id	sid	tid	token	lemma	pos
cet-12886	1	1	cet	cet	PROPN
cet-12886	1	2	96	96	NUM
cet-12886	1	3	doi	doi	NOUN
cet-12886	1	4	:	:	PUNCT
cet-12886	1	5	10.3303	10.3303	NUM
cet-12886	1	6	/	/	SYM
cet-12886	1	7	cet2296039	cet2296039	NOUN
cet-12886	1	8	paper	paper	PROPN
cet-12886	1	9	received	receive	VERB
cet-12886	1	10	:	:	PUNCT
cet-12886	1	11	15	15	NUM
cet-12886	1	12	january	january	PROPN
cet-12886	1	13	2022	2022	NUM
cet-12886	1	14	;	;	PUNCT
cet-12886	1	15	revised	revise	VERB
cet-12886	1	16	:	:	PUNCT
cet-12886	1	17	19	19	NUM
cet-12886	1	18	july	july	PROPN
cet-12886	1	19	2022	2022	NUM
cet-12886	1	20	;	;	PUNCT
cet-12886	1	21	accepted	accept	VERB
cet-12886	1	22	:	:	PUNCT
cet-12886	1	23	4	4	NUM
cet-12886	1	24	october	october	NOUN
cet-12886	1	25	2022	2022	NUM
cet-12886	1	26	please	please	INTJ
cet-12886	1	27	cite	cite	VERB
cet-12886	1	28	this	this	DET
cet-12886	1	29	article	article	NOUN
cet-12886	1	30	as	as	ADP
cet-12886	1	31	:	:	PUNCT
cet-12886	1	32	sartori	sartori	PROPN
cet-12886	1	33	f.	f.	PROPN
cet-12886	1	34	,	,	PUNCT
cet-12886	1	35	zuecco	zuecco	PROPN
cet-12886	1	36	f.	f.	PROPN
cet-12886	1	37	,	,	PUNCT
cet-12886	1	38	facco	facco	PROPN
cet-12886	1	39	p.	p.	PROPN
cet-12886	1	40	,	,	PUNCT
cet-12886	1	41	bezzo	bezzo	PROPN
cet-12886	1	42	f.	f.	PROPN
cet-12886	1	43	,	,	PUNCT
cet-12886	1	44	barolo	barolo	ADJ
cet-12886	1	45	m.	m.	NOUN
cet-12886	1	46	,	,	PUNCT
cet-12886	1	47	2022	2022	NUM
cet-12886	1	48	,	,	PUNCT
cet-12886	1	49	data	datum	NOUN
cet-12886	1	50	analytics	analytic	NOUN
cet-12886	1	51	can	can	AUX
cet-12886	1	52	help	help	VERB
cet-12886	1	53	reduce	reduce	VERB
cet-12886	1	54	energy	energy	NOUN
cet-12886	1	55	consumption	consumption	NOUN
cet-12886	1	56	in	in	ADP
cet-12886	1	57	the	the	DET
cet-12886	1	58	industrial	industrial	ADJ
cet-12886	1	59	manufacturing	manufacturing	NOUN
cet-12886	1	60	of	of	ADP
cet-12886	1	61	specialty	specialty	NOUN
cet-12886	1	62	chemicals	chemical	NOUN
cet-12886	1	63	,	,	PUNCT
cet-12886	1	64	chemical	chemical	NOUN
cet-12886	1	65	engineering	engineering	NOUN
cet-12886	1	66	transactions	transaction	NOUN
cet-12886	1	67	,	,	PUNCT
cet-12886	1	68	96	96	NUM
cet-12886	1	69	,	,	PUNCT
cet-12886	1	70	229	229	NUM
cet-12886	1	71	-	-	SYM
cet-12886	1	72	234	234	NUM
cet-12886	1	73	doi:10.3303	doi:10.3303	NOUN
cet-12886	1	74	/	/	SYM
cet-12886	1	75	cet2296039	cet2296039	NOUN
cet-12886	1	76	chemical	chemical	PROPN
cet-12886	1	77	engineering	engineering	PROPN
cet-12886	1	78	transactions	transaction	NOUN
cet-12886	1	79	vol	vol	NOUN
cet-12886	1	80	.	.	PROPN
cet-12886	2	1	96	96	NUM
cet-12886	2	2	,	,	PUNCT
cet-12886	2	3	2022	2022	NUM
cet-12886	2	4	a	a	DET
cet-12886	2	5	publication	publication	NOUN
cet-12886	2	6	of	of	ADP
cet-12886	2	7	the	the	DET
cet-12886	2	8	italian	italian	ADJ
cet-12886	2	9	association	association	NOUN
cet-12886	2	10	of	of	ADP
cet-12886	2	11	chemical	chemical	PROPN
cet-12886	2	12	engineering	engineering	NOUN
cet-12886	2	13	online	online	ADV
cet-12886	2	14	at	at	ADP
cet-12886	2	15	www.cetjournal.it	www.cetjournal.it	PROPN
cet-12886	2	16	guest	guest	NOUN
cet-12886	2	17	editors	editor	NOUN
cet-12886	2	18	:	:	PUNCT
cet-12886	2	19	david	david	PROPN
cet-12886	2	20	bogle	bogle	PROPN
cet-12886	2	21	,	,	PUNCT
cet-12886	2	22	flavio	flavio	PROPN
cet-12886	2	23	manenti	manenti	PROPN
cet-12886	2	24	,	,	PUNCT
cet-12886	2	25	piero	piero	PROPN
cet-12886	2	26	salatino	salatino	PROPN
cet-12886	2	27	copyright	copyright	NOUN
cet-12886	2	28	©	©	PROPN
cet-12886	2	29	2022	2022	NUM
cet-12886	2	30	,	,	PUNCT
cet-12886	2	31	aidic	aidic	ADJ
cet-12886	2	32	servizi	servizi	PROPN
cet-12886	2	33	s.r.l	s.r.l	PROPN
cet-12886	2	34	.	.	PUNCT
cet-12886	3	1	isbn	isbn	ADJ
cet-12886	3	2	978	978	NUM
cet-12886	3	3	-	-	SYM
cet-12886	3	4	88	88	NUM
cet-12886	3	5	-	-	PUNCT
cet-12886	3	6	95608	95608	NUM
cet-12886	3	7	-	-	PUNCT
cet-12886	3	8	95	95	NUM
cet-12886	3	9	-	-	SYM
cet-12886	3	10	2	2	NUM
cet-12886	3	11	;	;	PUNCT
cet-12886	3	12	issn	issn	PROPN
cet-12886	3	13	2283	2283	NUM
cet-12886	3	14	-	-	SYM
cet-12886	3	15	9216	9216	NUM
cet-12886	3	16	data	datum	NOUN
cet-12886	3	17	analytics	analytic	NOUN
cet-12886	3	18	can	can	AUX
cet-12886	3	19	help	help	VERB
cet-12886	3	20	reduce	reduce	VERB
cet-12886	3	21	energy	energy	NOUN
cet-12886	3	22	consumption	consumption	NOUN
cet-12886	3	23	in	in	ADP
cet-12886	3	24	the	the	DET
cet-12886	3	25	industrial	industrial	ADJ
cet-12886	3	26	manufacturing	manufacturing	NOUN
cet-12886	3	27	of	of	ADP
cet-12886	3	28	specialty	specialty	NOUN
cet-12886	3	29	chemicals	chemical	NOUN
cet-12886	3	30	francesco	francesco	PROPN
cet-12886	3	31	sartoria	sartoria	PROPN
cet-12886	3	32	,	,	PUNCT
cet-12886	3	33	federico	federico	PROPN
cet-12886	3	34	zueccob	zueccob	PROPN
cet-12886	3	35	,	,	PUNCT
cet-12886	3	36	pierantonio	pierantonio	ADJ
cet-12886	3	37	faccoa	faccoa	NOUN
cet-12886	3	38	,	,	PUNCT
cet-12886	3	39	fabrizio	fabrizio	PROPN
cet-12886	3	40	bezzoa	bezzoa	PROPN
cet-12886	3	41	,	,	PUNCT
cet-12886	3	42	massimiliano	massimiliano	PROPN
cet-12886	3	43	baroloa	baroloa	NOUN
cet-12886	3	44	,	,	PUNCT
cet-12886	3	45	*	*	PUNCT
cet-12886	3	46	acape	acape	NOUN
cet-12886	3	47	-	-	PUNCT
cet-12886	3	48	lab	lab	NOUN
cet-12886	3	49	‒	‒	NOUN
cet-12886	3	50	computer	computer	NOUN
cet-12886	3	51	-	-	PUNCT
cet-12886	3	52	aided	aid	VERB
cet-12886	3	53	process	process	NOUN
cet-12886	3	54	engineering	engineering	NOUN
cet-12886	3	55	laboratory	laboratory	NOUN
cet-12886	3	56	,	,	PUNCT
cet-12886	3	57	department	department	NOUN
cet-12886	3	58	of	of	ADP
cet-12886	3	59	industrial	industrial	ADJ
cet-12886	3	60	engineering	engineering	NOUN
cet-12886	3	61	,	,	PUNCT
cet-12886	3	62	university	university	PROPN
cet-12886	3	63	of	of	ADP
cet-12886	3	64	padova	padova	PROPN
cet-12886	3	65	,	,	PUNCT
cet-12886	3	66	35131	35131	NUM
cet-12886	3	67	padova	padova	PROPN
cet-12886	3	68	pd	pd	PROPN
cet-12886	3	69	(	(	PUNCT
cet-12886	3	70	italy	italy	PROPN
cet-12886	3	71	)	)	PUNCT
cet-12886	3	72	bbasf	bbasf	PROPN
cet-12886	3	73	italia	italia	PROPN
cet-12886	3	74	spa	spa	PROPN
cet-12886	3	75	,	,	PUNCT
cet-12886	3	76	via	via	ADP
cet-12886	3	77	pila	pila	PROPN
cet-12886	3	78	6/3	6/3	NUM
cet-12886	3	79	,	,	PUNCT
cet-12886	3	80	40037	40037	NUM
cet-12886	3	81	pontecchio	pontecchio	PROPN
cet-12886	3	82	marconi	marconi	PROPN
cet-12886	3	83	bo	bo	PROPN
cet-12886	3	84	(	(	PUNCT
cet-12886	3	85	italy	italy	PROPN
cet-12886	3	86	)	)	PUNCT
cet-12886	3	87	max.barolo@unipd.it	max.barolo@unipd.it	VERB
cet-12886	3	88	batch	batch	NOUN
cet-12886	3	89	processes	process	NOUN
cet-12886	3	90	are	be	AUX
cet-12886	3	91	operated	operate	VERB
cet-12886	3	92	following	follow	VERB
cet-12886	3	93	recipes	recipe	NOUN
cet-12886	3	94	that	that	PRON
cet-12886	3	95	consist	consist	VERB
cet-12886	3	96	of	of	ADP
cet-12886	3	97	a	a	DET
cet-12886	3	98	sequence	sequence	NOUN
cet-12886	3	99	of	of	ADP
cet-12886	3	100	steps	step	NOUN
cet-12886	3	101	of	of	ADP
cet-12886	3	102	given	give	VERB
cet-12886	3	103	time	time	NOUN
cet-12886	3	104	lengths	length	NOUN
cet-12886	3	105	carried	carry	VERB
cet-12886	3	106	out	out	ADP
cet-12886	3	107	in	in	ADP
cet-12886	3	108	different	different	ADJ
cet-12886	3	109	pieces	piece	NOUN
cet-12886	3	110	of	of	ADP
cet-12886	3	111	equipment	equipment	NOUN
cet-12886	3	112	.	.	PUNCT
cet-12886	4	1	large	large	ADJ
cet-12886	4	2	variability	variability	NOUN
cet-12886	4	3	in	in	ADP
cet-12886	4	4	the	the	DET
cet-12886	4	5	length	length	NOUN
cet-12886	4	6	of	of	ADP
cet-12886	4	7	a	a	DET
cet-12886	4	8	processing	processing	NOUN
cet-12886	4	9	step	step	NOUN
cet-12886	4	10	can	can	AUX
cet-12886	4	11	cause	cause	VERB
cet-12886	4	12	that	that	DET
cet-12886	4	13	step	step	NOUN
cet-12886	4	14	to	to	PART
cet-12886	4	15	become	become	VERB
cet-12886	4	16	a	a	DET
cet-12886	4	17	bottleneck	bottleneck	NOUN
cet-12886	4	18	for	for	ADP
cet-12886	4	19	the	the	DET
cet-12886	4	20	entire	entire	ADJ
cet-12886	4	21	process	process	NOUN
cet-12886	4	22	,	,	PUNCT
cet-12886	4	23	thus	thus	ADV
cet-12886	4	24	leading	lead	VERB
cet-12886	4	25	to	to	ADP
cet-12886	4	26	an	an	DET
cet-12886	4	27	increase	increase	NOUN
cet-12886	4	28	of	of	ADP
cet-12886	4	29	the	the	DET
cet-12886	4	30	energy	energy	NOUN
cet-12886	4	31	consumption	consumption	NOUN
cet-12886	4	32	per	per	ADP
cet-12886	4	33	unit	unit	NOUN
cet-12886	4	34	of	of	ADP
cet-12886	4	35	product	product	NOUN
cet-12886	4	36	manufactured	manufacture	VERB
cet-12886	4	37	.	.	PUNCT
cet-12886	5	1	debottlenecking	debottlenecke	VERB
cet-12886	5	2	the	the	DET
cet-12886	5	3	process	process	NOUN
cet-12886	5	4	can	can	AUX
cet-12886	5	5	therefore	therefore	ADV
cet-12886	5	6	lead	lead	VERB
cet-12886	5	7	to	to	ADP
cet-12886	5	8	reduction	reduction	NOUN
cet-12886	5	9	of	of	ADP
cet-12886	5	10	the	the	DET
cet-12886	5	11	energy	energy	NOUN
cet-12886	5	12	requirements	requirement	NOUN
cet-12886	5	13	.	.	PUNCT
cet-12886	6	1	we	we	PRON
cet-12886	6	2	consider	consider	VERB
cet-12886	6	3	the	the	DET
