id	sid	tid	token	lemma	pos
cet-14973	1	1	doi	doi	NOUN
cet-14973	1	2	:	:	PUNCT
cet-14973	1	3	10.3303	10.3303	NUM
cet-14973	1	4	/	/	SYM
cet-14973	1	5	cet24114068	cet24114068	ADJ
cet-14973	1	6	paper	paper	NOUN
cet-14973	1	7	received	receive	VERB
cet-14973	1	8	:	:	PUNCT
cet-14973	1	9	20	20	NUM
cet-14973	1	10	may	may	PROPN
cet-14973	1	11	2024	2024	NUM
cet-14973	1	12	;	;	PUNCT
cet-14973	1	13	revised	revise	VERB
cet-14973	1	14	:	:	PUNCT
cet-14973	1	15	28	28	NUM
cet-14973	1	16	september	september	PROPN
cet-14973	1	17	2024	2024	NUM
cet-14973	1	18	;	;	PUNCT
cet-14973	1	19	accepted	accept	VERB
cet-14973	1	20	:	:	PUNCT
cet-14973	1	21	12	12	NUM
cet-14973	1	22	november	november	NOUN
cet-14973	1	23	2024	2024	NUM
cet-14973	1	24	please	please	INTJ
cet-14973	1	25	cite	cite	VERB
cet-14973	1	26	this	this	DET
cet-14973	1	27	article	article	NOUN
cet-14973	1	28	as	as	ADP
cet-14973	1	29	:	:	PUNCT
cet-14973	1	30	wang	wang	PROPN
cet-14973	1	31	m.	m.	PROPN
cet-14973	1	32	,	,	PUNCT
cet-14973	1	33	bu	bu	PROPN
cet-14973	1	34	s.	s.	PROPN
cet-14973	1	35	,	,	PUNCT
cet-14973	1	36	zhou	zhou	PROPN
cet-14973	1	37	b.	b.	PROPN
cet-14973	1	38	,	,	PUNCT
cet-14973	1	39	gong	gong	PROPN
cet-14973	1	40	b.	b.	PROPN
cet-14973	1	41	,	,	PUNCT
cet-14973	1	42	li	li	PROPN
cet-14973	1	43	z.	z.	PROPN
cet-14973	1	44	,	,	PUNCT
cet-14973	1	45	chen	chen	PROPN
cet-14973	1	46	d.	d.	PROPN
cet-14973	1	47	,	,	PUNCT
cet-14973	1	48	2024	2024	NUM
cet-14973	1	49	,	,	PUNCT
cet-14973	1	50	physics	physics	NOUN
cet-14973	1	51	-	-	PUNCT
cet-14973	1	52	informed	inform	VERB
cet-14973	1	53	neural	neural	ADJ
cet-14973	1	54	networks	network	NOUN
cet-14973	1	55	for	for	ADP
cet-14973	1	56	inversion	inversion	NOUN
cet-14973	1	57	of	of	ADP
cet-14973	1	58	the	the	DET
cet-14973	1	59	macroscopic	macroscopic	ADJ
cet-14973	1	60	transport	transport	NOUN
cet-14973	1	61	parameters	parameter	NOUN
cet-14973	1	62	in	in	ADP
cet-14973	1	63	packed	packed	ADJ
cet-14973	1	64	bed	bed	NOUN
cet-14973	1	65	,	,	PUNCT
cet-14973	1	66	chemical	chemical	NOUN
cet-14973	1	67	engineering	engineering	NOUN
cet-14973	1	68	transactions	transaction	NOUN
cet-14973	1	69	,	,	PUNCT
cet-14973	1	70	114	114	NUM
cet-14973	1	71	,	,	PUNCT
cet-14973	1	72	403	403	NUM
cet-14973	1	73	-	-	SYM
cet-14973	1	74	408	408	NUM
cet-14973	1	75	doi:10.3303	doi:10.3303	NOUN
cet-14973	1	76	/	/	SYM
cet-14973	1	77	cet24114068	cet24114068	NOUN
cet-14973	1	78	chemical	chemical	PROPN
cet-14973	1	79	engineering	engineering	NOUN
cet-14973	1	80	transactions	transaction	NOUN
cet-14973	1	81	vol	vol	NOUN
cet-14973	1	82	.	.	PROPN
cet-14973	1	83	114	114	NUM
cet-14973	1	84	,	,	PUNCT
cet-14973	1	85	2024	2024	NUM
cet-14973	1	86	a	a	DET
cet-14973	1	87	publication	publication	NOUN
cet-14973	1	88	of	of	ADP
cet-14973	1	89	the	the	DET
cet-14973	1	90	italian	italian	ADJ
cet-14973	1	91	association	association	NOUN
cet-14973	1	92	of	of	ADP
cet-14973	1	93	chemical	chemical	PROPN
cet-14973	1	94	engineering	engineering	NOUN
cet-14973	1	95	online	online	ADV
cet-14973	1	96	at	at	ADP
cet-14973	1	97	www.cetjournal.it	www.cetjournal.it	PROPN
cet-14973	1	98	guest	guest	NOUN
cet-14973	1	99	editors	editor	NOUN
cet-14973	1	100	:	:	PUNCT
cet-14973	1	101	petar	petar	PROPN
cet-14973	1	102	s.	s.	PROPN
cet-14973	1	103	varbanov	varbanov	PROPN
cet-14973	1	104	,	,	PUNCT
cet-14973	1	105	min	min	PROPN
cet-14973	1	106	zeng	zeng	PROPN
cet-14973	1	107	,	,	PUNCT
cet-14973	1	108	yee	yee	PROPN
cet-14973	1	109	van	van	PROPN
cet-14973	1	110	fan	fan	PROPN
cet-14973	1	111	,	,	PUNCT
cet-14973	1	112	xuechao	xuechao	PROPN
cet-14973	1	113	wang	wang	PROPN
cet-14973	1	114	copyright	copyright	PROPN
cet-14973	1	115	©	©	PROPN
cet-14973	1	116	2024	2024	NUM
cet-14973	1	117	,	,	PUNCT
cet-14973	1	118	aidic	aidic	ADJ
cet-14973	1	119	servizi	servizi	PROPN
cet-14973	1	120	s.r.l	s.r.l	NOUN
cet-14973	1	121	.	.	PUNCT
cet-14973	2	1	isbn	isbn	PROPN
cet-14973	2	2	979	979	NUM
cet-14973	2	3	-	-	SYM
cet-14973	2	4	12	12	NUM
cet-14973	2	5	-	-	PUNCT
cet-14973	2	6	81206	81206	NUM
cet-14973	2	7	-	-	SYM
cet-14973	2	8	12	12	NUM
cet-14973	2	9	-	-	SYM
cet-14973	2	10	0	0	NUM
cet-14973	2	11	;	;	PUNCT
cet-14973	2	12	issn	issn	PROPN
cet-14973	2	13	2283	2283	NUM
cet-14973	2	14	-	-	SYM
cet-14973	2	15	9216	9216	NUM
cet-14973	2	16	physics	physics	NOUN
cet-14973	2	17	-	-	PUNCT
cet-14973	2	18	informed	inform	VERB
cet-14973	2	19	neural	neural	ADJ
cet-14973	2	20	networks	network	NOUN
cet-14973	2	21	for	for	ADP
cet-14973	2	22	inversion	inversion	NOUN
cet-14973	2	23	of	of	ADP
cet-14973	2	24	the	the	DET
cet-14973	2	25	macroscopic	macroscopic	ADJ
cet-14973	2	26	transport	transport	NOUN
cet-14973	2	27	parameters	parameter	NOUN
cet-14973	2	28	in	in	ADP
cet-14973	2	29	packed	packed	ADJ
cet-14973	2	30	bed	bed	NOUN
cet-14973	2	31	mouhao	mouhao	ADV
cet-14973	2	32	wanga	wanga	ADV
cet-14973	2	33	,	,	PUNCT
cet-14973	2	34	shanshan	shanshan	PROPN
cet-14973	2	35	bua	bua	PROPN
cet-14973	2	36	,	,	PUNCT
cet-14973	2	37	*	*	PUNCT
cet-14973	2	38	,	,	PUNCT
cet-14973	2	39	bing	bing	NOUN
cet-14973	2	40	zhoub	zhoub	NOUN
cet-14973	2	41	,	,	PUNCT
cet-14973	2	42	baoping	baope	VERB
cet-14973	2	43	gongb	gongb	ADJ
cet-14973	2	44	,	,	PUNCT
cet-14973	2	45	zhenzhong	zhenzhong	PROPN
cet-14973	2	46	lia	lia	PROPN
cet-14973	2	47	,	,	PUNCT
cet-14973	2	48	deqi	deqi	PROPN
cet-14973	2	49	chena	chena	PROPN
cet-14973	2	50	akey	akey	PROPN
cet-14973	2	51	laboratory	laboratory	PROPN
cet-14973	2	52	of	of	ADP
cet-14973	2	53	low	low	ADJ
cet-14973	2	54	-	-	PUNCT
cet-14973	2	55	grade	grade	NOUN
cet-14973	2	56	energy	energy	NOUN
cet-14973	2	57	utilization	utilization	NOUN
cet-14973	2	58	technologies	technology	NOUN
cet-14973	2	59	&	&	CCONJ
cet-14973	2	60	system	system	NOUN
cet-14973	2	61	,	,	PUNCT
cet-14973	2	62	chongqing	chongqing	PROPN
cet-14973	2	63	university	university	NOUN
cet-14973	2	64	,	,	PUNCT
cet-14973	2	65	chongqing	chongqing	PROPN
cet-14973	2	66	,	,	PUNCT
cet-14973	2	67	china	china	PROPN
cet-14973	2	68	bsouthwestern	bsouthwestern	PROPN
cet-14973	2	69	institute	institute	PROPN
cet-14973	2	70	of	of	ADP
cet-14973	2	71	physics	physics	PROPN
cet-14973	2	72	,	,	PUNCT
cet-14973	2	73	chengdu	chengdu	PROPN
cet-14973	2	74	,	,	PUNCT
cet-14973	2	75	610225	610225	NUM
cet-14973	2	76	,	,	PUNCT
cet-14973	2	77	china	china	PROPN
cet-14973	2	78	shanshanbu@cqu.edu.cn	shanshanbu@cqu.edu.cn	VERB
cet-14973	2	79	the	the	DET
cet-14973	2	80	effective	effective	ADJ
cet-14973	2	81	permeability	permeability	NOUN
cet-14973	2	82	and	and	CCONJ
cet-14973	2	83	effective	effective	ADJ
cet-14973	2	84	thermal	thermal	ADJ
cet-14973	2	85	conductivity	conductivity	NOUN
cet-14973	2	86	represent	represent	VERB
cet-14973	2	87	the	the	DET
cet-14973	2	88	macroscopic	macroscopic	ADJ
cet-14973	2	89	transport	transport	NOUN
cet-14973	2	90	parameters	parameter	NOUN
cet-14973	2	91	crucial	crucial	ADJ
cet-14973	2	92	for	for	ADP
cet-14973	2	93	characterizing	characterize	VERB
cet-14973	2	94	fluid	fluid	ADJ
cet-14973	2	95	flow	flow	NOUN
cet-14973	2	96	and	and	CCONJ
cet-14973	2	97	heat	heat	NOUN
cet-14973	2	98	transfer	transfer	NOUN
cet-14973	2	99	in	in	ADP
cet-14973	2	100	packed	pack	VERB
cet-14973	2	101	beds	bed	NOUN
cet-14973	2	102	.	.	PUNCT
cet-14973	3	1	accurately	accurately	ADV
cet-14973	3	2	determining	determine	VERB
cet-14973	3	3	these	these	DET
cet-14973	3	4	parameters	parameter	NOUN
cet-14973	3	5	is	be	AUX
cet-14973	3	6	essential	essential	ADJ
cet-14973	3	7	for	for	ADP
cet-14973	3	8	successful	successful	ADJ
cet-14973	3	9	upscaling	upscaling	NOUN
cet-14973	3	10	from	from	ADP
cet-14973	3	11	the	the	DET
cet-14973	3	12	pore	pore	ADJ
cet-14973	3	13	scale	scale	NOUN
cet-14973	3	14	to	to	ADP
cet-14973	3	15	the	the	DET
cet-14973	3	16	packed	pack	VERB
cet-14973	3	17	bed	bed	NOUN
cet-14973	3	18	scale	scale	NOUN
cet-14973	3	19	.	.	PUNCT
cet-14973	4	1	in	in	ADP
cet-14973	4	2	this	this	DET
cet-14973	4	3	study	study	NOUN
cet-14973	4	4	,	,	PUNCT
cet-14973	4	5	a	a	DET
cet-14973	4	6	novel	novel	ADJ
cet-14973	4	7	approach	approach	NOUN
cet-14973	4	8	utilizing	utilize	VERB
cet-14973	4	9	physics	physics	NOUN
cet-14973	4	10	-	-	PUNCT
cet-14973	4	11	informed	inform	VERB
cet-14973	4	12	neural	neural	ADJ
cet-14973	4	13	networks	network	NOUN
cet-14973	4	14	(	(	PUNCT
cet-14973	4	15	pinns	pinn	NOUN
cet-14973	4	16	)	)	PUNCT
cet-14973	4	17	is	be	AUX
cet-14973	4	18	introduced	introduce	VERB
cet-14973	4	19	to	to	PART
cet-14973	4	20	enhance	enhance	VERB
cet-14973	4	21	the	the	DET
cet-14973	4	22	precision	precision	NOUN
cet-14973	4	23	and	and	CCONJ
cet-14973	4	24	efficiency	efficiency	NOUN
cet-14973	4	25	in	in	ADP
cet-14973	4	26	estimating	estimate	VERB
cet-14973	4	27	these	these	DET
cet-14973	4	28	macroscopic	macroscopic	ADJ
cet-14973	4	29	transport	transport	NOUN
cet-14973	4	30	parameters	parameter	NOUN
cet-14973	4	31	during	during	ADP
cet-14973	4	32	the	the	DET
cet-14973	4	33	upscaling	upscale	VERB
cet-14973	4	34	process	process	NOUN
cet-14973	4	35	.	.	PUNCT
cet-14973	5	1	this	this	DET
cet-14973	5	2	approach	approach	NOUN
cet-14973	5	3	treats	treat	VERB
cet-14973	5	4	the	the	DET
cet-14973	5	5	estimation	estimation	NOUN
cet-14973	5	6	of	of	ADP
cet-14973	5	7	transport	transport	NOUN
cet-14973	5	8	parameters	parameter	NOUN
cet-14973	5	9	as	as	ADP
cet-14973	5	10	an	an	DET
cet-14973	5	11	inverse	inverse	NOUN
cet-14973	5	12	problem	problem	NOUN
cet-14973	5	13	framed	frame	VERB
cet-14973	5	14	within	within	ADP
cet-14973	5	15	the	the	DET
cet-14973	5	16	context	context	NOUN
cet-14973	5	17	of	of	ADP
cet-14973	5	18	pinns	pinn	NOUN
cet-14973	5	19	,	,	PUNCT
cet-14973	5	20	where	where	SCONJ
cet-14973	5	21	the	the	DET
cet-14973	5	22	network	network	NOUN
cet-14973	5	23	learns	learn	VERB
cet-14973	5	24	the	the	DET
cet-14973	5	25	underlying	underlying	ADJ
cet-14973	5	26	physical	physical	ADJ
cet-14973	5	27	laws	law	NOUN
cet-14973	5	28	and	and	CCONJ
cet-14973	5	29	outputs	output	NOUN
cet-14973	5	30	the	the	DET
cet-14973	5	31	desired	desire	VERB
cet-14973	5	32	macroscopic	macroscopic	ADJ
cet-14973	5	33	parameters	parameter	NOUN
cet-14973	5	34	.	.	PUNCT
cet-14973	6	1	the	the	DET
cet-14973	6	2	minimization	minimization	NOUN
cet-14973	6	3	of	of	ADP
cet-14973	6	4	discrepancies	discrepancy	NOUN
cet-14973	6	5	in	in	ADP
cet-14973	6	6	pressure	pressure	NOUN
cet-14973	6	7	drops	drop	NOUN
cet-14973	6	8	and	and	CCONJ
cet-14973	6	9	temperature	temperature	NOUN
cet-14973	6	10	between	between	ADP
cet-14973	6	11	the	the	DET
cet-14973	6	12	pore	pore	ADJ
cet-14973	6	13	-	-	PUNCT
cet-14973	6	14	scale	scale	NOUN
cet-14973	6	15	and	and	CCONJ
cet-14973	6	16	packed	pack	VERB
cet-14973	6	17	-	-	PUNCT
cet-14973	6	18	bed	bed	NOUN
cet-14973	6	19	scale	scale	NOUN
cet-14973	6	20	models	model	NOUN
cet-14973	6	21	forms	form	VERB
cet-14973	6	22	the	the	DET
cet-14973	6	23	basis	basis	NOUN
cet-14973	6	24	of	of	ADP
cet-14973	6	25	the	the	DET
cet-14973	6	26	objective	objective	ADJ
cet-14973	6	27	function	function	NOUN
cet-14973	6	28	.	.	PUNCT
cet-14973	7	1	the	the	DET
cet-14973	7	2	results	result	NOUN
cet-14973	7	3	demonstrate	demonstrate	VERB
cet-14973	7	4	a	a	DET
cet-14973	7	5	high	high	ADJ
cet-14973	7	6	degree	degree	NOUN
cet-14973	7	7	(	(	PUNCT
cet-14973	7	8	relative	relative	ADJ
cet-14973	7	9	deviations	deviation	NOUN
cet-14973	7	10	are	be	AUX
cet-14973	7	11	within	within	ADP
cet-14973	7	12	1	1	NUM
cet-14973	7	13	%	%	NOUN
cet-14973	7	14	)	)	PUNCT
cet-14973	7	15	of	of	ADP
cet-14973	7	16	agreement	agreement	NOUN
cet-14973	7	17	between	between	ADP
cet-14973	7	18	the	the	DET
cet-14973	7	19	pore	pore	ADJ
cet-14973	7	20	-	-	PUNCT
cet-14973	7	21	scale	scale	NOUN
cet-14973	7	22	and	and	CCONJ
cet-14973	7	23	packed	pack	VERB
cet-14973	7	24	-	-	PUNCT
cet-14973	7	25	bed	bed	NOUN
cet-14973	7	26	scale	scale	NOUN
cet-14973	7	27	models	model	NOUN
cet-14973	7	28	in	in	ADP
cet-14973	7	29	multi	multi	ADJ
cet-14973	7	30	-	-	ADJ
cet-14973	7	31	physics	physics	ADJ
cet-14973	7	32	fields	field	NOUN
cet-14973	7	33	,	,	PUNCT
cet-14973	7	34	validating	validate	VERB
cet-14973	7	35	the	the	DET
cet-14973	7	36	effectiveness	effectiveness	NOUN
cet-14973	7	37	of	of	ADP
cet-14973	7	38	the	the	DET
cet-14973	7	39	pinns	pinns	ADV
cet-14973	7	40	-	-	PUNCT
cet-14973	7	41	based	base	VERB
cet-14973	7	42	approach	approach	NOUN
cet-14973	7	43	in	in	ADP
cet-14973	7	44	accurately	accurately	ADV
cet-14973	7	45	capturing	capture	VERB
cet-14973	7	46	the	the	DET
cet-14973	7	47	macroscopic	macroscopic	ADJ
cet-14973	7	48	transport	transport	NOUN
cet-14973	7	49	parameters	parameter	NOUN
cet-14973	7	50	for	for	ADP
cet-14973	7	51	packed	packed	ADJ
cet-14973	7	52	beds	bed	NOUN
cet-14973	7	53	.	.	PUNCT
cet-14973	8	1	macroscopic	macroscopic	ADJ
cet-14973	8	2	transport	transport	NOUN
cet-14973	8	3	parameters	parameter	NOUN
cet-14973	8	4	of	of	ADP
cet-14973	8	5	solid	solid	ADJ
cet-14973	8	6	breeding	breeding	NOUN
cet-14973	8	7	blanket	blanket	NOUN
cet-14973	8	8	-	-	PUNCT
cet-14973	8	9	packed	pack	VERB
cet-14973	8	10	beds	bed	NOUN
cet-14973	8	11	in	in	ADP
cet-14973	8	12	fusion	fusion	NOUN
cet-14973	8	13	reactors	reactor	NOUN
cet-14973	8	14	at	at	ADP
cet-14973	8	15	different	different	ADJ
cet-14973	8	16	inlet	inlet	ADJ
cet-14973	8	17	velocities	velocity	NOUN
cet-14973	8	18	(	(	PUNCT
cet-14973	8	19	0.05~0.25	0.05~0.25	NOUN
cet-14973	8	20	m	m	PROPN
cet-14973	8	21	/	/	SYM
cet-14973	8	22	s	s	PART
cet-14973	8	23	)	)	PUNCT
cet-14973	8	24	and	and	CCONJ
cet-14973	8	25	different	different	ADJ
cet-14973	8	26	inlet	inlet	NOUN
cet-14973	8	27	temperatures	temperature	NOUN
cet-14973	8	28	(	(	PUNCT
cet-14973	8	29	300~900	300~900	NUM
cet-14973	8	30	k	k	NOUN
cet-14973	8	31	)	)	PUNCT
cet-14973	8	32	are	be	AUX
cet-14973	8	33	obtained	obtain	VERB
cet-14973	8	34	.	.	PUNCT
cet-14973	9	1	1	1	X
cet-14973	9	2	.	.	X
cet-14973	9	3	introduction	introduction	NOUN
cet-14973	9	4	flow	flow	NOUN
cet-14973	9	5	and	and	CCONJ
cet-14973	9	6	heat	heat	NOUN
cet-14973	9	7	transfer	transfer	NOUN
cet-14973	9	8	in	in	ADP
cet-14973	9	9	packed	packed	ADJ
cet-14973	9	10	beds	bed	NOUN
cet-14973	9	11	captivates	captivate	VERB
cet-14973	9	12	engineering	engineering	NOUN
cet-14973	9	13	interest	interest	NOUN
cet-14973	9	14	due	due	ADP
cet-14973	9	15	to	to	ADP
cet-14973	9	16	its	its	PRON
cet-14973	9	17	broad	broad	ADJ
cet-14973	9	18	practical	practical	ADJ
cet-14973	9	19	applications	application	NOUN
cet-14973	9	20	in	in	ADP
cet-14973	9	21	various	various	ADJ
cet-14973	9	22	fields	field	NOUN
cet-14973	9	23	.	.	PUNCT
cet-14973	10	1	examples	example	NOUN
cet-14973	10	2	include	include	VERB
cet-14973	10	3	catalytic	catalytic	ADJ
cet-14973	10	4	reactors	reactor	NOUN
cet-14973	10	5	(	(	PUNCT
cet-14973	10	6	shah	shah	PROPN
cet-14973	10	7	et	et	PROPN
cet-14973	10	8	al	al	PROPN
cet-14973	10	9	.	.	PROPN
cet-14973	10	10	,	,	PUNCT
cet-14973	10	11	2023	2023	NUM
cet-14973	10	12	)	)	PUNCT
cet-14973	10	13	,	,	PUNCT
cet-14973	10	14	pebble	pebble	ADJ
cet-14973	10	15	bed	bed	NOUN
cet-14973	10	16	reactors	reactor	NOUN
cet-14973	10	17	(	(	PUNCT
cet-14973	10	18	wu	wu	PROPN
cet-14973	10	19	et	et	PROPN
cet-14973	10	20	al	al	PROPN
cet-14973	10	21	.	.	PROPN
cet-14973	10	22	,	,	PUNCT
cet-14973	10	23	2023	2023	NUM
cet-14973	10	24	)	)	PUNCT
cet-14973	10	25	,	,	PUNCT
cet-14973	10	26	thermal	thermal	ADJ
cet-14973	10	27	energy	energy	NOUN
