id	sid	tid	token	lemma	pos
8c97kp81n8v	1	1	with	with	ADP
8c97kp81n8v	1	2	the	the	DET
8c97kp81n8v	1	3	ongoing	ongoing	ADJ
8c97kp81n8v	1	4	miniaturization	miniaturization	NOUN
8c97kp81n8v	1	5	of	of	ADP
8c97kp81n8v	1	6	devices	device	NOUN
8c97kp81n8v	1	7	and	and	CCONJ
8c97kp81n8v	1	8	structures	structure	NOUN
8c97kp81n8v	1	9	,	,	PUNCT
8c97kp81n8v	1	10	thermal	thermal	ADJ
8c97kp81n8v	1	11	management	management	NOUN
8c97kp81n8v	1	12	has	have	AUX
8c97kp81n8v	1	13	become	become	VERB
8c97kp81n8v	1	14	increasingly	increasingly	ADV
8c97kp81n8v	1	15	crucial	crucial	ADJ
8c97kp81n8v	1	16	to	to	ADP
8c97kp81n8v	1	17	the	the	DET
8c97kp81n8v	1	18	performance	performance	NOUN
8c97kp81n8v	1	19	and	and	CCONJ
8c97kp81n8v	1	20	reliability	reliability	NOUN
8c97kp81n8v	1	21	of	of	ADP
8c97kp81n8v	1	22	modern	modern	ADJ
8c97kp81n8v	1	23	electronics	electronic	NOUN
8c97kp81n8v	1	24	.	.	PUNCT
8c97kp81n8v	2	1	as	as	SCONJ
8c97kp81n8v	2	2	the	the	DET
8c97kp81n8v	2	3	need	need	NOUN
8c97kp81n8v	2	4	for	for	ADP
8c97kp81n8v	2	5	improved	improved	ADJ
8c97kp81n8v	2	6	heat	heat	NOUN
8c97kp81n8v	2	7	dissipation	dissipation	NOUN
8c97kp81n8v	2	8	and	and	CCONJ
8c97kp81n8v	2	9	energy	energy	NOUN
8c97kp81n8v	2	10	conversion	conversion	NOUN
8c97kp81n8v	2	11	grows	grow	VERB
8c97kp81n8v	2	12	,	,	PUNCT
8c97kp81n8v	2	13	it	it	PRON
8c97kp81n8v	2	14	is	be	AUX
8c97kp81n8v	2	15	essential	essential	ADJ
8c97kp81n8v	2	16	to	to	PART
8c97kp81n8v	2	17	have	have	VERB
8c97kp81n8v	2	18	a	a	DET
8c97kp81n8v	2	19	sophisticated	sophisticated	ADJ
8c97kp81n8v	2	20	understanding	understanding	NOUN
8c97kp81n8v	2	21	of	of	ADP
8c97kp81n8v	2	22	the	the	DET
8c97kp81n8v	2	23	thermal	thermal	ADJ
8c97kp81n8v	2	24	transport	transport	NOUN
8c97kp81n8v	2	25	processes	process	NOUN
8c97kp81n8v	2	26	in	in	ADP
8c97kp81n8v	2	27	solid	solid	ADJ
8c97kp81n8v	2	28	-	-	PUNCT
8c97kp81n8v	2	29	state	state	NOUN
8c97kp81n8v	2	30	materials	material	NOUN
8c97kp81n8v	2	31	including	include	VERB
8c97kp81n8v	2	32	semiconductors	semiconductor	NOUN
8c97kp81n8v	2	33	and	and	CCONJ
8c97kp81n8v	2	34	metals	metal	NOUN
8c97kp81n8v	2	35	.	.	PUNCT
8c97kp81n8v	3	1	over	over	ADP
8c97kp81n8v	3	2	the	the	DET
8c97kp81n8v	3	3	past	past	ADJ
8c97kp81n8v	3	4	several	several	ADJ
8c97kp81n8v	3	5	decades	decade	NOUN
8c97kp81n8v	3	6	,	,	PUNCT
8c97kp81n8v	3	7	many	many	ADJ
8c97kp81n8v	3	8	computational	computational	ADJ
8c97kp81n8v	3	9	methods	method	NOUN
8c97kp81n8v	3	10	have	have	AUX
8c97kp81n8v	3	11	emerged	emerge	VERB
8c97kp81n8v	3	12	to	to	PART
8c97kp81n8v	3	13	study	study	VERB
8c97kp81n8v	3	14	energy	energy	NOUN
8c97kp81n8v	3	15	transport	transport	NOUN
8c97kp81n8v	3	16	across	across	ADP
8c97kp81n8v	3	17	multiple	multiple	ADJ
8c97kp81n8v	3	18	length	length	NOUN
8c97kp81n8v	3	19	and	and	CCONJ
8c97kp81n8v	3	20	time	time	NOUN
8c97kp81n8v	3	21	scales	scale	NOUN
8c97kp81n8v	3	22	,	,	PUNCT
8c97kp81n8v	3	23	such	such	ADJ
8c97kp81n8v	3	24	as	as	ADP
8c97kp81n8v	3	25	the	the	DET
8c97kp81n8v	3	26	first	first	ADJ