cet-12886	6	4	case	case	NOUN
cet-12886	6	5	of	of	ADP
cet-12886	6	6	a	a	DET
cet-12886	6	7	batch	batch	NOUN
cet-12886	6	8	reaction	reaction	NOUN
cet-12886	6	9	that	that	PRON
cet-12886	6	10	is	be	AUX
cet-12886	6	11	a	a	DET
cet-12886	6	12	key	key	ADJ
cet-12886	6	13	step	step	NOUN
cet-12886	6	14	in	in	ADP
cet-12886	6	15	the	the	DET
cet-12886	6	16	industrial	industrial	ADJ
cet-12886	6	17	manufacturing	manufacturing	NOUN
cet-12886	6	18	of	of	ADP
cet-12886	6	19	a	a	DET
cet-12886	6	20	polymer	polymer	NOUN
cet-12886	6	21	additive	additive	NOUN
cet-12886	6	22	.	.	PUNCT
cet-12886	7	1	the	the	DET
cet-12886	7	2	available	available	ADJ
cet-12886	7	3	data	datum	NOUN
cet-12886	7	4	historians	historian	NOUN
cet-12886	7	5	revealed	reveal	VERB
cet-12886	7	6	that	that	SCONJ
cet-12886	7	7	,	,	PUNCT
cet-12886	7	8	over	over	ADP
cet-12886	7	9	a	a	DET
cet-12886	7	10	period	period	NOUN
cet-12886	7	11	of	of	ADP
cet-12886	7	12	12	12	NUM
cet-12886	7	13	months	month	NOUN
cet-12886	7	14	of	of	ADP
cet-12886	7	15	operation	operation	NOUN
cet-12886	7	16	,	,	PUNCT
cet-12886	7	17	the	the	DET
cet-12886	7	18	length	length	NOUN
cet-12886	7	19	of	of	ADP
cet-12886	7	20	the	the	DET
cet-12886	7	21	reaction	reaction	NOUN
cet-12886	7	22	step	step	NOUN
cet-12886	7	23	ranged	range	VERB
cet-12886	7	24	between	between	ADP
cet-12886	7	25	0.9	0.9	NUM
cet-12886	7	26	and	and	CCONJ
cet-12886	7	27	2.8	2.8	NUM
cet-12886	7	28	h	h	NOUN
cet-12886	7	29	,	,	PUNCT
cet-12886	7	30	with	with	ADP
cet-12886	7	31	an	an	DET
cet-12886	7	32	average	average	ADJ
cet-12886	7	33	value	value	NOUN
cet-12886	7	34	of	of	ADP
cet-12886	7	35	1.3	1.3	NUM
cet-12886	7	36	h.	h.	NOUN
cet-12886	7	37	this	this	PRON
cet-12886	7	38	acted	act	VERB
cet-12886	7	39	as	as	ADP
cet-12886	7	40	a	a	DET
cet-12886	7	41	limit	limit	NOUN
cet-12886	7	42	to	to	ADP
cet-12886	7	43	the	the	DET
cet-12886	7	44	performance	performance	NOUN
cet-12886	7	45	of	of	ADP
cet-12886	7	46	the	the	DET
cet-12886	7	47	overall	overall	ADJ
cet-12886	7	48	manufacturing	manufacturing	NOUN
cet-12886	7	49	system	system	NOUN
cet-12886	7	50	,	,	PUNCT
cet-12886	7	51	but	but	CCONJ
cet-12886	7	52	no	no	DET
cet-12886	7	53	cause	cause	NOUN
cet-12886	7	54	was	be	AUX
cet-12886	7	55	initially	initially	ADV
cet-12886	7	56	identified	identify	VERB
cet-12886	7	57	to	to	PART
cet-12886	7	58	explain	explain	VERB
cet-12886	7	59	this	this	DET
cet-12886	7	60	behavior	behavior	NOUN
cet-12886	7	61	.	.	PUNCT
cet-12886	8	1	advanced	advanced	ADJ
cet-12886	8	2	analytics	analytic	NOUN
cet-12886	8	3	on	on	ADP
cet-12886	8	4	the	the	DET
cet-12886	8	5	process	process	NOUN
cet-12886	8	6	data	data	VERB
cet-12886	8	7	historians	historian	NOUN
cet-12886	8	8	by	by	ADP
cet-12886	8	9	means	mean	NOUN
cet-12886	8	10	of	of	ADP
cet-12886	8	11	multivariate	multivariate	NOUN
cet-12886	8	12	statistical	statistical	ADJ
cet-12886	8	13	techniques	technique	NOUN
cet-12886	8	14	revealed	reveal	VERB
cet-12886	8	15	that	that	SCONJ
cet-12886	8	16	over	over	ADP
cet-12886	8	17	40	40	NUM
cet-12886	8	18	%	%	NOUN
cet-12886	8	19	of	of	ADP
cet-12886	8	20	the	the	DET
cet-12886	8	21	batches	batch	NOUN
cet-12886	8	22	had	have	AUX
cet-12886	8	23	been	be	AUX
cet-12886	8	24	affected	affect	VERB
cet-12886	8	25	by	by	ADP
cet-12886	8	26	intervention	intervention	NOUN
cet-12886	8	27	of	of	ADP
cet-12886	8	28	a	a	DET
cet-12886	8	29	safety	safety	NOUN
cet-12886	8	30	interlock	interlock	NOUN
cet-12886	8	31	in	in	ADP
cet-12886	8	32	the	the	DET
cet-12886	8	33	reactor	reactor	NOUN
cet-12886	8	34	,	,	PUNCT
cet-12886	8	35	whose	whose	DET
cet-12886	8	36	occurrence	occurrence	NOUN
cet-12886	8	37	strongly	strongly	ADV
cet-12886	8	38	correlated	correlate	VERB
cet-12886	8	39	to	to	ADP
cet-12886	8	40	an	an	DET
cet-12886	8	41	increase	increase	NOUN
cet-12886	8	42	of	of	ADP
cet-12886	8	43	the	the	DET
cet-12886	8	44	batch	batch	NOUN
cet-12886	8	45	length	length	NOUN
cet-12886	8	46	.	.	PUNCT
cet-12886	9	1	reconfiguration	reconfiguration	NOUN
cet-12886	9	2	of	of	ADP
cet-12886	9	3	the	the	DET
cet-12886	9	4	interlock	interlock	NOUN
cet-12886	9	5	system	system	NOUN
cet-12886	9	6	resulted	result	VERB
cet-12886	9	7	in	in	ADP
cet-12886	9	8	a	a	DET
cet-12886	9	9	reduction	reduction	NOUN
cet-12886	9	10	of	of	ADP
cet-12886	9	11	both	both	PRON
cet-12886	9	12	average	average	ADJ
cet-12886	9	13	batch	batch	NOUN
cet-12886	9	14	length	length	NOUN
cet-12886	9	15	and	and	CCONJ
cet-12886	9	16	batch	batch	NOUN
cet-12886	9	17	length	length	NOUN
cet-12886	9	18	variability	variability	NOUN
cet-12886	9	19	.	.	PUNCT
cet-12886	10	1	namely	namely	ADV
cet-12886	10	2	,	,	PUNCT
cet-12886	10	3	over	over	ADP
cet-12886	10	4	the	the	DET
cet-12886	10	5	6	6	NUM
cet-12886	10	6	-	-	PUNCT
cet-12886	10	7	month	month	NOUN
cet-12886	10	8	assessment	assessment	NOUN
cet-12886	10	9	that	that	PRON
cet-12886	10	10	followed	follow	VERB
cet-12886	10	11	this	this	DET
cet-12886	10	12	study	study	NOUN
cet-12886	10	13	,	,	PUNCT
cet-12886	10	14	a	a	DET
cet-12886	10	15	29	29	NUM
cet-12886	10	16	%	%	NOUN
cet-12886	10	17	reduction	reduction	NOUN
cet-12886	10	18	in	in	ADP
cet-12886	10	19	the	the	DET
cet-12886	10	20	average	average	ADJ
cet-12886	10	21	batch	batch	NOUN
cet-12886	10	22	length	length	NOUN
cet-12886	10	23	for	for	ADP
cet-12886	10	24	the	the	DET
cet-12886	10	25	reactor	reactor	NOUN
cet-12886	10	26	under	under	ADP
cet-12886	10	27	investigation	investigation	NOUN
cet-12886	10	28	was	be	AUX
cet-12886	10	29	observed	observe	VERB
cet-12886	10	30	,	,	PUNCT
cet-12886	10	31	which	which	PRON
cet-12886	10	32	resulted	result	VERB
cet-12886	10	33	in	in	ADP
cet-12886	10	34	an	an	DET
cet-12886	10	35	8	8	NUM
cet-12886	10	36	%	%	NOUN
cet-12886	10	37	reduction	reduction	NOUN
cet-12886	10	38	of	of	ADP
cet-12886	10	39	the	the	DET
cet-12886	10	40	overall	overall	ADJ
cet-12886	10	41	process	process	NOUN
cet-12886	10	42	cycle	cycle	NOUN
cet-12886	10	43	duration	duration	NOUN
cet-12886	10	44	,	,	PUNCT
cet-12886	10	45	thus	thus	ADV
cet-12886	10	46	entailing	entail	VERB
cet-12886	10	47	significant	significant	ADJ
cet-12886	10	48	energy	energy	NOUN
cet-12886	10	49	savings	saving	NOUN
cet-12886	10	50	.	.	PUNCT
cet-12886	11	1	furthermore	furthermore	ADV
cet-12886	11	2	,	,	PUNCT
cet-12886	11	3	an	an	DET
cet-12886	11	4	11	11	NUM
cet-12886	11	5	%	%	NOUN
cet-12886	11	6	reduction	reduction	NOUN
cet-12886	11	7	on	on	ADP
cet-12886	11	8	nitrogen	nitrogen	NOUN
cet-12886	11	9	consumption	consumption	NOUN
cet-12886	11	10	was	be	AUX
cet-12886	11	11	achieved	achieve	VERB
cet-12886	11	12	.	.	PUNCT
cet-12886	12	1	1	1	X
cet-12886	12	2	.	.	X
cet-12886	12	3	introduction	introduction	NOUN
cet-12886	12	4	batch	batch	NOUN
cet-12886	12	5	processes	process	NOUN
cet-12886	12	6	are	be	AUX
cet-12886	12	7	widespread	widespread	ADJ
cet-12886	12	8	in	in	ADP
cet-12886	12	9	many	many	ADJ
cet-12886	12	10	industries	industry	NOUN
cet-12886	12	11	producing	produce	VERB
cet-12886	12	12	low	low	ADJ
cet-12886	12	13	volumes	volume	NOUN
cet-12886	12	14	of	of	ADP
cet-12886	12	15	high	high	ADJ
cet-12886	12	16	added	add	VERB
cet-12886	12	17	-	-	PUNCT
cet-12886	12	18	value	value	NOUN
cet-12886	12	19	goods	good	NOUN
cet-12886	12	20	such	such	ADJ
cet-12886	12	21	as	as	ADP
cet-12886	12	22	pharmaceuticals	pharmaceutical	NOUN
cet-12886	12	23	,	,	PUNCT
cet-12886	12	24	biotechnological	biotechnological	ADJ
cet-12886	12	25	products	product	NOUN
cet-12886	12	26	and	and	CCONJ
cet-12886	12	27	specialty	specialty	NOUN
cet-12886	12	28	chemicals	chemical	NOUN
cet-12886	12	29	.	.	PUNCT
cet-12886	13	1	the	the	DET
cet-12886	13	2	energy	energy	NOUN
cet-12886	13	3	costs	cost	NOUN
cet-12886	13	4	for	for	ADP
cet-12886	13	5	common	common	ADJ
cet-12886	13	6	chemicals	chemical	NOUN
cet-12886	13	7	produced	produce	VERB
cet-12886	13	8	in	in	ADP
cet-12886	13	9	batch	batch	NOUN
cet-12886	13	10	operations	operation	NOUN
cet-12886	13	11	can	can	AUX
cet-12886	13	12	arrive	arrive	VERB
cet-12886	13	13	at	at	ADP
cet-12886	13	14	as	as	ADV
cet-12886	13	15	high	high	ADJ
cet-12886	13	16	as	as	ADP
cet-12886	13	17	10	10	NUM
cet-12886	13	18	%	%	NOUN
cet-12886	13	19	of	of	ADP
cet-12886	13	20	the	the	DET
cet-12886	13	21	total	total	ADJ
cet-12886	13	22	production	production	NOUN
cet-12886	13	23	costs	cost	NOUN
cet-12886	13	24	(	(	PUNCT
cet-12886	13	25	bieler	bieler	NOUN
cet-12886	13	26	et	et	PROPN
cet-12886	13	27	al	al	PROPN
cet-12886	13	28	.	.	PROPN
cet-12886	13	29	,	,	PUNCT
cet-12886	13	30	2004	2004	NUM
cet-12886	13	31	)	)	PUNCT
cet-12886	13	32	.	.	PUNCT
cet-12886	14	1	therefore	therefore	ADV
cet-12886	14	2	,	,	PUNCT
cet-12886	14	3	reducing	reduce	VERB
cet-12886	14	4	energy	energy	NOUN
cet-12886	14	5	consumption	consumption	NOUN
cet-12886	14	6	not	not	PART
cet-12886	14	7	only	only	ADV
cet-12886	14	8	reduces	reduce	VERB
cet-12886	14	9	the	the	DET
cet-12886	14	10	environmental	environmental	ADJ
cet-12886	14	11	impact	impact	NOUN
cet-12886	14	12	of	of	ADP
cet-12886	14	13	the	the	DET
