id	sid	tid	token	lemma	pos
g445cc11w0m	1	1	deep	deep	ADJ
g445cc11w0m	1	2	learning	learning	NOUN
g445cc11w0m	1	3	models	model	NOUN
g445cc11w0m	1	4	have	have	AUX
g445cc11w0m	1	5	nowadays	nowadays	ADV
g445cc11w0m	1	6	gained	gain	VERB
g445cc11w0m	1	7	increasing	increase	VERB
g445cc11w0m	1	8	attention	attention	NOUN
g445cc11w0m	1	9	in	in	ADP
g445cc11w0m	1	10	the	the	DET
g445cc11w0m	1	11	scientific	scientific	ADJ
g445cc11w0m	1	12	computing	computing	NOUN
g445cc11w0m	1	13	field	field	NOUN
g445cc11w0m	1	14	due	due	ADP
g445cc11w0m	1	15	to	to	ADP
g445cc11w0m	1	16	their	their	PRON
g445cc11w0m	1	17	inherent	inherent	ADJ
g445cc11w0m	1	18	nature	nature	NOUN
g445cc11w0m	1	19	to	to	PART
g445cc11w0m	1	20	capture	capture	VERB
g445cc11w0m	1	21	nonlinear	nonlinear	ADJ
g445cc11w0m	1	22	and	and	CCONJ
g445cc11w0m	1	23	high	high	ADV
g445cc11w0m	1	24	-	-	PUNCT
g445cc11w0m	1	25	dimensional	dimensional	ADJ
g445cc11w0m	1	26	features	feature	NOUN
g445cc11w0m	1	27	.	.	PUNCT
g445cc11w0m	2	1	the	the	DET
g445cc11w0m	2	2	main	main	ADJ
g445cc11w0m	2	3	motivation	motivation	NOUN
g445cc11w0m	2	4	of	of	ADP
g445cc11w0m	2	5	my	my	PRON
g445cc11w0m	2	6	research	research	NOUN
g445cc11w0m	2	7	is	be	AUX
g445cc11w0m	2	8	to	to	PART
g445cc11w0m	2	9	leverage	leverage	VERB
g445cc11w0m	2	10	physics	physics	NOUN
g445cc11w0m	2	11	laws	law	NOUN
g445cc11w0m	2	12	and	and	CCONJ
g445cc11w0m	2	13	data	datum	NOUN
g445cc11w0m	2	14	to	to	PART
g445cc11w0m	2	15	develop	develop	VERB
g445cc11w0m	2	16	predictive	predictive	ADJ
g445cc11w0m	2	17	deep	deep	ADJ
g445cc11w0m	2	18	learning	learning	NOUN
g445cc11w0m	2	19	model	model	NOUN
g445cc11w0m	2	20	for	for	ADP
g445cc11w0m	2	21	physics	physics	NOUN
g445cc11w0m	2	22	systems	system	NOUN
g445cc11w0m	2	23	.	.	PUNCT
g445cc11w0m	3	1	on	on	ADP
g445cc11w0m	3	2	the	the	DET
g445cc11w0m	3	3	one	one	NUM
g445cc11w0m	3	4	hand	hand	NOUN
g445cc11w0m	3	5	,	,	PUNCT
g445cc11w0m	3	6	when	when	SCONJ
g445cc11w0m	3	7	the	the	DET
g445cc11w0m	3	8	physics	physics	NOUN
g445cc11w0m	3	9	laws	law	NOUN
g445cc11w0m	3	10	is	be	AUX
g445cc11w0m	3	11	known	know	VERB
g445cc11w0m	3	12	but	but	CCONJ
g445cc11w0m	3	13	the	the	DET
g445cc11w0m	3	14	data	data	NOUN
g445cc11w0m	3	15	is	be	AUX
g445cc11w0m	3	16	little	little	ADJ
g445cc11w0m	3	17	,	,	PUNCT
g445cc11w0m	3	18	the	the	DET
g445cc11w0m	3	19	deep	deep	ADJ
g445cc11w0m	3	20	learning	learning	NOUN
g445cc11w0m	3	21	model	model	NOUN
g445cc11w0m	3	22	can	can	AUX
g445cc11w0m	3	23	be	be	AUX
g445cc11w0m	3	24	used	use	VERB
g445cc11w0m	3	25	to	to	PART
