id	sid	tid	token	lemma	pos
cet-15624	1	1	doi	doi	NOUN
cet-15624	1	2	:	:	PUNCT
cet-15624	1	3	10.3303	10.3303	NUM
cet-15624	1	4	/	/	SYM
cet-15624	1	5	cet25119093	cet25119093	NOUN
cet-15624	1	6	paper	paper	NOUN
cet-15624	1	7	received	receive	VERB
cet-15624	1	8	:	:	PUNCT
cet-15624	1	9	27	27	NUM
cet-15624	1	10	june	june	PROPN
cet-15624	1	11	2025	2025	NUM
cet-15624	1	12	;	;	PUNCT
cet-15624	1	13	revised	revise	VERB
cet-15624	1	14	:	:	PUNCT
cet-15624	1	15	20	20	NUM
cet-15624	1	16	july	july	NOUN
cet-15624	1	17	2025	2025	NUM
cet-15624	1	18	;	;	PUNCT
cet-15624	1	19	accepted	accept	VERB
cet-15624	1	20	:	:	PUNCT
cet-15624	1	21	3	3	NUM
cet-15624	1	22	october	october	NOUN
cet-15624	1	23	2025	2025	NUM
cet-15624	1	24	please	please	INTJ
cet-15624	1	25	cite	cite	VERB
cet-15624	1	26	this	this	DET
cet-15624	1	27	article	article	NOUN
cet-15624	1	28	as	as	ADP
cet-15624	1	29	:	:	PUNCT
cet-15624	1	30	aku	aku	PROPN
cet-15624	1	31	m.	m.	PROPN
cet-15624	1	32	,	,	PUNCT
cet-15624	1	33	bawa	bawa	PROPN
cet-15624	1	34	s.g	s.g	PROPN
cet-15624	1	35	.	.	PROPN
cet-15624	1	36	,	,	PUNCT
cet-15624	1	37	lee	lee	PROPN
cet-15624	1	38	y.s	y.s	PROPN
cet-15624	1	39	.	.	PROPN
cet-15624	1	40	,	,	PUNCT
cet-15624	1	41	galvanin	galvanin	ADJ
cet-15624	1	42	f.	f.	PROPN
cet-15624	1	43	,	,	PUNCT
cet-15624	1	44	2025	2025	NUM
cet-15624	1	45	,	,	PUNCT
cet-15624	1	46	optimization	optimization	NOUN
cet-15624	1	47	of	of	ADP
cet-15624	1	48	catalytic	catalytic	ADJ
cet-15624	1	49	methane	methane	NOUN
cet-15624	1	50	oxidation	oxidation	NOUN
cet-15624	1	51	using	use	VERB
cet-15624	1	52	hybrid	hybrid	ADJ
cet-15624	1	53	gaussian	gaussian	ADJ
cet-15624	1	54	process	process	NOUN
cet-15624	1	55	and	and	CCONJ
cet-15624	1	56	fisher	fisher	PROPN
cet-15624	1	57	information	information	NOUN
cet-15624	1	58	-	-	PUNCT
cet-15624	1	59	based	base	VERB
cet-15624	1	60	experimental	experimental	ADJ
cet-15624	1	61	design	design	NOUN
cet-15624	1	62	strategies	strategy	NOUN
cet-15624	1	63	,	,	PUNCT
cet-15624	1	64	chemical	chemical	ADJ
cet-15624	1	65	engineering	engineering	NOUN
cet-15624	1	66	transactions	transaction	NOUN
cet-15624	1	67	,	,	PUNCT
cet-15624	1	68	119	119	NUM
cet-15624	1	69	,	,	PUNCT
cet-15624	1	70	553	553	NUM
cet-15624	1	71	-	-	SYM
cet-15624	1	72	558	558	NUM
cet-15624	1	73	doi:10.3303	doi:10.3303	NOUN
cet-15624	1	74	/	/	SYM
cet-15624	1	75	cet25119093	cet25119093	NOUN
cet-15624	1	76	chemical	chemical	PROPN
cet-15624	1	77	engineering	engineering	NOUN
cet-15624	1	78	transactions	transaction	NOUN
cet-15624	1	79	vol	vol	NOUN
cet-15624	1	80	.	.	PUNCT
cet-15624	2	1	119	119	NUM
cet-15624	2	2	,	,	PUNCT
cet-15624	2	3	2025	2025	NUM
cet-15624	2	4	a	a	DET
cet-15624	2	5	publication	publication	NOUN
cet-15624	2	6	of	of	ADP
cet-15624	2	7	the	the	DET
cet-15624	2	8	italian	italian	ADJ
cet-15624	2	9	association	association	NOUN
cet-15624	2	10	of	of	ADP
cet-15624	2	11	chemical	chemical	PROPN
cet-15624	2	12	engineering	engineering	NOUN
cet-15624	2	13	online	online	ADV
cet-15624	2	14	at	at	ADP
cet-15624	2	15	www.cetjournal.it	www.cetjournal.it	PROPN
cet-15624	2	16	guest	guest	NOUN
cet-15624	2	17	editors	editor	NOUN
cet-15624	2	18	:	:	PUNCT
cet-15624	2	19	david	david	PROPN
cet-15624	2	20	bogle	bogle	PROPN
cet-15624	2	21	,	,	PUNCT
cet-15624	2	22	flavio	flavio	PROPN
cet-15624	2	23	manenti	manenti	PROPN
cet-15624	2	24	,	,	PUNCT
cet-15624	2	25	piero	piero	PROPN
cet-15624	2	26	salatino	salatino	PROPN
cet-15624	2	27	copyright	copyright	NOUN
cet-15624	3	1	©	©	PROPN
cet-15624	3	2	2025	2025	NUM
cet-15624	3	3	,	,	PUNCT
cet-15624	3	4	aidic	aidic	ADJ
cet-15624	3	5	servizi	servizi	PROPN
cet-15624	3	6	s.r.l	s.r.l	NOUN
cet-15624	3	7	.	.	PUNCT
cet-15624	4	1	isbn	isbn	PROPN
cet-15624	4	2	979	979	NUM
cet-15624	4	3	-	-	SYM
cet-15624	4	4	12	12	NUM
cet-15624	4	5	-	-	PUNCT
cet-15624	4	6	81206	81206	NUM
cet-15624	4	7	-	-	PUNCT
cet-15624	4	8	20	20	NUM
cet-15624	4	9	-	-	SYM
cet-15624	4	10	5	5	NUM
cet-15624	4	11	;	;	PUNCT
cet-15624	4	12	issn	issn	PROPN
cet-15624	4	13	2283	2283	NUM
cet-15624	4	14	-	-	SYM
cet-15624	4	15	9216	9216	NUM
cet-15624	4	16	optimization	optimization	NOUN
cet-15624	4	17	of	of	ADP
cet-15624	4	18	catalytic	catalytic	ADJ
cet-15624	4	19	methane	methane	NOUN
cet-15624	4	20	oxidation	oxidation	NOUN
cet-15624	4	21	using	use	VERB
cet-15624	4	22	hybrid	hybrid	ADJ
cet-15624	4	23	gaussian	gaussian	ADJ
cet-15624	4	24	process	process	NOUN
cet-15624	4	25	and	and	CCONJ
cet-15624	4	26	fisher	fisher	PROPN
cet-15624	4	27	information	information	NOUN
cet-15624	4	28	-	-	PUNCT
cet-15624	4	29	based	base	VERB
cet-15624	4	30	experimental	experimental	ADJ
cet-15624	4	31	design	design	NOUN
cet-15624	4	32	strategies	strategy	NOUN
cet-15624	4	33	michael	michael	PROPN
cet-15624	4	34	aku	aku	PROPN
cet-15624	4	35	,	,	PUNCT
cet-15624	4	36	solomon	solomon	PROPN
cet-15624	4	37	gajere	gajere	PROPN
cet-15624	4	38	bawa	bawa	PROPN
cet-15624	4	39	,	,	PUNCT
cet-15624	4	40	ye	ye	PROPN
cet-15624	4	41	seol	seol	PROPN
cet-15624	4	42	lee	lee	PROPN
cet-15624	4	43	,	,	PUNCT
cet-15624	4	44	federico	federico	PROPN
cet-15624	4	45	galvanin	galvanin	NOUN
cet-15624	4	46	*	*	PUNCT
cet-15624	4	47	department	department	PROPN
cet-15624	4	48	of	of	ADP
cet-15624	4	49	chemical	chemical	PROPN
cet-15624	4	50	engineering	engineering	NOUN
cet-15624	4	51	,	,	PUNCT
cet-15624	4	52	university	university	NOUN
cet-15624	4	53	college	college	PROPN
cet-15624	4	54	london	london	PROPN
cet-15624	4	55	,	,	PUNCT
cet-15624	4	56	torrington	torrington	PROPN
cet-15624	4	57	place	place	PROPN
cet-15624	4	58	,	,	PUNCT
cet-15624	4	59	london	london	PROPN
cet-15624	4	60	,	,	PUNCT
cet-15624	4	61	wc1e	wc1e	PROPN
cet-15624	4	62	7je	7je	NOUN
cet-15624	4	63	,	,	PUNCT
cet-15624	4	64	uk	uk	PROPN
cet-15624	4	65	f.galvanin@ucl.ac.uk	f.galvanin@ucl.ac.uk	VERB
cet-15624	4	66	gaussian	gaussian	ADJ
cet-15624	4	67	process	process	NOUN
cet-15624	4	68	(	(	PUNCT
cet-15624	4	69	gp	gp	NOUN
cet-15624	4	70	)	)	PUNCT
cet-15624	4	71	modelling	modelling	NOUN
cet-15624	4	72	has	have	AUX
cet-15624	4	73	gained	gain	VERB
cet-15624	4	74	momentum	momentum	NOUN
cet-15624	4	75	as	as	ADP
cet-15624	4	76	a	a	DET
cet-15624	4	77	powerful	powerful	ADJ
cet-15624	4	78	data	data	NOUN
cet-15624	4	79	-	-	PUNCT
cet-15624	4	80	driven	drive	VERB
cet-15624	4	81	technique	technique	NOUN
cet-15624	4	82	for	for	ADP
cet-15624	4	83	effectively	effectively	ADV
cet-15624	4	84	modelling	model	VERB
cet-15624	4	85	and	and	CCONJ
cet-15624	4	86	optimizing	optimize	VERB
cet-15624	4	87	complex	complex	ADJ
cet-15624	4	88	reactor	reactor	NOUN
cet-15624	4	89	systems	system	NOUN
cet-15624	4	90	due	due	ADP
cet-15624	4	91	to	to	ADP
cet-15624	4	92	its	its	PRON
cet-15624	4	93	ability	ability	NOUN
cet-15624	4	94	to	to	PART
cet-15624	4	95	predict	predict	VERB
cet-15624	4	96	nonlinear	nonlinear	ADJ
cet-15624	4	97	behaviours	behaviour	NOUN
cet-15624	4	98	and	and	CCONJ
cet-15624	4	99	quantify	quantify	VERB
cet-15624	4	100	prediction	prediction	NOUN
cet-15624	4	101	uncertainty	uncertainty	NOUN
cet-15624	4	102	.	.	PUNCT
cet-15624	5	1	in	in	ADP
cet-15624	5	2	the	the	DET
cet-15624	5	3	context	context	NOUN
cet-15624	5	4	of	of	ADP
cet-15624	5	5	optimal	optimal	ADJ
cet-15624	5	6	experimental	experimental	ADJ
cet-15624	5	7	design	design	NOUN
cet-15624	5	8	,	,	PUNCT
cet-15624	5	9	fisher	fisher	PROPN
cet-15624	5	10	information	information	NOUN
cet-15624	5	11	matrix	matrix	NOUN
cet-15624	5	12	(	(	PUNCT
cet-15624	5	13	fim	fim	NOUN
cet-15624	5	14	)	)	PUNCT
cet-15624	5	15	is	be	AUX
cet-15624	5	16	a	a	DET
cet-15624	5	17	common	common	ADJ
cet-15624	5	18	metric	metric	NOUN
cet-15624	5	19	used	use	VERB
cet-15624	5	20	to	to	PART
cet-15624	5	21	quantify	quantify	VERB
cet-15624	5	22	how	how	SCONJ
cet-15624	5	23	sensitive	sensitive	ADJ
cet-15624	5	24	the	the	DET
cet-15624	5	25	response	response	NOUN
cet-15624	5	26	of	of	ADP
cet-15624	5	27	a	a	DET
cet-15624	5	28	reaction	reaction	NOUN
cet-15624	5	29	system	system	NOUN
cet-15624	5	30	is	be	AUX
cet-15624	5	31	with	with	ADP
cet-15624	5	32	respect	respect	NOUN
cet-15624	5	33	to	to	ADP
cet-15624	5	34	its	its	PRON
cet-15624	5	35	kinetic	kinetic	ADJ
cet-15624	5	36	model	model	NOUN
cet-15624	5	37	parameters	parameter	NOUN
cet-15624	5	38	and	and	CCONJ
cet-15624	5	39	to	to	PART
cet-15624	5	40	quantify	quantify	VERB
cet-15624	5	41	the	the	DET
cet-15624	5	42	prediction	prediction	NOUN
cet-15624	5	43	uncertainty	uncertainty	NOUN
cet-15624	5	44	in	in	ADP
cet-15624	5	45	mechanistic	mechanistic	ADJ
cet-15624	5	46	models	model	NOUN
cet-15624	5	47	.	.	PUNCT
cet-15624	6	1	the	the	DET
cet-15624	6	2	focus	focus	NOUN
cet-15624	6	3	of	of	ADP
cet-15624	6	4	this	this	DET
cet-15624	6	5	research	research	NOUN
cet-15624	6	6	is	be	AUX
cet-15624	6	7	to	to	PART
cet-15624	6	8	understand	understand	VERB
cet-15624	6	9	how	how	SCONJ
cet-15624	6	10	key	key	ADJ
cet-15624	6	11	performance	performance	NOUN
cet-15624	6	12	indicators	indicator	NOUN
cet-15624	6	13	(	(	PUNCT
cet-15624	6	14	kpis	kpis	PROPN
cet-15624	6	15	)	)	PUNCT
cet-15624	6	16	of	of	ADP
cet-15624	6	17	a	a	DET
cet-15624	6	18	reaction	reaction	NOUN
cet-15624	6	19	system	system	NOUN
cet-15624	6	20	are	be	AUX
cet-15624	6	21	influenced	influence	VERB
cet-15624	6	22	by	by	ADP
cet-15624	6	23	the	the	DET
cet-15624	6	24	information	information	NOUN
cet-15624	6	25	content	content	NOUN
cet-15624	6	26	of	of	ADP
cet-15624	6	27	the	the	DET
cet-15624	6	28	experimental	experimental	ADJ
cet-15624	6	29	design	design	NOUN
cet-15624	6	30	space	space	NOUN
cet-15624	6	31	as	as	SCONJ
cet-15624	6	32	quantified	quantify	VERB
cet-15624	6	33	by	by	ADP
cet-15624	6	34	fim	fim	NOUN
cet-15624	6	35	metrics	metric	NOUN
cet-15624	6	36	.	.	PUNCT
cet-15624	7	1	to	to	PART
cet-15624	7	2	achieve	achieve	VERB
cet-15624	7	3	this	this	PRON
cet-15624	7	4	,	,	PUNCT
cet-15624	7	5	a	a	DET
cet-15624	7	6	hybrid	hybrid	ADJ
cet-15624	7	7	technique	technique	NOUN
cet-15624	7	8	that	that	PRON
cet-15624	7	9	combines	combine	VERB
cet-15624	7	10	mechanistic	mechanistic	ADJ
cet-15624	7	11	modelling	modelling	NOUN
cet-15624	7	12	with	with	ADP
cet-15624	7	13	data	data	NOUN
cet-15624	7	14	-	-	PUNCT
cet-15624	7	15	driven	drive	VERB
cet-15624	7	16	gp	gp	NOUN
cet-15624	7	17	modelling	modelling	NOUN
cet-15624	7	18	was	be	AUX
cet-15624	7	19	developed	develop	VERB
cet-15624	7	20	,	,	PUNCT
cet-15624	7	21	where	where	SCONJ
cet-15624	7	22	a	a	DET
cet-15624	7	23	first	first	ADJ
cet-15624	7	24	gp	gp	NOUN
cet-15624	7	25	(	(	PUNCT
cet-15624	7	26	gp1	gp1	NOUN
cet-15624	7	27	)	)	PUNCT
cet-15624	7	28	is	be	AUX
cet-15624	7	29	used	use	VERB
cet-15624	7	30	to	to	PART
cet-15624	7	31	map	map	VERB
cet-15624	7	32	the	the	DET
cet-15624	7	33	relationship	relationship	NOUN
cet-15624	7	34	between	between	ADP
cet-15624	7	35	the	the	DET
cet-15624	7	36	fim	fim	NOUN
cet-15624	7	37	and	and	CCONJ
cet-15624	7	38	kpis	kpis	PROPN
cet-15624	7	39	and	and	CCONJ
cet-15624	7	40	a	a	DET
cet-15624	7	41	second	second	ADJ
cet-15624	7	42	gp	gp	NOUN
cet-15624	7	43	(	(	PUNCT
cet-15624	7	44	gp2	gp2	PROPN
cet-15624	7	45	)	)	PUNCT
cet-15624	7	46	is	be	AUX
cet-15624	7	47	used	use	VERB
cet-15624	7	48	to	to	PART
cet-15624	7	49	model	model	VERB
cet-15624	7	50	the	the	DET
cet-15624	7	51	relationship	relationship	NOUN
cet-15624	7	52	between	between	ADP
cet-15624	7	53	operating	operating	NOUN
cet-15624	7	54	conditions	condition	NOUN
cet-15624	7	55	and	and	CCONJ
cet-15624	7	56	fim	fim	NOUN
cet-15624	7	57	using	use	VERB
cet-15624	7	58	actual	actual	ADJ
cet-15624	7	59	lab	lab	NOUN
cet-15624	7	60	data	datum	NOUN
cet-15624	7	61	.	.	PUNCT
cet-15624	8	1	the	the	DET
cet-15624	8	2	approach	approach	NOUN
cet-15624	8	3	was	be	AUX
cet-15624	8	4	tested	test	VERB
cet-15624	8	5	on	on	ADP
cet-15624	8	6	a	a	DET
cet-15624	8	7	case	case	NOUN
cet-15624	8	8	study	study	NOUN
cet-15624	8	9	of	of	ADP
cet-15624	8	10	complete	complete	ADJ
cet-15624	8	11	methane	methane	NOUN
cet-15624	8	12	oxidation	oxidation	NOUN
cet-15624	8	13	,	,	PUNCT
cet-15624	8	14	showing	show	VERB
cet-15624	8	15	a	a	DET
cet-15624	8	16	clear	clear	ADJ
cet-15624	8	17	positive	positive	ADJ
cet-15624	8	18	correlation	correlation	NOUN
cet-15624	8	19	between	between	ADP
cet-15624	8	20	high	high	ADJ
cet-15624	8	21	values	value	NOUN
cet-15624	8	22	of	of	ADP
cet-15624	8	23	fim	fim	PROPN
cet-15624	8	24	metric	metric	ADJ
cet-15624	8	25	and	and	CCONJ
cet-15624	8	26	high	high	ADJ
cet-15624	8	27	conversion	conversion	NOUN
cet-15624	8	28	of	of	ADP
cet-15624	8	29	reactant	reactant	NOUN
cet-15624	8	30	–	–	PUNCT
cet-15624	8	31	the	the	DET
cet-15624	8	32	main	main	ADJ
cet-15624	8	33	kpi	kpi	NOUN
cet-15624	8	34	considered	consider	VERB
cet-15624	8	35	in	in	ADP
cet-15624	8	36	this	this	DET
cet-15624	8	37	study	study	NOUN
cet-15624	8	38	.	.	PUNCT
cet-15624	9	1	1	1	X
cet-15624	9	2	.	.	X
cet-15624	9	3	introduction	introduction	NOUN
cet-15624	9	4	methane	methane	NOUN
cet-15624	9	5	oxidation	oxidation	NOUN
cet-15624	9	6	plays	play	VERB
cet-15624	9	7	an	an	DET
cet-15624	9	8	important	important	ADJ
cet-15624	9	9	role	role	NOUN
cet-15624	9	10	in	in	ADP
cet-15624	9	11	the	the	DET
cet-15624	9	12	process	process	NOUN
cet-15624	9	13	industry	industry	NOUN
cet-15624	9	14	and	and	CCONJ
cet-15624	9	15	has	have	AUX
cet-15624	9	16	been	be	AUX
cet-15624	9	17	pivotal	pivotal	ADJ
cet-15624	9	18	in	in	ADP
cet-15624	9	19	helping	help	VERB
cet-15624	9	20	to	to	PART
cet-15624	9	21	reduce	reduce	VERB
cet-15624	9	22	greenhouse	greenhouse	NOUN
cet-15624	9	23	emissions	emission	NOUN
cet-15624	9	24	,	,	PUNCT
cet-15624	9	25	pollution	pollution	NOUN
cet-15624	9	26	control	control	NOUN
cet-15624	9	27	,	,	PUNCT
cet-15624	9	28	and	and	CCONJ
cet-15624	9	29	natural	natural	ADJ
cet-15624	9	30	gas	gas	NOUN
cet-15624	9	31	combustion	combustion	NOUN
cet-15624	9	32	(	(	PUNCT
cet-15624	9	33	karakurt	karakurt	NOUN
cet-15624	9	34	et	et	PROPN
cet-15624	9	35	al	al	PROPN
cet-15624	9	36	.	.	PROPN
cet-15624	9	37	,	,	PUNCT
cet-15624	9	38	2012	2012	NUM
cet-15624	9	39	)	)	PUNCT
cet-15624	9	40	.	.	PUNCT
cet-15624	10	1	despite	despite	SCONJ
cet-15624	10	2	its	its	PRON
cet-15624	10	3	importance	importance	NOUN
cet-15624	10	4	,	,	PUNCT
cet-15624	10	5	optimizing	optimize	VERB
cet-15624	10	6	methane	methane	NOUN
cet-15624	10	7	reaction	reaction	NOUN
cet-15624	10	8	has	have	AUX
cet-15624	10	9	been	be	AUX
cet-15624	10	10	a	a	DET
cet-15624	10	11	difficult	difficult	ADJ
cet-15624	10	12	one	one	NUM
cet-15624	10	13	owing	owe	VERB
cet-15624	10	14	to	to	ADP
cet-15624	10	15	the	the	DET
cet-15624	10	16	nonlinearity	nonlinearity	NOUN
cet-15624	10	17	of	of	ADP
cet-15624	10	18	its	its	PRON
cet-15624	10	19	kinetic	kinetic	ADJ
cet-15624	10	20	dynamics	dynamic	NOUN
cet-15624	10	21	,	,	PUNCT
cet-15624	10	22	uncertainties	uncertainty	NOUN
cet-15624	10	23	in	in	ADP
cet-15624	10	24	its	its	PRON
cet-15624	10	25	kinetic	kinetic	ADJ
cet-15624	10	26	models	model	NOUN
cet-15624	10	27	,	,	PUNCT
cet-15624	10	28	and	and	CCONJ
cet-15624	10	29	high	high	ADJ
cet-15624	10	30	cost	cost	NOUN
cet-15624	10	31	of	of	ADP
cet-15624	10	32	running	run	VERB
cet-15624	10	33	the	the	DET
cet-15624	10	34	experiments	experiment	NOUN
cet-15624	10	35	(	(	PUNCT
cet-15624	10	36	tao	tao	PROPN
cet-15624	10	37	et	et	PROPN
cet-15624	10	38	al	al	PROPN
cet-15624	10	39	.	.	PROPN
cet-15624	10	40	,	,	PUNCT
cet-15624	10	41	2018	2018	NUM
cet-15624	10	42	)	)	PUNCT
cet-15624	10	43	.	.	PUNCT
cet-15624	11	1	data	data	NOUN
cet-15624	11	2	-	-	PUNCT
cet-15624	11	3	driven	drive	VERB
cet-15624	11	4	methods	method	NOUN
cet-15624	11	5	such	such	ADJ
cet-15624	11	6	as	as	ADP
cet-15624	11	7	gaussian	gaussian	ADJ
cet-15624	11	8	processes	process	NOUN
cet-15624	11	9	(	(	PUNCT
cet-15624	11	10	gps	gps	PROPN
cet-15624	11	11	)	)	PUNCT
cet-15624	11	12	have	have	AUX
cet-15624	11	13	emerged	emerge	VERB
cet-15624	11	14	as	as	ADP
cet-15624	11	15	a	a	DET
cet-15624	11	16	useful	useful	ADJ
cet-15624	11	17	tool	tool	NOUN
cet-15624	11	18	for	for	ADP
cet-15624	11	19	modelling	model	VERB
cet-15624	11	20	complex	complex	ADJ
cet-15624	11	21	reactor	reactor	NOUN
cet-15624	11	22	systems	system	NOUN
cet-15624	11	23	by	by	ADP
cet-15624	11	24	predicting	predict	VERB
cet-15624	11	25	their	their	PRON
cet-15624	11	26	nonlinear	nonlinear	ADJ
cet-15624	11	27	behaviour	behaviour	NOUN
cet-15624	11	28	and	and	CCONJ
cet-15624	11	29	quantifying	quantify	VERB
cet-15624	11	30	prediction	prediction	NOUN
cet-15624	11	31	uncertainty	uncertainty	NOUN
cet-15624	11	32	(	(	PUNCT
cet-15624	11	33	abdar	abdar	NOUN
cet-15624	11	34	et	et	PROPN
cet-15624	11	35	al	al	PROPN
cet-15624	11	36	.	.	PROPN
cet-15624	11	37	,	,	PUNCT
cet-15624	11	38	2011	2011	NUM
cet-15624	11	39	)	)	PUNCT
cet-15624	11	40	.	.	PUNCT
cet-15624	12	1	similarly	similarly	ADV
cet-15624	12	2	,	,	PUNCT
cet-15624	12	3	model	model	NOUN
cet-15624	12	4	-	-	PUNCT
cet-15624	12	5	based	base	VERB
cet-15624	12	6	design	design	NOUN
cet-15624	12	7	of	of	ADP
cet-15624	12	8	experiments	experiment	NOUN
cet-15624	12	9	(	(	PUNCT
cet-15624	12	10	mbdoe	mbdoe	NOUN
cet-15624	12	11	)	)	PUNCT
cet-15624	12	12	approaches	approach	VERB
cet-15624	12	13	leverage	leverage	NOUN
cet-15624	12	14	fisher	fisher	PROPN
cet-15624	12	15	information	information	NOUN
cet-15624	12	16	matrix	matrix	NOUN
cet-15624	12	17	(	(	PUNCT
cet-15624	12	18	fim	fim	NOUN
cet-15624	12	19	)	)	PUNCT
cet-15624	12	20	metrics	metric	NOUN
cet-15624	12	21	by	by	ADP
cet-15624	12	22	quantifying	quantify	VERB
cet-15624	12	23	parameters	parameter	NOUN
cet-15624	12	24	sensitivities	sensitivity	NOUN
cet-15624	12	25	to	to	PART
cet-15624	12	26	aid	aid	VERB
cet-15624	12	27	optimal	optimal	ADJ
cet-15624	12	28	experimental	experimental	ADJ
cet-15624	12	29	design	design	NOUN
cet-15624	12	30	and	and	CCONJ
cet-15624	12	31	minimise	minimise	NOUN
cet-15624	12	32	prediction	prediction	NOUN
cet-15624	12	33	uncertainty	uncertainty	NOUN
cet-15624	12	34	(	(	PUNCT
cet-15624	12	35	cenci	cenci	NOUN
cet-15624	12	36	et	et	PROPN
cet-15624	12	37	al	al	PROPN
cet-15624	12	38	.	.	PROPN
cet-15624	12	39	,	,	PUNCT
cet-15624	12	40	2023	2023	NUM
cet-15624	12	41	)	)	PUNCT
cet-15624	12	42	.	.	PUNCT
cet-15624	13	1	mbdoe	mbdoe	NOUN
cet-15624	13	2	methods	method	NOUN
cet-15624	13	3	identify	identify	VERB
cet-15624	13	4	the	the	DET
cet-15624	13	5	most	most	ADV
cet-15624	13	6	informative	informative	ADJ
cet-15624	13	7	regions	region	NOUN
cet-15624	13	8	of	of	ADP
cet-15624	13	9	the	the	DET
cet-15624	13	10	experimental	experimental	ADJ
cet-15624	13	11	design	design	NOUN
cet-15624	13	12	space	space	NOUN
cet-15624	13	13	for	for	ADP
cet-15624	13	14	parameter	parameter	NOUN
cet-15624	13	15	estimation	estimation	NOUN
cet-15624	13	16	(	(	PUNCT
cet-15624	13	17	friso	friso	PROPN
cet-15624	13	18	and	and	CCONJ
cet-15624	13	19	galvanin	galvanin	VERB
cet-15624	13	20	2024	2024	NUM
cet-15624	13	21	)	)	PUNCT
cet-15624	13	22	,	,	PUNCT
cet-15624	13	23	thereby	thereby	ADV
cet-15624	13	24	improving	improve	VERB
cet-15624	13	25	model	model	NOUN
cet-15624	13	26	identifiability	identifiability	NOUN
cet-15624	13	27	and	and	CCONJ
cet-15624	13	28	reliability	reliability	NOUN
cet-15624	13	29	.	.	PUNCT
cet-15624	14	1	both	both	DET
cet-15624	14	2	gp	gp	NOUN
cet-15624	14	3	-	-	PUNCT
cet-15624	14	4	based	base	VERB
cet-15624	14	5	and	and	CCONJ
cet-15624	14	6	mbdoe	mbdoe	NOUN
cet-15624	14	7	approaches	approach	NOUN
cet-15624	14	8	have	have	AUX
cet-15624	14	9	been	be	AUX
cet-15624	14	10	successfully	successfully	ADV
cet-15624	14	11	applied	apply	VERB
cet-15624	14	12	in	in	ADP
cet-15624	14	13	the	the	DET
cet-15624	14	14	design	design	NOUN
cet-15624	14	15	of	of	ADP
cet-15624	14	16	experiment	experiment	NOUN
cet-15624	14	17	paradigms	paradigm	NOUN
cet-15624	14	18	.	.	PUNCT
cet-15624	15	1	however	however	ADV
cet-15624	15	2	,	,	PUNCT
cet-15624	15	3	their	their	PRON
cet-15624	15	4	combined	combined	ADJ
cet-15624	15	5	potential	potential	NOUN
cet-15624	15	6	to	to	PART
cet-15624	15	7	link	link	VERB
cet-15624	15	8	information	information	NOUN
cet-15624	15	9	content	content	NOUN
cet-15624	15	10	(	(	PUNCT
cet-15624	15	11	measured	measure	VERB