cet-12886	14	14	process	process	NOUN
cet-12886	14	15	,	,	PUNCT
cet-12886	14	16	but	but	CCONJ
cet-12886	14	17	can	can	AUX
cet-12886	14	18	also	also	ADV
cet-12886	14	19	significantly	significantly	ADV
cet-12886	14	20	reduce	reduce	VERB
cet-12886	14	21	the	the	DET
cet-12886	14	22	process	process	NOUN
cet-12886	14	23	operating	operating	NOUN
cet-12886	14	24	expenses	expense	NOUN
cet-12886	14	25	.	.	PUNCT
cet-12886	15	1	one	one	NUM
cet-12886	15	2	approach	approach	NOUN
cet-12886	15	3	for	for	ADP
cet-12886	15	4	modeling	model	VERB
cet-12886	15	5	batch	batch	NOUN
cet-12886	15	6	processes	process	NOUN
cet-12886	15	7	is	be	AUX
cet-12886	15	8	based	base	VERB
cet-12886	15	9	on	on	ADP
cet-12886	15	10	first	first	ADJ
cet-12886	15	11	-	-	PUNCT
cet-12886	15	12	principles	principle	NOUN
cet-12886	15	13	models	model	NOUN
cet-12886	15	14	,	,	PUNCT
cet-12886	15	15	requiring	require	VERB
cet-12886	15	16	detailed	detailed	ADJ
cet-12886	15	17	knowledge	knowledge	NOUN
cet-12886	15	18	about	about	ADP
cet-12886	15	19	the	the	DET
cet-12886	15	20	phenomena	phenomena	NOUN
cet-12886	15	21	occurring	occur	VERB
cet-12886	15	22	in	in	ADP
cet-12886	15	23	the	the	DET
cet-12886	15	24	process	process	NOUN
cet-12886	15	25	.	.	PUNCT
cet-12886	16	1	the	the	DET
cet-12886	16	2	development	development	NOUN
cet-12886	16	3	of	of	ADP
cet-12886	16	4	these	these	DET
cet-12886	16	5	models	model	NOUN
cet-12886	16	6	is	be	AUX
cet-12886	16	7	usually	usually	ADV
cet-12886	16	8	expensive	expensive	ADJ
cet-12886	16	9	,	,	PUNCT
cet-12886	16	10	time	time	NOUN
cet-12886	16	11	consuming	consuming	NOUN
cet-12886	16	12	,	,	PUNCT
cet-12886	16	13	hence	hence	ADV
cet-12886	16	14	often	often	ADV
cet-12886	16	15	prohibitive	prohibitive	ADJ
cet-12886	16	16	in	in	ADP
cet-12886	16	17	an	an	DET
cet-12886	16	18	industrial	industrial	ADJ
cet-12886	16	19	setting	setting	NOUN
cet-12886	16	20	.	.	PUNCT
cet-12886	17	1	on	on	ADP
cet-12886	17	2	the	the	DET
cet-12886	17	3	other	other	ADJ
cet-12886	17	4	hand	hand	NOUN
cet-12886	17	5	,	,	PUNCT
cet-12886	17	6	the	the	DET
cet-12886	17	7	increased	increase	VERB
cet-12886	17	8	availability	availability	NOUN
cet-12886	17	9	of	of	ADP
cet-12886	17	10	data	datum	NOUN
cet-12886	17	11	in	in	ADP
cet-12886	17	12	the	the	DET
cet-12886	17	13	process	process	NOUN
cet-12886	17	14	industry	industry	NOUN
cet-12886	17	15	,	,	PUNCT
cet-12886	17	16	propelled	propel	VERB
cet-12886	17	17	by	by	ADP
cet-12886	17	18	the	the	DET
cet-12886	17	19	development	development	NOUN
cet-12886	17	20	of	of	ADP
cet-12886	17	21	sensors	sensor	NOUN
cet-12886	17	22	and	and	CCONJ
cet-12886	17	23	networking	network	VERB
cet-12886	17	24	technology	technology	NOUN
cet-12886	17	25	together	together	ADV
cet-12886	17	26	with	with	ADP
cet-12886	17	27	the	the	DET
cet-12886	17	28	reduction	reduction	NOUN
cet-12886	17	29	of	of	ADP
cet-12886	17	30	the	the	DET
cet-12886	17	31	costs	cost	NOUN
cet-12886	17	32	of	of	ADP
cet-12886	17	33	computing	compute	VERB
cet-12886	17	34	equipment	equipment	NOUN
cet-12886	17	35	,	,	PUNCT
cet-12886	17	36	allowed	allow	VERB
cet-12886	17	37	the	the	DET
cet-12886	17	38	development	development	NOUN
cet-12886	17	39	of	of	ADP
cet-12886	17	40	data	data	NOUN
cet-12886	17	41	-	-	PUNCT
cet-12886	17	42	driven	drive	VERB
cet-12886	17	43	models	model	NOUN
cet-12886	17	44	for	for	ADP
cet-12886	17	45	tasks	task	NOUN
cet-12886	17	46	traditionally	traditionally	ADV
cet-12886	17	47	carried	carry	VERB
cet-12886	17	48	out	out	ADP
cet-12886	17	49	through	through	ADP
cet-12886	17	50	first	first	ADJ
cet-12886	17	51	-	-	PUNCT
cet-12886	17	52	principles	principle	NOUN
cet-12886	17	53	models	model	NOUN
cet-12886	17	54	,	,	PUNCT
cet-12886	17	55	thus	thus	ADV
cet-12886	17	56	sensibly	sensibly	ADV
cet-12886	17	57	reducing	reduce	VERB
cet-12886	17	58	time	time	NOUN
cet-12886	17	59	and	and	CCONJ
cet-12886	17	60	costs	cost	NOUN
cet-12886	17	61	for	for	ADP
cet-12886	17	62	model	model	NOUN
cet-12886	17	63	development	development	NOUN
cet-12886	17	64	.	.	PUNCT
cet-12886	18	1	batch	batch	NOUN
cet-12886	18	2	processing	processing	NOUN
cet-12886	18	3	is	be	AUX
cet-12886	18	4	highly	highly	ADV
cet-12886	18	5	impacted	impact	VERB
cet-12886	18	6	by	by	ADP
cet-12886	18	7	this	this	DET
cet-12886	18	8	approach	approach	NOUN
cet-12886	18	9	,	,	PUNCT
cet-12886	18	10	especially	especially	ADV
cet-12886	18	11	when	when	SCONJ
cet-12886	18	12	the	the	DET
cet-12886	18	13	process	process	NOUN
cet-12886	18	14	chemistry	chemistry	NOUN
cet-12886	18	15	is	be	AUX
cet-12886	18	16	not	not	PART
cet-12886	18	17	completely	completely	ADV
cet-12886	18	18	understood	understand	VERB
cet-12886	18	19	,	,	PUNCT
cet-12886	18	20	which	which	PRON
cet-12886	18	21	renders	render	VERB
cet-12886	18	22	the	the	DET
cet-12886	18	23	development	development	NOUN
cet-12886	18	24	of	of	ADP
cet-12886	18	25	a	a	DET
cet-12886	18	26	first	first	ADJ
cet-12886	18	27	-	-	PUNCT
cet-12886	18	28	principles	principle	NOUN
cet-12886	18	29	model	model	NOUN
cet-12886	18	30	a	a	DET
cet-12886	18	31	hard	hard	ADJ
cet-12886	18	32	(	(	PUNCT
cet-12886	18	33	or	or	CCONJ
cet-12886	18	34	even	even	ADV
cet-12886	18	35	impossible	impossible	ADJ
cet-12886	18	36	)	)	PUNCT
cet-12886	18	37	task	task	NOUN
cet-12886	18	38	.	.	PUNCT
cet-12886	19	1	in	in	ADP
cet-12886	19	2	order	order	NOUN
cet-12886	19	3	to	to	PART
cet-12886	19	4	extract	extract	VERB
cet-12886	19	5	process	process	NOUN
cet-12886	19	6	-	-	PUNCT
cet-12886	19	7	relevant	relevant	ADJ
cet-12886	19	8	information	information	NOUN
cet-12886	19	9	from	from	ADP
cet-12886	19	10	the	the	DET
cet-12886	19	11	massive	massive	ADJ
cet-12886	19	12	amount	amount	NOUN
cet-12886	19	13	of	of	ADP
cet-12886	19	14	data	datum	NOUN
cet-12886	19	15	generated	generate	VERB
cet-12886	19	16	by	by	ADP
cet-12886	19	17	a	a	DET
cet-12886	19	18	modern	modern	ADJ
cet-12886	19	19	chemical	chemical	NOUN
cet-12886	19	20	process	process	NOUN
cet-12886	19	21	,	,	PUNCT
cet-12886	19	22	effective	effective	ADJ
cet-12886	19	23	data	datum	NOUN
cet-12886	19	24	analytics	analytic	NOUN
cet-12886	19	25	techniques	technique	NOUN
cet-12886	19	26	can	can	AUX
cet-12886	19	27	be	be	AUX
cet-12886	19	28	used	use	VERB
cet-12886	19	29	.	.	PUNCT
cet-12886	20	1	multivariate	multivariate	VERB
cet-12886	20	2	statistical	statistical	ADJ
cet-12886	20	3	methods	method	NOUN
cet-12886	20	4	,	,	PUNCT
cet-12886	20	5	such	such	ADJ
cet-12886	20	6	as	as	ADP
cet-12886	20	7	principal	principal	ADJ
cet-12886	20	8	component	component	NOUN
cet-12886	20	9	analysis	analysis	NOUN
cet-12886	20	10	(	(	PUNCT
cet-12886	20	11	pca	pca	NOUN
cet-12886	20	12	;	;	PUNCT
cet-12886	20	13	jollife	jollife	NOUN
cet-12886	20	14	and	and	CCONJ
cet-12886	20	15	cadima	cadima	PROPN
cet-12886	20	16	,	,	PUNCT
cet-12886	20	17	2016	2016	NUM
cet-12886	20	18	)	)	PUNCT
cet-12886	20	19	and	and	CCONJ
cet-12886	20	20	its	its	PRON
cet-12886	20	21	multiway	multiway	NOUN
cet-12886	20	22	extension	extension	NOUN
cet-12886	20	23	(	(	PUNCT
cet-12886	20	24	nomikos	nomikos	NOUN
cet-12886	20	25	and	and	CCONJ
cet-12886	20	26	macgregor	macgregor	PROPN
cet-12886	20	27	,	,	PUNCT
cet-12886	20	28	1995	1995	NUM
cet-12886	20	29	)	)	PUNCT
cet-12886	20	30	are	be	AUX
cet-12886	20	31	extensively	extensively	ADV
cet-12886	20	32	used	use	VERB
cet-12886	20	33	to	to	ADP
cet-12886	20	34	this	this	DET
cet-12886	20	35	purpose	purpose	NOUN
cet-12886	20	36	.	.	PUNCT
cet-12886	21	1	these	these	DET
cet-12886	21	2	techniques	technique	NOUN
cet-12886	21	3	can	can	AUX
cet-12886	21	4	reduce	reduce	VERB
cet-12886	21	5	the	the	DET
cet-12886	21	6	dimensionality	dimensionality	NOUN
cet-12886	21	7	of	of	ADP
cet-12886	21	8	229	229	NUM
cet-12886	21	9	large	large	ADJ
cet-12886	21	10	sets	set	NOUN
cet-12886	21	11	of	of	ADP
cet-12886	21	12	data	datum	NOUN
cet-12886	21	13	,	,	PUNCT
cet-12886	21	14	thus	thus	ADV
cet-12886	21	15	increasing	increase	VERB
cet-12886	21	16	their	their	PRON
cet-12886	21	17	interpretability	interpretability	NOUN
cet-12886	21	18	while	while	SCONJ
cet-12886	21	19	minimizing	minimize	VERB
cet-12886	21	20	information	information	NOUN
cet-12886	21	21	loss	loss	NOUN
cet-12886	21	22	,	,	PUNCT
cet-12886	21	23	and	and	CCONJ
cet-12886	21	24	revealing	reveal	VERB
cet-12886	21	25	the	the	DET
cet-12886	21	26	underlying	underlie	VERB
cet-12886	21	27	correlation	correlation	NOUN
cet-12886	21	28	structure	structure	NOUN
cet-12886	21	29	between	between	ADP
cet-12886	21	30	the	the	DET
cet-12886	21	31	process	process	NOUN
cet-12886	21	32	variables	variable	VERB
cet-12886	21	33	over	over	ADP
cet-12886	21	34	their	their	PRON
cet-12886	21	35	time	time	NOUN
cet-12886	21	36	evolution	evolution	NOUN
cet-12886	21	37	.	.	PUNCT
cet-12886	22	1	they	they	PRON
cet-12886	22	2	do	do	VERB
cet-12886	22	3	this	this	PRON
cet-12886	22	4	by	by	ADP
cet-12886	22	5	projecting	project	VERB
cet-12886	22	6	the	the	DET
cet-12886	22	7	data	datum	NOUN
cet-12886	22	8	onto	onto	ADP
cet-12886	22	9	the	the	DET
