426	5	carreau	carreau	PROPN
ejpam-6795	426	6	fluid	fluid	NOUN
ejpam-6795	426	7	flow	flow	NOUN
ejpam-6795	426	8	with	with	ADP
ejpam-6795	426	9	thermal	thermal	ADJ
ejpam-6795	426	10	slip	slip	NOUN
ejpam-6795	426	11	:	:	PUNCT
ejpam-6795	426	12	an	an	DET
ejpam-6795	426	13	artificial	artificial	ADJ
ejpam-6795	426	14	intelligence	intelligence	NOUN
ejpam-6795	426	15	(	(	PUNCT
ejpam-6795	426	16	ai	ai	NOUN
ejpam-6795	426	17	)	)	PUNCT
ejpam-6795	426	18	based	base	VERB
ejpam-6795	426	19	decisions	decision	NOUN
ejpam-6795	426	20	integrated	integrate	VERB
ejpam-6795	426	21	with	with	ADP
ejpam-6795	426	22	lie	lie	NOUN
ejpam-6795	426	23	symmetry	symmetry	NOUN
ejpam-6795	426	24	.	.	PUNCT
ejpam-6795	427	1	international	international	ADJ
ejpam-6795	427	2	journal	journal	PROPN
ejpam-6795	427	3	of	of	ADP
ejpam-6795	427	4	heat	heat	NOUN
ejpam-6795	427	5	and	and	CCONJ
ejpam-6795	427	6	fluid	fluid	ADJ
ejpam-6795	427	7	flow	flow	NOUN
ejpam-6795	427	8	,	,	PUNCT
ejpam-6795	427	9	107:109409	107:109409	NUM
ejpam-6795	427	10	,	,	PUNCT
ejpam-6795	427	11	2024	2024	NUM
ejpam-6795	427	12	.	.	PUNCT
ejpam-6795	428	1	s.	s.	PROPN
ejpam-6795	428	2	khan	khan	PROPN
ejpam-6795	428	3	et	et	PROPN
ejpam-6795	428	4	al	al	PROPN
ejpam-6795	428	5	.	.	PUNCT
ejpam-6795	428	6	/	/	SYM
ejpam-6795	428	7	eur	eur	PROPN
ejpam-6795	428	8	.	.	PUNCT
ejpam-6795	429	1	j.	j.	PROPN
ejpam-6795	429	2	pure	pure	PROPN
ejpam-6795	429	3	appl	appl	PROPN
ejpam-6795	429	4	.	.	PROPN
ejpam-6795	429	5	math	math	PROPN
ejpam-6795	429	6	,	,	PUNCT
ejpam-6795	429	7	18	18	NUM
ejpam-6795	429	8	(	(	PUNCT
ejpam-6795	429	9	4	4	NUM
ejpam-6795	429	10	)	)	PUNCT
ejpam-6795	429	11	(	(	PUNCT
ejpam-6795	429	12	2025	2025	NUM
ejpam-6795	429	13	)	)	PUNCT
ejpam-6795	429	14	,	,	PUNCT
ejpam-6795	429	15	6795	6795	NUM
ejpam-6795	429	16	31	31	NUM
ejpam-6795	429	17	of	of	ADP
ejpam-6795	429	18	33	33	NUM
ejpam-6795	429	19	[	[	SYM
ejpam-6795	429	20	24	24	NUM
ejpam-6795	429	21	]	]	PUNCT
ejpam-6795	429	22	ahmed	ahmed	PROPN
ejpam-6795	429	23	jan	jan	PROPN
ejpam-6795	429	24	,	,	PUNCT
ejpam-6795	429	25	muhammad	muhammad	PROPN
ejpam-6795	429	26	mushtaq	mushtaq	PROPN
ejpam-6795	429	27	,	,	PUNCT
ejpam-6795	429	28	muhammad	muhammad	PROPN
ejpam-6795	429	29	imran	imran	PROPN
ejpam-6795	429	30	khan	khan	PROPN
ejpam-6795	429	31	,	,	PUNCT
ejpam-6795	429	32	and	and	CCONJ
ejpam-6795	429	33	umer	umer	PROPN
ejpam-6795	429	34	farooq	farooq	PROPN
ejpam-6795	429	35	.	.	PUNCT
ejpam-6795	430	1	integrated	integrate	VERB
ejpam-6795	430	2	artificial	artificial	ADJ
ejpam-6795	430	3	intelligence	intelligence	NOUN
ejpam-6795	430	4	and	and	CCONJ
ejpam-6795	430	5	non	non	ADJ
ejpam-6795	430	6	-	-	ADJ
ejpam-6795	430	7	similar	similar	ADJ
ejpam-6795	430	8	analysis	analysis	NOUN
ejpam-6795	430	9	for	for	ADP
ejpam-6795	430	10	forced	force	VERB
ejpam-6795	430	11	convection	convection	NOUN
ejpam-6795	430	12	of	of	ADP
ejpam-6795	430	13	radially	radially	ADV
ejpam-6795	430	14	magnetized	magnetize	VERB
ejpam-6795	430	15	ternary	ternary	ADJ
ejpam-6795	430	16	hybrid	hybrid	ADJ
ejpam-6795	430	17	nanofluid	nanofluid	NOUN
ejpam-6795	430	18	of	of	ADP
ejpam-6795	430	19	carreau	carreau	PROPN
ejpam-6795	430	20	-	-	PUNCT
ejpam-6795	430	21	yasuda	yasuda	PROPN
ejpam-6795	430	22	fluid	fluid	NOUN
ejpam-6795	430	23	model	model	NOUN
ejpam-6795	430	24	over	over	ADP
ejpam-6795	430	25	a	a	DET
ejpam-6795	430	26	curved	curved	ADJ
ejpam-6795	430	27	stretching	stretch	VERB
ejpam-6795	430	28	surface	surface	NOUN
ejpam-6795	430	29	.	.	PUNCT
ejpam-6795	431	1	international	international	ADJ
ejpam-6795	431	2	journal	journal	PROPN
ejpam-6795	431	3	for	for	ADP
ejpam-6795	431	4	numerical	numerical	ADJ
ejpam-6795	431	5	methods	method	NOUN
ejpam-6795	431	6	in	in	ADP
ejpam-6795	431	7	fluids	fluid	NOUN
ejpam-6795	431	8	,	,	PUNCT
ejpam-6795	431	9	96(12):1864–1882	96(12):1864–1882	NUM
ejpam-6795	431	10	,	,	PUNCT
ejpam-6795	431	11	2024	2024	NUM
ejpam-6795	431	12	.	.	PUNCT
ejpam-6795	432	1	[	[	X
ejpam-6795	432	2	25	25	NUM
ejpam-6795	432	3	]	]	PUNCT
ejpam-6795	432	4	adil	adil	PROPN
ejpam-6795	432	5	darvesh	darvesh	PROPN
ejpam-6795	432	6	,	,	PUNCT
ejpam-6795	432	7	fethi	fethi	PROPN
ejpam-6795	432	8	mohamed	mohamed	PROPN
ejpam-6795	432	9	maiz	maiz	PROPN
ejpam-6795	432	10	,	,	PUNCT
ejpam-6795	432	11	basma	basma	PROPN
ejpam-6795	432	12	souayeh	souayeh	PROPN
ejpam-6795	432	13	,	,	PUNCT
ejpam-6795	432	14	luis	luis	PROPN
ejpam-6795	432	15	jaime	jaime	PROPN
ejpam-6795	432	16	collantes	collante	VERB
ejpam-6795	432	17	santisteban	santisteban	PROPN
ejpam-6795	432	18	,	,	PUNCT
ejpam-6795	432	19	hakim	hakim	PROPN
ejpam-6795	432	20	al	al	PROPN
ejpam-6795	432	21	garalleh	garalleh	PROPN
ejpam-6795	432	22	,	,	PUNCT
ejpam-6795	432	23	afnan	afnan	PROPN
ejpam-6795	432	24	al	al	PROPN
ejpam-6795	432	25	agha	agha	PROPN
ejpam-6795	432	26	,	,	PUNCT
ejpam-6795	432	27	lucerito	lucerito	PROPN
ejpam-6795	432	28	katherine	katherine	PROPN
ejpam-6795	432	29	ortiz	ortiz	PROPN
ejpam-6795	432	30	garcía	garcía	PROPN
ejpam-6795	432	31	,	,	PUNCT
ejpam-6795	432	32	and	and	CCONJ
ejpam-6795	432	33	nicole	nicole	PROPN
ejpam-6795	432	34	anarella	anarella	PROPN
ejpam-6795	432	35	sánchez	sánchez	PROPN
ejpam-6795	432	36	-	-	PUNCT
ejpam-6795	432	37	miranda	miranda	PROPN
ejpam-6795	432	38	.	.	PUNCT
ejpam-6795	433	1	ann	ann	PROPN
ejpam-6795	433	2	-	-	PUNCT
ejpam-6795	433	3	based	base	VERB
ejpam-6795	433	4	two	two	NUM
ejpam-6795	433	5	hidden	hide	VERB
ejpam-6795	433	6	layers	layer	NOUN