cet-15624	15	12	by	by	ADP
cet-15624	15	13	fim	fim	NOUN
cet-15624	15	14	)	)	PUNCT
cet-15624	15	15	with	with	ADP
cet-15624	15	16	key	key	ADJ
cet-15624	15	17	performance	performance	NOUN
cet-15624	15	18	indicators	indicator	NOUN
cet-15624	15	19	(	(	PUNCT
cet-15624	15	20	kpis	kpis	PROPN
cet-15624	15	21	)	)	PUNCT
cet-15624	15	22	in	in	ADP
cet-15624	15	23	reaction	reaction	NOUN
cet-15624	15	24	systems	system	NOUN
cet-15624	15	25	,	,	PUNCT
cet-15624	15	26	such	such	ADJ
cet-15624	15	27	as	as	ADP
cet-15624	15	28	conversion	conversion	NOUN
cet-15624	15	29	,	,	PUNCT
cet-15624	15	30	selectivity	selectivity	NOUN
cet-15624	15	31	,	,	PUNCT
cet-15624	15	32	and	and	CCONJ
cet-15624	15	33	yield	yield	NOUN
cet-15624	15	34	,	,	PUNCT
cet-15624	15	35	remains	remain	VERB
cet-15624	15	36	largely	largely	ADV
cet-15624	15	37	unexplored	unexplored	ADJ
cet-15624	15	38	—	—	PUNCT
cet-15624	15	39	this	this	PRON
cet-15624	15	40	is	be	AUX
cet-15624	15	41	the	the	DET
cet-15624	15	42	main	main	ADJ
cet-15624	15	43	gap	gap	NOUN
cet-15624	15	44	addressed	address	VERB
cet-15624	15	45	in	in	ADP
cet-15624	15	46	this	this	DET
cet-15624	15	47	work	work	NOUN
cet-15624	15	48	.	.	PUNCT
cet-15624	16	1	gps	gps	PROPN
cet-15624	16	2	are	be	AUX
cet-15624	16	3	well	well	ADV
cet-15624	16	4	regarded	regard	VERB
cet-15624	16	5	for	for	ADP
cet-15624	16	6	their	their	PRON
cet-15624	16	7	ability	ability	NOUN
cet-15624	16	8	to	to	PART
cet-15624	16	9	predict	predict	VERB
cet-15624	16	10	nonlinear	nonlinear	ADJ
cet-15624	16	11	system	system	NOUN
cet-15624	16	12	behaviours	behaviour	NOUN
cet-15624	16	13	with	with	ADP
cet-15624	16	14	high	high	ADJ
cet-15624	16	15	accuracy	accuracy	NOUN
cet-15624	16	16	,	,	PUNCT
cet-15624	16	17	they	they	PRON
cet-15624	16	18	typically	typically	ADV
cet-15624	16	19	do	do	AUX
cet-15624	16	20	not	not	PART
cet-15624	16	21	incorporate	incorporate	VERB
cet-15624	16	22	the	the	DET
cet-15624	16	23	mechanistic	mechanistic	ADJ
cet-15624	16	24	understanding	understanding	NOUN
cet-15624	16	25	embedded	embed	VERB
cet-15624	16	26	in	in	ADP
cet-15624	16	27	traditional	traditional	ADJ
cet-15624	16	28	kinetic	kinetic	ADJ
cet-15624	16	29	models	model	NOUN
cet-15624	16	30	(	(	PUNCT
cet-15624	16	31	samuel	samuel	PROPN
cet-15624	16	32	et	et	PROPN
cet-15624	16	33	al	al	PROPN
cet-15624	16	34	.	.	PROPN
cet-15624	16	35	,	,	PUNCT
cet-15624	16	36	2024	2024	NUM
cet-15624	16	37	)	)	PUNCT
cet-15624	16	38	.	.	PUNCT
cet-15624	17	1	in	in	ADP
cet-15624	17	2	contrast	contrast	NOUN
cet-15624	17	3	,	,	PUNCT
cet-15624	17	4	fim	fim	NOUN
cet-15624	17	5	-	-	PUNCT
cet-15624	17	6	based	base	VERB
cet-15624	17	7	methods	method	NOUN
cet-15624	17	8	focus	focus	VERB
cet-15624	17	9	on	on	ADP
cet-15624	17	10	parameter	parameter	NOUN
cet-15624	17	11	identifiability	identifiability	NOUN
cet-15624	17	12	but	but	CCONJ
cet-15624	17	13	often	often	ADV
cet-15624	17	14	overlook	overlook	VERB
cet-15624	17	15	direct	direct	ADJ
cet-15624	17	16	influences	influence	NOUN
cet-15624	17	17	of	of	ADP
cet-15624	17	18	the	the	DET
cet-15624	17	19	experimental	experimental	ADJ
cet-15624	17	20	design	design	NOUN
cet-15624	17	21	variables	variable	NOUN
cet-15624	17	22	on	on	ADP
cet-15624	17	23	systemlevel	systemlevel	PROPN
cet-15624	17	24	kpis	kpis	PROPN
cet-15624	17	25	,	,	PUNCT
cet-15624	17	26	which	which	PRON
cet-15624	17	27	are	be	AUX
cet-15624	17	28	essential	essential	ADJ
cet-15624	17	29	for	for	ADP
cet-15624	17	30	operational	operational	ADJ
cet-15624	17	31	and	and	CCONJ
cet-15624	17	32	strategic	strategic	ADJ
cet-15624	17	33	decisions	decision	NOUN
cet-15624	17	34	in	in	ADP
cet-15624	17	35	industry	industry	NOUN
cet-15624	17	36	(	(	PUNCT
cet-15624	17	37	yang	yang	PROPN
cet-15624	17	38	et	et	PROPN
cet-15624	17	39	al	al	PROPN
cet-15624	17	40	.	.	PROPN
cet-15624	17	41	,	,	PUNCT
cet-15624	17	42	2022	2022	NUM
cet-15624	17	43	)	)	PUNCT
cet-15624	17	44	.	.	PUNCT
cet-15624	18	1	designing	design	VERB
cet-15624	18	2	experiments	experiment	NOUN
cet-15624	18	3	that	that	PRON
cet-15624	18	4	simultaneously	simultaneously	ADV
cet-15624	18	5	improve	improve	VERB
cet-15624	18	6	operational	operational	ADJ
cet-15624	18	7	results	result	NOUN
cet-15624	18	8	and	and	CCONJ
cet-15624	18	9	model	model	NOUN
cet-15624	18	10	reliability	reliability	NOUN
cet-15624	18	11	has	have	AUX
cet-15624	18	12	proven	prove	VERB
cet-15624	18	13	challenging	challenge	VERB
cet-15624	18	14	due	due	ADJ
cet-15624	18	15	to	to	ADP
cet-15624	18	16	different	different	ADJ
cet-15624	18	17	limitations	limitation	NOUN
cet-15624	18	18	in	in	ADP
cet-15624	18	19	both	both	DET
cet-15624	18	20	approaches	approach	NOUN
cet-15624	18	21	(	(	PUNCT
cet-15624	18	22	barad	barad	NOUN
cet-15624	18	23	,	,	PUNCT
cet-15624	18	24	2014	2014	NUM
cet-15624	18	25	)	)	PUNCT
cet-15624	18	26	.	.	PUNCT
cet-15624	19	1	for	for	ADP
cet-15624	19	2	example	example	NOUN
cet-15624	19	3	,	,	PUNCT
cet-15624	19	4	when	when	SCONJ
cet-15624	19	5	applying	apply	VERB
cet-15624	19	6	these	these	DET
cet-15624	19	7	techniques	technique	NOUN
cet-15624	19	8	to	to	ADP
cet-15624	19	9	the	the	DET
cet-15624	19	10	reaction	reaction	NOUN
cet-15624	19	11	of	of	ADP
cet-15624	19	12	catalytic	catalytic	ADJ
cet-15624	19	13	methane	methane	NOUN
cet-15624	19	14	oxidation	oxidation	NOUN
cet-15624	19	15	in	in	ADP
cet-15624	19	16	flow	flow	NOUN
cet-15624	19	17	(	(	PUNCT
cet-15624	19	18	bawa	bawa	PROPN
cet-15624	19	19	et	et	PROPN
cet-15624	19	20	al	al	PROPN
cet-15624	19	21	.	.	PROPN
cet-15624	19	22	,	,	PUNCT
cet-15624	19	23	2023	2023	NUM
cet-15624	19	24	)	)	PUNCT
cet-15624	19	25	fim	fim	NOUN
cet-15624	19	26	-	-	PUNCT
cet-15624	19	27	driven	drive	VERB
cet-15624	19	28	methods	method	NOUN
cet-15624	19	29	might	might	AUX
cet-15624	19	30	find	find	VERB
cet-15624	19	31	optimal	optimal	ADJ
cet-15624	19	32	experimental	experimental	ADJ
cet-15624	19	33	conditions	condition	NOUN
cet-15624	19	34	that	that	PRON
cet-15624	19	35	minimize	minimize	VERB
cet-15624	19	36	the	the	DET
cet-15624	19	37	uncertainties	uncertainty	NOUN
cet-15624	19	38	in	in	ADP
cet-15624	19	39	kinetic	kinetic	ADJ
cet-15624	19	40	parameters	parameter	NOUN
cet-15624	19	41	,	,	PUNCT
cet-15624	19	42	but	but	CCONJ
cet-15624	19	43	without	without	ADP
cet-15624	19	44	giving	give	VERB
cet-15624	19	45	priority	priority	NOUN
cet-15624	19	46	to	to	ADP
cet-15624	19	47	conditions	condition	NOUN
cet-15624	19	48	that	that	PRON
cet-15624	19	49	maximize	maximize	VERB
cet-15624	19	50	methane	methane	NOUN
cet-15624	19	51	conversion	conversion	NOUN
cet-15624	19	52	.	.	PUNCT
cet-15624	20	1	the	the	DET
cet-15624	20	2	aim	aim	NOUN
cet-15624	20	3	of	of	ADP
cet-15624	20	4	this	this	DET
cet-15624	20	5	study	study	NOUN
cet-15624	20	6	is	be	AUX
cet-15624	20	7	to	to	PART
cet-15624	20	8	account	account	VERB
cet-15624	20	9	for	for	ADP
cet-15624	20	10	this	this	DET
cet-15624	20	11	limitation	limitation	NOUN
cet-15624	20	12	in	in	ADP
cet-15624	20	13	both	both	DET
cet-15624	20	14	approaches	approach	NOUN
cet-15624	20	15	by	by	ADP
cet-15624	20	16	developing	develop	VERB
cet-15624	20	17	a	a	DET
cet-15624	20	18	hybrid	hybrid	ADJ
cet-15624	20	19	experimental	experimental	ADJ
cet-15624	20	20	design	design	NOUN
cet-15624	20	21	framework	framework	NOUN
cet-15624	20	22	that	that	PRON
cet-15624	20	23	integrates	integrate	VERB
cet-15624	20	24	gp	gp	NOUN
cet-15624	20	25	modelling	modelling	NOUN
cet-15624	20	26	and	and	CCONJ
cet-15624	20	27	fim	fim	VERB
cet-15624	20	28	analysis	analysis	NOUN
cet-15624	20	29	to	to	PART
cet-15624	20	30	optimize	optimize	VERB
cet-15624	20	31	the	the	DET
cet-15624	20	32	design	design	NOUN
cet-15624	20	33	of	of	ADP
cet-15624	20	34	experiments	experiment	NOUN
cet-15624	20	35	in	in	ADP
cet-15624	20	36	catalytic	catalytic	ADJ
cet-15624	20	37	methane	methane	NOUN
cet-15624	20	38	oxidation	oxidation	NOUN
cet-15624	20	39	.	.	PUNCT
cet-15624	21	1	the	the	DET
cet-15624	21	2	proposed	propose	VERB
cet-15624	21	3	framework	framework	NOUN
cet-15624	21	4	correlates	correlate	VERB
cet-15624	21	5	the	the	DET
cet-15624	21	6	system	system	NOUN
cet-15624	21	7	information	information	NOUN
cet-15624	21	8	(	(	PUNCT
cet-15624	21	9	fim	fim	NOUN
cet-15624	21	10	)	)	PUNCT
cet-15624	21	11	gain	gain	NOUN
cet-15624	21	12	with	with	ADP
cet-15624	21	13	the	the	DET
cet-15624	21	14	operational	operational	ADJ
cet-15624	21	15	kpi	kpi	PROPN
cet-15624	21	16	(	(	PUNCT
cet-15624	21	17	methane	methane	NOUN
cet-15624	21	18	conversion	conversion	NOUN
cet-15624	21	19	)	)	PUNCT
cet-15624	21	20	to	to	PART
cet-15624	21	21	identify	identify	VERB
cet-15624	21	22	trade	trade	NOUN
cet-15624	21	23	-	-	PUNCT
cet-15624	21	24	off	off	ADP
cet-15624	21	25	experimental	experimental	ADJ
cet-15624	21	26	conditions	condition	NOUN
cet-15624	21	27	where	where	SCONJ
cet-15624	21	28	high	high	ADJ
cet-15624	21	29	information	information	NOUN
cet-15624	21	30	553	553	NUM
cet-15624	21	31	mailto:f.galvanin@ucl.ac.uk	mailto:f.galvanin@ucl.ac.uk	NOUN
cet-15624	21	32	content	content	NOUN
cet-15624	21	33	aligns	align	VERB
cet-15624	21	34	with	with	ADP
cet-15624	21	35	system	system	NOUN
cet-15624	21	36	optimal	optimal	ADJ
cet-15624	21	37	performance	performance	NOUN
cet-15624	21	38	.	.	PUNCT
cet-15624	22	1	the	the	DET
cet-15624	22	2	hybrid	hybrid	ADJ
cet-15624	22	3	framework	framework	NOUN
cet-15624	22	4	makes	make	VERB
cet-15624	22	5	use	use	NOUN
cet-15624	22	6	of	of	ADP
cet-15624	22	7	two	two	NUM
cet-15624	22	8	synergistic	synergistic	ADJ
cet-15624	22	9	gp	gp	NOUN
cet-15624	22	10	models	model	NOUN
cet-15624	22	11	:	:	PUNCT
cet-15624	23	1	i	i	X
cet-15624	23	2	)	)	PUNCT
cet-15624	23	3	a	a	DET
cet-15624	23	4	first	first	ADJ
cet-15624	23	5	gp	gp	NOUN
cet-15624	23	6	(	(	PUNCT
cet-15624	23	7	gp1	gp1	NOUN
cet-15624	23	8	)	)	PUNCT
cet-15624	23	9	to	to	PART
cet-15624	23	10	map	map	VERB
cet-15624	23	11	fim	fim	NOUN
cet-15624	23	12	scores	score	NOUN
cet-15624	23	13	to	to	ADP
cet-15624	23	14	methane	methane	NOUN
cet-15624	23	15	conversion	conversion	NOUN
cet-15624	23	16	prioritizing	prioritize	VERB
cet-15624	23	17	informative	informative	ADJ
cet-15624	23	18	experiments	experiment	NOUN
cet-15624	23	19	;	;	PUNCT
cet-15624	23	20	ii	ii	X
cet-15624	23	21	)	)	PUNCT
cet-15624	23	22	a	a	DET
cet-15624	23	23	second	second	ADJ
cet-15624	23	24	gp	gp	NOUN
cet-15624	23	25	(	(	PUNCT
cet-15624	23	26	gp2	gp2	PROPN
cet-15624	23	27	)	)	PUNCT
cet-15624	23	28	inversely	inversely	ADV
cet-15624	23	29	links	link	VERB
cet-15624	23	30	reactor	reactor	NOUN
cet-15624	23	31	conditions	condition	NOUN
cet-15624	23	32	to	to	PART
cet-15624	23	33	fim	fim	VERB
cet-15624	23	34	scores	score	NOUN
cet-15624	23	35	,	,	PUNCT
cet-15624	23	36	enabling	enable	VERB
cet-15624	23	37	an	an	DET
cet-15624	23	38	inverse	inverse	NOUN
cet-15624	23	39	design	design	NOUN
cet-15624	23	40	strategy	strategy	NOUN
cet-15624	23	41	to	to	PART
cet-15624	23	42	translate	translate	VERB
cet-15624	23	43	optimal	optimal	ADJ
cet-15624	23	44	fim	fim	NOUN
cet-15624	23	45	targets	target	NOUN
cet-15624	23	46	into	into	ADP
cet-15624	23	47	actionable	actionable	ADJ
cet-15624	23	48	operating	operating	NOUN
cet-15624	23	49	conditions	condition	NOUN
cet-15624	23	50	.	.	PUNCT
cet-15624	24	1	validation	validation	NOUN
cet-15624	24	2	through	through	ADP
cet-15624	24	3	sequential	sequential	ADJ
cet-15624	24	4	insilico	insilico	NOUN
cet-15624	24	5	experiments	experiment	NOUN
cet-15624	24	6	and	and	CCONJ
cet-15624	24	7	real	real	ADJ
cet-15624	24	8	experiments	experiment	NOUN
cet-15624	24	9	demonstrates	demonstrate	VERB
cet-15624	24	10	how	how	SCONJ
cet-15624	24	11	this	this	DET
cet-15624	24	12	dual	dual	ADJ
cet-15624	24	13	-	-	PUNCT
cet-15624	24	14	gp	gp	NOUN
cet-15624	24	15	approach	approach	NOUN
cet-15624	24	16	reduces	reduce	VERB
cet-15624	24	17	experimental	experimental	ADJ
cet-15624	24	18	costs	cost	NOUN
cet-15624	24	19	while	while	SCONJ
cet-15624	24	20	improving	improve	VERB
cet-15624	24	21	kpi	kpi	ADJ
cet-15624	24	22	predictions	prediction	NOUN
cet-15624	24	23	.	.	PUNCT
cet-15624	25	1	2	2	X
cet-15624	25	2	.	.	X
cet-15624	25	3	methodology	methodology	NOUN
cet-15624	25	4	2.1	2.1	NUM
cet-15624	25	5	proposed	propose	VERB
cet-15624	25	6	hybrid	hybrid	NOUN
cet-15624	25	7	workflow	workflow	NOUN
cet-15624	25	8	a	a	DET
cet-15624	25	9	schematic	schematic	ADJ
cet-15624	25	10	for	for	ADP
cet-15624	25	11	the	the	DET
cet-15624	25	12	proposed	propose	VERB
cet-15624	25	13	hybrid	hybrid	ADJ
cet-15624	25	14	workflow	workflow	NOUN
cet-15624	25	15	combining	combine	VERB
cet-15624	25	16	two	two	NUM
cet-15624	25	17	gaussian	gaussian	ADJ
cet-15624	25	18	processes	process	NOUN
cet-15624	25	19	(	(	PUNCT
cet-15624	25	20	gp1	gp1	NOUN
cet-15624	25	21	and	and	CCONJ
cet-15624	25	22	gp2	gp2	PROPN
cet-15624	25	23	)	)	PUNCT
cet-15624	25	24	and	and	CCONJ
cet-15624	25	25	fim	fim	VERB
cet-15624	25	26	analysis	analysis	NOUN
cet-15624	25	27	is	be	AUX
cet-15624	25	28	shown	show	VERB
cet-15624	25	29	in	in	ADP
cet-15624	25	30	figure	figure	NOUN
cet-15624	25	31	1	1	NUM
cet-15624	25	32	.	.	PUNCT
cet-15624	26	1	in	in	ADP
cet-15624	26	2	the	the	DET
cet-15624	26	3	workflow	workflow	NOUN
cet-15624	26	4	gp1	gp1	NOUN
cet-15624	26	5	is	be	AUX
cet-15624	26	6	a	a	DET
cet-15624	26	7	forward	forward	ADJ
cet-15624	26	8	gp	gp	NOUN
cet-15624	26	9	model	model	NOUN
cet-15624	26	10	that	that	PRON
cet-15624	26	11	maps	map	VERB
cet-15624	26	12	the	the	DET
cet-15624	26	13	fim	fim	PROPN
cet-15624	26	14	score	score	NOUN
cet-15624	26	15	,	,	PUNCT
cet-15624	26	16	a	a	DET
cet-15624	26	17	metric	metric	NOUN
cet-15624	26	18	of	of	ADP
cet-15624	26	19	information	information	NOUN
cet-15624	26	20	on	on	ADP
cet-15624	26	21	mechanistic	mechanistic	ADJ
cet-15624	26	22	model	model	NOUN
cet-15624	26	23	parameters	parameter	NOUN
cet-15624	26	24	,	,	PUNCT
cet-15624	26	25	to	to	ADP
cet-15624	26	26	methane	methane	NOUN
cet-15624	26	27	conversion	conversion	NOUN
cet-15624	26	28	values	value	NOUN
cet-15624	26	29	.	.	PUNCT
cet-15624	27	1	this	this	DET
cet-15624	27	2	model	model	NOUN
cet-15624	27	3	predicts	predict	VERB
cet-15624	27	4	conversion	conversion	NOUN
cet-15624	27	5	outcomes	outcome	NOUN
cet-15624	27	6	and	and	CCONJ
cet-15624	27	7	their	their	PRON
cet-15624	27	8	associated	associated	ADJ
cet-15624	27	9	uncertainties	uncertainty	NOUN
cet-15624	27	10	,	,	PUNCT
cet-15624	27	11	enabling	enable	VERB
cet-15624	27	12	direct	direct	ADJ
cet-15624	27	13	validation	validation	NOUN
cet-15624	27	14	against	against	ADP
cet-15624	27	15	experimental	experimental	ADJ
cet-15624	27	16	or	or	CCONJ
cet-15624	27	17	in	in	ADP
cet-15624	27	18	silico	silico	NOUN
cet-15624	27	19	data	datum	NOUN
cet-15624	27	20	.	.	PUNCT
cet-15624	28	1	gp2	gp2	PROPN
cet-15624	28	2	is	be	AUX
cet-15624	28	3	a	a	DET
cet-15624	28	4	second	second	ADJ
cet-15624	28	5	forward	forward	NOUN
cet-15624	28	6	gp	gp	NOUN
cet-15624	28	7	model	model	NOUN
cet-15624	28	8	that	that	PRON
cet-15624	28	9	links	link	VERB
cet-15624	28	10	reactor	reactor	NOUN
cet-15624	28	11	operating	operating	NOUN
cet-15624	28	12	conditions	condition	NOUN
cet-15624	28	13	(	(	PUNCT
cet-15624	28	14	u	u	NOUN
cet-15624	28	15	)	)	PUNCT
cet-15624	28	16	to	to	PART
cet-15624	28	17	fim	fim	VERB
cet-15624	28	18	scores	score	NOUN
cet-15624	28	19	.	.	PUNCT
cet-15624	29	1	critically	critically	ADV
cet-15624	29	2	,	,	PUNCT
cet-15624	29	3	gp2	gp2	PROPN
cet-15624	29	4	does	do	AUX
cet-15624	29	5	not	not	PART
cet-15624	29	6	estimate	estimate	VERB
cet-15624	29	7	reactor	reactor	NOUN
cet-15624	29	8	conditions	condition	NOUN
cet-15624	29	9	directly	directly	ADV
cet-15624	29	10	;	;	PUNCT
cet-15624	29	11	instead	instead	ADV
cet-15624	29	12	,	,	PUNCT
cet-15624	29	13	its	its	PRON
cet-15624	29	14	inversion	inversion	NOUN
cet-15624	29	15	is	be	AUX
cet-15624	29	16	used	use	VERB
cet-15624	29	17	to	to	PART
cet-15624	29	18	optimize	optimize	VERB
cet-15624	29	19	u	u	NOUN
cet-15624	29	20	for	for	ADP
cet-15624	29	21	target	target	NOUN
cet-15624	29	22	fim	fim	NOUN
cet-15624	29	23	score	score	NOUN
cet-15624	29	24	.	.	PUNCT
cet-15624	30	1	experimental	experimental	ADJ
cet-15624	30	2	data	datum	NOUN
cet-15624	30	3	from	from	ADP
cet-15624	30	4	30	30	NUM
cet-15624	30	5	actual	actual	ADJ
cet-15624	30	6	experimental	experimental	ADJ
cet-15624	30	7	runs	run	NOUN
cet-15624	30	8	by	by	ADP
cet-15624	30	9	bawa	bawa	PROPN
cet-15624	30	10	et	et	PROPN
cet-15624	30	11	al	al	PROPN
cet-15624	30	12	.	.	PROPN
cet-15624	31	1	(	(	PUNCT
cet-15624	31	2	2023	2023	NUM
cet-15624	31	3	)	)	PUNCT
cet-15624	31	4	served	serve	VERB
cet-15624	31	5	as	as	ADP
cet-15624	31	6	the	the	DET
cet-15624	31	7	starting	starting	NOUN
cet-15624	31	8	point	point	NOUN
cet-15624	31	9	for	for	ADP
cet-15624	31	10	gp1	gp1	NOUN
cet-15624	31	11	and	and	CCONJ
cet-15624	31	12	gp2	gp2	PROPN
cet-15624	31	13	.	.	PUNCT
cet-15624	32	1	the	the	DET
cet-15624	32	2	six	six	NUM
cet-15624	32	3	topmost	topmost	ADJ
cet-15624	32	4	informative	informative	ADJ
cet-15624	32	5	experiments	experiment	NOUN
cet-15624	32	6	based	base	VERB
cet-15624	32	7	on	on	ADP
cet-15624	32	8	their	their	PRON
cet-15624	32	9	fim	fim	NOUN
cet-15624	32	10	scores	score	NOUN
cet-15624	32	11	were	be	AUX
cet-15624	32	12	used	use	VERB
cet-15624	32	13	for	for	ADP
cet-15624	32	14	gp1	gp1	NOUN
cet-15624	32	15	while	while	SCONJ
cet-15624	32	16	data	datum	NOUN
cet-15624	32	17	from	from	ADP
cet-15624	32	18	the	the	DET
cet-15624	32	19	full	full	ADJ
cet-15624	32	20	set	set	NOUN
cet-15624	32	21	of	of	ADP
cet-15624	32	22	30	30	NUM
cet-15624	32	23	experiments	experiment	NOUN
cet-15624	32	24	was	be	AUX
cet-15624	32	25	used	use	VERB
cet-15624	32	26	for	for	ADP
cet-15624	32	27	gp2	gp2	PROPN
cet-15624	32	28	.	.	PUNCT
cet-15624	33	1	both	both	DET
cet-15624	33	2	models	model	NOUN
cet-15624	33	3	were	be	AUX
cet-15624	33	4	trained	train	VERB
cet-15624	33	5	and	and	CCONJ
cet-15624	33	6	validated	validate	VERB
cet-15624	33	7	from	from	ADP
cet-15624	33	8	the	the	DET
cet-15624	33	9	existing	exist	VERB
cet-15624	33	10	data	datum	NOUN
cet-15624	33	11	(	(	PUNCT
cet-15624	33	12	gp1	gp1	VERB
cet-15624	33	13	with	with	ADP
cet-15624	33	14	5	5	NUM
cet-15624	33	15	-	-	ADJ
cet-15624	33	16	fold	fold	ADJ
cet-15624	33	17	cross	cross	NOUN
cet-15624	33	18	-	-	NOUN
cet-15624	33	19	validation	validation	ADJ
cet-15624	33	20	,	,	PUNCT
cet-15624	33	21	and	and	CCONJ
cet-15624	33	22	gp2	gp2	PROPN
cet-15624	33	23	with	with	ADP
cet-15624	33	24	a	a	DET
cet-15624	33	25	20	20	NUM
cet-15624	33	26	%	%	NOUN
cet-15624	33	27	test	test	NOUN
cet-15624	33	28	set	set	NOUN
cet-15624	33	29	)	)	PUNCT
cet-15624	33	30	and	and	CCONJ
cet-15624	33	31	an	an	DET
cet-15624	33	32	r²	r²	NOUN
cet-15624	33	33	value	value	NOUN
cet-15624	33	34	above	above	ADP
cet-15624	33	35	0.8	0.8	NUM
cet-15624	33	36	was	be	AUX
cet-15624	33	37	used	use	VERB
cet-15624	33	38	as	as	ADP
cet-15624	33	39	the	the	DET
cet-15624	33	40	stopping	stopping	NOUN
cet-15624	33	41	criterion	criterion	NOUN
cet-15624	33	42	in	in	ADP
cet-15624	33	43	training	training	NOUN
cet-15624	33	44	for	for	ADP
cet-15624	33	45	both	both	DET
cet-15624	33	46	models	model	NOUN
cet-15624	33	47	.	.	PUNCT
cet-15624	34	1	an	an	DET
cet-15624	34	2	r²	r²	NOUN
cet-15624	34	3	threshold	threshold	NOUN
cet-15624	34	4	above	above	ADP
cet-15624	34	5	0.8	0.8	NUM
cet-15624	34	6	was	be	AUX
cet-15624	34	7	selected	select	VERB
cet-15624	34	8	as	as	SCONJ
cet-15624	34	9	it	it	PRON
cet-15624	34	10	reflects	reflect	VERB
cet-15624	34	11	strong	strong	ADJ
cet-15624	34	12	model	model	NOUN
cet-15624	34	13	performance	performance	NOUN
cet-15624	34	14	,	,	PUNCT
cet-15624	34	15	especially	especially	ADV
cet-15624	34	16	in	in	ADP
cet-15624	34	17	small	small	ADJ
cet-15624	34	18	,	,	PUNCT
cet-15624	34	19	noisy	noisy	ADJ
cet-15624	34	20	experimental	experimental	ADJ
cet-15624	34	21	datasets	dataset	NOUN
cet-15624	34	22	where	where	SCONJ
cet-15624	34	23	values	value	NOUN
cet-15624	34	24	above	above	ADP
cet-15624	34	25	0.9	0.9	NUM
cet-15624	34	26	are	be	AUX
cet-15624	34	27	often	often	ADV
cet-15624	34	28	unrealistic	unrealistic	ADJ
cet-15624	34	29	(	(	PUNCT
