id	sid	tid	token	lemma	pos
cet-13183	1	1	cet	cet	PROPN
cet-13183	1	2	vol	vol	NOUN
cet-13183	1	3	99	99	NUM
cet-13183	1	4	doi	doi	NOUN
cet-13183	1	5	:	:	PUNCT
cet-13183	1	6	10.3303	10.3303	NUM
cet-13183	1	7	/	/	SYM
cet-13183	1	8	cet2399105	cet2399105	NOUN
cet-13183	1	9	paper	paper	NOUN
cet-13183	1	10	received	receive	VERB
cet-13183	1	11	:	:	PUNCT
cet-13183	1	12	20	20	NUM
cet-13183	1	13	november	november	NOUN
cet-13183	1	14	2022	2022	NUM
cet-13183	1	15	;	;	PUNCT
cet-13183	1	16	revised	revise	VERB
cet-13183	1	17	:	:	PUNCT
cet-13183	1	18	28	28	NUM
cet-13183	1	19	march	march	NOUN
cet-13183	1	20	2023	2023	NUM
cet-13183	1	21	;	;	PUNCT
cet-13183	1	22	accepted	accept	VERB
cet-13183	1	23	:	:	PUNCT
cet-13183	1	24	10	10	NUM
cet-13183	1	25	may	may	AUX
cet-13183	1	26	2023	2023	NUM
cet-13183	1	27	please	please	INTJ
cet-13183	1	28	cite	cite	VERB
cet-13183	1	29	this	this	DET
cet-13183	1	30	article	article	NOUN
cet-13183	1	31	as	as	ADP
cet-13183	1	32	:	:	PUNCT
cet-13183	1	33	salano	salano	PROPN
cet-13183	1	34	l.	l.	PROPN
cet-13183	1	35	,	,	PUNCT
cet-13183	1	36	galeazzi	galeazzi	ADJ
cet-13183	1	37	a.	a.	NOUN
cet-13183	1	38	,	,	PUNCT
cet-13183	1	39	prifti	prifti	PROPN
cet-13183	1	40	k.	k.	PROPN
cet-13183	1	41	,	,	PUNCT
cet-13183	1	42	manenti	manenti	PROPN
cet-13183	1	43	f.	f.	PROPN
cet-13183	1	44	,	,	PUNCT
cet-13183	1	45	2023	2023	NUM
cet-13183	1	46	,	,	PUNCT
cet-13183	1	47	automated	automate	VERB
cet-13183	1	48	development	development	NOUN
cet-13183	1	49	of	of	ADP
cet-13183	1	50	manual	manual	ADJ
cet-13183	1	51	startup	startup	NOUN
cet-13183	1	52	and	and	CCONJ
cet-13183	1	53	shutdown	shutdown	NOUN
cet-13183	1	54	procedures	procedure	NOUN
cet-13183	1	55	by	by	ADP
cet-13183	1	56	a	a	DET
cet-13183	1	57	non	non	ADJ
cet-13183	1	58	-	-	ADJ
cet-13183	1	59	linear	linear	ADJ
cet-13183	1	60	non	non	ADJ
cet-13183	1	61	-	-	ADJ
cet-13183	1	62	derivative	derivative	ADJ
cet-13183	1	63	optimization	optimization	NOUN
cet-13183	1	64	algorithm	algorithm	NOUN
cet-13183	1	65	,	,	PUNCT
cet-13183	1	66	chemical	chemical	NOUN
cet-13183	1	67	engineering	engineering	NOUN
cet-13183	1	68	transactions	transaction	NOUN
cet-13183	1	69	,	,	PUNCT
cet-13183	1	70	99	99	NUM
cet-13183	1	71	,	,	PUNCT
cet-13183	1	72	625	625	NUM
cet-13183	1	73	-	-	SYM
cet-13183	1	74	630	630	NUM
cet-13183	1	75	doi:10.3303	doi:10.3303	NOUN
cet-13183	1	76	/	/	SYM
cet-13183	1	77	cet2399105	cet2399105	NOUN
cet-13183	1	78	chemical	chemical	PROPN
cet-13183	1	79	engineering	engineering	NOUN
cet-13183	1	80	transactions	transaction	NOUN
cet-13183	1	81	vol	vol	NOUN
cet-13183	1	82	.	.	PROPN
cet-13183	1	83	99	99	NUM
cet-13183	1	84	,	,	PUNCT
cet-13183	1	85	2023	2023	NUM
cet-13183	1	86	a	a	DET
cet-13183	1	87	publication	publication	NOUN
cet-13183	1	88	of	of	ADP
cet-13183	1	89	the	the	DET
cet-13183	1	90	italian	italian	ADJ
cet-13183	1	91	association	association	NOUN
cet-13183	1	92	of	of	ADP
cet-13183	1	93	chemical	chemical	PROPN
cet-13183	1	94	engineering	engineering	NOUN
cet-13183	1	95	online	online	ADV
cet-13183	1	96	at	at	ADP
cet-13183	1	97	www.cetjournal.it	www.cetjournal.it	PROPN
cet-13183	1	98	guest	guest	NOUN
cet-13183	1	99	editors	editor	NOUN
cet-13183	1	100	:	:	PUNCT
cet-13183	1	101	sauro	sauro	PROPN
cet-13183	1	102	pierucci	pierucci	PROPN
cet-13183	1	103	,	,	PUNCT
cet-13183	1	104	flavio	flavio	PROPN
cet-13183	1	105	manenti	manenti	VERB
cet-13183	1	106	copyright	copyright	NOUN
cet-13183	1	107	©	©	PROPN
cet-13183	1	108	2023	2023	NUM
cet-13183	1	109	,	,	PUNCT
cet-13183	1	110	aidic	aidic	ADJ
cet-13183	1	111	servizi	servizi	PROPN
cet-13183	1	112	s.r.l	s.r.l	PROPN
cet-13183	1	113	.	.	PUNCT
cet-13183	2	1	isbn	isbn	ADJ
cet-13183	2	2	978	978	NUM
cet-13183	2	3	-	-	SYM
cet-13183	2	4	88	88	NUM
cet-13183	2	5	-	-	PUNCT
cet-13183	2	6	95608	95608	NUM
cet-13183	2	7	-	-	PUNCT
cet-13183	2	8	98	98	NUM
cet-13183	2	9	-	-	SYM
cet-13183	2	10	3	3	NUM
cet-13183	2	11	;	;	PUNCT
cet-13183	2	12	issn	issn	PROPN
cet-13183	2	13	2283	2283	NUM
cet-13183	2	14	-	-	SYM
cet-13183	2	15	9216	9216	NUM
cet-13183	2	16	automated	automate	VERB
cet-13183	2	17	development	development	NOUN
cet-13183	2	18	of	of	ADP
cet-13183	2	19	manual	manual	ADJ
cet-13183	2	20	startup	startup	NOUN
cet-13183	2	21	and	and	CCONJ
cet-13183	2	22	shutdown	shutdown	NOUN
cet-13183	2	23	procedures	procedure	NOUN
cet-13183	2	24	by	by	ADP
cet-13183	2	25	a	a	DET
cet-13183	2	26	non	non	ADJ
cet-13183	2	27	-	-	ADJ
cet-13183	2	28	linear	linear	ADJ
cet-13183	2	29	non	non	ADJ
cet-13183	2	30	-	-	ADJ
cet-13183	2	31	derivative	derivative	ADJ
cet-13183	2	32	optimization	optimization	NOUN
cet-13183	2	33	algorithm	algorithm	NOUN
cet-13183	2	34	loretta	loretta	PROPN
cet-13183	2	35	salanoa	salanoa	NOUN
cet-13183	2	36	,	,	PUNCT
cet-13183	2	37	andrea	andrea	PROPN
cet-13183	2	38	galeazzia	galeazzia	PROPN
cet-13183	2	39	,	,	PUNCT
cet-13183	2	40	kristiano	kristiano	PROPN
cet-13183	2	41	priftia	priftia	PROPN
cet-13183	2	42	,	,	PUNCT
cet-13183	2	43	flavio	flavio	PROPN
cet-13183	2	44	manentia	manentia	NOUN
cet-13183	2	45	,	,	PUNCT
cet-13183	2	46	b	b	PROPN
cet-13183	2	47	*	*	PROPN
cet-13183	2	48	acmic	acmic	PROPN
cet-13183	2	49	department	department	PROPN
cet-13183	2	50	"	"	PUNCT
cet-13183	2	51	giulio	giulio	PROPN
cet-13183	2	52	natta	natta	PROPN
cet-13183	2	53	"	"	PUNCT
cet-13183	2	54	,	,	PUNCT
cet-13183	2	55	politecnico	politecnico	PROPN
cet-13183	2	56	di	di	X
cet-13183	2	57	milano	milano	PROPN
cet-13183	2	58	,	,	PUNCT
cet-13183	2	59	piazza	piazza	PROPN
cet-13183	2	60	leonardo	leonardo	PROPN
cet-13183	2	61	da	da	PROPN
cet-13183	2	62	vinci	vinci	PROPN
cet-13183	2	63	32	32	NUM
cet-13183	2	64	,	,	PUNCT
cet-13183	2	65	milan	milan	PROPN
cet-13183	2	66	20133	20133	NUM
cet-13183	2	67	,	,	PUNCT
cet-13183	2	68	italy	italy	PROPN
cet-13183	2	69	bconsorzio	bconsorzio	PROPN
cet-13183	2	70	interuniversitario	interuniversitario	PROPN
cet-13183	2	71	nazionale	nazionale	PROPN
cet-13183	2	72	per	per	X
cet-13183	2	73	la	la	X
cet-13183	2	74	scienza	scienza	PROPN
cet-13183	2	75	e	e	PROPN
cet-13183	2	76	tecnologia	tecnologia	NOUN
cet-13183	2	77	dei	dei	X
cet-13183	2	78	materiali	materiali	PROPN
cet-13183	2	79	,	,	PUNCT
cet-13183	2	80	via	via	ADP
cet-13183	2	81	giusti	giusti	PROPN
cet-13183	2	82	9	9	NUM
cet-13183	2	83	,	,	PUNCT
cet-13183	2	84	florence	florence	NOUN
cet-13183	2	85	50121	50121	NUM
cet-13183	2	86	,	,	PUNCT
cet-13183	2	87	italy	italy	PROPN
cet-13183	2	88	flavio.manenti@polimi.it	flavio.manenti@polimi.it	VERB
cet-13183	2	89	the	the	DET
cet-13183	2	90	most	most	ADV
cet-13183	2	91	critical	critical	ADJ
cet-13183	2	92	phases	phase	NOUN
cet-13183	2	93	of	of	ADP
cet-13183	2	94	plant	plant	NOUN
cet-13183	2	95	operativity	operativity	NOUN
cet-13183	2	96	are	be	AUX
cet-13183	2	97	the	the	DET
cet-13183	2	98	start	start	VERB
cet-13183	2	99	-	-	PUNCT
cet-13183	2	100	up	up	NOUN
cet-13183	2	101	and	and	CCONJ
cet-13183	2	102	shutdown	shutdown	NOUN
cet-13183	2	103	,	,	PUNCT
cet-13183	2	104	which	which	PRON
cet-13183	2	105	are	be	AUX
cet-13183	2	106	usually	usually	ADV
cet-13183	2	107	implemented	implement	VERB
cet-13183	2	108	by	by	ADP
cet-13183	2	109	following	follow	VERB
cet-13183	2	110	an	an	DET
cet-13183	2	111	experience	experience	NOUN
cet-13183	2	112	-	-	PUNCT
cet-13183	2	113	based	base	VERB
cet-13183	2	114	sequential	sequential	ADJ
cet-13183	2	115	manual	manual	ADJ
cet-13183	2	116	procedure	procedure	NOUN
cet-13183	2	117	.	.	PUNCT
cet-13183	3	1	this	this	DET
cet-13183	3	2	work	work	NOUN
cet-13183	3	3	aims	aim	VERB
cet-13183	3	4	to	to	PART
cet-13183	3	5	develop	develop	VERB
cet-13183	3	6	an	an	DET
cet-13183	3	7	optimizing	optimizing	NOUN
cet-13183	3	8	route	route	NOUN
cet-13183	3	9	for	for	ADP
cet-13183	3	10	the	the	DET
cet-13183	3	11	unsteady	unsteady	ADJ
cet-13183	3	12	states	state	NOUN
cet-13183	3	13	of	of	ADP
cet-13183	3	14	a	a	DET
cet-13183	3	15	chemical	chemical	ADJ
cet-13183	3	16	plant	plant	NOUN
cet-13183	3	17	through	through	ADP
cet-13183	3	18	non	non	ADJ
cet-13183	3	19	-	-	ADJ
cet-13183	3	20	derivative	derivative	ADJ
cet-13183	3	21	local	local	ADJ
cet-13183	3	22	minimization	minimization	NOUN
cet-13183	3	23	algorithms	algorithm	NOUN
cet-13183	3	24	.	.	PUNCT
cet-13183	4	1	the	the	DET
cet-13183	4	2	proposed	propose	VERB
cet-13183	4	3	library	library	NOUN
cet-13183	4	4	for	for	ADP
cet-13183	4	5	such	such	ADJ
cet-13183	4	6	development	development	NOUN
cet-13183	4	7	is	be	AUX
cet-13183	4	8	nlopt	nlopt	ADJ
cet-13183	4	9	,	,	PUNCT
cet-13183	4	10	an	an	DET
cet-13183	4	11	open	open	ADJ
cet-13183	4	12	-	-	PUNCT
cet-13183	4	13	source	source	NOUN
cet-13183	4	14	collection	collection	NOUN
cet-13183	4	15	of	of	ADP
cet-13183	4	16	optimization	optimization	NOUN
cet-13183	4	17	algorithms	algorithm	NOUN
cet-13183	4	18	that	that	PRON
cet-13183	4	19	can	can	AUX
cet-13183	4	20	be	be	AUX
cet-13183	4	21	implemented	implement	VERB
cet-13183	4	22	in	in	ADP
cet-13183	4	23	c++	c++	NOUN
cet-13183	4	24	and	and	CCONJ
cet-13183	4	25	python	python	NOUN
cet-13183	4	26	languages	language	NOUN
cet-13183	4	27	.	.	PUNCT
cet-13183	5	1	the	the	DET
cet-13183	5	2	definition	definition	NOUN
cet-13183	5	3	of	of	ADP
cet-13183	5	4	the	the	DET
cet-13183	5	5	problem	problem	NOUN
cet-13183	5	6	followed	follow	VERB
cet-13183	5	7	a	a	DET
cet-13183	5	8	monte	monte	PROPN
cet-13183	5	9	carlo	carlo	PROPN
cet-13183	5	10	initialization	initialization	PROPN
cet-13183	5	11	approach	approach	NOUN
cet-13183	5	12	and	and	CCONJ
cet-13183	5	13	optimization	optimization	NOUN
cet-13183	5	14	with	with	ADP
cet-13183	5	15	a	a	DET
cet-13183	5	16	successive	successive	ADJ
cet-13183	5	17	algorithm	algorithm	NOUN
cet-13183	5	18	validation	validation	NOUN
cet-13183	5	19	to	to	PART
cet-13183	5	20	test	test	VERB
cet-13183	5	21	the	the	DET
cet-13183	5	22	optimizer	optimizer	NOUN
cet-13183	5	23	potentiality	potentiality	NOUN
cet-13183	5	24	.	.	PUNCT
cet-13183	6	1	the	the	DET
cet-13183	6	2	case	case	NOUN
cet-13183	6	3	studies	study	NOUN
cet-13183	6	4	implemented	implement	VERB
cet-13183	6	5	describe	describe	VERB
cet-13183	6	6	common	common	ADJ
cet-13183	6	7	units	unit	NOUN
cet-13183	6	8	in	in	ADP
cet-13183	6	9	chemical	chemical	ADJ
cet-13183	6	10	plants	plant	NOUN
cet-13183	6	11	and	and	CCONJ
cet-13183	6	12	show	show	VERB
cet-13183	6	13	the	the	DET
cet-13183	6	14	prospects	prospect	NOUN
cet-13183	6	15	of	of	ADP
cet-13183	6	16	the	the	DET
cet-13183	6	17	route	route	NOUN
cet-13183	6	18	for	for	ADP
cet-13183	6	19	the	the	DET
cet-13183	6	20	automation	automation	NOUN
cet-13183	6	21	of	of	ADP
cet-13183	6	22	such	such	ADJ
cet-13183	6	23	phases	phase	NOUN
cet-13183	6	24	,	,	PUNCT
cet-13183	6	25	in	in	ADP
cet-13183	6	26	order	order	NOUN
cet-13183	6	27	to	to	PART
cet-13183	6	28	transform	transform	VERB
cet-13183	6	29	obsolete	obsolete	ADJ
cet-13183	6	30	manual	manual	ADJ
cet-13183	6	31	sequences	sequence	NOUN
cet-13183	6	32	into	into	ADP
cet-13183	6	33	non	non	ADJ
cet-13183	6	34	-	-	ADJ
cet-13183	6	35	time	time	NOUN
cet-13183	6	36	-	-	PUNCT
cet-13183	6	37	consuming	consume	VERB
cet-13183	6	38	and	and	CCONJ
cet-13183	6	39	energy	energy	NOUN
cet-13183	6	40	-	-	PUNCT
cet-13183	6	41	saving	save	VERB
cet-13183	6	42	routes	route	NOUN
cet-13183	6	43	to	to	PART
cet-13183	6	44	be	be	AUX
cet-13183	6	45	implemented	implement	VERB
cet-13183	6	46	in	in	ADP
cet-13183	6	47	plant	plant	NOUN
cet-13183	6	48	activity	activity	NOUN
cet-13183	6	49	.	.	PUNCT
cet-13183	7	1	1	1	X
cet-13183	7	2	.	.	X
cet-13183	7	3	introduction	introduction	NOUN
cet-13183	7	4	in	in	ADP
cet-13183	7	5	the	the	DET
cet-13183	7	6	field	field	NOUN
cet-13183	7	7	of	of	ADP
cet-13183	7	8	chemical	chemical	ADJ
cet-13183	7	9	engineering	engineering	NOUN
cet-13183	7	10	,	,	PUNCT
cet-13183	7	11	the	the	DET
cet-13183	7	12	relevance	relevance	NOUN
cet-13183	7	13	of	of	ADP
cet-13183	7	14	optimal	optimal	ADJ
cet-13183	7	15	operativity	operativity	NOUN
cet-13183	7	16	conditions	condition	NOUN
cet-13183	7	17	is	be	AUX
cet-13183	7	18	crucial	crucial	ADJ
cet-13183	7	19	,	,	PUNCT
cet-13183	7	20	due	due	ADP
cet-13183	7	21	to	to	ADP
cet-13183	7	22	the	the	DET
cet-13183	7	23	high	high	ADJ
cet-13183	7	24	costs	cost	NOUN
cet-13183	7	25	of	of	ADP
cet-13183	7	26	the	the	DET