ejpam-6795	433	7	computational	computational	ADJ
ejpam-6795	433	8	procedure	procedure	NOUN
ejpam-6795	433	9	for	for	ADP
ejpam-6795	433	10	analysis	analysis	NOUN
ejpam-6795	433	11	of	of	ADP
ejpam-6795	433	12	heat	heat	NOUN
ejpam-6795	433	13	transport	transport	NOUN
ejpam-6795	433	14	dynamics	dynamic	NOUN
ejpam-6795	433	15	in	in	ADP
ejpam-6795	433	16	polymer	polymer	NOUN
ejpam-6795	433	17	-	-	PUNCT
ejpam-6795	433	18	based	base	VERB
ejpam-6795	433	19	trihybrid	trihybrid	PROPN
ejpam-6795	433	20	carreau	carreau	PROPN
ejpam-6795	433	21	nanofluid	nanofluid	PROPN
ejpam-6795	433	22	flow	flow	NOUN
ejpam-6795	433	23	over	over	ADP
ejpam-6795	433	24	needle	needle	NOUN
ejpam-6795	433	25	geometry	geometry	NOUN
ejpam-6795	433	26	.	.	PUNCT
ejpam-6795	434	1	hybrid	hybrid	ADJ
ejpam-6795	434	2	advances	advance	NOUN
ejpam-6795	434	3	,	,	PUNCT
ejpam-6795	434	4	page	page	NOUN
ejpam-6795	434	5	100396	100396	NUM
ejpam-6795	434	6	,	,	PUNCT
ejpam-6795	434	7	2025	2025	NUM
ejpam-6795	434	8	.	.	PUNCT
ejpam-6795	435	1	[	[	X
ejpam-6795	435	2	26	26	NUM
ejpam-6795	435	3	]	]	X
ejpam-6795	435	4	khalil	khalil	PROPN
ejpam-6795	435	5	ur	ur	PROPN
ejpam-6795	435	6	rehman	rehman	PROPN
ejpam-6795	435	7	,	,	PUNCT
ejpam-6795	435	8	wasfi	wasfi	NOUN
ejpam-6795	435	9	shatanawi	shatanawi	ADJ
ejpam-6795	435	10	,	,	PUNCT
ejpam-6795	435	11	and	and	CCONJ
ejpam-6795	435	12	andaç	andaç	NOUN
ejpam-6795	435	13	çolak	çolak	NOUN
ejpam-6795	435	14	.	.	PUNCT
ejpam-6795	436	1	neural	neural	ADJ
ejpam-6795	436	2	networking	networking	NOUN
ejpam-6795	436	3	-	-	PUNCT
ejpam-6795	436	4	based	base	VERB
ejpam-6795	436	5	analysis	analysis	NOUN
ejpam-6795	436	6	of	of	ADP
ejpam-6795	436	7	heat	heat	NOUN
ejpam-6795	436	8	transfer	transfer	NOUN
ejpam-6795	436	9	in	in	ADP
ejpam-6795	436	10	mhd	mhd	NOUN
ejpam-6795	436	11	thermally	thermally	ADV
ejpam-6795	436	12	slip	slip	VERB
ejpam-6795	436	13	carreau	carreau	PROPN
ejpam-6795	436	14	fluid	fluid	NOUN
ejpam-6795	436	15	flow	flow	NOUN
ejpam-6795	436	16	with	with	ADP
ejpam-6795	436	17	heat	heat	NOUN
ejpam-6795	436	18	generation	generation	NOUN
ejpam-6795	436	19	.	.	PUNCT
ejpam-6795	437	1	case	case	NOUN
ejpam-6795	437	2	studies	study	NOUN
ejpam-6795	437	3	in	in	ADP
ejpam-6795	437	4	thermal	thermal	ADJ
ejpam-6795	437	5	engineering	engineering	NOUN
ejpam-6795	437	6	,	,	PUNCT
ejpam-6795	437	7	54	54	NUM
ejpam-6795	437	8	,	,	PUNCT
ejpam-6795	437	9	2024	2024	NUM
ejpam-6795	437	10	.	.	PUNCT
ejpam-6795	438	1	[	[	X
ejpam-6795	438	2	27	27	NUM
ejpam-6795	438	3	]	]	X
ejpam-6795	438	4	aqsa	aqsa	PROPN
ejpam-6795	438	5	zafar	zafar	PROPN
ejpam-6795	438	6	abbasi	abbasi	PROPN
ejpam-6795	438	7	,	,	PUNCT
ejpam-6795	438	8	mamoon	mamoon	NOUN
ejpam-6795	438	9	aamir	aamir	PROPN
ejpam-6795	438	10	,	,	PUNCT
ejpam-6795	438	11	mariyam	mariyam	PROPN
ejpam-6795	438	12	sattar	sattar	PROPN
ejpam-6795	438	13	,	,	PUNCT
ejpam-6795	438	14	nermeen	nermeen	PROPN
ejpam-6795	438	15	abdullah	abdullah	PROPN
ejpam-6795	438	16	,	,	PUNCT
ejpam-6795	438	17	tarek	tarek	PROPN
ejpam-6795	438	18	salem	salem	PROPN
ejpam-6795	438	19	abdennaji	abdennaji	PROPN
ejpam-6795	438	20	,	,	PUNCT
ejpam-6795	438	21	badr	badr	PROPN
ejpam-6795	438	22	m.	m.	PROPN
ejpam-6795	438	23	alshammri	alshammri	PROPN
ejpam-6795	438	24	,	,	PUNCT
ejpam-6795	438	25	and	and	CCONJ
ejpam-6795	438	26	lioua	lioua	PROPN
ejpam-6795	438	27	kolsi	kolsi	PROPN
ejpam-6795	438	28	.	.	PUNCT
ejpam-6795	439	1	modelling	modelling	NOUN
ejpam-6795	439	2	and	and	CCONJ
ejpam-6795	439	3	prediction	prediction	NOUN
ejpam-6795	439	4	of	of	ADP
ejpam-6795	439	5	3d	3d	PROPN
ejpam-6795	439	6	carreau	carreau	PROPN
ejpam-6795	439	7	fluid	fluid	PROPN
ejpam-6795	439	8	behaviour	behaviour	NOUN
ejpam-6795	439	9	using	use	VERB
ejpam-6795	439	10	machine	machine	NOUN
ejpam-6795	439	11	learning	learning	NOUN
ejpam-6795	439	12	for	for	ADP
ejpam-6795	439	13	cattaneo	cattaneo	PROPN
ejpam-6795	439	14	christov	christov	PROPN
ejpam-6795	439	15	double	double	ADJ
ejpam-6795	439	16	diffusion	diffusion	NOUN
ejpam-6795	439	17	with	with	ADP
ejpam-6795	439	18	variable	variable	ADJ
ejpam-6795	439	19	conductivity	conductivity	NOUN
ejpam-6795	439	20	.	.	PUNCT
ejpam-6795	440	1	case	case	NOUN
ejpam-6795	440	2	studies	study	NOUN
ejpam-6795	440	3	in	in	ADP
ejpam-6795	440	4	thermal	thermal	ADJ
ejpam-6795	440	5	engineering	engineering	NOUN
ejpam-6795	440	6	,	,	PUNCT
ejpam-6795	440	7	page	page	NOUN
ejpam-6795	440	8	106302	106302	NUM
ejpam-6795	440	9	,	,	PUNCT
ejpam-6795	440	10	2025	2025	NUM
ejpam-6795	440	11	.	.	PUNCT
ejpam-6795	441	1	[	[	X
ejpam-6795	441	2	28	28	NUM
ejpam-6795	441	3	]	]	X
ejpam-6795	441	4	omar	omar	PROPN
ejpam-6795	441	5	salah	salah	PROPN
ejpam-6795	441	6	h.	h.	PROPN
ejpam-6795	441	7	alhamdi	alhamdi	PROPN
ejpam-6795	441	8	and	and	CCONJ
ejpam-6795	441	9	n.	n.	PROPN
ejpam-6795	441	10	ameer	ameer	PROPN
ejpam-6795	441	11	ahammad	ahammad	PROPN
ejpam-6795	441	12	.	.	PUNCT
ejpam-6795	442	1	numerical	numerical	ADJ
ejpam-6795	442	2	computation	computation	NOUN
ejpam-6795	442	3	of	of	ADP
ejpam-6795	442	4	bioconvective	bioconvective	ADJ
ejpam-6795	442	5	carreau	carreau	PROPN
ejpam-6795	442	6	blood	blood	PROPN
ejpam-6795	442	7	nanofluid	nanofluid	PROPN
ejpam-6795	442	8	flow	flow	NOUN
ejpam-6795	442	9	across	across	ADP
ejpam-6795	442	10	three	three	NUM
ejpam-6795	442	11	geometries	geometry	NOUN
ejpam-6795	442	12	with	with	ADP
ejpam-6795	442	13	nonlinear	nonlinear	ADJ
ejpam-6795	442	14	thermal	thermal	ADJ