cet-12886	22	10	space	space	NOUN
cet-12886	22	11	of	of	ADP
cet-12886	22	12	a	a	DET
cet-12886	22	13	reduced	reduced	ADJ
cet-12886	22	14	set	set	NOUN
cet-12886	22	15	of	of	ADP
cet-12886	22	16	new	new	ADJ
cet-12886	22	17	,	,	PUNCT
cet-12886	22	18	uncorrelated	uncorrelated	ADJ
cet-12886	22	19	variables	variable	NOUN
cet-12886	22	20	(	(	PUNCT
cet-12886	22	21	called	call	VERB
cet-12886	22	22	principal	principal	ADJ
cet-12886	22	23	components	component	NOUN
cet-12886	22	24	)	)	PUNCT
cet-12886	22	25	that	that	PRON
cet-12886	22	26	summarize	summarize	VERB
cet-12886	22	27	the	the	DET
cet-12886	22	28	original	original	ADJ
cet-12886	22	29	data	datum	NOUN
cet-12886	22	30	,	,	PUNCT
cet-12886	22	31	in	in	ADP
cet-12886	22	32	such	such	DET
cet-12886	22	33	a	a	DET
cet-12886	22	34	way	way	NOUN
cet-12886	22	35	that	that	PRON
cet-12886	22	36	an	an	DET
cet-12886	22	37	intuitive	intuitive	ADJ
cet-12886	22	38	visual	visual	ADJ
cet-12886	22	39	comparison	comparison	NOUN
cet-12886	22	40	of	of	ADP
cet-12886	22	41	the	the	DET
cet-12886	22	42	data	datum	NOUN
cet-12886	22	43	evolution	evolution	NOUN
cet-12886	22	44	patterns	pattern	NOUN
cet-12886	22	45	across	across	ADP
cet-12886	22	46	different	different	ADJ
cet-12886	22	47	batches	batch	NOUN
cet-12886	22	48	can	can	AUX
cet-12886	22	49	be	be	AUX
cet-12886	22	50	obtained	obtain	VERB
cet-12886	22	51	.	.	PUNCT
cet-12886	23	1	in	in	ADP
cet-12886	23	2	this	this	DET
cet-12886	23	3	study	study	NOUN
cet-12886	23	4	,	,	PUNCT
cet-12886	23	5	we	we	PRON
cet-12886	23	6	exploit	exploit	VERB
cet-12886	23	7	pca	pca	PROPN
cet-12886	23	8	to	to	PART
cet-12886	23	9	find	find	VERB
cet-12886	23	10	the	the	DET
cet-12886	23	11	root	root	NOUN
cet-12886	23	12	-	-	PUNCT
cet-12886	23	13	cause	cause	NOUN
cet-12886	23	14	determining	determine	VERB
cet-12886	23	15	a	a	DET
cet-12886	23	16	large	large	ADJ
cet-12886	23	17	variability	variability	NOUN
cet-12886	23	18	in	in	ADP
cet-12886	23	19	the	the	DET
cet-12886	23	20	time	time	NOUN
cet-12886	23	21	duration	duration	NOUN
cet-12886	23	22	of	of	ADP
cet-12886	23	23	a	a	DET
cet-12886	23	24	key	key	ADJ
cet-12886	23	25	reaction	reaction	NOUN
cet-12886	23	26	step	step	NOUN
cet-12886	23	27	for	for	ADP
cet-12886	23	28	an	an	DET
cet-12886	23	29	industrial	industrial	ADJ
cet-12886	23	30	batch	batch	NOUN
cet-12886	23	31	process	process	NOUN
cet-12886	23	32	manufacturing	manufacture	VERB
cet-12886	23	33	a	a	DET
cet-12886	23	34	specialty	specialty	NOUN
cet-12886	23	35	chemical	chemical	NOUN
cet-12886	23	36	.	.	PUNCT
cet-12886	24	1	large	large	ADJ
cet-12886	24	2	(	(	PUNCT
cet-12886	24	3	and	and	CCONJ
cet-12886	24	4	unexplained	unexplained	ADJ
cet-12886	24	5	)	)	PUNCT
cet-12886	24	6	average	average	ADJ
cet-12886	24	7	batch	batch	NOUN
cet-12886	24	8	length	length	NOUN
cet-12886	24	9	and	and	CCONJ
cet-12886	24	10	length	length	NOUN
cet-12886	24	11	variability	variability	NOUN
cet-12886	24	12	in	in	ADP
cet-12886	24	13	this	this	DET
cet-12886	24	14	reaction	reaction	NOUN
cet-12886	24	15	step	step	NOUN
cet-12886	24	16	caused	cause	VERB
cet-12886	24	17	significant	significant	ADJ
cet-12886	24	18	energy	energy	NOUN
cet-12886	24	19	and	and	CCONJ
cet-12886	24	20	raw	raw	ADJ
cet-12886	24	21	materials	material	NOUN
cet-12886	24	22	consumption	consumption	NOUN
cet-12886	24	23	per	per	ADP
cet-12886	24	24	unit	unit	NOUN
cet-12886	24	25	of	of	ADP
cet-12886	24	26	product	product	NOUN
cet-12886	24	27	manufactured	manufacture	VERB
cet-12886	24	28	,	,	PUNCT
cet-12886	24	29	yet	yet	ADV
cet-12886	24	30	with	with	ADP
cet-12886	24	31	no	no	DET
cet-12886	24	32	apparent	apparent	ADJ
cet-12886	24	33	impact	impact	NOUN
cet-12886	24	34	on	on	ADP
cet-12886	24	35	the	the	DET
cet-12886	24	36	quality	quality	NOUN
cet-12886	24	37	of	of	ADP
cet-12886	24	38	the	the	DET
cet-12886	24	39	final	final	ADJ
cet-12886	24	40	product	product	NOUN
cet-12886	24	41	.	.	PUNCT
cet-12886	25	1	2	2	X
cet-12886	25	2	.	.	X
cet-12886	25	3	process	process	NOUN
cet-12886	25	4	description	description	NOUN
cet-12886	25	5	the	the	DET
cet-12886	25	6	process	process	NOUN
cet-12886	25	7	under	under	ADP
cet-12886	25	8	investigation	investigation	NOUN
cet-12886	25	9	consists	consist	VERB
cet-12886	25	10	in	in	ADP
cet-12886	25	11	the	the	DET
cet-12886	25	12	synthesis	synthesis	NOUN
cet-12886	25	13	of	of	ADP
cet-12886	25	14	an	an	DET
cet-12886	25	15	intermediate	intermediate	ADJ
cet-12886	25	16	chemical	chemical	NOUN
cet-12886	25	17	for	for	ADP
cet-12886	25	18	the	the	DET
cet-12886	25	19	manufacturing	manufacturing	NOUN
cet-12886	25	20	of	of	ADP
cet-12886	25	21	a	a	DET
cet-12886	25	22	hindered	hinder	VERB
cet-12886	25	23	amine	amine	ADJ
cet-12886	25	24	light	light	NOUN
cet-12886	25	25	stabilizer	stabilizer	NOUN
cet-12886	25	26	(	(	PUNCT
cet-12886	25	27	hals	hal	NOUN
cet-12886	25	28	)	)	PUNCT
cet-12886	25	29	,	,	PUNCT
cet-12886	25	30	to	to	PART
cet-12886	25	31	be	be	AUX
cet-12886	25	32	used	use	VERB
cet-12886	25	33	as	as	ADP
cet-12886	25	34	a	a	DET
cet-12886	25	35	polymer	polymer	NOUN
cet-12886	25	36	additive	additive	NOUN
cet-12886	25	37	.	.	PUNCT
cet-12886	26	1	a	a	DET
cet-12886	26	2	simplified	simplified	ADJ
cet-12886	26	3	process	process	NOUN
cet-12886	26	4	flow	flow	NOUN
cet-12886	26	5	diagram	diagram	NOUN
cet-12886	26	6	is	be	AUX
cet-12886	26	7	shown	show	VERB
cet-12886	26	8	in	in	ADP
cet-12886	26	9	figure	figure	NOUN
cet-12886	26	10	1	1	NUM
cet-12886	26	11	.	.	PUNCT
cet-12886	27	1	figure	figure	NOUN
cet-12886	27	2	1	1	NUM
cet-12886	27	3	:	:	PUNCT
cet-12886	27	4	simplified	simplified	ADJ
cet-12886	27	5	process	process	NOUN
cet-12886	27	6	flow	flow	NOUN
cet-12886	27	7	diagram	diagram	NOUN
cet-12886	27	8	of	of	ADP
cet-12886	27	9	the	the	DET
cet-12886	27	10	process	process	NOUN
cet-12886	27	11	under	under	ADP
cet-12886	27	12	investigation	investigation	NOUN
cet-12886	27	13	in	in	ADP
cet-12886	27	14	this	this	DET
cet-12886	27	15	semi	semi	ADJ
cet-12886	27	16	-	-	ADJ
cet-12886	27	17	batch	batch	ADJ
cet-12886	27	18	process	process	NOUN
cet-12886	27	19	,	,	PUNCT
cet-12886	27	20	reactants	reactant	VERB
cet-12886	27	21	a	a	PRON
cet-12886	27	22	and	and	CCONJ
cet-12886	27	23	b	b	NOUN
cet-12886	27	24	are	be	AUX
cet-12886	27	25	fed	feed	VERB
cet-12886	27	26	to	to	ADP
cet-12886	27	27	the	the	DET
cet-12886	27	28	jacketed	jacket	VERB
cet-12886	27	29	stirred	stir	VERB
cet-12886	27	30	tank	tank	NOUN
cet-12886	27	31	reactor	reactor	NOUN
cet-12886	27	32	r410	r410	PROPN
cet-12886	27	33	.	.	PUNCT
cet-12886	28	1	vacuum	vacuum	PROPN
cet-12886	28	2	is	be	AUX
cet-12886	28	3	then	then	ADV
cet-12886	28	4	applied	apply	VERB
cet-12886	28	5	to	to	ADP
cet-12886	28	6	the	the	DET
cet-12886	28	7	system	system	NOUN
cet-12886	28	8	,	,	PUNCT
cet-12886	28	9	and	and	CCONJ
cet-12886	28	10	the	the	DET
cet-12886	28	11	main	main	ADJ
cet-12886	28	12	reaction	reaction	NOUN
cet-12886	28	13	is	be	AUX
cet-12886	28	14	a	a	DET
cet-12886	28	15	liquid	liquid	NOUN
cet-12886	28	16	-	-	PUNCT
cet-12886	28	17	phase	phase	NOUN
cet-12886	28	18	,	,	PUNCT
cet-12886	28	19	thermally	thermally	ADV
cet-12886	28	20	activated	activate	VERB
cet-12886	28	21	,	,	PUNCT
cet-12886	28	22	exothermic	exothermic	ADJ
cet-12886	28	23	one	one	NOUN
cet-12886	28	24	,	,	PUNCT
cet-12886	28	25	according	accord	VERB
cet-12886	28	26	to	to	ADP
cet-12886	28	27	:	:	PUNCT
cet-12886	28	28	2a	2a	NUM
cet-12886	28	29	+	+	CCONJ
cet-12886	28	30	b	b	X
cet-12886	28	31	→	→	SYM
cet-12886	28	32	2c	2c	NOUN
cet-12886	28	33	+	+	SYM
cet-12886	28	34	d	d	X
cet-12886	28	35	(	(	PUNCT
cet-12886	28	36	1	1	NUM
cet-12886	28	37	)	)	PUNCT
cet-12886	28	38	where	where	SCONJ
cet-12886	28	39	d	d	NOUN
cet-12886	28	40	is	be	AUX
cet-12886	28	41	the	the	DET
cet-12886	28	42	desired	desire	VERB
cet-12886	28	43	product	product	NOUN
cet-12886	28	44	,	,	PUNCT
cet-12886	28	45	and	and	CCONJ
cet-12886	28	46	c	c	NOUN
cet-12886	28	47	is	be	AUX
cet-12886	28	48	a	a	DET
cet-12886	28	49	byproduct	byproduct	NOUN
cet-12886	28	50	.	.	PUNCT
cet-12886	29	1	the	the	DET
cet-12886	29	2	process	process	NOUN
cet-12886	29	3	is	be	AUX
cet-12886	29	4	highly	highly	ADV
cet-12886	29	5	automated	automate	VERB
cet-12886	29	6	and	and	CCONJ
cet-12886	29	7	is	be	AUX
cet-12886	29	8	operated	operate	VERB
cet-12886	29	9	through	through	ADP
cet-12886	29	10	a	a	DET
cet-12886	29	11	recipe	recipe	NOUN
cet-12886	29	12	that	that	PRON
cet-12886	29	13	consists	consist	VERB
cet-12886	29	14	of	of	ADP
cet-12886	29	15	the	the	DET
cet-12886	29	16	following	follow	VERB
cet-12886	29	17	steps	step	NOUN
cet-12886	29	18	:	:	PUNCT
cet-12886	29	19	1	1	X
cet-12886	29	20	.	.	X
cet-12886	29	21	setup	setup	NOUN
cet-12886	29	22	:	:	PUNCT
cet-12886	29	23	the	the	DET
cet-12886	29	24	system	system	NOUN
cet-12886	29	25	is	be	AUX
cet-12886	29	26	set	set	VERB
cet-12886	29	27	up	up	ADP
cet-12886	29	28	for	for	ADP
cet-12886	29	29	a	a	DET
cet-12886	29	30	new	new	ADJ
cet-12886	29	31	run	run	NOUN
cet-12886	29	32	;	;	PUNCT
cet-12886	29	33	2	2	X