cet-15624	34	30	li	li	PROPN
cet-15624	34	31	et	et	PROPN
cet-15624	34	32	al	al	PROPN
cet-15624	34	33	.	.	PROPN
cet-15624	34	34	,	,	PUNCT
cet-15624	34	35	2019	2019	NUM
cet-15624	34	36	)	)	PUNCT
cet-15624	34	37	.	.	PUNCT
cet-15624	35	1	once	once	ADV
cet-15624	35	2	trained	train	VERB
cet-15624	35	3	,	,	PUNCT
cet-15624	35	4	gp1	gp1	NOUN
cet-15624	35	5	was	be	AUX
cet-15624	35	6	employed	employ	VERB
cet-15624	35	7	to	to	PART
cet-15624	35	8	design	design	VERB
cet-15624	35	9	the	the	DET
cet-15624	35	10	next	next	ADJ
cet-15624	35	11	sequence	sequence	NOUN
cet-15624	35	12	of	of	ADP
cet-15624	35	13	experiments	experiment	NOUN
cet-15624	35	14	and	and	CCONJ
cet-15624	35	15	predict	predict	VERB
cet-15624	35	16	conversion	conversion	NOUN
cet-15624	35	17	and	and	CCONJ
cet-15624	35	18	corresponding	corresponding	ADJ
cet-15624	35	19	uncertainties	uncertainty	NOUN
cet-15624	35	20	.	.	PUNCT
cet-15624	36	1	gp1	gp1	PROPN
cet-15624	36	2	is	be	AUX
cet-15624	36	3	then	then	ADV
cet-15624	36	4	combined	combine	VERB
cet-15624	36	5	with	with	ADP
cet-15624	36	6	gp2	gp2	PROPN
cet-15624	36	7	in	in	ADP
cet-15624	36	8	the	the	DET
cet-15624	36	9	workflow	workflow	NOUN
cet-15624	36	10	to	to	PART
cet-15624	36	11	determine	determine	VERB
cet-15624	36	12	the	the	DET
cet-15624	36	13	reactor	reactor	NOUN
cet-15624	36	14	conditions	condition	NOUN
cet-15624	36	15	for	for	ADP
cet-15624	36	16	the	the	DET
cet-15624	36	17	designed	design	VERB
cet-15624	36	18	experiments	experiment	NOUN
cet-15624	36	19	.	.	PUNCT
cet-15624	37	1	figure	figure	NOUN
cet-15624	37	2	1	1	NUM
cet-15624	37	3	describes	describe	VERB
cet-15624	37	4	the	the	DET
cet-15624	37	5	integrated	integrate	VERB
cet-15624	37	6	workflow	workflow	NOUN
cet-15624	37	7	where	where	SCONJ
cet-15624	37	8	optimized	optimize	VERB
cet-15624	37	9	gp1	gp1	NOUN
cet-15624	37	10	is	be	AUX
cet-15624	37	11	inverted	invert	VERB
cet-15624	37	12	to	to	PART
cet-15624	37	13	estimate	estimate	VERB
cet-15624	37	14	the	the	DET
cet-15624	37	15	corresponding	correspond	VERB
cet-15624	37	16	fim	fim	NOUN
cet-15624	37	17	score	score	NOUN
cet-15624	37	18	based	base	VERB
cet-15624	37	19	on	on	ADP
cet-15624	37	20	its	its	PRON
cet-15624	37	21	predicted	predict	VERB
cet-15624	37	22	methane	methane	NOUN
cet-15624	37	23	conversion	conversion	NOUN
cet-15624	37	24	.	.	PUNCT
cet-15624	38	1	this	this	DET
cet-15624	38	2	estimated	estimate	VERB
cet-15624	38	3	fim	fim	NOUN
cet-15624	38	4	score	score	NOUN
cet-15624	38	5	then	then	ADV
cet-15624	38	6	serves	serve	VERB
cet-15624	38	7	as	as	ADP
cet-15624	38	8	an	an	DET
cet-15624	38	9	input	input	NOUN
cet-15624	38	10	to	to	ADP
cet-15624	38	11	gp2	gp2	PROPN
cet-15624	38	12	.	.	PUNCT
cet-15624	39	1	using	use	VERB
cet-15624	39	2	an	an	DET
cet-15624	39	3	inverse	inverse	NOUN
cet-15624	39	4	design	design	NOUN
cet-15624	39	5	strategy	strategy	NOUN
cet-15624	39	6	,	,	PUNCT
cet-15624	39	7	gp2	gp2	PROPN
cet-15624	39	8	estimates	estimate	VERB
cet-15624	39	9	the	the	DET
cet-15624	39	10	corresponding	corresponding	ADJ
cet-15624	39	11	optimal	optimal	ADJ
cet-15624	39	12	reactor	reactor	NOUN
cet-15624	39	13	conditions	condition	NOUN
cet-15624	39	14	(	(	PUNCT
cet-15624	39	15	u	u	NOUN
cet-15624	39	16	)	)	PUNCT
cet-15624	39	17	,	,	PUNCT
cet-15624	39	18	and	and	CCONJ
cet-15624	39	19	the	the	DET
cet-15624	39	20	procedure	procedure	NOUN
cet-15624	39	21	continues	continue	VERB
cet-15624	39	22	until	until	SCONJ
cet-15624	39	23	gp1	gp1	NOUN
cet-15624	39	24	prediction	prediction	NOUN
cet-15624	39	25	of	of	ADP
cet-15624	39	26	conversion	conversion	NOUN
cet-15624	39	27	uncertainty	uncertainty	NOUN
cet-15624	39	28	falls	fall	VERB
cet-15624	39	29	below	below	ADP
cet-15624	39	30	a	a	DET
cet-15624	39	31	threshold	threshold	NOUN
cet-15624	39	32	set	set	VERB
cet-15624	39	33	by	by	ADP
cet-15624	39	34	the	the	DET
cet-15624	39	35	user	user	NOUN
cet-15624	39	36	(	(	PUNCT
cet-15624	39	37	here	here	ADV
cet-15624	39	38	1	1	NUM
cet-15624	39	39	%	%	NOUN
cet-15624	39	40	)	)	PUNCT
cet-15624	39	41	.	.	PUNCT
cet-15624	40	1	an	an	DET
cet-15624	40	2	additional	additional	ADJ
cet-15624	40	3	validation	validation	NOUN
cet-15624	40	4	of	of	ADP
cet-15624	40	5	gp1	gp1	NOUN
cet-15624	40	6	conversion	conversion	NOUN
cet-15624	40	7	is	be	AUX
cet-15624	40	8	done	do	VERB
cet-15624	40	9	by	by	ADP
cet-15624	40	10	conducting	conduct	VERB
cet-15624	40	11	in	in	ADP
cet-15624	40	12	silico	silico	NOUN
cet-15624	40	13	experiments	experiment	NOUN
cet-15624	40	14	to	to	PART
cet-15624	40	15	estimate	estimate	VERB
cet-15624	40	16	the	the	DET
cet-15624	40	17	conversion	conversion	NOUN
cet-15624	40	18	at	at	ADP
cet-15624	40	19	the	the	DET
cet-15624	40	20	predicted	predict	VERB
cet-15624	40	21	optimal	optimal	ADJ
cet-15624	40	22	reactor	reactor	NOUN
cet-15624	40	23	conditions	condition	NOUN
cet-15624	40	24	(	(	PUNCT
cet-15624	40	25	u	u	NOUN
cet-15624	40	26	)	)	PUNCT
cet-15624	40	27	.	.	PUNCT
cet-15624	41	1	figure	figure	VERB
cet-15624	41	2	1	1	NUM
cet-15624	41	3	:	:	PUNCT
cet-15624	41	4	schematic	schematic	ADJ
cet-15624	41	5	workflow	workflow	NOUN
cet-15624	41	6	illustrating	illustrate	VERB
cet-15624	41	7	the	the	DET
cet-15624	41	8	sequential	sequential	ADJ
cet-15624	41	9	use	use	NOUN
cet-15624	41	10	of	of	ADP
cet-15624	41	11	gp1	gp1	NOUN
cet-15624	41	12	(	(	PUNCT
cet-15624	41	13	green	green	PROPN
cet-15624	41	14	box	box	PROPN
cet-15624	41	15	)	)	PUNCT
cet-15624	41	16	and	and	CCONJ
cet-15624	41	17	gp2	gp2	PROPN
cet-15624	41	18	(	(	PUNCT
cet-15624	41	19	blue	blue	PROPN
cet-15624	41	20	box	box	PROPN
cet-15624	41	21	)	)	PUNCT
cet-15624	41	22	models	model	NOUN
cet-15624	41	23	.	.	PUNCT
cet-15624	42	1	the	the	DET
cet-15624	42	2	procedure	procedure	NOUN
cet-15624	42	3	for	for	ADP
cet-15624	42	4	gp1	gp1	NOUN
cet-15624	42	5	-	-	PUNCT
cet-15624	42	6	gp2	gp2	PROPN
cet-15624	42	7	workflow	workflow	NOUN
cet-15624	42	8	shown	show	VERB
cet-15624	42	9	in	in	ADP
cet-15624	42	10	figure	figure	NOUN
cet-15624	42	11	1	1	NUM
cet-15624	42	12	is	be	AUX
cet-15624	42	13	articulated	articulate	VERB
cet-15624	42	14	in	in	ADP
cet-15624	42	15	the	the	DET
cet-15624	42	16	key	key	ADJ
cet-15624	42	17	steps	step	NOUN
cet-15624	42	18	below	below	ADP
cet-15624	42	19	:	:	PUNCT
cet-15624	42	20	1	1	X
cet-15624	42	21	.	.	X
cet-15624	42	22	start	start	VERB
cet-15624	42	23	:	:	PUNCT
cet-15624	42	24	an	an	DET
cet-15624	42	25	optimization	optimization	NOUN
cet-15624	42	26	of	of	ADP
cet-15624	42	27	gp1	gp1	PROPN
cet-15624	42	28	’s	’s	PART
cet-15624	42	29	acquisition	acquisition	NOUN
cet-15624	42	30	function	function	NOUN
cet-15624	42	31	,	,	PUNCT
cet-15624	42	32	whose	whose	DET
cet-15624	42	33	objective	objective	NOUN
cet-15624	42	34	is	be	AUX
cet-15624	42	35	to	to	PART
cet-15624	42	36	optimize	optimize	VERB
cet-15624	42	37	methane	methane	NOUN
cet-15624	42	38	conversion	conversion	NOUN
cet-15624	42	39	,	,	PUNCT
cet-15624	42	40	is	be	AUX
cet-15624	42	41	carried	carry	VERB
cet-15624	42	42	out	out	ADP
cet-15624	42	43	.	.	PUNCT
cet-15624	43	1	after	after	ADP
cet-15624	43	2	the	the	DET
cet-15624	43	3	optimization	optimization	NOUN
cet-15624	43	4	,	,	PUNCT
cet-15624	43	5	gp1	gp1	PROPN
cet-15624	43	6	is	be	AUX
cet-15624	43	7	then	then	ADV
cet-15624	43	8	used	use	VERB
cet-15624	43	9	to	to	PART
cet-15624	43	10	predict	predict	VERB
cet-15624	43	11	and	and	CCONJ
cet-15624	43	12	design	design	VERB
cet-15624	43	13	one	one	NUM
cet-15624	43	14	experiments	experiment	NOUN
cet-15624	43	15	at	at	ADP
cet-15624	43	16	a	a	DET
cet-15624	43	17	time	time	NOUN
cet-15624	43	18	until	until	SCONJ
cet-15624	43	19	the	the	DET
cet-15624	43	20	stopping	stopping	NOUN
cet-15624	43	21	criterion	criterion	NOUN
cet-15624	43	22	is	be	AUX
cet-15624	43	23	met	meet	VERB
cet-15624	43	24	.	.	PUNCT
cet-15624	44	1	2	2	X
cet-15624	44	2	.	.	X
cet-15624	44	3	gp1	gp1	NOUN
cet-15624	44	4	predictions	prediction	NOUN
cet-15624	44	5	:	:	PUNCT
cet-15624	44	6	the	the	DET
cet-15624	44	7	optimized	optimize	VERB
cet-15624	44	8	gp1	gp1	NOUN
cet-15624	44	9	predicts	predict	VERB
cet-15624	44	10	conversion	conversion	NOUN
cet-15624	44	11	of	of	ADP
cet-15624	44	12	methane	methane	NOUN
cet-15624	44	13	and	and	CCONJ
cet-15624	44	14	corresponding	correspond	VERB
cet-15624	44	15	uncertainty	uncertainty	NOUN
cet-15624	44	16	.	.	PUNCT
cet-15624	45	1	3	3	X
cet-15624	45	2	.	.	X
cet-15624	45	3	gp1	gp1	NOUN
cet-15624	45	4	inversion	inversion	NOUN
cet-15624	45	5	:	:	PUNCT
cet-15624	45	6	gp1	gp1	NOUN
cet-15624	45	7	is	be	AUX
cet-15624	45	8	inverted	invert	VERB
cet-15624	45	9	to	to	PART
cet-15624	45	10	estimate	estimate	VERB
cet-15624	45	11	the	the	DET
cet-15624	45	12	corresponding	correspond	VERB
cet-15624	45	13	fim	fim	NOUN
cet-15624	45	14	at	at	ADP
cet-15624	45	15	the	the	DET
cet-15624	45	16	predicted	predict	VERB
cet-15624	45	17	conversion	conversion	NOUN
cet-15624	45	18	.	.	PUNCT
cet-15624	46	1	4	4	X
cet-15624	46	2	.	.	X
cet-15624	46	3	gp2	gp2	PROPN
cet-15624	46	4	inputs	input	NOUN
cet-15624	46	5	:	:	PUNCT
cet-15624	46	6	the	the	DET
cet-15624	46	7	estimated	estimate	VERB
cet-15624	46	8	fim	fim	NOUN
cet-15624	46	9	score	score	NOUN
cet-15624	46	10	from	from	ADP
cet-15624	46	11	the	the	DET
cet-15624	46	12	inverted	inverted	ADJ
cet-15624	46	13	gp1	gp1	NOUN
cet-15624	46	14	is	be	AUX
cet-15624	46	15	then	then	ADV
cet-15624	46	16	used	use	VERB
cet-15624	46	17	as	as	ADP
cet-15624	46	18	inputs	input	NOUN
cet-15624	46	19	into	into	ADP
cet-15624	46	20	the	the	DET
cet-15624	46	21	gp2	gp2	PROPN
cet-15624	46	22	5	5	NUM
cet-15624	46	23	.	.	PUNCT
cet-15624	47	1	gp2	gp2	NOUN
cet-15624	47	2	inversion	inversion	NOUN
cet-15624	47	3	:	:	PUNCT
cet-15624	48	1	gp2	gp2	PROPN
cet-15624	48	2	is	be	AUX
cet-15624	48	3	inverted	invert	VERB
cet-15624	48	4	to	to	PART
cet-15624	48	5	estimate	estimate	VERB
cet-15624	48	6	the	the	DET
cet-15624	48	7	corresponding	correspond	VERB
cet-15624	48	8	reactor	reactor	NOUN
cet-15624	48	9	condition	condition	NOUN
cet-15624	48	10	u	u	PROPN
cet-15624	48	11	,	,	PUNCT
cet-15624	48	12	based	base	VERB
cet-15624	48	13	on	on	ADP
cet-15624	48	14	the	the	DET
cet-15624	48	15	inputted	inputte	VERB
cet-15624	48	16	fim	fim	NOUN
cet-15624	48	17	score	score	NOUN
cet-15624	48	18	estimated	estimate	VERB
cet-15624	48	19	by	by	ADP
cet-15624	48	20	gp1	gp1	NOUN
cet-15624	48	21	inversion	inversion	NOUN
cet-15624	48	22	.	.	PUNCT
cet-15624	49	1	6	6	X
cet-15624	49	2	.	.	X
cet-15624	49	3	in	in	ADP
cet-15624	49	4	silico	silico	NOUN
cet-15624	49	5	experiment	experiment	NOUN
cet-15624	49	6	:	:	PUNCT
cet-15624	49	7	estimated	estimate	VERB
cet-15624	49	8	reactor	reactor	NOUN
cet-15624	49	9	conditions	condition	NOUN
cet-15624	49	10	from	from	ADP
cet-15624	49	11	gp2	gp2	PROPN
cet-15624	49	12	inversion	inversion	NOUN
cet-15624	49	13	are	be	AUX
cet-15624	49	14	then	then	ADV
cet-15624	49	15	used	use	VERB
cet-15624	49	16	to	to	PART
cet-15624	49	17	run	run	VERB
cet-15624	49	18	computer	computer	NOUN
cet-15624	49	19	simulated	simulate	VERB
cet-15624	49	20	experiments	experiment	NOUN
cet-15624	49	21	.	.	PUNCT
cet-15624	50	1	stopping	stop	VERB
cet-15624	50	2	criterion	criterion	NOUN
cet-15624	50	3	:	:	PUNCT
cet-15624	50	4	the	the	DET
cet-15624	50	5	workflow	workflow	NOUN
cet-15624	50	6	continues	continue	VERB
cet-15624	50	7	and	and	CCONJ
cet-15624	50	8	only	only	ADV
cet-15624	50	9	stops	stop	NOUN
cet-15624	50	10	when	when	SCONJ
cet-15624	50	11	the	the	DET
cet-15624	50	12	gp1	gp1	NOUN
cet-15624	50	13	predicted	predict	VERB
cet-15624	50	14	uncertainty	uncertainty	NOUN
cet-15624	50	15	on	on	ADP
cet-15624	50	16	the	the	DET
cet-15624	50	17	kpi	kpi	PROPN
cet-15624	50	18	falls	fall	NOUN
cet-15624	50	19	below	below	ADP
cet-15624	50	20	1	1	NUM
cet-15624	50	21	%	%	NOUN
cet-15624	50	22	.	.	PUNCT
cet-15624	51	1	the	the	DET
cet-15624	51	2	procedure	procedure	NOUN
cet-15624	51	3	detailed	detail	VERB
cet-15624	51	4	above	above	ADV
cet-15624	51	5	has	have	AUX
cet-15624	51	6	been	be	AUX
cet-15624	51	7	applied	apply	VERB
cet-15624	51	8	to	to	ADP
cet-15624	51	9	a	a	DET
cet-15624	51	10	gas	gas	NOUN
cet-15624	51	11	phase	phase	NOUN
cet-15624	51	12	flow	flow	NOUN
cet-15624	51	13	reactor	reactor	NOUN
cet-15624	51	14	model	model	NOUN
cet-15624	51	15	where	where	SCONJ
cet-15624	51	16	a	a	DET
cet-15624	51	17	reaction	reaction	NOUN
cet-15624	51	18	of	of	ADP
cet-15624	51	19	catalytic	catalytic	ADJ
cet-15624	51	20	methane	methane	NOUN
cet-15624	51	21	oxidation	oxidation	NOUN
cet-15624	51	22	occurs	occur	VERB
cet-15624	51	23	(	(	PUNCT
cet-15624	51	24	bawa	bawa	PROPN
cet-15624	51	25	et	et	PROPN
cet-15624	51	26	al	al	PROPN
cet-15624	51	27	.	.	PROPN
cet-15624	51	28	,	,	PUNCT
cet-15624	51	29	2023	2023	NUM
cet-15624	51	30	;	;	PUNCT
cet-15624	51	31	pankajakshan	pankajakshan	PROPN
cet-15624	51	32	et	et	PROPN
cet-15624	51	33	al	al	PROPN
cet-15624	51	34	.	.	PROPN
cet-15624	51	35	,	,	PUNCT
cet-15624	51	36	2023	2023	NUM
cet-15624	51	37	)	)	PUNCT
cet-15624	51	38	.	.	PUNCT
cet-15624	52	1	models	model	NOUN
cet-15624	52	2	used	use	VERB
cet-15624	52	3	in	in	ADP
cet-15624	52	4	the	the	DET
cet-15624	52	5	mechanistic	mechanistic	ADJ
cet-15624	52	6	part	part	NOUN
cet-15624	52	7	of	of	ADP
cet-15624	52	8	the	the	DET
cet-15624	52	9	framework	framework	NOUN
cet-15624	52	10	(	(	PUNCT
cet-15624	52	11	fim	fim	INTJ
cet-15624	52	12	evaluation	evaluation	NOUN
cet-15624	52	13	)	)	PUNCT
cet-15624	52	14	and	and	CCONJ
cet-15624	52	15	the	the	DET
cet-15624	52	16	data	data	NOUN
cet-15624	52	17	-	-	PUNCT
cet-15624	52	18	driven	drive	VERB
cet-15624	52	19	part	part	NOUN
cet-15624	52	20	(	(	PUNCT
cet-15624	52	21	gps	gps	PROPN
cet-15624	52	22	)	)	PUNCT
cet-15624	52	23	are	be	AUX
cet-15624	52	24	detailed	detail	VERB
cet-15624	52	25	in	in	ADP
cet-15624	52	26	the	the	DET
cet-15624	52	27	following	follow	VERB
cet-15624	52	28	sections	section	NOUN
cet-15624	52	29	.	.	PUNCT
cet-15624	53	1	554	554	NUM
cet-15624	53	2	2.2	2.2	NUM
cet-15624	53	3	reactor	reactor	NOUN
cet-15624	53	4	model	model	NOUN
cet-15624	53	5	for	for	ADP
cet-15624	53	6	methane	methane	NOUN
cet-15624	53	7	oxidation	oxidation	NOUN
cet-15624	53	8	the	the	DET
cet-15624	53	9	methane	methane	NOUN
cet-15624	53	10	oxidation	oxidation	NOUN
cet-15624	53	11	system	system	NOUN
cet-15624	53	12	is	be	AUX
cet-15624	53	13	governed	govern	VERB
cet-15624	53	14	by	by	ADP
cet-15624	53	15	a	a	DET
cet-15624	53	16	set	set	NOUN
cet-15624	53	17	of	of	ADP
cet-15624	53	18	differential	differential	ADJ
cet-15624	53	19	-	-	PUNCT
cet-15624	53	20	algebraic	algebraic	ADJ
cet-15624	53	21	equations	equation	NOUN
cet-15624	53	22	(	(	PUNCT
cet-15624	53	23	daes	daes	PROPN
cet-15624	53	24	)	)	PUNCT
cet-15624	53	25	describing	describe	VERB
cet-15624	53	26	state	state	NOUN
cet-15624	53	27	variables	variable	NOUN
cet-15624	53	28	,	,	PUNCT
cet-15624	53	29	inputs	input	NOUN
cet-15624	53	30	,	,	PUNCT
cet-15624	53	31	and	and	CCONJ
cet-15624	53	32	measured	measured	ADJ
cet-15624	53	33	outputs	output	NOUN
cet-15624	53	34	:	:	PUNCT
cet-15624	53	35	𝑓	𝑓	X
cet-15624	53	36	(	(	PUNCT
cet-15624	53	37	�	�	PROPN
cet-15624	53	38	̇	̇	PROPN
cet-15624	53	39	�	�	PROPN
cet-15624	53	40	,	,	PUNCT
cet-15624	53	41	𝐱	𝐱	PROPN
cet-15624	53	42	,	,	PUNCT
cet-15624	53	43	𝐮	𝐮	PROPN
cet-15624	53	44	,	,	PUNCT
cet-15624	53	45	𝛉	𝛉	X
cet-15624	53	46	,	,	PUNCT
cet-15624	53	47	𝑡	𝑡	X
cet-15624	53	48	)	)	PUNCT
cet-15624	53	49	=	=	SYM
cet-15624	53	50	0	0	PUNCT
cet-15624	54	1	(	(	PUNCT
cet-15624	54	2	1	1	NUM
cet-15624	54	3	)	)	PUNCT
cet-15624	54	4	𝐲	𝐲	ADP
cet-15624	54	5	=	=	PUNCT
cet-15624	54	6	ℎ(𝐱	ℎ(𝐱	PROPN
cet-15624	54	7	,	,	PUNCT
cet-15624	54	8	𝐮	𝐮	PROPN
cet-15624	54	9	,	,	PUNCT
cet-15624	54	10	𝐯	𝐯	NOUN
cet-15624	54	11	)	)	PUNCT
cet-15624	54	12	(	(	PUNCT
cet-15624	54	13	2	2	X
cet-15624	54	14	)	)	PUNCT
cet-15624	54	15	where	where	SCONJ
cet-15624	54	16	𝐱	𝐱	PROPN
cet-15624	54	17	𝜖	𝜖	X
cet-15624	54	18	𝑅𝑛𝑥	𝑅𝑛𝑥	PROPN
cet-15624	54	19	is	be	AUX
cet-15624	54	20	the	the	DET
cet-15624	54	21	vector	vector	NOUN
cet-15624	54	22	of	of	ADP
cet-15624	54	23	state	state	NOUN
cet-15624	54	24	variables	variable	NOUN
cet-15624	54	25	,	,	PUNCT
cet-15624	54	26	�	�	PROPN
cet-15624	54	27	̇̇	̇̇	NOUN
cet-15624	54	28	�	�	PROPN
cet-15624	54	29	is	be	AUX
cet-15624	54	30	their	their	PRON
cet-15624	54	31	derivative	derivative	NOUN
cet-15624	54	32	with	with	ADP
cet-15624	54	33	respect	respect	NOUN
cet-15624	54	34	to	to	ADP
cet-15624	54	35	time	time	NOUN
cet-15624	54	36	𝑡	𝑡	PROPN
cet-15624	54	37	,	,	PUNCT
cet-15624	54	38	𝐮	𝐮	PROPN
cet-15624	54	39	𝜖	𝜖	PROPN
cet-15624	54	40	𝑅𝑛𝑢	𝑅𝑛𝑢	PROPN
cet-15624	54	41	the	the	DET
cet-15624	54	42	vector	vector	NOUN
cet-15624	54	43	of	of	ADP
cet-15624	54	44	manipulated	manipulate	VERB
cet-15624	54	45	input	input	NOUN
cet-15624	54	46	variables	variable	NOUN
cet-15624	54	47	,	,	PUNCT
cet-15624	54	48	assumed	assume	VERB
cet-15624	54	49	to	to	PART
cet-15624	54	50	be	be	AUX
cet-15624	54	51	time	time	NOUN
cet-15624	54	52	-	-	PUNCT
cet-15624	54	53	invariant	invariant	ADJ
cet-15624	54	54	in	in	ADP
cet-15624	54	55	this	this	DET
cet-15624	54	56	study	study	NOUN
cet-15624	54	57	,	,	PUNCT
cet-15624	54	58	and	and	CCONJ
cet-15624	54	59	𝛉	𝛉	X
cet-15624	54	60	𝜖	𝜖	PROPN
cet-15624	54	61	𝑅𝑛𝜃	𝑅𝑛𝜃	VERB
cet-15624	54	62	the	the	DET
cet-15624	54	63	vector	vector	NOUN
cet-15624	54	64	of	of	ADP
cet-15624	54	65	model	model	NOUN
cet-15624	54	66	parameters	parameter	NOUN
cet-15624	54	67	.	.	PUNCT
cet-15624	55	1	the	the	DET
cet-15624	55	2	output	output	NOUN
cet-15624	55	3	vector	vector	NOUN
cet-15624	55	4	𝐲	𝐲	ADP
cet-15624	55	5	𝜖	𝜖	PROPN
cet-15624	55	6	𝑅𝑛𝑦	𝑅𝑛𝑦	PROPN
cet-15624	55	7	denote	denote	VERB
cet-15624	55	8	the	the	DET
cet-15624	55	9	vectors	vector	NOUN
cet-15624	55	10	of	of	ADP
cet-15624	55	11	response	response	NOUN
cet-15624	55	12	variables	variable	NOUN
cet-15624	55	13	that	that	PRON
cet-15624	55	14	are	be	AUX
cet-15624	55	15	measurable	measurable	ADJ
cet-15624	55	16	(	(	PUNCT
cet-15624	55	17	asprey	asprey	NOUN
cet-15624	55	18	and	and	CCONJ
cet-15624	55	19	macchietto	macchietto	NOUN
cet-15624	55	20	,	,	PUNCT
cet-15624	55	21	2000	2000	NUM
cet-15624	55	22	)	)	PUNCT
cet-15624	55	23	and	and	CCONJ
cet-15624	55	24	𝐯	𝐯	X
cet-15624	55	25	𝜖	𝜖	PROPN
cet-15624	56	1	𝑅𝑛𝑣	𝑅𝑛𝑣	PROPN
cet-15624	56	2	denoted	denote	VERB
cet-15624	56	3	the	the	DET
cet-15624	56	4	process	process	NOUN
cet-15624	56	5	or	or	CCONJ
cet-15624	56	6	measurement	measurement	NOUN
cet-15624	56	7	noise	noise	NOUN
cet-15624	56	8	.	.	PUNCT
cet-15624	57	1	although	although	SCONJ
cet-15624	57	2	the	the	DET
cet-15624	57	3	general	general	ADJ
cet-15624	57	4	system	system	NOUN
cet-15624	57	5	formulation	formulation	NOUN
cet-15624	57	6	in	in	ADP
cet-15624	57	7	equations	equation	NOUN
cet-15624	57	8	(	(	PUNCT
cet-15624	57	9	1	1	NUM
cet-15624	57	10	)	)	PUNCT
cet-15624	57	11	and	and	CCONJ
cet-15624	57	12	(	(	PUNCT
cet-15624	57	13	2	2	X
cet-15624	57	14	)	)	PUNCT
cet-15624	57	15	are	be	AUX
cet-15624	57	16	expressed	express	VERB
cet-15624	57	17	with	with	ADP
cet-15624	57	18	respect	respect	NOUN
cet-15624	57	19	to	to	ADP
cet-15624	57	20	time	time	NOUN
cet-15624	57	21	𝑡	𝑡	PROPN
cet-15624	57	22	,	,	PUNCT
cet-15624	57	23	the	the	DET
cet-15624	57	24	reactor	reactor	NOUN
cet-15624	57	25	model	model	NOUN
cet-15624	57	26	employed	employ	VERB
cet-15624	57	27	in	in	ADP
cet-15624	57	28	this	this	DET
cet-15624	57	29	study	study	NOUN
cet-15624	57	30	is	be	AUX
cet-15624	57	31	defined	define	VERB
cet-15624	57	32	with	with	ADP
cet-15624	57	33	respect	respect	NOUN
cet-15624	57	34	to	to	ADP
cet-15624	57	35	catalyst	catalyst	NOUN
cet-15624	57	36	mass	mass	NOUN
cet-15624	57	37	𝑤	𝑤	PROPN
cet-15624	57	38	as	as	ADP
cet-15624	57	39	the	the	DET
cet-15624	57	40	independent	independent	ADJ
cet-15624	57	41	variable	variable	NOUN
cet-15624	57	42	,	,	PUNCT
cet-15624	57	43	which	which	PRON
cet-15624	57	44	is	be	AUX
cet-15624	57	45	common	common	ADJ
cet-15624	57	46	in	in	ADP
cet-15624	57	47	plug	plug	NOUN
cet-15624	57	48	flow	flow	NOUN
cet-15624	57	49	catalytic	catalytic	ADJ
cet-15624	57	50	reactor	reactor	NOUN
cet-15624	57	51	modelling	modelling	NOUN
cet-15624	57	52	.	.	PUNCT
cet-15624	58	1	the	the	DET