ejpam-6795	442	15	radiation	radiation	NOUN
ejpam-6795	442	16	:	:	PUNCT
ejpam-6795	442	17	heat	heat	NOUN
ejpam-6795	442	18	transfer	transfer	NOUN
ejpam-6795	442	19	optimization	optimization	NOUN
ejpam-6795	442	20	via	via	ADP
ejpam-6795	442	21	supervised	supervised	ADJ
ejpam-6795	442	22	machine	machine	NOUN
ejpam-6795	442	23	learning	learning	NOUN
ejpam-6795	442	24	.	.	PUNCT
ejpam-6795	443	1	the	the	DET
ejpam-6795	443	2	european	european	PROPN
ejpam-6795	443	3	physical	physical	PROPN
ejpam-6795	443	4	journal	journal	PROPN
ejpam-6795	443	5	special	special	ADJ
ejpam-6795	443	6	topics	topic	NOUN
ejpam-6795	443	7	,	,	PUNCT
ejpam-6795	443	8	pages	page	NOUN
ejpam-6795	443	9	1–27	1–27	NUM
ejpam-6795	443	10	,	,	PUNCT
ejpam-6795	443	11	2024	2024	NUM
ejpam-6795	443	12	.	.	PUNCT
ejpam-6795	444	1	[	[	X
ejpam-6795	444	2	29	29	NUM
ejpam-6795	444	3	]	]	X
ejpam-6795	444	4	muhammad	muhammad	PROPN
ejpam-6795	444	5	shoaib	shoaib	PROPN
ejpam-6795	444	6	,	,	PUNCT
ejpam-6795	444	7	kottakkaran	kottakkaran	VERB
ejpam-6795	444	8	sooppy	sooppy	ADJ
ejpam-6795	444	9	nisar	nisar	PROPN
ejpam-6795	444	10	,	,	PUNCT
ejpam-6795	444	11	muhammad	muhammad	PROPN
ejpam-6795	444	12	asif	asif	PROPN
ejpam-6795	444	13	zahoor	zahoor	PROPN
ejpam-6795	444	14	raja	raja	PROPN
ejpam-6795	444	15	,	,	PUNCT
ejpam-6795	444	16	aqsa	aqsa	PROPN
ejpam-6795	444	17	zafar	zafar	PROPN
ejpam-6795	444	18	abbasi	abbasi	PROPN
ejpam-6795	444	19	,	,	PUNCT
ejpam-6795	444	20	rafia	rafia	NOUN
ejpam-6795	444	21	tabassum	tabassum	NOUN
ejpam-6795	444	22	,	,	PUNCT
ejpam-6795	444	23	and	and	CCONJ
ejpam-6795	444	24	ayesha	ayesha	PROPN
ejpam-6795	444	25	rafiq	rafiq	PROPN
ejpam-6795	444	26	.	.	PUNCT
ejpam-6795	445	1	stochastic	stochastic	ADJ
ejpam-6795	445	2	numerical	numerical	ADJ
ejpam-6795	445	3	computing	computing	NOUN
ejpam-6795	445	4	for	for	ADP
ejpam-6795	445	5	hydro	hydro	NOUN
ejpam-6795	445	6	-	-	PUNCT
ejpam-6795	445	7	magnetic	magnetic	ADJ
ejpam-6795	445	8	flow	flow	NOUN
ejpam-6795	445	9	of	of	ADP
ejpam-6795	445	10	carreau	carreau	PROPN
ejpam-6795	445	11	-	-	PUNCT
ejpam-6795	445	12	nanofluid	nanofluid	PROPN
ejpam-6795	445	13	model	model	NOUN
ejpam-6795	445	14	.	.	PUNCT
ejpam-6795	446	1	waves	wave	NOUN
ejpam-6795	446	2	in	in	ADP
ejpam-6795	446	3	random	random	ADJ
ejpam-6795	446	4	and	and	CCONJ
ejpam-6795	446	5	complex	complex	ADJ
ejpam-6795	446	6	media	medium	NOUN
ejpam-6795	446	7	,	,	PUNCT
ejpam-6795	446	8	pages	page	NOUN
ejpam-6795	446	9	1–20	1–20	PROPN
ejpam-6795	446	10	,	,	PUNCT
ejpam-6795	446	11	2023	2023	NUM
ejpam-6795	446	12	.	.	PUNCT
ejpam-6795	447	1	[	[	X
ejpam-6795	447	2	30	30	NUM
ejpam-6795	447	3	]	]	X
ejpam-6795	447	4	mohammad	mohammad	PROPN
ejpam-6795	447	5	alqudah	alqudah	PROPN
ejpam-6795	447	6	,	,	PUNCT
ejpam-6795	447	7	syed	syed	ADJ
ejpam-6795	447	8	zahir	zahir	PROPN
ejpam-6795	447	9	hussain	hussain	PROPN
ejpam-6795	447	10	shah	shah	PROPN
ejpam-6795	447	11	,	,	PUNCT
ejpam-6795	447	12	muhammad	muhammad	PROPN
ejpam-6795	447	13	bilal	bilal	PROPN
ejpam-6795	447	14	riaz	riaz	PROPN
ejpam-6795	447	15	,	,	PUNCT
ejpam-6795	447	16	hamiden	hamiden	PROPN
ejpam-6795	447	17	abd	abd	PROPN
ejpam-6795	447	18	el	el	PROPN
ejpam-6795	447	19	-	-	PUNCT
ejpam-6795	447	20	wahed	wahe	VERB
ejpam-6795	447	21	khalifa	khalifa	PROPN
ejpam-6795	447	22	,	,	PUNCT
ejpam-6795	447	23	ali	ali	PROPN
ejpam-6795	447	24	akgül	akgül	PROPN
ejpam-6795	447	25	,	,	PUNCT
ejpam-6795	447	26	and	and	CCONJ
ejpam-6795	447	27	assad	assad	PROPN
ejpam-6795	447	28	ayub	ayub	PROPN
ejpam-6795	447	29	.	.	PUNCT
ejpam-6795	447	30	neural	neural	ADJ
ejpam-6795	447	31	network	network	NOUN
ejpam-6795	447	32	architecture	architecture	NOUN
ejpam-6795	447	33	to	to	PART
ejpam-6795	447	34	optimize	optimize	VERB
ejpam-6795	447	35	the	the	DET
ejpam-6795	447	36	nanoscale	nanoscale	ADJ
ejpam-6795	447	37	thermal	thermal	ADJ
ejpam-6795	447	38	transport	transport	NOUN
ejpam-6795	447	39	of	of	ADP
ejpam-6795	447	40	ternary	ternary	ADJ
ejpam-6795	447	41	magnetized	magnetize	VERB
ejpam-6795	447	42	carreau	carreau	PROPN
ejpam-6795	447	43	nanofluid	nanofluid	PROPN
ejpam-6795	447	44	over	over	ADP
ejpam-6795	447	45	3d	3d	NUM
ejpam-6795	447	46	wedge	wedge	NOUN
ejpam-6795	447	47	.	.	PUNCT
ejpam-6795	448	1	results	result	NOUN
ejpam-6795	448	2	in	in	ADP
ejpam-6795	448	3	physics	physics	NOUN
ejpam-6795	448	4	,	,	PUNCT
ejpam-6795	448	5	59:107616	59:107616	NUM
ejpam-6795	448	6	,	,	PUNCT
ejpam-6795	448	7	2024	2024	NUM
ejpam-6795	448	8	.	.	PUNCT
ejpam-6795	449	1	[	[	X
ejpam-6795	449	2	31	31	NUM
ejpam-6795	449	3	]	]	PUNCT
ejpam-6795	449	4	p.	p.	NOUN
ejpam-6795	449	5	priyadharshini	priyadharshini	PROPN
ejpam-6795	449	6	,	,	PUNCT
ejpam-6795	449	7	m.	m.	NOUN
ejpam-6795	449	8	vanitha	vanitha	PROPN
ejpam-6795	449	9	archana	archana	PROPN
ejpam-6795	449	10	,	,	PUNCT
ejpam-6795	449	11	nehad	nehad	VERB
ejpam-6795	449	12	ali	ali	PROPN
ejpam-6795	449	13	shah	shah	PROPN
ejpam-6795	449	14	,	,	PUNCT
ejpam-6795	449	15	and	and	CCONJ
ejpam-6795	449	16	mansoor	mansoor	PROPN
ejpam-6795	449	17	h.	h.	PROPN
ejpam-6795	449	18	alshehri	alshehri	PROPN
ejpam-6795	449	19	.	.	PUNCT
ejpam-6795	450	1	ternary	ternary	ADJ
ejpam-6795	450	2	hybrid	hybrid	ADJ
ejpam-6795	450	3	nanofluid	nanofluid	PROPN
ejpam-6795	450	4	flow	flow	NOUN
ejpam-6795	450	5	emerging	emerge	VERB
ejpam-6795	450	6	on	on	ADP
ejpam-6795	450	7	a	a	DET
ejpam-6795	450	8	symmetrically	symmetrically	ADV
ejpam-6795	450	9	stretching	stretch	VERB