8c97kp81n8v	3	27	-	-	PUNCT
8c97kp81n8v	3	28	principles	principle	NOUN
8c97kp81n8v	3	29	method	method	NOUN
8c97kp81n8v	3	30	,	,	PUNCT
8c97kp81n8v	3	31	molecular	molecular	ADJ
8c97kp81n8v	3	32	dynamics	dynamic	NOUN
8c97kp81n8v	3	33	(	(	PUNCT
8c97kp81n8v	3	34	md	md	PROPN
8c97kp81n8v	3	35	)	)	PUNCT
8c97kp81n8v	3	36	,	,	PUNCT
8c97kp81n8v	3	37	and	and	CCONJ
8c97kp81n8v	3	38	boltzmann	boltzmann	PROPN
8c97kp81n8v	3	39	transport	transport	PROPN
8c97kp81n8v	3	40	equation	equation	PROPN
8c97kp81n8v	3	41	(	(	PUNCT
8c97kp81n8v	3	42	bte	bte	PROPN
8c97kp81n8v	3	43	)	)	PUNCT
8c97kp81n8v	3	44	.	.	PUNCT
8c97kp81n8v	4	1	although	although	SCONJ
8c97kp81n8v	4	2	these	these	DET
8c97kp81n8v	4	3	methods	method	NOUN
8c97kp81n8v	4	4	have	have	AUX
8c97kp81n8v	4	5	had	have	VERB
8c97kp81n8v	4	6	great	great	ADJ
8c97kp81n8v	4	7	success	success	NOUN
8c97kp81n8v	4	8	in	in	ADP
8c97kp81n8v	4	9	predicting	predict	VERB
8c97kp81n8v	4	10	thermal	thermal	ADJ
8c97kp81n8v	4	11	properties	property	NOUN
8c97kp81n8v	4	12	,	,	PUNCT
8c97kp81n8v	4	13	they	they	PRON
8c97kp81n8v	4	14	still	still	ADV
8c97kp81n8v	4	15	face	face	VERB
8c97kp81n8v	4	16	challenges	challenge	NOUN
8c97kp81n8v	4	17	that	that	PRON
8c97kp81n8v	4	18	hinder	hinder	VERB
8c97kp81n8v	4	19	the	the	DET
8c97kp81n8v	4	20	discovery	discovery	NOUN
8c97kp81n8v	4	21	of	of	ADP
8c97kp81n8v	4	22	new	new	ADJ
8c97kp81n8v	4	23	heat	heat	NOUN
8c97kp81n8v	4	24	transfer	transfer	NOUN
8c97kp81n8v	4	25	physics	physic	NOUN
8c97kp81n8v	4	26	and	and	CCONJ
8c97kp81n8v	4	27	thermally	thermally	ADV
8c97kp81n8v	4	28	functional	functional	ADJ
8c97kp81n8v	4	29	materials	material	NOUN
8c97kp81n8v	4	30	.	.	PUNCT
8c97kp81n8v	5	1	for	for	ADP
8c97kp81n8v	5	2	example	example	NOUN
8c97kp81n8v	5	3	,	,	PUNCT
8c97kp81n8v	5	4	the	the	DET
8c97kp81n8v	5	5	accuracy	accuracy	NOUN
8c97kp81n8v	5	6	of	of	ADP
8c97kp81n8v	5	7	atomistic	atomistic	ADJ
8c97kp81n8v	5	8	md	md	PROPN
8c97kp81n8v	5	9	simulations	simulation	NOUN
8c97kp81n8v	5	10	is	be	AUX
8c97kp81n8v	5	11	largely	largely	ADV
8c97kp81n8v	5	12	dependent	dependent	ADJ
8c97kp81n8v	5	13	on	on	ADP
8c97kp81n8v	5	14	interatomic	interatomic	ADJ
8c97kp81n8v	5	15	potentials	potential	NOUN
8c97kp81n8v	5	16	,	,	PUNCT
8c97kp81n8v	5	17	but	but	CCONJ
8c97kp81n8v	5	18	empirical	empirical	ADJ
8c97kp81n8v	5	19	potentials	potential	NOUN
8c97kp81n8v	5	20	tend	tend	VERB
8c97kp81n8v	5	21	to	to	PART
8c97kp81n8v	5	22	have	have	VERB
8c97kp81n8v	5	23	limited	limited	ADJ
8c97kp81n8v	5	24	accuracy	accuracy	NOUN
8c97kp81n8v	5	25	due	due	ADP
8c97kp81n8v	5	26	to	to	ADP
8c97kp81n8v	5	27	their	their	PRON
8c97kp81n8v	5	28	simple	simple	ADJ
8c97kp81n8v	5	29	functional	functional	ADJ
8c97kp81n8v	5	30	forms	form	NOUN
8c97kp81n8v	5	31	.	.	PUNCT
8c97kp81n8v	6	1	on	on	ADP
8c97kp81n8v	6	2	the	the	DET
8c97kp81n8v	6	3	other	other	ADJ
8c97kp81n8v	6	4	hand	hand	NOUN
8c97kp81n8v	6	5	,	,	PUNCT
8c97kp81n8v	6	6	while	while	SCONJ
8c97kp81n8v	6	7	bte	bte	PROPN
8c97kp81n8v	6	8	is	be	AUX