cet-15624	58	2	detailed	detailed	ADJ
cet-15624	58	3	reactor	reactor	NOUN
cet-15624	58	4	model	model	NOUN
cet-15624	58	5	for	for	ADP
cet-15624	58	6	catalytic	catalytic	ADJ
cet-15624	58	7	methane	methane	NOUN
cet-15624	58	8	oxidation	oxidation	NOUN
cet-15624	58	9	,	,	PUNCT
cet-15624	58	10	originally	originally	ADV
cet-15624	58	11	proposed	propose	VERB
cet-15624	58	12	by	by	ADP
cet-15624	58	13	bawa	bawa	PROPN
cet-15624	58	14	et	et	PROPN
cet-15624	58	15	al	al	PROPN
cet-15624	58	16	.	.	PROPN
cet-15624	58	17	(	(	PUNCT
cet-15624	58	18	2023	2023	NUM
cet-15624	58	19	)	)	PUNCT
cet-15624	58	20	and	and	CCONJ
cet-15624	58	21	later	later	ADV
cet-15624	58	22	adapted	adapt	VERB
cet-15624	58	23	by	by	ADP
cet-15624	58	24	aku	aku	PROPN
cet-15624	58	25	et	et	PROPN
cet-15624	58	26	al	al	PROPN
cet-15624	58	27	.	.	PROPN
cet-15624	58	28	(	(	PUNCT
cet-15624	58	29	2025	2025	NUM
cet-15624	58	30	)	)	PUNCT
cet-15624	58	31	is	be	AUX
cet-15624	58	32	expressed	express	VERB
cet-15624	58	33	through	through	ADP
cet-15624	58	34	the	the	DET
cet-15624	58	35	following	follow	VERB
cet-15624	58	36	system	system	NOUN
cet-15624	58	37	of	of	ADP
cet-15624	58	38	ordinary	ordinary	ADJ
cet-15624	58	39	differential	differential	ADJ
cet-15624	58	40	equations	equation	NOUN
cet-15624	58	41	(	(	PUNCT
cet-15624	58	42	odes	ode	NOUN
cet-15624	58	43	)	)	PUNCT
cet-15624	58	44	with	with	ADP
cet-15624	58	45	respect	respect	NOUN
cet-15624	58	46	to	to	ADP
cet-15624	58	47	the	the	DET
cet-15624	58	48	catalyst	catalyst	NOUN
cet-15624	58	49	mass	mass	PROPN
cet-15624	58	50	w	w	PROPN
cet-15624	58	51	(	(	PUNCT
cet-15624	58	52	g	g	NOUN
cet-15624	58	53	):	):	PUNCT
cet-15624	58	54	𝑑𝑥1	𝑑𝑥1	PROPN
cet-15624	58	55	𝑑𝑤	𝑑𝑤	PROPN
cet-15624	58	56	=	=	ADJ
cet-15624	58	57	𝑅.𝑢1	𝑅.𝑢1	ADP
cet-15624	58	58	𝑢2𝑃𝑎𝑣𝑔	𝑢2𝑃𝑎𝑣𝑔	X
cet-15624	58	59	−𝑟	−𝑟	NOUN
cet-15624	58	60	𝑥1(0	𝑥1(0	NOUN
cet-15624	58	61	)	)	PUNCT
cet-15624	59	1	=	=	SYM
cet-15624	59	2	𝑢4	𝑢4	NOUN
cet-15624	59	3	;	;	PUNCT
cet-15624	59	4	𝑑𝑥2	𝑑𝑥2	NOUN
cet-15624	59	5	𝑑𝑤	𝑑𝑤	PROPN
cet-15624	59	6	=	=	PUNCT
cet-15624	59	7	𝑅.𝑢1	𝑅.𝑢1	ADV
cet-15624	59	8	𝑢2𝑃𝑎𝑣𝑔	𝑢2𝑃𝑎𝑣𝑔	PUNCT
cet-15624	59	9	−2𝑟	−2𝑟	PROPN
cet-15624	59	10	𝑥2(0	𝑥2(0	NOUN
cet-15624	59	11	)	)	PUNCT
cet-15624	59	12	=	=	SYM
cet-15624	59	13	𝑢3	𝑢3	PROPN
cet-15624	59	14	.	.	PUNCT
cet-15624	60	1	𝑢4	𝑢4	PROPN
cet-15624	60	2	;	;	PUNCT
cet-15624	60	3	𝑑𝑥3	𝑑𝑥3	VERB
cet-15624	60	4	𝑑𝑤	𝑑𝑤	PROPN
cet-15624	60	5	=	=	PUNCT
cet-15624	60	6	𝑅.𝑢1	𝑅.𝑢1	NOUN
cet-15624	60	7	𝑢2𝑃𝑎𝑣𝑔	𝑢2𝑃𝑎𝑣𝑔	PUNCT
cet-15624	60	8	𝑟	𝑟	NOUN
cet-15624	60	9	;	;	PUNCT
cet-15624	60	10	𝑑𝑥4	𝑑𝑥4	PROPN
cet-15624	60	11	𝑑𝑤	𝑑𝑤	PROPN
cet-15624	60	12	=	=	PUNCT
cet-15624	60	13	𝑅.𝑢1	𝑅.𝑢1	X
cet-15624	60	14	𝑢2𝑃𝑎𝑣𝑔	𝑢2𝑃𝑎𝑣𝑔	PUNCT
cet-15624	60	15	2𝑟	2𝑟	NUM
cet-15624	60	16	(	(	PUNCT
cet-15624	60	17	3	3	NUM
cet-15624	60	18	)	)	PUNCT
cet-15624	60	19	in	in	ADP
cet-15624	60	20	equation	equation	NOUN
cet-15624	60	21	(	(	PUNCT
cet-15624	60	22	3	3	NUM
cet-15624	60	23	)	)	PUNCT
cet-15624	60	24	,	,	PUNCT
cet-15624	60	25	the	the	DET
cet-15624	60	26	vector	vector	NOUN
cet-15624	60	27	of	of	ADP
cet-15624	60	28	state	state	NOUN
cet-15624	60	29	variables	variable	NOUN
cet-15624	60	30	is	be	AUX
cet-15624	60	31	given	give	VERB
cet-15624	60	32	by	by	ADP
cet-15624	60	33	𝐱	𝐱	PROPN
cet-15624	60	34	=	=	SYM
cet-15624	60	35	[	[	X
cet-15624	60	36	𝑥1	𝑥1	NOUN
cet-15624	60	37	,	,	PUNCT
cet-15624	60	38	𝑥2	𝑥2	NOUN
cet-15624	60	39	,	,	PUNCT
cet-15624	60	40	𝑥3	𝑥3	NOUN
cet-15624	60	41	,	,	PUNCT
cet-15624	60	42	𝑥4]t	𝑥4]t	PRON
cet-15624	60	43	,	,	PUNCT
cet-15624	60	44	where	where	SCONJ
cet-15624	60	45	𝑥1	𝑥1	NOUN
cet-15624	60	46	,	,	PUNCT
cet-15624	60	47	𝑥2	𝑥2	NOUN
cet-15624	60	48	,	,	PUNCT
cet-15624	60	49	𝑥3	𝑥3	NOUN
cet-15624	60	50	,	,	PUNCT
cet-15624	60	51	and	and	CCONJ
cet-15624	60	52	𝑥4represent	𝑥4represent	VERB
cet-15624	60	53	the	the	DET
cet-15624	60	54	mole	mole	NOUN
cet-15624	60	55	fractions	fraction	NOUN
cet-15624	60	56	of	of	ADP
cet-15624	60	57	methane	methane	NOUN
cet-15624	60	58	(	(	PUNCT
cet-15624	60	59	ch4	ch4	NOUN
cet-15624	60	60	)	)	PUNCT
cet-15624	60	61	,	,	PUNCT
cet-15624	60	62	oxygen	oxygen	NOUN
cet-15624	60	63	(	(	PUNCT
cet-15624	60	64	o2	o2	PROPN
cet-15624	60	65	)	)	PUNCT
cet-15624	60	66	,	,	PUNCT
cet-15624	60	67	carbon	carbon	NOUN
cet-15624	60	68	dioxide	dioxide	NOUN
cet-15624	60	69	(	(	PUNCT
cet-15624	60	70	co2	co2	NOUN
cet-15624	60	71	)	)	PUNCT
cet-15624	60	72	,	,	PUNCT
cet-15624	60	73	and	and	CCONJ
cet-15624	60	74	water	water	NOUN
cet-15624	60	75	(	(	PUNCT
cet-15624	60	76	h2o	h2o	PROPN
cet-15624	60	77	)	)	PUNCT
cet-15624	60	78	,	,	PUNCT
cet-15624	60	79	respectively	respectively	ADV
cet-15624	60	80	.	.	PUNCT
cet-15624	61	1	𝑟	𝑟	X
cet-15624	61	2	represents	represent	VERB
cet-15624	61	3	the	the	DET
cet-15624	61	4	rate	rate	NOUN
cet-15624	61	5	of	of	ADP
cet-15624	61	6	reaction	reaction	NOUN
cet-15624	61	7	[	[	X
cet-15624	61	8	mol	mol	ADP
cet-15624	61	9	g-1	g-1	PROPN
cet-15624	61	10	s-1	s-1	NOUN
cet-15624	61	11	]	]	PUNCT
cet-15624	61	12	,	,	PUNCT
cet-15624	61	13	r	r	NOUN
cet-15624	61	14	is	be	AUX
cet-15624	61	15	the	the	DET
cet-15624	61	16	universal	universal	ADJ
cet-15624	61	17	gas	gas	NOUN
cet-15624	61	18	constant	constant	ADJ
cet-15624	62	1	[	[	X
cet-15624	62	2	j	j	PROPN
cet-15624	62	3	mol-1	mol-1	X
cet-15624	62	4	k-1	k-1	PROPN
cet-15624	62	5	]	]	PUNCT
cet-15624	62	6	,	,	PUNCT
cet-15624	62	7	and	and	CCONJ
cet-15624	62	8	𝑃𝑎𝑣𝑔	𝑃𝑎𝑣𝑔	PROPN
cet-15624	62	9	is	be	AUX
cet-15624	62	10	the	the	DET
cet-15624	62	11	average	average	ADJ
cet-15624	62	12	pressure	pressure	NOUN
cet-15624	62	13	inside	inside	ADP
cet-15624	62	14	the	the	DET
cet-15624	62	15	reactor	reactor	NOUN
cet-15624	63	1	[	[	X
cet-15624	63	2	atm	atm	X
cet-15624	63	3	]	]	X
cet-15624	63	4	.	.	PUNCT
cet-15624	64	1	the	the	DET
cet-15624	64	2	vector	vector	NOUN
cet-15624	64	3	of	of	ADP
cet-15624	64	4	control	control	NOUN
cet-15624	64	5	variables	variable	NOUN
cet-15624	64	6	𝐮	𝐮	PROPN
cet-15624	65	1	=	=	SYM
cet-15624	66	1	[	[	X
cet-15624	66	2	𝑢1	𝑢1	PROPN
cet-15624	66	3	,	,	PUNCT
cet-15624	66	4	𝑢2	𝑢2	PROPN
cet-15624	66	5	,	,	PUNCT
cet-15624	66	6	𝑢3	𝑢3	PROPN
cet-15624	66	7	,	,	PUNCT
cet-15624	66	8	𝑢4]t	𝑢4]t	PROPN
cet-15624	66	9	defines	define	VERB
cet-15624	66	10	the	the	DET
cet-15624	66	11	experimental	experimental	ADJ
cet-15624	66	12	operating	operating	NOUN
cet-15624	66	13	conditions	condition	NOUN
cet-15624	66	14	,	,	PUNCT
cet-15624	66	15	where	where	SCONJ
cet-15624	66	16	,	,	PUNCT
cet-15624	66	17	𝑢1	𝑢1	PROPN
cet-15624	66	18	is	be	AUX
cet-15624	66	19	the	the	DET
cet-15624	66	20	reaction	reaction	NOUN
cet-15624	66	21	temperature	temperature	NOUN
cet-15624	66	22	t	t	PROPN
cet-15624	67	1	[	[	X
cet-15624	67	2	℃	℃	PROPN
cet-15624	67	3	]	]	X
cet-15624	67	4	,	,	PUNCT
cet-15624	67	5	𝑢2	𝑢2	PROPN
cet-15624	67	6	the	the	DET
cet-15624	67	7	feed	feed	NOUN
cet-15624	67	8	flow	flow	NOUN
cet-15624	67	9	rate	rate	NOUN
cet-15624	67	10	m	m	PROPN
cet-15624	68	1	[	[	X
cet-15624	68	2	nml	nml	NOUN
cet-15624	68	3	min-1	min-1	PROPN
cet-15624	68	4	]	]	X
cet-15624	68	5	,	,	PUNCT
cet-15624	68	6	𝑢3	𝑢3	VERB
cet-15624	68	7	the	the	DET
cet-15624	68	8	oxygen	oxygen	NOUN
cet-15624	68	9	to	to	PART
cet-15624	68	10	methane	methane	VERB
cet-15624	68	11	molar	molar	ADJ
cet-15624	68	12	ratio	ratio	NOUN
cet-15624	68	13	𝑅𝑂2/𝐶𝐻4	𝑅𝑂2/𝐶𝐻4	NOUN
cet-15624	68	14	[	[	X
cet-15624	68	15	mol	mol	ADP
cet-15624	68	16	mol-1	mol-1	NOUN
cet-15624	68	17	]	]	PUNCT
cet-15624	68	18	,	,	PUNCT
cet-15624	68	19	and	and	CCONJ
cet-15624	68	20	𝑢4	𝑢4	NOUN
cet-15624	68	21	inlet	inlet	NOUN
cet-15624	68	22	methane	methane	NOUN
cet-15624	68	23	mole	mole	NOUN
cet-15624	68	24	fraction	fraction	NOUN
cet-15624	68	25	𝑌𝐶𝐻4	𝑌𝐶𝐻4	PROPN
cet-15624	69	1	[	[	X
cet-15624	69	2	mol	mol	ADP
cet-15624	69	3	mol-1	mol-1	NOUN
cet-15624	69	4	]	]	PUNCT
cet-15624	69	5	.	.	PUNCT
cet-15624	70	1	these	these	DET
cet-15624	70	2	controls	control	NOUN
cet-15624	70	3	form	form	VERB
cet-15624	70	4	the	the	DET
cet-15624	70	5	design	design	NOUN
cet-15624	70	6	vector	vector	NOUN
cet-15624	70	7	𝝋	𝝋	X
cet-15624	70	8	which	which	PRON
cet-15624	70	9	is	be	AUX
cet-15624	70	10	bounded	bound	VERB
cet-15624	70	11	within	within	ADP
cet-15624	70	12	the	the	DET
cet-15624	70	13	experimental	experimental	ADJ
cet-15624	70	14	design	design	NOUN
cet-15624	70	15	domain	domain	NOUN
cet-15624	70	16	as	as	SCONJ
cet-15624	70	17	shown	show	VERB
cet-15624	70	18	in	in	ADP
cet-15624	70	19	table	table	NOUN
cet-15624	70	20	1	1	NUM
cet-15624	70	21	.	.	PUNCT
cet-15624	71	1	the	the	DET
cet-15624	71	2	conversion	conversion	NOUN
cet-15624	71	3	of	of	ADP
cet-15624	71	4	methane	methane	NOUN
cet-15624	71	5	𝛼	𝛼	NOUN
cet-15624	71	6	is	be	AUX
cet-15624	71	7	defined	define	VERB
cet-15624	71	8	as	as	ADP
cet-15624	71	9	the	the	DET
cet-15624	71	10	fraction	fraction	NOUN
cet-15624	71	11	of	of	ADP
cet-15624	71	12	methane	methane	NOUN
cet-15624	71	13	consumed	consume	VERB
cet-15624	71	14	during	during	ADP
cet-15624	71	15	the	the	DET
cet-15624	71	16	catalytic	catalytic	ADJ
cet-15624	71	17	oxidation	oxidation	NOUN
cet-15624	71	18	process	process	NOUN
cet-15624	71	19	over	over	ADP
cet-15624	71	20	palladium	palladium	NOUN
cet-15624	71	21	-	-	PUNCT
cet-15624	71	22	based	base	VERB
cet-15624	71	23	catalyst	catalyst	NOUN
cet-15624	71	24	:	:	PUNCT
cet-15624	71	25	𝛼	𝛼	X
cet-15624	71	26	=	=	PUNCT
cet-15624	72	1	𝑌𝐶𝐻4−	𝑌𝐶𝐻4−	X
cet-15624	72	2	𝑦	𝑦	PRON
cet-15624	72	3	𝑌𝐶𝐻4	𝑌𝐶𝐻4	PROPN
cet-15624	72	4	(	(	PUNCT
cet-15624	72	5	4	4	NUM
cet-15624	72	6	)	)	PUNCT
cet-15624	72	7	where	where	SCONJ
cet-15624	72	8	𝑦	𝑦	NOUN
cet-15624	72	9	is	be	AUX
cet-15624	72	10	the	the	DET
cet-15624	72	11	measured	measure	VERB
cet-15624	72	12	methane	methane	NOUN
cet-15624	72	13	concentration	concentration	NOUN
cet-15624	72	14	in	in	ADP
cet-15624	72	15	the	the	DET
cet-15624	72	16	reactor	reactor	NOUN
cet-15624	72	17	effluent	effluent	NOUN
cet-15624	72	18	(	(	PUNCT
cet-15624	72	19	measured	measured	ADJ
cet-15624	72	20	response	response	NOUN
cet-15624	72	21	)	)	PUNCT
cet-15624	72	22	.	.	PUNCT
cet-15624	73	1	the	the	DET
cet-15624	73	2	experimental	experimental	ADJ
cet-15624	73	3	data	datum	NOUN
cet-15624	73	4	used	use	VERB
cet-15624	73	5	in	in	ADP
cet-15624	73	6	this	this	DET
cet-15624	73	7	study	study	NOUN
cet-15624	73	8	was	be	AUX
cet-15624	73	9	obtained	obtain	VERB
cet-15624	73	10	from	from	ADP
cet-15624	73	11	catalytic	catalytic	ADJ
cet-15624	73	12	methane	methane	NOUN
cet-15624	73	13	oxidation	oxidation	NOUN
cet-15624	73	14	tests	test	NOUN
cet-15624	73	15	conducted	conduct	VERB
cet-15624	73	16	by	by	ADP
cet-15624	73	17	bawa	bawa	PROPN
cet-15624	73	18	et	et	PROPN
cet-15624	73	19	al	al	PROPN
cet-15624	73	20	.	.	PROPN
cet-15624	74	1	(	(	PUNCT
cet-15624	74	2	2023	2023	NUM
cet-15624	74	3	)	)	PUNCT
cet-15624	74	4	,	,	PUNCT
cet-15624	74	5	which	which	PRON
cet-15624	74	6	involved	involve	VERB
cet-15624	74	7	a	a	DET
cet-15624	74	8	packed	packed	ADJ
cet-15624	74	9	bed	bed	NOUN
cet-15624	74	10	plug	plug	NOUN
cet-15624	74	11	flow	flow	NOUN
cet-15624	74	12	reactor	reactor	NOUN
cet-15624	74	13	operating	operate	VERB
cet-15624	74	14	under	under	ADP
cet-15624	74	15	atmospheric	atmospheric	ADJ
cet-15624	74	16	pressure	pressure	NOUN
cet-15624	74	17	with	with	ADP
cet-15624	74	18	a	a	DET
cet-15624	74	19	pd	pd	PROPN
cet-15624	74	20	/	/	SYM
cet-15624	74	21	al₂o₃	al₂o₃	NOUN
cet-15624	74	22	catalyst	catalyst	NOUN
cet-15624	74	23	.	.	PUNCT
cet-15624	75	1	the	the	DET
cet-15624	75	2	experiments	experiment	NOUN
cet-15624	75	3	were	be	AUX
cet-15624	75	4	carried	carry	VERB
cet-15624	75	5	out	out	ADP
cet-15624	75	6	at	at	ADP
cet-15624	75	7	varying	vary	VERB
cet-15624	75	8	inlet	inlet	NOUN
cet-15624	75	9	compositions	composition	NOUN
cet-15624	75	10	,	,	PUNCT
cet-15624	75	11	flow	flow	NOUN
cet-15624	75	12	rates	rate	NOUN
cet-15624	75	13	,	,	PUNCT
cet-15624	75	14	oxygen	oxygen	NOUN
cet-15624	75	15	to	to	ADP
cet-15624	75	16	methane	methane	NOUN
cet-15624	75	17	mole	mole	NOUN
cet-15624	75	18	ratio	ratio	NOUN
cet-15624	75	19	and	and	CCONJ
cet-15624	75	20	temperatures	temperature	NOUN
cet-15624	75	21	ranges	range	VERB
cet-15624	75	22	as	as	SCONJ
cet-15624	75	23	shown	show	VERB
cet-15624	75	24	in	in	ADP
cet-15624	75	25	table	table	NOUN
cet-15624	75	26	1	1	NUM
cet-15624	75	27	.	.	PUNCT
cet-15624	75	28	table	table	NOUN
cet-15624	75	29	1	1	NUM
cet-15624	75	30	:	:	PUNCT
cet-15624	75	31	upper	upper	ADJ
cet-15624	75	32	and	and	CCONJ
cet-15624	75	33	lower	low	ADJ
cet-15624	75	34	bounds	bound	NOUN
cet-15624	75	35	on	on	ADP
cet-15624	75	36	control	control	NOUN
cet-15624	75	37	variables	variable	NOUN
cet-15624	75	38	defining	define	VERB
cet-15624	75	39	the	the	DET
cet-15624	75	40	experimental	experimental	ADJ
cet-15624	75	41	design	design	NOUN
cet-15624	75	42	space	space	NOUN
cet-15624	75	43	.	.	PUNCT
cet-15624	76	1	control	control	NOUN
cet-15624	76	2	variables	variables	PROPN
cet-15624	76	3	range	range	NOUN
cet-15624	76	4	unit	unit	NOUN
cet-15624	76	5	temperatures	temperature	VERB
cet-15624	76	6	250	250	NUM
cet-15624	76	7	-	-	SYM
cet-15624	76	8	350	350	NUM
cet-15624	76	9	℃	℃	PROPN
cet-15624	76	10	mass	mass	NOUN
cet-15624	76	11	flow	flow	NOUN
cet-15624	76	12	rate	rate	NOUN
cet-15624	76	13	20	20	NUM
cet-15624	76	14	-	-	SYM
cet-15624	76	15	30	30	NUM
cet-15624	76	16	𝑁𝑚𝑙	𝑁𝑚𝑙	PROPN
cet-15624	76	17	𝑚𝑖𝑛−1	𝑚𝑖𝑛−1	NOUN
cet-15624	76	18	oxygen	oxygen	NOUN
cet-15624	76	19	to	to	ADP
cet-15624	76	20	methane	methane	NOUN
cet-15624	76	21	mole	mole	NOUN
cet-15624	76	22	ratio	ratio	NOUN
cet-15624	76	23	2	2	NUM
cet-15624	76	24	-	-	SYM
cet-15624	76	25	4	4	NUM
cet-15624	76	26	𝑚𝑜𝑙	𝑚𝑜𝑙	NOUN
cet-15624	76	27	𝑚𝑜𝑙−1	𝑚𝑜𝑙−1	X
cet-15624	76	28	methane	methane	NOUN
cet-15624	76	29	mole	mole	NOUN
cet-15624	76	30	fraction	fraction	NOUN
cet-15624	76	31	0.005	0.005	NUM
cet-15624	76	32	-	-	SYM
cet-15624	76	33	0.025	0.025	NUM
cet-15624	76	34	𝑚𝑜𝑙	𝑚𝑜𝑙	PRON
cet-15624	76	35	𝑚𝑜𝑙−1	𝑚𝑜𝑙−1	X
cet-15624	76	36	2.3	2.3	NUM
cet-15624	76	37	fim	fim	NOUN
cet-15624	76	38	-	-	PUNCT
cet-15624	76	39	based	base	VERB
cet-15624	76	40	experiment	experiment	NOUN
cet-15624	76	41	ranking	rank	VERB
cet-15624	76	42	the	the	DET
cet-15624	76	43	information	information	NOUN
cet-15624	76	44	content	content	NOUN
cet-15624	76	45	of	of	ADP
cet-15624	76	46	each	each	DET
cet-15624	76	47	candidate	candidate	NOUN
cet-15624	76	48	experiment	experiment	NOUN
cet-15624	76	49	is	be	AUX
cet-15624	76	50	quantified	quantify	VERB
cet-15624	76	51	using	use	VERB
cet-15624	76	52	the	the	DET
cet-15624	76	53	fisher	fisher	PROPN
cet-15624	76	54	information	information	NOUN
cet-15624	76	55	matrix	matrix	NOUN
cet-15624	76	56	(	(	PUNCT
cet-15624	76	57	fim	fim	NOUN
cet-15624	76	58	)	)	PUNCT
cet-15624	76	59	.	.	PUNCT
cet-15624	77	1	for	for	ADP
cet-15624	77	2	the	the	DET
cet-15624	77	3	mars	mars	PROPN
cet-15624	77	4	-	-	PUNCT
cet-15624	77	5	van	van	PROPN
cet-15624	77	6	krevelen	krevelen	NOUN
cet-15624	77	7	(	(	PUNCT
cet-15624	77	8	mvk	mvk	PROPN
cet-15624	77	9	)	)	PUNCT
cet-15624	77	10	kinetic	kinetic	ADJ
cet-15624	77	11	model	model	NOUN
cet-15624	77	12	(	(	PUNCT
cet-15624	77	13	pankajakshan	pankajakshan	INTJ
cet-15624	77	14	et	et	PROPN
cet-15624	77	15	al	al	PROPN
cet-15624	77	16	.	.	PROPN
cet-15624	77	17	,	,	PUNCT
cet-15624	77	18	2023	2023	NUM
cet-15624	77	19	)	)	PUNCT
cet-15624	77	20	,	,	PUNCT
cet-15624	77	21	the	the	DET
cet-15624	77	22	fim	fim	NOUN
cet-15624	77	23	computed	compute	VERB
cet-15624	77	24	for	for	ADP
cet-15624	77	25	each	each	DET
cet-15624	77	26	set	set	NOUN
cet-15624	77	27	of	of	ADP
cet-15624	77	28	reactor	reactor	NOUN
cet-15624	77	29	conditions	condition	NOUN
cet-15624	77	30	i(𝒖	i(𝒖	PROPN
cet-15624	77	31	)	)	PUNCT
cet-15624	77	32	and	and	CCONJ
cet-15624	77	33	the	the	DET
cet-15624	77	34	corresponding	correspond	VERB
cet-15624	77	35	fim	fim	NOUN
cet-15624	77	36	score	score	NOUN
cet-15624	77	37	iabs(u	iabs(u	NOUN
cet-15624	77	38	)	)	PUNCT
cet-15624	77	39	for	for	ADP
cet-15624	77	40	each	each	DET
cet-15624	77	41	experiment	experiment	NOUN
cet-15624	77	42	are	be	AUX
cet-15624	77	43	defined	define	VERB
cet-15624	77	44	by	by	ADP
cet-15624	77	45	equation	equation	NOUN
cet-15624	77	46	5	5	NUM
cet-15624	77	47	and	and	CCONJ
cet-15624	77	48	6	6	NUM
cet-15624	77	49	,	,	PUNCT
cet-15624	77	50	i	i	PRON
cet-15624	77	51	(	(	PUNCT
cet-15624	77	52	𝒖)=	𝒖)=	X
cet-15624	77	53	(	(	PUNCT
cet-15624	77	54	𝑑𝑦(𝒖	𝑑𝑦(𝒖	NUM
cet-15624	77	55	)	)	PUNCT
cet-15624	77	56	𝑑𝜃	𝑑𝜃	X
cet-15624	77	57	)	)	PUNCT
cet-15624	77	58	𝑇	𝑇	PROPN
cet-15624	77	59	𝛴−1	𝛴−1	NOUN
cet-15624	77	60	(	(	PUNCT
cet-15624	77	61	𝑑𝑦(𝒖	𝑑𝑦(𝒖	NOUN
cet-15624	77	62	)	)	PUNCT
cet-15624	77	63	𝑑𝜃	𝑑𝜃	PROPN
cet-15624	77	64	)	)	PUNCT
cet-15624	77	65	(	(	PUNCT
cet-15624	77	66	5	5	X
cet-15624	77	67	)	)	PUNCT
cet-15624	77	68	𝐼𝐴𝑏𝑠(𝒖	𝐼𝐴𝑏𝑠(𝒖	NOUN
cet-15624	77	69	)	)	PUNCT
cet-15624	78	1	=	=	SYM
cet-15624	78	2	trace	trace	NOUN
cet-15624	78	3	(	(	PUNCT
cet-15624	78	4	i	i	PRON
cet-15624	78	5	(	(	PUNCT
cet-15624	78	6	𝒖	𝒖	NOUN
cet-15624	78	7	)	)	PUNCT
cet-15624	78	8	)	)	PUNCT
cet-15624	78	9	(	(	PUNCT
cet-15624	78	10	6	6	NUM
cet-15624	78	11	)	)	PUNCT
cet-15624	78	12	555	555	NUM
cet-15624	78	13	where	where	SCONJ
cet-15624	78	14	𝑑𝑦(𝒖	𝑑𝑦(𝒖	NUM
cet-15624	78	15	)	)	PUNCT
cet-15624	78	16	𝑑𝜃	𝑑𝜃	PRON
cet-15624	78	17	is	be	AUX
cet-15624	78	18	the	the	DET
cet-15624	78	19	sensitivity	sensitivity	NOUN
cet-15624	78	20	matrix	matrix	NOUN
cet-15624	78	21	of	of	ADP
cet-15624	78	22	output	output	NOUN
cet-15624	78	23	y	y	PROPN
cet-15624	78	24	with	with	ADP
cet-15624	78	25	respect	respect	NOUN
cet-15624	78	26	to	to	ADP
cet-15624	78	27	parameters	parameter	NOUN
cet-15624	78	28	𝜃	𝜃	PROPN
cet-15624	78	29	,	,	PUNCT
cet-15624	78	30	and	and	CCONJ
cet-15624	78	31	𝛴−1	𝛴−1	NOUN
cet-15624	78	32	is	be	AUX
cet-15624	78	33	the	the	DET
cet-15624	78	34	inverse	inverse	NOUN
cet-15624	78	35	of	of	ADP
cet-15624	78	36	the	the	DET
cet-15624	78	37	covariance	covariance	NOUN
cet-15624	78	38	matrix	matrix	NOUN
cet-15624	78	39	,	,	PUNCT
cet-15624	78	40	i	i	PRON
cet-15624	78	41	(	(	PUNCT
cet-15624	78	42	𝒖	𝒖	X
cet-15624	78	43	)	)	PUNCT
cet-15624	78	44	is	be	AUX
cet-15624	78	45	the	the	DET
cet-15624	78	46	fisher	fisher	PROPN
cet-15624	78	47	information	information	NOUN
cet-15624	78	48	matrix	matrix	NOUN
cet-15624	78	49	(	(	PUNCT
cet-15624	78	50	fim	fim	NOUN
cet-15624	78	51	)	)	PUNCT
cet-15624	78	52	for	for	ADP
cet-15624	78	53	condition	condition	NOUN
cet-15624	78	54	𝒖	𝒖	X
cet-15624	78	55	,	,	PUNCT
cet-15624	78	56	|𝐼	|𝐼	PUNCT
cet-15624	78	57	(	(	PUNCT
cet-15624	78	58	𝒖)𝑖,𝑗|	𝒖)𝑖,𝑗|	PROPN
cet-15624	78	59	denotes	denote	VERB
cet-15624	78	60	the	the	DET
cet-15624	78	61	absolute	absolute	ADJ
cet-15624	78	62	value	value	NOUN
cet-15624	78	63	of	of	ADP
cet-15624	78	64	matrix	matrix	NOUN
cet-15624	78	65	elements	element	NOUN
cet-15624	78	66	respectively	respectively	ADV
cet-15624	78	67	.	.	PUNCT
cet-15624	79	1	the	the	DET
cet-15624	79	2	experiments	experiment	NOUN
cet-15624	79	3	are	be	AUX
cet-15624	79	4	then	then	ADV
cet-15624	79	5	ranked	rank	VERB
cet-15624	79	6	based	base	VERB
cet-15624	79	7	on	on	ADP
cet-15624	79	8	their	their	PRON
cet-15624	79	9	fim	fim	NOUN
cet-15624	79	10	score	score	NOUN
cet-15624	79	11	.	.	PUNCT
cet-15624	80	1	2.4	2.4	NUM
cet-15624	80	2	gaussian	gaussian	ADJ
cet-15624	80	3	process	process	NOUN
cet-15624	80	4	modelling	model	VERB
cet-15624	80	5	gaussian	gaussian	ADJ
cet-15624	80	6	process	process	NOUN
cet-15624	80	7	(	(	PUNCT
cet-15624	80	8	gp	gp	NOUN
cet-15624	80	9	)	)	PUNCT
cet-15624	80	10	regression	regression	NOUN
cet-15624	80	11	applies	apply	VERB
cet-15624	80	12	a	a	DET
cet-15624	80	13	non	non	ADJ
cet-15624	80	14	-	-	ADJ
cet-15624	80	15	parametric	parametric	ADJ
cet-15624	80	16	bayesian	bayesian	NOUN
cet-15624	80	17	method	method	NOUN
cet-15624	80	18	to	to	PART
cet-15624	80	19	model	model	VERB
cet-15624	80	20	complex	complex	ADJ
cet-15624	80	21	relationships	relationship	NOUN
cet-15624	80	22	between	between	ADP
cet-15624	80	23	inputs	input	NOUN
cet-15624	80	24	and	and	CCONJ
cet-15624	80	25	outputs	output	NOUN
cet-15624	80	26	while	while	SCONJ
cet-15624	80	27	quantifying	quantify	VERB
cet-15624	80	28	predictive	predictive	ADJ