cet-13183	7	27	equipment	equipment	NOUN
cet-13183	7	28	,	,	PUNCT
cet-13183	7	29	raw	raw	ADJ
cet-13183	7	30	materials	material	NOUN
cet-13183	7	31	,	,	PUNCT
cet-13183	7	32	and	and	CCONJ
cet-13183	7	33	manual	manual	ADJ
cet-13183	7	34	work	work	NOUN
cet-13183	7	35	;	;	PUNCT
cet-13183	7	36	the	the	DET
cet-13183	7	37	safety	safety	NOUN
cet-13183	7	38	concerns	concern	NOUN
cet-13183	7	39	and	and	CCONJ
cet-13183	7	40	regulations	regulation	NOUN
cet-13183	7	41	that	that	PRON
cet-13183	7	42	must	must	AUX
cet-13183	7	43	be	be	AUX
cet-13183	7	44	followed	follow	VERB
cet-13183	7	45	to	to	PART
cet-13183	7	46	avoid	avoid	VERB
cet-13183	7	47	dangerous	dangerous	ADJ
cet-13183	7	48	situations	situation	NOUN
cet-13183	7	49	,	,	PUNCT
cet-13183	7	50	losses	loss	NOUN
cet-13183	7	51	of	of	ADP
cet-13183	7	52	money	money	NOUN
cet-13183	7	53	and	and	CCONJ
cet-13183	7	54	operative	operative	ADJ
cet-13183	7	55	time	time	NOUN
cet-13183	7	56	,	,	PUNCT
cet-13183	7	57	energy	energy	NOUN
cet-13183	7	58	consumption	consumption	NOUN
cet-13183	7	59	and	and	CCONJ
cet-13183	7	60	environmental	environmental	ADJ
cet-13183	7	61	impact	impact	NOUN
cet-13183	7	62	.	.	PUNCT
cet-13183	8	1	current	current	ADJ
cet-13183	8	2	applications	application	NOUN
cet-13183	8	3	focus	focus	VERB
cet-13183	8	4	on	on	ADP
cet-13183	8	5	the	the	DET
cet-13183	8	6	steady	steady	ADJ
cet-13183	8	7	phases	phase	NOUN
cet-13183	8	8	of	of	ADP
cet-13183	8	9	the	the	DET
cet-13183	8	10	process	process	NOUN
cet-13183	8	11	,	,	PUNCT
cet-13183	8	12	leaving	leave	VERB
cet-13183	8	13	a	a	DET
cet-13183	8	14	big	big	ADJ
cet-13183	8	15	area	area	NOUN
cet-13183	8	16	for	for	ADP
cet-13183	8	17	improvement	improvement	NOUN
cet-13183	8	18	in	in	ADP
cet-13183	8	19	the	the	DET
cet-13183	8	20	study	study	NOUN
cet-13183	8	21	of	of	ADP
cet-13183	8	22	dynamic	dynamic	ADJ
cet-13183	8	23	situations	situation	NOUN
cet-13183	8	24	.	.	PUNCT
cet-13183	9	1	in	in	ADP
cet-13183	9	2	particular	particular	ADJ
cet-13183	9	3	,	,	PUNCT
cet-13183	9	4	the	the	DET
cet-13183	9	5	study	study	NOUN
cet-13183	9	6	of	of	ADP
cet-13183	9	7	the	the	DET
cet-13183	9	8	start	start	NOUN
cet-13183	9	9	-	-	PUNCT
cet-13183	9	10	up	up	NOUN
cet-13183	9	11	and	and	CCONJ
cet-13183	9	12	shutdown	shutdown	NOUN
cet-13183	9	13	of	of	ADP
cet-13183	9	14	a	a	DET
cet-13183	9	15	plant	plant	NOUN
cet-13183	9	16	is	be	AUX
cet-13183	9	17	a	a	DET
cet-13183	9	18	fundamental	fundamental	ADJ
cet-13183	9	19	step	step	NOUN
cet-13183	9	20	to	to	PART
cet-13183	9	21	prevent	prevent	VERB
cet-13183	9	22	machinery	machinery	NOUN
cet-13183	9	23	failure	failure	NOUN
cet-13183	9	24	and	and	CCONJ
cet-13183	9	25	guarantee	guarantee	VERB
cet-13183	9	26	plant	plant	NOUN
cet-13183	9	27	productivity	productivity	NOUN
cet-13183	9	28	.	.	PUNCT
cet-13183	10	1	currently	currently	ADV
cet-13183	10	2	,	,	PUNCT
cet-13183	10	3	in	in	ADP
cet-13183	10	4	literature	literature	NOUN
cet-13183	10	5	,	,	PUNCT
cet-13183	10	6	many	many	ADJ
cet-13183	10	7	foci	focus	NOUN
cet-13183	10	8	on	on	ADP
cet-13183	10	9	the	the	DET
cet-13183	10	10	usage	usage	NOUN
cet-13183	10	11	of	of	ADP
cet-13183	10	12	control	control	NOUN
cet-13183	10	13	system	system	NOUN
cet-13183	10	14	theory	theory	NOUN
cet-13183	10	15	approaches	approach	NOUN
cet-13183	10	16	,	,	PUNCT
cet-13183	10	17	such	such	ADJ
cet-13183	10	18	as	as	ADP
cet-13183	10	19	model	model	NOUN
cet-13183	10	20	predictive	predictive	PROPN
cet-13183	10	21	control	control	NOUN
cet-13183	10	22	(	(	PUNCT
cet-13183	10	23	larsson	larsson	PROPN
cet-13183	10	24	et	et	PROPN
cet-13183	10	25	al	al	PROPN
cet-13183	10	26	.	.	PROPN
cet-13183	10	27	,	,	PUNCT
cet-13183	10	28	2013	2013	NUM
cet-13183	10	29	)	)	PUNCT
cet-13183	10	30	,	,	PUNCT
cet-13183	10	31	fuzzy	fuzzy	ADJ
cet-13183	10	32	control	control	NOUN
cet-13183	10	33	logic	logic	NOUN
cet-13183	10	34	(	(	PUNCT
cet-13183	10	35	ali	ali	PROPN
cet-13183	10	36	and	and	CCONJ
cet-13183	10	37	abu	abu	PROPN
cet-13183	10	38	khalaf	khalaf	PROPN
cet-13183	10	39	,	,	PUNCT
cet-13183	10	40	2003	2003	NUM
cet-13183	10	41	)	)	PUNCT
cet-13183	10	42	and	and	CCONJ
cet-13183	10	43	hybrid	hybrid	NOUN
cet-13183	10	44	control	control	NOUN
cet-13183	10	45	systems	system	NOUN
cet-13183	10	46	(	(	PUNCT
cet-13183	10	47	verwijs	verwijs	VERB
cet-13183	10	48	et	et	PROPN
cet-13183	10	49	al	al	PROPN
cet-13183	10	50	.	.	PROPN
cet-13183	10	51	,	,	PUNCT
cet-13183	10	52	1995	1995	NUM
cet-13183	10	53	)	)	PUNCT
cet-13183	10	54	,	,	PUNCT
cet-13183	10	55	which	which	PRON
cet-13183	10	56	require	require	VERB
cet-13183	10	57	high	high	ADJ
cet-13183	10	58	computational	computational	ADJ
cet-13183	10	59	time	time	NOUN
cet-13183	10	60	due	due	ADP
cet-13183	10	61	to	to	ADP
cet-13183	10	62	the	the	DET
cet-13183	10	63	tuning	tuning	NOUN
cet-13183	10	64	requirement	requirement	NOUN
cet-13183	10	65	and	and	CCONJ
cet-13183	10	66	complexity	complexity	NOUN
cet-13183	10	67	of	of	ADP
cet-13183	10	68	the	the	DET
cet-13183	10	69	dynamic	dynamic	ADJ
cet-13183	10	70	problem	problem	NOUN
cet-13183	10	71	.	.	PUNCT
cet-13183	11	1	this	this	PRON
cet-13183	11	2	leaves	leave	VERB
cet-13183	11	3	a	a	DET
cet-13183	11	4	grey	grey	ADJ
cet-13183	11	5	area	area	NOUN
cet-13183	11	6	for	for	ADP
cet-13183	11	7	the	the	DET
cet-13183	11	8	development	development	NOUN
cet-13183	11	9	of	of	ADP
cet-13183	11	10	optimized	optimize	VERB
cet-13183	11	11	sequential	sequential	ADJ
cet-13183	11	12	procedures	procedure	NOUN
cet-13183	11	13	without	without	ADP
cet-13183	11	14	the	the	DET
cet-13183	11	15	aid	aid	NOUN
cet-13183	11	16	of	of	ADP
cet-13183	11	17	control	control	NOUN
cet-13183	11	18	theory	theory	PROPN
cet-13183	11	19	.	.	PUNCT
cet-13183	12	1	problem	problem	NOUN
cet-13183	12	2	’s	’s	PART
cet-13183	12	3	definition	definition	NOUN
cet-13183	12	4	the	the	DET
cet-13183	12	5	study	study	NOUN
cet-13183	12	6	focused	focus	VERB
cet-13183	12	7	on	on	ADP
cet-13183	12	8	the	the	DET
cet-13183	12	9	development	development	NOUN
cet-13183	12	10	of	of	ADP
cet-13183	12	11	an	an	DET
cet-13183	12	12	optimal	optimal	ADJ
cet-13183	12	13	routine	routine	NOUN
cet-13183	12	14	for	for	ADP
cet-13183	12	15	the	the	DET
cet-13183	12	16	time	time	NOUN
cet-13183	12	17	optimization	optimization	NOUN
cet-13183	12	18	of	of	ADP
cet-13183	12	19	the	the	DET
cet-13183	12	20	start	start	NOUN
cet-13183	12	21	-	-	PUNCT
cet-13183	12	22	up	up	NOUN
cet-13183	12	23	of	of	ADP
cet-13183	12	24	chemical	chemical	ADJ
cet-13183	12	25	plants	plant	NOUN
cet-13183	12	26	’	'	PUNCT
cet-13183	12	27	standard	standard	ADJ
cet-13183	12	28	units	unit	NOUN
cet-13183	12	29	.	.	PUNCT
cet-13183	13	1	an	an	DET
cet-13183	13	2	objective	objective	ADJ
cet-13183	13	3	function	function	NOUN
cet-13183	13	4	f(x	f(x	PROPN
cet-13183	13	5	)	)	PUNCT
cet-13183	13	6	was	be	AUX
cet-13183	13	7	developed	develop	VERB
cet-13183	13	8	for	for	ADP
cet-13183	13	9	each	each	DET
cet-13183	13	10	case	case	NOUN
cet-13183	13	11	study	study	NOUN
cet-13183	13	12	,	,	PUNCT
cet-13183	13	13	translating	translate	VERB
cet-13183	13	14	physical	physical	ADJ
cet-13183	13	15	and	and	CCONJ
cet-13183	13	16	safety	safety	NOUN
cet-13183	13	17	constraints	constraint	NOUN
cet-13183	13	18	into	into	ADP
cet-13183	13	19	equality	equality	NOUN
cet-13183	13	20	h(x	h(x	PROPN
cet-13183	13	21	)	)	PUNCT
cet-13183	13	22	and	and	CCONJ
cet-13183	13	23	inequality	inequality	NOUN
cet-13183	13	24	constraints	constraint	VERB
cet-13183	13	25	g(x	g(x	PROPN
cet-13183	13	26	)	)	PUNCT
cet-13183	13	27	,	,	PUNCT
cet-13183	13	28	following	follow	VERB
cet-13183	13	29	the	the	DET
cet-13183	13	30	standard	standard	NOUN
cet-13183	13	31	for	for	ADP
cet-13183	13	32	the	the	DET
cet-13183	13	33	optimization	optimization	NOUN
cet-13183	13	34	problem	problem	NOUN
cet-13183	13	35	,	,	PUNCT
cet-13183	13	36	reported	report	VERB
cet-13183	13	37	in	in	ADP
cet-13183	13	38	(	(	PUNCT
cet-13183	13	39	1	1	NUM
cet-13183	13	40	)	)	PUNCT
cet-13183	13	41	.	.	PUNCT
cet-13183	14	1	min	min	PROPN
cet-13183	14	2	x0,	x0,	PROPN
cet-13183	14	3	…	…	SYM
cet-13183	14	4	,xn	,xn	PUNCT
cet-13183	14	5	f(x	f(x	PROPN
cet-13183	14	6	)	)	PUNCT
cet-13183	14	7	h(x)=0	h(x)=0	X
cet-13183	14	8	g(x)≤0	g(x)≤0	PROPN
cet-13183	14	9	x=[x1,x2	x=[x1,x2	PROPN
cet-13183	14	10	,	,	PUNCT
cet-13183	14	11	…	…	PUNCT
cet-13183	14	12	,	,	PUNCT
cet-13183	14	13	xn	xn	PROPN
cet-13183	14	14	]	]	PUNCT
cet-13183	14	15	,	,	PUNCT
cet-13183	14	16	xi∈{0,100	xi∈{0,100	PROPN
cet-13183	14	17	}	}	PUNCT
cet-13183	14	18	(	(	PUNCT
cet-13183	14	19	1	1	X
cet-13183	14	20	)	)	PUNCT
cet-13183	14	21	625	625	NUM
cet-13183	14	22	mailto:flavio.manenti@polimi.it	mailto:flavio.manenti@polimi.it	NOUN
cet-13183	14	23	the	the	DET
cet-13183	14	24	problem	problem	NOUN
cet-13183	14	25	is	be	AUX
cet-13183	14	26	based	base	VERB
cet-13183	14	27	upon	upon	SCONJ
cet-13183	14	28	n	n	PRON
cet-13183	14	29	variables	variable	NOUN
cet-13183	14	30	,	,	PUNCT
cet-13183	14	31	which	which	PRON
cet-13183	14	32	represent	represent	VERB
cet-13183	14	33	the	the	DET
cet-13183	14	34	discretization	discretization	NOUN
cet-13183	14	35	of	of	ADP
cet-13183	14	36	a	a	DET
cet-13183	14	37	physical	physical	ADJ
cet-13183	14	38	value	value	NOUN
cet-13183	14	39	over	over	ADP
cet-13183	14	40	the	the	DET
cet-13183	14	41	time	time	NOUN
cet-13183	14	42	domain	domain	NOUN
cet-13183	14	43	.	.	PUNCT
cet-13183	15	1	in	in	ADP
cet-13183	15	2	both	both	DET
cet-13183	15	3	cases	case	NOUN
cet-13183	15	4	analyzed	analyze	VERB
cet-13183	15	5	in	in	ADP
cet-13183	15	6	this	this	DET
cet-13183	15	7	work	work	NOUN
cet-13183	15	8	,	,	PUNCT
cet-13183	15	9	such	such	ADJ
cet-13183	15	10	value	value	NOUN
cet-13183	15	11	is	be	AUX
cet-13183	15	12	the	the	DET
cet-13183	15	13	opening	opening	NOUN
cet-13183	15	14	percentage	percentage	NOUN
cet-13183	15	15	of	of	ADP
cet-13183	15	16	a	a	DET
cet-13183	15	17	process	process	NOUN
cet-13183	15	18	valve	valve	NOUN
cet-13183	15	19	for	for	ADP
cet-13183	15	20	flowrate	flowrate	ADJ
cet-13183	15	21	control	control	NOUN
cet-13183	15	22	.	.	PUNCT
cet-13183	16	1	2	2	X
cet-13183	16	2	.	.	X
cet-13183	16	3	materials	material	NOUN
cet-13183	16	4	and	and	CCONJ
cet-13183	16	5	methods	method	NOUN
cet-13183	16	6	case	case	NOUN
cet-13183	16	7	studies	study	VERB
cet-13183	16	8	two	two	NUM
cet-13183	16	9	chemical	chemical	NOUN
cet-13183	16	10	plants	plant	NOUN
cet-13183	16	11	units	unit	NOUN
cet-13183	16	12	were	be	AUX
cet-13183	16	13	taken	take	VERB
cet-13183	16	14	under	under	ADP
cet-13183	16	15	study	study	NOUN
cet-13183	16	16	for	for	ADP
cet-13183	16	17	the	the	DET
cet-13183	16	18	testing	testing	NOUN
cet-13183	16	19	of	of	ADP
cet-13183	16	20	the	the	DET
cet-13183	16	21	optimizer	optimizer	NOUN
cet-13183	16	22	’s	’s	PART
cet-13183	16	23	capability	capability	NOUN
cet-13183	16	24	to	to	PART
cet-13183	16	25	find	find	VERB
cet-13183	16	26	convergence	convergence	NOUN
cet-13183	16	27	for	for	ADP
cet-13183	16	28	time	time	NOUN
cet-13183	16	29	-	-	PUNCT
cet-13183	16	30	discretized	discretize	VERB
cet-13183	16	31	models	model	NOUN
cet-13183	16	32	.	.	PUNCT
cet-13183	17	1	methods	method	NOUN
cet-13183	17	2	the	the	DET
cet-13183	17	3	models	model	NOUN
cet-13183	17	4	of	of	ADP
cet-13183	17	5	the	the	DET
cet-13183	17	6	units	unit	NOUN
cet-13183	17	7	were	be	AUX
cet-13183	17	8	based	base	VERB
cet-13183	17	9	on	on	ADP
cet-13183	17	10	mass	mass	NOUN
cet-13183	17	11	and	and	CCONJ
cet-13183	17	12	energy	energy	NOUN
cet-13183	17	13	balances	balance	NOUN
cet-13183	17	14	(	(	PUNCT
cet-13183	17	15	2	2	NUM
cet-13183	17	16	)	)	PUNCT
cet-13183	17	17	,	,	PUNCT
cet-13183	17	18	and	and	CCONJ
cet-13183	17	19	implemented	implement	VERB
cet-13183	17	20	as	as	ADP
cet-13183	17	21	a	a	DET
cet-13183	17	22	set	set	NOUN
cet-13183	17	23	of	of	ADP
cet-13183	17	24	differential	differential	ADJ
cet-13183	17	25	equations	equation	NOUN
cet-13183	17	26	over	over	ADP
cet-13183	17	27	time	time	NOUN
cet-13183	17	28	to	to	PART
cet-13183	17	29	study	study	VERB
cet-13183	17	30	the	the	DET
cet-13183	17	31	dynamics	dynamic	NOUN
cet-13183	17	32	of	of	ADP
cet-13183	17	33	the	the	DET
cet-13183	17	34	systems	system	NOUN
cet-13183	17	35	.	.	PUNCT
cet-13183	18	1	∑	∑	PUNCT
cet-13183	18	2	ṁi	ṁi	PROPN
cet-13183	18	3	,	,	PUNCT