cet-14973	10	28	storage	storage	NOUN
cet-14973	10	29	(	(	PUNCT
cet-14973	10	30	he	he	PRON
cet-14973	10	31	et	et	PROPN
cet-14973	10	32	al	al	PROPN
cet-14973	10	33	.	.	PROPN
cet-14973	10	34	,	,	PUNCT
cet-14973	10	35	2023	2023	NUM
cet-14973	10	36	)	)	PUNCT
cet-14973	10	37	,	,	PUNCT
cet-14973	10	38	solar	solar	ADJ
cet-14973	10	39	receivers	receiver	NOUN
cet-14973	10	40	(	(	PUNCT
cet-14973	10	41	wei	wei	PROPN
cet-14973	10	42	et	et	PROPN
cet-14973	10	43	al	al	PROPN
cet-14973	10	44	.	.	PROPN
cet-14973	10	45	,	,	PUNCT
cet-14973	10	46	2024	2024	NUM
cet-14973	10	47	)	)	PUNCT
cet-14973	10	48	,	,	PUNCT
cet-14973	10	49	and	and	CCONJ
cet-14973	10	50	solid	solid	ADJ
cet-14973	10	51	breeding	breeding	NOUN
cet-14973	10	52	blankets	blanket	NOUN
cet-14973	10	53	in	in	ADP
cet-14973	10	54	fusion	fusion	NOUN
cet-14973	10	55	reactors	reactor	NOUN
cet-14973	10	56	(	(	PUNCT
cet-14973	10	57	gong	gong	NOUN
cet-14973	10	58	et	et	PROPN
cet-14973	10	59	al	al	PROPN
cet-14973	10	60	.	.	PROPN
cet-14973	10	61	,	,	PUNCT
cet-14973	10	62	2024	2024	NUM
cet-14973	10	63	)	)	PUNCT
cet-14973	10	64	.	.	PUNCT
cet-14973	11	1	understanding	understand	VERB
cet-14973	11	2	the	the	DET
cet-14973	11	3	heat	heat	NOUN
cet-14973	11	4	and	and	CCONJ
cet-14973	11	5	mass	mass	NOUN
cet-14973	11	6	transfer	transfer	NOUN
cet-14973	11	7	dynamics	dynamic	NOUN
cet-14973	11	8	is	be	AUX
cet-14973	11	9	crucial	crucial	ADJ
cet-14973	11	10	for	for	ADP
cet-14973	11	11	system	system	NOUN
cet-14973	11	12	design	design	NOUN
cet-14973	11	13	and	and	CCONJ
cet-14973	11	14	evaluation	evaluation	NOUN
cet-14973	11	15	.	.	PUNCT
cet-14973	12	1	however	however	ADV
cet-14973	12	2	,	,	PUNCT
cet-14973	12	3	packed	pack	VERB
cet-14973	12	4	-	-	PUNCT
cet-14973	12	5	bed	bed	NOUN
cet-14973	12	6	systems	system	NOUN
cet-14973	12	7	vary	vary	VERB
cet-14973	12	8	greatly	greatly	ADV
cet-14973	12	9	in	in	ADP
cet-14973	12	10	spatial	spatial	ADJ
cet-14973	12	11	scale	scale	NOUN
cet-14973	12	12	and	and	CCONJ
cet-14973	12	13	have	have	VERB
cet-14973	12	14	very	very	ADV
cet-14973	12	15	complex	complex	ADJ
cet-14973	12	16	internal	internal	ADJ
cet-14973	12	17	structures	structure	NOUN
cet-14973	12	18	,	,	PUNCT
cet-14973	12	19	making	make	VERB
cet-14973	12	20	pore	pore	ADJ
cet-14973	12	21	scale	scale	NOUN
cet-14973	12	22	analysis	analysis	NOUN
cet-14973	12	23	challenging	challenging	ADJ
cet-14973	12	24	.	.	PUNCT
cet-14973	13	1	in	in	ADP
cet-14973	13	2	engineering	engineering	NOUN
cet-14973	13	3	applications	application	NOUN
cet-14973	13	4	,	,	PUNCT
cet-14973	13	5	macroscopic	macroscopic	ADJ
cet-14973	13	6	transport	transport	NOUN
cet-14973	13	7	parameters	parameter	NOUN
cet-14973	13	8	,	,	PUNCT
cet-14973	13	9	such	such	ADJ
cet-14973	13	10	as	as	ADP
cet-14973	13	11	effective	effective	ADJ
cet-14973	13	12	permeability	permeability	NOUN
cet-14973	13	13	and	and	CCONJ
cet-14973	13	14	thermal	thermal	ADJ
cet-14973	13	15	conductivity	conductivity	NOUN
cet-14973	13	16	,	,	PUNCT
cet-14973	13	17	are	be	AUX
cet-14973	13	18	often	often	ADV
cet-14973	13	19	introduced	introduce	VERB
cet-14973	13	20	to	to	PART
cet-14973	13	21	represent	represent	VERB
cet-14973	13	22	overall	overall	ADJ
cet-14973	13	23	flow	flow	NOUN
cet-14973	13	24	and	and	CCONJ
cet-14973	13	25	heat	heat	NOUN
cet-14973	13	26	transfer	transfer	NOUN
cet-14973	13	27	characteristics	characteristic	NOUN
cet-14973	13	28	(	(	PUNCT
cet-14973	13	29	luo	luo	PROPN
cet-14973	13	30	et	et	PROPN
cet-14973	13	31	al	al	PROPN
cet-14973	13	32	.	.	PROPN
cet-14973	13	33	,	,	PUNCT
cet-14973	13	34	2020	2020	NUM
cet-14973	13	35	)	)	PUNCT
cet-14973	13	36	.	.	PUNCT
cet-14973	14	1	these	these	DET
cet-14973	14	2	parameters	parameter	NOUN
cet-14973	14	3	could	could	AUX
cet-14973	14	4	be	be	AUX
cet-14973	14	5	directly	directly	ADV
cet-14973	14	6	used	use	VERB
cet-14973	14	7	to	to	PART
cet-14973	14	8	simplify	simplify	VERB
cet-14973	14	9	the	the	DET
cet-14973	14	10	pore	pore	ADJ
cet-14973	14	11	scale	scale	NOUN
cet-14973	14	12	model	model	NOUN
cet-14973	14	13	(	(	PUNCT
cet-14973	14	14	wang	wang	PROPN
cet-14973	14	15	et	et	PROPN
cet-14973	14	16	al	al	PROPN
cet-14973	14	17	.	.	PROPN
cet-14973	14	18	,	,	PUNCT
cet-14973	14	19	2023	2023	NUM
cet-14973	14	20	)	)	PUNCT
cet-14973	14	21	to	to	ADP
cet-14973	14	22	a	a	DET
cet-14973	14	23	packed	pack	VERB
cet-14973	14	24	-	-	PUNCT
cet-14973	14	25	bed	bed	NOUN
cet-14973	14	26	scale	scale	NOUN
cet-14973	14	27	model	model	NOUN
cet-14973	14	28	(	(	PUNCT
cet-14973	14	29	wang	wang	PROPN
cet-14973	14	30	et	et	PROPN
cet-14973	14	31	al	al	PROPN
cet-14973	14	32	.	.	PROPN
cet-14973	14	33	,	,	PUNCT
cet-14973	14	34	2024	2024	NUM
cet-14973	14	35	)	)	PUNCT
cet-14973	14	36	through	through	ADP
cet-14973	14	37	the	the	DET
cet-14973	14	38	porous	porous	ADJ
cet-14973	14	39	media	medium	NOUN
cet-14973	14	40	approach	approach	NOUN
cet-14973	14	41	to	to	PART
cet-14973	14	42	quickly	quickly	ADV
cet-14973	14	43	evaluate	evaluate	VERB
cet-14973	14	44	the	the	DET
cet-14973	14	45	pressure	pressure	NOUN
cet-14973	14	46	drop	drop	NOUN
cet-14973	14	47	and	and	CCONJ
cet-14973	14	48	temperature	temperature	NOUN
cet-14973	14	49	distribution	distribution	NOUN
cet-14973	14	50	of	of	ADP
cet-14973	14	51	the	the	DET
cet-14973	14	52	whole	whole	ADJ
cet-14973	14	53	packed	packed	ADJ
cet-14973	14	54	bed	bed	NOUN
cet-14973	14	55	.	.	PUNCT
cet-14973	15	1	the	the	DET
cet-14973	15	2	determination	determination	NOUN
cet-14973	15	3	of	of	ADP
cet-14973	15	4	macroscopic	macroscopic	ADJ
cet-14973	15	5	transport	transport	NOUN
cet-14973	15	6	parameters	parameter	NOUN
cet-14973	15	7	often	often	ADV
cet-14973	15	8	relies	rely	VERB
cet-14973	15	9	on	on	ADP
cet-14973	15	10	empirical	empirical	ADJ
cet-14973	15	11	correlation	correlation	NOUN
cet-14973	15	12	models	model	NOUN
cet-14973	15	13	.	.	PUNCT
cet-14973	16	1	however	however	ADV
cet-14973	16	2	,	,	PUNCT
cet-14973	16	3	these	these	DET
cet-14973	16	4	models	model	NOUN
cet-14973	16	5	often	often	ADV
cet-14973	16	6	overlook	overlook	VERB
cet-14973	16	7	the	the	DET
cet-14973	16	8	complex	complex	ADJ
cet-14973	16	9	interactions	interaction	NOUN
cet-14973	16	10	between	between	ADP
cet-14973	16	11	fluid	fluid	ADJ
cet-14973	16	12	flow	flow	NOUN
cet-14973	16	13	and	and	CCONJ
cet-14973	16	14	heat	heat	NOUN
cet-14973	16	15	transfer	transfer	NOUN
cet-14973	16	16	at	at	ADP
cet-14973	16	17	the	the	DET
cet-14973	16	18	pore	pore	ADJ
cet-14973	16	19	scale	scale	NOUN
cet-14973	16	20	.	.	PUNCT
cet-14973	17	1	for	for	ADP
cet-14973	17	2	instance	instance	NOUN
cet-14973	17	3	,	,	PUNCT
cet-14973	17	4	models	model	NOUN
cet-14973	17	5	like	like	ADP
cet-14973	17	6	kozeny	kozeny	NOUN
cet-14973	17	7	-	-	PUNCT
cet-14973	17	8	carman	carman	NOUN
cet-14973	17	9	neglect	neglect	NOUN
cet-14973	17	10	the	the	DET
cet-14973	17	11	influence	influence	NOUN
cet-14973	17	12	of	of	ADP
cet-14973	17	13	heat	heat	NOUN
cet-14973	17	14	transfer	transfer	NOUN
cet-14973	17	15	when	when	SCONJ
cet-14973	17	16	calculating	calculate	VERB
cet-14973	17	17	the	the	DET
cet-14973	17	18	effective	effective	ADJ
cet-14973	17	19	permeability	permeability	NOUN
cet-14973	17	20	of	of	ADP
cet-14973	17	21	packed	pack	VERB
cet-14973	17	22	beds	bed	NOUN
cet-14973	17	23	,	,	PUNCT
cet-14973	17	24	while	while	SCONJ
cet-14973	17	25	models	model	NOUN
cet-14973	17	26	such	such	ADJ
cet-14973	17	27	as	as	ADP
cet-14973	17	28	chew	chew	NOUN
cet-14973	17	29	-	-	PUNCT
cet-14973	17	30	glandt	glandt	NOUN
cet-14973	17	31	fail	fail	VERB
cet-14973	17	32	to	to	PART
cet-14973	17	33	consider	consider	VERB
cet-14973	17	34	internal	internal	ADJ
cet-14973	17	35	flow	flow	NOUN
cet-14973	17	36	within	within	ADP
cet-14973	17	37	porous	porous	ADJ
cet-14973	17	38	media	medium	NOUN
cet-14973	17	39	when	when	SCONJ
cet-14973	17	40	predicting	predict	VERB
cet-14973	17	41	effective	effective	ADJ
cet-14973	17	42	thermal	thermal	ADJ
cet-14973	17	43	conductivity	conductivity	NOUN
cet-14973	17	44	.	.	PUNCT
cet-14973	18	1	these	these	DET
cet-14973	18	2	simplifications	simplification	NOUN
cet-14973	18	3	will	will	AUX
cet-14973	18	4	not	not	PART
cet-14973	18	5	be	be	AUX
cet-14973	18	6	reasonable	reasonable	ADJ
cet-14973	18	7	in	in	ADP
cet-14973	18	8	some	some	DET
cet-14973	18	9	practical	practical	ADJ
cet-14973	18	10	applications	application	NOUN
cet-14973	18	11	(	(	PUNCT
cet-14973	18	12	wang	wang	PROPN
cet-14973	18	13	et	et	PROPN
cet-14973	18	14	al	al	PROPN
cet-14973	18	15	.	.	PROPN
cet-14973	18	16	,	,	PUNCT
cet-14973	18	17	2024	2024	NUM
cet-14973	18	18	)	)	PUNCT
cet-14973	18	19	.	.	PUNCT
cet-14973	19	1	particularly	particularly	ADV
cet-14973	19	2	in	in	ADP
cet-14973	19	3	industrial	industrial	ADJ
cet-14973	19	4	scenarios	scenario	NOUN
cet-14973	19	5	with	with	ADP
cet-14973	19	6	significant	significant	ADJ
cet-14973	19	7	temperature	temperature	NOUN
cet-14973	19	8	or	or	CCONJ
cet-14973	19	9	pressure	pressure	NOUN
cet-14973	19	10	gradients	gradient	NOUN
cet-14973	19	11	,	,	PUNCT
cet-14973	19	12	separately	separately	ADV
cet-14973	19	13	considering	consider	VERB
cet-14973	19	14	flow	flow	NOUN
cet-14973	19	15	and	and	CCONJ
cet-14973	19	16	heat	heat	NOUN
cet-14973	19	17	transfer	transfer	NOUN
cet-14973	19	18	can	can	AUX
cet-14973	19	19	overlook	overlook	VERB
cet-14973	19	20	their	their	PRON
cet-14973	19	21	mutual	mutual	ADJ
cet-14973	19	22	influences	influence	NOUN
cet-14973	19	23	,	,	PUNCT
cet-14973	19	24	potentially	potentially	ADV
cet-14973	19	25	leading	lead	VERB
cet-14973	19	26	to	to	ADP
cet-14973	19	27	biases	bias	NOUN
cet-14973	19	28	in	in	ADP
cet-14973	19	29	understanding	understanding	NOUN
cet-14973	19	30	and	and	CCONJ
cet-14973	19	31	predicting	predict	VERB
cet-14973	19	32	the	the	DET
cet-14973	19	33	overall	overall	ADJ
cet-14973	19	34	heat	heat	NOUN
cet-14973	19	35	and	and	CCONJ
cet-14973	19	36	mass	mass	NOUN
cet-14973	19	37	transfer	transfer	NOUN
cet-14973	19	38	behaviors	behavior	NOUN
cet-14973	19	39	of	of	ADP
cet-14973	19	40	packed	packed	ADJ
cet-14973	19	41	beds	bed	NOUN
cet-14973	19	42	.	.	PUNCT
cet-14973	20	1	403	403	NUM
cet-14973	20	2	recent	recent	ADJ
cet-14973	20	3	advancements	advancement	NOUN
cet-14973	20	4	in	in	ADP
cet-14973	20	5	machine	machine	NOUN
cet-14973	20	6	learning	learning	NOUN
cet-14973	20	7	,	,	PUNCT
cet-14973	20	8	particularly	particularly	ADV
cet-14973	20	9	the	the	DET
cet-14973	20	10	emergence	emergence	NOUN
cet-14973	20	11	of	of	ADP
cet-14973	20	12	physics	physics	NOUN
cet-14973	20	13	-	-	PUNCT
cet-14973	20	14	informed	inform	VERB
cet-14973	20	15	neural	neural	ADJ
cet-14973	20	16	networks	network	NOUN
cet-14973	20	17	(	(	PUNCT
cet-14973	20	18	pinns	pinn	NOUN
cet-14973	20	19	)	)	PUNCT
cet-14973	20	20	,	,	PUNCT
cet-14973	20	21	offer	offer	VERB
cet-14973	20	22	promising	promise	VERB
cet-14973	20	23	avenues	avenue	NOUN
cet-14973	20	24	for	for	ADP
cet-14973	20	25	addressing	address	VERB
cet-14973	20	26	these	these	DET
cet-14973	20	27	challenges	challenge	NOUN
cet-14973	20	28	(	(	PUNCT
cet-14973	20	29	raissi	raissi	ADJ
cet-14973	20	30	et	et	PROPN
cet-14973	20	31	al	al	PROPN
cet-14973	20	32	.	.	PROPN
cet-14973	20	33	,	,	PUNCT
cet-14973	20	34	2019	2019	NUM
cet-14973	20	35	)	)	PUNCT
cet-14973	20	36	.	.	PUNCT
cet-14973	21	1	by	by	ADP
cet-14973	21	2	integrating	integrate	VERB
cet-14973	21	3	principles	principle	NOUN
cet-14973	21	4	of	of	ADP
cet-14973	21	5	physics	physics	NOUN
cet-14973	21	6	into	into	ADP
cet-14973	21	7	neural	neural	ADJ
cet-14973	21	8	network	network	NOUN
cet-14973	21	9	architectures	architecture	NOUN
cet-14973	21	10	,	,	PUNCT
cet-14973	21	11	pinns	pinn	NOUN
cet-14973	21	12	have	have	AUX
cet-14973	21	13	demonstrated	demonstrate	VERB
cet-14973	21	14	the	the	DET
cet-14973	21	15	capability	capability	NOUN
cet-14973	21	16	to	to	PART
cet-14973	21	17	learn	learn	VERB
cet-14973	21	18	complex	complex	ADJ
cet-14973	21	19	physical	physical	ADJ
cet-14973	21	20	phenomena	phenomenon	NOUN
cet-14973	21	21	directly	directly	ADV
cet-14973	21	22	from	from	ADP
cet-14973	21	23	data	datum	NOUN
cet-14973	21	24	while	while	SCONJ
cet-14973	21	25	respecting	respect	VERB
cet-14973	21	26	fundamental	fundamental	ADJ
cet-14973	21	27	governing	govern	VERB
cet-14973	21	28	equations	equation	NOUN
cet-14973	21	29	(	(	PUNCT
cet-14973	21	30	qiu	qiu	PROPN
cet-14973	21	31	et	et	PROPN
cet-14973	21	32	al	al	PROPN
cet-14973	21	33	.	.	PROPN
cet-14973	21	34	,	,	PUNCT
cet-14973	21	35	2022	2022	NUM
cet-14973	21	36	)	)	PUNCT
cet-14973	21	37	.	.	PUNCT
cet-14973	22	1	this	this	DET
cet-14973	22	2	paper	paper	NOUN
cet-14973	22	3	focuses	focus	VERB
cet-14973	22	4	on	on	ADP
cet-14973	22	5	leveraging	leverage	VERB
cet-14973	22	6	physics	physics	NOUN
cet-14973	22	7	-	-	PUNCT
cet-14973	22	8	informed	inform	VERB
cet-14973	22	9	neural	neural	ADJ
cet-14973	22	10	networks	network	NOUN
cet-14973	22	11	for	for	ADP
cet-14973	22	12	the	the	DET
cet-14973	22	13	inversion	inversion	NOUN
cet-14973	22	14	of	of	ADP
cet-14973	22	15	macroscopic	macroscopic	ADJ
cet-14973	22	16	transport	transport	NOUN
cet-14973	22	17	parameters	parameter	NOUN
cet-14973	22	18	in	in	ADP
cet-14973	22	19	packed	packed	ADJ
cet-14973	22	20	beds	bed	NOUN
cet-14973	22	21	.	.	PUNCT
cet-14973	23	1	specifically	specifically	ADV
cet-14973	23	2	,	,	PUNCT
cet-14973	23	3	it	it	PRON
cet-14973	23	4	aims	aim	VERB
cet-14973	23	5	to	to	PART
cet-14973	23	6	develop	develop	VERB
cet-14973	23	7	a	a	DET
cet-14973	23	8	novel	novel	ADJ
cet-14973	23	9	approach	approach	NOUN
cet-14973	23	10	that	that	PRON
cet-14973	23	11	utilizes	utilize	VERB
cet-14973	23	12	pinns	pinn	NOUN
cet-14973	23	13	to	to	PART
cet-14973	23	14	infer	infer	VERB
cet-14973	23	15	macroscopic	macroscopic	ADJ
cet-14973	23	16	transport	transport	NOUN
cet-14973	23	17	parameters	parameter	NOUN
cet-14973	23	18	directly	directly	ADV
cet-14973	23	19	from	from	ADP
cet-14973	23	20	pore	pore	ADJ
cet-14973	23	21	scale	scale	NOUN
cet-14973	23	22	data	datum	NOUN
cet-14973	23	23	coupling	coupling	NOUN
cet-14973	23	24	flow	flow	NOUN
cet-14973	23	25	and	and	CCONJ
cet-14973	23	26	heat	heat	NOUN
cet-14973	23	27	transfer	transfer	NOUN
cet-14973	23	28	(	(	PUNCT
cet-14973	23	29	section	section	NOUN
cet-14973	23	30	2	2	NUM
cet-14973	23	31	)	)	PUNCT
cet-14973	23	32	.	.	PUNCT
cet-14973	24	1	the	the	DET
cet-14973	24	2	method	method	NOUN
cet-14973	24	3	is	be	AUX
cet-14973	24	4	used	use	VERB
cet-14973	24	5	in	in	ADP
cet-14973	24	6	section	section	NOUN
cet-14973	24	7	3	3	NUM
cet-14973	24	8	of	of	ADP
cet-14973	24	9	this	this	DET
cet-14973	24	10	paper	paper	NOUN
cet-14973	24	11	to	to	PART
cet-14973	24	12	test	test	VERB
cet-14973	24	13	and	and	CCONJ
cet-14973	24	14	obtain	obtain	VERB
cet-14973	24	15	macroscopic	macroscopic	ADJ
cet-14973	24	16	transport	transport	NOUN
cet-14973	24	17	characteristics	characteristic	NOUN
cet-14973	24	18	within	within	ADP
cet-14973	24	19	the	the	DET
cet-14973	24	20	solid	solid	ADJ
cet-14973	24	21	breeding	breeding	NOUN
cet-14973	24	22	blanket	blanket	NOUN
cet-14973	24	23	-	-	PUNCT
cet-14973	24	24	packed	pack	VERB
cet-14973	24	25	bed	bed	NOUN
cet-14973	24	26	in	in	ADP
cet-14973	24	27	a	a	DET
cet-14973	24	28	fusion	fusion	NOUN
cet-14973	24	29	reactor	reactor	NOUN
cet-14973	24	30	.	.	PUNCT
cet-14973	25	1	this	this	DET
cet-14973	25	2	research	research	NOUN