cet-15624	80	29	uncertainty	uncertainty	NOUN
cet-15624	80	30	.	.	PUNCT
cet-15624	81	1	this	this	DET
cet-15624	81	2	work	work	NOUN
cet-15624	81	3	employs	employ	VERB
cet-15624	81	4	two	two	NUM
cet-15624	81	5	distinct	distinct	ADJ
cet-15624	81	6	gp	gp	NOUN
cet-15624	81	7	models	model	NOUN
cet-15624	81	8	:	:	PUNCT
cet-15624	81	9	1	1	X
cet-15624	81	10	.	.	X
cet-15624	81	11	gp1	gp1	NOUN
cet-15624	81	12	.	.	PUNCT
cet-15624	82	1	it	it	PRON
cet-15624	82	2	maps	map	VERB
cet-15624	82	3	fim	fim	VERB
cet-15624	82	4	scores	score	NOUN
cet-15624	82	5	to	to	ADP
cet-15624	82	6	methane	methane	NOUN
cet-15624	82	7	conversion	conversion	NOUN
cet-15624	82	8	.	.	PUNCT
cet-15624	83	1	the	the	DET
cet-15624	83	2	fim	fim	NOUN
cet-15624	83	3	score	score	NOUN
cet-15624	83	4	for	for	ADP
cet-15624	83	5	each	each	DET
cet-15624	83	6	experiment	experiment	NOUN
cet-15624	83	7	is	be	AUX
cet-15624	83	8	calculated	calculate	VERB
cet-15624	83	9	from	from	ADP
cet-15624	83	10	equation	equation	NOUN
cet-15624	83	11	5	5	NUM
cet-15624	83	12	,	,	PUNCT
cet-15624	83	13	and	and	CCONJ
cet-15624	83	14	the	the	DET
cet-15624	83	15	methane	methane	NOUN
cet-15624	83	16	conversion	conversion	NOUN
cet-15624	83	17	is	be	AUX
cet-15624	83	18	obtained	obtain	VERB
cet-15624	83	19	from	from	ADP
cet-15624	83	20	equation	equation	NOUN
cet-15624	83	21	4	4	NUM
cet-15624	83	22	.	.	PUNCT
cet-15624	84	1	the	the	DET
cet-15624	84	2	model	model	NOUN
cet-15624	84	3	incorporates	incorporate	VERB
cet-15624	84	4	a	a	DET
cet-15624	84	5	logit	logit	NOUN
cet-15624	84	6	transformation	transformation	NOUN
cet-15624	84	7	to	to	ADP
cet-15624	84	8	bound	bind	VERB
cet-15624	84	9	predictions	prediction	NOUN
cet-15624	84	10	between	between	ADP
cet-15624	84	11	0	0	NUM
cet-15624	84	12	and	and	CCONJ
cet-15624	84	13	100	100	NUM
cet-15624	84	14	%	%	NOUN
cet-15624	84	15	.	.	PUNCT
cet-15624	85	1	the	the	DET
cet-15624	85	2	logit	logit	PROPN
cet-15624	85	3	transformation	transformation	NOUN
cet-15624	85	4	is	be	AUX
cet-15624	85	5	computed	compute	VERB
cet-15624	85	6	from	from	ADP
cet-15624	85	7	equation	equation	NOUN
cet-15624	85	8	7	7	NUM
cet-15624	85	9	,	,	PUNCT
cet-15624	85	10	where	where	SCONJ
cet-15624	85	11	𝛼	𝛼	PRON
cet-15624	85	12	is	be	AUX
cet-15624	85	13	the	the	DET
cet-15624	85	14	conversion	conversion	NOUN
cet-15624	85	15	of	of	ADP
cet-15624	85	16	methane	methane	NOUN
cet-15624	85	17	.	.	PUNCT
cet-15624	86	1	the	the	DET
cet-15624	86	2	gp1	gp1	NOUN
cet-15624	86	3	function	function	NOUN
cet-15624	86	4	is	be	AUX
cet-15624	86	5	defined	define	VERB
cet-15624	86	6	in	in	ADP
cet-15624	86	7	equation	equation	NOUN
cet-15624	86	8	7	7	NUM
cet-15624	86	9	.	.	PUNCT
cet-15624	86	10	𝑦𝑙𝑜𝑔𝑖𝑡	𝑦𝑙𝑜𝑔𝑖𝑡	PROPN
cet-15624	86	11	=	=	SYM
cet-15624	86	12	ln	ln	NOUN
cet-15624	86	13	𝛼	𝛼	PROPN
cet-15624	86	14	1	1	NUM
cet-15624	86	15	−	−	PROPN
cet-15624	86	16	𝛼	𝛼	NOUN
cet-15624	86	17	=	=	PUNCT
cet-15624	86	18	𝐺𝑃1(𝜇(𝐼𝐴𝑏𝑠	𝐺𝑃1(𝜇(𝐼𝐴𝑏𝑠	NOUN
cet-15624	86	19	)	)	PUNCT
cet-15624	86	20	,	,	PUNCT
cet-15624	86	21	𝑘(𝐼𝐴𝑏𝑠	𝑘(𝐼𝐴𝑏𝑠	ADJ
cet-15624	86	22	,	,	PUNCT
cet-15624	86	23	𝐼𝐴𝑏𝑠	𝐼𝐴𝑏𝑠	PROPN
cet-15624	86	24	′	′	NOUN
cet-15624	86	25	)	)	PUNCT
cet-15624	86	26	)	)	PUNCT
cet-15624	87	1	(	(	PUNCT
cet-15624	87	2	7	7	X
cet-15624	87	3	)	)	PUNCT
cet-15624	87	4	where	where	SCONJ
cet-15624	87	5	𝑦𝑙𝑜𝑔𝑖𝑡	𝑦𝑙𝑜𝑔𝑖𝑡	PROPN
cet-15624	87	6	is	be	AUX
cet-15624	87	7	the	the	DET
cet-15624	87	8	logit	logit	NOUN
cet-15624	87	9	-	-	PUNCT
cet-15624	87	10	transformed	transform	VERB
cet-15624	87	11	methane	methane	NOUN
cet-15624	87	12	conversion	conversion	NOUN
cet-15624	87	13	,	,	PUNCT
cet-15624	87	14	𝜇(𝐼𝐴𝑏𝑠	𝜇(𝐼𝐴𝑏𝑠	ADJ
cet-15624	87	15	)	)	PUNCT
cet-15624	87	16	is	be	AUX
cet-15624	87	17	the	the	DET
cet-15624	87	18	mean	mean	ADJ
cet-15624	87	19	function	function	NOUN
cet-15624	87	20	of	of	ADP
cet-15624	87	21	the	the	DET
cet-15624	87	22	gp	gp	NOUN
cet-15624	87	23	dependent	dependent	ADJ
cet-15624	87	24	on	on	ADP
cet-15624	87	25	the	the	DET
cet-15624	87	26	fim	fim	NOUN
cet-15624	87	27	score	score	NOUN
cet-15624	87	28	,	,	PUNCT
cet-15624	87	29	and	and	CCONJ
cet-15624	87	30	𝑘(𝐼𝐴𝑏𝑠	𝑘(𝐼𝐴𝑏𝑠	ADJ
cet-15624	87	31	,	,	PUNCT
cet-15624	87	32	𝐼𝐴𝑏𝑠	𝐼𝐴𝑏𝑠	PROPN
cet-15624	87	33	′	′	NOUN
cet-15624	87	34	)	)	PUNCT
cet-15624	87	35	is	be	AUX
cet-15624	87	36	the	the	DET
cet-15624	87	37	kernel	kernel	NOUN
cet-15624	87	38	(	(	PUNCT
cet-15624	87	39	covariance	covariance	NOUN
cet-15624	87	40	)	)	PUNCT
cet-15624	87	41	function	function	NOUN
cet-15624	87	42	evaluating	evaluate	VERB
cet-15624	87	43	the	the	DET
cet-15624	87	44	similarity	similarity	NOUN
cet-15624	87	45	between	between	ADP
cet-15624	87	46	two	two	NUM
cet-15624	87	47	fim	fim	NOUN
cet-15624	87	48	scores	score	NOUN
cet-15624	87	49	(	(	PUNCT
cet-15624	87	50	𝐼𝐴𝑏𝑠	𝐼𝐴𝑏𝑠	PROPN
cet-15624	87	51	,	,	PUNCT
cet-15624	87	52	𝐼𝐴𝑏𝑠	𝐼𝐴𝑏𝑠	PROPN
cet-15624	87	53	′	′	NOUN
cet-15624	87	54	)	)	PUNCT
cet-15624	87	55	.	.	PUNCT
cet-15624	88	1	2	2	X
cet-15624	88	2	.	.	X
cet-15624	88	3	gp2	gp2	PROPN
cet-15624	88	4	.	.	PUNCT
cet-15624	89	1	it	it	PRON
cet-15624	89	2	maps	map	VERB
cet-15624	89	3	reactor	reactor	NOUN
cet-15624	89	4	operating	operating	NOUN
cet-15624	89	5	conditions	condition	NOUN
cet-15624	89	6	𝐮	𝐮	NOUN
cet-15624	89	7	to	to	ADP
cet-15624	89	8	absolute	absolute	ADJ
cet-15624	89	9	fim	fim	NOUN
cet-15624	89	10	(	(	PUNCT
cet-15624	89	11	𝐼	𝐼	PROPN
cet-15624	89	12	)	)	PUNCT
cet-15624	89	13	scores	score	NOUN
cet-15624	89	14	for	for	ADP
cet-15624	89	15	inverse	inverse	NOUN
cet-15624	89	16	design	design	NOUN
cet-15624	89	17	.	.	PUNCT
cet-15624	90	1	the	the	DET
cet-15624	90	2	goal	goal	NOUN
cet-15624	90	3	of	of	ADP
cet-15624	90	4	inverse	inverse	NOUN
cet-15624	90	5	design	design	NOUN
cet-15624	90	6	process	process	NOUN
cet-15624	90	7	is	be	AUX
cet-15624	90	8	to	to	PART
cet-15624	90	9	find	find	VERB
cet-15624	90	10	the	the	DET
cet-15624	90	11	design	design	NOUN
cet-15624	90	12	variables	variable	NOUN
cet-15624	90	13	for	for	ADP
cet-15624	90	14	a	a	DET
cet-15624	90	15	given	give	VERB
cet-15624	90	16	output	output	NOUN
cet-15624	90	17	target	target	NOUN
cet-15624	90	18	.	.	PUNCT
cet-15624	91	1	in	in	ADP
cet-15624	91	2	this	this	DET
cet-15624	91	3	scenario	scenario	NOUN
cet-15624	91	4	,	,	PUNCT
cet-15624	91	5	the	the	DET
cet-15624	91	6	gp2	gp2	PROPN
cet-15624	91	7	model	model	NOUN
cet-15624	91	8	and	and	CCONJ
cet-15624	91	9	the	the	DET
cet-15624	91	10	inverse	inverse	NOUN
cet-15624	91	11	design	design	NOUN
cet-15624	91	12	problem	problem	NOUN
cet-15624	91	13	is	be	AUX
cet-15624	91	14	formulated	formulate	VERB
cet-15624	91	15	in	in	ADP
cet-15624	91	16	equation	equation	NOUN
cet-15624	91	17	8	8	NUM
cet-15624	91	18	,	,	PUNCT
cet-15624	91	19	and	and	CCONJ
cet-15624	91	20	9	9	NUM
cet-15624	91	21	respectively	respectively	ADV
cet-15624	91	22	.	.	PUNCT
cet-15624	92	1	𝐼𝐴𝑏𝑠(𝒖	𝐼𝐴𝑏𝑠(𝒖	PROPN
cet-15624	92	2	)	)	PUNCT
cet-15624	93	1	=	=	PUNCT
cet-15624	93	2	𝐺𝑃2(𝜇(𝒖	𝐺𝑃2(𝜇(𝒖	PROPN
cet-15624	93	3	)	)	PUNCT
cet-15624	93	4	,	,	PUNCT
cet-15624	93	5	𝑘(𝒖	𝑘(𝒖	PROPN
cet-15624	93	6	,	,	PUNCT
cet-15624	93	7	𝒖′	𝒖′	PROPN
cet-15624	93	8	)	)	PUNCT
cet-15624	93	9	)	)	PUNCT
cet-15624	93	10	(	(	PUNCT
cet-15624	93	11	8)	8)	NUM
cet-15624	93	12	𝒖∗	𝒖∗	NOUN
cet-15624	93	13	=	=	SYM
cet-15624	93	14	arg	arg	NOUN
cet-15624	93	15	min|𝐺𝑃2(𝒖	min|𝐺𝑃2(𝒖	NOUN
cet-15624	93	16	)	)	PUNCT
cet-15624	93	17	−	−	ADP
cet-15624	93	18	𝐼𝐴𝑏𝑠	𝐼𝐴𝑏𝑠	ADJ
cet-15624	93	19	∗|	∗|	PROPN
cet-15624	93	20	(	(	PUNCT
cet-15624	93	21	9	9	NUM
cet-15624	93	22	)	)	PUNCT
cet-15624	93	23	where	where	SCONJ
cet-15624	93	24	𝜇(𝒖	𝜇(𝒖	NOUN
cet-15624	93	25	)	)	PUNCT
cet-15624	93	26	is	be	AUX
cet-15624	93	27	mean	mean	ADJ
cet-15624	93	28	function	function	NOUN
cet-15624	93	29	of	of	ADP
cet-15624	93	30	gp2	gp2	PROPN
cet-15624	93	31	,	,	PUNCT
cet-15624	93	32	dependent	dependent	ADJ
cet-15624	93	33	on	on	ADP
cet-15624	93	34	reactor	reactor	NOUN
cet-15624	93	35	conditions	condition	NOUN
cet-15624	93	36	(	(	PUNCT
cet-15624	93	37	𝒖	𝒖	NOUN
cet-15624	93	38	)	)	PUNCT
cet-15624	93	39	,	,	PUNCT
cet-15624	93	40	and	and	CCONJ
cet-15624	93	41	𝑘(𝒖	𝑘(𝒖	PROPN
cet-15624	93	42	,	,	PUNCT
cet-15624	93	43	𝒖′	𝒖′	PROPN
cet-15624	93	44	)	)	PUNCT
cet-15624	93	45	is	be	AUX
cet-15624	93	46	the	the	DET
cet-15624	93	47	kernel	kernel	PROPN
cet-15624	93	48	function	function	NOUN
cet-15624	93	49	evaluating	evaluate	VERB
cet-15624	93	50	similarity	similarity	NOUN
cet-15624	93	51	between	between	ADP
cet-15624	93	52	two	two	NUM
cet-15624	93	53	reactor	reactor	NOUN
cet-15624	93	54	conditions	condition	NOUN
cet-15624	93	55	sets	set	NOUN
cet-15624	93	56	(	(	PUNCT
cet-15624	93	57	𝒖	𝒖	X
cet-15624	93	58	,	,	PUNCT
cet-15624	93	59	𝒖′	𝒖′	NUM
cet-15624	93	60	)	)	PUNCT
cet-15624	93	61	.	.	PUNCT
cet-15624	94	1	2.5	2.5	NUM
cet-15624	94	2	data	datum	NOUN
cet-15624	94	3	preparation	preparation	NOUN
cet-15624	94	4	and	and	CCONJ
cet-15624	94	5	partitioning	partition	VERB
cet-15624	94	6	for	for	ADP
cet-15624	94	7	gp1	gp1	NOUN
cet-15624	94	8	and	and	CCONJ
cet-15624	94	9	gp2	gp2	PROPN
cet-15624	94	10	modelling	modelling	NOUN
cet-15624	94	11	for	for	ADP
cet-15624	94	12	gp1	gp1	NOUN
cet-15624	94	13	only	only	ADV
cet-15624	94	14	the	the	DET
cet-15624	94	15	six	six	NUM
cet-15624	94	16	topmost	topmost	ADJ
cet-15624	94	17	informative	informative	ADJ
cet-15624	94	18	experiments	experiment	NOUN
cet-15624	94	19	were	be	AUX
cet-15624	94	20	used	use	VERB
cet-15624	94	21	;	;	PUNCT
cet-15624	94	22	after	after	ADP
cet-15624	94	23	fine	fine	ADJ
cet-15624	94	24	tuning	tuning	NOUN
cet-15624	94	25	gp1	gp1	NOUN
cet-15624	94	26	,	,	PUNCT
cet-15624	94	27	the	the	DET
cet-15624	94	28	acquisition	acquisition	NOUN
cet-15624	94	29	function	function	NOUN
cet-15624	94	30	(	(	PUNCT
cet-15624	94	31	expected	expect	VERB
cet-15624	94	32	improvement	improvement	NOUN
cet-15624	94	33	)	)	PUNCT
cet-15624	94	34	was	be	AUX
cet-15624	94	35	optimized	optimize	VERB
cet-15624	94	36	to	to	PART
cet-15624	94	37	favor	favor	VERB
cet-15624	94	38	high	high	ADJ
cet-15624	94	39	conversion	conversion	NOUN
cet-15624	94	40	of	of	ADP
cet-15624	94	41	methane	methane	NOUN
cet-15624	94	42	.	.	PUNCT
cet-15624	95	1	for	for	ADP
cet-15624	95	2	gp2	gp2	PROPN
cet-15624	95	3	,	,	PUNCT
cet-15624	95	4	the	the	DET
cet-15624	95	5	30	30	NUM
cet-15624	95	6	experimental	experimental	ADJ
cet-15624	95	7	datasets	dataset	NOUN
cet-15624	95	8	were	be	AUX
cet-15624	95	9	split	split	VERB
cet-15624	95	10	into	into	ADP
cet-15624	95	11	training	training	NOUN
cet-15624	95	12	(	(	PUNCT
cet-15624	95	13	70	70	NUM
cet-15624	95	14	%	%	NOUN
cet-15624	95	15	)	)	PUNCT
cet-15624	95	16	,	,	PUNCT
cet-15624	95	17	testing	testing	NOUN
cet-15624	95	18	(	(	PUNCT
cet-15624	95	19	20	20	NUM
cet-15624	95	20	%	%	NOUN
cet-15624	95	21	)	)	PUNCT
cet-15624	95	22	,	,	PUNCT
cet-15624	95	23	training	training	NOUN
cet-15624	95	24	and	and	CCONJ
cet-15624	95	25	validation	validation	NOUN
cet-15624	95	26	(	(	PUNCT
cet-15624	95	27	10	10	NUM
cet-15624	95	28	%	%	NOUN
cet-15624	95	29	)	)	PUNCT
cet-15624	95	30	.	.	PUNCT
cet-15624	96	1	both	both	PRON
cet-15624	96	2	gp1	gp1	NOUN
cet-15624	96	3	and	and	CCONJ
cet-15624	96	4	gp2	gp2	PROPN
cet-15624	96	5	use	use	VERB
cet-15624	96	6	the	the	DET
cet-15624	96	7	same	same	ADJ
cet-15624	96	8	combination	combination	NOUN
cet-15624	96	9	of	of	ADP
cet-15624	96	10	three	three	NUM
cet-15624	96	11	kernels	kernel	NOUN
cet-15624	96	12	to	to	PART
cet-15624	96	13	model	model	VERB
cet-15624	96	14	methane	methane	NOUN
cet-15624	96	15	oxidation	oxidation	NOUN
cet-15624	96	16	:	:	PUNCT
cet-15624	96	17	(	(	PUNCT
cet-15624	96	18	1	1	X
cet-15624	96	19	)	)	PUNCT
cet-15624	96	20	a	a	DET
cet-15624	96	21	constant	constant	ADJ
cet-15624	96	22	kernel	kernel	NOUN
cet-15624	96	23	(	(	PUNCT
cet-15624	96	24	fixed	fix	VERB
cet-15624	96	25	signal	signal	NOUN
cet-15624	96	26	strength	strength	NOUN
cet-15624	96	27	=	=	SYM
cet-15624	96	28	1.0	1.0	NUM
cet-15624	96	29	)	)	PUNCT
cet-15624	96	30	,	,	PUNCT
cet-15624	96	31	(	(	PUNCT
cet-15624	96	32	2	2	X
cet-15624	96	33	)	)	PUNCT
cet-15624	96	34	an	an	DET
cet-15624	96	35	rbf	rbf	PROPN
cet-15624	96	36	kernel	kernel	PROPN
cet-15624	96	37	(	(	PUNCT
cet-15624	96	38	smoothness	smoothness	ADJ
cet-15624	96	39	scale	scale	NOUN
cet-15624	96	40	=	=	SYM
cet-15624	96	41	1.0	1.0	NUM
cet-15624	96	42	)	)	PUNCT
cet-15624	96	43	to	to	PART
cet-15624	96	44	capture	capture	VERB
cet-15624	96	45	nonlinear	nonlinear	ADJ
cet-15624	96	46	trends	trend	NOUN
cet-15624	96	47	,	,	PUNCT
cet-15624	96	48	and	and	CCONJ
cet-15624	96	49	(	(	PUNCT
cet-15624	96	50	3	3	X
cet-15624	96	51	)	)	PUNCT
cet-15624	96	52	a	a	DET
cet-15624	96	53	noise	noise	NOUN
cet-15624	96	54	kernel	kernel	NOUN
cet-15624	96	55	(	(	PUNCT
cet-15624	96	56	low	low	ADJ
cet-15624	96	57	noise	noise	NOUN
cet-15624	96	58	level	level	NOUN
cet-15624	96	59	=	=	SYM
cet-15624	96	60	10⁻⁶	10⁻⁶	NUM
cet-15624	96	61	)	)	PUNCT
cet-15624	96	62	for	for	ADP
cet-15624	96	63	measurement	measurement	NOUN
cet-15624	96	64	errors	error	NOUN
cet-15624	96	65	.	.	PUNCT
cet-15624	97	1	these	these	DET
cet-15624	97	2	components	component	NOUN
cet-15624	97	3	were	be	AUX
cet-15624	97	4	tuned	tune	VERB
cet-15624	97	5	within	within	ADP
cet-15624	97	6	strict	strict	ADJ
cet-15624	97	7	physical	physical	ADJ
cet-15624	97	8	limits	limit	NOUN
cet-15624	97	9	to	to	PART
cet-15624	97	10	ensure	ensure	VERB
cet-15624	97	11	accurate	accurate	ADJ
cet-15624	97	12	predictions	prediction	NOUN
cet-15624	97	13	without	without	ADP
cet-15624	97	14	overfitting	overfitte	VERB
cet-15624	97	15	the	the	DET
cet-15624	97	16	data	datum	NOUN
cet-15624	97	17	.	.	PUNCT
cet-15624	98	1	an	an	DET
cet-15624	98	2	additional	additional	ADJ
cet-15624	98	3	noise	noise	NOUN
cet-15624	98	4	term	term	NOUN
cet-15624	98	5	(	(	PUNCT
cet-15624	98	6	for	for	ADP
cet-15624	98	7	methane	methane	NOUN
cet-15624	98	8	response	response	NOUN
cet-15624	98	9	)	)	PUNCT
cet-15624	98	10	from	from	ADP
cet-15624	98	11	the	the	DET
cet-15624	98	12	measured	measure	VERB
cet-15624	98	13	experiments	experiment	NOUN
cet-15624	98	14	by	by	ADP
cet-15624	98	15	bawa	bawa	PROPN
cet-15624	98	16	et	et	PROPN
cet-15624	98	17	al	al	PROPN
cet-15624	98	18	.	.	PROPN
cet-15624	98	19	,	,	PUNCT
cet-15624	98	20	2023	2023	NUM
cet-15624	98	21	was	be	AUX
cet-15624	98	22	also	also	ADV
cet-15624	98	23	introduced	introduce	VERB
cet-15624	98	24	to	to	ADP
cet-15624	98	25	the	the	DET
cet-15624	98	26	gps	gps	NOUN
cet-15624	98	27	.	.	PUNCT
cet-15624	99	1	3	3	X
cet-15624	99	2	.	.	NOUN
cet-15624	99	3	results	result	NOUN
cet-15624	99	4	and	and	CCONJ
cet-15624	99	5	discussion	discussion	NOUN
cet-15624	99	6	this	this	DET
cet-15624	99	7	section	section	NOUN
cet-15624	99	8	discusses	discuss	VERB
cet-15624	99	9	the	the	DET
cet-15624	99	10	performance	performance	NOUN
cet-15624	99	11	and	and	CCONJ
cet-15624	99	12	validation	validation	NOUN
cet-15624	99	13	of	of	ADP
cet-15624	99	14	gp1	gp1	NOUN
cet-15624	99	15	and	and	CCONJ
cet-15624	99	16	gp2	gp2	PROPN
cet-15624	99	17	.	.	PUNCT
cet-15624	100	1	the	the	DET
cet-15624	100	2	simulation	simulation	NOUN
cet-15624	100	3	scenario	scenario	NOUN
cet-15624	100	4	involves	involve	VERB
cet-15624	100	5	training	training	NOUN
cet-15624	100	6	gp1	gp1	NOUN
cet-15624	100	7	on	on	ADP
cet-15624	100	8	six	six	NUM
cet-15624	100	9	real	real	ADJ
cet-15624	100	10	experiments	experiment	NOUN
cet-15624	100	11	to	to	PART
cet-15624	100	12	design	design	VERB
cet-15624	100	13	future	future	ADJ
cet-15624	100	14	experiments	experiment	NOUN
cet-15624	100	15	by	by	ADP
cet-15624	100	16	exploring	explore	VERB
cet-15624	100	17	regions	region	NOUN
cet-15624	100	18	of	of	ADP
cet-15624	100	19	high	high	ADJ
cet-15624	100	20	methane	methane	NOUN
cet-15624	100	21	conversion	conversion	NOUN
cet-15624	100	22	,	,	PUNCT
cet-15624	100	23	while	while	SCONJ
cet-15624	100	24	evaluating	evaluate	VERB
cet-15624	100	25	uncertainty	uncertainty	NOUN
cet-15624	100	26	and	and	CCONJ
cet-15624	100	27	fim	fim	NOUN
cet-15624	100	28	scores	score	NOUN
cet-15624	100	29	.	.	PUNCT
cet-15624	101	1	it	it	PRON
cet-15624	101	2	also	also	ADV
cet-15624	101	3	covers	cover	VERB
cet-15624	101	4	methane	methane	NOUN
cet-15624	101	5	conversion	conversion	NOUN
cet-15624	101	6	and	and	CCONJ
cet-15624	101	7	fim	fim	NOUN
cet-15624	101	8	values	value	NOUN
cet-15624	101	9	based	base	VERB
cet-15624	101	10	on	on	ADP
cet-15624	101	11	gp1	gp1	PROPN
cet-15624	101	12	’s	’s	PART
cet-15624	101	13	predictions	prediction	NOUN
cet-15624	101	14	,	,	PUNCT
cet-15624	101	15	alongside	alongside	ADP
cet-15624	101	16	the	the	DET
cet-15624	101	17	performance	performance	NOUN
cet-15624	101	18	of	of	ADP
cet-15624	101	19	both	both	DET
cet-15624	101	20	models	model	NOUN
cet-15624	101	21	.	.	PUNCT
cet-15624	102	1	3.1	3.1	NUM
cet-15624	102	2	performance	performance	NOUN
cet-15624	102	3	of	of	ADP
cet-15624	102	4	gp1	gp1	NOUN
cet-15624	102	5	using	use	VERB
cet-15624	102	6	the	the	DET
cet-15624	102	7	gp1	gp1	PROPN
cet-15624	102	8	–	–	PUNCT
cet-15624	102	9	gp2	gp2	NOUN
cet-15624	102	10	workflow	workflow	NOUN
cet-15624	102	11	,	,	PUNCT
cet-15624	102	12	gp1	gp1	PROPN
cet-15624	102	13	was	be	AUX
cet-15624	102	14	used	use	VERB
cet-15624	102	15	to	to	PART
cet-15624	102	16	design	design	VERB
cet-15624	102	17	three	three	NUM
cet-15624	102	18	optimal	optimal	ADJ
cet-15624	102	19	experiments	experiment	NOUN
cet-15624	102	20	in	in	ADP
cet-15624	102	21	sequence	sequence	NOUN
cet-15624	102	22	.	.	PUNCT
cet-15624	103	1	for	for	ADP
cet-15624	103	2	experiments	experiment	NOUN
cet-15624	103	3	1–3	1–3	NUM
cet-15624	103	4	,	,	PUNCT
cet-15624	103	5	the	the	DET
cet-15624	103	6	predicted	predict	VERB
cet-15624	103	7	conversions	conversion	NOUN
cet-15624	103	8	were	be	AUX
cet-15624	103	9	86.0	86.0	NUM
cet-15624	103	10	%	%	NOUN
cet-15624	103	11	,	,	PUNCT
cet-15624	103	12	88.3	88.3	NUM
cet-15624	103	13	%	%	NOUN
cet-15624	103	14	,	,	PUNCT
cet-15624	103	15	and	and	CCONJ
cet-15624	103	16	88.3	88.3	NUM
cet-15624	103	17	%	%	NOUN
cet-15624	103	18	.	.	PUNCT
cet-15624	104	1	the	the	DET
cet-15624	104	2	inversion	inversion	NOUN
cet-15624	104	3	of	of	ADP
cet-15624	104	4	gp1	gp1	NOUN
cet-15624	104	5	provided	provide	VERB
cet-15624	104	6	estimated	estimate	VERB
cet-15624	104	7	fim	fim	NOUN
cet-15624	104	8	scores	score	NOUN
cet-15624	104	9	of	of	ADP
cet-15624	104	10	1070	1070	NUM
cet-15624	104	11	,	,	PUNCT
cet-15624	104	12	1157	1157	NUM
cet-15624	104	13	,	,	PUNCT
cet-15624	104	14	and	and	CCONJ
cet-15624	104	15	1148	1148	NUM
cet-15624	104	16	,	,	PUNCT
cet-15624	104	17	respectively	respectively	ADV
cet-15624	104	18	showing	show	VERB
cet-15624	104	19	that	that	SCONJ
cet-15624	104	20	each	each	DET
cet-15624	104	21	experiment	experiment	NOUN
cet-15624	104	22	was	be	AUX
cet-15624	104	23	not	not	PART
cet-15624	104	24	only	only	ADV
cet-15624	104	25	high	high	ADJ
cet-15624	104	26	in	in	ADP
cet-15624	104	27	conversion	conversion	NOUN
cet-15624	104	28	but	but	CCONJ
cet-15624	104	29	also	also	ADV
cet-15624	104	30	valuable	valuable	ADJ
cet-15624	104	31	for	for	ADP
cet-15624	104	32	improving	improve	VERB
cet-15624	104	33	the	the	DET
cet-15624	104	34	model	model	NOUN
cet-15624	104	35	by	by	ADP
cet-15624	104	36	providing	provide	VERB
cet-15624	104	37	more	more	ADJ
cet-15624	104	38	information	information	NOUN
cet-15624	104	39	.	.	PUNCT
cet-15624	105	1	while	while	SCONJ
cet-15624	105	2	experiments	experiment	NOUN
cet-15624	105	3	1	1	NUM
cet-15624	105	4	and	and	CCONJ
cet-15624	105	5	2	2	NUM
cet-15624	105	6	exceeded	exceed	VERB
cet-15624	105	7	the	the	DET
cet-15624	105	8	1	1	NUM
cet-15624	105	9	%	%	NOUN
cet-15624	105	10	uncertainty	uncertainty	NOUN
cet-15624	105	11	threshold	threshold	NOUN
cet-15624	105	12	(	(	PUNCT
cet-15624	105	13	±18.40	±18.40	NOUN
cet-15624	105	14	%	%	NOUN
cet-15624	105	15	and	and	CCONJ
cet-15624	105	16	±2.27	±2.27	ADJ
cet-15624	105	17	%	%	NOUN
cet-15624	105	18	)	)	PUNCT
cet-15624	105	19	,	,	PUNCT
cet-15624	105	20	experiment	experiment	NOUN
cet-15624	105	21	3	3	NUM
cet-15624	105	22	met	meet	VERB
cet-15624	105	23	the	the	DET
cet-15624	105	24	stopping	stopping	NOUN
cet-15624	105	25	criterion	criterion	NOUN
cet-15624	105	26	(	(	PUNCT
cet-15624	105	27	±0.03	±0.03	PROPN