g445cc11w0m	3	26	develop	develop	VERB
g445cc11w0m	3	27	surrogate	surrogate	ADJ
g445cc11w0m	3	28	modeling	modeling	NOUN
g445cc11w0m	3	29	of	of	ADP
g445cc11w0m	3	30	the	the	DET
g445cc11w0m	3	31	high	high	ADJ
g445cc11w0m	3	32	-	-	PUNCT
g445cc11w0m	3	33	accuracy	accuracy	NOUN
g445cc11w0m	3	34	simulation	simulation	NOUN
g445cc11w0m	3	35	or	or	CCONJ
g445cc11w0m	3	36	measurements	measurement	NOUN
g445cc11w0m	3	37	instead	instead	ADV
g445cc11w0m	3	38	of	of	ADP
g445cc11w0m	3	39	directly	directly	ADV
g445cc11w0m	3	40	replacing	replace	VERB
g445cc11w0m	3	41	the	the	DET
g445cc11w0m	3	42	canonical	canonical	ADJ
g445cc11w0m	3	43	models	model	NOUN
g445cc11w0m	3	44	.	.	PUNCT
g445cc11w0m	4	1	on	on	ADP
g445cc11w0m	4	2	the	the	DET
g445cc11w0m	4	3	other	other	ADJ
g445cc11w0m	4	4	hand	hand	NOUN
g445cc11w0m	4	5	,	,	PUNCT
g445cc11w0m	4	6	when	when	SCONJ
g445cc11w0m	4	7	the	the	DET
g445cc11w0m	4	8	data	data	NOUN
g445cc11w0m	4	9	is	be	AUX
g445cc11w0m	4	10	abundant	abundant	ADJ
g445cc11w0m	4	11	but	but	CCONJ
g445cc11w0m	4	12	the	the	DET
g445cc11w0m	4	13	underlying	underlying	ADJ
g445cc11w0m	4	14	physics	physics	NOUN
g445cc11w0m	4	15	is	be	AUX
g445cc11w0m	4	16	partly	partly	ADV
g445cc11w0m	4	17	known	know	VERB
g445cc11w0m	4	18	,	,	PUNCT
g445cc11w0m	4	19	equation	equation	PROPN
g445cc11w0m	4	20	discovery	discovery	NOUN
g445cc11w0m	4	21	model	model	NOUN
g445cc11w0m	4	22	can	can	AUX
g445cc11w0m	4	23	be	be	AUX
g445cc11w0m	4	24	used	use	VERB
g445cc11w0m	4	25	to	to	PART
g445cc11w0m	4	26	identify	identify	VERB
g445cc11w0m	4	27	the	the	DET
g445cc11w0m	4	28	underlying	underlying	ADJ
g445cc11w0m	4	29	governing	governing	NOUN
g445cc11w0m	4	30	equations	equation	NOUN
g445cc11w0m	4	31	.	.	PUNCT
g445cc11w0m	5	1	under	under	ADP
g445cc11w0m	5	2	both	both	DET
g445cc11w0m	5	3	circumstances	circumstance	NOUN
g445cc11w0m	5	4	,	,	PUNCT
g445cc11w0m	5	5	it	it	PRON
g445cc11w0m	5	6	is	be	AUX
g445cc11w0m	5	7	of	of	ADP
g445cc11w0m	5	8	great	great	ADJ
g445cc11w0m	5	9	importance	importance	NOUN
g445cc11w0m	5	10	to	to	PART
g445cc11w0m	5	11	quantify	quantify	VERB
g445cc11w0m	5	12	the	the	DET
g445cc11w0m	5	13	uncertainty	uncertainty	NOUN
g445cc11w0m	5	14	of	of	ADP
g445cc11w0m	5	15	the	the	DET
g445cc11w0m	5	16	developed	develop	VERB
g445cc11w0m	5	17	models	model	NOUN
g445cc11w0m	5	18	.	.	PUNCT
g445cc11w0m	6	1	this	this	DET
g445cc11w0m	6	2	dissertation	dissertation	NOUN
g445cc11w0m	6	3	demonstrates	demonstrate	VERB
g445cc11w0m	6	4	that	that	SCONJ
g445cc11w0m	6	5	deep	deep	ADJ
g445cc11w0m	6	6	learning	learning	NOUN
g445cc11w0m	6	7	based	base	VERB