ejpam-6795	450	10	sheet	sheet	NOUN
ejpam-6795	450	11	optimization	optimization	NOUN
ejpam-6795	450	12	with	with	ADP
ejpam-6795	450	13	machine	machine	NOUN
ejpam-6795	450	14	learning	learn	VERB
ejpam-6795	450	15	prediction	prediction	NOUN
ejpam-6795	450	16	scheme	scheme	NOUN
ejpam-6795	450	17	.	.	PUNCT
ejpam-6795	451	1	symmetry	symmetry	NOUN
ejpam-6795	451	2	,	,	PUNCT
ejpam-6795	451	3	15(6):1225	15(6):1225	NUM
ejpam-6795	451	4	,	,	PUNCT
ejpam-6795	451	5	2023	2023	NUM
ejpam-6795	451	6	.	.	PUNCT
ejpam-6795	452	1	[	[	X
ejpam-6795	452	2	32	32	NUM
ejpam-6795	452	3	]	]	PUNCT
ejpam-6795	452	4	p.	p.	NOUN
ejpam-6795	452	5	priyadharshini	priyadharshini	PROPN
ejpam-6795	452	6	,	,	PUNCT
ejpam-6795	452	7	m.	m.	NOUN
ejpam-6795	452	8	vanitha	vanitha	PROPN
ejpam-6795	452	9	archana	archana	PROPN
ejpam-6795	452	10	,	,	PUNCT
ejpam-6795	452	11	n.	n.	PROPN
ejpam-6795	452	12	ameer	ameer	PROPN
ejpam-6795	452	13	ahammad	ahammad	PROPN
ejpam-6795	452	14	,	,	PUNCT
ejpam-6795	452	15	chakravarthula	chakravarthula	NOUN
ejpam-6795	452	16	s.	s.	PROPN
ejpam-6795	452	17	k.	k.	PROPN
ejpam-6795	452	18	raju	raju	PROPN
ejpam-6795	452	19	,	,	PUNCT
ejpam-6795	452	20	se	se	ADJ
ejpam-6795	452	21	-	-	NOUN
ejpam-6795	452	22	jin	jin	ADJ
ejpam-6795	452	23	yook	yook	NOUN
ejpam-6795	452	24	,	,	PUNCT
ejpam-6795	452	25	and	and	CCONJ
ejpam-6795	452	26	nehad	nehad	VERB
ejpam-6795	452	27	ali	ali	PROPN
ejpam-6795	452	28	shah	shah	PROPN
ejpam-6795	452	29	.	.	PUNCT
ejpam-6795	453	1	gradient	gradient	ADJ
ejpam-6795	453	2	descent	descent	NOUN
ejpam-6795	453	3	machine	machine	NOUN
ejpam-6795	453	4	learning	learn	VERB
ejpam-6795	453	5	regression	regression	NOUN
ejpam-6795	453	6	for	for	ADP
ejpam-6795	453	7	mhd	mhd	NOUN
ejpam-6795	453	8	flow	flow	NOUN
ejpam-6795	453	9	:	:	PUNCT
ejpam-6795	453	10	metallurgy	metallurgy	NOUN
ejpam-6795	453	11	process	process	NOUN
ejpam-6795	453	12	.	.	PUNCT
ejpam-6795	454	1	international	international	ADJ
ejpam-6795	454	2	communications	communication	NOUN
ejpam-6795	454	3	in	in	ADP
ejpam-6795	454	4	heat	heat	NOUN
ejpam-6795	454	5	and	and	CCONJ
ejpam-6795	454	6	mass	mass	NOUN
ejpam-6795	454	7	transfer	transfer	NOUN
ejpam-6795	454	8	,	,	PUNCT
ejpam-6795	454	9	138:106307	138:106307	NUM
ejpam-6795	454	10	,	,	PUNCT
ejpam-6795	454	11	2022	2022	NUM
ejpam-6795	454	12	.	.	PUNCT
ejpam-6795	455	1	[	[	X
ejpam-6795	455	2	33	33	NUM
ejpam-6795	455	3	]	]	X
ejpam-6795	455	4	maddina	maddina	PROPN
ejpam-6795	455	5	dinesh	dinesh	PROPN
ejpam-6795	455	6	kumar	kumar	PROPN
ejpam-6795	455	7	,	,	PUNCT
ejpam-6795	455	8	c.	c.	PROPN
ejpam-6795	455	9	s.	s.	PROPN
ejpam-6795	455	10	k.	k.	PROPN
ejpam-6795	455	11	raju	raju	PROPN
ejpam-6795	455	12	,	,	PUNCT
ejpam-6795	455	13	kiran	kiran	PROPN
ejpam-6795	455	14	sajjan	sajjan	PROPN
ejpam-6795	455	15	,	,	PUNCT
ejpam-6795	455	16	gurram	gurram	PROPN
ejpam-6795	455	17	dharmaiah	dharmaiah	PROPN
ejpam-6795	455	18	,	,	PUNCT
ejpam-6795	455	19	nehad	nehad	VERB
ejpam-6795	455	20	ali	ali	PROPN
ejpam-6795	455	21	shah	shah	PROPN
ejpam-6795	455	22	,	,	PUNCT
ejpam-6795	455	23	and	and	CCONJ
ejpam-6795	455	24	se	se	ADJ
ejpam-6795	455	25	-	-	ADJ
ejpam-6795	455	26	jin	jin	ADJ
ejpam-6795	455	27	yook	yook	NOUN
ejpam-6795	455	28	.	.	PUNCT
ejpam-6795	456	1	deep	deep	ADJ
ejpam-6795	456	2	neural	neural	ADJ
ejpam-6795	456	3	network	network	NOUN
ejpam-6795	456	4	-	-	PUNCT
ejpam-6795	456	5	based	base	VERB
ejpam-6795	456	6	prediction	prediction	NOUN
ejpam-6795	456	7	and	and	CCONJ
ejpam-6795	456	8	computational	computational	ADJ
ejpam-6795	456	9	fluid	fluid	ADJ
ejpam-6795	456	10	dynamics	dynamic	NOUN
ejpam-6795	456	11	analysis	analysis	NOUN
ejpam-6795	456	12	of	of	ADP
ejpam-6795	456	13	convective	convective	ADJ
ejpam-6795	456	14	heat	heat	NOUN
ejpam-6795	456	15	transfer	transfer	NOUN
ejpam-6795	456	16	in	in	ADP
ejpam-6795	456	17	dusty	dusty	ADJ
ejpam-6795	456	18	fluid	fluid	NOUN
ejpam-6795	456	19	flow	flow	NOUN
ejpam-6795	456	20	over	over	ADP
ejpam-6795	456	21	heated	heated	ADJ
ejpam-6795	456	22	surface	surface	NOUN
ejpam-6795	456	23	.	.	PUNCT
ejpam-6795	457	1	physics	physics	PROPN
ejpam-6795	457	2	of	of	ADP
ejpam-6795	457	3	fluids	fluid	NOUN
ejpam-6795	457	4	,	,	PUNCT
ejpam-6795	457	5	37(2	37(2	NOUN
ejpam-6795	457	6	)	)	PUNCT
ejpam-6795	457	7	,	,	PUNCT
ejpam-6795	457	8	2025	2025	NUM
ejpam-6795	457	9	.	.	PUNCT
ejpam-6795	458	1	[	[	X
ejpam-6795	458	2	34	34	NUM
ejpam-6795	458	3	]	]	X
ejpam-6795	458	4	maddina	maddina	PROPN
ejpam-6795	458	5	dinesh	dinesh	PROPN
ejpam-6795	458	6	kumar	kumar	PROPN
ejpam-6795	458	7	,	,	PUNCT
ejpam-6795	458	8	c.	c.	PROPN
ejpam-6795	458	9	s.	s.	PROPN
ejpam-6795	458	10	k.	k.	PROPN
ejpam-6795	458	11	raju	raju	PROPN
ejpam-6795	458	12	,	,	PUNCT
ejpam-6795	458	13	nehad	nehad	VERB
ejpam-6795	458	14	ali	ali	PROPN
ejpam-6795	458	15	shah	shah	PROPN
ejpam-6795	458	16	,	,	PUNCT
ejpam-6795	458	17	se	se	ADJ
ejpam-6795	458	18	-	-	NOUN
ejpam-6795	458	19	jin	jin	ADJ
ejpam-6795	458	20	yook	yook	NOUN
ejpam-6795	458	21	,	,	PUNCT
ejpam-6795	458	22	and	and	CCONJ
ejpam-6795	458	23	dharmaiah	dharmaiah	PROPN
ejpam-6795	458	24	gurram	gurram	PROPN
ejpam-6795	458	25	.	.	PUNCT
ejpam-6795	459	1	support	support	NOUN
ejpam-6795	459	2	vector	vector	NOUN
ejpam-6795	459	3	machine	machine	NOUN
ejpam-6795	459	4	learning	learn	VERB
ejpam-6795	459	5	classification	classification	NOUN
ejpam-6795	459	6	of	of	ADP
ejpam-6795	459	7	heat	heat	NOUN
ejpam-6795	459	8	transfer	transfer	NOUN
ejpam-6795	459	9	rate	rate	NOUN