cet-12886	29	34	.	.	X
cet-12886	29	35	reactant	reactant	NOUN
cet-12886	29	36	loading	loading	NOUN
cet-12886	29	37	:	:	PUNCT
cet-12886	29	38	liquid	liquid	NOUN
cet-12886	29	39	reactants	reactant	VERB
cet-12886	29	40	a	a	PRON
cet-12886	29	41	and	and	CCONJ
cet-12886	29	42	b	b	NOUN
cet-12886	29	43	are	be	AUX
cet-12886	29	44	loaded	load	VERB
cet-12886	29	45	into	into	ADP
cet-12886	29	46	r410	r410	PROPN
cet-12886	29	47	from	from	ADP
cet-12886	29	48	their	their	PRON
cet-12886	29	49	respective	respective	ADJ
cet-12886	29	50	storage	storage	NOUN
cet-12886	29	51	tanks	tank	NOUN
cet-12886	29	52	in	in	ADP
cet-12886	29	53	stoichiometric	stoichiometric	ADJ
cet-12886	29	54	amounts	amount	NOUN
cet-12886	29	55	.	.	PUNCT
cet-12886	30	1	a	a	DET
cet-12886	30	2	small	small	ADJ
cet-12886	30	3	amount	amount	NOUN
cet-12886	30	4	of	of	ADP
cet-12886	30	5	c	c	NOUN
cet-12886	30	6	is	be	AUX
cet-12886	30	7	also	also	ADV
cet-12886	30	8	loaded	load	VERB
cet-12886	30	9	into	into	ADP
cet-12886	30	10	the	the	DET
cet-12886	30	11	reactor	reactor	NOUN
cet-12886	30	12	;	;	PUNCT
cet-12886	30	13	the	the	DET
cet-12886	30	14	reason	reason	NOUN
cet-12886	30	15	for	for	ADP
cet-12886	30	16	this	this	PRON
cet-12886	30	17	is	be	AUX
cet-12886	30	18	to	to	PART
cet-12886	30	19	speed	speed	VERB
cet-12886	30	20	up	up	ADP
cet-12886	30	21	the	the	DET
cet-12886	30	22	initial	initial	ADJ
cet-12886	30	23	reaction	reaction	NOUN
cet-12886	30	24	phase	phase	NOUN
cet-12886	30	25	.	.	PUNCT
cet-12886	31	1	the	the	DET
cet-12886	31	2	reactor	reactor	NOUN
cet-12886	31	3	is	be	AUX
cet-12886	31	4	heated	heat	VERB
cet-12886	31	5	up	up	ADP
cet-12886	31	6	with	with	ADP
cet-12886	31	7	low	low	ADJ
cet-12886	31	8	-	-	PUNCT
cet-12886	31	9	pressure	pressure	NOUN
cet-12886	31	10	steam	steam	NOUN
cet-12886	31	11	through	through	ADP
cet-12886	31	12	a	a	DET
cet-12886	31	13	jacket	jacket	NOUN
cet-12886	31	14	,	,	PUNCT
cet-12886	31	15	to	to	PART
cet-12886	31	16	reach	reach	VERB
cet-12886	31	17	the	the	DET
cet-12886	31	18	temperature	temperature	NOUN
cet-12886	31	19	required	require	VERB
cet-12886	31	20	to	to	PART
cet-12886	31	21	carry	carry	VERB
cet-12886	31	22	out	out	ADP
cet-12886	31	23	the	the	DET
cet-12886	31	24	reaction	reaction	NOUN
cet-12886	31	25	;	;	PUNCT
cet-12886	32	1	3	3	X
cet-12886	32	2	.	.	X
cet-12886	32	3	reaction	reaction	NOUN
cet-12886	32	4	:	:	PUNCT
cet-12886	33	1	vacuum	vacuum	NOUN
cet-12886	33	2	is	be	AUX
cet-12886	33	3	applied	apply	VERB
cet-12886	33	4	to	to	ADP
cet-12886	33	5	the	the	DET
cet-12886	33	6	system	system	NOUN
cet-12886	33	7	in	in	ADP
cet-12886	33	8	two	two	NUM
cet-12886	33	9	steps	step	NOUN
cet-12886	33	10	:	:	PUNCT
cet-12886	33	11	a	a	DET
cet-12886	33	12	faster	fast	ADJ
cet-12886	33	13	pressure	pressure	NOUN
cet-12886	33	14	decrease	decrease	NOUN
cet-12886	33	15	is	be	AUX
cet-12886	33	16	applied	apply	VERB
cet-12886	33	17	first	first	ADV
cet-12886	33	18	,	,	PUNCT
cet-12886	33	19	down	down	ADP
cet-12886	33	20	to	to	ADP
cet-12886	33	21	an	an	DET
cet-12886	33	22	assigned	assign	VERB
cet-12886	33	23	pressure	pressure	NOUN
cet-12886	33	24	;	;	PUNCT
cet-12886	33	25	then	then	ADV
cet-12886	33	26	,	,	PUNCT
cet-12886	33	27	pressure	pressure	NOUN
cet-12886	33	28	is	be	AUX
cet-12886	33	29	further	far	ADV
cet-12886	33	30	slowly	slowly	ADV
cet-12886	33	31	decreased	decrease	VERB
cet-12886	33	32	to	to	ADP
cet-12886	33	33	the	the	DET
cet-12886	33	34	pressure	pressure	NOUN
cet-12886	33	35	value	value	NOUN
cet-12886	33	36	required	require	VERB
cet-12886	33	37	by	by	ADP
cet-12886	33	38	the	the	DET
cet-12886	33	39	reaction	reaction	NOUN
cet-12886	33	40	.	.	PUNCT
cet-12886	34	1	once	once	SCONJ
cet-12886	34	2	the	the	DET
cet-12886	34	3	reaction	reaction	NOUN
cet-12886	34	4	conditions	condition	NOUN
cet-12886	34	5	are	be	AUX
cet-12886	34	6	met	meet	VERB
cet-12886	34	7	,	,	PUNCT
cet-12886	34	8	byproduct	byproduct	NOUN
cet-12886	34	9	c	c	NOUN
cet-12886	34	10	is	be	AUX
cet-12886	34	11	released	release	VERB
cet-12886	34	12	as	as	ADP
cet-12886	34	13	a	a	DET
cet-12886	34	14	vapor	vapor	NOUN
cet-12886	34	15	,	,	PUNCT
cet-12886	34	16	and	and	CCONJ
cet-12886	34	17	it	it	PRON
cet-12886	34	18	is	be	AUX
cet-12886	34	19	removed	remove	VERB
cet-12886	34	20	from	from	ADP
cet-12886	34	21	the	the	DET
cet-12886	34	22	reactor	reactor	NOUN
cet-12886	34	23	,	,	PUNCT
cet-12886	34	24	condensed	condense	VERB
cet-12886	34	25	in	in	ADP
cet-12886	34	26	e410	e410	PROPN
cet-12886	34	27	condenser	condenser	NOUN
cet-12886	34	28	,	,	PUNCT
cet-12886	34	29	and	and	CCONJ
cet-12886	34	30	then	then	ADV
cet-12886	34	31	stored	store	VERB
cet-12886	34	32	in	in	ADP
cet-12886	34	33	t410	t410	PROPN
cet-12886	34	34	buffer	buffer	NOUN
cet-12886	34	35	tank	tank	NOUN
cet-12886	34	36	;	;	PUNCT
cet-12886	34	37	4	4	X
cet-12886	34	38	.	.	X
cet-12886	34	39	nitrogen	nitrogen	NOUN
cet-12886	34	40	blanketing	blanketing	NOUN
cet-12886	34	41	:	:	PUNCT
cet-12886	34	42	when	when	SCONJ
cet-12886	34	43	the	the	DET
cet-12886	34	44	required	require	VERB
cet-12886	34	45	volume	volume	NOUN
cet-12886	34	46	in	in	ADP
cet-12886	34	47	t410	t410	PROPN
cet-12886	34	48	is	be	AUX
cet-12886	34	49	obtained	obtain	VERB
cet-12886	34	50	,	,	PUNCT
cet-12886	34	51	vacuum	vacuum	PROPN
cet-12886	34	52	is	be	AUX
cet-12886	34	53	broken	break	VERB
cet-12886	34	54	,	,	PUNCT
cet-12886	34	55	and	and	CCONJ
cet-12886	34	56	the	the	DET
cet-12886	34	57	reactor	reactor	NOUN
cet-12886	34	58	is	be	AUX
cet-12886	34	59	blanketed	blanket	VERB
cet-12886	34	60	with	with	ADP
cet-12886	34	61	nitrogen	nitrogen	NOUN
cet-12886	34	62	;	;	PUNCT
cet-12886	34	63	5	5	NUM
cet-12886	34	64	.	.	X
cet-12886	34	65	product	product	NOUN
cet-12886	34	66	discharge	discharge	NOUN
cet-12886	34	67	:	:	PUNCT
cet-12886	34	68	liquid	liquid	ADJ
cet-12886	34	69	byproduct	byproduct	NOUN
cet-12886	34	70	c	c	NOUN
cet-12886	34	71	is	be	AUX
cet-12886	34	72	discharged	discharge	VERB
cet-12886	34	73	from	from	ADP
cet-12886	34	74	t410	t410	PROPN
cet-12886	34	75	to	to	ADP
cet-12886	34	76	the	the	DET
cet-12886	34	77	waste	waste	NOUN
cet-12886	34	78	unit	unit	NOUN
cet-12886	34	79	,	,	PUNCT
cet-12886	34	80	reaction	reaction	NOUN
cet-12886	34	81	product	product	NOUN
cet-12886	34	82	d	d	PROPN
cet-12886	34	83	(	(	PUNCT
cet-12886	34	84	liquid	liquid	NOUN
cet-12886	34	85	)	)	PUNCT
cet-12886	34	86	is	be	AUX
cet-12886	34	87	discharged	discharge	VERB
cet-12886	34	88	from	from	ADP
cet-12886	34	89	r410	r410	PROPN
cet-12886	34	90	and	and	CCONJ
cet-12886	34	91	fed	feed	VERB
cet-12886	34	92	to	to	ADP
cet-12886	34	93	the	the	DET
cet-12886	34	94	subsequent	subsequent	ADJ
cet-12886	34	95	processing	processing	NOUN
cet-12886	34	96	step	step	NOUN
cet-12886	34	97	.	.	PUNCT
cet-12886	35	1	step	step	NOUN
cet-12886	35	2	3	3	NUM
cet-12886	35	3	corresponds	correspond	NOUN
cet-12886	35	4	to	to	ADP
cet-12886	35	5	the	the	DET
cet-12886	35	6	reaction	reaction	NOUN
cet-12886	35	7	phase	phase	NOUN
cet-12886	35	8	(	(	PUNCT
cet-12886	35	9	the	the	DET
cet-12886	35	10	key	key	ADJ
cet-12886	35	11	one	one	NOUN
cet-12886	35	12	for	for	ADP
cet-12886	35	13	this	this	DET
cet-12886	35	14	process	process	NOUN
cet-12886	35	15	)	)	PUNCT
cet-12886	35	16	,	,	PUNCT
cet-12886	35	17	and	and	CCONJ
cet-12886	35	18	we	we	PRON
cet-12886	35	19	call	call	VERB
cet-12886	35	20	“	"	PUNCT
cet-12886	35	21	batch	batch	NOUN
cet-12886	35	22	length	length	NOUN
cet-12886	35	23	”	"	PUNCT
cet-12886	35	24	its	its	PRON
cet-12886	35	25	duration	duration	NOUN
cet-12886	35	26	.	.	PUNCT
cet-12886	36	1	figure	figure	NOUN
cet-12886	36	2	2	2	NUM
cet-12886	36	3	shows	show	VERB
cet-12886	36	4	the	the	DET
cet-12886	36	5	distribution	distribution	NOUN
cet-12886	36	6	of	of	ADP
cet-12886	36	7	batch	batch	NOUN
cet-12886	36	8	lengths	length	NOUN
cet-12886	36	9	recorded	record	VERB
cet-12886	36	10	over	over	ADP
cet-12886	36	11	a	a	DET
cet-12886	36	12	period	period	NOUN
cet-12886	36	13	of	of	ADP
cet-12886	36	14	12	12	NUM
cet-12886	36	15	consecutive	consecutive	ADJ
cet-12886	36	16	months	month	NOUN
cet-12886	36	17	before	before	SCONJ
cet-12886	36	18	this	this	DET
cet-12886	36	19	study	study	NOUN
cet-12886	36	20	was	be	AUX
cet-12886	36	21	started	start	VERB
cet-12886	36	22	.	.	PUNCT
cet-12886	37	1	it	it	PRON
cet-12886	37	2	can	can	AUX
cet-12886	37	3	be	be	AUX
cet-12886	37	4	seen	see	VERB
cet-12886	37	5	that	that	SCONJ
cet-12886	37	6	the	the	DET
cet-12886	37	7	distribution	distribution	NOUN
cet-12886	37	8	is	be	AUX
cet-12886	37	9	bimodal	bimodal	NOUN
cet-12886	37	10	,	,	PUNCT
cet-12886	37	11	with	with	ADP
cet-12886	37	12	one	one	NUM
cet-12886	37	13	mode	mode	NOUN
cet-12886	37	14	with	with	ADP
cet-12886	37	15	a	a	DET
cet-12886	37	16	peak	peak	NOUN
cet-12886	37	17	at	at	ADP
cet-12886	37	18	56	56	NUM
cet-12886	37	19	min	min	NOUN
cet-12886	37	20	and	and	CCONJ
cet-12886	37	21	one	one	NUM
cet-12886	37	22	mode	mode	NOUN
cet-12886	37	23	with	with	ADP
cet-12886	37	24	a	a	DET
cet-12886	37	25	peak	peak	NOUN
