id	sid	tid	token	lemma	pos
z890rr20r8v	1	1	multiscale	multiscale	ADJ
z890rr20r8v	1	2	process	process	NOUN
z890rr20r8v	1	3	systems	system	NOUN
z890rr20r8v	1	4	engineering	engineer	VERB
z890rr20r8v	1	5	across	across	ADP
z890rr20r8v	1	6	molecular	molecular	ADJ
z890rr20r8v	1	7	to	to	ADP
z890rr20r8v	1	8	infrastructure	infrastructure	NOUN
z890rr20r8v	1	9	scales	scale	NOUN
z890rr20r8v	1	10	is	be	AUX
z890rr20r8v	1	11	essential	essential	ADJ
z890rr20r8v	1	12	to	to	PART
z890rr20r8v	1	13	realize	realize	VERB
z890rr20r8v	1	14	sustainable	sustainable	ADJ
z890rr20r8v	1	15	technologies	technology	NOUN
z890rr20r8v	1	16	.	.	PUNCT
z890rr20r8v	2	1	for	for	ADP
z890rr20r8v	2	2	example	example	NOUN
z890rr20r8v	2	3	,	,	PUNCT
z890rr20r8v	2	4	the	the	DET
z890rr20r8v	2	5	promise	promise	NOUN
z890rr20r8v	2	6	of	of	ADP
z890rr20r8v	2	7	nanoengineering	nanoengineere	VERB
z890rr20r8v	2	8	has	have	AUX
z890rr20r8v	2	9	been	be	AUX
z890rr20r8v	2	10	slow	slow	ADJ
z890rr20r8v	2	11	to	to	PART
z890rr20r8v	2	12	manifest	manifest	VERB
z890rr20r8v	2	13	because	because	SCONJ
z890rr20r8v	2	14	materials	material	NOUN
z890rr20r8v	2	15	such	such	ADJ
z890rr20r8v	2	16	as	as	ADP
z890rr20r8v	2	17	novel	novel	ADJ
z890rr20r8v	2	18	membranes	membrane	NOUN
z890rr20r8v	2	19	are	be	AUX
z890rr20r8v	2	20	rarely	rarely	ADV
z890rr20r8v	2	21	evaluated	evaluate	VERB
z890rr20r8v	2	22	in	in	ADP
z890rr20r8v	2	23	the	the	DET
z890rr20r8v	2	24	context	context	NOUN
z890rr20r8v	2	25	of	of	ADP
z890rr20r8v	2	26	a	a	DET
z890rr20r8v	2	27	process	process	NOUN
z890rr20r8v	2	28	at	at	ADP
z890rr20r8v	2	29	scale	scale	NOUN
z890rr20r8v	2	30	to	to	PART
z890rr20r8v	2	31	assess	assess	VERB
z890rr20r8v	2	32	sustainability	sustainability	NOUN
z890rr20r8v	2	33	,	,	PUNCT
z890rr20r8v	2	34	feasibility	feasibility	NOUN
z890rr20r8v	2	35	,	,	PUNCT
z890rr20r8v	2	36	and	and	CCONJ
z890rr20r8v	2	37	economics	economic	NOUN
z890rr20r8v	2	38	of	of	ADP
z890rr20r8v	2	39	their	their	PRON
z890rr20r8v	2	40	application	application	NOUN
z890rr20r8v	2	41	in	in	ADP
z890rr20r8v	2	42	realistic	realistic	ADJ
z890rr20r8v	2	43	conditions	condition	NOUN
z890rr20r8v	2	44	.	.	PUNCT
z890rr20r8v	3	1	in	in	ADP
z890rr20r8v	3	2	this	this	DET
z890rr20r8v	3	3	dissertation	dissertation	NOUN
z890rr20r8v	3	4	,	,	PUNCT
z890rr20r8v	3	5	i	i	PRON
z890rr20r8v	3	6	propose	propose	VERB
z890rr20r8v	3	7	a	a	DET
z890rr20r8v	3	8	molecular	molecular	ADJ
z890rr20r8v	3	9	-	-	PUNCT
z890rr20r8v	3	10	to	to	ADP
z890rr20r8v	3	11	-	-	PUNCT
z890rr20r8v	3	12	systems	system	NOUN