ejpam-6795	459	10	in	in	ADP
ejpam-6795	459	11	tris	tris	NOUN
ejpam-6795	459	12	.	.	PUNCT
ejpam-6795	460	1	khan	khan	PROPN
ejpam-6795	460	2	et	et	PROPN
ejpam-6795	460	3	al	al	PROPN
ejpam-6795	460	4	.	.	PUNCT
ejpam-6795	460	5	/	/	SYM
ejpam-6795	460	6	eur	eur	PROPN
ejpam-6795	460	7	.	.	PUNCT
ejpam-6795	461	1	j.	j.	PROPN
ejpam-6795	461	2	pure	pure	PROPN
ejpam-6795	461	3	appl	appl	PROPN
ejpam-6795	461	4	.	.	PROPN
ejpam-6795	461	5	math	math	PROPN
ejpam-6795	461	6	,	,	PUNCT
ejpam-6795	461	7	18	18	NUM
ejpam-6795	461	8	(	(	PUNCT
ejpam-6795	461	9	4	4	NUM
ejpam-6795	461	10	)	)	PUNCT
ejpam-6795	461	11	(	(	PUNCT
ejpam-6795	461	12	2025	2025	NUM
ejpam-6795	461	13	)	)	PUNCT
ejpam-6795	461	14	,	,	PUNCT
ejpam-6795	461	15	6795	6795	NUM
ejpam-6795	461	16	32	32	NUM
ejpam-6795	461	17	of	of	ADP
ejpam-6795	461	18	33	33	NUM
ejpam-6795	461	19	hybrid	hybrid	ADJ
ejpam-6795	461	20	nanofluid	nanofluid	NOUN
ejpam-6795	461	21	over	over	ADP
ejpam-6795	461	22	a	a	DET
ejpam-6795	461	23	3d	3d	NUM
ejpam-6795	461	24	stretching	stretching	NOUN
ejpam-6795	461	25	surface	surface	NOUN
ejpam-6795	461	26	with	with	ADP
ejpam-6795	461	27	suction	suction	NOUN
ejpam-6795	461	28	effects	effect	NOUN
ejpam-6795	461	29	for	for	ADP
ejpam-6795	461	30	water	water	NOUN
ejpam-6795	461	31	at	at	ADP
ejpam-6795	461	32	10	10	NUM
ejpam-6795	461	33	°	°	ADP
ejpam-6795	461	34	c	c	NOUN
ejpam-6795	461	35	and	and	CCONJ
ejpam-6795	461	36	50	50	NUM
ejpam-6795	461	37	°	°	PROPN
ejpam-6795	461	38	c.	c.	PROPN
ejpam-6795	461	39	alexandria	alexandria	PROPN
ejpam-6795	461	40	engineering	engineering	PROPN
ejpam-6795	461	41	journal	journal	PROPN
ejpam-6795	461	42	,	,	PUNCT
ejpam-6795	461	43	118:556–578	118:556–578	NUM
ejpam-6795	461	44	,	,	PUNCT
ejpam-6795	461	45	2025	2025	NUM
ejpam-6795	461	46	.	.	PUNCT
ejpam-6795	462	1	[	[	X
ejpam-6795	462	2	35	35	NUM
ejpam-6795	462	3	]	]	PUNCT
ejpam-6795	462	4	rupa	rupa	NOUN
ejpam-6795	462	5	baithalu	baithalu	NOUN
ejpam-6795	462	6	,	,	PUNCT
ejpam-6795	462	7	s.	s.	PROPN
ejpam-6795	462	8	r.	r.	PROPN
ejpam-6795	462	9	mishra	mishra	PROPN
ejpam-6795	462	10	,	,	PUNCT
ejpam-6795	462	11	subhajit	subhajit	NOUN
ejpam-6795	462	12	panda	panda	NOUN
ejpam-6795	462	13	,	,	PUNCT
ejpam-6795	462	14	and	and	CCONJ
ejpam-6795	462	15	nehad	nehad	VERB
ejpam-6795	462	16	ali	ali	PROPN
ejpam-6795	462	17	shah	shah	PROPN
ejpam-6795	462	18	.	.	PUNCT
ejpam-6795	463	1	forced	force	VERB
ejpam-6795	463	2	convective	convective	ADJ
ejpam-6795	463	3	micropolar	micropolar	ADJ
ejpam-6795	463	4	nanofluidic	nanofluidic	ADJ
ejpam-6795	463	5	transportation	transportation	NOUN
ejpam-6795	463	6	with	with	ADP
ejpam-6795	463	7	cattaneo	cattaneo	ADJ
ejpam-6795	463	8	-	-	PUNCT
ejpam-6795	463	9	christov	christov	ADJ
ejpam-6795	463	10	heat	heat	NOUN
ejpam-6795	463	11	and	and	CCONJ
ejpam-6795	463	12	mass	mass	PROPN
ejpam-6795	463	13	flux	flux	PROPN
ejpam-6795	463	14	model	model	PROPN
ejpam-6795	463	15	:	:	PUNCT
ejpam-6795	463	16	levenberg	levenberg	PROPN
ejpam-6795	463	17	-	-	PUNCT
ejpam-6795	463	18	marquardt	marquardt	PROPN
ejpam-6795	463	19	backpropagation	backpropagation	PROPN
ejpam-6795	463	20	neural	neural	ADJ
ejpam-6795	463	21	network	network	NOUN
ejpam-6795	463	22	approach	approach	NOUN
ejpam-6795	463	23	.	.	PUNCT
ejpam-6795	464	1	engineering	engineering	NOUN
ejpam-6795	464	2	applications	application	NOUN
ejpam-6795	464	3	of	of	ADP
ejpam-6795	464	4	artificial	artificial	ADJ
ejpam-6795	464	5	intelligence	intelligence	NOUN
ejpam-6795	464	6	,	,	PUNCT
ejpam-6795	464	7	154:110947	154:110947	NUM
ejpam-6795	464	8	,	,	PUNCT
ejpam-6795	464	9	2025	2025	NUM
ejpam-6795	464	10	.	.	PUNCT
ejpam-6795	465	1	[	[	X
ejpam-6795	465	2	36	36	NUM
ejpam-6795	465	3	]	]	X
ejpam-6795	465	4	assad	assad	PROPN
ejpam-6795	465	5	ayub	ayub	PROPN
ejpam-6795	465	6	,	,	PUNCT
ejpam-6795	465	7	zahoor	zahoor	PROPN
ejpam-6795	465	8	iqbal	iqbal	PROPN
ejpam-6795	465	9	,	,	PUNCT
ejpam-6795	465	10	syed	syed	ADJ
ejpam-6795	465	11	zahir	zahir	PROPN
ejpam-6795	465	12	hussain	hussain	PROPN
ejpam-6795	465	13	shah	shah	PROPN
ejpam-6795	465	14	,	,	PUNCT
ejpam-6795	465	15	fathia	fathia	NOUN
ejpam-6795	465	16	m.	m.	NOUN
ejpam-6795	465	17	al	al	PROPN
ejpam-6795	465	18	samman	samman	PROPN
ejpam-6795	465	19	,	,	PUNCT
ejpam-6795	465	20	hafiz	hafiz	PROPN
ejpam-6795	465	21	abdul	abdul	PROPN
ejpam-6795	465	22	wahab	wahab	PROPN
ejpam-6795	465	23	,	,	PUNCT
ejpam-6795	465	24	mhassen	mhassen	PROPN
ejpam-6795	465	25	e.	e.	PROPN
ejpam-6795	465	26	e.	e.	PROPN
ejpam-6795	465	27	dalam	dalam	PROPN
ejpam-6795	465	28	,	,	PUNCT
ejpam-6795	465	29	and	and	CCONJ
ejpam-6795	465	30	ameni	ameni	PROPN
ejpam-6795	465	31	gargouri	gargouri	PROPN
ejpam-6795	465	32	.	.	PUNCT
ejpam-6795	466	1	neural	neural	ADJ
ejpam-6795	466	2	intelligent	intelligent	ADJ
ejpam-6795	466	3	approach	approach	NOUN
ejpam-6795	466	4	for	for	ADP
ejpam-6795	466	5	heat	heat	NOUN
ejpam-6795	466	6	transfer	transfer	NOUN
ejpam-6795	466	7	applications	application	NOUN
ejpam-6795	466	8	of	of	ADP
ejpam-6795	466	9	trihybrid	trihybrid	PROPN
ejpam-6795	466	10	cross	cross	PROPN
ejpam-6795	466	11	bio	bio	PROPN
ejpam-6795	466	12	-	-	PROPN
ejpam-6795	466	13	nanofluid	nanofluid	ADJ
ejpam-6795	466	14	over	over	ADP
ejpam-6795	466	15	wedge	wedge	NOUN
ejpam-6795	466	16	geometry	geometry	NOUN
ejpam-6795	466	17	.	.	PUNCT
ejpam-6795	467	1	modern	modern	ADJ
ejpam-6795	467	2	physics	physics	NOUN
ejpam-6795	467	3	letters	letters	PROPN
ejpam-6795	467	4	b	b	PROPN