cet-13183	18	4	in	in	ADP
cet-13183	18	5	∑	∑	PROPN
cet-13183	18	6	ṁi	ṁi	PROPN
cet-13183	18	7	,	,	PUNCT
cet-13183	18	8	out	out	ADP
cet-13183	18	9	+	+	PROPN
cet-13183	18	10	ṁgen	ṁgen	PROPN
cet-13183	18	11	=	=	ADJ
cet-13183	18	12	acc	acc	PROPN
cet-13183	18	13	.	.	PUNCT
cet-13183	18	14	∑	∑	PROPN
cet-13183	18	15	(	(	PUNCT
cet-13183	18	16	1	1	NUM
cet-13183	18	17	2	2	NUM
cet-13183	18	18	ṁ	ṁ	NOUN
cet-13183	18	19	v2+m	v2+m	PROPN
cet-13183	18	20	̇	̇	VERB
cet-13183	18	21	gh+ḣ	gh+ḣ	PROPN
cet-13183	18	22	)	)	PUNCT
cet-13183	18	23	i	i	PROPN
cet-13183	18	24	,	,	PUNCT
cet-13183	18	25	in	in	ADP
cet-13183	18	26	∑	∑	PROPN
cet-13183	18	27	(	(	PUNCT
cet-13183	18	28	1	1	NUM
cet-13183	18	29	2	2	NUM
cet-13183	18	30	m	m	NOUN
cet-13183	18	31	̇	̇	VERB
cet-13183	18	32	v2+m	v2+m	PROPN
cet-13183	18	33	̇	̇	VERB
cet-13183	18	34	gh+ḣ	gh+ḣ	PROPN
cet-13183	18	35	)	)	PUNCT
cet-13183	18	36	i	i	PROPN
cet-13183	18	37	,	,	PUNCT
cet-13183	18	38	out	out	ADV
cet-13183	19	1	+	+	CCONJ
cet-13183	19	2	∑	∑	PROPN
cet-13183	19	3	qj	qj	PROPN
cet-13183	19	4	+	+	PROPN
cet-13183	19	5	ẇs	ẇs	PROPN
cet-13183	19	6	=	=	ADJ
cet-13183	19	7	acc	acc	X
cet-13183	19	8	(	(	PUNCT
cet-13183	19	9	2	2	NUM
cet-13183	19	10	)	)	PUNCT
cet-13183	19	11	the	the	DET
cet-13183	19	12	pdes	pde	NOUN
cet-13183	19	13	were	be	AUX
cet-13183	19	14	simplified	simplify	VERB
cet-13183	19	15	through	through	ADP
cet-13183	19	16	the	the	DET
cet-13183	19	17	help	help	NOUN
cet-13183	19	18	of	of	ADP
cet-13183	19	19	the	the	DET
cet-13183	19	20	method	method	NOUN
cet-13183	19	21	of	of	ADP
cet-13183	19	22	lines	line	NOUN
cet-13183	19	23	,	,	PUNCT
cet-13183	19	24	which	which	PRON
cet-13183	19	25	allowed	allow	VERB
cet-13183	19	26	reducing	reduce	VERB
cet-13183	19	27	them	they	PRON
cet-13183	19	28	to	to	ADP
cet-13183	19	29	a	a	DET
cet-13183	19	30	set	set	NOUN
cet-13183	19	31	of	of	ADP
cet-13183	19	32	odes	ode	NOUN
cet-13183	19	33	by	by	ADP
cet-13183	19	34	discretizing	discretize	VERB
cet-13183	19	35	one	one	NUM
cet-13183	19	36	of	of	ADP
cet-13183	19	37	the	the	DET
cet-13183	19	38	partial	partial	ADJ
cet-13183	19	39	derivates	derivate	NOUN
cet-13183	19	40	by	by	ADP
cet-13183	19	41	finite	finite	ADJ
cet-13183	19	42	differences	difference	NOUN
cet-13183	19	43	,	,	PUNCT
cet-13183	19	44	as	as	SCONJ
cet-13183	19	45	shown	show	VERB
cet-13183	19	46	in	in	ADP
cet-13183	19	47	the	the	DET
cet-13183	19	48	set	set	NOUN
cet-13183	19	49	of	of	ADP
cet-13183	19	50	equations	equation	NOUN
cet-13183	19	51	in	in	ADP
cet-13183	19	52	(	(	PUNCT
cet-13183	19	53	3	3	NUM
cet-13183	19	54	)	)	PUNCT
cet-13183	19	55	.	.	PUNCT
cet-13183	20	1	∂ci	∂ci	PROPN
cet-13183	20	2	∂t	∂t	PROPN
cet-13183	21	1	=	=	SYM
cet-13183	21	2	ν0∂ci	ν0∂ci	PROPN
cet-13183	21	3	∂v	∂v	PROPN
cet-13183	21	4	+	+	PROPN
cet-13183	21	5	ri	ri	PROPN
cet-13183	21	6	∂c	∂c	PROPN
cet-13183	21	7	∂v	∂v	PROPN
cet-13183	21	8	=	=	PUNCT
cet-13183	21	9	ck+1	ck+1	NUM
cet-13183	21	10	-	-	PUNCT
cet-13183	21	11	ck	ck	NOUN
cet-13183	21	12	vk+1	vk+1	NOUN
cet-13183	21	13	-	-	PUNCT
cet-13183	21	14	vk	vk	NOUN
cet-13183	21	15	,	,	PUNCT
cet-13183	21	16	k=1,	k=1,	NOUN
cet-13183	21	17	…	…	PUNCT
cet-13183	21	18	,n	,n	NOUN
cet-13183	21	19	(	(	PUNCT
cet-13183	21	20	3	3	X
cet-13183	21	21	)	)	PUNCT
cet-13183	21	22	nlopt	nlopt	NOUN
cet-13183	21	23	was	be	AUX
cet-13183	21	24	chosen	choose	VERB
cet-13183	21	25	as	as	ADP
cet-13183	21	26	the	the	DET
cet-13183	21	27	optimization	optimization	NOUN
cet-13183	21	28	tool	tool	NOUN
cet-13183	21	29	,	,	PUNCT
cet-13183	21	30	which	which	PRON
cet-13183	21	31	is	be	AUX
cet-13183	21	32	a	a	DET
cet-13183	21	33	free	free	ADJ
cet-13183	21	34	/	/	SYM
cet-13183	21	35	open	open	ADJ
cet-13183	21	36	-	-	PUNCT
cet-13183	21	37	source	source	NOUN
cet-13183	21	38	library	library	NOUN
cet-13183	21	39	for	for	ADP
cet-13183	21	40	nonlinear	nonlinear	ADJ
cet-13183	21	41	optimization	optimization	NOUN
cet-13183	21	42	,	,	PUNCT
cet-13183	21	43	providing	provide	VERB
cet-13183	21	44	one	one	NUM
cet-13183	21	45	interface	interface	NOUN
cet-13183	21	46	for	for	ADP
cet-13183	21	47	several	several	ADJ
cet-13183	21	48	free	free	ADJ
cet-13183	21	49	optimization	optimization	NOUN
cet-13183	21	50	routines	routine	NOUN
cet-13183	21	51	available	available	ADJ
cet-13183	21	52	online	online	ADV
cet-13183	21	53	as	as	ADV
cet-13183	21	54	well	well	ADV
cet-13183	21	55	as	as	ADP
cet-13183	21	56	original	original	ADJ
cet-13183	21	57	implementations	implementation	NOUN
cet-13183	21	58	of	of	ADP
cet-13183	21	59	various	various	ADJ
cet-13183	21	60	other	other	ADJ
cet-13183	21	61	algorithms	algorithm	NOUN
cet-13183	21	62	.	.	PUNCT
cet-13183	22	1	it	it	PRON
cet-13183	22	2	addresses	address	VERB
cet-13183	22	3	general	general	ADJ
cet-13183	22	4	nonlinear	nonlinear	ADJ
cet-13183	22	5	optimization	optimization	NOUN
cet-13183	22	6	problems	problem	NOUN
cet-13183	22	7	of	of	ADP
cet-13183	22	8	the	the	DET
cet-13183	22	9	form	form	NOUN
cet-13183	22	10	(	(	PUNCT
cet-13183	22	11	1	1	NUM
cet-13183	22	12	)	)	PUNCT
cet-13183	22	13	.	.	PUNCT
cet-13183	23	1	in	in	ADP
cet-13183	23	2	order	order	NOUN
cet-13183	23	3	to	to	PART
cet-13183	23	4	feed	feed	VERB
cet-13183	23	5	an	an	DET
cet-13183	23	6	appropriate	appropriate	ADJ
cet-13183	23	7	first	first	ADJ
cet-13183	23	8	guess	guess	NOUN
cet-13183	23	9	to	to	ADP
cet-13183	23	10	the	the	DET
cet-13183	23	11	optimizer	optimizer	NOUN
cet-13183	23	12	,	,	PUNCT
cet-13183	23	13	a	a	DET
cet-13183	23	14	monte	monte	PROPN
cet-13183	23	15	carlo	carlo	PROPN
cet-13183	23	16	analysis	analysis	NOUN
cet-13183	23	17	was	be	AUX
cet-13183	23	18	included	include	VERB
cet-13183	23	19	.	.	PUNCT
cet-13183	24	1	this	this	DET
cet-13183	24	2	technique	technique	NOUN
cet-13183	24	3	relies	rely	VERB
cet-13183	24	4	on	on	ADP
cet-13183	24	5	repeated	repeat	VERB
cet-13183	24	6	random	random	ADJ
cet-13183	24	7	sampling	sampling	NOUN
cet-13183	24	8	to	to	PART
cet-13183	24	9	obtain	obtain	VERB
cet-13183	24	10	numerical	numerical	ADJ
cet-13183	24	11	results	result	NOUN
cet-13183	24	12	(	(	PUNCT
cet-13183	24	13	kroese	kroese	NOUN
cet-13183	24	14	at	at	ADP
cet-13183	24	15	al	al	PROPN
cet-13183	24	16	.	.	PROPN
cet-13183	24	17	,	,	PUNCT
cet-13183	24	18	2014	2014	NUM
cet-13183	24	19	)	)	PUNCT
cet-13183	24	20	.	.	PUNCT
cet-13183	25	1	figure	figure	VERB
cet-13183	25	2	1	1	NUM
cet-13183	25	3	problem	problem	NOUN
cet-13183	25	4	's	's	PART
cet-13183	25	5	definition	definition	NOUN
cet-13183	25	6	block	block	NOUN
cet-13183	25	7	scheme	scheme	VERB
cet-13183	25	8	the	the	DET
cet-13183	25	9	algorithm	algorithm	NOUN
cet-13183	25	10	’s	’s	PART
cet-13183	25	11	performance	performance	NOUN
cet-13183	25	12	was	be	AUX
cet-13183	25	13	then	then	ADV
cet-13183	25	14	evaluated	evaluate	VERB
cet-13183	25	15	through	through	ADP
cet-13183	25	16	a	a	DET
cet-13183	25	17	benchmark	benchmark	ADJ
cet-13183	25	18	study	study	NOUN
cet-13183	25	19	,	,	PUNCT
cet-13183	25	20	through	through	ADP
cet-13183	25	21	accuracy	accuracy	NOUN
cet-13183	25	22	and	and	CCONJ
cet-13183	25	23	robustness	robustness	NOUN
cet-13183	25	24	results	result	NOUN
cet-13183	25	25	.	.	PUNCT
cet-13183	26	1	it	it	PRON
cet-13183	26	2	was	be	AUX
cet-13183	26	3	carried	carry	VERB
cet-13183	26	4	out	out	ADP
cet-13183	26	5	by	by	ADP
cet-13183	26	6	providing	provide	VERB
cet-13183	26	7	a	a	DET
cet-13183	26	8	comparison	comparison	NOUN
cet-13183	26	9	between	between	ADP
cet-13183	26	10	the	the	DET
cet-13183	26	11	capability	capability	NOUN
cet-13183	26	12	of	of	ADP
cet-13183	26	13	the	the	DET
cet-13183	26	14	algorithm	algorithm	NOUN
cet-13183	26	15	to	to	PART
cet-13183	26	16	converge	converge	VERB
cet-13183	26	17	to	to	ADP
cet-13183	26	18	a	a	DET
cet-13183	26	19	minimum	minimum	NOUN
cet-13183	26	20	,	,	PUNCT
cet-13183	26	21	how	how	SCONJ
cet-13183	26	22	fast	fast	ADJ
cet-13183	26	23	this	this	PRON
cet-13183	26	24	was	be	AUX
cet-13183	26	25	achieved	achieve	VERB
cet-13183	26	26	,	,	PUNCT
cet-13183	26	27	and	and	CCONJ
cet-13183	26	28	which	which	DET
cet-13183	26	29	one	one	PRON
cet-13183	26	30	would	would	AUX
cet-13183	26	31	overall	overall	ADV
cet-13183	26	32	seem	seem	VERB
cet-13183	26	33	best	well	ADV
cet-13183	26	34	suited	suited	ADJ
cet-13183	26	35	for	for	ADP
cet-13183	26	36	the	the	DET
cet-13183	26	37	problem	problem	NOUN
cet-13183	26	38	.	.	PUNCT
cet-13183	27	1	in	in	ADP
cet-13183	27	2	terms	term	NOUN
cet-13183	27	3	of	of	ADP
cet-13183	27	4	computational	computational	ADJ
cet-13183	27	5	time	time	NOUN
cet-13183	27	6	invested	invest	VERB
cet-13183	27	7	the	the	DET
cet-13183	27	8	algorithms	algorithm	NOUN
cet-13183	27	9	were	be	AUX
cet-13183	27	10	tested	test	VERB
cet-13183	27	11	to	to	PART
cet-13183	27	12	reach	reach	VERB
cet-13183	27	13	the	the	DET
cet-13183	27	14	optimal	optimal	ADJ
cet-13183	27	15	value	value	NOUN
cet-13183	27	16	for	for	ADP
cet-13183	27	17	the	the	DET
cet-13183	27	18	same	same	ADJ
cet-13183	27	19	number	number	NOUN
cet-13183	27	20	of	of	ADP
cet-13183	27	21	iterations	iteration	NOUN
cet-13183	27	22	allowable	allowable	ADJ
cet-13183	27	23	from	from	ADP
cet-13183	27	24	the	the	DET
cet-13183	27	25	optimizer	optimizer	NOUN
cet-13183	27	26	,	,	PUNCT
cet-13183	27	27	as	as	ADV
cet-13183	27	28	well	well	ADV
cet-13183	27	29	as	as	ADP
cet-13183	27	30	testing	test	VERB
cet-13183	27	31	the	the	DET
cet-13183	27	32	accuracy	accuracy	NOUN
cet-13183	27	33	towards	towards	ADP
cet-13183	27	34	the	the	DET
cet-13183	27	35	minimum	minimum	ADJ
cet-13183	27	36	convergence	convergence	NOUN
cet-13183	27	37	.	.	PUNCT
cet-13183	28	1	tools	tool	NOUN
cet-13183	28	2	as	as	ADV
cet-13183	28	3	already	already	ADV
cet-13183	28	4	stated	state	VERB
cet-13183	28	5	,	,	PUNCT
cet-13183	28	6	the	the	DET
cet-13183	28	7	problem	problem	NOUN
cet-13183	28	8	was	be	AUX
cet-13183	28	9	constructed	construct	VERB
cet-13183	28	10	in	in	ADP
cet-13183	28	11	the	the	DET
cet-13183	28	12	high	high	ADJ
cet-13183	28	13	-	-	PUNCT
cet-13183	28	14	level	level	NOUN
cet-13183	28	15	,	,	PUNCT
cet-13183	28	16	general	general	ADJ
cet-13183	28	17	-	-	PUNCT
cet-13183	28	18	purpose	purpose	NOUN
cet-13183	28	19	programming	programming	NOUN
cet-13183	28	20	python	python	NOUN
cet-13183	28	21	language	language	NOUN
cet-13183	28	22	,	,	PUNCT
cet-13183	28	23	which	which	PRON
cet-13183	28	24	provides	provide	VERB
cet-13183	28	25	a	a	DET
cet-13183	28	26	range	range	NOUN
cet-13183	28	27	class	class	NOUN
cet-13183	28	28	of	of	ADP
cet-13183	28	29	free	free	ADJ
cet-13183	28	30	and	and	CCONJ
cet-13183	28	31	open	open	ADJ
cet-13183	28	32	-	-	PUNCT
cet-13183	28	33	source	source	NOUN
cet-13183	28	34	libraries	library	NOUN
cet-13183	28	35	.	.	PUNCT
cet-13183	29	1	between	between	ADP
cet-13183	29	2	these	these	PRON
cet-13183	29	3	,	,	PUNCT
cet-13183	29	4	the	the	DET
cet-13183	29	5	scipy	scipy	NOUN
cet-13183	29	6	was	be	AUX
cet-13183	29	7	implemented	implement	VERB
cet-13183	29	8	for	for	ADP
cet-13183	29	9	the	the	DET
cet-13183	29	10	differential	differential	ADJ
cet-13183	29	11	system	system	NOUN
cet-13183	29	12	's	's	PART
cet-13183	29	13	resolution	resolution	NOUN
cet-13183	29	14	,	,	PUNCT
cet-13183	29	15	both	both	CCONJ
cet-13183	29	16	through	through	ADP
cet-13183	29	17	the	the	DET
cet-13183	29	18	aid	aid	NOUN
cet-13183	29	19	of	of	ADP
cet-13183	29	20	the	the	DET
cet-13183	29	21	‘	'	PUNCT
cet-13183	29	22	solve_ivp	solve_ivp	NOUN
cet-13183	29	23	’	'	PUNCT
cet-13183	29	24	function	function	NOUN
cet-13183	29	25	.	.	PUNCT
cet-13183	30	1	626	626	NUM
cet-13183	30	2	nlopt	nlopt	NOUN
cet-13183	30	3	was	be	AUX
cet-13183	30	4	set	set	VERB
cet-13183	30	5	up	up	ADP
cet-13183	30	6	according	accord	VERB
cet-13183	30	7	to	to	ADP
cet-13183	30	8	the	the	DET
cet-13183	30	9	library	library	NOUN
cet-13183	30	10	’s	’s	PART
cet-13183	30	11	requirements	requirement	NOUN
cet-13183	30	12	for	for	ADP
cet-13183	30	13	algorithm	algorithm	NOUN
cet-13183	30	14	choice	choice	NOUN
cet-13183	30	15	,	,	PUNCT
cet-13183	30	16	boundary	boundary	ADJ
cet-13183	30	17	conditions	condition	NOUN
cet-13183	30	18	and	and	CCONJ
cet-13183	30	19	tolerance	tolerance	NOUN
cet-13183	30	20	for	for	ADP
cet-13183	30	21	convergence	convergence	NOUN
cet-13183	30	22	,	,	PUNCT
cet-13183	30	23	which	which	PRON
cet-13183	30	24	are	be	AUX