z890rr20r8v	3	13	engineering	engineering	NOUN
z890rr20r8v	3	14	framework	framework	NOUN
z890rr20r8v	3	15	to	to	PART
z890rr20r8v	3	16	address	address	VERB
z890rr20r8v	3	17	this	this	DET
z890rr20r8v	3	18	challenge	challenge	NOUN
z890rr20r8v	3	19	.	.	PUNCT
z890rr20r8v	4	1	this	this	DET
z890rr20r8v	4	2	framework	framework	NOUN
z890rr20r8v	4	3	is	be	AUX
z890rr20r8v	4	4	built	build	VERB
z890rr20r8v	4	5	on	on	ADP
z890rr20r8v	4	6	four	four	NUM
z890rr20r8v	4	7	pillars	pillar	NOUN
z890rr20r8v	4	8	which	which	PRON
z890rr20r8v	4	9	are	be	AUX
z890rr20r8v	4	10	rooted	root	VERB
z890rr20r8v	4	11	in	in	ADP
z890rr20r8v	4	12	computational	computational	ADJ
z890rr20r8v	4	13	science	science	NOUN
z890rr20r8v	4	14	and	and	CCONJ
z890rr20r8v	4	15	data	data	NOUN
z890rr20r8v	4	16	-	-	PUNCT
z890rr20r8v	4	17	driven	drive	VERB
z890rr20r8v	4	18	methodologies	methodology	NOUN
z890rr20r8v	4	19	,	,	PUNCT
z890rr20r8v	4	20	and	and	CCONJ
z890rr20r8v	4	21	are	be	AUX
z890rr20r8v	4	22	general	general	ADJ
z890rr20r8v	4	23	and	and	CCONJ
z890rr20r8v	4	24	widely	widely	ADV
z890rr20r8v	4	25	applicable	applicable	ADJ
z890rr20r8v	4	26	to	to	ADP
z890rr20r8v	4	27	virtually	virtually	ADV
z890rr20r8v	4	28	all	all	DET
z890rr20r8v	4	29	facets	facet	NOUN
z890rr20r8v	4	30	of	of	ADP
z890rr20r8v	4	31	sustainable	sustainable	ADJ
z890rr20r8v	4	32	technology	technology	NOUN
z890rr20r8v	4	33	development:1	development:1	PROPN
z890rr20r8v	4	34	.	.	PUNCT
z890rr20r8v	5	1	materials	material	NOUN
z890rr20r8v	5	2	-	-	PUNCT
z890rr20r8v	5	3	process	process	NOUN
z890rr20r8v	5	4	targeting	targeting	NOUN
z890rr20r8v	5	5	uses	use	VERB
z890rr20r8v	5	6	structure	structure	NOUN
z890rr20r8v	5	7	-	-	PUNCT
z890rr20r8v	5	8	property	property	NOUN
z890rr20r8v	5	9	relations	relation	NOUN
z890rr20r8v	5	10	,	,	PUNCT
z890rr20r8v	5	11	thermodynamic	thermodynamic	ADJ
z890rr20r8v	5	12	laws	law	NOUN
z890rr20r8v	5	13	,	,	PUNCT
z890rr20r8v	5	14	and	and	CCONJ
z890rr20r8v	5	15	conservation	conservation	NOUN
z890rr20r8v	5	16	equations	equation	NOUN
z890rr20r8v	5	17	quantify	quantify	VERB
z890rr20r8v	5	18	the	the	DET
z890rr20r8v	5	19	feasibility	feasibility	NOUN
z890rr20r8v	5	20	limits	limit	NOUN
z890rr20r8v	5	21	of	of	ADP
z890rr20r8v	5	22	integrated	integrate	VERB
z890rr20r8v	5	23	processes	process	NOUN
z890rr20r8v	5	24	.	.	PUNCT
z890rr20r8v	6	1	this	this	DET
z890rr20r8v	6	2	paradigm	paradigm	NOUN
z890rr20r8v	6	3	may	may	AUX
z890rr20r8v	6	4	be	be	AUX
z890rr20r8v	6	5	used	use	VERB
z890rr20r8v	6	6	to	to	PART