ejpam-6795	467	5	,	,	PUNCT
ejpam-6795	467	6	39(10):2450439	39(10):2450439	NUM
ejpam-6795	467	7	,	,	PUNCT
ejpam-6795	467	8	2025	2025	NUM
ejpam-6795	467	9	.	.	PUNCT
ejpam-6795	468	1	[	[	X
ejpam-6795	468	2	37	37	NUM
ejpam-6795	468	3	]	]	X
ejpam-6795	468	4	atifa	atifa	PROPN
ejpam-6795	468	5	asghar	asghar	PROPN
ejpam-6795	468	6	,	,	PUNCT
ejpam-6795	468	7	rukhsar	rukhsar	PROPN
ejpam-6795	468	8	ikram	ikram	PROPN
ejpam-6795	468	9	,	,	PUNCT
ejpam-6795	468	10	amir	amir	PROPN
ejpam-6795	468	11	khan	khan	PROPN
ejpam-6795	468	12	,	,	PUNCT
ejpam-6795	468	13	mohsan	mohsan	PROPN
ejpam-6795	468	14	hassan	hassan	PROPN
ejpam-6795	468	15	,	,	PUNCT
ejpam-6795	468	16	and	and	CCONJ
ejpam-6795	468	17	aeshah	aeshah	NOUN
ejpam-6795	468	18	a.	a.	NOUN
ejpam-6795	468	19	raezah	raezah	PROPN
ejpam-6795	468	20	.	.	PUNCT
ejpam-6795	469	1	applications	application	NOUN
ejpam-6795	469	2	of	of	ADP
ejpam-6795	469	3	artificial	artificial	ADJ
ejpam-6795	469	4	neural	neural	ADJ
ejpam-6795	469	5	network	network	NOUN
ejpam-6795	469	6	to	to	PART
ejpam-6795	469	7	solve	solve	VERB
ejpam-6795	469	8	the	the	DET
ejpam-6795	469	9	nonlinear	nonlinear	ADJ
ejpam-6795	469	10	cassava	cassava	NOUN
ejpam-6795	469	11	mosaic	mosaic	PROPN
ejpam-6795	469	12	disease	disease	NOUN
ejpam-6795	469	13	model	model	NOUN
ejpam-6795	469	14	.	.	PUNCT
ejpam-6795	470	1	the	the	DET
ejpam-6795	470	2	european	european	PROPN
ejpam-6795	470	3	physical	physical	PROPN
ejpam-6795	470	4	journal	journal	PROPN
ejpam-6795	470	5	plus	plus	CCONJ
ejpam-6795	470	6	,	,	PUNCT
ejpam-6795	470	7	139(11):1012	139(11):1012	PROPN
ejpam-6795	470	8	,	,	PUNCT
ejpam-6795	470	9	2024	2024	NUM
ejpam-6795	470	10	.	.	PUNCT
ejpam-6795	471	1	[	[	X
ejpam-6795	471	2	38	38	NUM
ejpam-6795	471	3	]	]	PUNCT
ejpam-6795	471	4	mohsan	mohsan	PROPN
ejpam-6795	471	5	hassan	hassan	PROPN
ejpam-6795	471	6	,	,	PUNCT
ejpam-6795	471	7	syed	syed	ADJ
ejpam-6795	471	8	tauseef	tauseef	ADJ
ejpam-6795	471	9	mohyud	mohyud	NOUN
ejpam-6795	471	10	-	-	PUNCT
ejpam-6795	471	11	din	din	NOUN
ejpam-6795	471	12	,	,	PUNCT
ejpam-6795	471	13	and	and	CCONJ
ejpam-6795	471	14	muhammad	muhammad	PROPN
ejpam-6795	471	15	ramzan	ramzan	PROPN
ejpam-6795	471	16	.	.	PUNCT
ejpam-6795	472	1	study	study	NOUN
ejpam-6795	472	2	of	of	ADP
ejpam-6795	472	3	heat	heat	NOUN
ejpam-6795	472	4	transfer	transfer	NOUN
ejpam-6795	472	5	and	and	CCONJ
ejpam-6795	472	6	entropy	entropy	NOUN
ejpam-6795	472	7	generation	generation	NOUN
ejpam-6795	472	8	in	in	ADP
ejpam-6795	472	9	ferrofluid	ferrofluid	NOUN
ejpam-6795	472	10	under	under	ADP
ejpam-6795	472	11	low	low	ADJ
ejpam-6795	472	12	oscillating	oscillate	VERB
ejpam-6795	472	13	magnetic	magnetic	ADJ
ejpam-6795	472	14	field	field	NOUN
ejpam-6795	472	15	.	.	PUNCT
ejpam-6795	473	1	indian	indian	PROPN
ejpam-6795	473	2	journal	journal	PROPN
ejpam-6795	473	3	of	of	ADP
ejpam-6795	473	4	physics	physics	PROPN
ejpam-6795	473	5	,	,	PUNCT
ejpam-6795	473	6	pages	page	NOUN
ejpam-6795	473	7	1–10	1–10	NOUN
ejpam-6795	473	8	,	,	PUNCT
ejpam-6795	473	9	2018	2018	NUM
ejpam-6795	473	10	.	.	PUNCT
ejpam-6795	474	1	[	[	X
ejpam-6795	474	2	39	39	NUM
ejpam-6795	474	3	]	]	PUNCT
ejpam-6795	474	4	muhammad	muhammad	PROPN
ejpam-6795	474	5	rizwan	rizwan	PROPN
ejpam-6795	474	6	,	,	PUNCT
ejpam-6795	474	7	mohsan	mohsan	PROPN
ejpam-6795	474	8	hassan	hassan	PROPN
ejpam-6795	474	9	,	,	PUNCT
ejpam-6795	474	10	oluwole	oluwole	PROPN
ejpam-6795	474	11	daniel	daniel	PROPN
ejpam-6795	474	12	makinde	makinde	PROPN
ejpam-6795	474	13	,	,	PUNCT
ejpam-6795	474	14	muhammad	muhammad	PROPN
ejpam-6795	474	15	mubashir	mubashir	PROPN
ejpam-6795	474	16	bhatti	bhatti	PROPN
ejpam-6795	474	17	,	,	PUNCT
ejpam-6795	474	18	and	and	CCONJ
ejpam-6795	474	19	marin	marin	NOUN
ejpam-6795	474	20	marin	marin	NOUN
ejpam-6795	474	21	.	.	PUNCT
ejpam-6795	475	1	rheological	rheological	ADJ
ejpam-6795	475	2	modeling	modeling	NOUN
ejpam-6795	475	3	of	of	ADP
ejpam-6795	475	4	metallic	metallic	ADJ
ejpam-6795	475	5	oxide	oxide	NOUN
ejpam-6795	475	6	nanoparticles	nanoparticle	NOUN
ejpam-6795	475	7	containing	contain	VERB
ejpam-6795	475	8	non	non	ADJ
ejpam-6795	475	9	-	-	ADJ
ejpam-6795	475	10	newtonian	newtonian	ADJ
ejpam-6795	475	11	nanofluids	nanofluid	NOUN
ejpam-6795	475	12	and	and	CCONJ
ejpam-6795	475	13	potential	potential	ADJ
ejpam-6795	475	14	investigation	investigation	NOUN
ejpam-6795	475	15	of	of	ADP
ejpam-6795	475	16	heat	heat	NOUN
ejpam-6795	475	17	and	and	CCONJ
ejpam-6795	475	18	mass	mass	NOUN
ejpam-6795	475	19	flow	flow	NOUN
ejpam-6795	475	20	characteristics	characteristic	NOUN
ejpam-6795	475	21	.	.	PUNCT
ejpam-6795	476	1	nanomaterials	nanomaterial	NOUN
ejpam-6795	476	2	,	,	PUNCT
ejpam-6795	476	3	12(7):1237	12(7):1237	NUM
ejpam-6795	476	4	,	,	PUNCT
ejpam-6795	476	5	2022	2022	NUM
ejpam-6795	476	6	.	.	PUNCT
ejpam-6795	477	1	[	[	X
ejpam-6795	477	2	40	40	NUM
ejpam-6795	477	3	]	]	X
ejpam-6795	477	4	khalid	khalid	PROPN
ejpam-6795	477	5	arif	arif	PROPN
ejpam-6795	477	6	,	,	PUNCT
ejpam-6795	477	7	syed	syed	ADJ
ejpam-6795	477	8	tauseef	tauseef	PROPN
ejpam-6795	477	9	saeed	saeed	PROPN
ejpam-6795	477	10	,	,	PUNCT
ejpam-6795	477	11	muhammad	muhammad	PROPN
ejpam-6795	477	12	naeem	naeem	PROPN
ejpam-6795	477	13	aslam	aslam	PROPN
ejpam-6795	477	14	,	,	PUNCT
ejpam-6795	477	15	jihad	jihad	PROPN
ejpam-6795	477	16	younis	younis	PROPN
ejpam-6795	477	17	,	,	PUNCT
ejpam-6795	477	18	arshad	arshad	PROPN
ejpam-6795	477	19	riaz	riaz	PROPN