cet-13183	30	25	reported	report	VERB
cet-13183	30	26	in	in	ADP
cet-13183	30	27	algorithm	algorithm	NOUN
cet-13183	30	28	1	1	NUM
cet-13183	30	29	.	.	PUNCT
cet-13183	31	1	algorithm	algorithm	NOUN
cet-13183	31	2	1	1	NUM
cet-13183	31	3	nlopt	nlopt	PROPN
cet-13183	31	4	optimization	optimization	NOUN
cet-13183	31	5	1	1	NUM
cet-13183	31	6	:	:	PUNCT
cet-13183	31	7	initialization	initialization	NOUN
cet-13183	31	8	2	2	NUM
cet-13183	31	9	:	:	PUNCT
cet-13183	31	10	opt.nlopt.opt(nlopt.algorithm	opt.nlopt.opt(nlopt.algorithm	PROPN
cet-13183	31	11	,	,	PUNCT
cet-13183	31	12	n_steps	n_step	NOUN
cet-13183	31	13	)	)	PUNCT
cet-13183	31	14	3	3	NUM
cet-13183	31	15	:	:	PUNCT
cet-13183	31	16	set	set	VERB
cet-13183	31	17	lower	low	ADJ
cet-13183	31	18	bounds	bound	NOUN
cet-13183	31	19	4	4	NUM
cet-13183	31	20	:	:	PUNCT
cet-13183	31	21	set	set	VERB
cet-13183	31	22	upper	upper	ADJ
cet-13183	31	23	bounds	bound	NOUN
cet-13183	31	24	5	5	NUM
cet-13183	31	25	:	:	PUNCT
cet-13183	31	26	set	set	VERB
cet-13183	31	27	minimization	minimization	NOUN
cet-13183	31	28	of	of	ADP
cet-13183	31	29	the	the	DET
cet-13183	31	30	objective	objective	ADJ
cet-13183	31	31	function	function	NOUN
cet-13183	31	32	6	6	NUM
cet-13183	31	33	:	:	PUNCT
cet-13183	31	34	set	set	VERB
cet-13183	31	35	of	of	ADP
cet-13183	31	36	tolerance	tolerance	NOUN
cet-13183	31	37	for	for	ADP
cet-13183	31	38	the	the	DET
cet-13183	31	39	minimization	minimization	NOUN
cet-13183	31	40	7	7	NUM
cet-13183	31	41	:	:	SYM
cet-13183	31	42	x	x	SYM
cet-13183	31	43	=	=	SYM
cet-13183	31	44	opt.optimize(initial	opt.optimize(initial	NUM
cet-13183	31	45	guess	guess	NOUN
cet-13183	31	46	)	)	PUNCT
cet-13183	31	47	3	3	X
cet-13183	31	48	.	.	NOUN
cet-13183	31	49	models	model	NOUN
cet-13183	31	50	atmospheric	atmospheric	ADJ
cet-13183	31	51	tank	tank	NOUN
cet-13183	31	52	the	the	DET
cet-13183	31	53	first	first	ADJ
cet-13183	31	54	case	case	NOUN
cet-13183	31	55	taken	take	VERB
cet-13183	31	56	under	under	ADP
cet-13183	31	57	study	study	NOUN
cet-13183	31	58	was	be	AUX
cet-13183	31	59	the	the	DET
cet-13183	31	60	emptying	emptying	NOUN
cet-13183	31	61	of	of	ADP
cet-13183	31	62	a	a	DET
cet-13183	31	63	tank	tank	NOUN
cet-13183	31	64	,	,	PUNCT
cet-13183	31	65	in	in	ADP
cet-13183	31	66	which	which	PRON
cet-13183	31	67	the	the	DET
cet-13183	31	68	variable	variable	NOUN
cet-13183	31	69	is	be	AUX
cet-13183	31	70	the	the	DET
cet-13183	31	71	opening	opening	NOUN
cet-13183	31	72	of	of	ADP
cet-13183	31	73	the	the	DET
cet-13183	31	74	valve	valve	NOUN
cet-13183	31	75	for	for	ADP
cet-13183	31	76	the	the	DET
cet-13183	31	77	fluid	fluid	NOUN
cet-13183	31	78	exiting	exit	VERB
cet-13183	31	79	the	the	DET
cet-13183	31	80	vessel	vessel	NOUN
cet-13183	31	81	.	.	PUNCT
cet-13183	32	1	the	the	DET
cet-13183	32	2	unit	unit	NOUN
cet-13183	32	3	was	be	AUX
cet-13183	32	4	modelled	model	VERB
cet-13183	32	5	through	through	ADP
cet-13183	32	6	a	a	DET
cet-13183	32	7	mass	mass	ADJ
cet-13183	32	8	balance	balance	NOUN
cet-13183	32	9	to	to	PART
cet-13183	32	10	obtain	obtain	VERB
cet-13183	32	11	the	the	DET
cet-13183	32	12	liquid	liquid	NOUN
cet-13183	32	13	’s	’s	PART
cet-13183	32	14	height	height	NOUN
cet-13183	32	15	profile	profile	NOUN
cet-13183	32	16	over	over	ADP
cet-13183	32	17	time	time	NOUN
cet-13183	32	18	.	.	PUNCT
cet-13183	33	1	the	the	DET
cet-13183	33	2	velocity	velocity	NOUN
cet-13183	33	3	was	be	AUX
cet-13183	33	4	expressed	express	VERB
cet-13183	33	5	with	with	ADP
cet-13183	33	6	torricelli	torricelli	PROPN
cet-13183	33	7	’s	’s	PART
cet-13183	33	8	law	law	NOUN
cet-13183	33	9	for	for	ADP
cet-13183	33	10	a	a	DET
cet-13183	33	11	fluid	fluid	NOUN
cet-13183	33	12	exiting	exit	VERB
cet-13183	33	13	a	a	DET
cet-13183	33	14	recipient	recipient	NOUN
cet-13183	33	15	in	in	ADP
cet-13183	33	16	a	a	DET
cet-13183	33	17	uniform	uniform	ADJ
cet-13183	33	18	gravitational	gravitational	ADJ
cet-13183	33	19	field	field	NOUN
cet-13183	33	20	.	.	PUNCT
cet-13183	34	1	in	in	ADP
cet-13183	34	2	this	this	DET
cet-13183	34	3	case	case	NOUN
cet-13183	34	4	,	,	PUNCT
cet-13183	34	5	the	the	DET
cet-13183	34	6	goal	goal	NOUN
cet-13183	34	7	was	be	AUX
cet-13183	34	8	to	to	PART
cet-13183	34	9	minimize	minimize	VERB
cet-13183	34	10	the	the	DET
cet-13183	34	11	overall	overall	ADJ
cet-13183	34	12	time	time	NOUN
cet-13183	34	13	of	of	ADP
cet-13183	34	14	emptying	empty	VERB
cet-13183	34	15	the	the	DET
cet-13183	34	16	tank	tank	NOUN
cet-13183	34	17	,	,	PUNCT
cet-13183	34	18	so	so	CCONJ
cet-13183	34	19	the	the	DET
cet-13183	34	20	set	set	NOUN
cet-13183	34	21	-	-	PUNCT
cet-13183	34	22	point	point	NOUN
cet-13183	34	23	was	be	AUX
cet-13183	34	24	the	the	DET
cet-13183	34	25	level	level	NOUN
cet-13183	34	26	of	of	ADP
cet-13183	34	27	the	the	DET
cet-13183	34	28	liquid	liquid	NOUN
cet-13183	34	29	in	in	ADP
cet-13183	34	30	the	the	DET
cet-13183	34	31	tank	tank	NOUN
cet-13183	34	32	equal	equal	ADJ
cet-13183	34	33	to	to	ADP
cet-13183	34	34	zero	zero	NUM
cet-13183	34	35	.	.	PUNCT
cet-13183	35	1	the	the	DET
cet-13183	35	2	solver	solver	NOUN
cet-13183	35	3	was	be	AUX
cet-13183	35	4	given	give	VERB
cet-13183	35	5	a	a	DET
cet-13183	35	6	goal	goal	NOUN
cet-13183	35	7	to	to	PART
cet-13183	35	8	minimize	minimize	VERB
cet-13183	35	9	the	the	DET
cet-13183	35	10	total	total	ADJ
cet-13183	35	11	time	time	NOUN
cet-13183	35	12	invested	invest	VERB
cet-13183	35	13	in	in	ADP
cet-13183	35	14	emptying	empty	VERB
cet-13183	35	15	through	through	ADP
cet-13183	35	16	the	the	DET
cet-13183	35	17	objective	objective	ADJ
cet-13183	35	18	function	function	NOUN
cet-13183	35	19	expressed	express	VERB
cet-13183	35	20	in	in	ADP
cet-13183	35	21	(	(	PUNCT
cet-13183	35	22	5	5	NUM
cet-13183	35	23	)	)	PUNCT
cet-13183	35	24	.	.	PUNCT
cet-13183	36	1	the	the	DET
cet-13183	36	2	function	function	NOUN
cet-13183	36	3	is	be	AUX
cet-13183	36	4	solved	solve	VERB
cet-13183	36	5	over	over	ADP
cet-13183	36	6	the	the	DET
cet-13183	36	7	whole	whole	ADJ
cet-13183	36	8	time	time	NOUN
cet-13183	36	9	domain	domain	NOUN
cet-13183	36	10	,	,	PUNCT
cet-13183	36	11	rather	rather	ADV
cet-13183	36	12	than	than	ADP
cet-13183	36	13	at	at	ADP
cet-13183	36	14	every	every	DET
cet-13183	36	15	time	time	NOUN
cet-13183	36	16	step	step	NOUN
cet-13183	36	17	the	the	DET
cet-13183	36	18	function	function	NOUN
cet-13183	36	19	is	be	AUX
cet-13183	36	20	the	the	DET
cet-13183	36	21	sum	sum	NOUN
cet-13183	36	22	of	of	ADP
cet-13183	36	23	each	each	DET
cet-13183	36	24	integrating	integrating	NOUN
cet-13183	36	25	time	time	NOUN
cet-13183	36	26	step	step	NOUN
cet-13183	36	27	until	until	SCONJ
cet-13183	36	28	the	the	DET
cet-13183	36	29	set	set	NOUN
cet-13183	36	30	point	point	NOUN
cet-13183	36	31	is	be	AUX
cet-13183	36	32	met	meet	VERB
cet-13183	36	33	.	.	PUNCT
cet-13183	37	1	f(x)=	f(x)=	X
cet-13183	37	2	∑	∑	PUNCT
cet-13183	37	3	dti	dti	PROPN
cet-13183	37	4	sp	sp	ADP
cet-13183	37	5	fulfilment	fulfilment	NOUN
cet-13183	37	6	i=0	i=0	PROPN
cet-13183	37	7	(	(	PUNCT
cet-13183	37	8	5	5	NUM
cet-13183	37	9	)	)	PUNCT
cet-13183	37	10	steam	steam	NOUN
cet-13183	37	11	reforming	reform	VERB
cet-13183	37	12	reactor	reactor	NOUN
cet-13183	37	13	the	the	DET
cet-13183	37	14	second	second	ADJ
cet-13183	37	15	case	case	NOUN
cet-13183	37	16	study	study	NOUN
cet-13183	37	17	regards	regard	VERB
cet-13183	37	18	the	the	DET
cet-13183	37	19	warm	warm	ADJ
cet-13183	37	20	start	start	NOUN
cet-13183	37	21	-	-	PUNCT
cet-13183	37	22	up	up	NOUN
cet-13183	37	23	of	of	ADP
cet-13183	37	24	a	a	DET
cet-13183	37	25	steam	steam	NOUN
cet-13183	37	26	reforming	reform	VERB
cet-13183	37	27	unit	unit	NOUN
cet-13183	37	28	,	,	PUNCT
cet-13183	37	29	based	base	VERB
cet-13183	37	30	on	on	ADP
cet-13183	37	31	a	a	DET
cet-13183	37	32	manual	manual	ADJ
cet-13183	37	33	procedure	procedure	NOUN
cet-13183	37	34	obtained	obtain	VERB
cet-13183	37	35	from	from	ADP
cet-13183	37	36	a	a	DET
cet-13183	37	37	biogas	biogas	NOUN
cet-13183	37	38	real	real	ADJ
cet-13183	37	39	plant	plant	NOUN
cet-13183	37	40	reacting	react	VERB
cet-13183	37	41	unit	unit	NOUN
cet-13183	37	42	,	,	PUNCT
cet-13183	37	43	figure	figure	VERB
cet-13183	37	44	3	3	NUM
cet-13183	37	45	.	.	PUNCT
cet-13183	38	1	in	in	ADP
cet-13183	38	2	this	this	DET
cet-13183	38	3	case	case	NOUN
cet-13183	38	4	,	,	PUNCT
cet-13183	38	5	the	the	DET
cet-13183	38	6	unit	unit	NOUN
cet-13183	38	7	was	be	AUX
cet-13183	38	8	studied	study	VERB
cet-13183	38	9	to	to	PART
cet-13183	38	10	provide	provide	VERB
cet-13183	38	11	an	an	DET
cet-13183	38	12	automated	automate	VERB
cet-13183	38	13	sequential	sequential	ADJ
cet-13183	38	14	procedure	procedure	NOUN
cet-13183	38	15	,	,	PUNCT
cet-13183	38	16	in	in	ADP
cet-13183	38	17	the	the	DET
cet-13183	38	18	scenario	scenario	NOUN
cet-13183	38	19	of	of	ADP
cet-13183	38	20	which	which	PRON
cet-13183	38	21	a	a	DET
cet-13183	38	22	new	new	ADJ
cet-13183	38	23	catalyst	catalyst	NOUN
cet-13183	38	24	is	be	AUX
cet-13183	38	25	to	to	PART
cet-13183	38	26	be	be	AUX
cet-13183	38	27	inserted	insert	VERB
cet-13183	38	28	as	as	ADP
cet-13183	38	29	packing	pack	VERB
cet-13183	38	30	material	material	NOUN
cet-13183	38	31	into	into	ADP
cet-13183	38	32	the	the	DET
cet-13183	38	33	reforming	reform	VERB
cet-13183	38	34	tubes	tube	NOUN
cet-13183	38	35	.	.	PUNCT
cet-13183	39	1	the	the	DET
cet-13183	39	2	overall	overall	ADJ
cet-13183	39	3	goal	goal	NOUN
cet-13183	39	4	was	be	AUX
cet-13183	39	5	still	still	ADV
cet-13183	39	6	to	to	PART
cet-13183	39	7	successfully	successfully	ADV
cet-13183	39	8	bring	bring	VERB
cet-13183	39	9	the	the	DET
cet-13183	39	10	system	system	NOUN
cet-13183	39	11	to	to	ADP
cet-13183	39	12	nominal	nominal	ADJ
cet-13183	39	13	conditions	condition	NOUN
cet-13183	39	14	with	with	ADP
cet-13183	39	15	the	the	DET
cet-13183	39	16	least	least	ADJ
cet-13183	39	17	amount	amount	NOUN
cet-13183	39	18	of	of	ADP
cet-13183	39	19	time	time	NOUN
cet-13183	39	20	invested	invest	VERB
cet-13183	39	21	.	.	PUNCT
cet-13183	40	1	this	this	PRON
cet-13183	40	2	was	be	AUX
cet-13183	40	3	to	to	PART
cet-13183	40	4	be	be	AUX
cet-13183	40	5	carried	carry	VERB
cet-13183	40	6	out	out	ADP
cet-13183	40	7	following	follow	VERB
cet-13183	40	8	a	a	DET
cet-13183	40	9	group	group	NOUN
cet-13183	40	10	of	of	ADP
cet-13183	40	11	set	set	ADJ
cet-13183	40	12	points	point	NOUN
cet-13183	40	13	,	,	PUNCT
cet-13183	40	14	obtained	obtain	VERB
cet-13183	40	15	from	from	ADP
cet-13183	40	16	the	the	DET
cet-13183	40	17	physical	physical	ADJ
cet-13183	40	18	constraints	constraint	NOUN
cet-13183	40	19	applied	apply	VERB
cet-13183	40	20	to	to	ADP
cet-13183	40	21	the	the	DET
cet-13183	40	22	system	system	NOUN
cet-13183	40	23	.	.	PUNCT
cet-13183	41	1	the	the	DET
cet-13183	41	2	most	most	ADV
cet-13183	41	3	relevant	relevant	ADJ
cet-13183	41	4	one	one	NUM
cet-13183	41	5	regards	regard	VERB
cet-13183	41	6	the	the	DET
cet-13183	41	7	time	time	NOUN
cet-13183	41	8	required	require	VERB
cet-13183	41	9	for	for	SCONJ
cet-13183	41	10	the	the	DET
cet-13183	41	11	system	system	NOUN
cet-13183	41	12	to	to	PART
cet-13183	41	13	maintain	maintain	VERB
cet-13183	41	14	the	the	DET
cet-13183	41	15	steady	steady	ADJ
cet-13183	41	16	-	-	PUNCT
cet-13183	41	17	state	state	NOUN
cet-13183	41	18	conditions	condition	NOUN
cet-13183	41	19	,	,	PUNCT
cet-13183	41	20	set	set	VERB
cet-13183	41	21	to	to	ADP
cet-13183	41	22	10	10	NUM
cet-13183	41	23	minutes	minute	NOUN
cet-13183	41	24	for	for	ADP
cet-13183	41	25	the	the	DET
cet-13183	41	26	case	case	NOUN
cet-13183	41	27	study	study	NOUN
cet-13183	41	28	.	.	PUNCT
cet-13183	42	1	the	the	DET
cet-13183	42	2	case	case	NOUN
cet-13183	42	3	study	study	NOUN
cet-13183	42	4	's	's	PART
cet-13183	42	5	physical	physical	ADJ
cet-13183	42	6	values	value	NOUN
cet-13183	42	7	were	be	AUX
cet-13183	42	8	taken	take	VERB
cet-13183	42	9	from	from	ADP
cet-13183	42	10	previous	previous	ADJ
cet-13183	42	11	work	work	NOUN
cet-13183	42	12	(	(	PUNCT
cet-13183	42	13	quirino	quirino	PROPN
cet-13183	42	14	et	et	PROPN
cet-13183	42	15	al	al	PROPN
cet-13183	42	16	.	.	PROPN
cet-13183	42	17	,	,	PUNCT
cet-13183	42	18	2020	2020	NUM
cet-13183	42	19	)	)	PUNCT
cet-13183	42	20	,	,	PUNCT
cet-13183	42	21	modelling	model	VERB
cet-13183	42	22	the	the	DET