cet-12886	37	26	at	at	ADP
cet-12886	37	27	74	74	NUM
cet-12886	37	28	min	min	NOUN
cet-12886	37	29	;	;	PUNCT
cet-12886	37	30	furthermore	furthermore	ADV
cet-12886	37	31	,	,	PUNCT
cet-12886	37	32	the	the	DET
cet-12886	37	33	batch	batch	NOUN
cet-12886	37	34	lengths	length	NOUN
cet-12886	37	35	range	range	VERB
cet-12886	37	36	between	between	ADP
cet-12886	37	37	55	55	NUM
cet-12886	37	38	and	and	CCONJ
cet-12886	37	39	145	145	NUM
cet-12886	37	40	min	min	NOUN
cet-12886	37	41	,	,	PUNCT
cet-12886	37	42	and	and	CCONJ
cet-12886	37	43	the	the	DET
cet-12886	37	44	overall	overall	ADJ
cet-12886	37	45	average	average	ADJ
cet-12886	37	46	batch	batch	NOUN
cet-12886	37	47	length	length	NOUN
cet-12886	37	48	is	be	AUX
cet-12886	37	49	77	77	NUM
cet-12886	37	50	min	min	NOUN
cet-12886	37	51	.	.	PROPN
cet-12886	37	52	230	230	NUM
cet-12886	37	53	figure	figure	NOUN
cet-12886	37	54	2	2	NUM
cet-12886	37	55	:	:	PUNCT
cet-12886	37	56	distribution	distribution	NOUN
cet-12886	37	57	of	of	ADP
cet-12886	37	58	the	the	DET
cet-12886	37	59	time	time	NOUN
cet-12886	37	60	duration	duration	NOUN
cet-12886	37	61	of	of	ADP
cet-12886	37	62	step	step	NOUN
cet-12886	37	63	3	3	NUM
cet-12886	37	64	in	in	ADP
cet-12886	37	65	reactor	reactor	NOUN
cet-12886	37	66	r410	r410	PROPN
cet-12886	37	67	across	across	ADP
cet-12886	37	68	the	the	DET
cet-12886	37	69	historical	historical	ADJ
cet-12886	37	70	dataset	dataset	NOUN
cet-12886	37	71	.	.	PUNCT
cet-12886	38	1	the	the	DET
cet-12886	38	2	vertical	vertical	ADJ
cet-12886	38	3	red	red	ADJ
cet-12886	38	4	line	line	NOUN
cet-12886	38	5	is	be	AUX
cet-12886	38	6	the	the	DET
cet-12886	38	7	mean	mean	NOUN
cet-12886	38	8	of	of	ADP
cet-12886	38	9	the	the	DET
cet-12886	38	10	distribution	distribution	NOUN
cet-12886	38	11	.	.	PUNCT
cet-12886	39	1	the	the	DET
cet-12886	39	2	result	result	NOUN
cet-12886	39	3	of	of	ADP
cet-12886	39	4	this	this	DET
cet-12886	39	5	variability	variability	NOUN
cet-12886	39	6	in	in	ADP
cet-12886	39	7	batch	batch	NOUN
cet-12886	39	8	length	length	NOUN
cet-12886	39	9	is	be	AUX
cet-12886	39	10	a	a	DET
cet-12886	39	11	decrease	decrease	NOUN
cet-12886	39	12	in	in	ADP
cet-12886	39	13	productivity	productivity	NOUN
cet-12886	39	14	,	,	PUNCT
cet-12886	39	15	as	as	ADV
cet-12886	39	16	well	well	ADV
cet-12886	39	17	as	as	ADP
cet-12886	39	18	an	an	DET
cet-12886	39	19	increase	increase	NOUN
cet-12886	39	20	in	in	ADP
cet-12886	39	21	energy	energy	NOUN
cet-12886	39	22	consumption	consumption	NOUN
cet-12886	39	23	per	per	ADP
cet-12886	39	24	unit	unit	NOUN
cet-12886	39	25	of	of	ADP
cet-12886	39	26	product	product	NOUN
cet-12886	39	27	manufactured	manufacture	VERB
cet-12886	39	28	.	.	PUNCT
cet-12886	40	1	since	since	SCONJ
cet-12886	40	2	engineering	engineer	VERB
cet-12886	40	3	understanding	understanding	NOUN
cet-12886	40	4	was	be	AUX
cet-12886	40	5	not	not	PART
cet-12886	40	6	enough	enough	ADJ
cet-12886	40	7	to	to	PART
cet-12886	40	8	find	find	VERB
cet-12886	40	9	the	the	DET
cet-12886	40	10	root	root	NOUN
cet-12886	40	11	cause	cause	NOUN
cet-12886	40	12	of	of	ADP
cet-12886	40	13	this	this	DET
cet-12886	40	14	variability	variability	NOUN
cet-12886	40	15	,	,	PUNCT
cet-12886	40	16	analytics	analytic	NOUN
cet-12886	40	17	on	on	ADP
cet-12886	40	18	the	the	DET
cet-12886	40	19	historical	historical	ADJ
cet-12886	40	20	manufacturing	manufacturing	NOUN
cet-12886	40	21	data	datum	NOUN
cet-12886	40	22	was	be	AUX
cet-12886	40	23	done	do	VERB
cet-12886	40	24	to	to	ADP
cet-12886	40	25	mine	mine	NOUN
cet-12886	40	26	process	process	NOUN
cet-12886	40	27	-	-	PUNCT
cet-12886	40	28	relevant	relevant	ADJ
cet-12886	40	29	information	information	NOUN
cet-12886	40	30	that	that	PRON
cet-12886	40	31	could	could	AUX
cet-12886	40	32	help	help	VERB
cet-12886	40	33	in	in	ADP
cet-12886	40	34	the	the	DET
cet-12886	40	35	task	task	NOUN
cet-12886	40	36	of	of	ADP
cet-12886	40	37	troubleshooting	troubleshoot	VERB
cet-12886	40	38	the	the	DET
cet-12886	40	39	reaction	reaction	NOUN
cet-12886	40	40	step	step	NOUN
cet-12886	40	41	.	.	PUNCT
cet-12886	41	1	3	3	X
cet-12886	41	2	.	.	X
cet-12886	41	3	mathematical	mathematical	ADJ
cet-12886	41	4	background	background	NOUN
cet-12886	41	5	3.1	3.1	NUM
cet-12886	41	6	principal	principal	NOUN
cet-12886	41	7	component	component	NOUN
cet-12886	41	8	analysis	analysis	NOUN
cet-12886	41	9	a	a	DET
cet-12886	41	10	short	short	ADJ
cet-12886	41	11	introduction	introduction	NOUN
cet-12886	41	12	on	on	ADP
cet-12886	41	13	principal	principal	ADJ
cet-12886	41	14	component	component	NOUN
cet-12886	41	15	analysis	analysis	NOUN
cet-12886	41	16	(	(	PUNCT
cet-12886	41	17	pca	pca	NOUN
cet-12886	41	18	)	)	PUNCT
cet-12886	41	19	is	be	AUX
cet-12886	41	20	provided	provide	VERB
cet-12886	41	21	in	in	ADP
cet-12886	41	22	this	this	DET
cet-12886	41	23	section	section	NOUN
cet-12886	41	24	.	.	PUNCT
cet-12886	42	1	detailed	detailed	ADJ
cet-12886	42	2	information	information	NOUN
cet-12886	42	3	can	can	AUX
cet-12886	42	4	be	be	AUX
cet-12886	42	5	found	find	VERB
cet-12886	42	6	elsewhere	elsewhere	ADV
cet-12886	42	7	(	(	PUNCT
cet-12886	42	8	jollife	jollife	NOUN
cet-12886	42	9	and	and	CCONJ
cet-12886	42	10	cadima	cadima	PROPN
cet-12886	42	11	,	,	PUNCT
cet-12886	42	12	2016	2016	NUM
cet-12886	42	13	)	)	PUNCT
cet-12886	42	14	.	.	PUNCT
cet-12886	43	1	let	let	VERB
cet-12886	43	2	𝐗[𝐼	𝐗[𝐼	NOUN
cet-12886	43	3	×	×	PROPN
cet-12886	43	4	𝐽	𝐽	PROPN
cet-12886	43	5	]	]	PUNCT
cet-12886	43	6	be	be	VERB
cet-12886	43	7	a	a	DET
cet-12886	43	8	historical	historical	ADJ
cet-12886	43	9	dataset	dataset	NOUN
cet-12886	43	10	composed	compose	VERB
cet-12886	43	11	of	of	ADP
cet-12886	43	12	𝐼	𝐼	PROPN
cet-12886	43	13	observations	observation	NOUN
cet-12886	43	14	and	and	CCONJ
cet-12886	43	15	𝐽	𝐽	PROPN
cet-12886	43	16	variables	variable	NOUN
cet-12886	43	17	.	.	PUNCT
cet-12886	44	1	pca	pca	NOUN
cet-12886	44	2	is	be	AUX
cet-12886	44	3	a	a	DET
cet-12886	44	4	multivariate	multivariate	ADJ
cet-12886	44	5	statistical	statistical	ADJ
cet-12886	44	6	technique	technique	NOUN
cet-12886	44	7	that	that	PRON
cet-12886	44	8	allows	allow	VERB
cet-12886	44	9	describing	describe	VERB
cet-12886	44	10	𝐗	𝐗	PROPN
cet-12886	44	11	through	through	ADP
cet-12886	44	12	𝐴	𝐴	PROPN
cet-12886	44	13	≤	≤	PROPN
cet-12886	44	14	min(𝐼	min(𝐼	PROPN
cet-12886	44	15	,	,	PUNCT
cet-12886	44	16	𝐽	𝐽	NOUN
cet-12886	44	17	)	)	PUNCT
cet-12886	44	18	principal	principal	ADJ
cet-12886	44	19	components	component	NOUN
cet-12886	44	20	.	.	PUNCT
cet-12886	45	1	in	in	ADP
cet-12886	45	2	order	order	NOUN
cet-12886	45	3	to	to	PART
cet-12886	45	4	determine	determine	VERB
cet-12886	45	5	the	the	DET
cet-12886	45	6	most	most	ADV
cet-12886	45	7	appropriate	appropriate	ADJ
cet-12886	45	8	value	value	NOUN
cet-12886	45	9	of	of	ADP
cet-12886	45	10	𝐴	𝐴	PROPN
cet-12886	45	11	for	for	ADP
cet-12886	45	12	a	a	DET
cet-12886	45	13	given	give	VERB
cet-12886	45	14	dataset	dataset	NOUN
cet-12886	45	15	,	,	PUNCT
cet-12886	45	16	the	the	DET
cet-12886	45	17	scree	scree	ADJ
cet-12886	45	18	test	test	NOUN
cet-12886	45	19	can	can	AUX
cet-12886	45	20	be	be	AUX
cet-12886	45	21	used	use	VERB
cet-12886	45	22	(	(	PUNCT
cet-12886	45	23	brown	brown	ADJ
cet-12886	45	24	,	,	PUNCT
cet-12886	45	25	2009	2009	NUM
cet-12886	45	26	)	)	PUNCT
cet-12886	45	27	.	.	PUNCT
cet-12886	46	1	pca	pca	NOUN
cet-12886	46	2	models	model	NOUN
cet-12886	46	3	the	the	DET
cet-12886	46	4	historical	historical	ADJ
cet-12886	46	5	dataset	dataset	NOUN
cet-12886	46	6	as	as	ADP
cet-12886	46	7	:	:	PUNCT
cet-12886	46	8	𝐗	𝐗	NOUN
cet-12886	46	9	=	=	PUNCT
cet-12886	46	10	𝐓𝐏t	𝐓𝐏t	NOUN
cet-12886	46	11	+	+	CCONJ
cet-12886	46	12	𝐄	𝐄	NOUN
cet-12886	46	13	(	(	PUNCT
cet-12886	46	14	2	2	NUM
cet-12886	46	15	)	)	PUNCT
cet-12886	46	16	where	where	SCONJ
cet-12886	46	17	𝐓[𝐼	𝐓[𝐼	ADJ
cet-12886	46	18	×	×	PROPN
cet-12886	46	19	𝐴	𝐴	PROPN
cet-12886	46	20	]	]	PUNCT
cet-12886	46	21	is	be	AUX
cet-12886	46	22	the	the	DET
cet-12886	46	23	scores	score	NOUN
cet-12886	46	24	matrix	matrix	NOUN
cet-12886	46	25	,	,	PUNCT
cet-12886	46	26	𝐏[𝐴	𝐏[𝐴	NOUN
cet-12886	46	27	×	×	PROPN
cet-12886	46	28	𝐽	𝐽	PROPN
cet-12886	46	29	]	]	X
cet-12886	46	30	is	be	AUX
cet-12886	46	31	the	the	DET
cet-12886	46	32	loadings	loading	NOUN
cet-12886	46	33	matrix	matrix	NOUN
cet-12886	46	34	,	,	PUNCT
cet-12886	46	35	and	and	CCONJ
cet-12886	46	36	𝐄[𝐼	𝐄[𝐼	NOUN
cet-12886	46	37	×	×	PROPN
cet-12886	46	38	𝐽	𝐽	PROPN
cet-12886	46	39	]	]	X
cet-12886	46	40	is	be	AUX
cet-12886	46	41	the	the	DET
cet-12886	46	42	residuals	residual	NOUN
cet-12886	46	43	matrix	matrix	NOUN
cet-12886	46	44	.	.	PUNCT
cet-12886	47	1	in	in	ADP
cet-12886	47	2	batch	batch	NOUN
cet-12886	47	3	processes	process	NOUN
cet-12886	47	4	,	,	PUNCT
cet-12886	47	5	measurements	measurement	NOUN
cet-12886	47	6	of	of	ADP
cet-12886	47	7	the	the	DET
cet-12886	47	8	time	time	NOUN
cet-12886	47	9	trajectories	trajectory	NOUN
cet-12886	47	10	for	for	ADP
cet-12886	47	11	several	several	ADJ
cet-12886	47	12	process	process	NOUN