8c97kp81n8v	6	9	capable	capable	ADJ
8c97kp81n8v	6	10	of	of	ADP
8c97kp81n8v	6	11	describing	describe	VERB
8c97kp81n8v	6	12	heat	heat	NOUN
8c97kp81n8v	6	13	carrier	carrier	NOUN
8c97kp81n8v	6	14	distributions	distribution	NOUN
8c97kp81n8v	6	15	and	and	CCONJ
8c97kp81n8v	6	16	simulating	simulate	VERB
8c97kp81n8v	6	17	thermal	thermal	ADJ
8c97kp81n8v	6	18	transport	transport	NOUN
8c97kp81n8v	6	19	at	at	ADP
8c97kp81n8v	6	20	the	the	DET
8c97kp81n8v	6	21	device	device	NOUN
8c97kp81n8v	6	22	level	level	NOUN
8c97kp81n8v	6	23	,	,	PUNCT
8c97kp81n8v	6	24	the	the	DET
8c97kp81n8v	6	25	computational	computational	ADJ
8c97kp81n8v	6	26	cost	cost	NOUN
8c97kp81n8v	6	27	of	of	ADP
8c97kp81n8v	6	28	solving	solve	VERB
8c97kp81n8v	6	29	bte	bte	NOUN
8c97kp81n8v	6	30	can	can	AUX
8c97kp81n8v	6	31	be	be	AUX
8c97kp81n8v	6	32	prohibitively	prohibitively	ADV
8c97kp81n8v	6	33	high.some	high.some	ADJ
8c97kp81n8v	6	34	of	of	ADP
8c97kp81n8v	6	35	the	the	DET
8c97kp81n8v	6	36	challenges	challenge	NOUN
8c97kp81n8v	6	37	can	can	AUX
8c97kp81n8v	6	38	be	be	AUX
8c97kp81n8v	6	39	addressed	address	VERB
8c97kp81n8v	6	40	through	through	ADP
8c97kp81n8v	6	41	the	the	DET
8c97kp81n8v	6	42	continuous	continuous	ADJ
8c97kp81n8v	6	43	development	development	NOUN
8c97kp81n8v	6	44	of	of	ADP
8c97kp81n8v	6	45	physical	physical	ADJ
8c97kp81n8v	6	46	models	model	NOUN
8c97kp81n8v	6	47	or	or	CCONJ
8c97kp81n8v	6	48	numerical	numerical	ADJ
8c97kp81n8v	6	49	algorithms	algorithm	NOUN
8c97kp81n8v	6	50	,	,	PUNCT
8c97kp81n8v	6	51	but	but	CCONJ
8c97kp81n8v	6	52	this	this	PRON
8c97kp81n8v	6	53	inevitably	inevitably	ADV
8c97kp81n8v	6	54	requires	require	VERB
8c97kp81n8v	6	55	significant	significant	ADJ
8c97kp81n8v	6	56	research	research	NOUN
8c97kp81n8v	6	57	and	and	CCONJ
8c97kp81n8v	6	58	development	development	NOUN
8c97kp81n8v	6	59	efforts	effort	NOUN
8c97kp81n8v	6	60	.	.	PUNCT
8c97kp81n8v	7	1	as	as	ADP
8c97kp81n8v	7	2	an	an	DET
8c97kp81n8v	7	3	alternative	alternative	NOUN
8c97kp81n8v	7	4	,	,	PUNCT
8c97kp81n8v	7	5	machine	machine	NOUN
8c97kp81n8v	7	6	learning	learning	NOUN
8c97kp81n8v	7	7	may	may	AUX
8c97kp81n8v	7	8	offer	offer	VERB
8c97kp81n8v	7	9	an	an	DET
8c97kp81n8v	7	10	efficient	efficient	ADJ
8c97kp81n8v	7	11	solution	solution	NOUN
8c97kp81n8v	7	12	to	to	ADP
8c97kp81n8v	7	13	these	these	DET
8c97kp81n8v	7	14	challenges	challenge	NOUN
8c97kp81n8v	7	15	by	by	ADP
8c97kp81n8v	7	16	learning	learn	VERB
8c97kp81n8v	7	17	embedded	embed	VERB
8c97kp81n8v	7	18	knowledge	knowledge	NOUN
8c97kp81n8v	7	19	from	from	ADP
8c97kp81n8v	7	20	high	high	ADJ
8c97kp81n8v	7	21	-	-	PUNCT
8c97kp81n8v	7	22	fidelity	fidelity	NOUN
8c97kp81n8v	7	23	data	datum	NOUN
8c97kp81n8v	7	24	or	or	CCONJ
8c97kp81n8v	7	25	physical	physical	ADJ
8c97kp81n8v	7	26	constraints	constraint	NOUN
8c97kp81n8v	7	27	.	.	PUNCT
8c97kp81n8v	8	1	in	in	ADP
8c97kp81n8v	8	2	particular	particular	ADJ
8c97kp81n8v	8	3	,	,	PUNCT
8c97kp81n8v	8	4	deep	deep	ADJ
8c97kp81n8v	8	5	learning	learning	NOUN