g445cc11w0m	6	8	model	model	NOUN
g445cc11w0m	6	9	is	be	AUX
g445cc11w0m	6	10	a	a	DET
g445cc11w0m	6	11	good	good	ADJ
g445cc11w0m	6	12	candidate	candidate	NOUN
g445cc11w0m	6	13	for	for	ADP
g445cc11w0m	6	14	both	both	PRON
g445cc11w0m	6	15	surrogate	surrogate	ADJ
g445cc11w0m	6	16	modeling	modeling	NOUN
g445cc11w0m	6	17	and	and	CCONJ
g445cc11w0m	6	18	equation	equation	NOUN
g445cc11w0m	6	19	discovery	discovery	NOUN
g445cc11w0m	6	20	from	from	ADP
g445cc11w0m	6	21	several	several	ADJ
g445cc11w0m	6	22	perspectives	perspective	NOUN
g445cc11w0m	6	23	.	.	PUNCT
g445cc11w0m	7	1	firstly	firstly	ADV
g445cc11w0m	7	2	,	,	PUNCT
g445cc11w0m	7	3	we	we	PRON
g445cc11w0m	7	4	developed	develop	VERB
g445cc11w0m	7	5	a	a	DET
g445cc11w0m	7	6	data	data	NOUN
g445cc11w0m	7	7	-	-	PUNCT
g445cc11w0m	7	8	free	free	ADJ
g445cc11w0m	7	9	physics	physics	NOUN
g445cc11w0m	7	10	-	-	PUNCT
g445cc11w0m	7	11	informed	inform	VERB
g445cc11w0m	7	12	surrogate	surrogate	ADJ
g445cc11w0m	7	13	modeling	modeling	NOUN
g445cc11w0m	7	14	of	of	ADP
g445cc11w0m	7	15	fluid	fluid	ADJ
g445cc11w0m	7	16	flows	flow	NOUN
g445cc11w0m	7	17	without	without	ADP
g445cc11w0m	7	18	relying	rely	VERB
g445cc11w0m	7	19	on	on	ADP
g445cc11w0m	7	20	any	any	DET
g445cc11w0m	7	21	simulation	simulation	NOUN
g445cc11w0m	7	22	data	datum	NOUN
g445cc11w0m	7	23	.	.	PUNCT
g445cc11w0m	8	1	secondly	secondly	ADV
g445cc11w0m	8	2	,	,	PUNCT
g445cc11w0m	8	3	when	when	SCONJ
g445cc11w0m	8	4	the	the	DET
g445cc11w0m	8	5	flow	flow	NOUN
g445cc11w0m	8	6	measurements	measurement	NOUN
g445cc11w0m	8	7	are	be	AUX
g445cc11w0m	8	8	sparse	sparse	ADJ
g445cc11w0m	8	9	and	and	CCONJ
g445cc11w0m	8	10	noisy	noisy	ADJ
g445cc11w0m	8	11	,	,	PUNCT
g445cc11w0m	8	12	we	we	PRON
g445cc11w0m	8	13	propose	propose	VERB
g445cc11w0m	8	14	an	an	DET
g445cc11w0m	8	15	innovative	innovative	ADJ
g445cc11w0m	8	16	physics	physics	NOUN
g445cc11w0m	8	17	-	-	PUNCT
g445cc11w0m	8	18	constrained	constrain	VERB
g445cc11w0m	8	19	bayesian	bayesian	NOUN
g445cc11w0m	8	20	deep	deep	ADJ
g445cc11w0m	8	21	learning	learning	NOUN
g445cc11w0m	8	22	approach	approach	NOUN
g445cc11w0m	8	23	to	to	PART
g445cc11w0m	8	24	reconstruct	reconstruct	VERB
g445cc11w0m	8	25	flow	flow	NOUN
g445cc11w0m	8	26	fields	field	NOUN
g445cc11w0m	8	27	from	from	ADP
g445cc11w0m	8	28	corrupted	corrupted	ADJ
g445cc11w0m	8	29	velocity	velocity	NOUN
g445cc11w0m	8	30	data	datum	NOUN
g445cc11w0m	8	31	.	.	PUNCT
g445cc11w0m	9	1	several	several	ADJ
g445cc11w0m	9	2	test	test	NOUN
g445cc11w0m	9	3	cases	case	NOUN
g445cc11w0m	9	4	on	on	ADP