cet-14973	25	3	provides	provide	VERB
cet-14973	25	4	a	a	DET
cet-14973	25	5	new	new	ADJ
cet-14973	25	6	way	way	NOUN
cet-14973	25	7	of	of	ADP
cet-14973	25	8	thinking	think	VERB
cet-14973	25	9	about	about	ADP
cet-14973	25	10	the	the	DET
cet-14973	25	11	rapid	rapid	ADJ
cet-14973	25	12	design	design	NOUN
cet-14973	25	13	and	and	CCONJ
cet-14973	25	14	evaluation	evaluation	NOUN
cet-14973	25	15	of	of	ADP
cet-14973	25	16	industrial	industrial	ADJ
cet-14973	25	17	-	-	PUNCT
cet-14973	25	18	packed	pack	VERB
cet-14973	25	19	beds	bed	NOUN
cet-14973	25	20	for	for	ADP
cet-14973	25	21	computation	computation	NOUN
cet-14973	25	22	.	.	PUNCT
cet-14973	26	1	2	2	X
cet-14973	26	2	.	.	X
cet-14973	26	3	numerical	numerical	PROPN
cet-14973	26	4	method	method	PROPN
cet-14973	26	5	2.1	2.1	NUM
cet-14973	26	6	physical	physical	ADJ
cet-14973	26	7	models	model	NOUN
cet-14973	26	8	in	in	ADP
cet-14973	26	9	this	this	DET
cet-14973	26	10	study	study	NOUN
cet-14973	26	11	,	,	PUNCT
cet-14973	26	12	the	the	DET
cet-14973	26	13	helium	helium	NOUN
cet-14973	26	14	-	-	PUNCT
cet-14973	26	15	cooled	cool	VERB
cet-14973	26	16	solid	solid	ADJ
cet-14973	26	17	blanket	blanket	NOUN
cet-14973	26	18	featuring	feature	VERB
cet-14973	26	19	a	a	DET
cet-14973	26	20	typical	typical	ADJ
cet-14973	26	21	packed	packed	ADJ
cet-14973	26	22	bed	bed	NOUN
cet-14973	26	23	structure	structure	NOUN
cet-14973	26	24	is	be	AUX
cet-14973	26	25	used	use	VERB
cet-14973	26	26	as	as	ADP
cet-14973	26	27	a	a	DET
cet-14973	26	28	research	research	NOUN
cet-14973	26	29	object	object	NOUN
cet-14973	26	30	for	for	ADP
cet-14973	26	31	the	the	DET
cet-14973	26	32	construction	construction	NOUN
cet-14973	26	33	and	and	CCONJ
cet-14973	26	34	testing	testing	NOUN
cet-14973	26	35	of	of	ADP
cet-14973	26	36	this	this	DET
cet-14973	26	37	approach	approach	NOUN
cet-14973	26	38	.	.	PUNCT
cet-14973	27	1	the	the	DET
cet-14973	27	2	previous	previous	ADJ
cet-14973	27	3	extensive	extensive	ADJ
cet-14973	27	4	numerical	numerical	ADJ
cet-14973	27	5	simulations	simulation	NOUN
cet-14973	27	6	have	have	AUX
cet-14973	27	7	examined	examine	VERB
cet-14973	27	8	flow	flow	NOUN
cet-14973	27	9	and	and	CCONJ
cet-14973	27	10	heat	heat	NOUN
cet-14973	27	11	transfer	transfer	NOUN
cet-14973	27	12	within	within	ADP
cet-14973	27	13	this	this	DET
cet-14973	27	14	blanket	blanket	NOUN
cet-14973	27	15	at	at	ADP
cet-14973	27	16	both	both	CCONJ
cet-14973	27	17	pore	pore	ADJ
cet-14973	27	18	scale	scale	NOUN
cet-14973	27	19	(	(	PUNCT
cet-14973	27	20	wang	wang	PROPN
cet-14973	27	21	et	et	PROPN
cet-14973	27	22	al	al	PROPN
cet-14973	27	23	.	.	PROPN
cet-14973	27	24	,	,	PUNCT
cet-14973	27	25	2023	2023	NUM
cet-14973	27	26	)	)	PUNCT
cet-14973	27	27	and	and	CCONJ
cet-14973	27	28	packed	pack	VERB
cet-14973	27	29	-	-	PUNCT
cet-14973	27	30	bed	bed	NOUN
cet-14973	27	31	scale	scale	NOUN
cet-14973	27	32	(	(	PUNCT
cet-14973	27	33	wang	wang	PROPN
cet-14973	27	34	et	et	PROPN
cet-14973	27	35	al	al	PROPN
cet-14973	27	36	.	.	PROPN
cet-14973	27	37	,	,	PUNCT
cet-14973	27	38	2024	2024	NUM
cet-14973	27	39	)	)	PUNCT
cet-14973	27	40	,	,	PUNCT
cet-14973	27	41	yielding	yield	VERB
cet-14973	27	42	reliable	reliable	ADJ
cet-14973	27	43	numerical	numerical	ADJ
cet-14973	27	44	methods	method	NOUN
cet-14973	27	45	for	for	ADP
cet-14973	27	46	ongoing	ongoing	ADJ
cet-14973	27	47	research	research	NOUN
cet-14973	27	48	.	.	PUNCT
cet-14973	28	1	this	this	DET
cet-14973	28	2	study	study	NOUN
cet-14973	28	3	serves	serve	VERB
cet-14973	28	4	as	as	ADP
cet-14973	28	5	a	a	DET
cet-14973	28	6	continuation	continuation	NOUN
cet-14973	28	7	of	of	ADP
cet-14973	28	8	the	the	DET
cet-14973	28	9	prior	prior	ADJ
cet-14973	28	10	research	research	NOUN
cet-14973	28	11	endeavors	endeavor	NOUN
cet-14973	28	12	.	.	PUNCT
cet-14973	29	1	as	as	SCONJ
cet-14973	29	2	depicted	depict	VERB
cet-14973	29	3	in	in	ADP
cet-14973	29	4	figure	figure	NOUN
cet-14973	29	5	1	1	NUM
cet-14973	29	6	,	,	PUNCT
cet-14973	29	7	numerous	numerous	ADJ
cet-14973	29	8	li4sio4	li4sio4	PROPN
cet-14973	29	9	pebbles	pebble	NOUN
cet-14973	29	10	(	(	PUNCT
cet-14973	29	11	diameter	diameter	NOUN
cet-14973	29	12	dp=	dp=	ADJ
cet-14973	29	13	1	1	NUM
cet-14973	29	14	mm	mm	NOUN
cet-14973	29	15	)	)	PUNCT
cet-14973	29	16	serve	serve	VERB
cet-14973	29	17	as	as	ADP
cet-14973	29	18	tritium	tritium	NOUN
cet-14973	29	19	breeding	breeding	NOUN
cet-14973	29	20	material	material	NOUN
cet-14973	29	21	,	,	PUNCT
cet-14973	29	22	randomly	randomly	ADV
cet-14973	29	23	packed	pack	VERB
cet-14973	29	24	within	within	ADP
cet-14973	29	25	the	the	DET
cet-14973	29	26	blanket	blanket	NOUN
cet-14973	29	27	to	to	PART
cet-14973	29	28	create	create	VERB
cet-14973	29	29	a	a	DET
cet-14973	29	30	pebble	pebble	ADJ
cet-14973	29	31	-	-	PUNCT
cet-14973	29	32	bed	bed	NOUN
cet-14973	29	33	structure	structure	NOUN
cet-14973	29	34	.	.	PUNCT
cet-14973	30	1	upon	upon	SCONJ
cet-14973	30	2	neutron	neutron	NOUN
cet-14973	30	3	irradiation	irradiation	NOUN
cet-14973	30	4	,	,	PUNCT
cet-14973	30	5	these	these	DET
cet-14973	30	6	pebbles	pebble	NOUN
cet-14973	30	7	undergo	undergo	VERB
cet-14973	30	8	transmutation	transmutation	NOUN
cet-14973	30	9	reactions	reaction	NOUN
cet-14973	30	10	,	,	PUNCT
cet-14973	30	11	releasing	release	VERB
cet-14973	30	12	heat	heat	NOUN
cet-14973	30	13	outward	outward	ADV
cet-14973	30	14	,	,	PUNCT
cet-14973	30	15	and	and	CCONJ
cet-14973	30	16	the	the	DET
cet-14973	30	17	li4sio4	li4sio4	PROPN
cet-14973	30	18	particles	particle	NOUN
cet-14973	30	19	within	within	ADP
cet-14973	30	20	the	the	DET
cet-14973	30	21	blanket	blanket	NOUN
cet-14973	30	22	act	act	NOUN
cet-14973	30	23	as	as	ADP
cet-14973	30	24	heat	heat	NOUN
cet-14973	30	25	under	under	ADP
cet-14973	30	26	operational	operational	ADJ
cet-14973	30	27	conditions	condition	NOUN
cet-14973	30	28	.	.	PUNCT
cet-14973	31	1	helium	helium	NOUN
cet-14973	31	2	gas	gas	NOUN
cet-14973	31	3	flows	flow	VERB
cet-14973	31	4	upward	upward	ADV
cet-14973	31	5	from	from	ADP
cet-14973	31	6	the	the	DET
cet-14973	31	7	bottom	bottom	NOUN
cet-14973	31	8	of	of	ADP
cet-14973	31	9	the	the	DET
cet-14973	31	10	packed	packed	ADJ
cet-14973	31	11	bed	bed	NOUN
cet-14973	31	12	,	,	PUNCT
cet-14973	31	13	forming	form	VERB
cet-14973	31	14	a	a	DET
cet-14973	31	15	helium	helium	NOUN
cet-14973	31	16	domain	domain	NOUN
cet-14973	31	17	within	within	ADP
cet-14973	31	18	the	the	DET
cet-14973	31	19	packed	packed	ADJ
cet-14973	31	20	bed	bed	NOUN
cet-14973	31	21	.	.	PUNCT
cet-14973	32	1	this	this	DET
cet-14973	32	2	study	study	NOUN
cet-14973	32	3	focuses	focus	VERB
cet-14973	32	4	on	on	ADP
cet-14973	32	5	a	a	DET
cet-14973	32	6	packed	packed	ADJ
cet-14973	32	7	bed	bed	NOUN
cet-14973	32	8	measuring	measure	VERB
cet-14973	32	9	12.5dp	12.5dp	NUM
cet-14973	32	10	×	×	NOUN
cet-14973	32	11	12.5dp	12.5dp	NUM
cet-14973	32	12	×	×	NOUN
cet-14973	32	13	10dp	10dp	NOUN
cet-14973	32	14	,	,	PUNCT
cet-14973	32	15	with	with	ADP
cet-14973	32	16	a	a	DET
cet-14973	32	17	porosity	porosity	NOUN
cet-14973	32	18	(	(	PUNCT
cet-14973	32	19	ε	ε	PROPN
cet-14973	32	20	)	)	PUNCT
cet-14973	32	21	of	of	ADP
cet-14973	32	22	39.7	39.7	NUM
cet-14973	32	23	%	%	NOUN
cet-14973	32	24	to	to	PART
cet-14973	32	25	investigate	investigate	VERB
cet-14973	32	26	macroscopic	macroscopic	ADJ
cet-14973	32	27	transport	transport	NOUN
cet-14973	32	28	characteristics	characteristic	NOUN
cet-14973	32	29	within	within	ADP
cet-14973	32	30	the	the	DET
cet-14973	32	31	packed	packed	ADJ
cet-14973	32	32	bed	bed	NOUN
cet-14973	32	33	.	.	PUNCT
cet-14973	33	1	the	the	DET
cet-14973	33	2	pore	pore	ADJ
cet-14973	33	3	scale	scale	NOUN
cet-14973	33	4	model	model	NOUN
cet-14973	33	5	accurately	accurately	ADV
cet-14973	33	6	reproduces	reproduce	VERB
cet-14973	33	7	the	the	DET
cet-14973	33	8	pebbles	pebble	NOUN
cet-14973	33	9	and	and	CCONJ
cet-14973	33	10	pores	pore	NOUN
cet-14973	33	11	within	within	ADP
cet-14973	33	12	the	the	DET
cet-14973	33	13	packed	packed	ADJ
cet-14973	33	14	bed	bed	NOUN
cet-14973	33	15	,	,	PUNCT
cet-14973	33	16	while	while	SCONJ
cet-14973	33	17	the	the	DET
cet-14973	33	18	packed	pack	VERB
cet-14973	33	19	-	-	PUNCT
cet-14973	33	20	bed	bed	NOUN
cet-14973	33	21	scale	scale	NOUN
cet-14973	33	22	model	model	NOUN
cet-14973	33	23	replaces	replace	VERB
cet-14973	33	24	the	the	DET
cet-14973	33	25	packed	packed	ADJ
cet-14973	33	26	bed	bed	NOUN
cet-14973	33	27	region	region	NOUN
cet-14973	33	28	with	with	ADP
cet-14973	33	29	a	a	DET
cet-14973	33	30	porous	porous	ADJ
cet-14973	33	31	medium	medium	NOUN
cet-14973	33	32	.	.	PUNCT
cet-14973	34	1	both	both	DET
cet-14973	34	2	scale	scale	NOUN
cet-14973	34	3	models	model	NOUN
cet-14973	34	4	incorporate	incorporate	VERB
cet-14973	34	5	an	an	DET
cet-14973	34	6	inlet	inlet	NOUN
cet-14973	34	7	section	section	NOUN
cet-14973	34	8	(	(	PUNCT
cet-14973	34	9	10dp	10dp	ADV
cet-14973	34	10	)	)	PUNCT
cet-14973	34	11	and	and	CCONJ
cet-14973	34	12	an	an	DET
cet-14973	34	13	outlet	outlet	NOUN
cet-14973	34	14	section	section	NOUN
cet-14973	34	15	(	(	PUNCT
cet-14973	34	16	10dp	10dp	ADV
cet-14973	34	17	)	)	PUNCT
cet-14973	34	18	to	to	PART
cet-14973	34	19	mitigate	mitigate	VERB
cet-14973	34	20	boundary	boundary	ADJ
cet-14973	34	21	effects	effect	NOUN
cet-14973	34	22	.	.	PUNCT
cet-14973	35	1	figure	figure	NOUN
cet-14973	35	2	1	1	NUM
cet-14973	35	3	:	:	PUNCT
cet-14973	35	4	pore	pore	ADJ
cet-14973	35	5	-	-	PUNCT
cet-14973	35	6	scale	scale	NOUN
cet-14973	35	7	model	model	NOUN
cet-14973	35	8	and	and	CCONJ
cet-14973	35	9	packed	pack	VERB
cet-14973	35	10	-	-	PUNCT
cet-14973	35	11	bed	bed	NOUN
cet-14973	35	12	scale	scale	NOUN
cet-14973	35	13	model	model	NOUN
cet-14973	35	14	of	of	ADP
cet-14973	35	15	solid	solid	ADJ
cet-14973	35	16	breeding	breeding	NOUN
cet-14973	35	17	blanket	blanket	NOUN
cet-14973	35	18	packed	pack	VERB
cet-14973	35	19	bed	bed	NOUN
cet-14973	35	20	2.2	2.2	NUM
cet-14973	35	21	governing	govern	VERB
cet-14973	35	22	equations	equation	NOUN
cet-14973	35	23	and	and	CCONJ
cet-14973	35	24	boundary	boundary	ADJ
cet-14973	35	25	conditions	condition	NOUN
cet-14973	35	26	because	because	SCONJ
cet-14973	35	27	of	of	ADP
cet-14973	35	28	the	the	DET
cet-14973	35	29	low	low	ADJ
cet-14973	35	30	reynolds	reynolds	PROPN
cet-14973	35	31	number	number	NOUN
cet-14973	35	32	for	for	ADP
cet-14973	35	33	solid	solid	ADJ
cet-14973	35	34	breeding	breeding	NOUN
cet-14973	35	35	blanket	blanket	NOUN
cet-14973	35	36	design	design	NOUN
cet-14973	35	37	(	(	PUNCT
cet-14973	35	38	re	re	ADP
cet-14973	35	39	~	~	X
cet-14973	35	40	1	1	NUM
cet-14973	35	41	)	)	PUNCT
cet-14973	35	42	,	,	PUNCT
cet-14973	35	43	the	the	DET
cet-14973	35	44	steady	steady	ADJ
cet-14973	35	45	laminar	laminar	ADJ
cet-14973	35	46	flow	flow	NOUN
cet-14973	35	47	is	be	AUX
cet-14973	35	48	applied	apply	VERB
cet-14973	35	49	in	in	ADP
cet-14973	35	50	this	this	DET
cet-14973	35	51	study	study	NOUN
cet-14973	35	52	.	.	PUNCT
cet-14973	36	1	the	the	DET
cet-14973	36	2	control	control	NOUN
cet-14973	36	3	equations	equation	NOUN
cet-14973	36	4	for	for	ADP
cet-14973	36	5	flow	flow	NOUN
cet-14973	36	6	and	and	CCONJ
cet-14973	36	7	heat	heat	NOUN
cet-14973	36	8	transfer	transfer	NOUN
cet-14973	36	9	are	be	AUX
cet-14973	36	10	listed	list	VERB
cet-14973	36	11	in	in	ADP
cet-14973	36	12	table	table	NOUN
cet-14973	36	13	1	1	NUM
cet-14973	36	14	.	.	PUNCT
cet-14973	37	1	in	in	ADP
cet-14973	37	2	these	these	DET
cet-14973	37	3	equations	equation	NOUN
cet-14973	37	4	,	,	PUNCT
cet-14973	37	5	vf	vf	X
cet-14973	37	6	is	be	AUX
cet-14973	37	7	the	the	DET
cet-14973	37	8	fluid	fluid	ADJ
cet-14973	37	9	velocity	velocity	NOUN
cet-14973	37	10	;	;	PUNCT
cet-14973	37	11	p	p	PRON
cet-14973	37	12	is	be	AUX
cet-14973	37	13	the	the	DET
cet-14973	37	14	pressure	pressure	NOUN
cet-14973	37	15	;	;	PUNCT
cet-14973	37	16	t	t	PROPN
cet-14973	37	17	is	be	AUX
cet-14973	37	18	the	the	DET
cet-14973	37	19	temperature	temperature	NOUN
cet-14973	37	20	;	;	PUNCT
cet-14973	37	21	ρ	ρ	PROPN
cet-14973	37	22	f	f	PROPN
cet-14973	37	23	is	be	AUX
cet-14973	37	24	the	the	DET
cet-14973	37	25	fluid	fluid	ADJ
cet-14973	37	26	density	density	NOUN
cet-14973	37	27	;	;	PUNCT
cet-14973	37	28	μ	μ	PROPN
cet-14973	37	29	is	be	AUX
cet-14973	37	30	the	the	DET
cet-14973	37	31	fluid	fluid	ADJ
cet-14973	37	32	viscosity	viscosity	NOUN
cet-14973	37	33	;	;	PUNCT
cet-14973	37	34	cp	cp	X
cet-14973	37	35	is	be	AUX
cet-14973	37	36	the	the	DET
cet-14973	37	37	specific	specific	ADJ
cet-14973	37	38	heat	heat	NOUN
cet-14973	37	39	capacity	capacity	NOUN
cet-14973	37	40	;	;	PUNCT
cet-14973	37	41	ϕ	ϕ	NOUN
cet-14973	37	42	and	and	CCONJ
cet-14973	37	43	ϕ	ϕ	PROPN
cet-14973	37	44	e	e	PROPN
cet-14973	37	45	(	(	PUNCT
cet-14973	37	46	where	where	SCONJ
cet-14973	37	47	ϕ	ϕ	X
cet-14973	37	48	e	e	X
cet-14973	37	49	=	=	SYM
cet-14973	37	50	(	(	PUNCT
cet-14973	37	51	1	1	NUM
cet-14973	37	52	-	-	PUNCT
cet-14973	37	53	ε)ϕ	ε)ϕ	NOUN
cet-14973	37	54	)	)	PUNCT
cet-14973	37	55	are	be	AUX
cet-14973	37	56	the	the	DET
cet-14973	37	57	internal	internal	ADJ
cet-14973	37	58	heat	heat	NOUN
cet-14973	37	59	source	source	NOUN
cet-14973	37	60	intensity	intensity	NOUN
cet-14973	37	61	and	and	CCONJ
cet-14973	37	62	equivalent	equivalent	ADJ
cet-14973	37	63	intensity	intensity	NOUN
cet-14973	37	64	.	.	PUNCT
cet-14973	38	1	λf	λf	INTJ
cet-14973	38	2	and	and	CCONJ
cet-14973	38	3	λs	λs	PROPN
cet-14973	38	4	denote	denote	VERB
cet-14973	38	5	the	the	DET
cet-14973	38	6	thermal	thermal	ADJ
cet-14973	38	7	conductivity	conductivity	NOUN
cet-14973	38	8	of	of	ADP
cet-14973	38	9	the	the	DET
cet-14973	38	10	fluid	fluid	NOUN
cet-14973	38	11	and	and	CCONJ
cet-14973	38	12	solid	solid	ADJ
cet-14973	38	13	.	.	PUNCT
cet-14973	39	1	additionally	additionally	ADV
cet-14973	39	2	,	,	PUNCT
cet-14973	39	3	κe	κe	PROPN
cet-14973	39	4	and	and	CCONJ
cet-14973	39	5	λe	λe	ADV
cet-14973	39	6	are	be	AUX
cet-14973	39	7	the	the	DET
cet-14973	39	8	effective	effective	ADJ
cet-14973	39	9	permeability	permeability	NOUN
cet-14973	39	10	and	and	CCONJ
cet-14973	39	11	effective	effective	ADJ
cet-14973	39	12	thermal	thermal	ADJ
cet-14973	39	13	conductivity	conductivity	NOUN
cet-14973	39	14	of	of	ADP
cet-14973	39	15	the	the	DET
cet-14973	39	16	packed	packed	ADJ
cet-14973	39	17	bed	bed	NOUN
cet-14973	39	18	,	,	PUNCT
cet-14973	39	19	which	which	PRON
cet-14973	39	20	represent	represent	VERB
cet-14973	39	21	the	the	DET
cet-14973	39	22	macroscopic	macroscopic	ADJ
cet-14973	39	23	transfer	transfer	NOUN
cet-14973	39	24	characteristic	characteristic	NOUN
cet-14973	39	25	of	of	ADP
cet-14973	39	26	the	the	DET
cet-14973	39	27	flow	flow	NOUN
cet-14973	39	28	and	and	CCONJ
cet-14973	39	29	heat	heat	NOUN
cet-14973	39	30	transfer	transfer	NOUN
cet-14973	39	31	.	.	PUNCT
cet-14973	40	1	the	the	DET
cet-14973	40	2	above	above	ADJ
cet-14973	40	3	equations	equation	NOUN
cet-14973	40	4	are	be	AUX
cet-14973	40	5	all	all	PRON
cet-14973	40	6	solved	solve	VERB
cet-14973	40	7	by	by	ADP
cet-14973	40	8	comsol	comsol	NOUN
cet-14973	40	9	software	software	NOUN
cet-14973	40	10	,	,	PUNCT
cet-14973	40	11	and	and	CCONJ
cet-14973	40	12	the	the	DET
cet-14973	40	13	boundary	boundary	ADJ
cet-14973	40	14	conditions	condition	NOUN
cet-14973	40	15	are	be	AUX
cet-14973	40	16	set	set	VERB
cet-14973	40	17	in	in	ADP
cet-14973	40	18	figure	figure	NOUN
cet-14973	40	19	2	2	NUM