8c97kp81n8v	8	6	,	,	PUNCT
8c97kp81n8v	8	7	a	a	DET
8c97kp81n8v	8	8	subset	subset	NOUN
8c97kp81n8v	8	9	of	of	ADP
8c97kp81n8v	8	10	machine	machine	NOUN
8c97kp81n8v	8	11	learning	learning	NOUN
8c97kp81n8v	8	12	methods	method	NOUN
8c97kp81n8v	8	13	,	,	PUNCT
8c97kp81n8v	8	14	has	have	AUX
8c97kp81n8v	8	15	recently	recently	ADV
8c97kp81n8v	8	16	achieved	achieve	VERB
8c97kp81n8v	8	17	remarkable	remarkable	ADJ
8c97kp81n8v	8	18	success	success	NOUN
8c97kp81n8v	8	19	in	in	ADP
8c97kp81n8v	8	20	various	various	ADJ
8c97kp81n8v	8	21	applications	application	NOUN
8c97kp81n8v	8	22	.	.	PUNCT
8c97kp81n8v	9	1	the	the	DET
8c97kp81n8v	9	2	focus	focus	NOUN
8c97kp81n8v	9	3	of	of	ADP
8c97kp81n8v	9	4	this	this	DET
8c97kp81n8v	9	5	dissertation	dissertation	NOUN
8c97kp81n8v	9	6	is	be	AUX
8c97kp81n8v	9	7	on	on	ADP
8c97kp81n8v	9	8	atomistic	atomistic	ADJ
8c97kp81n8v	9	9	md	md	PROPN
8c97kp81n8v	9	10	simulations	simulation	NOUN
8c97kp81n8v	9	11	and	and	CCONJ
8c97kp81n8v	9	12	the	the	DET
8c97kp81n8v	9	13	mesoscopic	mesoscopic	ADJ
8c97kp81n8v	9	14	bte	bte	NOUN
8c97kp81n8v	9	15	method	method	NOUN
8c97kp81n8v	9	16	.	.	PUNCT
8c97kp81n8v	10	1	we	we	PRON
8c97kp81n8v	10	2	employ	employ	VERB
8c97kp81n8v	10	3	deep	deep	ADJ
8c97kp81n8v	10	4	learning	learning	NOUN
8c97kp81n8v	10	5	to	to	PART
8c97kp81n8v	10	6	tackle	tackle	VERB
8c97kp81n8v	10	7	the	the	DET
8c97kp81n8v	10	8	current	current	ADJ
8c97kp81n8v	10	9	challenges	challenge	NOUN
8c97kp81n8v	10	10	by	by	ADP
8c97kp81n8v	10	11	enhancing	enhance	VERB
8c97kp81n8v	10	12	existing	exist	VERB
8c97kp81n8v	10	13	methods	method	NOUN
8c97kp81n8v	10	14	and	and	CCONJ
8c97kp81n8v	10	15	creating	create	VERB
8c97kp81n8v	10	16	new	new	ADJ
8c97kp81n8v	10	17	algorithms.in	algorithms.in	X
8c97kp81n8v	10	18	the	the	DET
8c97kp81n8v	10	19	first	first	ADJ
8c97kp81n8v	10	20	part	part	NOUN
8c97kp81n8v	10	21	of	of	ADP
8c97kp81n8v	10	22	the	the	DET
8c97kp81n8v	10	23	dissertation	dissertation	NOUN
8c97kp81n8v	10	24	,	,	PUNCT
8c97kp81n8v	10	25	we	we	PRON
8c97kp81n8v	10	26	develop	develop	VERB
8c97kp81n8v	10	27	neural	neural	ADJ
8c97kp81n8v	10	28	network	network	NOUN
8c97kp81n8v	10	29	potentials	potential	NOUN
8c97kp81n8v	10	30	(	(	PUNCT
8c97kp81n8v	10	31	nnps	nnps	ADV
8c97kp81n8v	10	32	)	)	PUNCT
8c97kp81n8v	10	33	specifically	specifically	ADV
8c97kp81n8v	10	34	tailored	tailor	VERB
8c97kp81n8v	10	35	for	for	ADP
8c97kp81n8v	10	36	the	the	DET
8c97kp81n8v	10	37	thermal	thermal	ADJ
8c97kp81n8v	10	38	analysis	analysis	NOUN
8c97kp81n8v	10	39	of	of	ADP
8c97kp81n8v	10	40	various	various	ADJ
8c97kp81n8v	10	41	semiconductor	semiconductor	NOUN
8c97kp81n8v	10	42	systems	system	NOUN
8c97kp81n8v	10	43	,	,	PUNCT
8c97kp81n8v	10	44	including	include	VERB
8c97kp81n8v	10	45	multiple	multiple	ADJ
8c97kp81n8v	10	46	phases	phase	NOUN
8c97kp81n8v	10	47	of	of	ADP
8c97kp81n8v	10	48	silicon	silicon	NOUN
8c97kp81n8v	10	49	,	,	PUNCT
8c97kp81n8v	10	50	β	β	PROPN
8c97kp81n8v	10	51	-	-	NOUN
8c97kp81n8v	10	52	ga2o3	ga2o3	NOUN
8c97kp81n8v	10	53	,	,	PUNCT