z890rr20r8v	6	7	identify	identify	VERB
z890rr20r8v	6	8	the	the	DET
z890rr20r8v	6	9	scale	scale	NOUN
z890rr20r8v	6	10	-	-	PUNCT
z890rr20r8v	6	11	up	up	ADP
z890rr20r8v	6	12	potential	potential	NOUN
z890rr20r8v	6	13	of	of	ADP
z890rr20r8v	6	14	technologies	technology	NOUN
z890rr20r8v	6	15	based	base	VERB
z890rr20r8v	6	16	on	on	ADP
z890rr20r8v	6	17	novel	novel	ADJ
z890rr20r8v	6	18	materials	material	NOUN
z890rr20r8v	6	19	such	such	ADJ
z890rr20r8v	6	20	as	as	ADP
z890rr20r8v	6	21	adsorptive	adsorptive	ADJ
z890rr20r8v	6	22	membranes	membrane	NOUN
z890rr20r8v	6	23	.	.	PUNCT
z890rr20r8v	7	1	2	2	X
z890rr20r8v	7	2	.	.	X
z890rr20r8v	7	3	data	data	NOUN
z890rr20r8v	7	4	-	-	PUNCT
z890rr20r8v	7	5	driven	drive	VERB
z890rr20r8v	7	6	design	design	NOUN
z890rr20r8v	7	7	of	of	ADP
z890rr20r8v	7	8	experiments	experiment	NOUN
z890rr20r8v	7	9	utilizes	utilize	VERB
z890rr20r8v	7	10	nonlinear	nonlinear	ADJ
z890rr20r8v	7	11	parameter	parameter	NOUN
z890rr20r8v	7	12	estimation	estimation	NOUN
z890rr20r8v	7	13	and	and	CCONJ
z890rr20r8v	7	14	leverages	leverage	VERB
z890rr20r8v	7	15	time	time	NOUN
z890rr20r8v	7	16	-	-	PUNCT
z890rr20r8v	7	17	series	series	NOUN
z890rr20r8v	7	18	data	datum	NOUN
z890rr20r8v	7	19	from	from	ADP
z890rr20r8v	7	20	dynamic	dynamic	ADJ
z890rr20r8v	7	21	experiments	experiment	NOUN
z890rr20r8v	7	22	to	to	PART
z890rr20r8v	7	23	fit	fit	VERB
z890rr20r8v	7	24	differential	differential	ADJ
z890rr20r8v	7	25	-	-	PUNCT
z890rr20r8v	7	26	algebraic	algebraic	ADJ
z890rr20r8v	7	27	equation	equation	NOUN
z890rr20r8v	7	28	models	model	NOUN
z890rr20r8v	7	29	for	for	ADP
z890rr20r8v	7	30	the	the	DET
z890rr20r8v	7	31	system	system	NOUN
z890rr20r8v	7	32	.	.	PUNCT
z890rr20r8v	8	1	this	this	DET
z890rr20r8v	8	2	technique	technique	NOUN
z890rr20r8v	8	3	,	,	PUNCT
z890rr20r8v	8	4	in	in	ADP
z890rr20r8v	8	5	collaboration	collaboration	NOUN
z890rr20r8v	8	6	with	with	ADP
z890rr20r8v	8	7	experimental	experimental	ADJ
z890rr20r8v	8	8	scientists	scientist	NOUN
z890rr20r8v	8	9	,	,	PUNCT
z890rr20r8v	8	10	enables	enable	VERB
z890rr20r8v	8	11	the	the	DET
z890rr20r8v	8	12	efficient	efficient	ADJ
z890rr20r8v	8	13	building	building	NOUN
z890rr20r8v	8	14	of	of	ADP
z890rr20r8v	8	15	predictive	predictive	ADJ
z890rr20r8v	8	16	models	model	NOUN
z890rr20r8v	8	17	via	via	ADP
z890rr20r8v	8	18	faster	fast	ADJ
z890rr20r8v	8	19	turnaround	turnaround	NOUN
z890rr20r8v	8	20	in	in	ADP
z890rr20r8v	8	21	experiments	experiment	NOUN
z890rr20r8v	8	22	.	.	PUNCT
z890rr20r8v	9	1	3	3	X