cet-13183	42	23	catalytic	catalytic	ADJ
cet-13183	42	24	tubes	tube	NOUN
cet-13183	42	25	inside	inside	ADP
cet-13183	42	26	the	the	DET
cet-13183	42	27	reformer	reformer	NOUN
cet-13183	42	28	as	as	ADP
cet-13183	42	29	packed	pack	VERB
cet-13183	42	30	pfrs	pfrs	ADJ
cet-13183	42	31	.	.	PUNCT
cet-13183	43	1	the	the	DET
cet-13183	43	2	variables	variable	NOUN
cet-13183	43	3	to	to	PART
cet-13183	43	4	be	be	AUX
cet-13183	43	5	manipulated	manipulate	VERB
cet-13183	43	6	were	be	AUX
cet-13183	43	7	the	the	DET
cet-13183	43	8	flow	flow	NOUN
cet-13183	43	9	rates	rate	NOUN
cet-13183	43	10	of	of	ADP
cet-13183	43	11	water	water	NOUN
cet-13183	43	12	and	and	CCONJ
cet-13183	43	13	methane	methane	NOUN
cet-13183	43	14	fed	feed	VERB
cet-13183	43	15	to	to	ADP
cet-13183	43	16	the	the	DET
cet-13183	43	17	steam	steam	NOUN
cet-13183	43	18	reforming	reforming	NOUN
cet-13183	43	19	of	of	ADP
cet-13183	43	20	the	the	DET
cet-13183	43	21	methane	methane	NOUN
cet-13183	43	22	reactor	reactor	NOUN
cet-13183	43	23	,	,	PUNCT
cet-13183	43	24	always	always	ADV
cet-13183	43	25	through	through	ADP
cet-13183	43	26	the	the	DET
cet-13183	43	27	percentage	percentage	NOUN
cet-13183	43	28	of	of	ADP
cet-13183	43	29	valve	valve	NOUN
cet-13183	43	30	opening	opening	NOUN
cet-13183	43	31	.	.	PUNCT
cet-13183	44	1	in	in	ADP
cet-13183	44	2	this	this	DET
cet-13183	44	3	case	case	NOUN
cet-13183	44	4	,	,	PUNCT
cet-13183	44	5	the	the	DET
cet-13183	44	6	approach	approach	NOUN
cet-13183	44	7	that	that	PRON
cet-13183	44	8	was	be	AUX
cet-13183	44	9	taken	take	VERB
cet-13183	44	10	involved	involve	VERB
cet-13183	44	11	a	a	DET
cet-13183	44	12	double	double	ADJ
cet-13183	44	13	optimization	optimization	NOUN
cet-13183	44	14	,	,	PUNCT
cet-13183	44	15	to	to	PART
cet-13183	44	16	first	first	ADV
cet-13183	44	17	find	find	VERB
cet-13183	44	18	the	the	DET
cet-13183	44	19	optimal	optimal	ADJ
cet-13183	44	20	sequence	sequence	NOUN
cet-13183	44	21	to	to	PART
cet-13183	44	22	follow	follow	VERB
cet-13183	44	23	the	the	DET
cet-13183	44	24	precise	precise	ADJ
cet-13183	44	25	procedure	procedure	NOUN
cet-13183	44	26	given	give	VERB
cet-13183	44	27	,	,	PUNCT
cet-13183	44	28	and	and	CCONJ
cet-13183	44	29	an	an	DET
cet-13183	44	30	external	external	ADJ
cet-13183	44	31	optimization	optimization	NOUN
cet-13183	44	32	on	on	ADP
cet-13183	44	33	the	the	DET
cet-13183	44	34	time	time	NOUN
cet-13183	44	35	interval	interval	NOUN
cet-13183	44	36	upon	upon	SCONJ
cet-13183	44	37	which	which	PRON
cet-13183	44	38	every	every	DET
cet-13183	44	39	controlled	control	VERB
cet-13183	44	40	variable	variable	NOUN
cet-13183	44	41	could	could	AUX
cet-13183	44	42	spend	spend	VERB
cet-13183	44	43	,	,	PUNCT
cet-13183	44	44	allowing	allow	VERB
cet-13183	44	45	to	to	PART
cet-13183	44	46	find	find	VERB
cet-13183	44	47	the	the	DET
cet-13183	44	48	same	same	ADJ
cet-13183	44	49	trajectory	trajectory	NOUN
cet-13183	44	50	within	within	ADP
cet-13183	44	51	a	a	DET
cet-13183	44	52	shorter	short	ADJ
cet-13183	44	53	time	time	NOUN
cet-13183	44	54	,	,	PUNCT
cet-13183	44	55	the	the	DET
cet-13183	44	56	overall	overall	ADJ
cet-13183	44	57	scheme	scheme	NOUN
cet-13183	44	58	of	of	ADP
cet-13183	44	59	the	the	DET
cet-13183	44	60	objective	objective	ADJ
cet-13183	44	61	function	function	NOUN
cet-13183	44	62	setup	setup	NOUN
cet-13183	44	63	can	can	AUX
cet-13183	44	64	be	be	AUX
cet-13183	44	65	found	find	VERB
cet-13183	44	66	in	in	ADP
cet-13183	44	67	figure	figure	NOUN
cet-13183	44	68	2	2	NUM
cet-13183	44	69	.	.	PUNCT
cet-13183	44	70	to	to	PART
cet-13183	44	71	develop	develop	VERB
cet-13183	44	72	such	such	ADJ
cet-13183	44	73	procedure	procedure	NOUN
cet-13183	44	74	,	,	PUNCT
cet-13183	44	75	two	two	NUM
cet-13183	44	76	objective	objective	ADJ
cet-13183	44	77	functions	function	NOUN
cet-13183	44	78	where	where	SCONJ
cet-13183	44	79	here	here	ADV
cet-13183	44	80	taken	take	VERB
cet-13183	44	81	into	into	ADP
cet-13183	44	82	consideration	consideration	NOUN
cet-13183	44	83	,	,	PUNCT
cet-13183	44	84	rather	rather	ADV
cet-13183	44	85	than	than	ADP
cet-13183	44	86	the	the	DET
cet-13183	44	87	single	single	ADJ
cet-13183	44	88	one	one	NUM
cet-13183	44	89	for	for	ADP
cet-13183	44	90	the	the	DET
cet-13183	44	91	first	first	ADJ
cet-13183	44	92	case	case	NOUN
cet-13183	44	93	study	study	NOUN
cet-13183	44	94	;	;	PUNCT
cet-13183	44	95	both	both	PRON
cet-13183	44	96	are	be	AUX
cet-13183	44	97	reported	report	VERB
cet-13183	44	98	in	in	ADP
cet-13183	44	99	figure	figure	NOUN
cet-13183	44	100	2	2	NUM
cet-13183	44	101	.	.	PUNCT
cet-13183	44	102	figure	figure	NOUN
cet-13183	44	103	2	2	NUM
cet-13183	44	104	–	–	PUNCT
cet-13183	44	105	optimization	optimization	NOUN
cet-13183	44	106	route	route	NOUN
cet-13183	44	107	for	for	ADP
cet-13183	44	108	the	the	DET
cet-13183	44	109	steam	steam	NOUN
cet-13183	44	110	reformer	reformer	NOUN
cet-13183	44	111	case	case	NOUN
cet-13183	44	112	study	study	NOUN
cet-13183	44	113	627	627	NUM
cet-13183	44	114	the	the	DET
cet-13183	44	115	first	first	ADJ
cet-13183	44	116	one	one	NOUN
cet-13183	44	117	stated	state	VERB
cet-13183	44	118	as	as	ADP
cet-13183	44	119	mse	mse	NOUN
cet-13183	44	120	(	(	PUNCT
cet-13183	44	121	minimum	minimum	ADJ
cet-13183	44	122	squared	square	VERB
cet-13183	44	123	error	error	NOUN
cet-13183	44	124	)	)	PUNCT
cet-13183	44	125	,	,	PUNCT
cet-13183	44	126	brings	bring	VERB
cet-13183	44	127	the	the	DET
cet-13183	44	128	system	system	NOUN
cet-13183	44	129	from	from	ADP
cet-13183	44	130	the	the	DET
cet-13183	44	131	operating	operating	NOUN
cet-13183	44	132	conditions	condition	NOUN
cet-13183	44	133	to	to	ADP
cet-13183	44	134	the	the	DET
cet-13183	44	135	required	require	VERB
cet-13183	44	136	set	set	NOUN
cet-13183	44	137	points	point	NOUN
cet-13183	44	138	by	by	ADP
cet-13183	44	139	minimizing	minimize	VERB
cet-13183	44	140	the	the	DET
cet-13183	44	141	quadratic	quadratic	ADJ
cet-13183	44	142	difference	difference	NOUN
cet-13183	44	143	between	between	ADP
cet-13183	44	144	the	the	DET
cet-13183	44	145	values	value	NOUN
cet-13183	44	146	of	of	ADP
cet-13183	44	147	the	the	DET
cet-13183	44	148	methane	methane	NOUN
cet-13183	44	149	and	and	CCONJ
cet-13183	44	150	water	water	NOUN
cet-13183	44	151	flowrates	flowrate	NOUN
cet-13183	44	152	(	(	PUNCT
cet-13183	44	153	fi	fi	NOUN
cet-13183	44	154	)	)	PUNCT
cet-13183	44	155	and	and	CCONJ
cet-13183	44	156	the	the	DET
cet-13183	44	157	required	require	VERB
cet-13183	44	158	flowrate	flowrate	ADJ
cet-13183	44	159	values	value	NOUN
cet-13183	44	160	(	(	PUNCT
cet-13183	44	161	fsp	fsp	NOUN
cet-13183	44	162	)	)	PUNCT
cet-13183	44	163	.	.	PUNCT
cet-13183	45	1	afterwards	afterwards	ADV
cet-13183	45	2	,	,	PUNCT
cet-13183	45	3	the	the	DET
cet-13183	45	4	second	second	ADJ
cet-13183	45	5	optimization	optimization	NOUN
cet-13183	45	6	routine	routine	NOUN
cet-13183	45	7	is	be	AUX
cet-13183	45	8	recalled	recall	VERB
cet-13183	45	9	,	,	PUNCT
cet-13183	45	10	working	work	VERB
cet-13183	45	11	on	on	ADP
cet-13183	45	12	optimizing	optimize	VERB
cet-13183	45	13	the	the	DET
cet-13183	45	14	overall	overall	ADJ
cet-13183	45	15	time	time	NOUN
cet-13183	45	16	taken	take	VERB
cet-13183	45	17	by	by	ADP
cet-13183	45	18	the	the	DET
cet-13183	45	19	system	system	NOUN
cet-13183	45	20	to	to	PART
cet-13183	45	21	meet	meet	VERB
cet-13183	45	22	nominal	nominal	ADJ
cet-13183	45	23	operating	operating	NOUN
cet-13183	45	24	conditions	condition	NOUN
cet-13183	45	25	,	,	PUNCT
cet-13183	45	26	similar	similar	ADJ
cet-13183	45	27	to	to	ADP
cet-13183	45	28	the	the	DET
cet-13183	45	29	one	one	NOUN
cet-13183	45	30	used	use	VERB
cet-13183	45	31	for	for	ADP
cet-13183	45	32	the	the	DET
cet-13183	45	33	first	first	ADJ
cet-13183	45	34	case	case	NOUN
cet-13183	45	35	study	study	NOUN
cet-13183	45	36	.	.	PUNCT
cet-13183	46	1	table	table	NOUN
cet-13183	46	2	1	1	NUM
cet-13183	46	3	physical	physical	ADJ
cet-13183	46	4	constraints	constraint	NOUN
cet-13183	46	5	of	of	ADP
cet-13183	46	6	the	the	DET
cet-13183	46	7	system	system	NOUN
cet-13183	46	8	physical	physical	ADJ
cet-13183	46	9	constraint	constraint	NOUN
cet-13183	46	10	value	value	NOUN
cet-13183	46	11	uom	uom	NOUN
cet-13183	46	12	s	s	NOUN
cet-13183	46	13	/	/	SYM
cet-13183	46	14	c	c	NOUN
cet-13183	46	15	3	3	NUM
cet-13183	46	16	fh2o	fh2o	PROPN
cet-13183	46	17	max	max	PROPN
cet-13183	46	18	48	48	NUM
cet-13183	46	19	l	l	NOUN
cet-13183	46	20	/	/	SYM
cet-13183	46	21	h	h	PROPN
cet-13183	46	22	fch4	fch4	NOUN
cet-13183	46	23	max	max	PROPN
cet-13183	46	24	25	25	NUM
cet-13183	46	25	nm3	nm3	NOUN
cet-13183	46	26	/	/	SYM
cet-13183	46	27	h	h	NOUN
cet-13183	46	28	the	the	DET
cet-13183	46	29	physical	physical	ADJ
cet-13183	46	30	constraints	constraint	NOUN
cet-13183	46	31	that	that	PRON
cet-13183	46	32	allow	allow	VERB
cet-13183	46	33	optimal	optimal	ADJ
cet-13183	46	34	operativity	operativity	NOUN
cet-13183	46	35	and	and	CCONJ
cet-13183	46	36	minimize	minimize	VERB
cet-13183	46	37	risks	risk	NOUN
cet-13183	46	38	are	be	AUX
cet-13183	46	39	the	the	DET
cet-13183	46	40	steam	steam	NOUN
cet-13183	46	41	-	-	PUNCT
cet-13183	46	42	to	to	ADP
cet-13183	46	43	-	-	PUNCT
cet-13183	46	44	carbon	carbon	NOUN
cet-13183	46	45	ratio	ratio	NOUN
cet-13183	46	46	(	(	PUNCT
cet-13183	46	47	s	s	NOUN
cet-13183	46	48	/	/	SYM
cet-13183	46	49	c	c	NOUN
cet-13183	46	50	)	)	PUNCT
cet-13183	46	51	,	,	PUNCT
cet-13183	46	52	for	for	ADP
cet-13183	46	53	optimal	optimal	ADJ
cet-13183	46	54	productivity	productivity	NOUN
cet-13183	46	55	,	,	PUNCT
cet-13183	46	56	and	and	CCONJ
cet-13183	46	57	the	the	DET
cet-13183	46	58	maximum	maximum	ADJ
cet-13183	46	59	inlet	inlet	NOUN
cet-13183	46	60	flow	flow	NOUN
cet-13183	46	61	rate	rate	NOUN
cet-13183	46	62	’s	’s	PART
cet-13183	46	63	consumption	consumption	NOUN
cet-13183	46	64	,	,	PUNCT
cet-13183	46	65	given	give	VERB
cet-13183	46	66	from	from	ADP
cet-13183	46	67	the	the	DET
cet-13183	46	68	piece	piece	NOUN
cet-13183	46	69	of	of	ADP
cet-13183	46	70	equipment	equipment	NOUN
cet-13183	46	71	,	,	PUNCT
cet-13183	46	72	these	these	PRON
cet-13183	46	73	were	be	AUX
cet-13183	46	74	implemented	implement	VERB
cet-13183	46	75	as	as	ADP
cet-13183	46	76	numerical	numerical	ADJ
cet-13183	46	77	constraints	constraint	NOUN
cet-13183	46	78	to	to	PART
cet-13183	46	79	feed	feed	VERB
cet-13183	46	80	to	to	ADP
cet-13183	46	81	the	the	DET
cet-13183	46	82	solver	solver	NOUN
cet-13183	46	83	,	,	PUNCT
cet-13183	46	84	values	value	NOUN
cet-13183	46	85	are	be	AUX
cet-13183	46	86	reported	report	VERB
cet-13183	46	87	in	in	ADP
cet-13183	46	88	table	table	NOUN
cet-13183	46	89	1	1	NUM
cet-13183	46	90	.	.	PUNCT
cet-13183	46	91	figure	figure	VERB
cet-13183	46	92	3	3	NUM
cet-13183	46	93	startup	startup	NOUN
cet-13183	46	94	of	of	ADP
cet-13183	46	95	a	a	DET
cet-13183	46	96	reformer	reformer	ADJ
cet-13183	46	97	unit	unit	NOUN
cet-13183	46	98	from	from	ADP
cet-13183	46	99	real	real	ADJ
cet-13183	46	100	company	company	NOUN
cet-13183	46	101	procedure	procedure	NOUN
cet-13183	46	102	4	4	NUM
cet-13183	46	103	.	.	NOUN
cet-13183	46	104	results	result	NOUN
cet-13183	46	105	and	and	CCONJ
cet-13183	46	106	discussion	discussion	VERB
cet-13183	46	107	the	the	DET
cet-13183	46	108	results	result	NOUN
cet-13183	46	109	here	here	ADV
cet-13183	46	110	discussed	discuss	VERB
cet-13183	46	111	focus	focus	NOUN
cet-13183	46	112	on	on	ADP
cet-13183	46	113	the	the	DET
cet-13183	46	114	use	use	NOUN
cet-13183	46	115	of	of	ADP
cet-13183	46	116	a	a	DET
cet-13183	46	117	non	non	ADJ
cet-13183	46	118	-	-	ADJ
cet-13183	46	119	derivative	derivative	ADJ
cet-13183	46	120	local	local	ADJ
cet-13183	46	121	minimum	minimum	NOUN
cet-13183	46	122	finding	finding	NOUN
cet-13183	46	123	algorithm	algorithm	NOUN
cet-13183	46	124	for	for	ADP
cet-13183	46	125	the	the	DET
cet-13183	46	126	optimization	optimization	NOUN
cet-13183	46	127	of	of	ADP
cet-13183	46	128	a	a	DET
cet-13183	46	129	non	non	ADJ
cet-13183	46	130	-	-	ADJ
cet-13183	46	131	linear	linear	ADJ
cet-13183	46	132	objective	objective	ADJ
cet-13183	46	133	function	function	NOUN
cet-13183	46	134	subject	subject	ADJ
cet-13183	46	135	to	to	ADP
cet-13183	46	136	linear	linear	ADJ
cet-13183	46	137	constraints	constraint	NOUN
cet-13183	46	138	and	and	CCONJ
cet-13183	46	139	its	its	PRON