8c97kp81n8v	10	54	and	and	CCONJ
8c97kp81n8v	10	55	si	si	PROPN
8c97kp81n8v	10	56	/	/	SYM
8c97kp81n8v	10	57	ge	ge	PROPN
8c97kp81n8v	10	58	interfaces	interface	VERB
8c97kp81n8v	10	59	.	.	PUNCT
8c97kp81n8v	11	1	these	these	DET
8c97kp81n8v	11	2	nnps	nnps	ADV
8c97kp81n8v	11	3	are	be	AUX
8c97kp81n8v	11	4	trained	train	VERB
8c97kp81n8v	11	5	using	use	VERB
8c97kp81n8v	11	6	microscopic	microscopic	ADJ
8c97kp81n8v	11	7	data	datum	NOUN
8c97kp81n8v	11	8	and	and	CCONJ
8c97kp81n8v	11	9	are	be	AUX
8c97kp81n8v	11	10	expected	expect	VERB
8c97kp81n8v	11	11	to	to	PART
8c97kp81n8v	11	12	accurately	accurately	ADV
8c97kp81n8v	11	13	reconstruct	reconstruct	VERB
8c97kp81n8v	11	14	the	the	DET
8c97kp81n8v	11	15	ab	ab	PROPN
8c97kp81n8v	11	16	initio	initio	NOUN
8c97kp81n8v	11	17	potential	potential	ADJ
8c97kp81n8v	11	18	energy	energy	NOUN
8c97kp81n8v	11	19	surface	surface	NOUN
8c97kp81n8v	11	20	.	.	PUNCT
8c97kp81n8v	12	1	we	we	PRON
8c97kp81n8v	12	2	then	then	ADV
8c97kp81n8v	12	3	perform	perform	VERB
8c97kp81n8v	12	4	molecular	molecular	ADJ
8c97kp81n8v	12	5	dynamics	dynamic	NOUN
8c97kp81n8v	12	6	simulations	simulation	NOUN
8c97kp81n8v	12	7	with	with	ADP
8c97kp81n8v	12	8	these	these	DET
8c97kp81n8v	12	9	nnps	nnps	NOUN
8c97kp81n8v	12	10	to	to	PART
8c97kp81n8v	12	11	predict	predict	VERB
8c97kp81n8v	12	12	thermal	thermal	ADJ
8c97kp81n8v	12	13	conductivity	conductivity	NOUN
8c97kp81n8v	12	14	and	and	CCONJ
8c97kp81n8v	12	15	phonon	phonon	NOUN
8c97kp81n8v	12	16	transport	transport	NOUN
8c97kp81n8v	12	17	properties	property	NOUN
8c97kp81n8v	12	18	.	.	PUNCT
8c97kp81n8v	13	1	our	our	PRON
8c97kp81n8v	13	2	results	result	NOUN
8c97kp81n8v	13	3	show	show	VERB
8c97kp81n8v	13	4	good	good	ADJ
8c97kp81n8v	13	5	agreement	agreement	NOUN
8c97kp81n8v	13	6	between	between	ADP
8c97kp81n8v	13	7	the	the	DET
8c97kp81n8v	13	8	nnp	nnp	PROPN
8c97kp81n8v	13	9	-	-	PUNCT
8c97kp81n8v	13	10	md	md	PROPN
8c97kp81n8v	13	11	predictions	prediction	NOUN
8c97kp81n8v	13	12	and	and	CCONJ
8c97kp81n8v	13	13	experimental	experimental	ADJ
8c97kp81n8v	13	14	results	result	NOUN
8c97kp81n8v	13	15	,	,	PUNCT
8c97kp81n8v	13	16	indicating	indicate	VERB
8c97kp81n8v	13	17	the	the	DET
8c97kp81n8v	13	18	high	high	ADJ
8c97kp81n8v	13	19	accuracy	accuracy	NOUN
8c97kp81n8v	13	20	of	of	ADP
8c97kp81n8v	13	21	nnps	nnps	PROPN
8c97kp81n8v	13	22	in	in	ADP
8c97kp81n8v	13	23	describing	describe	VERB
8c97kp81n8v	13	24	phonon	phonon	NOUN
8c97kp81n8v	13	25	-	-	PUNCT
8c97kp81n8v	13	26	mediated	mediate	VERB
8c97kp81n8v	13	27	thermal	thermal	ADJ
8c97kp81n8v	13	28	transport	transport	NOUN
8c97kp81n8v	13	29	.	.	PUNCT
8c97kp81n8v	14	1	these	these	DET
8c97kp81n8v	14	2	nnps	nnps	ADV
8c97kp81n8v	14	3	also	also	ADV
8c97kp81n8v	14	4	exhibit	exhibit	VERB
8c97kp81n8v	14	5	excellent	excellent	ADJ
8c97kp81n8v	14	6	transferability	transferability	NOUN
8c97kp81n8v	14	7	across	across	ADP
8c97kp81n8v	14	8	different	different	ADJ
8c97kp81n8v	14	9	material	material	NOUN