cet-14973	40	20	,	,	PUNCT
cet-14973	40	21	where	where	SCONJ
cet-14973	40	22	the	the	DET
cet-14973	40	23	cooling	cool	VERB
cet-14973	40	24	wall	wall	NOUN
cet-14973	40	25	temperature	temperature	NOUN
cet-14973	40	26	remains	remain	VERB
cet-14973	40	27	constant	constant	ADJ
cet-14973	40	28	at	at	ADP
cet-14973	40	29	635	635	NUM
cet-14973	40	30	k	k	NOUN
cet-14973	40	31	from	from	ADP
cet-14973	40	32	the	the	DET
cet-14973	40	33	packed	packed	ADJ
cet-14973	40	34	bed	bed	NOUN
cet-14973	40	35	to	to	ADP
cet-14973	40	36	the	the	DET
cet-14973	40	37	outlet	outlet	PROPN
cet-14973	40	38	channel	channel	PROPN
cet-14973	40	39	.	.	PUNCT
cet-14973	41	1	however	however	ADV
cet-14973	41	2	,	,	PUNCT
cet-14973	41	3	to	to	PART
cet-14973	41	4	minimize	minimize	VERB
cet-14973	41	5	inlet	inlet	ADJ
cet-14973	41	6	effects	effect	NOUN
cet-14973	41	7	,	,	PUNCT
cet-14973	41	8	the	the	DET
cet-14973	41	9	wall	wall	NOUN
cet-14973	41	10	temperature	temperature	NOUN
cet-14973	41	11	matches	match	VERB
cet-14973	41	12	the	the	DET
cet-14973	41	13	temperature	temperature	NOUN
cet-14973	41	14	of	of	ADP
cet-14973	41	15	the	the	DET
cet-14973	41	16	helium	helium	NOUN
cet-14973	41	17	inlet	inlet	NOUN
cet-14973	41	18	.	.	PUNCT
cet-14973	42	1	table	table	NOUN
cet-14973	42	2	2	2	NUM
cet-14973	42	3	details	detail	NOUN
cet-14973	42	4	the	the	DET
cet-14973	42	5	other	other	ADJ
cet-14973	42	6	operating	operating	NOUN
cet-14973	42	7	parameters	parameter	NOUN
cet-14973	42	8	,	,	PUNCT
cet-14973	42	9	with	with	ADP
cet-14973	42	10	20	20	NUM
cet-14973	42	11	different	different	ADJ
cet-14973	42	12	inlet	inlet	NOUN
cet-14973	42	13	conditions	condition	NOUN
cet-14973	42	14	considered	consider	VERB
cet-14973	42	15	.	.	PUNCT
cet-14973	43	1	the	the	DET
cet-14973	43	2	properties	property	NOUN
cet-14973	43	3	of	of	ADP
cet-14973	43	4	helium	helium	NOUN
cet-14973	43	5	and	and	CCONJ
cet-14973	43	6	li4sio4	li4sio4	PROPN
cet-14973	43	7	pebble	pebble	NOUN
cet-14973	43	8	are	be	AUX
cet-14973	43	9	listed	list	VERB
cet-14973	43	10	in	in	ADP
cet-14973	43	11	table	table	NOUN
cet-14973	43	12	3	3	NUM
cet-14973	43	13	.	.	X
cet-14973	43	14	404	404	NUM
cet-14973	43	15	figure	figure	NOUN
cet-14973	43	16	2	2	NUM
cet-14973	43	17	:	:	PUNCT
cet-14973	43	18	boundary	boundary	ADJ
cet-14973	43	19	conditions	condition	NOUN
cet-14973	43	20	setting	set	VERB
cet-14973	43	21	table	table	NOUN
cet-14973	43	22	1	1	NUM
cet-14973	43	23	:	:	PUNCT
cet-14973	43	24	the	the	DET
cet-14973	43	25	governing	govern	VERB
cet-14973	43	26	equations	equation	NOUN
cet-14973	43	27	of	of	ADP
cet-14973	43	28	the	the	DET
cet-14973	43	29	packed	packed	ADJ
cet-14973	43	30	bed	bed	NOUN
cet-14973	43	31	pore	pore	ADJ
cet-14973	43	32	scale	scale	NOUN
cet-14973	43	33	model	model	NOUN
cet-14973	43	34	packed	pack	VERB
cet-14973	43	35	-	-	PUNCT
cet-14973	43	36	bed	bed	NOUN
cet-14973	43	37	scale	scale	NOUN
cet-14973	43	38	model	model	NOUN
cet-14973	43	39	for	for	ADP
cet-14973	43	40	fluid	fluid	ADJ
cet-14973	43	41	flow	flow	NOUN
cet-14973	43	42	∇∙(ρ	∇∙(ρ	PROPN
cet-14973	43	43	f	f	NOUN
cet-14973	43	44	vf)=0	vf)=0	NOUN
cet-14973	44	1	∇∙(ρ	∇∙(ρ	PROPN
cet-14973	45	1	f	f	PROPN
cet-14973	45	2	vf)=0	vf)=0	VERB
cet-14973	45	3	ρ	ρ	PROPN
cet-14973	45	4	f	f	PROPN
cet-14973	45	5	(	(	PUNCT
cet-14973	45	6	vf·∇vf)=-∇p+∇·(μ∇vf	vf·∇vf)=-∇p+∇·(μ∇vf	NOUN
cet-14973	45	7	)	)	PUNCT
cet-14973	45	8	vf	vf	NOUN
cet-14973	45	9	=	=	PROPN
cet-14973	45	10	κe	κe	PROPN
cet-14973	45	11	μ	μ	NOUN
cet-14973	45	12	∇p	∇p	ADV
cet-14973	45	13	for	for	ADP
cet-14973	45	14	heat	heat	NOUN
cet-14973	45	15	transfer	transfer	NOUN
cet-14973	45	16	ρ	ρ	PROPN
cet-14973	45	17	f	f	PROPN
cet-14973	45	18	cp(vf·∇t)=∇·(λf∇t	cp(vf·∇t)=∇·(λf∇t	PROPN
cet-14973	45	19	)	)	PUNCT
cet-14973	45	20	ρ	ρ	PROPN
cet-14973	45	21	f	f	PROPN
cet-14973	45	22	cp(vf·∇t)=∇·(λe∇t)+ϕ	cp(vf·∇t)=∇·(λe∇t)+ϕ	PROPN
cet-14973	45	23	e	e	PROPN
cet-14973	45	24	∇·(λs∇t)+ϕ=0	∇·(λs∇t)+ϕ=0	X
cet-14973	45	25	table	table	NOUN
cet-14973	45	26	2	2	NUM
cet-14973	45	27	:	:	PUNCT
cet-14973	45	28	lists	list	NOUN
cet-14973	45	29	of	of	ADP
cet-14973	45	30	the	the	DET
cet-14973	45	31	other	other	ADJ
cet-14973	45	32	operating	operating	NOUN
cet-14973	45	33	parameters	parameter	NOUN
cet-14973	45	34	operating	operate	VERB
cet-14973	45	35	parameter	parameter	NOUN
cet-14973	45	36	value	value	NOUN
cet-14973	45	37	inlet	inlet	VERB
cet-14973	45	38	velocity	velocity	NOUN
cet-14973	45	39	uin	uin	PROPN
cet-14973	45	40	(	(	PUNCT
cet-14973	45	41	m·s-1	m·s-1	NOUN
cet-14973	45	42	)	)	PUNCT
cet-14973	45	43	0.05	0.05	NUM
cet-14973	45	44	,	,	PUNCT
cet-14973	45	45	0.1	0.1	NUM
cet-14973	45	46	,	,	PUNCT
cet-14973	45	47	0.15	0.15	NUM
cet-14973	45	48	,	,	PUNCT
cet-14973	45	49	0.20	0.20	NUM
cet-14973	45	50	,	,	PUNCT
cet-14973	45	51	0.25	0.25	NUM
cet-14973	45	52	inlet	inlet	VERB
cet-14973	45	53	temperature	temperature	NOUN
cet-14973	45	54	tin	tin	NOUN
cet-14973	45	55	(	(	PUNCT
cet-14973	45	56	k	k	NOUN
cet-14973	45	57	)	)	PUNCT
cet-14973	45	58	300	300	NUM
cet-14973	45	59	,	,	PUNCT
cet-14973	45	60	500	500	NUM
cet-14973	45	61	,	,	PUNCT
cet-14973	45	62	700	700	NUM
cet-14973	45	63	,	,	PUNCT
cet-14973	45	64	900	900	NUM
cet-14973	45	65	internal	internal	ADJ
cet-14973	45	66	heat	heat	NOUN
cet-14973	45	67	source	source	NOUN
cet-14973	45	68	intensity	intensity	NOUN
cet-14973	45	69	ϕ	ϕ	PROPN
cet-14973	45	70	(	(	PUNCT
cet-14973	45	71	mw·m-3	mw·m-3	PROPN
cet-14973	45	72	)	)	PUNCT
cet-14973	45	73	6.85	6.85	NUM
cet-14973	45	74	working	working	NOUN
cet-14973	45	75	pressure	pressure	NOUN
cet-14973	45	76	(	(	PUNCT
cet-14973	45	77	mpa	mpa	PROPN
cet-14973	45	78	)	)	PUNCT
cet-14973	45	79	0.12	0.12	NUM
cet-14973	45	80	table	table	NOUN
cet-14973	45	81	3	3	NUM
cet-14973	45	82	:	:	PUNCT
cet-14973	45	83	lists	list	NOUN
cet-14973	45	84	of	of	ADP
cet-14973	45	85	the	the	DET
cet-14973	45	86	physical	physical	ADJ
cet-14973	45	87	properties	property	NOUN
cet-14973	45	88	(	(	PUNCT
cet-14973	45	89	wang	wang	PROPN
cet-14973	45	90	et	et	PROPN
cet-14973	45	91	al	al	PROPN
cet-14973	45	92	.	.	PROPN
cet-14973	45	93	,	,	PUNCT
cet-14973	45	94	2014	2014	NUM
cet-14973	45	95	)	)	PUNCT
cet-14973	45	96	material	material	NOUN
cet-14973	45	97	physical	physical	ADJ
cet-14973	45	98	property	property	NOUN
cet-14973	45	99	value	value	NOUN
cet-14973	45	100	helium	helium	NOUN
cet-14973	45	101	gas	gas	NOUN
cet-14973	45	102	density	density	NOUN
cet-14973	45	103	ρ	ρ	PROPN
cet-14973	45	104	f	f	PROPN
cet-14973	45	105	(	(	PUNCT
cet-14973	45	106	kg·m-3	kg·m-3	PROPN
cet-14973	45	107	)	)	PUNCT
cet-14973	45	108	480.19p	480.19p	PROPN
cet-14973	45	109	/	/	SYM
cet-14973	45	110	t	t	PROPN
cet-14973	45	111	viscosity	viscosity	NOUN
cet-14973	45	112	μ	μ	PROPN
cet-14973	45	113	(	(	PUNCT
cet-14973	45	114	pa·s	pa·s	PROPN
cet-14973	45	115	)	)	PUNCT
cet-14973	45	116	0.4646×t	0.4646×t	NOUN
cet-14973	45	117	0.66	0.66	NUM
cet-14973	45	118	×10	×10	PROPN
cet-14973	45	119	-6	-6	PROPN
cet-14973	45	120	thermal	thermal	ADJ
cet-14973	45	121	conductivity	conductivity	NOUN
cet-14973	45	122	λf	λf	X
cet-14973	45	123	(	(	PUNCT
cet-14973	45	124	w·m-1·k-1	w·m-1·k-1	PROPN
cet-14973	45	125	)	)	PUNCT
cet-14973	45	126	0.1448×(t/273	0.1448×(t/273	NOUN
cet-14973	45	127	)	)	PUNCT
cet-14973	46	1	0.68	0.68	NUM
cet-14973	47	1	[	[	X
cet-14973	47	2	1	1	NUM
cet-14973	47	3	+	+	NOUN
cet-14973	47	4	2.5×10	2.5×10	NUM
cet-14973	47	5	-3	-3	INTJ
cet-14973	47	6	p1.17(t/273	p1.17(t/273	PROPN
cet-14973	47	7	)	)	PUNCT
cet-14973	47	8	-1.85	-1.85	NUM
cet-14973	47	9	]	]	PUNCT
cet-14973	47	10	specific	specific	ADJ
cet-14973	47	11	heat	heat	NOUN
cet-14973	47	12	capacity	capacity	NOUN
cet-14973	47	13	cp	cp	INTJ
cet-14973	47	14	(	(	PUNCT
cet-14973	47	15	j·kg-1·k-1	j·kg-1·k-1	PROPN
cet-14973	47	16	)	)	PUNCT
cet-14973	47	17	5,200	5,200	NUM
cet-14973	47	18	li4sio4	li4sio4	PROPN
cet-14973	47	19	particle	particle	NOUN
cet-14973	47	20	density	density	NOUN
cet-14973	47	21	ρ	ρ	PROPN
cet-14973	47	22	s	s	PART
cet-14973	47	23	(	(	PUNCT
cet-14973	47	24	kg·m-3	kg·m-3	PROPN
cet-14973	47	25	)	)	PUNCT
cet-14973	47	26	1,526.4	1,526.4	NUM
cet-14973	47	27	thermal	thermal	ADJ
cet-14973	47	28	conductivity	conductivity	NOUN
cet-14973	47	29	λs	λs	X
cet-14973	47	30	(	(	PUNCT
cet-14973	47	31	w·m-1·k-1	w·m-1·k-1	PROPN
cet-14973	47	32	)	)	PUNCT
cet-14973	47	33	1.42	1.42	NUM
cet-14973	47	34	2.3	2.3	NUM
cet-14973	47	35	numerical	numerical	ADJ
cet-14973	47	36	method	method	NOUN
cet-14973	47	37	validation	validation	NOUN
cet-14973	47	38	in	in	ADP
cet-14973	47	39	prior	prior	ADJ
cet-14973	47	40	study	study	NOUN
cet-14973	47	41	(	(	PUNCT
cet-14973	47	42	wang	wang	PROPN
cet-14973	47	43	et	et	PROPN
cet-14973	47	44	al	al	PROPN
cet-14973	47	45	.	.	PROPN
cet-14973	47	46	,	,	PUNCT
cet-14973	47	47	2023	2023	NUM
cet-14973	47	48	)	)	PUNCT
cet-14973	47	49	,	,	PUNCT
cet-14973	47	50	numerous	numerous	ADJ
cet-14973	47	51	pore	pore	ADJ
cet-14973	47	52	-	-	PUNCT
cet-14973	47	53	scale	scale	NOUN
cet-14973	47	54	simulations	simulation	NOUN
cet-14973	47	55	were	be	AUX
cet-14973	47	56	conducted	conduct	VERB
cet-14973	47	57	on	on	ADP
cet-14973	47	58	the	the	DET
cet-14973	47	59	solid	solid	ADJ
cet-14973	47	60	breeding	breeding	NOUN
cet-14973	47	61	blanket	blanket	NOUN
cet-14973	47	62	,	,	PUNCT
cet-14973	47	63	validating	validate	VERB
cet-14973	47	64	the	the	DET
cet-14973	47	65	numerical	numerical	ADJ
cet-14973	47	66	method	method	NOUN
cet-14973	47	67	's	's	PART
cet-14973	47	68	reliability	reliability	NOUN
cet-14973	47	69	by	by	ADP
cet-14973	47	70	assessing	assess	VERB
cet-14973	47	71	fluid	fluid	ADJ
cet-14973	47	72	flow	flow	NOUN
cet-14973	47	73	and	and	CCONJ
cet-14973	47	74	heat	heat	NOUN
cet-14973	47	75	transfer	transfer	NOUN
cet-14973	47	76	characteristics	characteristic	NOUN
cet-14973	47	77	.	.	PUNCT
cet-14973	48	1	figure	figure	NOUN
cet-14973	48	2	8(a	8(a	NUM
cet-14973	48	3	)	)	PUNCT
cet-14973	48	4	in	in	ADP
cet-14973	48	5	that	that	DET
cet-14973	48	6	work	work	NOUN
cet-14973	48	7	illustrates	illustrate	VERB
cet-14973	48	8	the	the	DET
cet-14973	48	9	calculation	calculation	NOUN
cet-14973	48	10	of	of	ADP
cet-14973	48	11	the	the	DET
cet-14973	48	12	pressure	pressure	NOUN
cet-14973	48	13	drop	drop	NOUN
cet-14973	48	14	coefficient	coefficient	NOUN
cet-14973	48	15	across	across	ADP
cet-14973	48	16	the	the	DET
cet-14973	48	17	packed	packed	ADJ
cet-14973	48	18	bed	bed	NOUN
cet-14973	48	19	at	at	ADP
cet-14973	48	20	inlet	inlet	ADJ
cet-14973	48	21	velocities	velocity	NOUN
cet-14973	48	22	of	of	ADP
cet-14973	48	23	0.05	0.05	NUM
cet-14973	48	24	m	m	NOUN
cet-14973	48	25	/	/	SYM
cet-14973	48	26	s	s	PROPN
cet-14973	48	27	,	,	PUNCT
cet-14973	48	28	0.10	0.10	NUM
cet-14973	48	29	m	m	NOUN
cet-14973	48	30	/	/	SYM
cet-14973	48	31	s	s	PROPN
cet-14973	48	32	,	,	PUNCT
cet-14973	48	33	0.15	0.15	NUM
cet-14973	48	34	m	m	PROPN
cet-14973	48	35	/	/	SYM
cet-14973	48	36	s	s	PROPN
cet-14973	48	37	,	,	PUNCT
cet-14973	48	38	0.20	0.20	NUM
cet-14973	48	39	m	m	PROPN
cet-14973	48	40	/	/	SYM
cet-14973	48	41	s	s	PROPN
cet-14973	48	42	,	,	PUNCT
cet-14973	48	43	and	and	CCONJ
cet-14973	48	44	0.25	0.25	NUM
cet-14973	48	45	m	m	PROPN
cet-14973	48	46	/	/	SYM
cet-14973	48	47	s	s	PROPN
cet-14973	48	48	,	,	PUNCT
cet-14973	48	49	with	with	ADP
cet-14973	48	50	relative	relative	ADJ
cet-14973	48	51	deviations	deviation	NOUN
cet-14973	48	52	from	from	ADP
cet-14973	48	53	the	the	DET
cet-14973	48	54	blakekozeny	blakekozeny	NOUN
cet-14973	48	55	-	-	PUNCT
cet-14973	48	56	macdonald	macdonald	PROPN
cet-14973	48	57	equation	equation	NOUN
cet-14973	48	58	below	below	ADP
cet-14973	48	59	1	1	NUM
cet-14973	48	60	%	%	NOUN
cet-14973	48	61	.	.	PUNCT
cet-14973	49	1	figure	figure	NOUN
cet-14973	49	2	8(b	8(b	NUM
cet-14973	49	3	)	)	PUNCT
cet-14973	49	4	displays	display	VERB
cet-14973	49	5	the	the	DET
cet-14973	49	6	average	average	ADJ
cet-14973	49	7	nusselt	nusselt	NOUN
cet-14973	49	8	number	number	NOUN
cet-14973	49	9	,	,	PUNCT
cet-14973	49	10	with	with	ADP
cet-14973	49	11	calculations	calculation	NOUN
cet-14973	49	12	falling	fall	VERB
cet-14973	49	13	within	within	ADP
cet-14973	49	14	15	15	NUM
cet-14973	49	15	%	%	NOUN
cet-14973	49	16	of	of	ADP
cet-14973	49	17	the	the	DET
cet-14973	49	18	well	well	ADV
cet-14973	49	19	-	-	PUNCT
cet-14973	49	20	established	establish	VERB
cet-14973	49	21	wakao	wakao	NOUN
cet-14973	49	22	equation	equation	NOUN
cet-14973	49	23	's	's	PART
cet-14973	49	24	predictions	prediction	NOUN
cet-14973	49	25	,	,	PUNCT
cet-14973	49	26	valid	valid	ADJ
cet-14973	49	27	for	for	ADP
cet-14973	49	28	laminar	laminar	ADJ
cet-14973	49	29	flow	flow	NOUN
cet-14973	49	30	.	.	PUNCT
cet-14973	50	1	3	3	X
cet-14973	50	2	.	.	X
cet-14973	50	3	pinns	pinns	ADJ
cet-14973	50	4	model	model	VERB
cet-14973	50	5	3.1	3.1	NUM
cet-14973	50	6	pinns	pinn	NOUN
cet-14973	50	7	for	for	ADP
cet-14973	50	8	macroscopic	macroscopic	ADJ
cet-14973	50	9	transport	transport	NOUN
cet-14973	50	10	parameters	parameter	NOUN
cet-14973	50	11	inversion	inversion	NOUN
cet-14973	50	12	pinns	pinn	NOUN
cet-14973	50	13	,	,	PUNCT
cet-14973	50	14	as	as	ADP
cet-14973	50	15	a	a	DET
cet-14973	50	16	deep	deep	ADJ
cet-14973	50	17	learning	learning	NOUN
cet-14973	50	18	method	method	NOUN
cet-14973	50	19	incorporating	incorporate	VERB
cet-14973	50	20	physical	physical	ADJ
cet-14973	50	21	principles	principle	NOUN
cet-14973	50	22	,	,	PUNCT
cet-14973	50	23	construct	construct	VERB
cet-14973	50	24	a	a	DET
cet-14973	50	25	neural	neural	ADJ
cet-14973	50	26	network	network	NOUN
cet-14973	50	27	by	by	ADP
cet-14973	50	28	integrating	integrate	VERB
cet-14973	50	29	governing	govern	VERB
cet-14973	50	30	equations	equation	NOUN
cet-14973	50	31	,	,	PUNCT
cet-14973	50	32	initial	initial	ADJ
cet-14973	50	33	,	,	PUNCT
cet-14973	50	34	and	and	CCONJ
cet-14973	50	35	boundary	boundary	ADJ
cet-14973	50	36	conditions	condition	NOUN
cet-14973	50	37	into	into	ADP
cet-14973	50	38	the	the	DET
cet-14973	50	39	loss	loss	NOUN
cet-14973	50	40	function	function	NOUN
cet-14973	50	41	,	,	PUNCT
cet-14973	50	42	facilitating	facilitate	VERB
cet-14973	50	43	equation	equation	NOUN
cet-14973	50	44	solution	solution	NOUN
cet-14973	50	45	through	through	ADP
cet-14973	50	46	optimization	optimization	NOUN
cet-14973	50	47	.	.	PUNCT
cet-14973	51	1	by	by	ADP
cet-14973	51	2	treating	treat	VERB
cet-14973	51	3	the	the	DET
cet-14973	51	4	coefficient	coefficient	NOUN
cet-14973	51	5	as	as	ADP
cet-14973	51	6	an	an	DET
cet-14973	51	7	optimization	optimization	NOUN
cet-14973	51	8	variable	variable	NOUN
cet-14973	51	9	,	,	PUNCT
cet-14973	51	10	pinns	pinn	NOUN
cet-14973	51	11	enable	enable	VERB
cet-14973	51	12	coefficient	coefficient	NOUN
cet-14973	51	13	inversion	inversion	NOUN
cet-14973	51	14	.	.	PUNCT
cet-14973	52	1	405	405	NUM
cet-14973	52	2	in	in	ADP
cet-14973	52	3	this	this	DET
cet-14973	52	4	study	study	NOUN
cet-14973	52	5	,	,	PUNCT
cet-14973	52	6	pinns	pinn	NOUN
cet-14973	52	7	were	be	AUX
cet-14973	52	8	employed	employ	VERB
cet-14973	52	9	to	to	PART
cet-14973	52	10	inversely	inversely	ADV
cet-14973	52	11	calculate	calculate	VERB
cet-14973	52	12	the	the	DET
cet-14973	52	13	effective	effective	ADJ
cet-14973	52	14	permeability	permeability	NOUN
cet-14973	52	15	and	and	CCONJ
cet-14973	52	16	effective	effective	ADJ
cet-14973	52	17	thermal	thermal	ADJ
cet-14973	52	18	conductivity	conductivity	NOUN