cet-13183	46	140	outcome	outcome	NOUN
cet-13183	46	141	.	.	PUNCT
cet-13183	47	1	the	the	DET
cet-13183	47	2	main	main	ADJ
cet-13183	47	3	focus	focus	NOUN
cet-13183	47	4	of	of	ADP
cet-13183	47	5	the	the	DET
cet-13183	47	6	first	first	ADJ
cet-13183	47	7	case	case	NOUN
cet-13183	47	8	study	study	NOUN
cet-13183	47	9	was	be	AUX
cet-13183	47	10	on	on	ADP
cet-13183	47	11	the	the	DET
cet-13183	47	12	testing	testing	NOUN
cet-13183	47	13	of	of	ADP
cet-13183	47	14	the	the	DET
cet-13183	47	15	library	library	NOUN
cet-13183	47	16	's	's	PART
cet-13183	47	17	capability	capability	NOUN
cet-13183	47	18	to	to	PART
cet-13183	47	19	solve	solve	VERB
cet-13183	47	20	the	the	DET
cet-13183	47	21	problem	problem	NOUN
cet-13183	47	22	of	of	ADP
cet-13183	47	23	the	the	DET
cet-13183	47	24	minimum	minimum	ADJ
cet-13183	47	25	time	time	NOUN
cet-13183	47	26	of	of	ADP
cet-13183	47	27	emptying	empty	VERB
cet-13183	47	28	is	be	AUX
cet-13183	47	29	trivial	trivial	ADJ
cet-13183	47	30	to	to	PART
cet-13183	47	31	obtain	obtain	VERB
cet-13183	47	32	with	with	ADP
cet-13183	47	33	a	a	DET
cet-13183	47	34	full	full	ADJ
cet-13183	47	35	opening	opening	NOUN
cet-13183	47	36	of	of	ADP
cet-13183	47	37	the	the	DET
cet-13183	47	38	valve	valve	NOUN
cet-13183	47	39	.	.	PUNCT
cet-13183	48	1	monte	monte	PROPN
cet-13183	48	2	carlo	carlo	PROPN
cet-13183	48	3	’s	’s	PART
cet-13183	48	4	results	result	NOUN
cet-13183	48	5	show	show	VERB
cet-13183	48	6	already	already	ADV
cet-13183	48	7	an	an	DET
cet-13183	48	8	initial	initial	ADJ
cet-13183	48	9	guess	guess	NOUN
cet-13183	48	10	very	very	ADV
cet-13183	48	11	close	close	ADJ
cet-13183	48	12	to	to	ADP
cet-13183	48	13	the	the	DET
cet-13183	48	14	solution	solution	NOUN
cet-13183	48	15	.	.	PUNCT
cet-13183	49	1	the	the	DET
cet-13183	49	2	optimizer	optimizer	NOUN
cet-13183	49	3	tested	test	VERB
cet-13183	49	4	successfully	successfully	ADV
cet-13183	49	5	,	,	PUNCT
cet-13183	49	6	in	in	ADP
cet-13183	49	7	fact	fact	NOUN
cet-13183	49	8	in	in	ADP
cet-13183	49	9	figure	figure	NOUN
cet-13183	49	10	5b	5b	VERB
cet-13183	49	11	the	the	DET
cet-13183	49	12	profile	profile	NOUN
cet-13183	49	13	of	of	ADP
cet-13183	49	14	emptying	empty	VERB
cet-13183	49	15	matches	match	NOUN
cet-13183	49	16	the	the	DET
cet-13183	49	17	wanted	want	VERB
cet-13183	49	18	solution	solution	NOUN
cet-13183	49	19	.	.	PUNCT
cet-13183	50	1	some	some	DET
cet-13183	50	2	limits	limit	NOUN
cet-13183	50	3	can	can	AUX
cet-13183	50	4	be	be	AUX
cet-13183	50	5	found	find	VERB
cet-13183	50	6	in	in	ADP
cet-13183	50	7	the	the	DET
cet-13183	50	8	profile	profile	NOUN
cet-13183	50	9	’s	’s	PART
cet-13183	50	10	behaviour	behaviour	NOUN
cet-13183	50	11	since	since	SCONJ
cet-13183	50	12	once	once	ADV
cet-13183	50	13	this	this	PRON
cet-13183	50	14	had	have	AUX
cet-13183	50	15	reached	reach	VERB
cet-13183	50	16	the	the	DET
cet-13183	50	17	set	set	NOUN
cet-13183	50	18	point	point	NOUN
cet-13183	50	19	required	require	VERB
cet-13183	50	20	,	,	PUNCT
cet-13183	50	21	the	the	DET
cet-13183	50	22	objective	objective	ADJ
cet-13183	50	23	function	function	NOUN
cet-13183	50	24	is	be	AUX
cet-13183	50	25	n’t	not	PART
cet-13183	50	26	able	able	ADJ
cet-13183	50	27	to	to	PART
cet-13183	50	28	give	give	VERB
cet-13183	50	29	further	further	ADJ
cet-13183	50	30	information	information	NOUN
cet-13183	50	31	to	to	ADP
cet-13183	50	32	the	the	DET
cet-13183	50	33	system	system	NOUN
cet-13183	50	34	.	.	PUNCT
cet-13183	51	1	the	the	DET
cet-13183	51	2	algorithms	algorithm	NOUN
cet-13183	51	3	’	'	PUNCT
cet-13183	51	4	comparison	comparison	NOUN
cet-13183	51	5	showed	show	VERB
cet-13183	51	6	fast	fast	ADJ
cet-13183	51	7	convergence	convergence	NOUN
cet-13183	51	8	for	for	ADP
cet-13183	51	9	powell	powell	PROPN
cet-13183	51	10	’s	’s	PART
cet-13183	51	11	based	base	VERB
cet-13183	51	12	methods	method	NOUN
cet-13183	51	13	,	,	PUNCT
cet-13183	51	14	cobyla	cobyla	NOUN
cet-13183	51	15	(	(	PUNCT
cet-13183	51	16	powell	powell	PROPN
cet-13183	51	17	,	,	PUNCT
cet-13183	51	18	1994	1994	NUM
cet-13183	51	19	)	)	PUNCT
cet-13183	51	20	and	and	CCONJ
cet-13183	51	21	bobyqa	bobyqa	PROPN
cet-13183	51	22	(	(	PUNCT
cet-13183	51	23	powell	powell	PROPN
cet-13183	51	24	,	,	PUNCT
cet-13183	51	25	2009	2009	NUM
cet-13183	51	26	)	)	PUNCT
cet-13183	51	27	and	and	CCONJ
cet-13183	51	28	bad	bad	ADJ
cet-13183	51	29	performance	performance	NOUN
cet-13183	51	30	for	for	ADP
cet-13183	51	31	brent	brent	PROPN
cet-13183	51	32	’s	’s	PART
cet-13183	51	33	method	method	PROPN
cet-13183	51	34	praxis	praxis	PROPN
cet-13183	51	35	(	(	PUNCT
cet-13183	51	36	richard	richard	PROPN
cet-13183	51	37	,	,	PUNCT
cet-13183	51	38	2002	2002	NUM
cet-13183	51	39	)	)	PUNCT
cet-13183	51	40	.	.	PUNCT
cet-13183	52	1	this	this	PRON
cet-13183	52	2	brought	bring	VERB
cet-13183	52	3	to	to	ADP
cet-13183	52	4	the	the	DET
cet-13183	52	5	conclusion	conclusion	NOUN
cet-13183	52	6	that	that	SCONJ
cet-13183	52	7	for	for	ADP
cet-13183	52	8	this	this	DET
cet-13183	52	9	case	case	NOUN
cet-13183	52	10	the	the	DET
cet-13183	52	11	best	good	ADJ
cet-13183	52	12	compromise	compromise	NOUN
cet-13183	52	13	between	between	ADP
cet-13183	52	14	all	all	DET
cet-13183	52	15	the	the	DET
cet-13183	52	16	aspects	aspect	NOUN
cet-13183	52	17	considered	consider	VERB
cet-13183	52	18	for	for	ADP
cet-13183	52	19	the	the	DET
cet-13183	52	20	performance	performance	NOUN
cet-13183	52	21	evaluation	evaluation	NOUN
cet-13183	52	22	is	be	AUX
cet-13183	52	23	the	the	DET
cet-13183	52	24	cobyla	cobyla	NOUN
cet-13183	52	25	algorithm	algorithm	NOUN
cet-13183	52	26	.	.	PUNCT
cet-13183	53	1	for	for	ADP
cet-13183	53	2	the	the	DET
cet-13183	53	3	second	second	ADJ
cet-13183	53	4	case	case	NOUN
cet-13183	53	5	study	study	NOUN
cet-13183	53	6	,	,	PUNCT
cet-13183	53	7	a	a	DET
cet-13183	53	8	reference	reference	NOUN
cet-13183	53	9	for	for	ADP
cet-13183	53	10	the	the	DET
cet-13183	53	11	required	require	VERB
cet-13183	53	12	set	set	NOUN
cet-13183	53	13	points	point	NOUN
cet-13183	53	14	to	to	PART
cet-13183	53	15	be	be	AUX
cet-13183	53	16	followed	follow	VERB
cet-13183	53	17	during	during	ADP
cet-13183	53	18	the	the	DET
cet-13183	53	19	start	start	VERB
cet-13183	53	20	-	-	PUNCT
cet-13183	53	21	up	up	ADP
cet-13183	53	22	procedure	procedure	NOUN
cet-13183	53	23	was	be	AUX
cet-13183	53	24	provided	provide	VERB
cet-13183	53	25	from	from	ADP
cet-13183	53	26	a	a	DET
cet-13183	53	27	biogas	biogas	NOUN
cet-13183	53	28	facility	facility	NOUN
cet-13183	53	29	.	.	PUNCT
cet-13183	54	1	the	the	DET
cet-13183	54	2	procedure	procedure	NOUN
cet-13183	54	3	’s	’s	PART
cet-13183	54	4	profiles	profile	NOUN
cet-13183	54	5	are	be	AUX
cet-13183	54	6	reported	report	VERB
cet-13183	54	7	in	in	ADP
cet-13183	54	8	figure	figure	NOUN
cet-13183	54	9	3	3	NUM
cet-13183	54	10	.	.	PUNCT
cet-13183	55	1	after	after	ADP
cet-13183	55	2	the	the	DET
cet-13183	55	3	double	double	ADJ
cet-13183	55	4	optimization	optimization	NOUN
cet-13183	55	5	routine	routine	NOUN
cet-13183	55	6	,	,	PUNCT
cet-13183	55	7	the	the	DET
cet-13183	55	8	system	system	NOUN
cet-13183	55	9	shows	show	VERB
cet-13183	55	10	good	good	ADJ
cet-13183	55	11	results	result	NOUN
cet-13183	55	12	in	in	ADP
cet-13183	55	13	terms	term	NOUN
cet-13183	55	14	of	of	ADP
cet-13183	55	15	total	total	ADJ
cet-13183	55	16	time	time	NOUN
cet-13183	55	17	spent	spend	VERB
cet-13183	55	18	by	by	ADP
cet-13183	55	19	the	the	DET
cet-13183	55	20	system	system	NOUN
cet-13183	55	21	to	to	PART
cet-13183	55	22	reach	reach	VERB
cet-13183	55	23	the	the	DET
cet-13183	55	24	nominal	nominal	ADJ
cet-13183	55	25	operative	operative	ADJ
cet-13183	55	26	conditions	condition	NOUN
cet-13183	55	27	.	.	PUNCT
cet-13183	56	1	the	the	DET
cet-13183	56	2	fundamental	fundamental	ADJ
cet-13183	56	3	aspect	aspect	NOUN
cet-13183	56	4	to	to	PART
cet-13183	56	5	carry	carry	VERB
cet-13183	56	6	this	this	DET
cet-13183	56	7	optimization	optimization	NOUN
cet-13183	56	8	out	out	ADP
cet-13183	56	9	was	be	AUX
cet-13183	56	10	the	the	DET
cet-13183	56	11	decision	decision	NOUN
cet-13183	56	12	of	of	ADP
cet-13183	56	13	the	the	DET
cet-13183	56	14	constraints	constraint	NOUN
cet-13183	56	15	for	for	ADP
cet-13183	56	16	the	the	DET
cet-13183	56	17	minimum	minimum	ADJ
cet-13183	56	18	time	time	NOUN
cet-13183	56	19	at	at	ADP
cet-13183	56	20	which	which	PRON
cet-13183	56	21	each	each	DET
cet-13183	56	22	set	set	NOUN
cet-13183	56	23	-	-	PUNCT
cet-13183	56	24	point	point	NOUN
cet-13183	56	25	needed	need	VERB
cet-13183	56	26	to	to	PART
cet-13183	56	27	be	be	AUX
cet-13183	56	28	maintained	maintain	VERB
cet-13183	56	29	.	.	PUNCT
cet-13183	57	1	in	in	ADP
cet-13183	57	2	this	this	DET
cet-13183	57	3	case	case	NOUN
cet-13183	57	4	,	,	PUNCT
cet-13183	57	5	the	the	DET
cet-13183	57	6	monte	monte	PROPN
cet-13183	57	7	carlo	carlo	PROPN
cet-13183	57	8	initialization	initialization	PROPN
cet-13183	57	9	verges	verge	VERB
cet-13183	57	10	from	from	ADP
cet-13183	57	11	the	the	DET
cet-13183	57	12	optimal	optimal	ADJ
cet-13183	57	13	trajectory	trajectory	NOUN
cet-13183	57	14	,	,	PUNCT
cet-13183	57	15	due	due	ADP
cet-13183	57	16	to	to	ADP
cet-13183	57	17	the	the	DET
cet-13183	57	18	presence	presence	NOUN
cet-13183	57	19	of	of	ADP
cet-13183	57	20	the	the	DET
cet-13183	57	21	multiple	multiple	ADJ
cet-13183	57	22	set	set	NOUN
cet-13183	57	23	-	-	PUNCT
cet-13183	57	24	points	point	NOUN
cet-13183	57	25	,	,	PUNCT
cet-13183	57	26	but	but	CCONJ
cet-13183	57	27	with	with	ADP
cet-13183	57	28	a	a	DET
cet-13183	57	29	high	high	ADJ
cet-13183	57	30	number	number	NOUN
cet-13183	57	31	of	of	ADP
cet-13183	57	32	runs	run	NOUN
cet-13183	57	33	and	and	CCONJ
cet-13183	57	34	time	time	NOUN
cet-13183	57	35	discretization	discretization	NOUN
cet-13183	57	36	intervals	interval	NOUN
cet-13183	57	37	,	,	PUNCT
cet-13183	57	38	the	the	DET
cet-13183	57	39	method	method	NOUN
cet-13183	57	40	still	still	ADV
cet-13183	57	41	provided	provide	VERB
cet-13183	57	42	a	a	DET
cet-13183	57	43	good	good	ADJ
cet-13183	57	44	starting	starting	NOUN
cet-13183	57	45	point	point	NOUN
cet-13183	57	46	for	for	ADP
cet-13183	57	47	the	the	DET
cet-13183	57	48	optimization	optimization	NOUN
cet-13183	57	49	.	.	PUNCT
cet-13183	58	1	the	the	DET
cet-13183	58	2	algorithms	algorithms	NOUN
cet-13183	58	3	behaviour	behaviour	NOUN
cet-13183	58	4	was	be	AUX
cet-13183	58	5	tested	test	VERB
cet-13183	58	6	for	for	ADP
cet-13183	58	7	the	the	DET
cet-13183	58	8	overall	overall	ADJ
cet-13183	58	9	optimization	optimization	NOUN
cet-13183	58	10	of	of	ADP
cet-13183	58	11	the	the	DET
cet-13183	58	12	two	two	NUM
cet-13183	58	13	objective	objective	ADJ
cet-13183	58	14	functions	function	NOUN
cet-13183	58	15	;	;	PUNCT
cet-13183	58	16	having	have	VERB
cet-13183	58	17	a	a	DET
cet-13183	58	18	limit	limit	NOUN
cet-13183	58	19	within	within	ADP
cet-13183	58	20	the	the	DET
cet-13183	58	21	library	library	NOUN
cet-13183	58	22	settings	setting	NOUN
cet-13183	58	23	,	,	PUNCT
cet-13183	58	24	the	the	DET
cet-13183	58	25	only	only	ADJ
cet-13183	58	26	algorithm	algorithm	NOUN
cet-13183	58	27	to	to	PART
cet-13183	58	28	be	be	AUX
cet-13183	58	29	able	able	ADJ
cet-13183	58	30	to	to	PART
cet-13183	58	31	receive	receive	VERB
cet-13183	58	32	equality	equality	NOUN
cet-13183	58	33	and	and	CCONJ
cet-13183	58	34	inequality	inequality	NOUN
cet-13183	58	35	constraints	constraint	NOUN
cet-13183	58	36	from	from	ADP
cet-13183	58	37	the	the	DET
cet-13183	58	38	nlopt	nlopt	ADJ
cet-13183	58	39	setup	setup	NOUN
cet-13183	58	40	is	be	AUX
cet-13183	58	41	the	the	DET
cet-13183	58	42	cobyla	cobyla	NOUN
cet-13183	58	43	,	,	PUNCT
cet-13183	58	44	so	so	ADV
cet-13183	58	45	to	to	PART
cet-13183	58	46	carry	carry	VERB
cet-13183	58	47	out	out	ADP
cet-13183	58	48	the	the	DET
cet-13183	58	49	comparison	comparison	NOUN
cet-13183	58	50	between	between	ADP
cet-13183	58	51	the	the	DET
cet-13183	58	52	class	class	NOUN
cet-13183	58	53	of	of	ADP
cet-13183	58	54	algorithms	algorithm	NOUN
cet-13183	58	55	the	the	DET
cet-13183	58	56	constraints	constraint	NOUN
cet-13183	58	57	had	have	VERB
cet-13183	58	58	to	to	PART
cet-13183	58	59	be	be	AUX
cet-13183	58	60	implemented	implement	VERB
cet-13183	58	61	within	within	ADP
cet-13183	58	62	the	the	DET