ejpam-6795	477	20	,	,	PUNCT
ejpam-6795	477	21	and	and	CCONJ
ejpam-6795	477	22	salman	salman	PROPN
ejpam-6795	477	23	saleem	saleem	PROPN
ejpam-6795	477	24	.	.	PUNCT
ejpam-6795	478	1	modelling	model	VERB
ejpam-6795	478	2	cross	cross	NOUN
ejpam-6795	478	3	-	-	NOUN
ejpam-6795	478	4	diffusion	diffusion	NOUN
ejpam-6795	478	5	in	in	ADP
ejpam-6795	478	6	mhd	mhd	PROPN
ejpam-6795	478	7	williamson	williamson	PROPN
ejpam-6795	478	8	nanofluid	nanofluid	PROPN
ejpam-6795	478	9	flow	flow	NOUN
ejpam-6795	478	10	over	over	ADP
ejpam-6795	478	11	a	a	DET
ejpam-6795	478	12	nonlinear	nonlinear	ADJ
ejpam-6795	478	13	stretching	stretch	VERB
ejpam-6795	478	14	surface	surface	NOUN
ejpam-6795	478	15	via	via	ADP
ejpam-6795	478	16	morlet	morlet	PROPN
ejpam-6795	478	17	wavelet	wavelet	PROPN
ejpam-6795	478	18	neural	neural	PROPN
ejpam-6795	478	19	networks	network	NOUN
ejpam-6795	478	20	.	.	PUNCT
ejpam-6795	479	1	scientific	scientific	ADJ
ejpam-6795	479	2	reports	report	NOUN
ejpam-6795	479	3	,	,	PUNCT
ejpam-6795	479	4	15(1):27287	15(1):27287	NUM
ejpam-6795	479	5	,	,	PUNCT
ejpam-6795	479	6	2025	2025	NUM
ejpam-6795	479	7	.	.	PUNCT
ejpam-6795	480	1	[	[	X
ejpam-6795	480	2	41	41	NUM
ejpam-6795	480	3	]	]	X
ejpam-6795	480	4	ibrahim	ibrahim	PROPN
ejpam-6795	480	5	alraddadi	alraddadi	PROPN
ejpam-6795	480	6	,	,	PUNCT
ejpam-6795	480	7	assad	assad	PROPN
ejpam-6795	480	8	ayub	ayub	PROPN
ejpam-6795	480	9	,	,	PUNCT
ejpam-6795	480	10	syed	syed	ADJ
ejpam-6795	480	11	modassir	modassir	PROPN
ejpam-6795	480	12	hussain	hussain	PROPN
ejpam-6795	480	13	,	,	PUNCT
ejpam-6795	480	14	umair	umair	PROPN
ejpam-6795	480	15	khan	khan	PROPN
ejpam-6795	480	16	,	,	PUNCT
ejpam-6795	480	17	syed	syed	ADJ
ejpam-6795	480	18	zahir	zahir	PROPN
ejpam-6795	480	19	hussain	hussain	PROPN
ejpam-6795	480	20	shah	shah	PROPN
ejpam-6795	480	21	,	,	PUNCT
ejpam-6795	480	22	and	and	CCONJ
ejpam-6795	480	23	ahmed	ahmed	PROPN
ejpam-6795	480	24	m.	m.	PROPN
ejpam-6795	480	25	hassan	hassan	PROPN
ejpam-6795	480	26	.	.	PUNCT
ejpam-6795	481	1	the	the	DET
ejpam-6795	481	2	significance	significance	NOUN
ejpam-6795	481	3	of	of	ADP
ejpam-6795	481	4	ternary	ternary	ADJ
ejpam-6795	481	5	hybrid	hybrid	PROPN
ejpam-6795	481	6	cross	cross	PROPN
ejpam-6795	481	7	bio	bio	PROPN
ejpam-6795	481	8	-	-	ADJ
ejpam-6795	481	9	nanofluid	nanofluid	ADJ
ejpam-6795	481	10	model	model	NOUN
ejpam-6795	481	11	in	in	ADP
ejpam-6795	481	12	expanding	expand	VERB
ejpam-6795	481	13	/	/	SYM
ejpam-6795	481	14	contracting	contracting	NOUN
ejpam-6795	481	15	cylinder	cylinder	NOUN
ejpam-6795	481	16	with	with	ADP
ejpam-6795	481	17	inclined	inclined	ADJ
ejpam-6795	481	18	magnetic	magnetic	ADJ
ejpam-6795	481	19	field	field	NOUN
ejpam-6795	481	20	.	.	PUNCT
ejpam-6795	482	1	frontiers	frontier	NOUN
ejpam-6795	482	2	in	in	ADP
ejpam-6795	482	3	materials	material	NOUN
ejpam-6795	482	4	,	,	PUNCT
ejpam-6795	482	5	10:1242085	10:1242085	NUM
ejpam-6795	482	6	,	,	PUNCT
ejpam-6795	482	7	2023	2023	NUM
ejpam-6795	482	8	.	.	PUNCT
ejpam-6795	483	1	[	[	X
ejpam-6795	483	2	42	42	NUM
ejpam-6795	483	3	]	]	PUNCT
ejpam-6795	483	4	syed	syed	ADJ
ejpam-6795	483	5	zahir	zahir	PROPN
ejpam-6795	483	6	hussain	hussain	PROPN
ejpam-6795	483	7	shah	shah	PROPN
ejpam-6795	483	8	,	,	PUNCT
ejpam-6795	483	9	zulqurnain	zulqurnain	PROPN
ejpam-6795	483	10	sabir	sabir	PROPN
ejpam-6795	483	11	,	,	PUNCT
ejpam-6795	483	12	assad	assad	PROPN
ejpam-6795	483	13	ayub	ayub	PROPN
ejpam-6795	483	14	,	,	PUNCT
ejpam-6795	483	15	amjid	amjid	PROPN
ejpam-6795	483	16	rashid	rashid	PROPN
ejpam-6795	483	17	,	,	PUNCT
ejpam-6795	483	18	r.	r.	PROPN
ejpam-6795	483	19	sadat	sadat	PROPN
ejpam-6795	483	20	,	,	PUNCT
ejpam-6795	483	21	and	and	CCONJ
ejpam-6795	483	22	mohamed	mohamed	PROPN
ejpam-6795	483	23	r.	r.	PROPN
ejpam-6795	483	24	ali	ali	PROPN
ejpam-6795	483	25	.	.	PUNCT
ejpam-6795	484	1	an	an	DET
ejpam-6795	484	2	efficient	efficient	ADJ
ejpam-6795	484	3	numerical	numerical	ADJ
ejpam-6795	484	4	scheme	scheme	NOUN
ejpam-6795	484	5	for	for	ADP
ejpam-6795	484	6	solving	solve	VERB
ejpam-6795	484	7	the	the	DET
ejpam-6795	484	8	melting	melting	NOUN
ejpam-6795	484	9	transportation	transportation	NOUN
ejpam-6795	484	10	of	of	ADP
ejpam-6795	484	11	energy	energy	NOUN
ejpam-6795	484	12	with	with	ADP
ejpam-6795	484	13	time	time	NOUN
ejpam-6795	484	14	dependent	dependent	PROPN
ejpam-6795	484	15	carreau	carreau	PROPN
ejpam-6795	484	16	nanofluid	nanofluid	PROPN
ejpam-6795	484	17	.	.	PUNCT
ejpam-6795	485	1	south	south	ADJ
ejpam-6795	485	2	african	african	ADJ
ejpam-6795	485	3	journal	journal	PROPN
ejpam-6795	485	4	of	of	ADP
ejpam-6795	485	5	chemical	chemical	PROPN
ejpam-6795	485	6	engineering	engineering	NOUN
ejpam-6795	485	7	,	,	PUNCT
ejpam-6795	485	8	47:345–356	47:345–356	PROPN
ejpam-6795	485	9	,	,	PUNCT
ejpam-6795	485	10	2024	2024	NUM
ejpam-6795	485	11	.	.	PUNCT
ejpam-6795	486	1	[	[	X
ejpam-6795	486	2	43	43	NUM
ejpam-6795	486	3	]	]	X
ejpam-6795	486	4	syed	syed	ADJ
ejpam-6795	486	5	zahir	zahir	PROPN
ejpam-6795	486	6	hussain	hussain	PROPN
ejpam-6795	486	7	shah	shah	PROPN
ejpam-6795	486	8	,	,	PUNCT
ejpam-6795	486	9	assad	assad	PROPN
ejpam-6795	486	10	ayub	ayub	PROPN
ejpam-6795	486	11	,	,	PUNCT
ejpam-6795	486	12	saira	saira	PROPN
ejpam-6795	486	13	bhatti	bhatti	PROPN
ejpam-6795	486	14	,	,	PUNCT
ejpam-6795	486	15	umair	umair	PROPN
ejpam-6795	486	16	khan	khan	PROPN
ejpam-6795	486	17	,	,	PUNCT
ejpam-6795	486	18	anuar	anuar	PROPN
ejpam-6795	486	19	ishak	ishak	PROPN