g445cc11w0m	9	5	idealized	idealize	VERB
g445cc11w0m	9	6	vascular	vascular	ADJ
g445cc11w0m	9	7	flows	flow	NOUN
g445cc11w0m	9	8	with	with	ADP
g445cc11w0m	9	9	synthetic	synthetic	ADJ
g445cc11w0m	9	10	measurement	measurement	NOUN
g445cc11w0m	9	11	data	datum	NOUN
g445cc11w0m	9	12	are	be	AUX
g445cc11w0m	9	13	studied	study	VERB
g445cc11w0m	9	14	to	to	PART
g445cc11w0m	9	15	demonstrate	demonstrate	VERB
g445cc11w0m	9	16	the	the	DET
g445cc11w0m	9	17	merit	merit	NOUN
g445cc11w0m	9	18	of	of	ADP
g445cc11w0m	9	19	the	the	DET
g445cc11w0m	9	20	proposed	propose	VERB
g445cc11w0m	9	21	method	method	NOUN
g445cc11w0m	9	22	.	.	PUNCT
g445cc11w0m	10	1	in	in	ADP
g445cc11w0m	10	2	the	the	DET
g445cc11w0m	10	3	third	third	ADJ
g445cc11w0m	10	4	part	part	NOUN
g445cc11w0m	10	5	,	,	PUNCT
g445cc11w0m	10	6	we	we	PRON
g445cc11w0m	10	7	aim	aim	VERB
g445cc11w0m	10	8	to	to	PART
g445cc11w0m	10	9	discover	discover	VERB
g445cc11w0m	10	10	the	the	DET
g445cc11w0m	10	11	governing	governing	NOUN
g445cc11w0m	10	12	equations	equation	NOUN
g445cc11w0m	10	13	for	for	ADP
g445cc11w0m	10	14	dynamical	dynamical	ADJ
g445cc11w0m	10	15	systems	system	NOUN
g445cc11w0m	10	16	from	from	ADP
g445cc11w0m	10	17	limited	limited	ADJ
g445cc11w0m	10	18	observation	observation	NOUN
g445cc11w0m	10	19	data	datum	NOUN
g445cc11w0m	10	20	.	.	PUNCT
g445cc11w0m	11	1	to	to	PART
g445cc11w0m	11	2	achieve	achieve	VERB
g445cc11w0m	11	3	this	this	DET
g445cc11w0m	11	4	goal	goal	NOUN
g445cc11w0m	11	5	,	,	PUNCT
g445cc11w0m	11	6	we	we	PRON
g445cc11w0m	11	7	first	first	ADV
g445cc11w0m	11	8	developed	develop	VERB
g445cc11w0m	11	9	a	a	DET
g445cc11w0m	11	10	deep	deep	ADJ
g445cc11w0m	11	11	sparse	sparse	ADJ
g445cc11w0m	11	12	bayesian	bayesian	ADJ
g445cc11w0m	11	13	learning	learning	NOUN
g445cc11w0m	11	14	approach	approach	NOUN
g445cc11w0m	11	15	to	to	PART
g445cc11w0m	11	16	uncover	uncover	VERB
g445cc11w0m	11	17	the	the	DET
g445cc11w0m	11	18	explicit	explicit	ADJ
g445cc11w0m	11	19	governing	govern	VERB
g445cc11w0m	11	20	equation	equation	NOUN
g445cc11w0m	11	21	of	of	ADP
g445cc11w0m	11	22	a	a	DET
g445cc11w0m	11	23	parametric	parametric	ADJ
g445cc11w0m	11	24	dynamic	dynamic	ADJ
g445cc11w0m	11	25	system	system	NOUN
g445cc11w0m	11	26	,	,	PUNCT
g445cc11w0m	11	27	where	where	SCONJ
g445cc11w0m	11	28	predictive	predictive	ADJ
g445cc11w0m	11	29	uncertainty	uncertainty	NOUN
g445cc11w0m	11	30	will	will	AUX
g445cc11w0m	11	31	be	be	AUX
g445cc11w0m	11	32	estimated	estimate	VERB
g445cc11w0m	11	33	.	.	PUNCT
g445cc11w0m	12	1	to	to	PART
g445cc11w0m	12	2	further	far	ADV