z890rr20r8v	9	2	.	.	X
z890rr20r8v	9	3	superstructure	superstructure	NOUN
z890rr20r8v	9	4	optimization	optimization	NOUN
z890rr20r8v	9	5	provides	provide	VERB
z890rr20r8v	9	6	a	a	DET
z890rr20r8v	9	7	mathematical	mathematical	ADJ
z890rr20r8v	9	8	framework	framework	NOUN
z890rr20r8v	9	9	to	to	PART
z890rr20r8v	9	10	search	search	VERB
z890rr20r8v	9	11	through	through	ADP
z890rr20r8v	9	12	several	several	ADJ
z890rr20r8v	9	13	alternative	alternative	ADJ
z890rr20r8v	9	14	flowsheet	flowsheet	NOUN
z890rr20r8v	9	15	configurations	configuration	NOUN
z890rr20r8v	9	16	simultaneously	simultaneously	ADV
z890rr20r8v	9	17	to	to	PART
z890rr20r8v	9	18	find	find	VERB
z890rr20r8v	9	19	the	the	DET
z890rr20r8v	9	20	optimum	optimum	ADJ
z890rr20r8v	9	21	topology	topology	NOUN
z890rr20r8v	9	22	.	.	PUNCT
z890rr20r8v	10	1	in	in	ADP
z890rr20r8v	10	2	this	this	DET
z890rr20r8v	10	3	work	work	NOUN
z890rr20r8v	10	4	,	,	PUNCT
z890rr20r8v	10	5	this	this	DET
z890rr20r8v	10	6	tool	tool	NOUN
z890rr20r8v	10	7	is	be	AUX
z890rr20r8v	10	8	used	use	VERB
z890rr20r8v	10	9	to	to	PART
z890rr20r8v	10	10	quantify	quantify	VERB
z890rr20r8v	10	11	complex	complex	ADJ
z890rr20r8v	10	12	tradeoffs	tradeoff	NOUN
z890rr20r8v	10	13	across	across	ADP
z890rr20r8v	10	14	the	the	DET
z890rr20r8v	10	15	materialsand	materialsand	ADJ
z890rr20r8v	10	16	the	the	DET
z890rr20r8v	10	17	systems	system	NOUN
z890rr20r8v	10	18	-	-	PUNCT
z890rr20r8v	10	19	scale	scale	NOUN
z890rr20r8v	10	20	to	to	PART
z890rr20r8v	10	21	guide	guide	VERB
z890rr20r8v	10	22	property	property	NOUN
z890rr20r8v	10	23	targets	target	NOUN
z890rr20r8v	10	24	for	for	ADP
z890rr20r8v	10	25	the	the	DET
z890rr20r8v	10	26	development	development	NOUN
z890rr20r8v	10	27	of	of	ADP
z890rr20r8v	10	28	novel	novel	NOUN
z890rr20r8v	10	29	materials.4	materials.4	PROPN
z890rr20r8v	10	30	.	.	PUNCT
z890rr20r8v	11	1	bayesian	bayesian	ADJ
z890rr20r8v	11	2	uncertainty	uncertainty	NOUN
z890rr20r8v	11	3	quantification	quantification	NOUN
z890rr20r8v	11	4	using	use	VERB
z890rr20r8v	11	5	hybrid	hybrid	NOUN
z890rr20r8v	11	6	models	model	NOUN
z890rr20r8v	11	7	combine	combine	VERB
z890rr20r8v	11	8	partially	partially	ADV
z890rr20r8v	11	9	known	know	VERB
z890rr20r8v	11	10	(	(	PUNCT
z890rr20r8v	11	11	assumed	assume	VERB
z890rr20r8v	11	12	)	)	PUNCT
z890rr20r8v	11	13	mechanistic	mechanistic	ADJ
z890rr20r8v	11	14	models	model	NOUN
z890rr20r8v	11	15	with	with	ADP
z890rr20r8v	11	16	a	a	DET
z890rr20r8v	11	17	data	data	NOUN
z890rr20r8v	11	18	-	-	PUNCT