cet-13183	58	63	objective	objective	ADJ
cet-13183	58	64	function	function	NOUN
cet-13183	58	65	.	.	PUNCT
cet-13183	59	1	also	also	ADV
cet-13183	59	2	,	,	PUNCT
cet-13183	59	3	in	in	ADP
cet-13183	59	4	this	this	DET
cet-13183	59	5	case	case	NOUN
cet-13183	59	6	,	,	PUNCT
cet-13183	59	7	the	the	DET
cet-13183	59	8	bobyqa	bobyqa	ADJ
cet-13183	59	9	and	and	CCONJ
cet-13183	59	10	newoua	newoua	PROPN
cet-13183	59	11	bound	bind	VERB
cet-13183	59	12	628	628	NUM
cet-13183	59	13	(	(	PUNCT
cet-13183	59	14	powell,2004	powell,2004	NOUN
cet-13183	59	15	)	)	PUNCT
cet-13183	59	16	provided	provide	VERB
cet-13183	59	17	good	good	ADJ
cet-13183	59	18	convergence	convergence	NOUN
cet-13183	59	19	after	after	ADP
cet-13183	59	20	a	a	DET
cet-13183	59	21	number	number	NOUN
cet-13183	59	22	of	of	ADP
cet-13183	59	23	iterations	iteration	NOUN
cet-13183	59	24	benchmark	benchmark	NOUN
cet-13183	59	25	.	.	PUNCT
cet-13183	60	1	the	the	DET
cet-13183	60	2	tradeoff	tradeoff	NOUN
cet-13183	60	3	between	between	ADP
cet-13183	60	4	accuracy	accuracy	NOUN
cet-13183	60	5	,	,	PUNCT
cet-13183	60	6	convergence	convergence	NOUN
cet-13183	60	7	and	and	CCONJ
cet-13183	60	8	cpu	cpu	NOUN
cet-13183	60	9	time	time	NOUN
cet-13183	60	10	invested	invest	VERB
cet-13183	60	11	pointed	point	VERB
cet-13183	60	12	at	at	ADP
cet-13183	60	13	bobyqa	bobyqa	PROPN
cet-13183	60	14	as	as	ADP
cet-13183	60	15	the	the	DET
cet-13183	60	16	optimal	optimal	ADJ
cet-13183	60	17	algorithm	algorithm	NOUN
cet-13183	60	18	for	for	ADP
cet-13183	60	19	this	this	DET
cet-13183	60	20	problem	problem	NOUN
cet-13183	60	21	.	.	PUNCT
cet-13183	61	1	figure	figure	VERB
cet-13183	61	2	4	4	NUM
cet-13183	61	3	algorithm	algorithm	NOUN
cet-13183	61	4	’s	’s	PART
cet-13183	61	5	performance	performance	NOUN
cet-13183	61	6	analysis	analysis	NOUN
cet-13183	61	7	a	a	DET
cet-13183	61	8	)	)	PUNCT
cet-13183	61	9	convergence	convergence	NOUN
cet-13183	61	10	capability	capability	NOUN
cet-13183	61	11	for	for	ADP
cet-13183	61	12	maximum	maximum	ADJ
cet-13183	61	13	iterations	iteration	NOUN
cet-13183	61	14	allowed	allow	VERB
cet-13183	61	15	to	to	ADP
cet-13183	61	16	the	the	DET
cet-13183	61	17	solver	solver	NOUN
cet-13183	61	18	;	;	PUNCT
cet-13183	61	19	b	b	X
cet-13183	61	20	)	)	PUNCT
cet-13183	61	21	total	total	ADJ
cet-13183	61	22	cpu	cpu	NOUN
cet-13183	61	23	time	time	NOUN
cet-13183	61	24	for	for	SCONJ
cet-13183	61	25	each	each	DET
cet-13183	61	26	set	set	NOUN
cet-13183	61	27	run	run	VERB
cet-13183	61	28	with	with	ADP
cet-13183	61	29	respect	respect	NOUN
cet-13183	61	30	to	to	ADP
cet-13183	61	31	the	the	DET
cet-13183	61	32	maximum	maximum	ADJ
cet-13183	61	33	number	number	NOUN
cet-13183	61	34	of	of	ADP
cet-13183	61	35	iterations	iteration	NOUN
cet-13183	61	36	figure	figure	NOUN
cet-13183	61	37	5	5	NUM
cet-13183	61	38	tank	tank	NOUN
cet-13183	61	39	's	's	PART
cet-13183	61	40	optimization	optimization	NOUN
cet-13183	61	41	results	result	VERB
cet-13183	61	42	a	a	DET
cet-13183	61	43	)	)	PUNCT
cet-13183	61	44	monte	monte	PROPN
cet-13183	61	45	carlo	carlo	PROPN
cet-13183	61	46	initialization	initialization	PROPN
cet-13183	61	47	profile	profile	NOUN
cet-13183	61	48	compared	compare	VERB
cet-13183	61	49	to	to	ADP
cet-13183	61	50	the	the	DET
cet-13183	61	51	ideal	ideal	ADJ
cet-13183	61	52	profile	profile	NOUN
cet-13183	61	53	;	;	PUNCT
cet-13183	61	54	b	b	X
cet-13183	61	55	)	)	PUNCT
cet-13183	61	56	monte	monte	PROPN
cet-13183	61	57	carlo	carlo	PROPN
cet-13183	61	58	initialization	initialization	PROPN
cet-13183	61	59	valve	valve	NOUN
cet-13183	61	60	openings	opening	NOUN
cet-13183	61	61	;	;	PUNCT
cet-13183	61	62	c	c	X
cet-13183	61	63	)	)	PUNCT
cet-13183	61	64	optimal	optimal	ADJ
cet-13183	61	65	profile	profile	NOUN
cet-13183	61	66	compared	compare	VERB
cet-13183	61	67	with	with	ADP
cet-13183	61	68	the	the	DET
cet-13183	61	69	ideal	ideal	ADJ
cet-13183	61	70	one	one	NOUN
cet-13183	61	71	;	;	PUNCT
cet-13183	61	72	d	d	X
cet-13183	61	73	)	)	PUNCT
cet-13183	61	74	optimized	optimize	VERB
cet-13183	61	75	valve	valve	NOUN
cet-13183	61	76	opening	opening	NOUN
cet-13183	61	77	5	5	NUM
cet-13183	61	78	.	.	PUNCT
cet-13183	62	1	conclusions	conclusion	NOUN
cet-13183	62	2	in	in	ADP
cet-13183	62	3	conclusion	conclusion	NOUN
cet-13183	62	4	,	,	PUNCT
cet-13183	62	5	this	this	DET
cet-13183	62	6	study	study	NOUN
cet-13183	62	7	tried	try	VERB
cet-13183	62	8	to	to	PART
cet-13183	62	9	provide	provide	VERB
cet-13183	62	10	a	a	DET
cet-13183	62	11	starting	starting	NOUN
cet-13183	62	12	base	base	NOUN
cet-13183	62	13	for	for	ADP
cet-13183	62	14	the	the	DET
cet-13183	62	15	study	study	NOUN
cet-13183	62	16	of	of	ADP
cet-13183	62	17	optimization	optimization	NOUN
cet-13183	62	18	for	for	ADP
cet-13183	62	19	unsteady	unsteady	ADJ
cet-13183	62	20	phases	phase	NOUN
cet-13183	62	21	of	of	ADP
cet-13183	62	22	start	start	NOUN
cet-13183	62	23	-	-	PUNCT
cet-13183	62	24	up	up	NOUN
cet-13183	62	25	and	and	CCONJ
cet-13183	62	26	shutdown	shutdown	NOUN
cet-13183	62	27	in	in	ADP
cet-13183	62	28	industrial	industrial	ADJ
cet-13183	62	29	plants	plant	NOUN
cet-13183	62	30	and	and	CCONJ
cet-13183	62	31	their	their	PRON
cet-13183	62	32	automation	automation	NOUN
cet-13183	62	33	.	.	PUNCT
cet-13183	63	1	the	the	DET
cet-13183	63	2	work	work	NOUN
cet-13183	63	3	provides	provide	VERB
cet-13183	63	4	an	an	DET
cet-13183	63	5	alternative	alternative	ADJ
cet-13183	63	6	approach	approach	NOUN
cet-13183	63	7	to	to	ADP
cet-13183	63	8	the	the	DET
cet-13183	63	9	obtaining	obtaining	NOUN
cet-13183	63	10	of	of	ADP
cet-13183	63	11	manual	manual	ADJ
cet-13183	63	12	and	and	CCONJ
cet-13183	63	13	sequential	sequential	ADJ
cet-13183	63	14	procedures	procedure	NOUN
cet-13183	63	15	currently	currently	ADV
cet-13183	63	16	followed	follow	VERB
cet-13183	63	17	by	by	ADP
cet-13183	63	18	industrial	industrial	ADJ
cet-13183	63	19	companies	company	NOUN
cet-13183	63	20	,	,	PUNCT
cet-13183	63	21	which	which	PRON
cet-13183	63	22	require	require	VERB
cet-13183	63	23	experimental	experimental	ADJ
cet-13183	63	24	knowledge	knowledge	NOUN
cet-13183	63	25	for	for	ADP
cet-13183	63	26	each	each	DET
cet-13183	63	27	unit	unit	NOUN
cet-13183	63	28	.	.	PUNCT
cet-13183	64	1	through	through	ADP
cet-13183	64	2	the	the	DET
cet-13183	64	3	aid	aid	NOUN
cet-13183	64	4	of	of	ADP
cet-13183	64	5	the	the	DET
cet-13183	64	6	open	open	ADJ
cet-13183	64	7	-	-	PUNCT
cet-13183	64	8	source	source	NOUN
cet-13183	64	9	library	library	NOUN
cet-13183	64	10	nlopt	nlopt	NOUN
cet-13183	64	11	,	,	PUNCT
cet-13183	64	12	the	the	DET
cet-13183	64	13	algorithm	algorithm	NOUN
cet-13183	64	14	is	be	AUX
cet-13183	64	15	able	able	ADJ
cet-13183	64	16	to	to	PART
cet-13183	64	17	provide	provide	VERB
cet-13183	64	18	a	a	DET
cet-13183	64	19	sequence	sequence	NOUN
cet-13183	64	20	of	of	ADP
cet-13183	64	21	action	action	NOUN
cet-13183	64	22	to	to	PART
cet-13183	64	23	bring	bring	VERB
cet-13183	64	24	the	the	DET
cet-13183	64	25	system	system	NOUN
cet-13183	64	26	close	close	ADJ
cet-13183	64	27	to	to	ADP
cet-13183	64	28	nominal	nominal	ADJ
cet-13183	64	29	conditions	condition	NOUN
cet-13183	64	30	.	.	PUNCT
cet-13183	65	1	c	c	X
cet-13183	65	2	)	)	PUNCT
cet-13183	65	3	d	d	NOUN
cet-13183	65	4	)	)	PUNCT
cet-13183	65	5	b	b	NOUN
cet-13183	65	6	)	)	PUNCT
cet-13183	65	7	a	a	PRON
cet-13183	65	8	)	)	PUNCT
cet-13183	65	9	629	629	NUM
cet-13183	65	10	the	the	DET
cet-13183	65	11	study	study	NOUN
cet-13183	65	12	has	have	AUX
cet-13183	65	13	still	still	ADV
cet-13183	65	14	room	room	VERB
cet-13183	65	15	for	for	ADP
cet-13183	65	16	further	further	ADJ
cet-13183	65	17	investigation	investigation	NOUN
cet-13183	65	18	,	,	PUNCT
cet-13183	65	19	especially	especially	ADV
cet-13183	65	20	regarding	regard	VERB
cet-13183	65	21	the	the	DET
cet-13183	65	22	implementation	implementation	NOUN
cet-13183	65	23	of	of	ADP
cet-13183	65	24	more	more	ADJ
cet-13183	65	25	complex	complex	ADJ
cet-13183	65	26	process	process	NOUN
cet-13183	65	27	systems	system	NOUN
cet-13183	65	28	as	as	ADV
cet-13183	65	29	well	well	ADV
cet-13183	65	30	as	as	ADP
cet-13183	65	31	the	the	DET
cet-13183	65	32	implementation	implementation	NOUN
cet-13183	65	33	of	of	ADP
cet-13183	65	34	additional	additional	ADJ
cet-13183	65	35	optimization	optimization	NOUN
cet-13183	65	36	tools	tool	NOUN
cet-13183	65	37	,	,	PUNCT
cet-13183	65	38	such	such	ADJ
cet-13183	65	39	as	as	ADP
cet-13183	65	40	reinforcement	reinforcement	NOUN
cet-13183	65	41	learning	learning	NOUN
cet-13183	65	42	algorithms	algorithm	NOUN
cet-13183	65	43	,	,	PUNCT
cet-13183	65	44	could	could	AUX
cet-13183	65	45	be	be	AUX
cet-13183	65	46	investigated	investigate	VERB
cet-13183	65	47	.	.	PUNCT
cet-13183	66	1	figure	figure	VERB
cet-13183	66	2	6	6	NUM
cet-13183	66	3	optimized	optimize	VERB
cet-13183	66	4	profiles	profile	NOUN
cet-13183	66	5	for	for	ADP
cet-13183	66	6	reformer	reformer	ADJ
cet-13183	66	7	start	start	VERB
cet-13183	66	8	-	-	PUNCT
cet-13183	66	9	up	up	ADP
cet-13183	66	10	procedure	procedure	NOUN
cet-13183	66	11	a	a	PRON
cet-13183	66	12	)	)	PUNCT
cet-13183	66	13	flowrates	flowrate	VERB
cet-13183	66	14	profile	profile	NOUN
cet-13183	66	15	;	;	PUNCT
cet-13183	66	16	b	b	X
cet-13183	66	17	)	)	PUNCT
cet-13183	66	18	valve	valve	NOUN
cet-13183	66	19	opening	opening	NOUN
cet-13183	66	20	requirement	requirement	NOUN
cet-13183	66	21	nomenclature	nomenclature	NOUN
cet-13183	66	22	ci	ci	PROPN
cet-13183	66	23	–	–	PUNCT
cet-13183	66	24	ith	ith	PROPN
cet-13183	66	25	component	component	NOUN
cet-13183	66	26	concentration	concentration	NOUN
cet-13183	66	27	,	,	PUNCT
cet-13183	66	28	mol	mol	PROPN
cet-13183	66	29	/	/	SYM
cet-13183	66	30	m3	m3	PROPN
cet-13183	66	31	ri	ri	PROPN
cet-13183	66	32	reaction	reaction	NOUN
cet-13183	66	33	rate	rate	NOUN
cet-13183	66	34	,	,	PUNCT
cet-13183	66	35	mol	mol	NOUN
cet-13183	66	36	/	/	SYM
cet-13183	66	37	m3	m3	PROPN
cet-13183	66	38	/	/	SYM
cet-13183	67	1	s	s	PART
cet-13183	67	2	g	g	NOUN
cet-13183	67	3	–	–	PUNCT
cet-13183	67	4	gravity	gravity	NOUN
cet-13183	67	5	acceleration	acceleration	NOUN
cet-13183	67	6	,	,	PUNCT
cet-13183	67	7	m	m	NOUN
cet-13183	67	8	/	/	SYM
cet-13183	67	9	s2	s2	NOUN
cet-13183	67	10	q	q	PUNCT
cet-13183	67	11	–	–	PUNCT
cet-13183	67	12	heat	heat	NOUN
cet-13183	67	13	exchanged	exchange	VERB
cet-13183	67	14	in	in	ADP
cet-13183	67	15	the	the	DET
cet-13183	67	16	system	system	NOUN
cet-13183	67	17	,	,	PUNCT
cet-13183	67	18	j	j	PROPN
cet-13183	67	19	ḣ	ḣ	PROPN
cet-13183	67	20	–	–	PUNCT
cet-13183	67	21	enthalpy	enthalpy	NOUN
cet-13183	67	22	of	of	ADP
cet-13183	67	23	the	the	DET
cet-13183	67	24	system	system	NOUN
cet-13183	67	25	,	,	PUNCT
cet-13183	67	26	j	j	PROPN
cet-13183	67	27	pde	pde	PROPN
cet-13183	67	28	–	–	PUNCT
cet-13183	67	29	partial	partial	ADJ
cet-13183	67	30	differential	differential	NOUN
cet-13183	67	31	equation	equation	NOUN
cet-13183	67	32	h	h	NOUN
cet-13183	67	33	–	–	PUNCT
cet-13183	67	34	height	height	NOUN
cet-13183	67	35	,	,	PUNCT
cet-13183	67	36	m	m	NOUN
cet-13183	67	37	pfr	pfr	VERB
cet-13183	67	38	–	–	PUNCT
cet-13183	67	39	plug	plug	NOUN
cet-13183	67	40	flow	flow	NOUN
cet-13183	67	41	reactor	reactor	NOUN
cet-13183	67	42	ṁi	ṁi	PROPN
cet-13183	67	43	–	–	PUNCT
cet-13183	67	44	ith	ith	PROPN
cet-13183	67	45	component	component	NOUN
cet-13183	67	46	mass	mass	NOUN
cet-13183	67	47	flowrate	flowrate	ADJ
cet-13183	67	48	,	,	PUNCT
cet-13183	67	49	kg	kg	PROPN
cet-13183	67	50	/	/	SYM
cet-13183	67	51	s	s	PROPN
cet-13183	67	52	v	v	NOUN
cet-13183	67	53	–	–	PUNCT
cet-13183	67	54	volume	volume	NOUN
cet-13183	67	55	of	of	ADP
cet-13183	67	56	the	the	DET
cet-13183	67	57	system	system	NOUN
cet-13183	67	58	,	,	PUNCT
cet-13183	67	59	m3	m3	PROPN
cet-13183	67	60	ṁgen	ṁgen	PROPN
cet-13183	67	61	–	–	PUNCT
cet-13183	67	62	generation	generation	NOUN
cet-13183	67	63	term	term	NOUN
cet-13183	67	64	kg	kg	PROPN
cet-13183	67	65	/	/	SYM
cet-13183	67	66	s	s	PROPN
cet-13183	67	67	v	v	NOUN
cet-13183	67	68	–	–	PUNCT
cet-13183	67	69	velocity	velocity	NOUN
cet-13183	67	70	of	of	ADP
cet-13183	67	71	the	the	DET
cet-13183	67	72	mass	mass	PROPN
cet-13183	67	73	,	,	PUNCT
cet-13183	67	74	m	m	PROPN
cet-13183	67	75	/	/	SYM
cet-13183	67	76	s	s	PART
cet-13183	67	77	ode	ode	ADJ
cet-13183	67	78	–	–	PUNCT