8c97kp81n8v	14	10	systems	system	NOUN
8c97kp81n8v	14	11	.	.	PUNCT
8c97kp81n8v	15	1	furthermore	furthermore	ADV
8c97kp81n8v	15	2	,	,	PUNCT
8c97kp81n8v	15	3	modal	modal	NOUN
8c97kp81n8v	15	4	or	or	CCONJ
8c97kp81n8v	15	5	spectral	spectral	ADJ
8c97kp81n8v	15	6	analysis	analysis	NOUN
8c97kp81n8v	15	7	can	can	AUX
8c97kp81n8v	15	8	be	be	AUX
8c97kp81n8v	15	9	integrated	integrate	VERB
8c97kp81n8v	15	10	into	into	ADP
8c97kp81n8v	15	11	the	the	DET
8c97kp81n8v	15	12	nnp	nnp	PROPN
8c97kp81n8v	15	13	-	-	PUNCT
8c97kp81n8v	15	14	md	md	PROPN
8c97kp81n8v	15	15	framework	framework	NOUN
8c97kp81n8v	15	16	to	to	PART
8c97kp81n8v	15	17	determine	determine	VERB
8c97kp81n8v	15	18	the	the	DET
8c97kp81n8v	15	19	modeor	modeor	PROPN
8c97kp81n8v	15	20	frequency	frequency	NOUN
8c97kp81n8v	15	21	-	-	PUNCT
8c97kp81n8v	15	22	level	level	NOUN
8c97kp81n8v	15	23	contributions	contribution	NOUN
8c97kp81n8v	15	24	to	to	ADP
8c97kp81n8v	15	25	the	the	DET
8c97kp81n8v	15	26	thermal	thermal	ADJ
8c97kp81n8v	15	27	transport	transport	NOUN
8c97kp81n8v	15	28	processes.in	processes.in	ADV
8c97kp81n8v	15	29	the	the	DET
8c97kp81n8v	15	30	second	second	ADJ
8c97kp81n8v	15	31	part	part	NOUN
8c97kp81n8v	15	32	of	of	ADP
8c97kp81n8v	15	33	the	the	DET
8c97kp81n8v	15	34	dissertation	dissertation	NOUN
8c97kp81n8v	15	35	,	,	PUNCT
8c97kp81n8v	15	36	we	we	PRON
8c97kp81n8v	15	37	design	design	VERB
8c97kp81n8v	15	38	a	a	DET
8c97kp81n8v	15	39	deep	deep	ADJ
8c97kp81n8v	15	40	learning	learning	NOUN
8c97kp81n8v	15	41	-	-	PUNCT
8c97kp81n8v	15	42	based	base	VERB
8c97kp81n8v	15	43	bte	bte	PROPN
8c97kp81n8v	15	44	solver	solver	PROPN
8c97kp81n8v	15	45	.	.	PUNCT
8c97kp81n8v	16	1	we	we	PRON
8c97kp81n8v	16	2	develop	develop	VERB
8c97kp81n8v	16	3	physics	physics	NOUN
8c97kp81n8v	16	4	-	-	PUNCT
8c97kp81n8v	16	5	informed	inform	VERB
8c97kp81n8v	16	6	neural	neural	ADJ
8c97kp81n8v	16	7	networks	network	NOUN
8c97kp81n8v	16	8	(	(	PUNCT
8c97kp81n8v	16	9	pinns	pinns	ADV
8c97kp81n8v	16	10	)	)	PUNCT
8c97kp81n8v	16	11	for	for	ADP
8c97kp81n8v	16	12	solving	solve	VERB
8c97kp81n8v	16	13	the	the	DET
8c97kp81n8v	16	14	mode	mode	NOUN
8c97kp81n8v	16	15	-	-	PUNCT
8c97kp81n8v	16	16	resolved	resolve	VERB
8c97kp81n8v	16	17	phonon	phonon	NOUN
8c97kp81n8v	16	18	bte	bte	NOUN
8c97kp81n8v	16	19	by	by	ADP
8c97kp81n8v	16	20	minimizing	minimize	VERB
8c97kp81n8v	16	21	the	the	DET
8c97kp81n8v	16	22	deviation	deviation	NOUN
8c97kp81n8v	16	23	from	from	ADP
8c97kp81n8v	16	24	the	the	DET
8c97kp81n8v	16	25	governing	govern	VERB
8c97kp81n8v	16	26	physical	physical	ADJ
8c97kp81n8v	16	27	laws	law	NOUN
8c97kp81n8v	16	28	(	(	PUNCT
8c97kp81n8v	16	29	i.e.	i.e.	X
8c97kp81n8v	16	30	,	,	PUNCT
8c97kp81n8v	16	31	the	the	DET
8c97kp81n8v	16	32	phonon	phonon	NOUN
8c97kp81n8v	16	33	bte	bte	PROPN
8c97kp81n8v	16	34	)	)	PUNCT
8c97kp81n8v	16	35	.	.	PUNCT
8c97kp81n8v	17	1	we	we	PRON
8c97kp81n8v	17	2	perform	perform	VERB
8c97kp81n8v	17	3	numerical	numerical	ADJ
8c97kp81n8v	17	4	experiments	experiment	NOUN
8c97kp81n8v	17	5	(	(	PUNCT