g445cc11w0m	12	3	improve	improve	VERB
g445cc11w0m	12	4	the	the	DET
g445cc11w0m	12	5	robustness	robustness	NOUN
g445cc11w0m	12	6	against	against	ADP
g445cc11w0m	12	7	data	datum	NOUN
g445cc11w0m	12	8	noise	noise	NOUN
g445cc11w0m	12	9	,	,	PUNCT
g445cc11w0m	12	10	we	we	PRON
g445cc11w0m	12	11	propose	propose	VERB
g445cc11w0m	12	12	another	another	DET
g445cc11w0m	12	13	bayesian	bayesian	ADJ
g445cc11w0m	12	14	spline	spline	ADJ
g445cc11w0m	12	15	learning	learning	NOUN
g445cc11w0m	12	16	approach	approach	NOUN
g445cc11w0m	12	17	for	for	ADP
g445cc11w0m	12	18	equation	equation	NOUN
g445cc11w0m	12	19	discovery	discovery	PROPN
g445cc11w0m	12	20	.	.	PUNCT
g445cc11w0m	13	1	several	several	ADJ
g445cc11w0m	13	2	linear	linear	PROPN
g445cc11w0m	13	3	/	/	SYM
g445cc11w0m	13	4	nonlinear	nonlinear	ADJ
g445cc11w0m	13	5	ode	ode	NOUN
g445cc11w0m	13	6	/	/	SYM
g445cc11w0m	13	7	pde	pde	NOUN
g445cc11w0m	13	8	systems	system	NOUN
g445cc11w0m	13	9	are	be	AUX
g445cc11w0m	13	10	used	use	VERB
g445cc11w0m	13	11	to	to	PART
g445cc11w0m	13	12	demonstrate	demonstrate	VERB
g445cc11w0m	13	13	the	the	DET
g445cc11w0m	13	14	effectiveness	effectiveness	NOUN
g445cc11w0m	13	15	.	.	PUNCT
g445cc11w0m	14	1	in	in	ADP
g445cc11w0m	14	2	the	the	DET
g445cc11w0m	14	3	last	last	ADJ
g445cc11w0m	14	4	part	part	NOUN
g445cc11w0m	14	5	,	,	PUNCT
g445cc11w0m	14	6	we	we	PRON
g445cc11w0m	14	7	also	also	ADV
g445cc11w0m	14	8	proposed	propose	VERB
g445cc11w0m	14	9	to	to	PART
g445cc11w0m	14	10	use	use	VERB
g445cc11w0m	14	11	a	a	DET
g445cc11w0m	14	12	normalizing	normalizing	ADJ
g445cc11w0m	14	13	flow	flow	NOUN
g445cc11w0m	14	14	based	base	VERB
g445cc11w0m	14	15	model	model	NOUN
g445cc11w0m	14	16	to	to	PART
g445cc11w0m	14	17	predict	predict	VERB
g445cc11w0m	14	18	complex	complex	ADJ
g445cc11w0m	14	19	dynamics	dynamic	NOUN
g445cc11w0m	14	20	.	.	PUNCT
g445cc11w0m	15	1	the	the	DET
g445cc11w0m	15	2	preliminary	preliminary	ADJ
g445cc11w0m	15	3	result	result	NOUN
g445cc11w0m	15	4	shows	show	VERB
g445cc11w0m	15	5	that	that	SCONJ
g445cc11w0m	15	6	the	the	DET
g445cc11w0m	15	7	prediction	prediction	NOUN
g445cc11w0m	15	8	is	be	AUX
g445cc11w0m	15	9	accurate	accurate	ADJ
g445cc11w0m	15	10	and	and	CCONJ
g445cc11w0m	15	11	the	the	DET
g445cc11w0m	15	12	model	model	NOUN
g445cc11w0m	15	13	can	can	AUX
g445cc11w0m	15	14	give	give	VERB
g445cc11w0m	15	15	reasonable	reasonable	ADJ
g445cc11w0m	15	16	forward	forward	ADJ
g445cc11w0m	15	17	uncertainty	uncertainty	NOUN
g445cc11w0m	15	18	estimation	estimation	NOUN
g445cc11w0m	15	19	.	.	PUNCT