z890rr20r8v	11	19	driven	drive	VERB
z890rr20r8v	11	20	gaussian	gaussian	ADJ
z890rr20r8v	11	21	processes	process	NOUN
z890rr20r8v	11	22	(	(	PUNCT
z890rr20r8v	11	23	gp	gp	PROPN
z890rr20r8v	11	24	)	)	PUNCT
z890rr20r8v	11	25	and	and	CCONJ
z890rr20r8v	11	26	random	random	ADJ
z890rr20r8v	11	27	noise	noise	NOUN
z890rr20r8v	11	28	to	to	PART
z890rr20r8v	11	29	account	account	VERB
z890rr20r8v	11	30	for	for	ADP
z890rr20r8v	11	31	epistemic	epistemic	ADJ
z890rr20r8v	11	32	(	(	PUNCT
z890rr20r8v	11	33	model	model	NOUN
z890rr20r8v	11	34	-	-	PUNCT
z890rr20r8v	11	35	form	form	NOUN
z890rr20r8v	11	36	)	)	PUNCT
z890rr20r8v	11	37	and	and	CCONJ
z890rr20r8v	11	38	aleatory	aleatory	ADJ
z890rr20r8v	11	39	(	(	PUNCT
z890rr20r8v	11	40	paramertric	paramertric	ADJ
z890rr20r8v	11	41	)	)	PUNCT
z890rr20r8v	11	42	uncertainties	uncertainty	NOUN
z890rr20r8v	11	43	.	.	PUNCT
z890rr20r8v	12	1	in	in	ADP
z890rr20r8v	12	2	conjunction	conjunction	NOUN
z890rr20r8v	12	3	with	with	ADP
z890rr20r8v	12	4	stochastic	stochastic	ADJ
z890rr20r8v	12	5	programming	programming	NOUN
z890rr20r8v	12	6	,	,	PUNCT
z890rr20r8v	12	7	this	this	DET
z890rr20r8v	12	8	works	work	VERB
z890rr20r8v	12	9	demonstrates	demonstrate	VERB
z890rr20r8v	12	10	the	the	DET
z890rr20r8v	12	11	superior	superior	ADJ
z890rr20r8v	12	12	performance	performance	NOUN
z890rr20r8v	12	13	of	of	ADP
z890rr20r8v	12	14	bayesian	bayesian	ADJ
z890rr20r8v	12	15	hybrid	hybrid	NOUN
z890rr20r8v	12	16	models	model	NOUN
z890rr20r8v	12	17	for	for	ADP
z890rr20r8v	12	18	data	data	NOUN
z890rr20r8v	12	19	-	-	PUNCT
z890rr20r8v	12	20	driven	drive	VERB
z890rr20r8v	12	21	decision	decision	NOUN
z890rr20r8v	12	22	-	-	PUNCT
z890rr20r8v	12	23	making	making	NOUN
z890rr20r8v	12	24	under	under	ADP
z890rr20r8v	12	25	uncertainty.in	uncertainty.in	NUM
z890rr20r8v	12	26	this	this	DET
z890rr20r8v	12	27	dissertation	dissertation	NOUN
z890rr20r8v	12	28	,	,	PUNCT
z890rr20r8v	12	29	i	i	PRON
z890rr20r8v	12	30	describe	describe	VERB
z890rr20r8v	12	31	the	the	DET
z890rr20r8v	12	32	development	development	NOUN
z890rr20r8v	12	33	of	of	ADP
z890rr20r8v	12	34	the	the	DET
z890rr20r8v	12	35	materials	material	NOUN
z890rr20r8v	12	36	-	-	PUNCT
z890rr20r8v	12	37	process	process	NOUN
z890rr20r8v	12	38	targeting	targeting	NOUN
z890rr20r8v	12	39	models	model	NOUN
z890rr20r8v	12	40	,	,	PUNCT
z890rr20r8v	12	41	superstructure	superstructure	NOUN
z890rr20r8v	12	42	optimization	optimization	NOUN
z890rr20r8v	12	43	framework	framework	NOUN
z890rr20r8v	12	44	,	,	PUNCT
z890rr20r8v	12	45	and	and	CCONJ