8c97kp81n8v	17	6	from	from	ADP
8c97kp81n8v	17	7	1d	1d	NUM
8c97kp81n8v	17	8	to	to	ADP
8c97kp81n8v	17	9	3d	3d	NOUN
8c97kp81n8v	17	10	)	)	PUNCT
8c97kp81n8v	17	11	to	to	PART
8c97kp81n8v	17	12	demonstrate	demonstrate	VERB
8c97kp81n8v	17	13	the	the	DET
8c97kp81n8v	17	14	improved	improved	ADJ
8c97kp81n8v	17	15	accuracy	accuracy	NOUN
8c97kp81n8v	17	16	and	and	CCONJ
8c97kp81n8v	17	17	efficiency	efficiency	NOUN
8c97kp81n8v	17	18	of	of	ADP
8c97kp81n8v	17	19	the	the	DET
8c97kp81n8v	17	20	proposed	propose	VERB
8c97kp81n8v	17	21	scheme	scheme	NOUN
8c97kp81n8v	17	22	in	in	ADP
8c97kp81n8v	17	23	describing	describe	VERB
8c97kp81n8v	17	24	ballistic	ballistic	ADJ
8c97kp81n8v	17	25	-	-	PUNCT
8c97kp81n8v	17	26	to	to	ADP
8c97kp81n8v	17	27	-	-	PUNCT
8c97kp81n8v	17	28	diffusive	diffusive	NOUN
8c97kp81n8v	17	29	phonon	phonon	NOUN
8c97kp81n8v	17	30	transport	transport	NOUN
8c97kp81n8v	17	31	.	.	PUNCT
8c97kp81n8v	18	1	moreover	moreover	ADV
8c97kp81n8v	18	2	,	,	PUNCT
8c97kp81n8v	18	3	pinns	pinns	ADV
8c97kp81n8v	18	4	offer	offer	VERB
8c97kp81n8v	18	5	several	several	ADJ
8c97kp81n8v	18	6	advantages	advantage	NOUN
8c97kp81n8v	18	7	such	such	ADJ
8c97kp81n8v	18	8	as	as	ADP
8c97kp81n8v	18	9	ease	ease	NOUN
8c97kp81n8v	18	10	of	of	ADP
8c97kp81n8v	18	11	implementation	implementation	NOUN
8c97kp81n8v	18	12	and	and	CCONJ
8c97kp81n8v	18	13	fast	fast	ADJ
8c97kp81n8v	18	14	evaluation	evaluation	NOUN
8c97kp81n8v	18	15	,	,	PUNCT
8c97kp81n8v	18	16	and	and	CCONJ
8c97kp81n8v	18	17	their	their	PRON
8c97kp81n8v	18	18	parametric	parametric	ADJ
8c97kp81n8v	18	19	learning	learning	NOUN
8c97kp81n8v	18	20	feature	feature	NOUN
8c97kp81n8v	18	21	enables	enable	VERB
8c97kp81n8v	18	22	efficient	efficient	ADJ
8c97kp81n8v	18	23	studies	study	NOUN
8c97kp81n8v	18	24	of	of	ADP
8c97kp81n8v	18	25	conditional	conditional	ADJ
8c97kp81n8v	18	26	factors	factor	NOUN
8c97kp81n8v	18	27	such	such	ADJ
8c97kp81n8v	18	28	as	as	ADP
8c97kp81n8v	18	29	geometric	geometric	ADJ
8c97kp81n8v	18	30	parameters	parameter	NOUN
8c97kp81n8v	18	31	.	.	PUNCT
8c97kp81n8v	19	1	we	we	PRON
8c97kp81n8v	19	2	further	far	ADV
8c97kp81n8v	19	3	extend	extend	VERB
8c97kp81n8v	19	4	this	this	DET
8c97kp81n8v	19	5	framework	framework	NOUN
8c97kp81n8v	19	6	to	to	PART
8c97kp81n8v	19	7	handle	handle	VERB
8c97kp81n8v	19	8	large	large	ADJ
8c97kp81n8v	19	9	temperature	temperature	NOUN
8c97kp81n8v	19	10	gradients	gradient	NOUN
8c97kp81n8v	19	11	and	and	CCONJ
8c97kp81n8v	19	12	to	to	PART
8c97kp81n8v	19	13	solve	solve	VERB
8c97kp81n8v	19	14	the	the	DET
8c97kp81n8v	19	15	coupled	couple	VERB
8c97kp81n8v	19	16	electron	electron	NOUN
8c97kp81n8v	19	17	-	-	PUNCT
8c97kp81n8v	19	18	phonon	phonon	NOUN
8c97kp81n8v	19	19	btes	bte	NOUN
8c97kp81n8v	19	20	.	.	PUNCT
8c97kp81n8v	20	1	pinns	pinns	ADV
8c97kp81n8v	20	2	have	have	VERB
8c97kp81n8v	20	3	the	the	DET
8c97kp81n8v	20	4	potential	potential	NOUN
8c97kp81n8v	20	5	to	to	PART
8c97kp81n8v	20	6	be	be	AUX
8c97kp81n8v	20	7	a	a	DET
8c97kp81n8v	20	8	valuable	valuable	ADJ