cet-14973	52	19	of	of	ADP
cet-14973	52	20	the	the	DET
cet-14973	52	21	packed	pack	VERB
cet-14973	52	22	-	-	PUNCT
cet-14973	52	23	bed	bed	NOUN
cet-14973	52	24	scale	scale	NOUN
cet-14973	52	25	model	model	NOUN
cet-14973	52	26	using	use	VERB
cet-14973	52	27	pore	pore	ADJ
cet-14973	52	28	scale	scale	NOUN
cet-14973	52	29	model	model	NOUN
cet-14973	52	30	results	result	NOUN
cet-14973	52	31	as	as	ADP
cet-14973	52	32	benchmark	benchmark	NOUN
cet-14973	52	33	data	datum	NOUN
cet-14973	52	34	.	.	PUNCT
cet-14973	53	1	figure	figure	NOUN
cet-14973	53	2	3	3	NUM
cet-14973	53	3	illustrates	illustrate	VERB
cet-14973	53	4	the	the	DET
cet-14973	53	5	physics	physics	NOUN
cet-14973	53	6	-	-	PUNCT
cet-14973	53	7	informed	inform	VERB
cet-14973	53	8	neural	neural	ADJ
cet-14973	53	9	network	network	NOUN
cet-14973	53	10	for	for	ADP
cet-14973	53	11	this	this	DET
cet-14973	53	12	inversion	inversion	NOUN
cet-14973	53	13	process	process	NOUN
cet-14973	53	14	.	.	PUNCT
cet-14973	54	1	a	a	DET
cet-14973	54	2	fully	fully	ADV
cet-14973	54	3	-	-	PUNCT
cet-14973	54	4	connected	connect	VERB
cet-14973	54	5	neural	neural	ADJ
cet-14973	54	6	network	network	NOUN
cet-14973	54	7	is	be	AUX
cet-14973	54	8	designed	design	VERB
cet-14973	54	9	to	to	PART
cet-14973	54	10	capture	capture	VERB
cet-14973	54	11	the	the	DET
cet-14973	54	12	correlation	correlation	NOUN
cet-14973	54	13	between	between	ADP
cet-14973	54	14	coordinates	coordinate	NOUN
cet-14973	54	15	and	and	CCONJ
cet-14973	54	16	physical	physical	ADJ
cet-14973	54	17	attributes	attribute	NOUN
cet-14973	54	18	,	,	PUNCT
cet-14973	54	19	expressed	express	VERB
cet-14973	54	20	as	as	ADP
cet-14973	54	21	eq	eq	NOUN
cet-14973	54	22	(	(	PUNCT
cet-14973	54	23	1	1	NUM
cet-14973	54	24	):	):	PUNCT
cet-14973	55	1	[	[	X
cet-14973	55	2	u	u	NOUN
cet-14973	55	3	,	,	PUNCT
cet-14973	55	4	v	v	ADP
cet-14973	55	5	,	,	PUNCT
cet-14973	55	6	p	p	X
cet-14973	55	7	,	,	PUNCT
cet-14973	55	8	t	t	X
cet-14973	55	9	]	]	X
cet-14973	55	10	=	=	PUNCT
cet-14973	55	11	fnn(x;θ	fnn(x;θ	PROPN
cet-14973	55	12	)	)	PUNCT
cet-14973	55	13	(	(	PUNCT
cet-14973	55	14	1	1	X
cet-14973	55	15	)	)	PUNCT
cet-14973	55	16	here	here	ADV
cet-14973	55	17	,	,	PUNCT
cet-14973	55	18	x	x	SYM
cet-14973	55	19	=	=	PRON
cet-14973	55	20	(	(	PUNCT
cet-14973	55	21	x	x	NOUN
cet-14973	55	22	,	,	PUNCT
cet-14973	55	23	y	y	NOUN
cet-14973	55	24	)	)	PUNCT
cet-14973	55	25	denotes	denote	VERB
cet-14973	55	26	the	the	DET
cet-14973	55	27	two	two	NUM
cet-14973	55	28	-	-	PUNCT
cet-14973	55	29	dimensional	dimensional	ADJ
cet-14973	55	30	spatial	spatial	ADJ
cet-14973	55	31	variables	variable	NOUN
cet-14973	55	32	inputted	inputte	VERB
cet-14973	55	33	into	into	ADP
cet-14973	55	34	the	the	DET
cet-14973	55	35	neural	neural	ADJ
cet-14973	55	36	network	network	NOUN
cet-14973	55	37	.	.	PUNCT
cet-14973	56	1	u	u	NOUN
cet-14973	56	2	and	and	CCONJ
cet-14973	56	3	v	v	PROPN
cet-14973	56	4	represent	represent	VERB
cet-14973	56	5	the	the	DET
cet-14973	56	6	fractional	fractional	ADJ
cet-14973	56	7	velocities	velocity	NOUN
cet-14973	56	8	of	of	ADP
cet-14973	56	9	vf	vf	PROPN
cet-14973	56	10	in	in	ADP
cet-14973	56	11	x	x	PROPN
cet-14973	56	12	and	and	CCONJ
cet-14973	56	13	y	y	PROPN
cet-14973	56	14	direction	direction	NOUN
cet-14973	56	15	.	.	PUNCT
cet-14973	57	1	θ	θ	X
cet-14973	57	2	=	=	PUNCT
cet-14973	57	3	(	(	PUNCT
cet-14973	57	4	w	w	PROPN
cet-14973	57	5	,	,	PUNCT
cet-14973	57	6	b	b	PROPN
cet-14973	57	7	,	,	PUNCT
cet-14973	57	8	κe	κe	PROPN
cet-14973	57	9	,	,	PUNCT
cet-14973	57	10	λe	λe	NOUN
cet-14973	57	11	)	)	PUNCT
cet-14973	57	12	encompasses	encompass	VERB
cet-14973	57	13	the	the	DET
cet-14973	57	14	trainable	trainable	ADJ
cet-14973	57	15	parameters	parameter	NOUN
cet-14973	57	16	,	,	PUNCT
cet-14973	57	17	consisting	consist	VERB
cet-14973	57	18	of	of	ADP
cet-14973	57	19	weights	weight	NOUN
cet-14973	57	20	,	,	PUNCT
cet-14973	57	21	biases	bias	NOUN
cet-14973	57	22	,	,	PUNCT
cet-14973	57	23	and	and	CCONJ
cet-14973	57	24	two	two	NUM
cet-14973	57	25	macroscopic	macroscopic	ADJ
cet-14973	57	26	transport	transport	NOUN
cet-14973	57	27	parameters	parameter	NOUN
cet-14973	57	28	.	.	PUNCT
cet-14973	58	1	the	the	DET
cet-14973	58	2	neural	neural	ADJ
cet-14973	58	3	network	network	NOUN
cet-14973	58	4	fnn	fnn	PROPN
cet-14973	58	5	predicts	predict	VERB
cet-14973	58	6	the	the	DET
cet-14973	58	7	flow	flow	NOUN
cet-14973	58	8	field	field	NOUN
cet-14973	58	9	and	and	CCONJ
cet-14973	58	10	temperature	temperature	NOUN
cet-14973	58	11	field	field	NOUN
cet-14973	58	12	.	.	PUNCT
cet-14973	59	1	the	the	DET
cet-14973	59	2	relationship	relationship	NOUN
cet-14973	59	3	between	between	ADP
cet-14973	59	4	the	the	DET
cet-14973	59	5	n	n	ADV
cet-14973	59	6	-	-	PUNCT
cet-14973	59	7	th	th	ADV
cet-14973	59	8	hidden	hide	VERB
cet-14973	59	9	layer	layer	NOUN
cet-14973	59	10	and	and	CCONJ
cet-14973	59	11	the	the	DET
cet-14973	59	12	(	(	PUNCT
cet-14973	59	13	n-1)-th	n-1)-th	ADJ
cet-14973	59	14	hidden	hidden	ADJ
cet-14973	59	15	layer	layer	NOUN
cet-14973	59	16	is	be	AUX
cet-14973	59	17	represented	represent	VERB
cet-14973	59	18	by	by	ADP
cet-14973	59	19	eq	eq	ADJ
cet-14973	59	20	(	(	PUNCT
cet-14973	59	21	2	2	NUM
cet-14973	59	22	):	):	PUNCT
cet-14973	59	23	x	x	X
cet-14973	59	24	n	n	NOUN
cet-14973	59	25	=	=	SYM
cet-14973	59	26	σ(w	σ(w	PROPN
cet-14973	59	27	n-1	n-1	NOUN
cet-14973	59	28	x	x	PART
cet-14973	59	29	n-1	n-1	VERB
cet-14973	60	1	+	+	ADV
cet-14973	60	2	b	b	NOUN
cet-14973	60	3	n-1	n-1	NOUN
cet-14973	60	4	)	)	PUNCT
cet-14973	60	5	(	(	PUNCT
cet-14973	60	6	2	2	X
cet-14973	60	7	)	)	PUNCT
cet-14973	60	8	here	here	ADV
cet-14973	60	9	,	,	PUNCT
cet-14973	60	10	tanh	tanh	PROPN
cet-14973	60	11	function	function	PROPN
cet-14973	60	12	serves	serve	VERB
cet-14973	60	13	as	as	SCONJ
cet-14973	60	14	the	the	DET
cet-14973	60	15	nonlinear	nonlinear	ADJ
cet-14973	60	16	activation	activation	NOUN
cet-14973	60	17	function	function	NOUN
cet-14973	60	18	denoted	denote	VERB
cet-14973	60	19	by	by	ADP
cet-14973	60	20	σ	σ	PROPN
cet-14973	60	21	.	.	PROPN
cet-14973	60	22	figure	figure	NOUN
cet-14973	60	23	3	3	NUM
cet-14973	60	24	:	:	PUNCT
cet-14973	60	25	illustration	illustration	NOUN
cet-14973	60	26	of	of	ADP
cet-14973	60	27	physics	physics	NOUN
cet-14973	60	28	-	-	PUNCT
cet-14973	60	29	informed	inform	VERB
cet-14973	60	30	neural	neural	ADJ
cet-14973	60	31	networks	network	NOUN
cet-14973	60	32	for	for	ADP
cet-14973	60	33	macroscopic	macroscopic	ADJ
cet-14973	60	34	transport	transport	NOUN
cet-14973	60	35	parameters	parameter	NOUN
cet-14973	60	36	of	of	ADP
cet-14973	60	37	packed	packed	ADJ
cet-14973	60	38	bed	bed	NOUN
cet-14973	60	39	the	the	DET
cet-14973	60	40	pinns	pinn	NOUN
cet-14973	60	41	'	'	PART
cet-14973	60	42	total	total	ADJ
cet-14973	60	43	loss	loss	NOUN
cet-14973	60	44	function	function	NOUN
cet-14973	60	45	comprises	comprise	VERB
cet-14973	60	46	two	two	NUM
cet-14973	60	47	components	component	NOUN
cet-14973	60	48	:	:	PUNCT
cet-14973	60	49	the	the	DET
cet-14973	60	50	physics	physics	NOUN
cet-14973	60	51	-	-	PUNCT
cet-14973	60	52	informed	inform	VERB
cet-14973	60	53	part	part	NOUN
cet-14973	60	54	and	and	CCONJ
cet-14973	60	55	the	the	DET
cet-14973	60	56	data	data	NOUN
cet-14973	60	57	-	-	PUNCT
cet-14973	60	58	driven	drive	VERB
cet-14973	60	59	part	part	NOUN
cet-14973	60	60	.	.	PUNCT
cet-14973	61	1	the	the	DET
cet-14973	61	2	physics	physics	NOUN
cet-14973	61	3	-	-	PUNCT
cet-14973	61	4	informed	inform	VERB
cet-14973	61	5	section	section	NOUN
cet-14973	61	6	of	of	ADP
cet-14973	61	7	the	the	DET
cet-14973	61	8	neural	neural	ADJ
cet-14973	61	9	network	network	NOUN
cet-14973	61	10	(	(	PUNCT
cet-14973	61	11	eqs	eqs	X
cet-14973	61	12	(	(	PUNCT
cet-14973	61	13	3)-(6	3)-(6	NUM
cet-14973	61	14	)	)	PUNCT
cet-14973	61	15	)	)	PUNCT
cet-14973	61	16	originates	originate	NOUN
cet-14973	61	17	from	from	ADP
cet-14973	61	18	the	the	DET
cet-14973	61	19	governing	govern	VERB
cet-14973	61	20	equations	equation	NOUN
cet-14973	61	21	of	of	ADP
cet-14973	61	22	the	the	DET
cet-14973	61	23	packed	pack	VERB
cet-14973	61	24	-	-	PUNCT
cet-14973	61	25	bed	bed	NOUN
cet-14973	61	26	scale	scale	NOUN
cet-14973	61	27	model	model	NOUN
cet-14973	61	28	.	.	PUNCT
cet-14973	62	1	lpde	lpde	PROPN
cet-14973	62	2	=	=	SYM
cet-14973	62	3	ω1leq1	ω1leq1	PROPN
cet-14973	63	1	+	+	CCONJ
cet-14973	63	2	ω2leq2	ω2leq2	NOUN
cet-14973	63	3	+	+	X
cet-14973	63	4	ω3leq3	ω3leq3	NUM
cet-14973	63	5	(	(	PUNCT
cet-14973	63	6	3	3	NUM
cet-14973	63	7	)	)	PUNCT
cet-14973	63	8	leq1	leq1	NOUN
cet-14973	64	1	=	=	PUNCT
cet-14973	64	2	ρ	ρ	PROPN
cet-14973	64	3	f	f	PROPN
cet-14973	64	4	ux	ux	PROPN
cet-14973	65	1	+	+	CCONJ
cet-14973	65	2	ρ	ρ	PROPN
cet-14973	65	3	f	f	PROPN
cet-14973	65	4	vy	vy	NOUN
cet-14973	65	5	(	(	PUNCT
cet-14973	65	6	4	4	NUM
cet-14973	65	7	)	)	PUNCT
cet-14973	65	8	leq2	leq2	PROPN
cet-14973	65	9	=	=	PUNCT
cet-14973	65	10	u	u	PROPN
cet-14973	65	11	+	+	X
cet-14973	65	12	v	v	NOUN
cet-14973	65	13	+	+	CCONJ
cet-14973	65	14	κe	κe	PROPN
cet-14973	65	15	μ	μ	NOUN
cet-14973	65	16	(	(	PUNCT
cet-14973	65	17	p	p	X
cet-14973	65	18	x	x	X
cet-14973	65	19	+	+	PUNCT
cet-14973	65	20	p	p	PROPN
cet-14973	65	21	y	y	PROPN
cet-14973	65	22	)	)	PUNCT
cet-14973	65	23	(	(	PUNCT
cet-14973	65	24	5	5	X
cet-14973	65	25	)	)	PUNCT
cet-14973	65	26	leq3	leq3	NOUN
cet-14973	65	27	=	=	PUNCT
cet-14973	66	1	ρ	ρ	PROPN
cet-14973	66	2	f	f	PROPN
cet-14973	66	3	cp(utx	cp(utx	PROPN
cet-14973	66	4	+	+	CCONJ
cet-14973	66	5	vty	vty	PROPN
cet-14973	66	6	)	)	PUNCT
cet-14973	66	7	λe(txx	λe(txx	NOUN
cet-14973	66	8	+	+	CCONJ
cet-14973	66	9	tyy	tyy	NUM
cet-14973	66	10	)	)	PUNCT
cet-14973	66	11	ϕe	ϕe	NOUN
cet-14973	66	12	(	(	PUNCT
cet-14973	66	13	6	6	NUM
cet-14973	66	14	)	)	PUNCT
cet-14973	66	15	where	where	SCONJ
cet-14973	66	16	lpde	lpde	NOUN
cet-14973	66	17	represents	represent	VERB
cet-14973	66	18	the	the	DET
cet-14973	66	19	loss	loss	NOUN
cet-14973	66	20	incurred	incur	VERB
cet-14973	66	21	in	in	ADP
cet-14973	66	22	partial	partial	ADJ
cet-14973	66	23	differential	differential	ADJ
cet-14973	66	24	equations	equation	NOUN
cet-14973	66	25	(	(	PUNCT
cet-14973	66	26	pde	pde	NOUN
cet-14973	66	27	)	)	PUNCT
cet-14973	66	28	,	,	PUNCT
cet-14973	66	29	encompassing	encompass	VERB
cet-14973	66	30	the	the	DET
cet-14973	66	31	loss	loss	NOUN
cet-14973	66	32	associated	associate	VERB
cet-14973	66	33	with	with	ADP
cet-14973	66	34	the	the	DET
cet-14973	66	35	continuity	continuity	NOUN
cet-14973	66	36	equation	equation	NOUN
cet-14973	66	37	,	,	PUNCT
cet-14973	66	38	momentum	momentum	NOUN
cet-14973	66	39	equation	equation	NOUN
cet-14973	66	40	and	and	CCONJ
cet-14973	66	41	energy	energy	NOUN
cet-14973	66	42	equation	equation	NOUN
cet-14973	66	43	,	,	PUNCT
cet-14973	66	44	denoted	denote	VERB
cet-14973	66	45	as	as	ADP
cet-14973	66	46	leq1	leq1	PROPN
cet-14973	66	47	,	,	PUNCT
cet-14973	66	48	leq2	leq2	PROPN
cet-14973	66	49	,	,	PUNCT
cet-14973	66	50	leq3	leq3	PROPN
cet-14973	66	51	.	.	PUNCT
cet-14973	67	1	ω1	ω1	PROPN
cet-14973	67	2	,	,	PUNCT
cet-14973	67	3	ω2	ω2	ADJ
cet-14973	67	4	and	and	CCONJ
cet-14973	67	5	ω3	ω3	NOUN
cet-14973	67	6	are	be	AUX
cet-14973	67	7	the	the	DET
cet-14973	67	8	weights	weight	NOUN
cet-14973	67	9	of	of	ADP
cet-14973	67	10	each	each	DET
cet-14973	67	11	loss	loss	NOUN
cet-14973	67	12	which	which	PRON
cet-14973	67	13	are	be	AUX
cet-14973	67	14	103	103	NUM
cet-14973	67	15	,	,	PUNCT
cet-14973	67	16	1	1	NUM
cet-14973	67	17	and	and	CCONJ
cet-14973	67	18	10	10	NUM
cet-14973	67	19	-	-	SYM
cet-14973	67	20	19	19	NUM
cet-14973	67	21	,	,	PUNCT
cet-14973	67	22	to	to	PART
cet-14973	67	23	guarantee	guarantee	VERB
cet-14973	67	24	the	the	DET
cet-14973	67	25	loss	loss	NOUN
cet-14973	67	26	’	'	PUNCT
cet-14973	67	27	values	value	NOUN
cet-14973	67	28	are	be	AUX
cet-14973	67	29	in	in	ADP
cet-14973	67	30	the	the	DET
cet-14973	67	31	same	same	ADJ
cet-14973	67	32	order	order	NOUN
cet-14973	67	33	of	of	ADP
cet-14973	67	34	magnitude	magnitude	NOUN
cet-14973	67	35	.	.	PUNCT
cet-14973	68	1	ux	ux	PROPN
cet-14973	68	2	,	,	PUNCT
cet-14973	68	3	vy	vy	PROPN
cet-14973	68	4	,	,	PUNCT
cet-14973	68	5	px	px	PROPN
cet-14973	68	6	,	,	PUNCT
cet-14973	68	7	py	py	PROPN
cet-14973	68	8	,	,	PUNCT
cet-14973	68	9	tx	tx	PROPN
cet-14973	68	10	,	,	PUNCT
cet-14973	68	11	ty	ty	PRON
cet-14973	68	12	,	,	PUNCT
cet-14973	68	13	txx	txx	X
cet-14973	68	14	and	and	CCONJ
cet-14973	68	15	tyy	tyy	PROPN
cet-14973	68	16	are	be	AUX
cet-14973	68	17	the	the	DET
cet-14973	68	18	first	first	ADJ
cet-14973	68	19	and	and	CCONJ
cet-14973	68	20	second	second	ADJ
cet-14973	68	21	-	-	PUNCT
cet-14973	68	22	order	order	NOUN
cet-14973	68	23	partial	partial	ADJ
cet-14973	68	24	derivatives	derivative	NOUN
cet-14973	68	25	of	of	ADP
cet-14973	68	26	velocity	velocity	NOUN
cet-14973	68	27	,	,	PUNCT
cet-14973	68	28	pressure	pressure	NOUN
cet-14973	68	29	and	and	CCONJ
cet-14973	68	30	temperature	temperature	NOUN
cet-14973	68	31	with	with	ADP
cet-14973	68	32	respect	respect	NOUN
cet-14973	68	33	to	to	ADP
cet-14973	68	34	variables	variable	NOUN
cet-14973	68	35	x	x	PUNCT
cet-14973	68	36	and	and	CCONJ
cet-14973	68	37	y	y	PROPN
cet-14973	68	38	,	,	PUNCT
cet-14973	68	39	which	which	PRON
cet-14973	68	40	would	would	AUX
cet-14973	68	41	be	be	AUX
cet-14973	68	42	computed	compute	VERB
cet-14973	68	43	by	by	ADP
cet-14973	68	44	automatic	automatic	ADJ
cet-14973	68	45	differentiation	differentiation	NOUN
cet-14973	68	46	.	.	PUNCT
cet-14973	69	1	the	the	DET
cet-14973	69	2	loss	loss	NOUN
cet-14973	69	3	function	function	NOUN
cet-14973	69	4	(	(	PUNCT
cet-14973	69	5	ldata	ldata	PROPN
cet-14973	69	6	)	)	PUNCT
cet-14973	69	7	for	for	ADP
cet-14973	69	8	the	the	DET
cet-14973	69	9	data	data	NOUN
cet-14973	69	10	-	-	PUNCT
cet-14973	69	11	driven	drive	VERB
cet-14973	69	12	section	section	NOUN
cet-14973	69	13	utilized	utilize	VERB
cet-14973	69	14	the	the	DET
cet-14973	69	15	mean	mean	ADJ
cet-14973	69	16	squared	square	VERB
cet-14973	69	17	error	error	NOUN
cet-14973	69	18	(	(	PUNCT
cet-14973	69	19	mse	mse	NOUN
cet-14973	69	20	)	)	PUNCT
cet-14973	69	21	to	to	PART
cet-14973	69	22	gauge	gauge	VERB
cet-14973	69	23	the	the	DET
cet-14973	69	24	disparity	disparity	NOUN
cet-14973	69	25	between	between	ADP
cet-14973	69	26	the	the	DET
cet-14973	69	27	model	model	NOUN
cet-14973	69	28	output	output	NOUN
cet-14973	69	29	(	(	PUNCT
cet-14973	69	30	from	from	ADP
cet-14973	69	31	pinns	pinn	NOUN
cet-14973	69	32	)	)	PUNCT
cet-14973	69	33	and	and	CCONJ
cet-14973	69	34	the	the	DET
cet-14973	69	35	actual	actual	ADJ
cet-14973	69	36	target	target	NOUN
cet-14973	69	37	value	value	NOUN
cet-14973	69	38	(	(	PUNCT
cet-14973	69	39	from	from	ADP
cet-14973	69	40	the	the	DET
cet-14973	69	41	pore	pore	ADJ
cet-14973	69	42	scale	scale	NOUN
cet-14973	69	43	model	model	NOUN
cet-14973	69	44	)	)	PUNCT
cet-14973	69	45	,	,	PUNCT
cet-14973	69	46	as	as	SCONJ
cet-14973	69	47	shown	show	VERB
cet-14973	69	48	in	in	ADP
cet-14973	69	49	eq	eq	NOUN
cet-14973	69	50	(	(	PUNCT
cet-14973	69	51	7	7	NUM
cet-14973	69	52	)	)	PUNCT
cet-14973	69	53	.	.	PUNCT
cet-14973	70	1	ldata	ldata	NOUN
cet-14973	70	2	=	=	SYM
cet-14973	70	3	1	1	NUM
cet-14973	70	4	n1	n1	NOUN
cet-14973	70	5	∑	∑	PUNCT
cet-14973	70	6	(	(	PUNCT
cet-14973	70	7	u	u	NOUN
cet-14973	70	8	-upore	-upore	NOUN
cet-14973	70	9	,	,	PUNCT
cet-14973	70	10	out	out	ADV
cet-14973	70	11	)	)	PUNCT