cet-12886	47	13	variable	variable	NOUN
cet-12886	47	14	are	be	AUX
cet-12886	47	15	collected	collect	VERB
cet-12886	47	16	continuously	continuously	ADV
cet-12886	47	17	in	in	ADP
cet-12886	47	18	time	time	NOUN
cet-12886	47	19	during	during	ADP
cet-12886	47	20	each	each	DET
cet-12886	47	21	run	run	NOUN
cet-12886	47	22	.	.	PUNCT
cet-12886	48	1	a	a	DET
cet-12886	48	2	convenient	convenient	ADJ
cet-12886	48	3	arrangement	arrangement	NOUN
cet-12886	48	4	for	for	ADP
cet-12886	48	5	batch	batch	NOUN
cet-12886	48	6	process	process	NOUN
cet-12886	48	7	data	datum	NOUN
cet-12886	48	8	is	be	AUX
cet-12886	48	9	therefore	therefore	ADV
cet-12886	48	10	a	a	DET
cet-12886	48	11	tensorlike	tensorlike	NOUN
cet-12886	48	12	one	one	NUM
cet-12886	48	13	,	,	PUNCT
cet-12886	48	14	namely	namely	ADV
cet-12886	48	15	𝐗[𝐼	𝐗[𝐼	NOUN
cet-12886	48	16	×	×	PROPN
cet-12886	48	17	𝐽	𝐽	PROPN
cet-12886	48	18	×	×	PROPN
cet-12886	48	19	𝐾	𝐾	PROPN
cet-12886	48	20	]	]	PUNCT
cet-12886	48	21	,	,	PUNCT
cet-12886	48	22	where	where	SCONJ
cet-12886	48	23	𝐗	𝐗	PROPN
cet-12886	48	24	is	be	AUX
cet-12886	48	25	made	make	VERB
cet-12886	48	26	by	by	ADP
cet-12886	48	27	𝐼	𝐼	PROPN
cet-12886	48	28	batch	batch	NOUN
cet-12886	48	29	runs	run	NOUN
cet-12886	48	30	,	,	PUNCT
cet-12886	48	31	𝐽	𝐽	PROPN
cet-12886	48	32	measured	measure	VERB
cet-12886	48	33	variables	variable	NOUN
cet-12886	48	34	,	,	PUNCT
cet-12886	48	35	and	and	CCONJ
cet-12886	48	36	𝐾	𝐾	PROPN
cet-12886	48	37	time	time	NOUN
cet-12886	48	38	samples	sample	NOUN
cet-12886	48	39	for	for	ADP
cet-12886	48	40	them	they	PRON
cet-12886	48	41	.	.	PUNCT
cet-12886	49	1	in	in	SCONJ
cet-12886	49	2	order	order	NOUN
cet-12886	49	3	to	to	PART
cet-12886	49	4	analyze	analyze	VERB
cet-12886	49	5	a	a	DET
cet-12886	49	6	three	three	NUM
cet-12886	49	7	-	-	PUNCT
cet-12886	49	8	way	way	NOUN
cet-12886	49	9	array	array	NOUN
cet-12886	49	10	like	like	ADP
cet-12886	49	11	𝐗	𝐗	PROPN
cet-12886	49	12	,	,	PUNCT
cet-12886	49	13	multiway	multiway	NOUN
cet-12886	49	14	pca	pca	PROPN
cet-12886	49	15	(	(	PUNCT
cet-12886	49	16	mpca	mpca	ADJ
cet-12886	49	17	)	)	PUNCT
cet-12886	49	18	can	can	AUX
cet-12886	49	19	be	be	AUX
cet-12886	49	20	used	use	VERB
cet-12886	49	21	.	.	PUNCT
cet-12886	50	1	this	this	DET
cet-12886	50	2	technique	technique	NOUN
cet-12886	50	3	is	be	AUX
cet-12886	50	4	applied	apply	VERB
cet-12886	50	5	by	by	ADP
cet-12886	50	6	unfolding	unfold	VERB
cet-12886	50	7	𝐗	𝐗	NOUN
cet-12886	50	8	along	along	ADP
cet-12886	50	9	its	its	PRON
cet-12886	50	10	second	second	ADJ
cet-12886	50	11	dimension	dimension	NOUN
cet-12886	50	12	(	(	PUNCT
cet-12886	50	13	i.e.	i.e.	X
cet-12886	50	14	,	,	PUNCT
cet-12886	50	15	batchwise	batchwise	NOUN
cet-12886	50	16	unfolding	unfolding	NOUN
cet-12886	50	17	;	;	PUNCT
cet-12886	51	1	camacho	camacho	PROPN
cet-12886	51	2	et	et	PROPN
cet-12886	51	3	al	al	PROPN
cet-12886	51	4	.	.	PROPN
cet-12886	51	5	,	,	PUNCT
cet-12886	51	6	2008	2008	NUM
cet-12886	51	7	)	)	PUNCT
cet-12886	51	8	,	,	PUNCT
cet-12886	51	9	thus	thus	ADV
cet-12886	51	10	obtaining	obtain	VERB
cet-12886	51	11	𝐗u	𝐗u	PROPN
cet-12886	52	1	[	[	X
cet-12886	52	2	𝐼	𝐼	PROPN
cet-12886	52	3	×	×	PROPN
cet-12886	52	4	𝐽𝐾	𝐽𝐾	PROPN
cet-12886	52	5	]	]	PUNCT
cet-12886	52	6	,	,	PUNCT
cet-12886	52	7	and	and	CCONJ
cet-12886	52	8	then	then	ADV
cet-12886	52	9	applying	apply	VERB
cet-12886	52	10	standard	standard	ADJ
cet-12886	52	11	pca	pca	NOUN
cet-12886	52	12	to	to	ADP
cet-12886	52	13	this	this	DET
cet-12886	52	14	two	two	NUM
cet-12886	52	15	-	-	PUNCT
cet-12886	52	16	way	way	NOUN
cet-12886	52	17	matrix	matrix	NOUN
cet-12886	52	18	(	(	PUNCT
cet-12886	52	19	nomikos	nomikos	NOUN
cet-12886	52	20	and	and	CCONJ
cet-12886	52	21	macgregor	macgregor	PROPN
cet-12886	52	22	,	,	PUNCT
cet-12886	52	23	1995	1995	NUM
cet-12886	52	24	)	)	PUNCT
cet-12886	52	25	.	.	PUNCT
cet-12886	53	1	3.2	3.2	NUM
cet-12886	53	2	batch	batch	NOUN
cet-12886	53	3	alignment	alignment	NOUN
cet-12886	53	4	in	in	ADP
cet-12886	53	5	recipe	recipe	NOUN
cet-12886	53	6	-	-	PUNCT
cet-12886	53	7	driven	drive	VERB
cet-12886	53	8	,	,	PUNCT
cet-12886	53	9	multiphase	multiphase	NOUN
cet-12886	53	10	batch	batch	NOUN
cet-12886	53	11	processes	process	NOUN
cet-12886	53	12	,	,	PUNCT
cet-12886	53	13	such	such	ADJ
cet-12886	53	14	as	as	ADP
cet-12886	53	15	the	the	DET
cet-12886	53	16	one	one	NOUN
cet-12886	53	17	considered	consider	VERB
cet-12886	53	18	in	in	ADP
cet-12886	53	19	this	this	DET
cet-12886	53	20	study	study	NOUN
cet-12886	53	21	,	,	PUNCT
cet-12886	53	22	the	the	DET
cet-12886	53	23	termination	termination	NOUN
cet-12886	53	24	of	of	ADP
cet-12886	53	25	each	each	DET
cet-12886	53	26	phase	phase	NOUN
cet-12886	53	27	is	be	AUX
cet-12886	53	28	usually	usually	ADV
cet-12886	53	29	triggered	trigger	VERB
cet-12886	53	30	by	by	ADP
cet-12886	53	31	an	an	DET
cet-12886	53	32	event	event	NOUN
cet-12886	53	33	that	that	PRON
cet-12886	53	34	indicates	indicate	VERB
cet-12886	53	35	phase	phase	NOUN
cet-12886	53	36	completion	completion	NOUN
cet-12886	53	37	(	(	PUNCT
cet-12886	53	38	e.g.	e.g.	ADV
cet-12886	53	39	,	,	PUNCT
cet-12886	53	40	reaching	reach	VERB
cet-12886	53	41	a	a	DET
cet-12886	53	42	desired	desire	VERB
cet-12886	53	43	volume	volume	NOUN
cet-12886	53	44	of	of	ADP
cet-12886	53	45	separated	separate	VERB
cet-12886	53	46	byproduct	byproduct	NOUN
cet-12886	53	47	)	)	PUNCT
cet-12886	53	48	.	.	PUNCT
cet-12886	54	1	often	often	ADV
cet-12886	54	2	,	,	PUNCT
cet-12886	54	3	these	these	DET
cet-12886	54	4	events	event	NOUN
cet-12886	54	5	occur	occur	VERB
cet-12886	54	6	at	at	ADP
cet-12886	54	7	a	a	DET
cet-12886	54	8	different	different	ADJ
cet-12886	54	9	time	time	NOUN
cet-12886	54	10	in	in	ADP
cet-12886	54	11	each	each	DET
cet-12886	54	12	batch	batch	NOUN
cet-12886	54	13	,	,	PUNCT
cet-12886	54	14	and	and	CCONJ
cet-12886	54	15	each	each	DET
cet-12886	54	16	batch	batch	NOUN
cet-12886	54	17	may	may	AUX
cet-12886	54	18	therefore	therefore	ADV
cet-12886	54	19	come	come	VERB
cet-12886	54	20	to	to	ADP
cet-12886	54	21	completion	completion	NOUN
cet-12886	54	22	at	at	ADP
cet-12886	54	23	a	a	DET
cet-12886	54	24	different	different	ADJ
cet-12886	54	25	time	time	NOUN
cet-12886	54	26	(	(	PUNCT
cet-12886	54	27	undey	undey	NOUN
cet-12886	54	28	and	and	CCONJ
cet-12886	54	29	cinar	cinar	PROPN
cet-12886	54	30	,	,	PUNCT
cet-12886	54	31	2002	2002	NUM
cet-12886	54	32	)	)	PUNCT
cet-12886	54	33	.	.	PUNCT
cet-12886	55	1	in	in	ADP
cet-12886	55	2	order	order	NOUN
cet-12886	55	3	for	for	SCONJ
cet-12886	55	4	multivariate	multivariate	NOUN
cet-12886	55	5	statistical	statistical	ADJ
cet-12886	55	6	techniques	technique	NOUN
cet-12886	55	7	to	to	PART
cet-12886	55	8	be	be	AUX
cet-12886	55	9	applied	apply	VERB
cet-12886	55	10	to	to	ADP
cet-12886	55	11	data	datum	NOUN
cet-12886	55	12	coming	come	VERB
cet-12886	55	13	from	from	ADP
cet-12886	55	14	processes	process	NOUN
cet-12886	55	15	with	with	ADP
cet-12886	55	16	these	these	DET
cet-12886	55	17	uneven	uneven	ADJ
cet-12886	55	18	-	-	PUNCT
cet-12886	55	19	length	length	NOUN
cet-12886	55	20	characteristics	characteristic	NOUN
cet-12886	55	21	,	,	PUNCT
cet-12886	55	22	batch	batch	NOUN
cet-12886	55	23	alignment	alignment	NOUN
cet-12886	55	24	is	be	AUX
cet-12886	55	25	required	require	VERB
cet-12886	55	26	.	.	PUNCT
cet-12886	56	1	in	in	ADP
cet-12886	56	2	this	this	DET
cet-12886	56	3	study	study	NOUN
cet-12886	56	4	,	,	PUNCT
cet-12886	56	5	the	the	DET
cet-12886	56	6	indicator	indicator	NOUN
cet-12886	56	7	variable	variable	ADJ
cet-12886	56	8	batch	batch	NOUN
cet-12886	56	9	alignment	alignment	NOUN
cet-12886	56	10	technique	technique	NOUN
cet-12886	56	11	was	be	AUX
cet-12886	56	12	applied	apply	VERB
cet-12886	56	13	(	(	PUNCT
cet-12886	56	14	nomikos	nomikos	NOUN
cet-12886	56	15	and	and	CCONJ
cet-12886	56	16	macgregor	macgregor	PROPN
cet-12886	56	17	1994	1994	NUM
cet-12886	56	18	)	)	PUNCT
cet-12886	56	19	.	.	PUNCT
cet-12886	57	1	this	this	DET
cet-12886	57	2	technique	technique	NOUN
cet-12886	57	3	assumes	assume	VERB
cet-12886	57	4	that	that	SCONJ
cet-12886	57	5	a	a	DET
cet-12886	57	6	variable	variable	NOUN
cet-12886	57	7	exists	exist	VERB
cet-12886	57	8	in	in	ADP
cet-12886	57	9	the	the	DET
cet-12886	57	10	dataset	dataset	NOUN
cet-12886	57	11	that	that	PRON
cet-12886	57	12	is	be	AUX
cet-12886	57	13	a	a	DET
cet-12886	57	14	reliable	reliable	ADJ
cet-12886	57	15	indicator	indicator	NOUN
cet-12886	57	16	of	of	ADP
cet-12886	57	17	the	the	DET
cet-12886	57	18	process	process	NOUN
cet-12886	57	19	evolution	evolution	NOUN
cet-12886	57	20	.	.	PUNCT
cet-12886	58	1	a	a	DET
cet-12886	58	2	variable	variable	NOUN
cet-12886	58	3	is	be	AUX
cet-12886	58	4	a	a	DET
cet-12886	58	5	good	good	ADJ
cet-12886	58	6	candidate	candidate	NOUN
cet-12886	58	7	as	as	ADP
cet-12886	58	8	an	an	DET
cet-12886	58	9	indicator	indicator	NOUN
cet-12886	58	10	variable	variable	NOUN
cet-12886	58	11	if	if	SCONJ
cet-12886	58	12	(	(	PUNCT
cet-12886	58	13	garcía	garcía	NOUN
cet-12886	58	14	-	-	PUNCT