8c97kp81n8v	20	9	tool	tool	NOUN
8c97kp81n8v	20	10	for	for	ADP
8c97kp81n8v	20	11	simulating	simulate	VERB
8c97kp81n8v	20	12	thermal	thermal	ADJ
8c97kp81n8v	20	13	transport	transport	NOUN
8c97kp81n8v	20	14	at	at	ADP
8c97kp81n8v	20	15	the	the	DET
8c97kp81n8v	20	16	device	device	NOUN
8c97kp81n8v	20	17	level	level	NOUN
8c97kp81n8v	20	18	and	and	CCONJ
8c97kp81n8v	20	19	may	may	AUX
8c97kp81n8v	20	20	facilitate	facilitate	VERB
8c97kp81n8v	20	21	efficient	efficient	ADJ
8c97kp81n8v	20	22	inverse	inverse	NOUN
8c97kp81n8v	20	23	learning	learning	NOUN
8c97kp81n8v	20	24	and	and	CCONJ
8c97kp81n8v	20	25	thermal	thermal	ADJ
8c97kp81n8v	20	26	design.in	design.in	NUM
8c97kp81n8v	20	27	general	general	NOUN
8c97kp81n8v	20	28	,	,	PUNCT
8c97kp81n8v	20	29	inspired	inspire	VERB
8c97kp81n8v	20	30	by	by	ADP
8c97kp81n8v	20	31	recent	recent	ADJ
8c97kp81n8v	20	32	advancements	advancement	NOUN
8c97kp81n8v	20	33	in	in	ADP
8c97kp81n8v	20	34	machine	machine	NOUN
8c97kp81n8v	20	35	learning	learning	NOUN
8c97kp81n8v	20	36	,	,	PUNCT
8c97kp81n8v	20	37	particularly	particularly	ADV
8c97kp81n8v	20	38	deep	deep	ADJ
8c97kp81n8v	20	39	learning	learning	NOUN
8c97kp81n8v	20	40	,	,	PUNCT
8c97kp81n8v	20	41	we	we	PRON
8c97kp81n8v	20	42	aim	aim	VERB
8c97kp81n8v	20	43	to	to	PART
8c97kp81n8v	20	44	address	address	VERB
8c97kp81n8v	20	45	some	some	PRON
8c97kp81n8v	20	46	of	of	ADP
8c97kp81n8v	20	47	the	the	DET
8c97kp81n8v	20	48	long	long	ADV
8c97kp81n8v	20	49	-	-	PUNCT
8c97kp81n8v	20	50	standing	stand	VERB
8c97kp81n8v	20	51	challenges	challenge	NOUN
8c97kp81n8v	20	52	in	in	ADP
8c97kp81n8v	20	53	computational	computational	ADJ
8c97kp81n8v	20	54	heat	heat	NOUN
8c97kp81n8v	20	55	transfer	transfer	NOUN
8c97kp81n8v	20	56	using	use	VERB
8c97kp81n8v	20	57	deep	deep	ADJ
8c97kp81n8v	20	58	learning	learning	NOUN
8c97kp81n8v	20	59	techniques	technique	NOUN
8c97kp81n8v	20	60	.	.	PUNCT
8c97kp81n8v	21	1	the	the	DET
8c97kp81n8v	21	2	frameworks	framework	NOUN
8c97kp81n8v	21	3	and	and	CCONJ
8c97kp81n8v	21	4	algorithms	algorithm	NOUN
8c97kp81n8v	21	5	presented	present	VERB
8c97kp81n8v	21	6	in	in	ADP
8c97kp81n8v	21	7	this	this	DET
8c97kp81n8v	21	8	dissertation	dissertation	NOUN
8c97kp81n8v	21	9	have	have	VERB
8c97kp81n8v	21	10	the	the	DET
8c97kp81n8v	21	11	potential	potential	NOUN
8c97kp81n8v	21	12	to	to	PART
8c97kp81n8v	21	13	provide	provide	VERB
8c97kp81n8v	21	14	new	new	ADJ
8c97kp81n8v	21	15	approaches	approach	NOUN
8c97kp81n8v	21	16	to	to	ADP
8c97kp81n8v	21	17	simulating	simulate	VERB
8c97kp81n8v	21	18	and	and	CCONJ
8c97kp81n8v	21	19	comprehending	comprehend	VERB
8c97kp81n8v	21	20	multi	multi	ADJ
8c97kp81n8v	21	21	-	-	ADJ
8c97kp81n8v	21	22	scale	scale	ADJ
8c97kp81n8v	21	23	thermal	thermal	ADJ
8c97kp81n8v	21	24	transport	transport	NOUN
8c97kp81n8v	21	25	in	in	ADP
8c97kp81n8v	21	26	solid	solid	ADJ
8c97kp81n8v	21	27	-	-	PUNCT
8c97kp81n8v	21	28	state	state	NOUN
8c97kp81n8v	21	29	materials	material	NOUN
8c97kp81n8v	21	30	.	.	PUNCT