cet-14973	70	12	2	2	NUM
cet-14973	70	13	n1	n1	NOUN
cet-14973	70	14	i	i	NOUN
cet-14973	70	15	=	=	NOUN
cet-14973	70	16	1	1	NUM
cet-14973	70	17	+	+	SYM
cet-14973	70	18	1	1	NUM
cet-14973	70	19	n1	n1	NOUN
cet-14973	70	20	∑	∑	PUNCT
cet-14973	70	21	(	(	PUNCT
cet-14973	70	22	v	v	PROPN
cet-14973	70	23	-vpore	-vpore	NOUN
cet-14973	70	24	,	,	PUNCT
cet-14973	70	25	out	out	ADV
cet-14973	70	26	)	)	PUNCT
cet-14973	70	27	2	2	NUM
cet-14973	70	28	n1	n1	NOUN
cet-14973	70	29	i	i	NOUN
cet-14973	70	30	=	=	NOUN
cet-14973	70	31	1	1	NUM
cet-14973	70	32	+	+	SYM
cet-14973	70	33	1	1	NUM
cet-14973	70	34	n2	n2	NOUN
cet-14973	70	35	∑	∑	PUNCT
cet-14973	70	36	(	(	PUNCT
cet-14973	70	37	p	p	PRON
cet-14973	70	38	-p	-p	ADP
cet-14973	70	39	pore	pore	ADJ
cet-14973	70	40	)	)	PUNCT
cet-14973	70	41	2	2	NUM
cet-14973	70	42	n2	n2	NOUN
cet-14973	70	43	j	j	PROPN
cet-14973	71	1	=	=	NOUN
cet-14973	71	2	1	1	NUM
cet-14973	71	3	+	+	SYM
cet-14973	71	4	1	1	NUM
cet-14973	71	5	n2	n2	NOUN
cet-14973	71	6	∑	∑	PUNCT
cet-14973	71	7	(	(	PUNCT
cet-14973	71	8	t	t	NOUN
cet-14973	71	9	-tpore	-tpore	PROPN
cet-14973	71	10	)	)	PUNCT
cet-14973	71	11	2	2	NUM
cet-14973	71	12	n2	n2	NOUN
cet-14973	71	13	j	j	PROPN
cet-14973	72	1	=	=	NOUN
cet-14973	72	2	1	1	NUM
cet-14973	72	3	(	(	PUNCT
cet-14973	72	4	7	7	NUM
cet-14973	72	5	)	)	PUNCT
cet-14973	72	6	where	where	SCONJ
cet-14973	72	7	the	the	DET
cet-14973	72	8	subscript	subscript	NOUN
cet-14973	72	9	‘	'	PUNCT
cet-14973	72	10	pore	pore	ADJ
cet-14973	72	11	’	'	PUNCT
cet-14973	72	12	represents	represent	VERB
cet-14973	72	13	the	the	DET
cet-14973	72	14	calculation	calculation	NOUN
cet-14973	72	15	data	datum	NOUN
cet-14973	72	16	from	from	ADP
cet-14973	72	17	the	the	DET
cet-14973	72	18	pore	pore	ADJ
cet-14973	72	19	scale	scale	NOUN
cet-14973	72	20	model	model	NOUN
cet-14973	72	21	,	,	PUNCT
cet-14973	72	22	‘	'	PUNCT
cet-14973	72	23	out	out	ADJ
cet-14973	72	24	’	'	PUNCT
cet-14973	72	25	denotes	denote	VERB
cet-14973	72	26	the	the	DET
cet-14973	72	27	data	datum	NOUN
cet-14973	72	28	on	on	ADP
cet-14973	72	29	outlet	outlet	PROPN
cet-14973	72	30	boundary	boundary	NOUN
cet-14973	72	31	;	;	PUNCT
cet-14973	72	32	n1	n1	PROPN
cet-14973	72	33	is	be	AUX
cet-14973	72	34	the	the	DET
cet-14973	72	35	number	number	NOUN
cet-14973	72	36	of	of	ADP
cet-14973	72	37	training	training	NOUN
cet-14973	72	38	data	datum	NOUN
cet-14973	72	39	points	point	NOUN
cet-14973	72	40	on	on	ADP
cet-14973	72	41	outlet	outlet	PROPN
cet-14973	72	42	boundary	boundary	PROPN
cet-14973	72	43	(	(	PUNCT
cet-14973	72	44	n1=2,000	n1=2,000	PROPN
cet-14973	72	45	)	)	PUNCT
cet-14973	72	46	,	,	PUNCT
cet-14973	72	47	n2	n2	PROPN
cet-14973	72	48	is	be	AUX
cet-14973	72	49	the	the	DET
cet-14973	72	50	number	number	NOUN
cet-14973	72	51	of	of	ADP
cet-14973	72	52	training	training	NOUN
cet-14973	72	53	data	datum	NOUN
cet-14973	72	54	points	point	NOUN
cet-14973	72	55	in	in	ADP
cet-14973	72	56	the	the	DET
cet-14973	72	57	packed	packed	ADJ
cet-14973	72	58	bed	bed	NOUN
cet-14973	72	59	(	(	PUNCT
cet-14973	72	60	n2=10,000	n2=10,000	NOUN
cet-14973	72	61	)	)	PUNCT
cet-14973	72	62	;	;	PUNCT
cet-14973	72	63	i	i	PRON
cet-14973	72	64	and	and	CCONJ
cet-14973	72	65	j	j	PROPN
cet-14973	72	66	represent	represent	VERB
cet-14973	72	67	the	the	DET
cet-14973	72	68	data	datum	NOUN
cet-14973	72	69	point	point	NOUN
cet-14973	72	70	's	's	PART
cet-14973	72	71	ordinal	ordinal	ADJ
cet-14973	72	72	number	number	NOUN
cet-14973	72	73	.	.	PUNCT
cet-14973	73	1	the	the	DET
cet-14973	73	2	overall	overall	ADJ
cet-14973	73	3	loss	loss	NOUN
cet-14973	73	4	function	function	NOUN
cet-14973	73	5	(	(	PUNCT
cet-14973	73	6	ltotal	ltotal	ADV
cet-14973	73	7	)	)	PUNCT
cet-14973	73	8	can	can	AUX
cet-14973	73	9	then	then	ADV
cet-14973	73	10	be	be	AUX
cet-14973	73	11	computed	compute	VERB
cet-14973	73	12	using	use	VERB
cet-14973	73	13	eq	eq	NOUN
cet-14973	73	14	(	(	PUNCT
cet-14973	73	15	8)	8)	NUM
cet-14973	73	16	.	.	PUNCT
cet-14973	73	17	ltotal	ltotal	ADJ
cet-14973	73	18	=	=	SYM
cet-14973	73	19	ωledlpde	ωledlpde	NOUN
cet-14973	73	20	+	+	CCONJ
cet-14973	73	21	ωdataldata	ωdataldata	ADJ
cet-14973	73	22	(	(	PUNCT
cet-14973	73	23	8)	8)	NUM
cet-14973	73	24	406	406	NUM
cet-14973	73	25	we	we	PRON
cet-14973	73	26	utilized	utilize	VERB
cet-14973	73	27	the	the	DET
cet-14973	73	28	adam	adam	PROPN
cet-14973	73	29	optimization	optimization	NOUN
cet-14973	73	30	method	method	NOUN
cet-14973	73	31	for	for	ADP
cet-14973	73	32	stochastic	stochastic	ADJ
cet-14973	73	33	optimization	optimization	NOUN
cet-14973	73	34	to	to	PART
cet-14973	73	35	minimize	minimize	VERB
cet-14973	73	36	ltotal	ltotal	ADJ
cet-14973	73	37	during	during	ADP
cet-14973	73	38	each	each	DET
cet-14973	73	39	network	network	NOUN
cet-14973	73	40	training	training	NOUN
cet-14973	73	41	iteration	iteration	NOUN
cet-14973	73	42	.	.	PUNCT
cet-14973	74	1	ωled	ωle	VERB
cet-14973	74	2	and	and	CCONJ
cet-14973	74	3	ωdata	ωdata	ADJ
cet-14973	74	4	are	be	AUX
cet-14973	74	5	the	the	DET
cet-14973	74	6	weights	weight	NOUN
cet-14973	74	7	of	of	ADP
cet-14973	74	8	the	the	DET
cet-14973	74	9	pde	pde	NOUN
cet-14973	74	10	loss	loss	NOUN
cet-14973	74	11	and	and	CCONJ
cet-14973	74	12	data	datum	NOUN
cet-14973	74	13	loss	loss	NOUN
cet-14973	74	14	,	,	PUNCT
cet-14973	74	15	which	which	PRON
cet-14973	74	16	are	be	AUX
cet-14973	74	17	1	1	NUM
cet-14973	74	18	and	and	CCONJ
cet-14973	74	19	104	104	NUM
cet-14973	74	20	.	.	PUNCT
cet-14973	75	1	this	this	DET
cet-14973	75	2	optimizer	optimizer	NOUN
cet-14973	75	3	fine	fine	NOUN
cet-14973	75	4	-	-	PUNCT
cet-14973	75	5	tunes	tune	NOUN
cet-14973	75	6	the	the	DET
cet-14973	75	7	weights	weight	NOUN
cet-14973	75	8	(	(	PUNCT
cet-14973	75	9	w	w	NOUN
cet-14973	75	10	)	)	PUNCT
cet-14973	75	11	,	,	PUNCT
cet-14973	75	12	biases	bias	NOUN
cet-14973	75	13	(	(	PUNCT
cet-14973	75	14	b	b	NOUN
cet-14973	75	15	)	)	PUNCT
cet-14973	75	16	and	and	CCONJ
cet-14973	75	17	macroscopic	macroscopic	ADJ
cet-14973	75	18	transport	transport	NOUN
cet-14973	75	19	parameters	parameter	NOUN
cet-14973	75	20	(	(	PUNCT
cet-14973	75	21	κe	κe	PROPN
cet-14973	75	22	,	,	PUNCT
cet-14973	75	23	λe	λe	NOUN
cet-14973	75	24	)	)	PUNCT
cet-14973	75	25	in	in	ADP
cet-14973	75	26	pinns	pinns	ADJ
cet-14973	75	27	network	network	NOUN
cet-14973	75	28	,	,	PUNCT
cet-14973	75	29	leading	lead	VERB
cet-14973	75	30	to	to	ADP
cet-14973	75	31	a	a	DET
cet-14973	75	32	decrease	decrease	NOUN
cet-14973	75	33	in	in	ADP
cet-14973	75	34	the	the	DET
cet-14973	75	35	overall	overall	ADJ
cet-14973	75	36	loss	loss	NOUN
cet-14973	75	37	function	function	NOUN
cet-14973	75	38	.	.	PUNCT
cet-14973	76	1	once	once	SCONJ
cet-14973	76	2	the	the	DET
cet-14973	76	3	training	training	NOUN
cet-14973	76	4	epoch	epoch	NOUN
cet-14973	76	5	(	(	PUNCT
cet-14973	76	6	e	e	NOUN
cet-14973	76	7	)	)	PUNCT
cet-14973	76	8	exceeds	exceed	VERB
cet-14973	76	9	the	the	DET
cet-14973	76	10	specified	specify	VERB
cet-14973	76	11	value	value	NOUN
cet-14973	76	12	δ	δ	PROPN
cet-14973	76	13	(	(	PUNCT
cet-14973	76	14	δ	δ	PROPN
cet-14973	76	15	=	=	PROPN
cet-14973	76	16	60,000	60,000	NUM
cet-14973	76	17	)	)	PUNCT
cet-14973	76	18	,	,	PUNCT
cet-14973	76	19	the	the	DET
cet-14973	76	20	inversed	inverse	VERB
cet-14973	76	21	macroscopic	macroscopic	ADJ
cet-14973	76	22	transport	transport	NOUN
cet-14973	76	23	parameters	parameter	NOUN
cet-14973	76	24	are	be	AUX
cet-14973	76	25	outputted	output	VERB
cet-14973	76	26	.	.	PUNCT
cet-14973	77	1	3.2	3.2	NUM
cet-14973	77	2	pinns	pinns	PROPN
cet-14973	77	3	model	model	NOUN
cet-14973	77	4	validation	validation	NOUN
cet-14973	77	5	in	in	ADP
cet-14973	77	6	order	order	NOUN
cet-14973	77	7	to	to	PART
cet-14973	77	8	verify	verify	VERB
cet-14973	77	9	the	the	DET
cet-14973	77	10	inversion	inversion	NOUN
cet-14973	77	11	ability	ability	NOUN
cet-14973	77	12	of	of	ADP
cet-14973	77	13	the	the	DET
cet-14973	77	14	pinns	pinns	ADJ
cet-14973	77	15	model	model	NOUN
cet-14973	77	16	,	,	PUNCT
cet-14973	77	17	a	a	DET
cet-14973	77	18	packed	packed	ADJ
cet-14973	77	19	bed	bed	NOUN
cet-14973	77	20	scale	scale	NOUN
cet-14973	77	21	model	model	NOUN
cet-14973	77	22	with	with	ADP
cet-14973	77	23	given	give	VERB
cet-14973	77	24	macroscopic	macroscopic	ADJ
cet-14973	77	25	transport	transport	NOUN
cet-14973	77	26	parameters	parameter	NOUN
cet-14973	77	27	(	(	PUNCT
cet-14973	77	28	κe	κe	NOUN
cet-14973	77	29	=	=	SYM
cet-14973	77	30	9.95×10	9.95×10	NUM
cet-14973	77	31	-	-	SYM
cet-14973	77	32	10	10	NUM
cet-14973	77	33	m2	m2	PROPN
cet-14973	77	34	,	,	PUNCT
cet-14973	77	35	λe	λe	ADP
cet-14973	77	36	=	=	NOUN
cet-14973	77	37	0.35	0.35	NUM
cet-14973	77	38	w/(m·k	w/(m·k	NOUN
cet-14973	77	39	)	)	PUNCT
cet-14973	77	40	)	)	PUNCT
cet-14973	77	41	is	be	AUX
cet-14973	77	42	inversely	inversely	ADV
cet-14973	77	43	calculated	calculate	VERB
cet-14973	77	44	.	.	PUNCT
cet-14973	78	1	as	as	SCONJ
cet-14973	78	2	shown	show	VERB
cet-14973	78	3	in	in	ADP
cet-14973	78	4	figure	figure	NOUN
cet-14973	78	5	4	4	NUM
cet-14973	78	6	,	,	PUNCT
cet-14973	78	7	the	the	DET
cet-14973	78	8	loss	loss	NOUN
cet-14973	78	9	convergence	convergence	NOUN
cet-14973	78	10	of	of	ADP
cet-14973	78	11	the	the	DET
cet-14973	78	12	model	model	NOUN
cet-14973	78	13	is	be	AUX
cet-14973	78	14	good	good	ADJ
cet-14973	78	15	,	,	PUNCT
cet-14973	78	16	and	and	CCONJ
cet-14973	78	17	the	the	DET
cet-14973	78	18	deviations	deviation	NOUN
cet-14973	78	19	between	between	ADP
cet-14973	78	20	the	the	DET
cet-14973	78	21	two	two	NUM
cet-14973	78	22	inversed	inverse	VERB
cet-14973	78	23	macroscopic	macroscopic	ADJ
cet-14973	78	24	transport	transport	NOUN
cet-14973	78	25	parameters	parameter	NOUN
cet-14973	78	26	by	by	ADP
cet-14973	78	27	pinns	pinn	NOUN
cet-14973	78	28	and	and	CCONJ
cet-14973	78	29	the	the	DET
cet-14973	78	30	given	give	VERB
cet-14973	78	31	values	value	NOUN
cet-14973	78	32	are	be	AUX
cet-14973	78	33	both	both	PRON
cet-14973	78	34	within	within	ADP
cet-14973	78	35	1	1	NUM
cet-14973	78	36	%	%	NOUN
cet-14973	78	37	.	.	PUNCT
cet-14973	79	1	figure	figure	VERB
cet-14973	79	2	4	4	NUM
cet-14973	79	3	:	:	PUNCT
cet-14973	79	4	validation	validation	NOUN
cet-14973	79	5	of	of	ADP
cet-14973	79	6	pinns	pinns	ADJ
cet-14973	79	7	model	model	NOUN
cet-14973	79	8	:	:	PUNCT
cet-14973	79	9	(	(	PUNCT
cet-14973	79	10	a	a	X
cet-14973	79	11	)	)	PUNCT
cet-14973	79	12	loss	loss	NOUN
cet-14973	79	13	convergence	convergence	NOUN
cet-14973	79	14	(	(	PUNCT
cet-14973	79	15	b	b	NOUN
cet-14973	79	16	)	)	PUNCT
cet-14973	79	17	macroscopic	macroscopic	ADJ
cet-14973	79	18	transport	transport	NOUN
cet-14973	79	19	parameters	parameter	NOUN
cet-14973	79	20	convergence	convergence	VERB
cet-14973	79	21	4	4	NUM
cet-14973	79	22	.	.	NOUN
cet-14973	79	23	results	result	NOUN
cet-14973	79	24	and	and	CCONJ
cet-14973	79	25	discussions	discussion	NOUN
cet-14973	79	26	4.1	4.1	NUM
cet-14973	79	27	macroscopic	macroscopic	ADJ
cet-14973	79	28	transport	transport	NOUN
cet-14973	79	29	parameters	parameter	NOUN
cet-14973	79	30	inversion	inversion	NOUN
cet-14973	79	31	and	and	CCONJ
cet-14973	79	32	field	field	NOUN
cet-14973	79	33	comparison	comparison	NOUN
cet-14973	79	34	using	use	VERB
cet-14973	79	35	the	the	DET
cet-14973	79	36	pinns	pinns	ADJ
cet-14973	79	37	model	model	NOUN
cet-14973	79	38	,	,	PUNCT
cet-14973	79	39	the	the	DET
cet-14973	79	40	inversed	inversed	ADJ
cet-14973	79	41	effective	effective	ADJ
cet-14973	79	42	permeability	permeability	NOUN
cet-14973	79	43	and	and	CCONJ
cet-14973	79	44	effective	effective	ADJ
cet-14973	79	45	thermal	thermal	ADJ
cet-14973	79	46	conductivity	conductivity	NOUN
cet-14973	79	47	of	of	ADP
cet-14973	79	48	solid	solid	ADJ
cet-14973	79	49	blanket	blanket	NOUN
cet-14973	79	50	packed	pack	VERB
cet-14973	79	51	bed	bed	NOUN
cet-14973	79	52	at	at	ADP
cet-14973	79	53	uin=0.05	uin=0.05	PROPN
cet-14973	79	54	m	m	PROPN
cet-14973	79	55	/	/	SYM
cet-14973	79	56	s	s	PROPN
cet-14973	79	57	and	and	CCONJ
cet-14973	79	58	tin=700	tin=700	PROPN
cet-14973	79	59	k	k	PROPN
cet-14973	79	60	are	be	AUX
cet-14973	79	61	1.01×10	1.01×10	NUM
cet-14973	79	62	-	-	SYM
cet-14973	79	63	9	9	NUM
cet-14973	79	64	m2	m2	PROPN
cet-14973	79	65	and	and	CCONJ
cet-14973	79	66	0.76	0.76	NUM
cet-14973	79	67	w/(m·k	w/(m·k	PROPN
cet-14973	79	68	)	)	PUNCT
cet-14973	79	69	.	.	PUNCT
cet-14973	80	1	then	then	ADV
cet-14973	80	2	the	the	DET
cet-14973	80	3	inversed	inversed	ADJ
cet-14973	80	4	macroscopic	macroscopic	ADJ
cet-14973	80	5	transport	transport	NOUN
cet-14973	80	6	parameters	parameter	NOUN
cet-14973	80	7	are	be	AUX
cet-14973	80	8	substituted	substitute	VERB
cet-14973	80	9	into	into	ADP
cet-14973	80	10	the	the	DET
cet-14973	80	11	packed	pack	VERB
cet-14973	80	12	-	-	PUNCT
cet-14973	80	13	bed	bed	NOUN
cet-14973	80	14	scale	scale	NOUN
cet-14973	80	15	model	model	NOUN
cet-14973	80	16	for	for	ADP
cet-14973	80	17	calculation	calculation	NOUN
cet-14973	80	18	and	and	CCONJ
cet-14973	80	19	compared	compare	VERB
cet-14973	80	20	with	with	ADP
cet-14973	80	21	the	the	DET
cet-14973	80	22	results	result	NOUN
cet-14973	80	23	of	of	ADP
cet-14973	80	24	the	the	DET
cet-14973	80	25	pore	pore	ADJ
cet-14973	80	26	scale	scale	NOUN
cet-14973	80	27	model	model	NOUN
cet-14973	80	28	.	.	PUNCT
cet-14973	81	1	as	as	SCONJ
cet-14973	81	2	shown	show	VERB
cet-14973	81	3	in	in	ADP
cet-14973	81	4	figure	figure	NOUN
cet-14973	81	5	5(a	5(a	NUM
cet-14973	81	6	)	)	PUNCT
cet-14973	81	7	which	which	PRON
cet-14973	81	8	exhibits	exhibit	VERB
cet-14973	81	9	the	the	DET
cet-14973	81	10	pressure	pressure	NOUN
cet-14973	81	11	contours	contours	NOUN
cet-14973	81	12	on	on	ADP
cet-14973	81	13	the	the	DET
cet-14973	81	14	packedbed	packedbed	ADJ
cet-14973	81	15	midsection	midsection	NOUN
cet-14973	81	16	(	(	PUNCT
cet-14973	81	17	z=6.25dp	z=6.25dp	NOUN
cet-14973	81	18	)	)	PUNCT
cet-14973	81	19	,	,	PUNCT
cet-14973	81	20	the	the	DET
cet-14973	81	21	pressure	pressure	NOUN
cet-14973	81	22	distributions	distribution	NOUN
cet-14973	81	23	with	with	ADP
cet-14973	81	24	pore	pore	ADJ
cet-14973	81	25	-	-	PUNCT
cet-14973	81	26	scale	scale	NOUN
cet-14973	81	27	model	model	NOUN
cet-14973	81	28	and	and	CCONJ
cet-14973	81	29	packed	pack	VERB
cet-14973	81	30	-	-	PUNCT
cet-14973	81	31	bed	bed	NOUN
cet-14973	81	32	scale	scale	NOUN
cet-14973	81	33	model	model	NOUN
cet-14973	81	34	are	be	AUX
cet-14973	81	35	very	very	ADV
cet-14973	81	36	close	close	ADJ
cet-14973	81	37	,	,	PUNCT
cet-14973	81	38	and	and	CCONJ
cet-14973	81	39	the	the	DET
cet-14973	81	40	pressure	pressure	NOUN
cet-14973	81	41	drops	drop	NOUN
cet-14973	81	42	are	be	AUX
cet-14973	81	43	both	both	PRON
cet-14973	81	44	21.4	21.4	NUM
cet-14973	81	45	pa	pa	PROPN
cet-14973	81	46	.	.	PROPN
cet-14973	81	47	figure	figure	PROPN
cet-14973	81	48	5(b	5(b	NUM
cet-14973	81	49	)	)	PUNCT
cet-14973	82	1	shows	show	VERB
cet-14973	82	2	that	that	SCONJ
cet-14973	82	3	the	the	DET
cet-14973	82	4	temperature	temperature	NOUN
cet-14973	82	5	distribution	distribution	NOUN
cet-14973	82	6	with	with	ADP
cet-14973	82	7	the	the	DET
cet-14973	82	8	packed	pack	VERB
cet-14973	82	9	-	-	PUNCT
cet-14973	82	10	bed	bed	NOUN
cet-14973	82	11	scale	scale	NOUN
cet-14973	82	12	model	model	NOUN
cet-14973	82	13	is	be	AUX
cet-14973	82	14	almost	almost	ADV
cet-14973	82	15	as	as	ADV
cet-14973	82	16	same	same	ADJ
cet-14973	82	17	as	as	ADP
cet-14973	82	18	that	that	PRON