cet-13183	67	79	ordinary	ordinary	ADJ
cet-13183	67	80	differential	differential	ADJ
cet-13183	67	81	equation	equation	NOUN
cet-13183	67	82	w	w	NOUN
cet-13183	67	83	–	–	PUNCT
cet-13183	67	84	work	work	NOUN
cet-13183	67	85	consumed	consume	VERB
cet-13183	67	86	by	by	ADP
cet-13183	67	87	the	the	DET
cet-13183	67	88	system	system	NOUN
cet-13183	67	89	,	,	PUNCT
cet-13183	67	90	j	j	PROPN
cet-13183	67	91	references	reference	NOUN
cet-13183	67	92	ali	ali	PROPN
cet-13183	67	93	e.m	e.m	PROPN
cet-13183	67	94	.	.	PROPN
cet-13183	67	95	,	,	PUNCT
cet-13183	67	96	abu	abu	PROPN
cet-13183	67	97	khalaf	khalaf	PROPN
cet-13183	67	98	a.m.	a.m.	PROPN
cet-13183	67	99	,	,	PUNCT
cet-13183	67	100	2004	2004	NUM
cet-13183	67	101	,	,	PUNCT
cet-13183	67	102	fuzzy	fuzzy	ADJ
cet-13183	67	103	control	control	NOUN
cet-13183	67	104	for	for	ADP
cet-13183	67	105	the	the	DET
cet-13183	67	106	start	start	NOUN
cet-13183	67	107	-	-	PUNCT
cet-13183	67	108	up	up	NOUN
cet-13183	67	109	of	of	ADP
cet-13183	67	110	a	a	DET
cet-13183	67	111	non	non	ADJ
cet-13183	67	112	-	-	ADJ
cet-13183	67	113	isothermal	isothermal	ADJ
cet-13183	67	114	cstr	cstr	NOUN
cet-13183	67	115	,	,	PUNCT
cet-13183	67	116	j.	j.	PROPN
cet-13183	67	117	king	king	PROPN
cet-13183	67	118	saud	saud	PROPN
cet-13183	67	119	univ	univ	PROPN
cet-13183	67	120	.	.	PUNCT
cet-13183	68	1	eng	eng	PROPN
cet-13183	68	2	.	.	PUNCT
cet-13183	69	1	sci	sci	PROPN
cet-13183	69	2	.	.	PROPN
cet-13183	69	3	,	,	PUNCT
cet-13183	69	4	vol	vol	NOUN
cet-13183	69	5	.	.	PROPN
cet-13183	69	6	17	17	NUM
cet-13183	69	7	,	,	PUNCT
cet-13183	69	8	25–45	25–45	NUM
cet-13183	69	9	.	.	PUNCT
cet-13183	70	1	kroese	kroese	PROPN
cet-13183	70	2	d.p	d.p	PROPN
cet-13183	70	3	.	.	PROPN
cet-13183	70	4	,	,	PUNCT
cet-13183	70	5	brereton	brereton	PROPN
cet-13183	70	6	t.	t.	PROPN
cet-13183	70	7	,	,	PUNCT
cet-13183	70	8	taimre	taimre	PROPN
cet-13183	70	9	,	,	PUNCT
cet-13183	70	10	t.	t.	PROPN
cet-13183	70	11	and	and	CCONJ
cet-13183	70	12	botev	botev	PROPN
cet-13183	70	13	z.i	z.i	PROPN
cet-13183	70	14	.	.	PROPN
cet-13183	70	15	,	,	PUNCT
cet-13183	70	16	2014	2014	NUM
cet-13183	70	17	,	,	PUNCT
cet-13183	70	18	why	why	SCONJ
cet-13183	70	19	the	the	DET
cet-13183	70	20	monte	monte	PROPN
cet-13183	70	21	carlo	carlo	PROPN
cet-13183	70	22	method	method	NOUN
cet-13183	70	23	is	be	AUX
cet-13183	70	24	so	so	ADV
cet-13183	70	25	important	important	ADJ
cet-13183	70	26	today	today	NOUN
cet-13183	70	27	,	,	PUNCT
cet-13183	70	28	wiley	wiley	PROPN
cet-13183	70	29	interdiscip	interdiscip	NOUN
cet-13183	70	30	.	.	PUNCT
cet-13183	71	1	rev	rev	PROPN
cet-13183	71	2	.	.	PROPN
cet-13183	71	3	comput	comput	PROPN
cet-13183	71	4	.	.	PUNCT
cet-13183	72	1	stat	stat	PROPN
cet-13183	72	2	.	.	PUNCT
cet-13183	72	3	,	,	PUNCT
cet-13183	72	4	vol	vol	NOUN
cet-13183	72	5	.	.	PROPN
cet-13183	72	6	6	6	NUM
cet-13183	72	7	,	,	PUNCT
cet-13183	72	8	386–392	386–392	NUM
cet-13183	72	9	.	.	PUNCT
cet-13183	73	1	larsson	larsson	PROPN
cet-13183	73	2	p.o	p.o	PROPN
cet-13183	73	3	.	.	PROPN
cet-13183	73	4	,	,	PUNCT
cet-13183	73	5	casella	casella	PROPN
cet-13183	73	6	f.	f.	PROPN
cet-13183	73	7	,	,	PUNCT
cet-13183	73	8	magnusson	magnusson	PROPN
cet-13183	73	9	f.	f.	PROPN
cet-13183	73	10	,andersson	,andersson	PUNCT
cet-13183	73	11	j.	j.	PROPN
cet-13183	73	12	,	,	PUNCT
cet-13183	73	13	diehl	diehl	PROPN
cet-13183	73	14	m.	m.	PROPN
cet-13183	73	15	,	,	PUNCT
cet-13183	73	16	and	and	CCONJ
cet-13183	73	17	åkesson	åkesson	PROPN
cet-13183	73	18	j.	j.	PROPN
cet-13183	73	19	,	,	PUNCT
cet-13183	73	20	2013	2013	NUM
cet-13183	73	21	,	,	PUNCT
cet-13183	73	22	a	a	DET
cet-13183	73	23	framework	framework	NOUN
cet-13183	73	24	for	for	ADP
cet-13183	73	25	nonlinear	nonlinear	ADJ
cet-13183	73	26	model	model	ADJ
cet-13183	73	27	-	-	PUNCT
cet-13183	73	28	predictive	predictive	ADJ
cet-13183	73	29	control	control	NOUN
cet-13183	73	30	using	use	VERB
cet-13183	73	31	object	object	NOUN
cet-13183	73	32	-	-	PUNCT
cet-13183	73	33	oriented	orient	VERB
cet-13183	73	34	modeling	modeling	NOUN
cet-13183	73	35	with	with	ADP
cet-13183	73	36	a	a	DET
cet-13183	73	37	case	case	NOUN
cet-13183	73	38	study	study	NOUN
cet-13183	73	39	in	in	ADP
cet-13183	73	40	power	power	NOUN
cet-13183	73	41	plant	plant	NOUN
cet-13183	73	42	start	start	NOUN
cet-13183	73	43	-	-	PUNCT
cet-13183	73	44	up	up	NOUN
cet-13183	73	45	,	,	PUNCT
cet-13183	73	46	proc	proc	NOUN
cet-13183	73	47	.	.	PUNCT
cet-13183	74	1	ieee	ieee	PROPN
cet-13183	74	2	int	int	PROPN
cet-13183	74	3	.	.	PUNCT
cet-13183	75	1	symp	symp	PROPN
cet-13183	75	2	.	.	PUNCT
cet-13183	76	1	comput	comput	NOUN
cet-13183	76	2	.	.	PUNCT
cet-13183	77	1	control	control	PROPN
cet-13183	77	2	syst	syst	PROPN
cet-13183	77	3	.	.	PUNCT
cet-13183	78	1	des	des	PROPN
cet-13183	78	2	.	.	PROPN
cet-13183	78	3	,	,	PUNCT
cet-13183	78	4	346–351	346–351	PROPN
cet-13183	78	5	steven	steven	PROPN
cet-13183	78	6	g.	g.	PROPN
cet-13183	78	7	johnson	johnson	PROPN
cet-13183	78	8	,	,	PUNCT
cet-13183	78	9	the	the	DET
cet-13183	78	10	nlopt	nlopt	ADJ
cet-13183	78	11	nonlinear	nonlinear	ADJ
cet-13183	78	12	-	-	PUNCT
cet-13183	78	13	optimization	optimization	NOUN
cet-13183	78	14	package	package	NOUN
cet-13183	78	15	,	,	PUNCT
cet-13183	78	16	github.com/stevengj/nlopt	github.com/stevengj/nlopt	PUNCT
cet-13183	78	17	,	,	PUNCT
cet-13183	78	18	accessed	access	VERB
cet-13183	78	19	02.03.2021	02.03.2021	PROPN
cet-13183	78	20	.	.	PUNCT
cet-13183	79	1	powell	powell	PROPN
cet-13183	79	2	m.j.d	m.j.d	NOUN
cet-13183	79	3	.	.	PUNCT
cet-13183	79	4	,	,	PUNCT
cet-13183	79	5	2004	2004	NUM
cet-13183	79	6	,	,	PUNCT
cet-13183	79	7	the	the	DET
cet-13183	79	8	newuoa	newuoa	ADJ
cet-13183	79	9	software	software	NOUN
cet-13183	79	10	for	for	ADP
cet-13183	79	11	unconstrained	unconstrained	ADJ
cet-13183	79	12	optimization	optimization	NOUN
cet-13183	79	13	without	without	ADP
cet-13183	79	14	derivatives	derivative	NOUN
cet-13183	79	15	,	,	PUNCT
cet-13183	79	16	nonconvex	nonconvex	NOUN
cet-13183	79	17	optimization	optimization	NOUN
cet-13183	79	18	and	and	CCONJ
cet-13183	79	19	its	its	PRON
cet-13183	79	20	applications	application	NOUN
cet-13183	79	21	,	,	PUNCT
cet-13183	79	22	83	83	NUM
cet-13183	79	23	.	.	PUNCT
cet-13183	80	1	powell	powell	PROPN
cet-13183	80	2	m.	m.	PROPN
cet-13183	80	3	,	,	PUNCT
cet-13183	80	4	a	a	DET
cet-13183	80	5	direct	direct	ADJ
cet-13183	80	6	search	search	NOUN
cet-13183	80	7	optimization	optimization	NOUN
cet-13183	80	8	method	method	NOUN
cet-13183	80	9	that	that	DET
cet-13183	80	10	models,1994,1	models,1994,1	NOUN
cet-13183	80	11	,	,	PUNCT
cet-13183	80	12	advances	advance	NOUN
cet-13183	80	13	in	in	ADP
cet-13183	80	14	optimization	optimization	NOUN
cet-13183	80	15	and	and	CCONJ
cet-13183	80	16	numerical	numerical	ADJ
cet-13183	80	17	analysis	analysis	NOUN
cet-13183	80	18	:	:	PUNCT
cet-13183	80	19	mathematics	mathematic	NOUN
cet-13183	80	20	and	and	CCONJ
cet-13183	80	21	its	its	PRON
cet-13183	80	22	applications	application	NOUN
cet-13183	80	23	51–67	51–67	NUM
cet-13183	80	24	.	.	PUNCT
cet-13183	81	1	powell	powell	PROPN
cet-13183	81	2	m.	m.	PROPN
cet-13183	81	3	,	,	PUNCT
cet-13183	81	4	the	the	DET
cet-13183	81	5	bobyqa	bobyqa	ADJ
cet-13183	81	6	algorithm	algorithm	NOUN
cet-13183	81	7	for	for	ADP
cet-13183	81	8	bound	bind	VERB
cet-13183	81	9	constrained	constrain	VERB
cet-13183	81	10	optimization	optimization	NOUN
cet-13183	81	11	without	without	ADP
cet-13183	81	12	derivatives	derivative	NOUN
cet-13183	81	13	,	,	PUNCT
cet-13183	81	14	2009	2009	NUM
cet-13183	81	15	,	,	PUNCT
cet-13183	81	16	na	na	PART
cet-13183	81	17	rep	rep	PROPN
cet-13183	81	18	.	.	PROPN
cet-13183	81	19	na2009/06	na2009/06	PROPN
cet-13183	81	20	,	,	PUNCT
cet-13183	81	21	centre	centre	NOUN
cet-13183	81	22	for	for	ADP
cet-13183	81	23	mathematical	mathematical	ADJ
cet-13183	81	24	sciences	science	NOUN
cet-13183	81	25	,	,	PUNCT
cet-13183	81	26	university	university	NOUN
cet-13183	81	27	of	of	ADP
cet-13183	81	28	cambrdige	cambrdige	NOUN
cet-13183	81	29	(	(	PUNCT
cet-13183	81	30	uk	uk	PROPN
cet-13183	81	31	)	)	PUNCT
cet-13183	81	32	39	39	NUM
cet-13183	81	33	.	.	PUNCT
cet-13183	82	1	quirino	quirino	PROPN
cet-13183	82	2	p.p.s	p.p.s	PROPN
cet-13183	82	3	.	.	PROPN
cet-13183	82	4	,	,	PUNCT
cet-13183	82	5	a.	a.	PROPN
cet-13183	82	6	amaral	amaral	PROPN
cet-13183	82	7	,	,	PUNCT
cet-13183	82	8	k.	k.	PROPN
cet-13183	82	9	v.	v.	PROPN
cet-13183	82	10	pontes	pontes	PROPN
cet-13183	82	11	,	,	PUNCT
cet-13183	82	12	f.	f.	PROPN
cet-13183	82	13	rossi	rossi	PROPN
cet-13183	82	14	,	,	PUNCT
cet-13183	82	15	and	and	CCONJ
cet-13183	82	16	f.	f.	PROPN
cet-13183	82	17	manenti	manenti	PROPN
cet-13183	82	18	,	,	PUNCT
cet-13183	82	19	2020	2020	NUM
cet-13183	82	20	,	,	PUNCT
cet-13183	82	21	modeling	modeling	NOUN
cet-13183	82	22	and	and	CCONJ
cet-13183	82	23	simulation	simulation	NOUN
cet-13183	82	24	of	of	ADP
cet-13183	82	25	an	an	DET
cet-13183	82	26	industrial	industrial	ADJ
cet-13183	82	27	top	top	ADV
cet-13183	82	28	-	-	PUNCT
cet-13183	82	29	fired	fire	VERB
cet-13183	82	30	methane	methane	NOUN
cet-13183	82	31	steam	steam	NOUN
cet-13183	82	32	reforming	reform	VERB
cet-13183	82	33	unit	unit	NOUN
cet-13183	82	34	,	,	PUNCT
cet-13183	82	35	ind	ind	PROPN
cet-13183	82	36	.	.	PUNCT
cet-13183	83	1	eng	eng	PROPN
cet-13183	83	2	.	.	PROPN
cet-13183	83	3	chem	chem	PROPN
cet-13183	83	4	.	.	PUNCT
cet-13183	84	1	res	re	NOUN
cet-13183	84	2	.	.	PROPN
cet-13183	84	3	,	,	PUNCT
cet-13183	84	4	59	59	NUM
cet-13183	84	5	,	,	PUNCT
cet-13183	84	6	11250–11264	11250–11264	NUM
cet-13183	84	7	richard	richard	PROPN
cet-13183	84	8	b.	b.	PROPN
cet-13183	84	9	,	,	PUNCT
cet-13183	84	10	2002	2002	NUM
cet-13183	84	11	,	,	PUNCT
cet-13183	84	12	algorithms	algorithm	NOUN
cet-13183	84	13	for	for	ADP
cet-13183	84	14	minimization	minimization	NOUN
cet-13183	84	15	without	without	ADP
cet-13183	84	16	derivatives	derivative	NOUN
cet-13183	84	17	,	,	PUNCT
cet-13183	84	18	dover	dover	PROPN
cet-13183	84	19	,	,	PUNCT
cet-13183	84	20	prentice	prentice	NOUN
cet-13183	84	21	-	-	PUNCT
cet-13183	84	22	hall	hall	NOUN
cet-13183	84	23	,	,	PUNCT
cet-13183	84	24	englewood	englewood	PROPN
cet-13183	84	25	cliffs	cliffs	PROPN
cet-13183	84	26	,	,	PUNCT
cet-13183	84	27	new	new	PROPN
cet-13183	84	28	jersey	jersey	PROPN
cet-13183	84	29	.	.	PUNCT
cet-13183	85	1	verwijs	verwijs	PROPN
cet-13183	85	2	j.w	j.w	PROPN
cet-13183	85	3	.	.	PROPN
cet-13183	85	4	,	,	PUNCT
cet-13183	85	5	kösters	kösters	PROPN
cet-13183	85	6	p.h	p.h	PROPN
cet-13183	85	7	.	.	PROPN
cet-13183	85	8	,	,	PUNCT
cet-13183	85	9	van	van	PROPN
cet-13183	85	10	den	den	PROPN
cet-13183	85	11	berg	berg	PROPN
cet-13183	85	12	h.	h.	PROPN
cet-13183	85	13	,	,	PUNCT
cet-13183	85	14	westerterp	westerterp	PROPN
cet-13183	85	15	k.r	k.r	PROPN
cet-13183	85	16	.	.	PROPN
cet-13183	85	17	,	,	PUNCT
cet-13183	85	18	1995	1995	NUM
cet-13183	85	19	,	,	PUNCT
cet-13183	85	20	reactor	reactor	NOUN
cet-13183	85	21	operating	operating	NOUN
cet-13183	85	22	procedures	procedure	NOUN
cet-13183	85	23	for	for	ADP
cet-13183	85	24	startup	startup	NOUN
cet-13183	85	25	of	of	ADP
cet-13183	85	26	continuously‐operated	continuously‐operate	VERB
cet-13183	85	27	chemical	chemical	NOUN
cet-13183	85	28	plants	plant	NOUN
cet-13183	85	29	,	,	PUNCT
cet-13183	85	30	aiche	aiche	PROPN
cet-13183	85	31	j.	j.	PROPN
cet-13183	85	32	,	,	PUNCT
cet-13183	85	33	41	41	NUM
cet-13183	85	34	,	,	PUNCT
cet-13183	85	35	148–158	148–158	NUM
cet-13183	85	36	.	.	PUNCT
cet-13183	86	1	a	a	DET
cet-13183	86	2	)	)	PUNCT
cet-13183	86	3	b	b	NOUN
cet-13183	86	4	)	)	PUNCT
cet-13183	86	5	630	630	NUM
cet-13183	86	6	229salano.pdf	229salano.pdf	NUM
cet-13183	86	7	automated	automate	VERB
cet-13183	86	8	development	development	NOUN
cet-13183	86	9	of	of	ADP
cet-13183	86	10	manual	manual	ADJ
cet-13183	86	11	startup	startup	NOUN
cet-13183	86	12	and	and	CCONJ
cet-13183	86	13	shutdown	shutdown	NOUN
cet-13183	86	14	procedures	procedure	NOUN
cet-13183	86	15	by	by	ADP
cet-13183	86	16	a	a	DET
cet-13183	86	17	non	non	ADJ
cet-13183	86	18	-	-	ADJ
cet-13183	86	19	linear	linear	ADJ
cet-13183	86	20	non	non	ADJ
cet-13183	86	21	-	-	ADJ
cet-13183	86	22	derivative	derivative	ADJ
cet-13183	86	23	optimization	optimization	NOUN
cet-13183	86	24	algorithm	algorithm	NOUN