ejpam-6795	486	20	,	,	PUNCT
ejpam-6795	486	21	el	el	PROPN
ejpam-6795	486	22	-	-	PUNCT
ejpam-6795	486	23	sayed	say	VERB
ejpam-6795	486	24	m.	m.	NOUN
ejpam-6795	486	25	sherif	sherif	PROPN
ejpam-6795	486	26	,	,	PUNCT
ejpam-6795	486	27	and	and	CCONJ
ejpam-6795	486	28	ioan	ioan	PROPN
ejpam-6795	486	29	pop	pop	PROPN
ejpam-6795	486	30	.	.	PUNCT
ejpam-6795	487	1	aspects	aspect	NOUN
ejpam-6795	487	2	of	of	ADP
ejpam-6795	487	3	inclined	inclined	ADJ
ejpam-6795	487	4	magnetohydrodynamics	magnetohydrodynamic	NOUN
ejpam-6795	487	5	and	and	CCONJ
ejpam-6795	487	6	heat	heat	NOUN
ejpam-6795	487	7	transfer	transfer	NOUN
ejpam-6795	487	8	in	in	ADP
ejpam-6795	487	9	a	a	DET
ejpam-6795	487	10	non	non	ADJ
ejpam-6795	487	11	-	-	ADJ
ejpam-6795	487	12	newtonian	newtonian	ADJ
ejpam-6795	487	13	tri	tri	ADJ
ejpam-6795	487	14	-	-	ADJ
ejpam-6795	487	15	hybrid	hybrid	ADJ
ejpam-6795	487	16	bio	bio	ADJ
ejpam-6795	487	17	-	-	ADJ
ejpam-6795	487	18	nanofluid	nanofluid	ADJ
ejpam-6795	487	19	flow	flow	NOUN
ejpam-6795	487	20	past	past	ADP
ejpam-6795	487	21	a	a	DET
ejpam-6795	487	22	wedgeshaped	wedgeshaped	ADJ
ejpam-6795	487	23	artery	artery	NOUN
ejpam-6795	487	24	utilizing	utilize	VERB
ejpam-6795	487	25	artificial	artificial	ADJ
ejpam-6795	487	26	neural	neural	ADJ
ejpam-6795	487	27	network	network	NOUN
ejpam-6795	487	28	scheme	scheme	NOUN
ejpam-6795	487	29	.	.	PUNCT
ejpam-6795	488	1	zamm	zamm	PROPN
ejpam-6795	488	2	-	-	PUNCT
ejpam-6795	488	3	journal	journal	PROPN
ejpam-6795	488	4	of	of	ADP
ejpam-6795	488	5	applied	apply	VERB
ejpam-6795	488	6	mathematics	mathematic	NOUN
ejpam-6795	488	7	and	and	CCONJ
ejpam-6795	488	8	mechanics	mechanic	NOUN
ejpam-6795	488	9	/	/	SYM
ejpam-6795	488	10	zeitschrift	zeitschrift	PROPN
ejpam-6795	488	11	für	für	PROPN
ejpam-6795	488	12	angewandte	angewandte	PROPN
ejpam-6795	488	13	mathematik	mathematik	PROPN
ejpam-6795	488	14	und	und	PROPN
ejpam-6795	488	15	mechanik	mechanik	PROPN
ejpam-6795	488	16	,	,	PUNCT
ejpam-6795	488	17	104(12):e202400278	104(12):e202400278	NUM
ejpam-6795	488	18	,	,	PUNCT
ejpam-6795	488	19	2024	2024	NUM
ejpam-6795	488	20	.	.	PUNCT
ejpam-6795	489	1	[	[	X
ejpam-6795	489	2	44	44	NUM
ejpam-6795	489	3	]	]	PUNCT
ejpam-6795	489	4	mehari	mehari	PROPN
ejpam-6795	489	5	fentahun	fentahun	PROPN
ejpam-6795	489	6	endalew	endalew	PROPN
ejpam-6795	489	7	and	and	CCONJ
ejpam-6795	489	8	subharthi	subharthi	PROPN
ejpam-6795	489	9	sarkar	sarkar	PROPN
ejpam-6795	489	10	.	.	PUNCT
ejpam-6795	490	1	numerical	numerical	PROPN
ejpam-6795	490	2	exploration	exploration	NOUN
ejpam-6795	490	3	of	of	ADP
ejpam-6795	490	4	forced	force	VERB
ejpam-6795	490	5	convection	convection	NOUN
ejpam-6795	490	6	hydromagnetic	hydromagnetic	ADJ
ejpam-6795	490	7	hyperbolic	hyperbolic	ADJ
ejpam-6795	490	8	tangent	tangent	NOUN
ejpam-6795	490	9	nanofluid	nanofluid	PROPN
ejpam-6795	490	10	flow	flow	NOUN
ejpam-6795	490	11	over	over	ADP
ejpam-6795	490	12	a	a	DET
ejpam-6795	490	13	permeable	permeable	ADJ
ejpam-6795	490	14	wedge	wedge	NOUN
ejpam-6795	490	15	with	with	ADP
ejpam-6795	490	16	melting	melt	VERB
ejpam-6795	490	17	heat	heat	NOUN
ejpam-6795	490	18	transfer	transfer	NOUN
ejpam-6795	490	19	.	.	PUNCT
ejpam-6795	491	1	scientific	scientific	ADJ
ejpam-6795	491	2	reports	report	NOUN
ejpam-6795	491	3	,	,	PUNCT
ejpam-6795	491	4	13(1):3515	13(1):3515	NUM
ejpam-6795	491	5	,	,	PUNCT
ejpam-6795	491	6	2023	2023	NUM
ejpam-6795	491	7	.	.	PUNCT
ejpam-6795	492	1	[	[	X
ejpam-6795	492	2	45	45	NUM
ejpam-6795	492	3	]	]	PUNCT
ejpam-6795	492	4	l.	l.	PROPN
ejpam-6795	492	5	r.	r.	PROPN
ejpam-6795	492	6	titus	titus	PROPN
ejpam-6795	492	7	and	and	CCONJ
ejpam-6795	492	8	a.	a.	PROPN
ejpam-6795	492	9	abraham	abraham	PROPN
ejpam-6795	492	10	.	.	PUNCT
ejpam-6795	493	1	flow	flow	NOUN
ejpam-6795	493	2	of	of	ADP
ejpam-6795	493	3	ferrofluid	ferrofluid	NOUN
ejpam-6795	493	4	over	over	ADP
ejpam-6795	493	5	an	an	DET
ejpam-6795	493	6	inclined	inclined	ADJ
ejpam-6795	493	7	stretching	stretch	VERB
ejpam-6795	493	8	sheet	sheet	NOUN
ejpam-6795	493	9	in	in	ADP
ejpam-6795	493	10	the	the	DET
ejpam-6795	493	11	presence	presence	NOUN
ejpam-6795	493	12	.	.	PUNCT
ejpam-6795	494	1	in	in	ADP
ejpam-6795	494	2	transactions	transaction	NOUN
ejpam-6795	494	3	on	on	ADP
ejpam-6795	494	4	engineering	engineering	NOUN
ejpam-6795	494	5	technologies	technology	NOUN
ejpam-6795	494	6	:	:	PUNCT
ejpam-6795	494	7	world	world	PROPN
ejpam-6795	494	8	congress	congress	PROPN
ejpam-6795	494	9	on	on	ADP
ejpam-6795	494	10	s.	s.	PROPN
ejpam-6795	494	11	khan	khan	PROPN
ejpam-6795	494	12	et	et	PROPN
ejpam-6795	494	13	al	al	PROPN
ejpam-6795	494	14	.	.	PUNCT
ejpam-6795	494	15	/	/	SYM
ejpam-6795	494	16	eur	eur	PROPN
ejpam-6795	494	17	.	.	PUNCT
ejpam-6795	495	1	j.	j.	PROPN
ejpam-6795	495	2	pure	pure	PROPN
ejpam-6795	495	3	appl	appl	PROPN
ejpam-6795	495	4	.	.	PROPN
ejpam-6795	495	5	math	math	PROPN
ejpam-6795	495	6	,	,	PUNCT
ejpam-6795	495	7	18	18	NUM
ejpam-6795	495	8	(	(	PUNCT
ejpam-6795	495	9	4	4	NUM
ejpam-6795	495	10	)	)	PUNCT
ejpam-6795	495	11	(	(	PUNCT
ejpam-6795	495	12	2025	2025	NUM
ejpam-6795	495	13	)	)	PUNCT
ejpam-6795	495	14	,	,	PUNCT
ejpam-6795	495	15	6795	6795	NUM
ejpam-6795	495	16	33	33	NUM
ejpam-6795	495	17	of	of	ADP
ejpam-6795	495	18	33	33	NUM
ejpam-6795	495	19	engineering	engineering	NOUN
ejpam-6795	495	20	,	,	PUNCT
ejpam-6795	495	21	page	page	NOUN
ejpam-6795	495	22	41	41	NUM
ejpam-6795	495	23	,	,	PUNCT
ejpam-6795	495	24	2018	2018	NUM
ejpam-6795	495	25	.	.	PUNCT