cet-14973	82	19	with	with	ADP
cet-14973	82	20	pore	pore	ADJ
cet-14973	82	21	-	-	PUNCT
cet-14973	82	22	scale	scale	NOUN
cet-14973	82	23	model	model	NOUN
cet-14973	82	24	and	and	CCONJ
cet-14973	82	25	the	the	DET
cet-14973	82	26	maximum	maximum	ADJ
cet-14973	82	27	temperature	temperature	NOUN
cet-14973	82	28	deviation	deviation	NOUN
cet-14973	82	29	between	between	ADP
cet-14973	82	30	the	the	DET
cet-14973	82	31	two	two	NUM
cet-14973	82	32	is	be	AUX
cet-14973	82	33	only	only	ADV
cet-14973	82	34	3	3	NUM
cet-14973	82	35	k	k	X
cet-14973	82	36	(	(	PUNCT
cet-14973	82	37	within	within	ADP
cet-14973	82	38	1	1	NUM
cet-14973	82	39	%	%	NOUN
cet-14973	82	40	)	)	PUNCT
cet-14973	82	41	.	.	PUNCT
cet-14973	83	1	these	these	DET
cet-14973	83	2	comparisons	comparison	NOUN
cet-14973	83	3	could	could	AUX
cet-14973	83	4	further	far	ADV
cet-14973	83	5	illustrate	illustrate	VERB
cet-14973	83	6	the	the	DET
cet-14973	83	7	effectiveness	effectiveness	NOUN
cet-14973	83	8	of	of	ADP
cet-14973	83	9	the	the	DET
cet-14973	83	10	macroscopic	macroscopic	ADJ
cet-14973	83	11	transport	transport	NOUN
cet-14973	83	12	parameters	parameter	NOUN
cet-14973	83	13	obtained	obtain	VERB
cet-14973	83	14	by	by	ADP
cet-14973	83	15	pinns	pinns	ADJ
cet-14973	83	16	inversion	inversion	NOUN
cet-14973	83	17	.	.	PUNCT
cet-14973	84	1	figure	figure	NOUN
cet-14973	84	2	5	5	NUM
cet-14973	84	3	:	:	PUNCT
cet-14973	84	4	comparison	comparison	NOUN
cet-14973	84	5	between	between	ADP
cet-14973	84	6	pore	pore	ADJ
cet-14973	84	7	scale	scale	NOUN
cet-14973	84	8	model	model	NOUN
cet-14973	84	9	and	and	CCONJ
cet-14973	84	10	packed	pack	VERB
cet-14973	84	11	-	-	PUNCT
cet-14973	84	12	bed	bed	NOUN
cet-14973	84	13	scale	scale	NOUN
cet-14973	84	14	model	model	NOUN
cet-14973	84	15	of	of	ADP
cet-14973	84	16	(	(	PUNCT
cet-14973	84	17	a	a	PRON
cet-14973	84	18	)	)	PUNCT
cet-14973	84	19	pressure	pressure	NOUN
cet-14973	84	20	distribution	distribution	NOUN
cet-14973	84	21	and	and	CCONJ
cet-14973	84	22	(	(	PUNCT
cet-14973	84	23	b	b	NOUN
cet-14973	84	24	)	)	PUNCT
cet-14973	84	25	temperature	temperature	NOUN
cet-14973	84	26	distribution	distribution	NOUN
cet-14973	84	27	at	at	ADP
cet-14973	84	28	uin=0.05	uin=0.05	PROPN
cet-14973	84	29	m	m	PROPN
cet-14973	84	30	/	/	SYM
cet-14973	84	31	s	s	PROPN
cet-14973	84	32	and	and	CCONJ
cet-14973	84	33	tin=700	tin=700	PROPN
cet-14973	84	34	k	k	PROPN
cet-14973	84	35	figure	figure	NOUN
cet-14973	84	36	6	6	NUM
cet-14973	84	37	:	:	PUNCT
cet-14973	84	38	macroscopic	macroscopic	ADJ
cet-14973	84	39	transport	transport	NOUN
cet-14973	84	40	parameters	parameter	NOUN
cet-14973	84	41	comparison	comparison	NOUN
cet-14973	84	42	:	:	PUNCT
cet-14973	84	43	effective	effective	ADJ
cet-14973	84	44	(	(	PUNCT
cet-14973	84	45	a	a	PRON
cet-14973	84	46	)	)	PUNCT
cet-14973	84	47	permeability	permeability	NOUN
cet-14973	84	48	(	(	PUNCT
cet-14973	84	49	b	b	NOUN
cet-14973	84	50	)	)	PUNCT
cet-14973	84	51	thermal	thermal	ADJ
cet-14973	84	52	conductivity	conductivity	NOUN
cet-14973	84	53	407	407	NUM
cet-14973	84	54	4.2	4.2	NUM
cet-14973	84	55	macroscopic	macroscopic	ADJ
cet-14973	84	56	transport	transport	NOUN
cet-14973	84	57	parameters	parameter	NOUN
cet-14973	84	58	at	at	ADP
cet-14973	84	59	different	different	ADJ
cet-14973	84	60	working	work	VERB
cet-14973	84	61	conditions	condition	NOUN
cet-14973	84	62	figure	figure	VERB
cet-14973	84	63	6	6	NUM
cet-14973	84	64	compares	compare	VERB
cet-14973	84	65	macroscopic	macroscopic	ADJ
cet-14973	84	66	transport	transport	NOUN
cet-14973	84	67	parameters	parameter	NOUN
cet-14973	84	68	at	at	ADP
cet-14973	84	69	different	different	ADJ
cet-14973	84	70	work	work	NOUN
cet-14973	84	71	conditions	condition	NOUN
cet-14973	84	72	(	(	PUNCT
cet-14973	84	73	uin=0.05~0.25	uin=0.05~0.25	PROPN
cet-14973	84	74	m	m	PROPN
cet-14973	84	75	/	/	SYM
cet-14973	84	76	s	s	PART
cet-14973	84	77	and	and	CCONJ
cet-14973	84	78	tin=300~900	tin=300~900	ADJ
cet-14973	84	79	k	k	NOUN
cet-14973	84	80	)	)	PUNCT
cet-14973	84	81	.	.	PUNCT
cet-14973	85	1	in	in	ADP
cet-14973	85	2	general	general	ADJ
cet-14973	85	3	,	,	PUNCT
cet-14973	85	4	effective	effective	ADJ
cet-14973	85	5	permeability	permeability	NOUN
cet-14973	85	6	and	and	CCONJ
cet-14973	85	7	effective	effective	ADJ
cet-14973	85	8	thermal	thermal	ADJ
cet-14973	85	9	conductivity	conductivity	NOUN
cet-14973	85	10	increase	increase	NOUN
cet-14973	85	11	as	as	ADP
cet-14973	85	12	the	the	DET
cet-14973	85	13	inlet	inlet	ADJ
cet-14973	85	14	temperature	temperature	NOUN
cet-14973	85	15	increases	increase	NOUN
cet-14973	85	16	because	because	SCONJ
cet-14973	85	17	the	the	DET
cet-14973	85	18	higher	high	ADJ
cet-14973	85	19	packed	pack	VERB
cet-14973	85	20	-	-	PUNCT
cet-14973	85	21	bed	bed	NOUN
cet-14973	85	22	temperature	temperature	NOUN
cet-14973	85	23	makes	make	VERB
cet-14973	85	24	the	the	DET
cet-14973	85	25	viscosity	viscosity	NOUN
cet-14973	85	26	and	and	CCONJ
cet-14973	85	27	thermal	thermal	ADJ
cet-14973	85	28	conductivity	conductivity	NOUN
cet-14973	85	29	of	of	ADP
cet-14973	85	30	the	the	DET
cet-14973	85	31	helium	helium	NOUN
cet-14973	85	32	greater	great	ADJ
cet-14973	85	33	.	.	PUNCT
cet-14973	86	1	however	however	ADV
cet-14973	86	2	,	,	PUNCT
cet-14973	86	3	the	the	DET
cet-14973	86	4	changing	change	VERB
cet-14973	86	5	trend	trend	NOUN
cet-14973	86	6	of	of	ADP
cet-14973	86	7	the	the	DET
cet-14973	86	8	macroscopic	macroscopic	ADJ
cet-14973	86	9	transport	transport	NOUN
cet-14973	86	10	parameters	parameter	NOUN
cet-14973	86	11	of	of	ADP
cet-14973	86	12	the	the	DET
cet-14973	86	13	pebble	pebble	ADJ
cet-14973	86	14	bed	bed	NOUN
cet-14973	86	15	with	with	ADP
cet-14973	86	16	the	the	DET
cet-14973	86	17	increase	increase	NOUN
cet-14973	86	18	of	of	ADP
cet-14973	86	19	the	the	DET
cet-14973	86	20	helium	helium	NOUN
cet-14973	86	21	flow	flow	NOUN
cet-14973	86	22	rate	rate	NOUN
cet-14973	86	23	in	in	ADP
cet-14973	86	24	the	the	DET
cet-14973	86	25	pebble	pebble	ADJ
cet-14973	86	26	bed	bed	NOUN
cet-14973	86	27	is	be	AUX
cet-14973	86	28	not	not	PART
cet-14973	86	29	obvious	obvious	ADJ
cet-14973	86	30	,	,	PUNCT
cet-14973	86	31	which	which	PRON
cet-14973	86	32	is	be	AUX
cet-14973	86	33	due	due	ADJ
cet-14973	86	34	to	to	ADP
cet-14973	86	35	the	the	DET
cet-14973	86	36	inconsistent	inconsistent	ADJ
cet-14973	86	37	temperature	temperature	NOUN
cet-14973	86	38	field	field	NOUN
cet-14973	86	39	of	of	ADP
cet-14973	86	40	the	the	DET
cet-14973	86	41	packed	packed	ADJ
cet-14973	86	42	bed	bed	NOUN
cet-14973	86	43	.	.	PUNCT
cet-14973	87	1	5	5	X
cet-14973	87	2	.	.	X
cet-14973	87	3	conclusion	conclusion	NOUN
cet-14973	87	4	the	the	DET
cet-14973	87	5	effective	effective	ADJ
cet-14973	87	6	permeability	permeability	NOUN
cet-14973	87	7	and	and	CCONJ
cet-14973	87	8	thermal	thermal	ADJ
cet-14973	87	9	conductivity	conductivity	NOUN
cet-14973	87	10	are	be	AUX
cet-14973	87	11	pivotal	pivotal	ADJ
cet-14973	87	12	macroscopic	macroscopic	ADJ
cet-14973	87	13	transport	transport	NOUN
cet-14973	87	14	parameters	parameter	NOUN
cet-14973	87	15	for	for	ADP
cet-14973	87	16	characterizing	characterize	VERB
cet-14973	87	17	fluid	fluid	ADJ
cet-14973	87	18	flow	flow	NOUN
cet-14973	87	19	and	and	CCONJ
cet-14973	87	20	heat	heat	NOUN
cet-14973	87	21	transfer	transfer	NOUN
cet-14973	87	22	in	in	ADP
cet-14973	87	23	packed	pack	VERB
cet-14973	87	24	beds	bed	NOUN
cet-14973	87	25	.	.	PUNCT
cet-14973	88	1	this	this	DET
cet-14973	88	2	study	study	NOUN
cet-14973	88	3	presents	present	VERB
cet-14973	88	4	a	a	DET
cet-14973	88	5	novel	novel	ADJ
cet-14973	88	6	approach	approach	NOUN
cet-14973	88	7	employing	employ	VERB
cet-14973	88	8	physics	physics	NOUN
cet-14973	88	9	-	-	PUNCT
cet-14973	88	10	informed	inform	VERB
cet-14973	88	11	neural	neural	ADJ
cet-14973	88	12	networks	network	NOUN
cet-14973	88	13	(	(	PUNCT
cet-14973	88	14	pinns	pinn	NOUN
cet-14973	88	15	)	)	PUNCT
cet-14973	88	16	to	to	PART
cet-14973	88	17	estimate	estimate	VERB
cet-14973	88	18	these	these	DET
cet-14973	88	19	macroscopic	macroscopic	ADJ
cet-14973	88	20	transport	transport	NOUN
cet-14973	88	21	parameters	parameter	NOUN
cet-14973	88	22	during	during	ADP
cet-14973	88	23	upscaling	upscale	VERB
cet-14973	88	24	.	.	PUNCT
cet-14973	89	1	the	the	DET
cet-14973	89	2	estimation	estimation	NOUN
cet-14973	89	3	of	of	ADP
cet-14973	89	4	transport	transport	NOUN
cet-14973	89	5	parameters	parameter	NOUN
cet-14973	89	6	is	be	AUX
cet-14973	89	7	framed	frame	VERB
cet-14973	89	8	as	as	ADP
cet-14973	89	9	an	an	DET
cet-14973	89	10	inverse	inverse	NOUN
cet-14973	89	11	problem	problem	NOUN
cet-14973	89	12	within	within	ADP
cet-14973	89	13	the	the	DET
cet-14973	89	14	pinns	pinns	ADJ
cet-14973	89	15	framework	framework	NOUN
cet-14973	89	16	,	,	PUNCT
cet-14973	89	17	enabling	enable	VERB
cet-14973	89	18	the	the	DET
cet-14973	89	19	network	network	NOUN
cet-14973	89	20	to	to	PART
cet-14973	89	21	learn	learn	VERB
cet-14973	89	22	underlying	underlie	VERB
cet-14973	89	23	physical	physical	ADJ
cet-14973	89	24	laws	law	NOUN
cet-14973	89	25	and	and	CCONJ
cet-14973	89	26	generate	generate	VERB
cet-14973	89	27	the	the	DET
cet-14973	89	28	desired	desire	VERB
cet-14973	89	29	macroscopic	macroscopic	ADJ
cet-14973	89	30	transport	transport	NOUN
cet-14973	89	31	parameters	parameter	NOUN
cet-14973	89	32	.	.	PUNCT
cet-14973	90	1	with	with	ADP
cet-14973	90	2	macroscopic	macroscopic	ADJ
cet-14973	90	3	transport	transport	NOUN
cet-14973	90	4	parameters	parameter	NOUN
cet-14973	90	5	by	by	ADP
cet-14973	90	6	pinns	pinn	NOUN
cet-14973	90	7	,	,	PUNCT
cet-14973	90	8	a	a	DET
cet-14973	90	9	packed	pack	VERB
cet-14973	90	10	-	-	PUNCT
cet-14973	90	11	bed	bed	NOUN
cet-14973	90	12	scale	scale	NOUN
cet-14973	90	13	model	model	NOUN
cet-14973	90	14	is	be	AUX
cet-14973	90	15	of	of	ADP
cet-14973	90	16	substantial	substantial	ADJ
cet-14973	90	17	agreement	agreement	NOUN
cet-14973	90	18	with	with	ADP
cet-14973	90	19	the	the	DET
cet-14973	90	20	pore	pore	ADJ
cet-14973	90	21	-	-	PUNCT
cet-14973	90	22	scale	scale	NOUN
cet-14973	90	23	model	model	NOUN
cet-14973	90	24	across	across	ADP
cet-14973	90	25	multiple	multiple	ADJ
cet-14973	90	26	physics	physics	NOUN
cet-14973	90	27	domains	domain	NOUN
cet-14973	90	28	,	,	PUNCT
cet-14973	90	29	and	and	CCONJ
cet-14973	90	30	relative	relative	ADJ
cet-14973	90	31	deviations	deviation	NOUN
cet-14973	90	32	are	be	AUX
cet-14973	90	33	1	1	NUM
cet-14973	90	34	%	%	NOUN
cet-14973	90	35	,	,	PUNCT
cet-14973	90	36	affirming	affirm	VERB
cet-14973	90	37	the	the	DET
cet-14973	90	38	efficacy	efficacy	NOUN
cet-14973	90	39	of	of	ADP
cet-14973	90	40	this	this	DET
cet-14973	90	41	pinns	pinns	ADV
cet-14973	90	42	-	-	PUNCT
cet-14973	90	43	based	base	VERB
cet-14973	90	44	approach	approach	NOUN
cet-14973	90	45	.	.	PUNCT
cet-14973	91	1	furtherly	furtherly	ADV
cet-14973	91	2	,	,	PUNCT
cet-14973	91	3	macroscopic	macroscopic	ADJ
cet-14973	91	4	transport	transport	NOUN
cet-14973	91	5	parameters	parameter	NOUN
cet-14973	91	6	of	of	ADP
cet-14973	91	7	solid	solid	ADJ
cet-14973	91	8	breeding	breeding	NOUN
cet-14973	91	9	blanket	blanket	NOUN
cet-14973	91	10	-	-	PUNCT
cet-14973	91	11	packed	pack	VERB
cet-14973	91	12	beds	bed	NOUN
cet-14973	91	13	in	in	ADP
cet-14973	91	14	fusion	fusion	NOUN
cet-14973	91	15	reactors	reactor	NOUN
cet-14973	91	16	at	at	ADP
cet-14973	91	17	different	different	ADJ
cet-14973	91	18	inlet	inlet	ADJ
cet-14973	91	19	velocities	velocity	NOUN
cet-14973	91	20	(	(	PUNCT
cet-14973	91	21	0.05~0.25	0.05~0.25	NOUN
cet-14973	91	22	m	m	PROPN
cet-14973	91	23	/	/	SYM
cet-14973	91	24	s	s	PART
cet-14973	91	25	)	)	PUNCT
cet-14973	91	26	and	and	CCONJ
cet-14973	91	27	different	different	ADJ
cet-14973	91	28	inlet	inlet	NOUN
cet-14973	91	29	temperatures	temperature	NOUN
cet-14973	91	30	(	(	PUNCT
cet-14973	91	31	300~900	300~900	NUM
cet-14973	91	32	k	k	NOUN
cet-14973	91	33	)	)	PUNCT
cet-14973	91	34	are	be	AUX
cet-14973	91	35	obtained	obtain	VERB
cet-14973	91	36	.	.	PUNCT
cet-14973	92	1	this	this	DET
cet-14973	92	2	study	study	NOUN
cet-14973	92	3	provides	provide	VERB
cet-14973	92	4	new	new	ADJ
cet-14973	92	5	ideas	idea	NOUN
cet-14973	92	6	for	for	ADP
cet-14973	92	7	the	the	DET
cet-14973	92	8	evaluation	evaluation	NOUN
cet-14973	92	9	of	of	ADP
cet-14973	92	10	the	the	DET
cet-14973	92	11	fluid	fluid	ADJ
cet-14973	92	12	-	-	PUNCT
cet-14973	92	13	heat	heat	NOUN
cet-14973	92	14	transfer	transfer	NOUN
cet-14973	92	15	performance	performance	NOUN
cet-14973	92	16	of	of	ADP
cet-14973	92	17	industrial	industrial	ADJ
cet-14973	92	18	-	-	PUNCT
cet-14973	92	19	packed	pack	VERB
cet-14973	92	20	beds	bed	NOUN
cet-14973	92	21	.	.	PUNCT
cet-14973	93	1	acknowledgments	acknowledgment	NOUN
cet-14973	93	2	we	we	PRON
cet-14973	93	3	would	would	AUX
cet-14973	93	4	like	like	VERB
cet-14973	93	5	to	to	PART
cet-14973	93	6	acknowledge	acknowledge	VERB
cet-14973	93	7	financial	financial	ADJ
cet-14973	93	8	supports	support	NOUN
cet-14973	93	9	for	for	ADP
cet-14973	93	10	this	this	DET
cet-14973	93	11	work	work	NOUN
cet-14973	93	12	provided	provide	VERB
cet-14973	93	13	by	by	ADP
cet-14973	93	14	the	the	DET
cet-14973	93	15	national	national	ADJ
cet-14973	93	16	natural	natural	PROPN
cet-14973	93	17	science	science	PROPN
cet-14973	93	18	foundation	foundation	PROPN
cet-14973	93	19	of	of	ADP
cet-14973	93	20	china	china	PROPN
cet-14973	93	21	(	(	PUNCT
cet-14973	93	22	no	no	INTJ
cet-14973	93	23	.	.	NOUN
cet-14973	93	24	52276052	52276052	NUM
cet-14973	93	25	)	)	PUNCT
cet-14973	93	26	.	.	PUNCT
cet-14973	94	1	references	reference	NOUN
cet-14973	94	2	gong	gong	PROPN
cet-14973	94	3	b.	b.	PROPN
cet-14973	94	4	,	,	PUNCT
cet-14973	94	5	cheng	cheng	PROPN
cet-14973	94	6	h.	h.	PROPN
cet-14973	94	7	,	,	PUNCT
cet-14973	94	8	zhou	zhou	PROPN
cet-14973	94	9	b.	b.	PROPN
cet-14973	94	10	,	,	PUNCT
cet-14973	94	11	yan	yan	PROPN
cet-14973	94	12	j.	j.	PROPN
cet-14973	94	13	,	,	PUNCT
cet-14973	94	14	wang	wang	PROPN
cet-14973	94	15	l.	l.	PROPN
cet-14973	94	16	,	,	PUNCT
cet-14973	94	17	zhang	zhang	PROPN
cet-14973	94	18	l.	l.	PROPN
cet-14973	94	19	,	,	PUNCT
cet-14973	94	20	feng	feng	PROPN
cet-14973	94	21	y.	y.	PROPN
cet-14973	94	22	,	,	PUNCT
cet-14973	94	23	wang	wang	PROPN
cet-14973	94	24	x.	x.	PROPN
cet-14973	94	25	,	,	PUNCT
cet-14973	94	26	2024	2024	NUM
cet-14973	94	27	,	,	PUNCT
cet-14973	94	28	investigation	investigation	NOUN
cet-14973	94	29	of	of	ADP
cet-14973	94	30	wall	wall	PROPN
cet-14973	94	31	effect	effect	NOUN
cet-14973	94	32	on	on	ADP
cet-14973	94	33	packing	pack	VERB
cet-14973	94	34	structures	structure	NOUN
cet-14973	94	35	and	and	CCONJ
cet-14973	94	36	purge	purge	VERB
cet-14973	94	37	gas	gas	NOUN
cet-14973	94	38	flow	flow	NOUN
cet-14973	94	39	characteristics	characteristic	NOUN
cet-14973	94	40	in	in	ADP
cet-14973	94	41	pebble	pebble	ADJ
cet-14973	94	42	beds	bed	NOUN
cet-14973	94	43	for	for	ADP
cet-14973	94	44	fusion	fusion	NOUN
cet-14973	94	45	blanket	blanket	NOUN
cet-14973	94	46	by	by	ADP
cet-14973	94	47	combining	combine	VERB
cet-14973	94	48	discrete	discrete	ADJ
cet-14973	94	49	element	element	NOUN
cet-14973	94	50	method	method	NOUN
cet-14973	94	51	and	and	CCONJ
cet-14973	94	52	computational	computational	ADJ
cet-14973	94	53	fluid	fluid	ADJ
cet-14973	94	54	dynamics	dynamic	NOUN
cet-14973	94	55	simulation	simulation	NOUN