cet-15624	105	28	%	%	NOUN
cet-15624	105	29	)	)	PUNCT
cet-15624	105	30	–	–	PUNCT
cet-15624	105	31	which	which	PRON
cet-15624	105	32	was	be	AUX
cet-15624	105	33	well	well	ADV
cet-15624	105	34	below	below	ADP
cet-15624	105	35	the	the	DET
cet-15624	105	36	1	1	NUM
cet-15624	105	37	%	%	NOUN
cet-15624	105	38	threshold	threshold	NOUN
cet-15624	105	39	.	.	PUNCT
cet-15624	106	1	the	the	DET
cet-15624	106	2	reactor	reactor	NOUN
cet-15624	106	3	conditions	condition	NOUN
cet-15624	106	4	estimated	estimate	VERB
cet-15624	106	5	from	from	ADP
cet-15624	106	6	gp2	gp2	PROPN
cet-15624	106	7	inversion	inversion	NOUN
cet-15624	106	8	,	,	PUNCT
cet-15624	106	9	presented	present	VERB
cet-15624	106	10	in	in	ADP
cet-15624	106	11	table	table	NOUN
cet-15624	106	12	2	2	NUM
cet-15624	106	13	,	,	PUNCT
cet-15624	106	14	showed	show	VERB
cet-15624	106	15	consistent	consistent	ADJ
cet-15624	106	16	convergence	convergence	NOUN
cet-15624	106	17	within	within	ADP
cet-15624	106	18	the	the	DET
cet-15624	106	19	design	design	NOUN
cet-15624	106	20	space	space	NOUN
cet-15624	106	21	,	,	PUNCT
cet-15624	106	22	this	this	PRON
cet-15624	106	23	suggests	suggest	VERB
cet-15624	106	24	that	that	SCONJ
cet-15624	106	25	the	the	DET
cet-15624	106	26	model	model	NOUN
cet-15624	106	27	consistently	consistently	ADV
cet-15624	106	28	identified	identify	VERB
cet-15624	106	29	region	region	NOUN
cet-15624	106	30	with	with	ADP
cet-15624	106	31	optimal	optimal	ADJ
cet-15624	106	32	and	and	CCONJ
cet-15624	106	33	informative	informative	ADJ
cet-15624	106	34	condition	condition	NOUN
cet-15624	106	35	.	.	PUNCT
cet-15624	107	1	figure	figure	NOUN
cet-15624	107	2	2a	2a	NUM
cet-15624	107	3	shows	show	VERB
cet-15624	107	4	how	how	SCONJ
cet-15624	107	5	gp1	gp1	NOUN
cet-15624	107	6	captures	capture	VERB
cet-15624	107	7	a	a	DET
cet-15624	107	8	clear	clear	ADJ
cet-15624	107	9	trend	trend	NOUN
cet-15624	107	10	between	between	ADP
cet-15624	107	11	fim	fim	NOUN
cet-15624	107	12	scores	score	NOUN
cet-15624	107	13	and	and	CCONJ
cet-15624	107	14	predicted	predict	VERB
cet-15624	107	15	methane	methane	NOUN
cet-15624	107	16	conversion	conversion	NOUN
cet-15624	107	17	,	,	PUNCT
cet-15624	107	18	as	as	ADP
cet-15624	107	19	fim	fim	NOUN
cet-15624	107	20	score	score	NOUN
cet-15624	107	21	increases	increase	NOUN
cet-15624	107	22	,	,	PUNCT
cet-15624	107	23	so	so	ADV
cet-15624	107	24	also	also	ADV
cet-15624	107	25	conversion	conversion	NOUN
cet-15624	107	26	,	,	PUNCT
cet-15624	107	27	particularly	particularly	ADV
cet-15624	107	28	in	in	ADP
cet-15624	107	29	the	the	DET
cet-15624	107	30	1000	1000	NUM
cet-15624	107	31	-	-	SYM
cet-15624	107	32	1200	1200	NUM
cet-15624	107	33	fim	fim	NOUN
cet-15624	107	34	range	range	NOUN
cet-15624	107	35	where	where	SCONJ
cet-15624	107	36	conversions	conversion	NOUN
cet-15624	107	37	exceed	exceed	VERB
cet-15624	107	38	86	86	NUM
cet-15624	107	39	%	%	NOUN
cet-15624	107	40	.	.	PUNCT
cet-15624	108	1	corresponding	correspond	VERB
cet-15624	108	2	predictive	predictive	ADJ
cet-15624	108	3	uncertainties	uncertainty	NOUN
cet-15624	108	4	show	show	VERB
cet-15624	108	5	a	a	DET
cet-15624	108	6	sharp	sharp	ADJ
cet-15624	108	7	decline	decline	NOUN
cet-15624	108	8	with	with	ADP
cet-15624	108	9	increasing	increase	VERB
cet-15624	108	10	fim	fim	NOUN
cet-15624	108	11	values	value	NOUN
cet-15624	108	12	from	from	ADP
cet-15624	108	13	±18.40	±18.40	NOUN
cet-15624	108	14	%	%	NOUN
cet-15624	108	15	to	to	ADP
cet-15624	108	16	±0.03	±0.03	PROPN
cet-15624	108	17	%	%	NOUN
cet-15624	108	18	as	as	SCONJ
cet-15624	108	19	seen	see	VERB
cet-15624	108	20	in	in	ADP
cet-15624	108	21	86.0	86.0	NUM
cet-15624	108	22	±	±	NUM
cet-15624	108	23	18.40	18.40	NUM
cet-15624	108	24	,	,	PUNCT
cet-15624	108	25	88.3	88.3	NUM
cet-15624	108	26	±	±	NUM
cet-15624	108	27	2.27	2.27	NUM
cet-15624	108	28	,	,	PUNCT
cet-15624	108	29	and	and	CCONJ
cet-15624	108	30	88.3	88.3	NUM
cet-15624	108	31	±	±	NUM
cet-15624	108	32	0.03	0.03	NUM
cet-15624	108	33	.	.	PUNCT
cet-15624	109	1	the	the	DET
cet-15624	109	2	sharp	sharp	ADJ
cet-15624	109	3	uncertainty	uncertainty	NOUN
cet-15624	109	4	reduction	reduction	NOUN
cet-15624	109	5	(	(	PUNCT
cet-15624	109	6	from	from	ADP
cet-15624	109	7	±18.40	±18.40	ADP
cet-15624	109	8	%	%	NOUN
cet-15624	109	9	to	to	ADP
cet-15624	109	10	±0.03	±0.03	PROPN
cet-15624	109	11	%	%	NOUN
cet-15624	109	12	)	)	PUNCT
cet-15624	109	13	occurs	occur	VERB
cet-15624	109	14	because	because	SCONJ
cet-15624	109	15	the	the	DET
cet-15624	109	16	optimized	optimize	VERB
cet-15624	109	17	gp1	gp1	NOUN
cet-15624	109	18	preferentially	preferentially	ADV
cet-15624	109	19	sampled	sample	VERB
cet-15624	109	20	high	high	ADJ
cet-15624	109	21	-	-	PUNCT
cet-15624	109	22	conversion	conversion	NOUN
cet-15624	109	23	regions	region	NOUN
cet-15624	109	24	where	where	SCONJ
cet-15624	109	25	the	the	DET
cet-15624	109	26	fisher	fisher	PROPN
cet-15624	109	27	information	information	NOUN
cet-15624	109	28	content	content	NOUN
cet-15624	109	29	was	be	AUX
cet-15624	109	30	the	the	DET
cet-15624	109	31	highest	high	ADJ
cet-15624	109	32	,	,	PUNCT
cet-15624	109	33	leading	lead	VERB
cet-15624	109	34	to	to	ADP
cet-15624	109	35	progressively	progressively	ADV
cet-15624	109	36	more	more	ADV
cet-15624	109	37	confident	confident	ADJ
cet-15624	109	38	predictions	prediction	NOUN
cet-15624	109	39	after	after	ADP
cet-15624	109	40	each	each	DET
cet-15624	109	41	iteration	iteration	NOUN
cet-15624	109	42	.	.	PUNCT
cet-15624	110	1	figure	figure	NOUN
cet-15624	110	2	2b	2b	NOUN
cet-15624	110	3	further	far	ADV
cet-15624	110	4	describes	describe	VERB
cet-15624	110	5	the	the	DET
cet-15624	110	6	gp	gp	NOUN
cet-15624	110	7	model	model	NOUN
cet-15624	110	8	's	's	PART
cet-15624	110	9	556	556	NUM
cet-15624	110	10	tendency	tendency	NOUN
cet-15624	110	11	to	to	PART
cet-15624	110	12	yield	yield	VERB
cet-15624	110	13	lower	low	ADJ
cet-15624	110	14	uncertainty	uncertainty	NOUN
cet-15624	110	15	near	near	ADP
cet-15624	110	16	informative	informative	ADJ
cet-15624	110	17	,	,	PUNCT
cet-15624	110	18	well	well	ADV
cet-15624	110	19	-	-	PUNCT
cet-15624	110	20	sampled	sample	VERB
cet-15624	110	21	regions	region	NOUN
cet-15624	110	22	.	.	PUNCT
cet-15624	111	1	while	while	SCONJ
cet-15624	111	2	promising	promise	VERB
cet-15624	111	3	,	,	PUNCT
cet-15624	111	4	this	this	DET
cet-15624	111	5	correlation	correlation	NOUN
cet-15624	111	6	should	should	AUX
cet-15624	111	7	be	be	AUX
cet-15624	111	8	further	far	ADV
cet-15624	111	9	validated	validate	VERB
cet-15624	111	10	in	in	ADP
cet-15624	111	11	more	more	ADJ
cet-15624	111	12	complex	complex	ADJ
cet-15624	111	13	reaction	reaction	NOUN
cet-15624	111	14	systems	system	NOUN
cet-15624	111	15	to	to	PART
cet-15624	111	16	confirm	confirm	VERB
cet-15624	111	17	its	its	PRON
cet-15624	111	18	general	general	ADJ
cet-15624	111	19	applicability	applicability	NOUN
cet-15624	111	20	.	.	PUNCT
cet-15624	112	1	3.2	3.2	NUM
cet-15624	112	2	gp1	gp1	NOUN
cet-15624	112	3	validation	validation	NOUN
cet-15624	112	4	with	with	ADP
cet-15624	112	5	in	in	ADP
cet-15624	112	6	-	-	PUNCT
cet-15624	112	7	silico	silico	NOUN
cet-15624	112	8	experiments	experiment	NOUN
cet-15624	112	9	the	the	DET
cet-15624	112	10	predictions	prediction	NOUN
cet-15624	112	11	from	from	ADP
cet-15624	112	12	gp1	gp1	NOUN
cet-15624	112	13	were	be	AUX
cet-15624	112	14	validated	validate	VERB
cet-15624	112	15	using	use	VERB
cet-15624	112	16	in	in	ADP
cet-15624	112	17	silico	silico	NOUN
cet-15624	112	18	experiments	experiment	NOUN
cet-15624	112	19	,	,	PUNCT
cet-15624	112	20	confirming	confirm	VERB
cet-15624	112	21	alignment	alignment	NOUN
cet-15624	112	22	between	between	ADP
cet-15624	112	23	model	model	NOUN
cet-15624	112	24	outputs	output	NOUN
cet-15624	112	25	and	and	CCONJ
cet-15624	112	26	simulated	simulated	ADJ
cet-15624	112	27	results	result	NOUN
cet-15624	112	28	.	.	PUNCT
cet-15624	113	1	figure	figure	NOUN
cet-15624	113	2	2c	2c	NOUN
cet-15624	113	3	illustrates	illustrate	VERB
cet-15624	113	4	how	how	SCONJ
cet-15624	113	5	the	the	DET
cet-15624	113	6	predicted	predict	VERB
cet-15624	113	7	methane	methane	NOUN
cet-15624	113	8	conversions	conversion	NOUN
cet-15624	113	9	and	and	CCONJ
cet-15624	113	10	fim	fim	VERB
cet-15624	113	11	scores	score	NOUN
cet-15624	113	12	from	from	ADP
cet-15624	113	13	gp1	gp1	NOUN
cet-15624	113	14	closely	closely	ADV
cet-15624	113	15	matched	match	VERB
cet-15624	113	16	the	the	DET
cet-15624	113	17	corresponding	corresponding	NOUN
cet-15624	113	18	in	in	ADP
cet-15624	113	19	silico	silico	NOUN
cet-15624	113	20	values	value	NOUN
cet-15624	113	21	.	.	PUNCT
cet-15624	114	1	for	for	ADP
cet-15624	114	2	experiments	experiment	NOUN
cet-15624	114	3	1	1	NUM
cet-15624	114	4	,	,	PUNCT
cet-15624	114	5	2	2	NUM
cet-15624	114	6	,	,	PUNCT
cet-15624	114	7	and	and	CCONJ
cet-15624	114	8	3	3	NUM
cet-15624	114	9	,	,	PUNCT
cet-15624	114	10	gp1	gp1	VERB
cet-15624	114	11	estimated	estimate	VERB
cet-15624	114	12	fim	fim	NOUN
cet-15624	114	13	scores	score	NOUN
cet-15624	114	14	of	of	ADP
cet-15624	114	15	1070	1070	NUM
cet-15624	114	16	,	,	PUNCT
cet-15624	114	17	1157	1157	NUM
cet-15624	114	18	,	,	PUNCT
cet-15624	114	19	and	and	CCONJ
cet-15624	114	20	1149	1149	NUM
cet-15624	114	21	,	,	PUNCT
cet-15624	114	22	while	while	SCONJ
cet-15624	114	23	the	the	DET
cet-15624	114	24	in	in	ADP
cet-15624	114	25	-	-	PUNCT
cet-15624	114	26	silico	silico	NOUN
cet-15624	114	27	values	value	NOUN
cet-15624	114	28	were	be	AUX
cet-15624	114	29	1339	1339	NUM
cet-15624	114	30	,	,	PUNCT
cet-15624	114	31	1595	1595	NUM
cet-15624	114	32	,	,	PUNCT
cet-15624	114	33	and	and	CCONJ
cet-15624	114	34	1572	1572	NUM
cet-15624	114	35	,	,	PUNCT
cet-15624	114	36	respectively	respectively	ADV
cet-15624	114	37	.	.	PUNCT
cet-15624	115	1	a	a	DET
cet-15624	115	2	similar	similar	ADJ
cet-15624	115	3	trend	trend	NOUN
cet-15624	115	4	was	be	AUX
cet-15624	115	5	observed	observe	VERB
cet-15624	115	6	in	in	ADP
cet-15624	115	7	conversion	conversion	NOUN
cet-15624	115	8	outcomes	outcome	NOUN
cet-15624	115	9	,	,	PUNCT
cet-15624	115	10	supporting	support	VERB
cet-15624	115	11	the	the	DET
cet-15624	115	12	reliability	reliability	NOUN
cet-15624	115	13	of	of	ADP
cet-15624	115	14	the	the	DET
cet-15624	115	15	model	model	NOUN
cet-15624	115	16	,	,	PUNCT
cet-15624	115	17	the	the	DET
cet-15624	115	18	predicted	predict	VERB
cet-15624	115	19	conversions	conversion	NOUN
cet-15624	115	20	were	be	AUX
cet-15624	115	21	86.0	86.0	NUM
cet-15624	115	22	%	%	NOUN
cet-15624	115	23	,	,	PUNCT
cet-15624	115	24	88.3	88.3	NUM
cet-15624	115	25	%	%	NOUN
cet-15624	115	26	,	,	PUNCT
cet-15624	115	27	and	and	CCONJ
cet-15624	115	28	88.3	88.3	NUM
cet-15624	115	29	%	%	NOUN
cet-15624	115	30	,	,	PUNCT
cet-15624	115	31	compared	compare	VERB
cet-15624	115	32	to	to	ADP
cet-15624	115	33	in	in	ADP
cet-15624	115	34	silico	silico	NOUN
cet-15624	115	35	conversions	conversion	NOUN
cet-15624	115	36	of	of	ADP
cet-15624	115	37	93.3	93.3	NUM
cet-15624	115	38	%	%	NOUN
cet-15624	115	39	,	,	PUNCT
cet-15624	115	40	89.5	89.5	NUM
cet-15624	115	41	%	%	NOUN
cet-15624	115	42	,	,	PUNCT
cet-15624	115	43	and	and	CCONJ
cet-15624	115	44	89.9	89.9	NUM
cet-15624	115	45	%	%	NOUN
cet-15624	115	46	.	.	PUNCT
cet-15624	116	1	this	this	DET
cet-15624	116	2	consistency	consistency	NOUN
cet-15624	116	3	supports	support	VERB
cet-15624	116	4	the	the	DET
cet-15624	116	5	reliability	reliability	NOUN
cet-15624	116	6	of	of	ADP
cet-15624	116	7	the	the	DET
cet-15624	116	8	integrated	integrate	VERB
cet-15624	116	9	gp1	gp1	NOUN
cet-15624	116	10	–	–	PUNCT
cet-15624	116	11	gp2	gp2	NOUN
cet-15624	116	12	modelling	modelling	NOUN
cet-15624	116	13	framework	framework	NOUN
cet-15624	116	14	in	in	ADP
cet-15624	116	15	guiding	guide	VERB
cet-15624	116	16	experimental	experimental	ADJ
cet-15624	116	17	optimization	optimization	NOUN
cet-15624	116	18	,	,	PUNCT
cet-15624	116	19	even	even	ADV
cet-15624	116	20	across	across	ADP
cet-15624	116	21	different	different	ADJ
cet-15624	116	22	prediction	prediction	NOUN
cet-15624	116	23	and	and	CCONJ
cet-15624	116	24	validation	validation	NOUN
cet-15624	116	25	stages	stage	NOUN
cet-15624	116	26	.	.	PUNCT
cet-15624	117	1	(	(	PUNCT
cet-15624	117	2	a	a	X
cet-15624	117	3	)	)	PUNCT
cet-15624	117	4	(	(	PUNCT
cet-15624	117	5	b	b	X
cet-15624	117	6	)	)	PUNCT
cet-15624	117	7	(	(	PUNCT
cet-15624	117	8	c	c	X
cet-15624	117	9	)	)	PUNCT
cet-15624	117	10	figure	figure	NOUN
cet-15624	117	11	2	2	NUM
cet-15624	117	12	:	:	PUNCT
cet-15624	117	13	(	(	PUNCT
cet-15624	117	14	a	a	X
cet-15624	117	15	)	)	PUNCT
cet-15624	117	16	gp	gp	NOUN
cet-15624	117	17	-	-	PUNCT
cet-15624	117	18	predicted	predict	VERB
cet-15624	117	19	conversions	conversion	NOUN
cet-15624	117	20	for	for	ADP
cet-15624	117	21	experiments	experiment	NOUN
cet-15624	117	22	1	1	NUM
cet-15624	117	23	-	-	SYM
cet-15624	117	24	3	3	NUM
cet-15624	117	25	(	(	PUNCT
cet-15624	117	26	colour	colour	NOUN
cet-15624	117	27	bar	bar	NOUN
cet-15624	117	28	:	:	PUNCT
cet-15624	117	29	absolute	absolute	ADJ
cet-15624	117	30	fim	fim	NOUN
cet-15624	117	31	scores	score	NOUN
cet-15624	117	32	)	)	PUNCT
cet-15624	117	33	.	.	PUNCT
cet-15624	118	1	(	(	PUNCT
cet-15624	118	2	b	b	X
cet-15624	118	3	)	)	PUNCT
cet-15624	118	4	corresponding	corresponding	ADJ
cet-15624	118	5	predicted	predict	VERB
cet-15624	118	6	uncertainties	uncertainty	NOUN
cet-15624	118	7	,	,	PUNCT
cet-15624	118	8	showing	show	VERB
cet-15624	118	9	inverse	inverse	NOUN
cet-15624	118	10	relationship	relationship	NOUN
cet-15624	118	11	with	with	ADP
cet-15624	118	12	fim	fim	PROPN
cet-15624	118	13	scores	score	NOUN
cet-15624	118	14	(	(	PUNCT
cet-15624	118	15	as	as	SCONJ
cet-15624	118	16	reported	report	VERB
cet-15624	118	17	)	)	PUNCT
cet-15624	118	18	.	.	PUNCT
cet-15624	119	1	(	(	PUNCT
cet-15624	119	2	c	c	X
cet-15624	119	3	)	)	PUNCT
cet-15624	119	4	comparison	comparison	NOUN
cet-15624	119	5	of	of	ADP
cet-15624	119	6	fim	fim	PROPN
cet-15624	119	7	scores	score	NOUN
cet-15624	119	8	predicted	predict	VERB
cet-15624	119	9	by	by	ADP
cet-15624	119	10	gp1	gp1	NOUN
cet-15624	119	11	and	and	CCONJ
cet-15624	119	12	validated	validate	VERB
cet-15624	119	13	through	through	ADP
cet-15624	119	14	in	in	ADP
cet-15624	119	15	silico	silico	NOUN
cet-15624	119	16	experiments	experiment	NOUN
cet-15624	119	17	for	for	ADP
cet-15624	119	18	experiments	experiment	NOUN
cet-15624	119	19	1–3	1–3	NUM
cet-15624	119	20	.	.	PUNCT
cet-15624	120	1	the	the	DET
cet-15624	120	2	bar	bar	NOUN
cet-15624	120	3	chart	chart	NOUN
cet-15624	120	4	shows	show	VERB
cet-15624	120	5	gp1	gp1	VERB
cet-15624	120	6	-	-	PUNCT
cet-15624	120	7	predicted	predict	VERB
cet-15624	120	8	fim	fim	PROPN
cet-15624	120	9	scores	score	NOUN
cet-15624	120	10	(	(	PUNCT
cet-15624	120	11	orange	orange	ADJ
cet-15624	120	12	)	)	PUNCT
cet-15624	120	13	alongside	alongside	ADP
cet-15624	120	14	their	their	PRON
cet-15624	120	15	corresponding	corresponding	NOUN
cet-15624	120	16	in	in	ADP
cet-15624	120	17	silico	silico	NOUN
cet-15624	120	18	values	value	NOUN
cet-15624	120	19	(	(	PUNCT
cet-15624	120	20	green	green	ADJ
cet-15624	120	21	)	)	PUNCT
cet-15624	120	22	.	.	PUNCT
cet-15624	121	1	figure	figure	VERB
cet-15624	121	2	3	3	NUM
cet-15624	121	3	.	.	PUNCT
cet-15624	121	4	gp1	gp1	NOUN
cet-15624	121	5	model	model	NOUN
cet-15624	121	6	predictions	prediction	NOUN
cet-15624	121	7	after	after	ADP
cet-15624	121	8	iteration	iteration	NOUN
cet-15624	121	9	3	3	NUM
cet-15624	121	10	showing	show	VERB
cet-15624	121	11	methane	methane	NOUN
cet-15624	121	12	conversion	conversion	NOUN
cet-15624	121	13	as	as	ADP
cet-15624	121	14	a	a	DET
cet-15624	121	15	function	function	NOUN
cet-15624	121	16	of	of	ADP
cet-15624	121	17	fim	fim	NOUN
cet-15624	121	18	score	score	NOUN
cet-15624	121	19	.	.	PUNCT
cet-15624	122	1	the	the	DET
cet-15624	122	2	model	model	NOUN
cet-15624	122	3	's	's	PART
cet-15624	122	4	predicted	predict	VERB
cet-15624	122	5	95	95	NUM
cet-15624	122	6	%	%	NOUN
cet-15624	122	7	confidence	confidence	NOUN
cet-15624	122	8	interval	interval	NOUN
cet-15624	122	9	(	(	PUNCT
cet-15624	122	10	shaded	shaded	ADJ
cet-15624	122	11	region	region	NOUN
cet-15624	122	12	)	)	PUNCT
cet-15624	122	13	narrows	narrow	VERB
cet-15624	122	14	as	as	SCONJ
cet-15624	122	15	uncertainty	uncertainty	NOUN
cet-15624	122	16	decreases	decrease	VERB
cet-15624	122	17	.	.	PUNCT
cet-15624	123	1	table	table	NOUN
cet-15624	123	2	2	2	NUM
cet-15624	123	3	:	:	PUNCT
cet-15624	123	4	predicted	predict	VERB
cet-15624	123	5	reactor	reactor	NOUN
cet-15624	123	6	conditions	condition	NOUN
cet-15624	123	7	using	use	VERB
cet-15624	123	8	integrated	integrated	ADJ
cet-15624	123	9	workflow	workflow	NOUN
cet-15624	123	10	of	of	ADP
cet-15624	123	11	gp1	gp1	PROPN
cet-15624	123	12	&	&	CCONJ
cet-15624	123	13	gp2	gp2	PROPN
cet-15624	123	14	.	.	PUNCT
cet-15624	124	1	conversion	conversion	NOUN
cet-15624	124	2	in	in	ADP
cet-15624	124	3	percentage	percentage	NOUN
cet-15624	124	4	(	(	PUNCT
cet-15624	124	5	%	%	NOUN
cet-15624	124	6	)	)	PUNCT
cet-15624	124	7	pred	pre	VERB
cet-15624	124	8	exp	exp	NOUN
cet-15624	124	9	temp	temp	NOUN
cet-15624	124	10	℃	℃	PROPN
cet-15624	124	11	mass	mass	NOUN
cet-15624	124	12	flow	flow	NOUN
cet-15624	124	13	(	(	PUNCT
cet-15624	124	14	ml	ml	NOUN
cet-15624	124	15	/	/	SYM
cet-15624	124	16	min	min	NOUN
cet-15624	124	17	)	)	PUNCT
cet-15624	124	18	𝑂2/𝐶𝐻4	𝑂2/𝐶𝐻4	NOUN
cet-15624	124	19	ratio	ratio	NOUN
cet-15624	124	20	(	(	PUNCT
cet-15624	124	21	mol	mol	PROPN
cet-15624	124	22	/	/	SYM
cet-15624	124	23	mol	mol	NOUN
cet-15624	124	24	)	)	PUNCT
cet-15624	124	25	inlet	inlet	VERB
cet-15624	124	26	𝐶𝐻4	𝐶𝐻4	PROPN
cet-15624	124	27	concentratio	concentratio	PROPN
cet-15624	124	28	n	n	PROPN
cet-15624	124	29	(	(	PUNCT
cet-15624	124	30	mol	mol	PROPN
cet-15624	124	31	/	/	SYM
cet-15624	124	32	mol	mol	NOUN
cet-15624	124	33	)	)	PUNCT
cet-15624	124	34	fim	fim	PROPN
cet-15624	124	35	scores	score	NOUN
cet-15624	124	36	(	(	PUNCT
cet-15624	124	37	gp	gp	NOUN
cet-15624	124	38	)	)	PUNCT
cet-15624	124	39	fim	fim	NOUN
cet-15624	124	40	scores	score	NOUN
cet-15624	124	41	(	(	PUNCT
cet-15624	124	42	in	in	ADP
cet-15624	124	43	silico	silico	NOUN
cet-15624	124	44	)	)	PUNCT
cet-15624	124	45	gp	gp	NOUN
cet-15624	124	46	predicted	predict	VERB
cet-15624	124	47	methane	methane	NOUN
cet-15624	124	48	conversion	conversion	NOUN
cet-15624	124	49	in	in	ADP
cet-15624	124	50	-	-	PUNCT
cet-15624	124	51	silico	silico	NOUN
cet-15624	124	52	methane	methane	NOUN
cet-15624	124	53	conversion	conversion	NOUN
cet-15624	124	54	1	1	NUM
cet-15624	124	55	347.9	347.9	NUM
cet-15624	124	56	20.6	20.6	NUM
cet-15624	124	57	2.19	2.19	NUM
cet-15624	124	58	0.023	0.023	NUM
cet-15624	124	59	1070	1070	NUM
cet-15624	124	60	1339	1339	NUM
cet-15624	124	61	86.0±18.40	86.0±18.40	NOUN
cet-15624	124	62	93.3	93.3	NUM
cet-15624	124	63	2	2	NUM
cet-15624	124	64	345.0	345.0	NUM
cet-15624	124	65	20.73	20.73	NUM
cet-15624	124	66	2.18	2.18	NUM
cet-15624	124	67	0.023	0.023	NUM
cet-15624	124	68	1157	1157	NUM
cet-15624	124	69	1595	1595	NUM
cet-15624	124	70	88.3±	88.3±	NUM
cet-15624	124	71	2.27	2.27	NUM
cet-15624	125	1	89.5	89.5	NUM
cet-15624	125	2	3	3	NUM
cet-15624	125	3	345.3	345.3	NUM
cet-15624	125	4	20.72	20.72	NUM
cet-15624	125	5	2.18	2.18	NUM
cet-15624	125	6	0.023	0.023	NUM
cet-15624	125	7	1148	1148	NUM
cet-15624	125	8	1572	1572	NUM
cet-15624	125	9	88.3±	88.3±	NOUN
cet-15624	125	10	0.03	0.03	NUM
cet-15624	125	11	89.9	89.9	NUM
cet-15624	125	12	3.3	3.3	NUM
cet-15624	125	13	gp1	gp1	NOUN
cet-15624	125	14	optimal	optimal	ADJ
cet-15624	125	15	experiment	experiment	NOUN
cet-15624	125	16	design	design	NOUN
cet-15624	125	17	&	&	CCONJ
cet-15624	125	18	procedure	procedure	NOUN
cet-15624	125	19	termination	termination	NOUN
cet-15624	125	20	the	the	DET
cet-15624	125	21	third	third	ADJ
cet-15624	125	22	iteration	iteration	NOUN
cet-15624	125	23	(	(	PUNCT
cet-15624	125	24	experiment	experiment	NOUN
cet-15624	125	25	3	3	NUM
cet-15624	125	26	)	)	PUNCT
cet-15624	125	27	of	of	ADP
cet-15624	125	28	the	the	DET
cet-15624	125	29	optimized	optimize	VERB
cet-15624	125	30	gp1	gp1	NOUN