z890rr20r8v	12	46	bayesian	bayesian	ADJ
z890rr20r8v	12	47	uncertainty	uncertainty	NOUN
z890rr20r8v	12	48	quantification	quantification	NOUN
z890rr20r8v	12	49	methods	method	NOUN
z890rr20r8v	12	50	to	to	PART
z890rr20r8v	12	51	advance	advance	VERB
z890rr20r8v	12	52	the	the	DET
z890rr20r8v	12	53	state	state	NOUN
z890rr20r8v	12	54	of	of	ADP
z890rr20r8v	12	55	art	art	NOUN
z890rr20r8v	12	56	in	in	ADP
z890rr20r8v	12	57	multiscale	multiscale	ADJ
z890rr20r8v	12	58	process	process	NOUN
z890rr20r8v	12	59	systems	system	NOUN
z890rr20r8v	12	60	modeling	model	VERB
z890rr20r8v	12	61	.	.	PUNCT
z890rr20r8v	13	1	i	i	PRON
z890rr20r8v	13	2	briefly	briefly	ADV
z890rr20r8v	13	3	discuss	discuss	VERB
z890rr20r8v	13	4	how	how	SCONJ
z890rr20r8v	13	5	this	this	DET
z890rr20r8v	13	6	work	work	NOUN
z890rr20r8v	13	7	provided	provide	VERB
z890rr20r8v	13	8	the	the	DET
z890rr20r8v	13	9	impetus	impetus	NOUN
z890rr20r8v	13	10	for	for	ADP
z890rr20r8v	13	11	data	data	NOUN
z890rr20r8v	13	12	-	-	PUNCT
z890rr20r8v	13	13	driven	drive	VERB
z890rr20r8v	13	14	design	design	NOUN
z890rr20r8v	13	15	of	of	ADP
z890rr20r8v	13	16	dynamic	dynamic	ADJ
z890rr20r8v	13	17	experiments	experiment	NOUN
z890rr20r8v	13	18	which	which	PRON
z890rr20r8v	13	19	sped	speed	VERB
z890rr20r8v	13	20	up	up	ADP
z890rr20r8v	13	21	membrane	membrane	NOUN
z890rr20r8v	13	22	characterization	characterization	NOUN
z890rr20r8v	13	23	experiments	experiment	NOUN
z890rr20r8v	13	24	.	.	PUNCT
z890rr20r8v	14	1	i	i	PRON
z890rr20r8v	14	2	conclude	conclude	VERB
z890rr20r8v	14	3	with	with	ADP
z890rr20r8v	14	4	a	a	DET
z890rr20r8v	14	5	discussion	discussion	NOUN
z890rr20r8v	14	6	of	of	ADP
z890rr20r8v	14	7	the	the	DET
z890rr20r8v	14	8	future	future	ADJ
z890rr20r8v	14	9	directions	direction	NOUN
z890rr20r8v	14	10	of	of	ADP
z890rr20r8v	14	11	this	this	DET
z890rr20r8v	14	12	work	work	NOUN
z890rr20r8v	14	13	and	and	CCONJ
z890rr20r8v	14	14	highlight	highlight	VERB
z890rr20r8v	14	15	the	the	DET
z890rr20r8v	14	16	generality	generality	NOUN
z890rr20r8v	14	17	of	of	ADP
z890rr20r8v	14	18	the	the	DET
z890rr20r8v	14	19	framework	framework	NOUN
z890rr20r8v	14	20	by	by	ADP
z890rr20r8v	14	21	identifying	identify	VERB
z890rr20r8v	14	22	potential	potential	ADJ
z890rr20r8v	14	23	industrial	industrial	ADJ
z890rr20r8v	14	24	applications	application	NOUN
z890rr20r8v	14	25	of	of	ADP
z890rr20r8v	14	26	the	the	DET
z890rr20r8v	14	27	proposed	propose	VERB
z890rr20r8v	14	28	framework	framework	NOUN
z890rr20r8v	14	29	.	.	PUNCT