cet-14973	94	56	.	.	PUNCT
cet-14973	95	1	applied	apply	VERB
cet-14973	95	2	sciences	science	NOUN
cet-14973	95	3	,	,	PUNCT
cet-14973	95	4	14(6	14(6	NOUN
cet-14973	95	5	)	)	PUNCT
cet-14973	95	6	,	,	PUNCT
cet-14973	95	7	2289	2289	NUM
cet-14973	95	8	.	.	PUNCT
cet-14973	96	1	he	he	PRON
cet-14973	96	2	x.	x.	PROPN
cet-14973	96	3	,	,	PUNCT
cet-14973	96	4	qiu	qiu	PROPN
cet-14973	96	5	j.	j.	PROPN
cet-14973	96	6	,	,	PUNCT
cet-14973	96	7	wang	wang	PROPN
cet-14973	96	8	w.	w.	PROPN
cet-14973	96	9	,	,	PUNCT
cet-14973	96	10	hou	hou	PROPN
cet-14973	96	11	y.	y.	PROPN
cet-14973	96	12	,	,	PUNCT
cet-14973	96	13	ayyub	ayyub	NOUN
cet-14973	96	14	m.	m.	NOUN
cet-14973	96	15	,	,	PUNCT
cet-14973	96	16	shuai	shuai	PROPN
cet-14973	96	17	y.	y.	PROPN
cet-14973	96	18	,	,	PUNCT
cet-14973	96	19	2023	2023	NUM
cet-14973	96	20	,	,	PUNCT
cet-14973	96	21	optimization	optimization	NOUN
cet-14973	96	22	design	design	NOUN
cet-14973	96	23	and	and	CCONJ
cet-14973	96	24	performance	performance	NOUN
cet-14973	96	25	investigation	investigation	NOUN
cet-14973	96	26	on	on	ADP
cet-14973	96	27	the	the	DET
cet-14973	96	28	cascaded	cascade	VERB
cet-14973	96	29	packed	pack	VERB
cet-14973	96	30	-	-	PUNCT
cet-14973	96	31	bed	bed	NOUN
cet-14973	96	32	thermal	thermal	ADJ
cet-14973	96	33	energy	energy	NOUN
cet-14973	96	34	storage	storage	NOUN
cet-14973	96	35	system	system	NOUN
cet-14973	96	36	with	with	ADP
cet-14973	96	37	spherical	spherical	ADJ
cet-14973	96	38	capsules	capsule	NOUN
cet-14973	96	39	.	.	PUNCT
cet-14973	97	1	applied	apply	VERB
cet-14973	97	2	thermal	thermal	ADJ
cet-14973	97	3	engineering	engineering	NOUN
cet-14973	97	4	,	,	PUNCT
cet-14973	97	5	225	225	NUM
cet-14973	97	6	,	,	PUNCT
cet-14973	97	7	120241	120241	NUM
cet-14973	97	8	.	.	PUNCT
cet-14973	98	1	luo	luo	PROPN
cet-14973	98	2	j.-w	j.-w	PROPN
cet-14973	98	3	.	.	PROPN
cet-14973	98	4	,	,	PUNCT
cet-14973	98	5	chen	chen	PROPN
cet-14973	98	6	l.	l.	PROPN
cet-14973	98	7	,	,	PUNCT
cet-14973	98	8	min	min	PROPN
cet-14973	98	9	t.	t.	PROPN
cet-14973	98	10	,	,	PUNCT
cet-14973	98	11	shan	shan	PROPN
cet-14973	98	12	f.	f.	PROPN
cet-14973	98	13	,	,	PUNCT
cet-14973	98	14	kang	kang	PROPN
cet-14973	98	15	q.	q.	PROPN
cet-14973	98	16	,	,	PUNCT
cet-14973	98	17	tao	tao	PROPN
cet-14973	98	18	w.	w.	PROPN
cet-14973	98	19	,	,	PUNCT
cet-14973	98	20	2020	2020	NUM
cet-14973	98	21	,	,	PUNCT
cet-14973	98	22	macroscopic	macroscopic	ADJ
cet-14973	98	23	transport	transport	NOUN
cet-14973	98	24	properties	property	NOUN
cet-14973	98	25	of	of	ADP
cet-14973	98	26	gyroid	gyroid	NOUN
cet-14973	98	27	structures	structure	NOUN
cet-14973	98	28	based	base	VERB
cet-14973	98	29	on	on	ADP
cet-14973	98	30	pore	pore	ADJ
cet-14973	98	31	-	-	PUNCT
cet-14973	98	32	scale	scale	NOUN
cet-14973	98	33	studies	study	NOUN
cet-14973	98	34	:	:	PUNCT
cet-14973	98	35	permeability	permeability	NOUN
cet-14973	98	36	,	,	PUNCT
cet-14973	98	37	diffusivity	diffusivity	NOUN
cet-14973	98	38	and	and	CCONJ
cet-14973	98	39	thermal	thermal	ADJ
cet-14973	98	40	conductivity	conductivity	NOUN
cet-14973	98	41	.	.	PUNCT
cet-14973	99	1	international	international	ADJ
cet-14973	99	2	journal	journal	PROPN
cet-14973	99	3	of	of	ADP
cet-14973	99	4	heat	heat	NOUN
cet-14973	99	5	and	and	CCONJ
cet-14973	99	6	mass	mass	NOUN
cet-14973	99	7	transfer	transfer	NOUN
cet-14973	99	8	,	,	PUNCT
cet-14973	99	9	146	146	NUM
cet-14973	99	10	,	,	PUNCT
cet-14973	99	11	118837	118837	NUM
cet-14973	99	12	.	.	PUNCT
cet-14973	100	1	qiu	qiu	PROPN
cet-14973	100	2	r.	r.	PROPN
cet-14973	100	3	,	,	PUNCT
cet-14973	100	4	huang	huang	PROPN
cet-14973	100	5	r.	r.	PROPN
cet-14973	100	6	,	,	PUNCT
cet-14973	100	7	yao	yao	PROPN
cet-14973	100	8	x.	x.	PROPN
cet-14973	100	9	,	,	PUNCT
cet-14973	100	10	wang	wang	PROPN
cet-14973	100	11	j.	j.	PROPN
cet-14973	100	12	,	,	PUNCT
cet-14973	100	13	zhang	zhang	PROPN
cet-14973	100	14	z.	z.	PROPN
cet-14973	100	15	,	,	PUNCT
cet-14973	100	16	yue	yue	PROPN
cet-14973	100	17	j.	j.	PROPN
cet-14973	100	18	,	,	PUNCT
cet-14973	100	19	zeng	zeng	PROPN
cet-14973	100	20	z.	z.	PROPN
cet-14973	100	21	,	,	PUNCT
cet-14973	100	22	wang	wang	PROPN
cet-14973	100	23	y.	y.	PROPN
cet-14973	100	24	,	,	PUNCT
cet-14973	100	25	2022	2022	NUM
cet-14973	100	26	,	,	PUNCT
cet-14973	100	27	physics	physics	NOUN
cet-14973	100	28	-	-	PUNCT
cet-14973	100	29	informed	inform	VERB
cet-14973	100	30	neural	neural	ADJ
cet-14973	100	31	networks	network	NOUN
cet-14973	100	32	for	for	ADP
cet-14973	100	33	phase	phase	NOUN
cet-14973	100	34	-	-	PUNCT
cet-14973	100	35	field	field	NOUN
cet-14973	100	36	method	method	NOUN
cet-14973	100	37	in	in	ADP
cet-14973	100	38	two	two	NUM
cet-14973	100	39	-	-	PUNCT
cet-14973	100	40	phase	phase	NOUN
cet-14973	100	41	flow	flow	NOUN
cet-14973	100	42	.	.	PUNCT
cet-14973	101	1	physics	physics	NOUN
cet-14973	101	2	of	of	ADP
cet-14973	101	3	fluids	fluid	NOUN
cet-14973	101	4	,	,	PUNCT
cet-14973	101	5	34	34	NUM
cet-14973	101	6	,	,	PUNCT
cet-14973	101	7	052109	052109	NUM
cet-14973	101	8	.	.	PUNCT
cet-14973	102	1	raissi	raissi	ADJ
cet-14973	102	2	m.	m.	NOUN
cet-14973	102	3	,	,	PUNCT
cet-14973	102	4	perdikaris	perdikaris	NOUN
cet-14973	102	5	p.	p.	NOUN
cet-14973	102	6	,	,	PUNCT
cet-14973	102	7	karniadakis	karniadakis	PROPN
cet-14973	102	8	g.e	g.e	PROPN
cet-14973	102	9	.	.	PROPN
cet-14973	102	10	,	,	PUNCT
cet-14973	102	11	2019	2019	NUM
cet-14973	102	12	,	,	PUNCT
cet-14973	102	13	physics	physics	NOUN
cet-14973	102	14	-	-	PUNCT
cet-14973	102	15	informed	inform	VERB
cet-14973	102	16	neural	neural	ADJ
cet-14973	102	17	networks	network	NOUN
cet-14973	102	18	:	:	PUNCT
cet-14973	102	19	a	a	DET
cet-14973	102	20	deep	deep	ADJ
cet-14973	102	21	learning	learning	NOUN
cet-14973	102	22	framework	framework	NOUN
cet-14973	102	23	for	for	ADP
cet-14973	102	24	solving	solve	VERB
cet-14973	102	25	forward	forward	ADV
cet-14973	102	26	and	and	CCONJ
cet-14973	102	27	inverse	inverse	NOUN
cet-14973	102	28	problems	problem	NOUN
cet-14973	102	29	involving	involve	VERB
cet-14973	102	30	nonlinear	nonlinear	ADJ
cet-14973	102	31	partial	partial	ADJ
cet-14973	102	32	differential	differential	NOUN
cet-14973	102	33	equations	equation	NOUN
cet-14973	102	34	.	.	PUNCT
cet-14973	103	1	journal	journal	NOUN
cet-14973	103	2	of	of	ADP
cet-14973	103	3	computational	computational	ADJ
cet-14973	103	4	physics	physics	NOUN
cet-14973	103	5	,	,	PUNCT
cet-14973	103	6	378	378	NUM
cet-14973	103	7	,	,	PUNCT
cet-14973	103	8	686	686	NUM
cet-14973	103	9	-	-	SYM
cet-14973	103	10	707	707	NUM
cet-14973	103	11	.	.	PUNCT
cet-14973	104	1	shah	shah	PROPN
cet-14973	104	2	m.	m.	PROPN
cet-14973	104	3	,	,	PUNCT
cet-14973	104	4	west	west	PROPN
cet-14973	104	5	d.	d.	PROPN
cet-14973	104	6	,	,	PUNCT
cet-14973	104	7	balakotaiah	balakotaiah	PROPN
cet-14973	104	8	v.	v.	PROPN
cet-14973	104	9	,	,	PUNCT
cet-14973	104	10	2023	2023	NUM
cet-14973	104	11	,	,	PUNCT
cet-14973	104	12	analysis	analysis	NOUN
cet-14973	104	13	of	of	ADP
cet-14973	104	14	thermoflow	thermoflow	ADJ
cet-14973	104	15	instabilities	instability	NOUN
cet-14973	104	16	in	in	ADP
cet-14973	104	17	adiabatic	adiabatic	ADJ
cet-14973	104	18	packed	pack	VERB
cet-14973	104	19	-	-	PUNCT
cet-14973	104	20	bed	bed	NOUN
cet-14973	104	21	catalytic	catalytic	ADJ
cet-14973	104	22	reactors	reactor	NOUN
cet-14973	104	23	.	.	PUNCT
cet-14973	105	1	chemical	chemical	ADJ
cet-14973	105	2	engineering	engineering	PROPN
cet-14973	105	3	journal	journal	PROPN
cet-14973	105	4	,	,	PUNCT
cet-14973	105	5	452	452	NUM
cet-14973	105	6	,	,	PUNCT
cet-14973	105	7	139365	139365	NUM
cet-14973	105	8	.	.	PUNCT
cet-14973	106	1	wang	wang	PROPN
cet-14973	106	2	w.	w.	PROPN
cet-14973	106	3	,	,	PUNCT
cet-14973	106	4	cheng	cheng	PROPN
cet-14973	106	5	d.	d.	PROPN
cet-14973	106	6	,	,	PUNCT
cet-14973	106	7	feng	feng	PROPN
cet-14973	106	8	k.	k.	PROPN
cet-14973	106	9	,	,	PUNCT
cet-14973	106	10	den	den	PROPN
cet-14973	106	11	h.	h.	PROPN
cet-14973	106	12	,	,	PUNCT
cet-14973	106	13	2014	2014	NUM
cet-14973	106	14	,	,	PUNCT
cet-14973	106	15	numerical	numerical	ADJ
cet-14973	106	16	simulation	simulation	NOUN
cet-14973	106	17	on	on	ADP
cet-14973	106	18	thermal	thermal	ADJ
cet-14973	106	19	hydraulics	hydraulic	NOUN
cet-14973	106	20	characteristics	characteristic	NOUN
cet-14973	106	21	of	of	ADP
cet-14973	106	22	breeder	breeder	NOUN
cet-14973	106	23	pebble	pebble	ADJ
cet-14973	106	24	bed	bed	NOUN
cet-14973	106	25	for	for	ADP
cet-14973	106	26	china	china	PROPN
cet-14973	106	27	hccb	hccb	PROPN
cet-14973	106	28	-	-	PUNCT
cet-14973	106	29	tbm	tbm	PROPN
cet-14973	106	30	.	.	PUNCT
cet-14973	106	31	nuclear	nuclear	ADJ
cet-14973	106	32	fusion	fusion	NOUN
cet-14973	106	33	and	and	CCONJ
cet-14973	106	34	plasma	plasma	NOUN
cet-14973	106	35	physics	physic	NOUN
cet-14973	106	36	,	,	PUNCT
cet-14973	106	37	34(3	34(3	NUM
cet-14973	106	38	)	)	PUNCT
cet-14973	106	39	,	,	PUNCT
cet-14973	106	40	200	200	NUM
cet-14973	106	41	-	-	SYM
cet-14973	106	42	206	206	NUM
cet-14973	106	43	.	.	PUNCT
cet-14973	107	1	(	(	PUNCT
cet-14973	107	2	in	in	ADP
cet-14973	107	3	chinese	chinese	PROPN
cet-14973	107	4	)	)	PUNCT
cet-14973	107	5	wang	wang	PROPN
cet-14973	107	6	m.	m.	PROPN
cet-14973	107	7	,	,	PUNCT
cet-14973	107	8	bu	bu	PROPN
cet-14973	107	9	s.	s.	PROPN
cet-14973	107	10	,	,	PUNCT
cet-14973	107	11	zhou	zhou	PROPN
cet-14973	107	12	b.	b.	PROPN
cet-14973	107	13	,	,	PUNCT
cet-14973	107	14	gong	gong	PROPN
cet-14973	107	15	b.	b.	PROPN
cet-14973	107	16	,	,	PUNCT
cet-14973	107	17	li	li	PROPN
cet-14973	107	18	z.	z.	PROPN
cet-14973	107	19	,	,	PUNCT
cet-14973	107	20	chen	chen	PROPN
cet-14973	107	21	d.	d.	PROPN
cet-14973	107	22	,	,	PUNCT
cet-14973	107	23	2023	2023	NUM
cet-14973	107	24	,	,	PUNCT
cet-14973	107	25	pore	pore	ADJ
cet-14973	107	26	-	-	PUNCT
cet-14973	107	27	scale	scale	NOUN
cet-14973	107	28	simulation	simulation	NOUN
cet-14973	107	29	on	on	ADP
cet-14973	107	30	flow	flow	NOUN
cet-14973	107	31	and	and	CCONJ
cet-14973	107	32	heat	heat	NOUN
cet-14973	107	33	transfer	transfer	NOUN
cet-14973	107	34	characteristics	characteristic	NOUN
cet-14973	107	35	in	in	ADP
cet-14973	107	36	packed	packed	ADJ
cet-14973	107	37	beds	bed	NOUN
cet-14973	107	38	with	with	ADP
cet-14973	107	39	internal	internal	ADJ
cet-14973	107	40	heat	heat	NOUN
cet-14973	107	41	sources	source	NOUN
cet-14973	107	42	at	at	ADP
cet-14973	107	43	low	low	ADJ
cet-14973	107	44	reynolds	reynolds	PROPN
cet-14973	107	45	numbers	number	NOUN
cet-14973	107	46	.	.	PUNCT
cet-14973	108	1	international	international	ADJ
cet-14973	108	2	journal	journal	PROPN
cet-14973	108	3	of	of	ADP
cet-14973	108	4	heat	heat	NOUN
cet-14973	108	5	and	and	CCONJ
cet-14973	108	6	mass	mass	NOUN
cet-14973	108	7	transfer	transfer	NOUN
cet-14973	108	8	,	,	PUNCT
cet-14973	108	9	213	213	NUM
cet-14973	108	10	,	,	PUNCT
cet-14973	108	11	124325	124325	NUM
cet-14973	108	12	.	.	PUNCT
cet-14973	109	1	wang	wang	PROPN
cet-14973	109	2	m.	m.	PROPN
cet-14973	109	3	,	,	PUNCT
cet-14973	109	4	bu	bu	PROPN
cet-14973	109	5	s.	s.	PROPN
cet-14973	109	6	,	,	PUNCT
cet-14973	109	7	zhou	zhou	PROPN
cet-14973	109	8	b.	b.	PROPN
cet-14973	109	9	,	,	PUNCT
cet-14973	109	10	gong	gong	PROPN
cet-14973	109	11	b.	b.	PROPN
cet-14973	109	12	,	,	PUNCT
cet-14973	109	13	li	li	PROPN
cet-14973	109	14	z.	z.	PROPN
cet-14973	109	15	,	,	PUNCT
cet-14973	109	16	chen	chen	PROPN
cet-14973	109	17	d.	d.	PROPN
cet-14973	109	18	,	,	PUNCT
cet-14973	109	19	2024	2024	NUM
cet-14973	109	20	,	,	PUNCT
cet-14973	109	21	macroscopic	macroscopic	ADJ
cet-14973	109	22	transport	transport	NOUN
cet-14973	109	23	characteristics	characteristic	NOUN
cet-14973	109	24	in	in	ADP
cet-14973	109	25	packed	packed	ADJ
cet-14973	109	26	bed	bed	NOUN
cet-14973	109	27	with	with	ADP
cet-14973	109	28	a	a	DET
cet-14973	109	29	multi	multi	ADJ
cet-14973	109	30	-	-	ADJ
cet-14973	109	31	physics	physics	ADJ
cet-14973	109	32	inversion	inversion	NOUN
cet-14973	109	33	strategy	strategy	NOUN
cet-14973	109	34	for	for	ADP
cet-14973	109	35	solid	solid	ADJ
cet-14973	109	36	breeding	breeding	NOUN
cet-14973	109	37	blanket	blanket	NOUN
cet-14973	109	38	of	of	ADP
cet-14973	109	39	hccb	hccb	PROPN
cet-14973	109	40	tbm	tbm	PROPN
cet-14973	109	41	.	.	PROPN
cet-14973	109	42	applied	apply	VERB
cet-14973	109	43	thermal	thermal	ADJ
cet-14973	109	44	engineering	engineering	NOUN
cet-14973	109	45	,	,	PUNCT
cet-14973	109	46	247	247	NUM
cet-14973	109	47	,	,	PUNCT
cet-14973	109	48	123114	123114	NUM
cet-14973	109	49	.	.	PUNCT
cet-14973	110	1	wei	wei	PROPN
cet-14973	110	2	y.	y.	PROPN
cet-14973	110	3	,	,	PUNCT
cet-14973	110	4	gao	gao	PROPN
cet-14973	110	5	z.	z.	PROPN
cet-14973	110	6	,	,	PUNCT
cet-14973	110	7	cheng	cheng	PROPN
cet-14973	110	8	z.	z.	PROPN
cet-14973	110	9	,	,	PUNCT
cet-14973	110	10	he	he	PRON
cet-14973	110	11	y.	y.	PROPN
cet-14973	110	12	,	,	PUNCT
cet-14973	110	13	zhang	zhang	PROPN
cet-14973	110	14	j.	j.	PROPN
cet-14973	110	15	,	,	PUNCT
cet-14973	110	16	2024	2024	NUM
cet-14973	110	17	,	,	PUNCT
cet-14973	110	18	comprehensive	comprehensive	ADJ
cet-14973	110	19	study	study	NOUN
cet-14973	110	20	on	on	ADP
cet-14973	110	21	parabolic	parabolic	ADJ
cet-14973	110	22	trough	trough	NOUN
cet-14973	110	23	solar	solar	ADJ
cet-14973	110	24	receiverreactors	receiverreactor	NOUN
cet-14973	110	25	via	via	ADP
cet-14973	110	26	a	a	DET
cet-14973	110	27	novel	novel	ADJ
cet-14973	110	28	efficient	efficient	ADJ
cet-14973	110	29	optical	optical	ADJ
cet-14973	110	30	-	-	PUNCT
cet-14973	110	31	thermal	thermal	ADJ
cet-14973	110	32	-	-	PUNCT
cet-14973	110	33	chemical	chemical	NOUN
cet-14973	110	34	model	model	NOUN
cet-14973	110	35	of	of	ADP
cet-14973	110	36	catalyst	catalyst	NOUN
cet-14973	110	37	packed	pack	VERB
cet-14973	110	38	bed	bed	NOUN
cet-14973	110	39	characteristics	characteristic	NOUN
cet-14973	110	40	.	.	PUNCT
cet-14973	111	1	international	international	ADJ
cet-14973	111	2	journal	journal	PROPN
cet-14973	111	3	of	of	ADP
cet-14973	111	4	hydrogen	hydrogen	NOUN
cet-14973	111	5	energy	energy	NOUN
cet-14973	111	6	,	,	PUNCT
cet-14973	111	7	49	49	NUM
cet-14973	111	8	,	,	PUNCT
cet-14973	111	9	877	877	NUM
cet-14973	111	10	-	-	SYM
cet-14973	111	11	891	891	NUM
cet-14973	111	12	.	.	PUNCT
cet-14973	112	1	wu	wu	PROPN
cet-14973	112	2	z.	z.	PROPN
cet-14973	112	3	,	,	PUNCT
cet-14973	112	4	yang	yang	PROPN
cet-14973	112	5	j.	j.	PROPN
cet-14973	112	6	,	,	PUNCT
cet-14973	112	7	wang	wang	PROPN
cet-14973	112	8	q.	q.	PROPN
cet-14973	112	9	,	,	PUNCT
cet-14973	112	10	2023	2023	NUM
cet-14973	112	11	,	,	PUNCT
cet-14973	112	12	numerical	numerical	ADJ
cet-14973	112	13	investigation	investigation	NOUN
cet-14973	112	14	of	of	ADP
cet-14973	112	15	methane	methane	NOUN
cet-14973	112	16	steam	steam	NOUN
cet-14973	112	17	reforming	reform	VERB
cet-14973	112	18	in	in	ADP
cet-14973	112	19	the	the	DET
cet-14973	112	20	packed	packed	ADJ
cet-14973	112	21	bed	bed	NOUN
cet-14973	112	22	installed	instal	VERB
cet-14973	112	23	with	with	ADP
cet-14973	112	24	metal	metal	NOUN
cet-14973	112	25	foam	foam	NOUN
cet-14973	112	26	.	.	PUNCT
cet-14973	112	27	chemical	chemical	NOUN
cet-14973	112	28	engineering	engineering	NOUN
cet-14973	112	29	transactions	transaction	NOUN
cet-14973	112	30	,	,	PUNCT
cet-14973	112	31	103	103	NUM
cet-14973	112	32	,	,	PUNCT
cet-14973	112	33	67	67	NUM
cet-14973	112	34	-	-	SYM
cet-14973	112	35	72	72	NUM
cet-14973	112	36	.	.	PUNCT
cet-14973	112	37	408	408	NUM