cet-15624	125	31	yielded	yield	VERB
cet-15624	125	32	a	a	DET
cet-15624	125	33	predicted	predict	VERB
cet-15624	125	34	methane	methane	NOUN
cet-15624	125	35	conversion	conversion	NOUN
cet-15624	125	36	of	of	ADP
cet-15624	125	37	88.3	88.3	NUM
cet-15624	125	38	%	%	NOUN
cet-15624	125	39	,	,	PUNCT
cet-15624	125	40	paired	pair	VERB
cet-15624	125	41	with	with	ADP
cet-15624	125	42	a	a	DET
cet-15624	125	43	high	high	ADJ
cet-15624	125	44	fim	fim	NOUN
cet-15624	125	45	score	score	NOUN
cet-15624	125	46	of	of	ADP
cet-15624	125	47	1148.8	1148.8	NUM
cet-15624	125	48	and	and	CCONJ
cet-15624	125	49	a	a	DET
cet-15624	125	50	very	very	ADV
cet-15624	125	51	low	low	ADJ
cet-15624	125	52	uncertainty	uncertainty	NOUN
cet-15624	125	53	of	of	ADP
cet-15624	125	54	0.03	0.03	NUM
cet-15624	125	55	%	%	NOUN
cet-15624	125	56	.	.	PUNCT
cet-15624	126	1	this	this	PRON
cet-15624	126	2	met	meet	VERB
cet-15624	126	3	the	the	DET
cet-15624	126	4	stopping	stopping	NOUN
cet-15624	126	5	criterion	criterion	NOUN
cet-15624	126	6	,	,	PUNCT
cet-15624	126	7	as	as	SCONJ
cet-15624	126	8	the	the	DET
cet-15624	126	9	uncertainty	uncertainty	NOUN
cet-15624	126	10	fell	fall	VERB
cet-15624	126	11	below	below	ADP
cet-15624	126	12	the	the	DET
cet-15624	126	13	1	1	NUM
cet-15624	126	14	%	%	NOUN
cet-15624	126	15	threshold	threshold	NOUN
cet-15624	126	16	,	,	PUNCT
cet-15624	126	17	prompting	prompt	VERB
cet-15624	126	18	termination	termination	NOUN
cet-15624	126	19	of	of	ADP
cet-15624	126	20	the	the	DET
cet-15624	126	21	optimization	optimization	NOUN
cet-15624	126	22	process	process	NOUN
cet-15624	126	23	.	.	PUNCT
cet-15624	127	1	additionally	additionally	ADV
cet-15624	127	2	,	,	PUNCT
cet-15624	127	3	figure	figure	VERB
cet-15624	127	4	3	3	NUM
cet-15624	127	5	illustrates	illustrate	VERB
cet-15624	127	6	that	that	SCONJ
cet-15624	127	7	the	the	DET
cet-15624	127	8	confidence	confidence	NOUN
cet-15624	127	9	interval	interval	NOUN
cet-15624	127	10	was	be	AUX
cet-15624	127	11	significantly	significantly	ADV
cet-15624	127	12	reduced	reduce	VERB
cet-15624	127	13	,	,	PUNCT
cet-15624	127	14	closely	closely	ADV
cet-15624	127	15	aligning	align	VERB
cet-15624	127	16	with	with	ADP
cet-15624	127	17	the	the	DET
cet-15624	127	18	gp	gp	NOUN
cet-15624	127	19	mean	mean	NOUN
cet-15624	127	20	line	line	NOUN
cet-15624	127	21	,	,	PUNCT
cet-15624	127	22	which	which	PRON
cet-15624	127	23	further	far	ADV
cet-15624	127	24	confirms	confirm	VERB
cet-15624	127	25	the	the	DET
cet-15624	127	26	reliability	reliability	NOUN
cet-15624	127	27	of	of	ADP
cet-15624	127	28	the	the	DET
cet-15624	127	29	prediction	prediction	NOUN
cet-15624	127	30	.	.	PUNCT
cet-15624	128	1	1070	1070	NUM
cet-15624	128	2	1157	1157	NUM
cet-15624	128	3	1149	1149	NUM
cet-15624	128	4	1	1	NUM
cet-15624	128	5	2	2	NUM
cet-15624	128	6	3	3	NUM
cet-15624	128	7	0	0	NUM
cet-15624	128	8	1	1	NUM
cet-15624	128	9	2	2	NUM
cet-15624	128	10	3	3	NUM
cet-15624	128	11	4	4	NUM
cet-15624	128	12	5	5	NUM
cet-15624	128	13	6	6	NUM
cet-15624	128	14	7	7	NUM
cet-15624	128	15	u	u	NOUN
cet-15624	128	16	n	n	PRON
cet-15624	128	17	c	c	NOUN
cet-15624	128	18	e	e	X
cet-15624	128	19	rt	rt	PROPN
cet-15624	128	20	a	a	PRON
cet-15624	128	21	in	in	ADP
cet-15624	128	22	ty	ty	INTJ
cet-15624	128	23	o	o	NOUN
cet-15624	129	1	f	f	X
cet-15624	129	2	m	m	VERB
cet-15624	129	3	e	e	X
cet-15624	129	4	th	th	X
cet-15624	129	5	a	a	PRON
cet-15624	129	6	n	n	NOUN
cet-15624	129	7	e	e	NOUN
cet-15624	129	8	c	c	NOUN
cet-15624	129	9	o	o	X
cet-15624	130	1	n	n	ADP
cet-15624	130	2	v	v	NOUN
cet-15624	130	3	e	e	X
cet-15624	130	4	rs	rs	X
cet-15624	130	5	io	io	X
cet-15624	130	6	n	n	PROPN
cet-15624	130	7	(	(	PUNCT
cet-15624	130	8	%	%	NOUN
cet-15624	130	9	)	)	PUNCT
cet-15624	130	10	gp	gp	NOUN
cet-15624	130	11	predicted	predict	VERB
cet-15624	130	12	experiments	experiment	NOUN
cet-15624	130	13	gp	gp	PROPN
cet-15624	130	14	predicted	predict	VERB
cet-15624	130	15	uncertainty	uncertainty	NOUN
cet-15624	130	16	1	1	NUM
cet-15624	130	17	2	2	NUM
cet-15624	130	18	3	3	NUM
cet-15624	130	19	75	75	NUM
cet-15624	130	20	80	80	NUM
cet-15624	130	21	85	85	NUM
cet-15624	130	22	90	90	NUM
cet-15624	130	23	95	95	NUM
cet-15624	130	24	100	100	NUM
cet-15624	130	25	1070	1070	NUM
cet-15624	130	26	1157	1157	NUM
cet-15624	130	27	1149	1149	NUM
cet-15624	131	1	c	c	NOUN
cet-15624	131	2	o	o	NOUN
cet-15624	131	3	n	n	ADP
cet-15624	131	4	v	v	NOUN
cet-15624	131	5	e	e	X
cet-15624	131	6	rs	rs	X
cet-15624	131	7	io	io	X
cet-15624	131	8	n	n	PROPN
cet-15624	131	9	(	(	PUNCT
cet-15624	131	10	%	%	NOUN
cet-15624	131	11	)	)	PUNCT
cet-15624	131	12	gp	gp	NOUN
cet-15624	131	13	predicted	predict	VERB
cet-15624	131	14	experiments	experiment	NOUN
cet-15624	131	15	86.0	86.0	NUM
cet-15624	131	16	88.3	88.3	NUM
cet-15624	131	17	88.3	88.3	NUM
cet-15624	131	18	93.3	93.3	NUM
cet-15624	131	19	89.5	89.5	NUM
cet-15624	131	20	89.9	89.9	NUM
cet-15624	131	21	1	1	NUM
cet-15624	131	22	2	2	NUM
cet-15624	131	23	3	3	NUM
cet-15624	131	24	0	0	NUM
cet-15624	131	25	200	200	NUM
cet-15624	131	26	400	400	NUM
cet-15624	131	27	600	600	NUM
cet-15624	131	28	800	800	NUM
cet-15624	131	29	1000	1000	NUM
cet-15624	131	30	1200	1200	NUM
cet-15624	131	31	1400	1400	NUM
cet-15624	131	32	1600	1600	NUM
cet-15624	131	33	1800	1800	NUM
cet-15624	131	34	f	f	NOUN
cet-15624	132	1	i	i	PRON
cet-15624	132	2	m	m	VERB
cet-15624	132	3	s	s	VERB
cet-15624	132	4	c	c	X
cet-15624	132	5	o	o	X
cet-15624	132	6	re	re	X
cet-15624	132	7	s	s	NOUN
cet-15624	132	8	gp1	gp1	NOUN
cet-15624	132	9	predicted	predict	VERB
cet-15624	132	10	experiments	experiment	NOUN
cet-15624	132	11	fim	fim	VERB
cet-15624	132	12	scores	score	NOUN
cet-15624	132	13	(	(	PUNCT
cet-15624	132	14	gp	gp	NOUN
cet-15624	132	15	)	)	PUNCT
cet-15624	132	16	fim	fim	NOUN
cet-15624	132	17	scores	score	NOUN
cet-15624	132	18	(	(	PUNCT
cet-15624	132	19	in	in	ADP
cet-15624	132	20	silico	silico	NOUN
cet-15624	132	21	)	)	PUNCT
cet-15624	132	22	557	557	NUM
cet-15624	132	23	3.4	3.4	NUM
cet-15624	132	24	performance	performance	NOUN
cet-15624	132	25	of	of	ADP
cet-15624	132	26	gp2	gp2	PROPN
cet-15624	132	27	prior	prior	ADV
cet-15624	132	28	to	to	ADP
cet-15624	132	29	establishing	establish	VERB
cet-15624	132	30	the	the	DET
cet-15624	132	31	gp1	gp1	PROPN
cet-15624	132	32	–	–	PUNCT
cet-15624	132	33	gp2	gp2	NOUN
cet-15624	132	34	workflow	workflow	NOUN
cet-15624	132	35	,	,	PUNCT
cet-15624	132	36	gp2	gp2	PROPN
cet-15624	132	37	was	be	AUX
cet-15624	132	38	validated	validate	VERB
cet-15624	132	39	by	by	ADP
cet-15624	132	40	estimating	estimate	VERB
cet-15624	132	41	the	the	DET
cet-15624	132	42	fim	fim	NOUN
cet-15624	132	43	for	for	ADP
cet-15624	132	44	a	a	DET
cet-15624	132	45	new	new	ADJ
cet-15624	132	46	reactor	reactor	NOUN
cet-15624	132	47	condition	condition	NOUN
cet-15624	132	48	:	:	PUNCT
cet-15624	132	49	277	277	NUM
cet-15624	132	50	°	°	NOUN
cet-15624	132	51	c	c	NOUN
cet-15624	132	52	,	,	PUNCT
cet-15624	132	53	24.4	24.4	NUM
cet-15624	132	54	 	 	SPACE
cet-15624	132	55	ml	ml	NOUN
cet-15624	132	56	/	/	SYM
cet-15624	132	57	min	min	PROPN
cet-15624	132	58	,	,	PUNCT
cet-15624	132	59	a	a	DET
cet-15624	132	60	3.4	3.4	NUM
cet-15624	132	61	mole	mole	NOUN
cet-15624	132	62	ratio	ratio	NOUN
cet-15624	132	63	,	,	PUNCT
cet-15624	132	64	and	and	CCONJ
cet-15624	132	65	a	a	DET
cet-15624	132	66	0.024	0.024	NUM
cet-15624	132	67	inlet	inlet	NOUN
cet-15624	132	68	ch₄	ch₄	PROPN
cet-15624	132	69	concentration	concentration	NOUN
cet-15624	132	70	.	.	PUNCT
cet-15624	133	1	the	the	DET
cet-15624	133	2	true	true	ADJ
cet-15624	133	3	fim	fim	NOUN
cet-15624	133	4	,	,	PUNCT
cet-15624	133	5	obtained	obtain	VERB
cet-15624	133	6	from	from	ADP
cet-15624	133	7	in	in	ADP
cet-15624	133	8	silico	silico	NOUN
cet-15624	133	9	experiments	experiment	NOUN
cet-15624	133	10	,	,	PUNCT
cet-15624	133	11	was	be	AUX
cet-15624	133	12	307	307	NUM
cet-15624	133	13	,	,	PUNCT
cet-15624	133	14	compared	compare	VERB
cet-15624	133	15	to	to	ADP
cet-15624	133	16	gp2	gp2	PROPN
cet-15624	133	17	’s	’s	PART
cet-15624	133	18	prediction	prediction	NOUN
cet-15624	133	19	of	of	ADP
cet-15624	133	20	294	294	NUM
cet-15624	133	21	 	 	SPACE
cet-15624	133	22	±	±	NOUN
cet-15624	133	23	 	 	SPACE
cet-15624	133	24	9.0	9.0	NUM
cet-15624	133	25	.	.	PUNCT
cet-15624	134	1	this	this	DET
cet-15624	134	2	close	close	ADJ
cet-15624	134	3	agreement	agreement	NOUN
cet-15624	134	4	supports	support	VERB
cet-15624	134	5	gp2	gp2	PROPN
cet-15624	134	6	’s	’s	PART
cet-15624	134	7	reliability	reliability	NOUN
cet-15624	134	8	in	in	ADP
cet-15624	134	9	guiding	guide	VERB
cet-15624	134	10	experimental	experimental	ADJ
cet-15624	134	11	design	design	NOUN
cet-15624	134	12	.	.	PUNCT
cet-15624	135	1	4	4	X
cet-15624	135	2	.	.	X
cet-15624	135	3	conclusion	conclusion	VERB
cet-15624	135	4	a	a	DET
cet-15624	135	5	hybrid	hybrid	NOUN
cet-15624	135	6	modelling	model	VERB
cet-15624	135	7	workflow	workflow	NOUN
cet-15624	135	8	leveraging	leverage	VERB
cet-15624	135	9	gaussian	gaussian	ADJ
cet-15624	135	10	process	process	NOUN
cet-15624	135	11	(	(	PUNCT
cet-15624	135	12	gp	gp	NOUN
cet-15624	135	13	)	)	PUNCT
cet-15624	135	14	regression	regression	NOUN
cet-15624	135	15	and	and	CCONJ
cet-15624	135	16	optimal	optimal	ADJ
cet-15624	135	17	experimental	experimental	ADJ
cet-15624	135	18	design	design	NOUN
cet-15624	135	19	has	have	AUX
cet-15624	135	20	been	be	AUX
cet-15624	135	21	proposed	propose	VERB
cet-15624	135	22	in	in	ADP
cet-15624	135	23	this	this	DET
cet-15624	135	24	paper	paper	NOUN
cet-15624	135	25	and	and	CCONJ
cet-15624	135	26	applied	apply	VERB
cet-15624	135	27	to	to	ADP
cet-15624	135	28	the	the	DET
cet-15624	135	29	optimization	optimization	NOUN
cet-15624	135	30	of	of	ADP
cet-15624	135	31	a	a	DET
cet-15624	135	32	reactor	reactor	NOUN
cet-15624	135	33	for	for	ADP
cet-15624	135	34	the	the	DET
cet-15624	135	35	catalytic	catalytic	ADJ
cet-15624	135	36	oxidation	oxidation	NOUN
cet-15624	135	37	of	of	ADP
cet-15624	135	38	methane	methane	NOUN
cet-15624	135	39	in	in	ADP
cet-15624	135	40	flow	flow	NOUN
cet-15624	135	41	.	.	PUNCT
cet-15624	136	1	the	the	DET
cet-15624	136	2	approach	approach	NOUN
cet-15624	136	3	was	be	AUX
cet-15624	136	4	used	use	VERB
cet-15624	136	5	to	to	PART
cet-15624	136	6	design	design	VERB
cet-15624	136	7	a	a	DET
cet-15624	136	8	sequence	sequence	NOUN
cet-15624	136	9	of	of	ADP
cet-15624	136	10	three	three	NUM
cet-15624	136	11	experiments	experiment	NOUN
cet-15624	136	12	starting	start	VERB
cet-15624	136	13	from	from	ADP
cet-15624	136	14	a	a	DET
cet-15624	136	15	preliminary	preliminary	ADJ
cet-15624	136	16	set	set	NOUN
cet-15624	136	17	of	of	ADP
cet-15624	136	18	thirty	thirty	NUM
cet-15624	136	19	baseline	baseline	ADJ
cet-15624	136	20	experiments	experiment	NOUN
cet-15624	136	21	.	.	PUNCT
cet-15624	137	1	results	result	NOUN
cet-15624	137	2	show	show	VERB
cet-15624	137	3	that	that	SCONJ
cet-15624	137	4	experiments	experiment	NOUN
cet-15624	137	5	selected	select	VERB
cet-15624	137	6	based	base	VERB
cet-15624	137	7	on	on	ADP
cet-15624	137	8	higher	high	ADJ
cet-15624	137	9	fim	fim	PROPN
cet-15624	137	10	scores	score	NOUN
cet-15624	137	11	consistently	consistently	ADV
cet-15624	137	12	led	lead	VERB
cet-15624	137	13	to	to	ADP
cet-15624	137	14	improved	improve	VERB
cet-15624	137	15	methane	methane	NOUN
cet-15624	137	16	conversion	conversion	NOUN
cet-15624	137	17	,	,	PUNCT
cet-15624	137	18	validating	validate	VERB
cet-15624	137	19	the	the	DET
cet-15624	137	20	use	use	NOUN
cet-15624	137	21	of	of	ADP
cet-15624	137	22	fim	fim	NOUN
cet-15624	137	23	as	as	ADP
cet-15624	137	24	optimal	optimal	ADJ
cet-15624	137	25	design	design	NOUN
cet-15624	137	26	criterion	criterion	NOUN
cet-15624	137	27	.	.	PUNCT
cet-15624	138	1	gp	gp	NOUN
cet-15624	138	2	predicted	predict	VERB
cet-15624	138	3	experiment	experiment	NOUN
cet-15624	138	4	1	1	NUM
cet-15624	138	5	achieved	achieve	VERB
cet-15624	138	6	a	a	DET
cet-15624	138	7	conversion	conversion	NOUN
cet-15624	138	8	of	of	ADP
cet-15624	138	9	86.0	86.0	NUM
cet-15624	138	10	%	%	NOUN
cet-15624	138	11	±	±	NUM
cet-15624	138	12	18.40	18.40	NUM
cet-15624	138	13	%	%	NOUN
cet-15624	138	14	(	(	PUNCT
cet-15624	138	15	gp	gp	NOUN
cet-15624	138	16	prediction	prediction	NOUN
cet-15624	138	17	)	)	PUNCT
cet-15624	138	18	versus	versus	ADP
cet-15624	138	19	93.3	93.3	NUM
cet-15624	138	20	%	%	NOUN
cet-15624	138	21	(	(	PUNCT
cet-15624	138	22	in	in	ADP
cet-15624	138	23	silico	silico	NOUN
cet-15624	138	24	experiment	experiment	NOUN
cet-15624	138	25	)	)	PUNCT
cet-15624	138	26	,	,	PUNCT
cet-15624	138	27	with	with	ADP
cet-15624	138	28	a	a	DET
cet-15624	138	29	fim	fim	ADJ
cet-15624	138	30	score	score	NOUN
cet-15624	138	31	of	of	ADP
cet-15624	138	32	1070	1070	NUM
cet-15624	138	33	and	and	CCONJ
cet-15624	138	34	1339	1339	NUM
cet-15624	138	35	respectively	respectively	ADV
cet-15624	138	36	showing	show	VERB
cet-15624	138	37	close	close	ADJ
cet-15624	138	38	match	match	NOUN
cet-15624	138	39	between	between	ADP
cet-15624	138	40	gp	gp	NOUN
cet-15624	138	41	predictions	prediction	NOUN
cet-15624	138	42	,	,	PUNCT
cet-15624	138	43	and	and	CCONJ
cet-15624	138	44	in	in	ADP
cet-15624	138	45	silico	silico	NOUN
cet-15624	138	46	outcomes	outcome	NOUN
cet-15624	138	47	.	.	PUNCT
cet-15624	139	1	a	a	DET
cet-15624	139	2	clear	clear	ADJ
cet-15624	139	3	trend	trend	NOUN
cet-15624	139	4	emerged	emerge	VERB
cet-15624	139	5	across	across	ADP
cet-15624	139	6	all	all	DET
cet-15624	139	7	experiments	experiment	NOUN
cet-15624	139	8	:	:	PUNCT
cet-15624	139	9	as	as	SCONJ
cet-15624	139	10	fim	fim	X
cet-15624	139	11	score	score	NOUN
cet-15624	139	12	increased	increase	VERB
cet-15624	139	13	,	,	PUNCT
cet-15624	139	14	methane	methane	NOUN
cet-15624	139	15	conversion	conversion	NOUN
cet-15624	139	16	also	also	ADV
cet-15624	139	17	improved	improve	VERB
cet-15624	139	18	.	.	PUNCT
cet-15624	140	1	this	this	DET
cet-15624	140	2	correlation	correlation	NOUN
cet-15624	140	3	confirms	confirm	VERB
cet-15624	140	4	that	that	SCONJ
cet-15624	140	5	information	information	NOUN
cet-15624	140	6	-	-	PUNCT
cet-15624	140	7	rich	rich	ADJ
cet-15624	140	8	conditions	condition	NOUN
cet-15624	140	9	not	not	PART
cet-15624	140	10	only	only	ADV
cet-15624	140	11	enhance	enhance	VERB
cet-15624	140	12	parameter	parameter	NOUN
cet-15624	140	13	identifiability	identifiability	NOUN
cet-15624	140	14	but	but	CCONJ
cet-15624	140	15	also	also	ADV
cet-15624	140	16	drive	drive	VERB
cet-15624	140	17	reactor	reactor	NOUN
cet-15624	140	18	performance	performance	NOUN
cet-15624	140	19	toward	toward	ADP
cet-15624	140	20	optimal	optimal	ADJ
cet-15624	140	21	regimes	regime	NOUN
cet-15624	140	22	.	.	PUNCT
cet-15624	141	1	the	the	DET
cet-15624	141	2	highest	high	ADJ
cet-15624	141	3	observed	observe	VERB
cet-15624	141	4	fim	fim	NOUN
cet-15624	141	5	corresponded	correspond	VERB
cet-15624	141	6	to	to	ADP
cet-15624	141	7	a	a	DET
cet-15624	141	8	nearoptimal	nearoptimal	ADJ
cet-15624	141	9	conversion	conversion	NOUN
cet-15624	141	10	of	of	ADP
cet-15624	141	11	89.5	89.5	NUM
cet-15624	141	12	%	%	NOUN
cet-15624	141	13	,	,	PUNCT
cet-15624	141	14	underscoring	underscore	VERB
cet-15624	141	15	the	the	DET
cet-15624	141	16	effectiveness	effectiveness	NOUN
cet-15624	141	17	of	of	ADP
cet-15624	141	18	the	the	DET
cet-15624	141	19	gp	gp	NOUN
cet-15624	141	20	-	-	PUNCT
cet-15624	141	21	informed	inform	VERB
cet-15624	141	22	experimental	experimental	ADJ
cet-15624	141	23	design	design	NOUN
cet-15624	141	24	.	.	PUNCT
cet-15624	142	1	these	these	DET
cet-15624	142	2	findings	finding	NOUN
cet-15624	142	3	position	position	VERB
cet-15624	142	4	the	the	DET
cet-15624	142	5	fim	fim	NOUN
cet-15624	142	6	score	score	NOUN
cet-15624	142	7	as	as	ADP
cet-15624	142	8	a	a	DET
cet-15624	142	9	potential	potential	ADJ
cet-15624	142	10	metric	metric	NOUN
cet-15624	142	11	for	for	ADP
cet-15624	142	12	guiding	guide	VERB
cet-15624	142	13	data	data	NOUN
cet-15624	142	14	-	-	PUNCT
cet-15624	142	15	driven	drive	VERB
cet-15624	142	16	optimization	optimization	NOUN
cet-15624	142	17	in	in	ADP
cet-15624	142	18	catalytic	catalytic	ADJ
cet-15624	142	19	reaction	reaction	NOUN
cet-15624	142	20	systems	system	NOUN
cet-15624	142	21	.	.	PUNCT
cet-15624	143	1	however	however	ADV
cet-15624	143	2	,	,	PUNCT
cet-15624	143	3	the	the	DET
cet-15624	143	4	current	current	ADJ
cet-15624	143	5	study	study	NOUN
cet-15624	143	6	is	be	AUX
cet-15624	143	7	limited	limit	VERB
cet-15624	143	8	by	by	ADP
cet-15624	143	9	the	the	DET
cet-15624	143	10	relatively	relatively	ADV
cet-15624	143	11	small	small	ADJ
cet-15624	143	12	size	size	NOUN
cet-15624	143	13	of	of	ADP
cet-15624	143	14	the	the	DET
cet-15624	143	15	experimental	experimental	ADJ
cet-15624	143	16	dataset	dataset	NOUN
cet-15624	143	17	,	,	PUNCT
cet-15624	143	18	which	which	PRON
cet-15624	143	19	may	may	AUX
cet-15624	143	20	affect	affect	VERB
cet-15624	143	21	the	the	DET
cet-15624	143	22	generalizability	generalizability	NOUN
cet-15624	143	23	and	and	CCONJ
cet-15624	143	24	robustness	robustness	NOUN
cet-15624	143	25	of	of	ADP
cet-15624	143	26	the	the	DET
cet-15624	143	27	gp	gp	NOUN
cet-15624	143	28	models	model	NOUN
cet-15624	143	29	.	.	PUNCT
cet-15624	144	1	future	future	ADJ
cet-15624	144	2	work	work	NOUN
cet-15624	144	3	will	will	AUX
cet-15624	144	4	focus	focus	VERB
cet-15624	144	5	on	on	ADP
cet-15624	144	6	i	i	PRON
cet-15624	144	7	)	)	PUNCT
cet-15624	144	8	extending	extend	VERB
cet-15624	144	9	this	this	DET
cet-15624	144	10	workflow	workflow	NOUN
cet-15624	144	11	to	to	ADP
cet-15624	144	12	more	more	ADJ
cet-15624	144	13	complex	complex	ADJ
cet-15624	144	14	systems	system	NOUN
cet-15624	144	15	,	,	PUNCT
cet-15624	144	16	including	include	VERB
cet-15624	144	17	dynamic	dynamic	ADJ
cet-15624	144	18	or	or	CCONJ
cet-15624	144	19	multi	multi	ADJ
cet-15624	144	20	-	-	ADJ
cet-15624	144	21	step	step	ADJ
cet-15624	144	22	reactions	reaction	NOUN
cet-15624	144	23	;	;	PUNCT
cet-15624	144	24	ii	ii	X
cet-15624	144	25	)	)	PUNCT
cet-15624	144	26	exploring	explore	VERB
cet-15624	144	27	multi	multi	ADJ
cet-15624	144	28	-	-	ADJ
cet-15624	144	29	objective	objective	ADJ
cet-15624	144	30	design	design	NOUN
cet-15624	144	31	scenarios	scenario	NOUN
cet-15624	144	32	;	;	PUNCT
cet-15624	144	33	iii	iii	X
cet-15624	144	34	)	)	PUNCT
cet-15624	144	35	expanding	expand	VERB
cet-15624	144	36	the	the	DET
cet-15624	144	37	experimental	experimental	ADJ
cet-15624	144	38	dataset	dataset	NOUN
cet-15624	144	39	to	to	PART
cet-15624	144	40	improve	improve	VERB
cet-15624	144	41	model	model	NOUN
cet-15624	144	42	generalizability	generalizability	NOUN
cet-15624	144	43	;	;	PUNCT
cet-15624	144	44	iv	iv	X
cet-15624	144	45	)	)	PUNCT
cet-15624	144	46	benchmarking	benchmarke	VERB
cet-15624	144	47	the	the	DET
cet-15624	144	48	proposed	propose	VERB
cet-15624	144	49	approach	approach	NOUN
cet-15624	144	50	against	against	ADP
cet-15624	144	51	other	other	ADJ
cet-15624	144	52	uncertainty	uncertainty	NOUN
cet-15624	144	53	quantification	quantification	NOUN
cet-15624	144	54	methods	method	NOUN
cet-15624	144	55	such	such	ADJ
cet-15624	144	56	as	as	ADP
cet-15624	144	57	bayesian	bayesian	NOUN
cet-15624	144	58	neural	neural	ADJ
cet-15624	144	59	networks	network	NOUN
cet-15624	144	60	and	and	CCONJ
cet-15624	144	61	markov	markov	NOUN
cet-15624	144	62	chain	chain	NOUN
cet-15624	144	63	monte	monte	PROPN
cet-15624	144	64	carlo	carlo	PROPN
cet-15624	144	65	.	.	PUNCT
cet-15624	145	1	references	reference	NOUN
cet-15624	145	2	abdar	abdar	VERB
cet-15624	145	3	,	,	PUNCT
cet-15624	145	4	m.	m.	NOUN
cet-15624	145	5	,	,	PUNCT
cet-15624	145	6	pourpanah	pourpanah	PROPN
cet-15624	145	7	,	,	PUNCT
cet-15624	145	8	f.	f.	PROPN
cet-15624	145	9	,	,	PUNCT
cet-15624	145	10	hussain	hussain	PROPN
cet-15624	145	11	,	,	PUNCT
cet-15624	145	12	s.	s.	PROPN
cet-15624	145	13	,	,	PUNCT
cet-15624	145	14	rezazadegan	rezazadegan	VERB
cet-15624	145	15	,	,	PUNCT
cet-15624	145	16	d.	d.	PROPN
cet-15624	145	17	,	,	PUNCT
cet-15624	145	18	liu	liu	PROPN
cet-15624	145	19	,	,	PUNCT
cet-15624	145	20	l.	l.	PROPN
cet-15624	145	21	,	,	PUNCT
cet-15624	145	22	ghavamzadeh	ghavamzadeh	PROPN
cet-15624	145	23	,	,	PUNCT
cet-15624	145	24	m.	m.	NOUN
cet-15624	145	25	,	,	PUNCT
cet-15624	145	26	fieguth	fieguth	PROPN
cet-15624	145	27	,	,	PUNCT
cet-15624	145	28	p.	p.	PROPN
cet-15624	145	29	,	,	PUNCT
cet-15624	145	30	cao	cao	PROPN
cet-15624	145	31	,	,	PUNCT
cet-15624	145	32	x.	x.	NOUN
cet-15624	145	33	,	,	PUNCT
cet-15624	145	34	khosravi	khosravi	NOUN
cet-15624	145	35	,	,	PUNCT
cet-15624	145	36	a.	a.	NOUN
cet-15624	145	37	,	,	PUNCT
cet-15624	145	38	acharya	acharya	PROPN
cet-15624	145	39	,	,	PUNCT
cet-15624	145	40	u.r	u.r	PROPN
cet-15624	145	41	.	.	PROPN
cet-15624	145	42	,	,	PUNCT
cet-15624	145	43	&	&	CCONJ
cet-15624	145	44	makarenkov	makarenkov	PROPN
cet-15624	145	45	,	,	PUNCT
cet-15624	145	46	v.	v.	PROPN
cet-15624	145	47	(	(	PUNCT
cet-15624	145	48	2021	2021	NUM
cet-15624	145	49	)	)	PUNCT
cet-15624	145	50	.	.	PUNCT
cet-15624	146	1	a	a	DET
cet-15624	146	2	review	review	NOUN
cet-15624	146	3	of	of	ADP
cet-15624	146	4	uncertainty	uncertainty	NOUN
cet-15624	146	5	quantification	quantification	NOUN
cet-15624	146	6	in	in	ADP
cet-15624	146	7	deep	deep	ADJ
cet-15624	146	8	learning	learning	NOUN
cet-15624	146	9	:	:	PUNCT
cet-15624	146	10	techniques	technique	NOUN
cet-15624	146	11	,	,	PUNCT
cet-15624	146	12	applications	application	NOUN
cet-15624	146	13	and	and	CCONJ
cet-15624	146	14	challenges	challenge	NOUN
cet-15624	146	15	.	.	PUNCT
cet-15624	147	1	information	information	NOUN
cet-15624	147	2	fusion	fusion	NOUN
cet-15624	147	3	,	,	PUNCT
cet-15624	147	4	76	76	NUM
cet-15624	147	5	,	,	PUNCT
cet-15624	147	6	243–297	243–297	NUM
cet-15624	147	7	.	.	PUNCT
cet-15624	148	1	aku	aku	PROPN
cet-15624	148	2	,	,	PUNCT
cet-15624	148	3	m.	m.	NOUN
cet-15624	148	4	,	,	PUNCT
cet-15624	148	5	bawa	bawa	PROPN
cet-15624	148	6	,	,	PUNCT
cet-15624	148	7	s.	s.	PROPN
cet-15624	148	8	g.	g.	PROPN
cet-15624	148	9	,	,	PUNCT
cet-15624	148	10	pankajakshan	pankajakshan	PROPN
cet-15624	148	11	,	,	PUNCT
cet-15624	148	12	a.	a.	PROPN
cet-15624	148	13	,	,	PUNCT
cet-15624	148	14	lee	lee	PROPN
cet-15624	148	15	,	,	PUNCT
cet-15624	148	16	l.	l.	PROPN
cet-15624	148	17	y.	y.	PROPN
cet-15624	148	18	s.	s.	PROPN
cet-15624	148	19	,	,	PUNCT
cet-15624	148	20	&	&	CCONJ
cet-15624	148	21	galvanin	galvanin	PROPN
cet-15624	148	22	,	,	PUNCT
cet-15624	148	23	f.	f.	PROPN
cet-15624	148	24	(	(	PUNCT
cet-15624	148	25	2025	2025	NUM
cet-15624	148	26	)	)	PUNCT
cet-15624	148	27	.	.	PUNCT
cet-15624	149	1	optimizing	optimize	VERB
cet-15624	149	2	methane	methane	NOUN
cet-15624	149	3	conversion	conversion	NOUN
cet-15624	149	4	in	in	ADP
cet-15624	149	5	a	a	DET
cet-15624	149	6	flow	flow	NOUN
cet-15624	149	7	reactor	reactor	NOUN
cet-15624	149	8	system	system	NOUN
cet-15624	149	9	using	use	VERB
cet-15624	149	10	bayesian	bayesian	NOUN
cet-15624	149	11	optimization	optimization	NOUN
cet-15624	149	12	and	and	CCONJ
cet-15624	149	13	model	model	NOUN
cet-15624	149	14	-	-	PUNCT
cet-15624	149	15	based	base	VERB
cet-15624	149	16	design	design	NOUN
cet-15624	149	17	of	of	ADP
cet-15624	149	18	experiments	experiment	NOUN
cet-15624	149	19	approaches	approach	VERB
cet-15624	149	20	:	:	PUNCT
cet-15624	149	21	a	a	DET
cet-15624	149	22	comparative	comparative	ADJ
cet-15624	149	23	study	study	NOUN
cet-15624	149	24	.	.	PUNCT
cet-15624	150	1	proceedings	proceeding	NOUN
cet-15624	150	2	of	of	ADP
cet-15624	150	3	escape	escape	NOUN
cet-15624	150	4	35	35	NUM
cet-15624	150	5	–	–	PUNCT
cet-15624	150	6	european	european	ADJ
cet-15624	150	7	symposium	symposium	NOUN
cet-15624	150	8	on	on	ADP
cet-15624	150	9	computer	computer	NOUN
cet-15624	150	10	aided	aid	VERB
cet-15624	150	11	process	process	NOUN
cet-15624	150	12	engineering	engineering	NOUN
cet-15624	150	13	,	,	PUNCT
cet-15624	150	14	4	4	NUM
cet-15624	150	15	,	,	PUNCT
cet-15624	150	16	1228–1236	1228–1236	NUM
cet-15624	150	17	barad	barad	NOUN
cet-15624	150	18	,	,	PUNCT
cet-15624	150	19	m.	m.	NOUN
cet-15624	150	20	(	(	PUNCT
cet-15624	150	21	2014	2014	NUM
cet-15624	150	22	)	)	PUNCT
cet-15624	150	23	.	.	PUNCT
cet-15624	151	1	design	design	NOUN
cet-15624	151	2	of	of	ADP
cet-15624	151	3	experiments	experiment	NOUN
cet-15624	151	4	(	(	PUNCT
cet-15624	151	5	doe)—a	doe)—a	ADV
cet-15624	151	6	valuable	valuable	ADJ
cet-15624	151	7	multi	multi	ADJ
cet-15624	151	8	-	-	ADJ
cet-15624	151	9	purpose	purpose	ADJ
cet-15624	151	10	methodology	methodology	NOUN
cet-15624	151	11	.	.	PUNCT
cet-15624	152	1	applied	apply	VERB
cet-15624	152	2	mathematics	mathematic	NOUN
cet-15624	152	3	,	,	PUNCT
cet-15624	152	4	5(14	5(14	NOUN
cet-15624	152	5	)	)	PUNCT
cet-15624	152	6	,	,	PUNCT
cet-15624	152	7	2521–2530	2521–2530	NUM
cet-15624	152	8	.	.	PUNCT
cet-15624	153	1	bawa	bawa	PROPN
cet-15624	153	2	,	,	PUNCT
cet-15624	153	3	s.	s.	PROPN
cet-15624	153	4	g.	g.	PROPN
cet-15624	153	5	,	,	PUNCT
cet-15624	153	6	pankajakshan	pankajakshan	PROPN
cet-15624	153	7	,	,	PUNCT
cet-15624	153	8	a.	a.	NOUN
cet-15624	153	9	,	,	PUNCT
cet-15624	153	10	waldron	waldron	PROPN
cet-15624	153	11	,	,	PUNCT
cet-15624	153	12	c.	c.	PROPN
cet-15624	153	13	,	,	PUNCT
cet-15624	153	14	cao	cao	PROPN
cet-15624	153	15	,	,	PUNCT
cet-15624	153	16	e.	e.	PROPN
cet-15624	153	17	,	,	PUNCT
cet-15624	153	18	galvanin	galvanin	NOUN
cet-15624	153	19	,	,	PUNCT
cet-15624	153	20	f.	f.	PROPN
cet-15624	153	21	,	,	PUNCT
cet-15624	153	22	&	&	CCONJ
cet-15624	153	23	gavriilidis	gavriilidis	PROPN
cet-15624	153	24	,	,	PUNCT
cet-15624	153	25	a.	a.	NOUN
cet-15624	153	26	(	(	PUNCT
cet-15624	153	27	2023	2023	NUM
cet-15624	153	28	)	)	PUNCT
cet-15624	153	29	.	.	PUNCT
cet-15624	154	1	rapid	rapid	ADJ
cet-15624	154	2	screening	screening	NOUN
cet-15624	154	3	of	of	ADP
cet-15624	154	4	kinetic	kinetic	ADJ
cet-15624	154	5	models	model	NOUN
cet-15624	154	6	for	for	ADP
cet-15624	154	7	methane	methane	NOUN
cet-15624	154	8	total	total	ADJ
cet-15624	154	9	oxidation	oxidation	NOUN
cet-15624	154	10	using	use	VERB
cet-15624	154	11	an	an	DET
cet-15624	154	12	automated	automate	VERB
cet-15624	154	13	gas	gas	NOUN
cet-15624	154	14	phase	phase	NOUN
cet-15624	154	15	catalytic	catalytic	ADJ
cet-15624	154	16	microreactor	microreactor	NOUN
cet-15624	154	17	platform	platform	NOUN
cet-15624	154	18	.	.	PUNCT
cet-15624	155	1	chemistry‐methods	chemistry‐method	NOUN
cet-15624	155	2	,	,	PUNCT
cet-15624	155	3	3(1	3(1	NUM
cet-15624	155	4	)	)	PUNCT
cet-15624	155	5	,	,	PUNCT
cet-15624	155	6	e202200049	e202200049	PROPN
cet-15624	155	7	.	.	PROPN
cet-15624	155	8	cenci	cenci	PROPN
cet-15624	155	9	,	,	PUNCT
cet-15624	155	10	f.	f.	PROPN
cet-15624	155	11	,	,	PUNCT
cet-15624	155	12	pankajakshan	pankajakshan	PROPN
cet-15624	155	13	,	,	PUNCT
cet-15624	155	14	a.	a.	NOUN
cet-15624	155	15	,	,	PUNCT
cet-15624	155	16	facco	facco	PROPN
cet-15624	155	17	,	,	PUNCT
cet-15624	155	18	p.	p.	NOUN
cet-15624	155	19	,	,	PUNCT
cet-15624	155	20	&	&	CCONJ
cet-15624	155	21	galvanin	galvanin	PROPN
cet-15624	155	22	,	,	PUNCT
cet-15624	155	23	f.	f.	PROPN
cet-15624	155	24	(	(	PUNCT
cet-15624	155	25	2023	2023	NUM
cet-15624	155	26	)	)	PUNCT
cet-15624	155	27	.	.	PUNCT
cet-15624	156	1	an	an	DET
cet-15624	156	2	exploratory	exploratory	ADJ
cet-15624	156	3	model	model	NOUN
cet-15624	156	4	-	-	PUNCT
cet-15624	156	5	based	base	VERB
cet-15624	156	6	design	design	NOUN
cet-15624	156	7	of	of	ADP
cet-15624	156	8	experiments	experiment	NOUN
cet-15624	156	9	approach	approach	VERB
cet-15624	156	10	to	to	ADP
cet-15624	156	11	aid	aid	NOUN
cet-15624	156	12	parameters	parameter	NOUN
cet-15624	156	13	identification	identification	NOUN
cet-15624	156	14	and	and	CCONJ
cet-15624	156	15	reduce	reduce	VERB
cet-15624	156	16	model	model	NOUN
cet-15624	156	17	prediction	prediction	NOUN
cet-15624	156	18	uncertainty	uncertainty	NOUN
cet-15624	156	19	.	.	PUNCT
cet-15624	157	1	computers	computer	NOUN
cet-15624	157	2	&	&	CCONJ
cet-15624	157	3	chemical	chemical	PROPN
cet-15624	157	4	engineering	engineering	NOUN
cet-15624	157	5	,	,	PUNCT
cet-15624	157	6	177	177	NUM
cet-15624	157	7	,	,	PUNCT
cet-15624	157	8	108353	108353	NUM
cet-15624	157	9	.	.	PUNCT
cet-15624	158	1	chen	chen	PROPN
cet-15624	158	2	,	,	PUNCT
cet-15624	158	3	j.	j.	PROPN
cet-15624	158	4	,	,	PUNCT
cet-15624	158	5	arandiyan	arandiyan	PROPN
cet-15624	158	6	,	,	PUNCT
cet-15624	158	7	h.	h.	PROPN
cet-15624	158	8	,	,	PUNCT
cet-15624	158	9	gao	gao	PROPN
cet-15624	158	10	,	,	PUNCT
cet-15624	158	11	x.	x.	PROPN
cet-15624	158	12	,	,	PUNCT
cet-15624	158	13	&	&	CCONJ
cet-15624	158	14	hao	hao	PROPN
cet-15624	158	15	,	,	PUNCT
cet-15624	158	16	x.	x.	NOUN
cet-15624	158	17	(	(	PUNCT
cet-15624	158	18	2015	2015	NUM
cet-15624	158	19	)	)	PUNCT
cet-15624	158	20	.	.	PUNCT
cet-15624	159	1	recent	recent	ADJ
cet-15624	159	2	advances	advance	NOUN
cet-15624	159	3	in	in	ADP
cet-15624	159	4	catalysts	catalyst	NOUN
cet-15624	159	5	for	for	ADP
cet-15624	159	6	methane	methane	NOUN
cet-15624	159	7	combustion	combustion	NOUN
cet-15624	159	8	.	.	PUNCT
cet-15624	160	1	catalysis	catalysis	NOUN
cet-15624	160	2	surveys	survey	NOUN
cet-15624	160	3	from	from	ADP
cet-15624	160	4	asia	asia	PROPN
cet-15624	160	5	,	,	PUNCT
cet-15624	160	6	19(3	19(3	NUM
cet-15624	160	7	-	-	SYM
cet-15624	160	8	4	4	NUM
cet-15624	160	9	)	)	PUNCT
cet-15624	160	10	,	,	PUNCT
cet-15624	160	11	140–171	140–171	NUM
cet-15624	160	12	.	.	PUNCT
cet-15624	161	1	friso	friso	PROPN
cet-15624	161	2	,	,	PUNCT
cet-15624	161	3	a.	a.	NOUN
cet-15624	161	4	,	,	PUNCT
cet-15624	161	5	&	&	CCONJ
cet-15624	161	6	galvanin	galvanin	PROPN
cet-15624	161	7	,	,	PUNCT
cet-15624	161	8	f.	f.	PROPN
cet-15624	161	9	(	(	PUNCT
cet-15624	161	10	2024	2024	NUM
cet-15624	161	11	)	)	PUNCT
cet-15624	161	12	.	.	PUNCT
cet-15624	162	1	an	an	DET
cet-15624	162	2	optimization	optimization	NOUN
cet-15624	162	3	-	-	PUNCT
cet-15624	162	4	free	free	ADJ
cet-15624	162	5	fisher	fisher	PROPN
cet-15624	162	6	information	information	NOUN
cet-15624	162	7	driven	drive	VERB
cet-15624	162	8	approach	approach	NOUN
cet-15624	162	9	for	for	ADP
cet-15624	162	10	online	online	ADJ
cet-15624	162	11	design	design	NOUN
cet-15624	162	12	of	of	ADP
cet-15624	162	13	experiments	experiment	NOUN
cet-15624	162	14	.	.	PUNCT
cet-15624	163	1	computers	computer	NOUN
cet-15624	163	2	&	&	CCONJ
cet-15624	163	3	chemical	chemical	PROPN
cet-15624	163	4	engineering	engineering	PROPN
cet-15624	163	5	,	,	PUNCT
cet-15624	163	6	187	187	NUM
cet-15624	163	7	,	,	PUNCT
cet-15624	163	8	108724	108724	NUM
cet-15624	163	9	.	.	PUNCT
cet-15624	164	1	karakurt	karakurt	PROPN
cet-15624	164	2	,	,	PUNCT
cet-15624	164	3	i.	i.	NOUN
cet-15624	164	4	,	,	PUNCT
cet-15624	164	5	aydin	aydin	PROPN
cet-15624	164	6	,	,	PUNCT
cet-15624	164	7	g.	g.	PROPN
cet-15624	164	8	,	,	PUNCT
cet-15624	164	9	&	&	CCONJ
cet-15624	164	10	aydiner	aydiner	PROPN
cet-15624	164	11	,	,	PUNCT
cet-15624	164	12	k.	k.	PROPN
cet-15624	164	13	(	(	PUNCT
cet-15624	164	14	2012	2012	NUM
cet-15624	164	15	)	)	PUNCT
cet-15624	164	16	.	.	PUNCT
cet-15624	165	1	sources	source	NOUN
cet-15624	165	2	and	and	CCONJ
cet-15624	165	3	mitigation	mitigation	NOUN
cet-15624	165	4	of	of	ADP
cet-15624	165	5	methane	methane	NOUN
cet-15624	165	6	emissions	emission	NOUN
cet-15624	165	7	by	by	ADP
cet-15624	165	8	sectors	sector	NOUN
cet-15624	165	9	:	:	PUNCT
cet-15624	165	10	a	a	DET
cet-15624	165	11	critical	critical	ADJ
cet-15624	165	12	review	review	NOUN
cet-15624	165	13	.	.	PUNCT
cet-15624	166	1	renewable	renewable	ADJ
cet-15624	166	2	energy	energy	NOUN
cet-15624	166	3	,	,	PUNCT
cet-15624	166	4	39(1	39(1	NUM
cet-15624	166	5	)	)	PUNCT
cet-15624	166	6	,	,	PUNCT
cet-15624	166	7	40	40	NUM
cet-15624	166	8	-	-	SYM
cet-15624	166	9	48	48	NUM
cet-15624	166	10	.	.	PUNCT
cet-15624	167	1	li	li	PROPN
cet-15624	167	2	,	,	PUNCT
cet-15624	167	3	g.	g.	PROPN
cet-15624	167	4	,	,	PUNCT
cet-15624	167	5	zrimec	zrimec	PROPN
cet-15624	167	6	,	,	PUNCT
cet-15624	167	7	j.	j.	PROPN
cet-15624	167	8	,	,	PUNCT
cet-15624	167	9	ji	ji	PROPN
cet-15624	167	10	,	,	PUNCT
cet-15624	167	11	b.	b.	PROPN
cet-15624	167	12	,	,	PUNCT
cet-15624	167	13	geng	geng	PROPN
cet-15624	167	14	,	,	PUNCT
cet-15624	167	15	j.	j.	PROPN
cet-15624	167	16	,	,	PUNCT
cet-15624	167	17	larsbrink	larsbrink	PROPN
cet-15624	167	18	,	,	PUNCT
cet-15624	167	19	j.	j.	PROPN
cet-15624	167	20	,	,	PUNCT
cet-15624	167	21	zelezniak	zelezniak	PROPN
cet-15624	167	22	,	,	PUNCT
cet-15624	167	23	a.	a.	PROPN
cet-15624	167	24	,	,	PUNCT
cet-15624	167	25	nielsen	nielsen	PROPN
cet-15624	167	26	,	,	PUNCT
cet-15624	167	27	j.	j.	PROPN
cet-15624	167	28	,	,	PUNCT
cet-15624	167	29	&	&	CCONJ
cet-15624	167	30	engqvist	engqvist	ADJ
cet-15624	167	31	,	,	PUNCT
cet-15624	167	32	m.	m.	NOUN
cet-15624	167	33	k.	k.	PROPN
cet-15624	167	34	m.	m.	PROPN
cet-15624	167	35	(	(	PUNCT
cet-15624	167	36	2021	2021	NUM
cet-15624	167	37	)	)	PUNCT
cet-15624	167	38	.	.	PUNCT
cet-15624	168	1	performance	performance	NOUN
cet-15624	168	2	of	of	ADP
cet-15624	168	3	regression	regression	NOUN
cet-15624	168	4	models	model	NOUN
cet-15624	168	5	as	as	ADP
cet-15624	168	6	a	a	DET
cet-15624	168	7	function	function	NOUN
cet-15624	168	8	of	of	ADP
cet-15624	168	9	experiment	experiment	NOUN
cet-15624	168	10	noise	noise	NOUN
cet-15624	168	11	.	.	PUNCT
cet-15624	169	1	bioinformatics	bioinformatics	NOUN
cet-15624	169	2	and	and	CCONJ
cet-15624	169	3	biology	biology	NOUN
cet-15624	169	4	insights	insight	NOUN
cet-15624	169	5	,	,	PUNCT
cet-15624	169	6	15	15	NUM
cet-15624	169	7	pankajakshan	pankajakshan	NOUN
cet-15624	169	8	,	,	PUNCT
cet-15624	169	9	a.	a.	PROPN
cet-15624	169	10	,	,	PUNCT
cet-15624	169	11	bawa	bawa	PROPN
cet-15624	169	12	,	,	PUNCT
cet-15624	169	13	s.	s.	PROPN
cet-15624	169	14	g.	g.	PROPN
cet-15624	169	15	,	,	PUNCT
cet-15624	169	16	gavriilidis	gavriilidis	PROPN
cet-15624	169	17	,	,	PUNCT
cet-15624	169	18	a.	a.	NOUN
cet-15624	169	19	,	,	PUNCT
cet-15624	169	20	&	&	CCONJ
cet-15624	169	21	galvanin	galvanin	PROPN
cet-15624	169	22	,	,	PUNCT
cet-15624	169	23	f.	f.	PROPN
cet-15624	169	24	(	(	PUNCT
cet-15624	169	25	2023	2023	NUM
cet-15624	169	26	)	)	PUNCT
cet-15624	169	27	.	.	PUNCT
cet-15624	170	1	autonomous	autonomous	ADJ
cet-15624	170	2	kinetic	kinetic	ADJ
cet-15624	170	3	model	model	NOUN
cet-15624	170	4	identification	identification	NOUN
cet-15624	170	5	using	use	VERB
cet-15624	170	6	optimal	optimal	ADJ
cet-15624	170	7	experimental	experimental	ADJ
cet-15624	170	8	design	design	NOUN
cet-15624	170	9	and	and	CCONJ
cet-15624	170	10	retrospective	retrospective	ADJ
cet-15624	170	11	data	datum	NOUN
cet-15624	170	12	analysis	analysis	NOUN
cet-15624	170	13	:	:	PUNCT
cet-15624	170	14	methane	methane	NOUN
cet-15624	170	15	complete	complete	ADJ
cet-15624	170	16	oxidation	oxidation	NOUN
cet-15624	170	17	as	as	ADP
cet-15624	170	18	a	a	DET
cet-15624	170	19	case	case	NOUN
cet-15624	170	20	study	study	NOUN
cet-15624	170	21	.	.	PUNCT
cet-15624	171	1	reaction	reaction	NOUN
cet-15624	171	2	chemistry	chemistry	PROPN
cet-15624	171	3	&	&	CCONJ
cet-15624	171	4	engineering	engineering	PROPN
cet-15624	171	5	,	,	PUNCT
cet-15624	171	6	8(12	8(12	NUM
cet-15624	171	7	)	)	PUNCT
cet-15624	171	8	,	,	PUNCT
cet-15624	171	9	3000	3000	NUM
cet-15624	171	10	-	-	SYM
cet-15624	171	11	3017	3017	NUM
cet-15624	171	12	.	.	PUNCT
cet-15624	172	1	samuel	samuel	PROPN
cet-15624	172	2	,	,	PUNCT
cet-15624	172	3	h.	h.	PROPN
cet-15624	172	4	s.	s.	PROPN
cet-15624	172	5	,	,	PUNCT
cet-15624	172	6	etim	etim	PROPN
cet-15624	172	7	,	,	PUNCT
cet-15624	172	8	e.	e.	PROPN
cet-15624	172	9	e.	e.	PROPN
cet-15624	172	10	,	,	PUNCT
cet-15624	172	11	nweke	nweke	NOUN
cet-15624	172	12	-	-	PUNCT
cet-15624	172	13	maraizu	maraizu	PROPN
cet-15624	172	14	,	,	PUNCT
cet-15624	172	15	u.	u.	PROPN
cet-15624	172	16	,	,	PUNCT
cet-15624	172	17	&	&	CCONJ
cet-15624	172	18	yakubu	yakubu	PROPN
cet-15624	172	19	,	,	PUNCT
cet-15624	172	20	s.	s.	PROPN
cet-15624	172	21	(	(	PUNCT
cet-15624	172	22	2024	2024	NUM
cet-15624	172	23	)	)	PUNCT
cet-15624	172	24	.	.	PUNCT
cet-15624	173	1	machine	machine	NOUN
cet-15624	173	2	learning	learning	NOUN
cet-15624	173	3	in	in	ADP
cet-15624	173	4	chemical	chemical	ADJ
cet-15624	173	5	kinetics	kinetic	NOUN
cet-15624	173	6	:	:	PUNCT
cet-15624	173	7	predictions	prediction	NOUN
cet-15624	173	8	,	,	PUNCT
cet-15624	173	9	mechanistic	mechanistic	ADJ
cet-15624	173	10	analysis	analysis	NOUN
cet-15624	173	11	,	,	PUNCT
cet-15624	173	12	and	and	CCONJ
cet-15624	173	13	reaction	reaction	NOUN
cet-15624	173	14	optimization	optimization	NOUN
cet-15624	173	15	.	.	PUNCT
cet-15624	174	1	applied	apply	VERB
cet-15624	174	2	journal	journal	NOUN
cet-15624	174	3	of	of	ADP
cet-15624	174	4	environmental	environmental	ADJ
cet-15624	174	5	engineering	engineering	NOUN
cet-15624	174	6	science	science	NOUN
cet-15624	174	7	,	,	PUNCT
cet-15624	174	8	10(1	10(1	NUM
cet-15624	174	9	)	)	PUNCT
cet-15624	174	10	.	.	PUNCT
cet-15624	175	1	tao	tao	PROPN
cet-15624	175	2	,	,	PUNCT
cet-15624	175	3	y.	y.	PROPN
cet-15624	175	4	,	,	PUNCT
cet-15624	175	5	smith	smith	PROPN
cet-15624	175	6	,	,	PUNCT
cet-15624	175	7	g.	g.	PROPN
cet-15624	175	8	p.	p.	PROPN
cet-15624	175	9	,	,	PUNCT
cet-15624	175	10	&	&	CCONJ
cet-15624	175	11	wang	wang	PROPN
cet-15624	175	12	,	,	PUNCT
cet-15624	175	13	h.	h.	PROPN
cet-15624	175	14	(	(	PUNCT
cet-15624	175	15	2018	2018	NUM
cet-15624	175	16	)	)	PUNCT
cet-15624	175	17	.	.	PUNCT
cet-15624	176	1	critical	critical	ADJ
cet-15624	176	2	kinetic	kinetic	ADJ
cet-15624	176	3	uncertainties	uncertainty	NOUN
cet-15624	176	4	in	in	ADP
cet-15624	176	5	modelling	model	VERB
cet-15624	176	6	hydrogen	hydrogen	NOUN
cet-15624	176	7	/	/	SYM
cet-15624	176	8	carbon	carbon	NOUN
cet-15624	176	9	monoxide	monoxide	NOUN
cet-15624	176	10	,	,	PUNCT
cet-15624	176	11	methane	methane	NOUN
cet-15624	176	12	,	,	PUNCT
cet-15624	176	13	methanol	methanol	NOUN
cet-15624	176	14	,	,	PUNCT
cet-15624	176	15	formaldehyde	formaldehyde	NOUN
cet-15624	176	16	,	,	PUNCT
cet-15624	176	17	and	and	CCONJ
cet-15624	176	18	ethylene	ethylene	NOUN
cet-15624	176	19	combustion	combustion	NOUN
cet-15624	176	20	.	.	PUNCT
cet-15624	177	1	combustion	combustion	NOUN
cet-15624	177	2	and	and	CCONJ
cet-15624	177	3	flame	flame	NOUN
cet-15624	177	4	,	,	PUNCT
cet-15624	177	5	195	195	NUM
cet-15624	177	6	,	,	PUNCT
cet-15624	177	7	18	18	NUM
cet-15624	177	8	-	-	SYM
cet-15624	177	9	29	29	NUM
cet-15624	177	10	.	.	PUNCT
cet-15624	178	1	yang	yang	PROPN
cet-15624	178	2	,	,	PUNCT
cet-15624	178	3	j.	j.	PROPN
cet-15624	178	4	,	,	PUNCT
cet-15624	178	5	langley	langley	PROPN
cet-15624	178	6	,	,	PUNCT
cet-15624	178	7	r.	r.	PROPN
cet-15624	178	8	s.	s.	PROPN
cet-15624	178	9	,	,	PUNCT
cet-15624	178	10	&	&	CCONJ
cet-15624	178	11	andrade	andrade	PROPN
cet-15624	178	12	,	,	PUNCT
cet-15624	178	13	l.	l.	PROPN
cet-15624	178	14	(	(	PUNCT
cet-15624	178	15	2022	2022	NUM
cet-15624	178	16	)	)	PUNCT
cet-15624	178	17	.	.	PUNCT
cet-15624	179	1	digital	digital	ADJ
cet-15624	179	2	twins	twin	NOUN
cet-15624	179	3	for	for	ADP
cet-15624	179	4	design	design	NOUN
cet-15624	179	5	in	in	ADP
cet-15624	179	6	the	the	DET
cet-15624	179	7	presence	presence	NOUN
cet-15624	179	8	of	of	ADP
cet-15624	179	9	uncertainties	uncertainty	NOUN
cet-15624	179	10	.	.	PUNCT
cet-15624	180	1	mechanical	mechanical	ADJ
cet-15624	180	2	systems	system	NOUN
cet-15624	180	3	and	and	CCONJ
cet-15624	180	4	signal	signal	NOUN
cet-15624	180	5	processing	processing	NOUN
cet-15624	180	6	,	,	PUNCT
cet-15624	180	7	179	179	NUM
cet-15624	180	8	,	,	PUNCT
cet-15624	180	9	109338	109338	NUM
cet-15624	180	10	.	.	PUNCT
cet-15624	181	1	558	558	NUM
cet-15624	181	2	178aku.pdf	178aku.pdf	PROPN
cet-15624	181	3	optimization	optimization	NOUN
cet-15624	181	4	of	of	ADP
cet-15624	181	5	catalytic	catalytic	ADJ
cet-15624	181	6	methane	methane	NOUN
cet-15624	181	7	oxidation	oxidation	NOUN
cet-15624	181	8	using	use	VERB
cet-15624	181	9	hybrid	hybrid	ADJ
cet-15624	181	10	gaussian	gaussian	ADJ
cet-15624	181	11	process	process	NOUN
cet-15624	181	12	and	and	CCONJ
cet-15624	181	13	fisher	fisher	PROPN
cet-15624	181	14	information	information	NOUN
cet-15624	181	15	-	-	PUNCT
cet-15624	181	16	based	base	VERB
cet-15624	181	17	experimental	experimental	ADJ
cet-15624	181	18	design	design	NOUN
cet-15624	181	19	strategies	strategy	NOUN