cet-12886	58	15	muñoz	muñoz	PROPN
cet-12886	58	16	et	et	PROPN
cet-12886	58	17	al	al	PROPN
cet-12886	58	18	.	.	PROPN
cet-12886	58	19	,	,	PUNCT
cet-12886	58	20	2003	2003	NUM
cet-12886	58	21	):	):	PUNCT
cet-12886	58	22	•	•	ADP
cet-12886	58	23	it	it	PRON
cet-12886	58	24	is	be	AUX
cet-12886	58	25	monotonic	monotonic	ADJ
cet-12886	58	26	in	in	ADP
cet-12886	58	27	time	time	NOUN
cet-12886	58	28	;	;	PUNCT
cet-12886	58	29	•	•	ADP
cet-12886	58	30	it	it	PRON
cet-12886	58	31	has	have	VERB
cet-12886	58	32	a	a	DET
cet-12886	58	33	favorable	favorable	ADJ
cet-12886	58	34	signal	signal	NOUN
cet-12886	58	35	-	-	PUNCT
cet-12886	58	36	to	to	ADP
cet-12886	58	37	-	-	PUNCT
cet-12886	58	38	noise	noise	NOUN
cet-12886	58	39	ratio	ratio	NOUN
cet-12886	58	40	;	;	PUNCT
cet-12886	58	41	•	•	ADP
cet-12886	58	42	it	it	PRON
cet-12886	58	43	has	have	VERB
cet-12886	58	44	the	the	DET
cet-12886	58	45	same	same	ADJ
cet-12886	58	46	initial	initial	ADJ
cet-12886	58	47	and	and	CCONJ
cet-12886	58	48	final	final	ADJ
cet-12886	58	49	values	value	NOUN
cet-12886	58	50	across	across	ADP
cet-12886	58	51	all	all	DET
cet-12886	58	52	batches	batch	NOUN
cet-12886	58	53	.	.	PUNCT
cet-12886	59	1	for	for	ADP
cet-12886	59	2	a	a	DET
cet-12886	59	3	multiphase	multiphase	NOUN
cet-12886	59	4	process	process	NOUN
cet-12886	59	5	,	,	PUNCT
cet-12886	59	6	each	each	DET
cet-12886	59	7	phase	phase	NOUN
cet-12886	59	8	can	can	AUX
cet-12886	59	9	be	be	AUX
cet-12886	59	10	aligned	align	VERB
cet-12886	59	11	using	use	VERB
cet-12886	59	12	a	a	DET
cet-12886	59	13	different	different	ADJ
cet-12886	59	14	indicator	indicator	NOUN
cet-12886	59	15	variable	variable	NOUN
cet-12886	59	16	(	(	PUNCT
cet-12886	59	17	garcía	garcía	PROPN
cet-12886	59	18	-	-	PUNCT
cet-12886	59	19	muñoz	muñoz	PROPN
cet-12886	59	20	et	et	PROPN
cet-12886	59	21	al	al	PROPN
cet-12886	59	22	.	.	PROPN
cet-12886	59	23	,	,	PUNCT
cet-12886	59	24	2003	2003	NUM
cet-12886	59	25	)	)	PUNCT
cet-12886	59	26	.	.	PUNCT
cet-12886	60	1	when	when	SCONJ
cet-12886	60	2	such	such	DET
cet-12886	60	3	a	a	DET
cet-12886	60	4	variable	variable	NOUN
cet-12886	60	5	is	be	AUX
cet-12886	60	6	not	not	PART
cet-12886	60	7	present	present	ADJ
cet-12886	60	8	in	in	ADP
cet-12886	60	9	the	the	DET
cet-12886	60	10	dataset	dataset	NOUN
cet-12886	60	11	,	,	PUNCT
cet-12886	60	12	time	time	NOUN
cet-12886	60	13	can	can	AUX
cet-12886	60	14	be	be	AUX
cet-12886	60	15	used	use	VERB
cet-12886	60	16	as	as	ADP
cet-12886	60	17	the	the	DET
cet-12886	60	18	indicator	indicator	NOUN
cet-12886	60	19	variable	variable	NOUN
cet-12886	60	20	,	,	PUNCT
cet-12886	60	21	either	either	CCONJ
cet-12886	60	22	for	for	ADP
cet-12886	60	23	the	the	DET
cet-12886	60	24	whole	whole	ADJ
cet-12886	60	25	process	process	NOUN
cet-12886	60	26	,	,	PUNCT
cet-12886	60	27	or	or	CCONJ
cet-12886	60	28	for	for	ADP
cet-12886	60	29	each	each	DET
cet-12886	60	30	single	single	ADJ
cet-12886	60	31	phase	phase	NOUN
cet-12886	60	32	.	.	PUNCT
cet-12886	61	1	231	231	NUM
cet-12886	61	2	4	4	NUM
cet-12886	61	3	.	.	PUNCT
cet-12886	62	1	available	available	ADJ
cet-12886	62	2	data	datum	NOUN
cet-12886	62	3	a	a	DET
cet-12886	62	4	total	total	NOUN
cet-12886	62	5	of	of	ADP
cet-12886	62	6	𝐼	𝐼	PROPN
cet-12886	62	7	=	=	SYM
cet-12886	62	8	468	468	NUM
cet-12886	62	9	historical	historical	ADJ
cet-12886	62	10	batches	batch	NOUN
cet-12886	62	11	were	be	AUX
cet-12886	62	12	extracted	extract	VERB
cet-12886	62	13	from	from	ADP
cet-12886	62	14	the	the	DET
cet-12886	62	15	plant	plant	NOUN
cet-12886	62	16	historian	historian	NOUN
cet-12886	62	17	(	(	PUNCT
cet-12886	62	18	figure	figure	NOUN
cet-12886	62	19	2	2	NUM
cet-12886	62	20	)	)	PUNCT
cet-12886	62	21	.	.	PUNCT
cet-12886	63	1	all	all	DET
cet-12886	63	2	batches	batch	NOUN
cet-12886	63	3	ended	end	VERB
cet-12886	63	4	up	up	ADP
cet-12886	63	5	in	in	ADP
cet-12886	63	6	a	a	DET
cet-12886	63	7	product	product	NOUN
cet-12886	63	8	meeting	meet	VERB
cet-12886	63	9	the	the	DET
cet-12886	63	10	target	target	NOUN
cet-12886	63	11	quality	quality	NOUN
cet-12886	63	12	profile	profile	NOUN
cet-12886	63	13	.	.	PUNCT
cet-12886	64	1	the	the	DET
cet-12886	64	2	available	available	ADJ
cet-12886	64	3	data	data	NOUN
cet-12886	64	4	consists	consist	VERB
cet-12886	64	5	of	of	ADP
cet-12886	64	6	the	the	DET
cet-12886	64	7	time	time	NOUN
cet-12886	64	8	trajectories	trajectory	NOUN
cet-12886	64	9	of	of	ADP
cet-12886	64	10	7	7	NUM
cet-12886	64	11	operating	operating	NOUN
cet-12886	64	12	variables	variable	NOUN
cet-12886	64	13	,	,	PUNCT
cet-12886	64	14	as	as	SCONJ
cet-12886	64	15	listed	list	VERB
cet-12886	64	16	in	in	ADP
cet-12886	64	17	table	table	NOUN
cet-12886	64	18	1	1	NUM
cet-12886	64	19	.	.	PUNCT
cet-12886	65	1	the	the	DET
cet-12886	65	2	measurements	measurement	NOUN
cet-12886	65	3	were	be	AUX
cet-12886	65	4	collected	collect	VERB
cet-12886	65	5	every	every	DET
cet-12886	65	6	30	30	NUM
cet-12886	65	7	s.	s.	NOUN
cet-12886	65	8	the	the	DET
cet-12886	65	9	available	available	ADJ
cet-12886	65	10	data	datum	NOUN
cet-12886	65	11	were	be	AUX
cet-12886	65	12	organized	organize	VERB
cet-12886	65	13	in	in	ADP
cet-12886	65	14	a	a	DET
cet-12886	65	15	tensor	tensor	NOUN
cet-12886	65	16	𝐗[𝐼	𝐗[𝐼	NOUN
cet-12886	65	17	×	×	PROPN
cet-12886	65	18	𝐽	𝐽	PROPN
cet-12886	65	19	×	×	PROPN
cet-12886	65	20	𝐾	𝐾	PROPN
cet-12886	65	21	]	]	PUNCT
cet-12886	65	22	,	,	PUNCT
cet-12886	65	23	where	where	SCONJ
cet-12886	65	24	𝐽	𝐽	PROPN
cet-12886	65	25	=	=	VERB
cet-12886	65	26	7	7	NUM
cet-12886	65	27	is	be	AUX
cet-12886	65	28	the	the	DET
cet-12886	65	29	number	number	NOUN
cet-12886	65	30	of	of	ADP
cet-12886	65	31	measurement	measurement	NOUN
cet-12886	65	32	sensors	sensor	NOUN
cet-12886	65	33	available	available	ADJ
cet-12886	65	34	for	for	ADP
cet-12886	65	35	the	the	DET
cet-12886	65	36	unit	unit	NOUN
cet-12886	65	37	,	,	PUNCT
cet-12886	65	38	and	and	CCONJ
cet-12886	65	39	𝐾	𝐾	PROPN
cet-12886	65	40	is	be	AUX
cet-12886	65	41	the	the	DET
cet-12886	65	42	total	total	ADJ
cet-12886	65	43	number	number	NOUN
cet-12886	65	44	of	of	ADP
cet-12886	65	45	observations	observation	NOUN
cet-12886	65	46	per	per	ADP
cet-12886	65	47	batch	batch	NOUN
cet-12886	65	48	,	,	PUNCT
cet-12886	65	49	ranging	range	VERB
cet-12886	65	50	between	between	ADP
cet-12886	65	51	183	183	NUM
cet-12886	65	52	and	and	CCONJ
cet-12886	65	53	1225	1225	NUM
cet-12886	65	54	.	.	PUNCT
cet-12886	66	1	table	table	NOUN
cet-12886	66	2	1	1	NUM
cet-12886	66	3	:	:	PUNCT
cet-12886	66	4	available	available	ADJ
cet-12886	66	5	variables	variable	NOUN
cet-12886	66	6	in	in	ADP
cet-12886	66	7	the	the	DET
cet-12886	66	8	𝑿	𝑿	PROPN
cet-12886	66	9	dataset	dataset	NOUN
cet-12886	66	10	variable	variable	NOUN
cet-12886	66	11	no	no	INTJ
cet-12886	66	12	.	.	PUNCT
cet-12886	67	1	variable	variable	ADJ
cet-12886	67	2	description	description	NOUN
cet-12886	67	3	1	1	NUM
cet-12886	67	4	r410	r410	PROPN
cet-12886	67	5	absolute	absolute	ADJ
cet-12886	67	6	internal	internal	ADJ
cet-12886	67	7	pressure	pressure	NOUN
cet-12886	67	8	2	2	NUM
cet-12886	67	9	r410	r410	PROPN
cet-12886	67	10	internal	internal	ADJ
cet-12886	67	11	pressure	pressure	NOUN
cet-12886	67	12	controller	controller	NOUN
cet-12886	67	13	output	output	VERB
cet-12886	67	14	3	3	NUM
cet-12886	67	15	r410	r410	PROPN
cet-12886	67	16	internal	internal	ADJ
cet-12886	67	17	temperature	temperature	NOUN
cet-12886	67	18	4	4	NUM
cet-12886	67	19	e410	e410	PROPN
cet-12886	67	20	condensed	condense	VERB
cet-12886	67	21	liquid	liquid	ADJ
cet-12886	67	22	temperature	temperature	NOUN
cet-12886	67	23	5	5	NUM
cet-12886	67	24	t410	t410	PROPN
cet-12886	67	25	internal	internal	ADJ
cet-12886	67	26	level	level	NOUN
cet-12886	67	27	6	6	NUM
cet-12886	67	28	r410	r410	PROPN
cet-12886	67	29	internal	internal	ADJ
cet-12886	67	30	level	level	NOUN
cet-12886	67	31	7	7	NUM
cet-12886	67	32	time	time	NOUN
cet-12886	67	33	5	5	NUM
cet-12886	67	34	.	.	PUNCT
cet-12886	67	35	analysis	analysis	NOUN
cet-12886	67	36	of	of	ADP
cet-12886	67	37	historical	historical	ADJ
cet-12886	67	38	batch	batch	NOUN
cet-12886	67	39	data	datum	NOUN
cet-12886	67	40	the	the	DET
cet-12886	67	41	dataset	dataset	NOUN
cet-12886	67	42	was	be	AUX
cet-12886	67	43	aligned	align	VERB
cet-12886	67	44	with	with	ADP
cet-12886	67	45	the	the	DET
cet-12886	67	46	indicator	indicator	NOUN
cet-12886	67	47	variable	variable	ADJ
cet-12886	67	48	technique	technique	NOUN
cet-12886	67	49	applied	apply	VERB
cet-12886	67	50	to	to	ADP
cet-12886	67	51	each	each	DET
cet-12886	67	52	operating	operating	NOUN
cet-12886	67	53	phase	phase	NOUN
cet-12886	67	54	,	,	PUNCT
cet-12886	67	55	using	use	VERB
cet-12886	67	56	the	the	DET
cet-12886	67	57	internal	internal	ADJ
cet-12886	67	58	level	level	NOUN
cet-12886	67	59	as	as	ADP
cet-12886	67	60	the	the	DET
cet-12886	67	61	indicator	indicator	NOUN
cet-12886	67	62	variable	variable	NOUN
cet-12886	67	63	for	for	ADP
cet-12886	67	64	phases	phase	NOUN
cet-12886	67	65	2	2	NUM
cet-12886	67	66	and	and	CCONJ
cet-12886	67	67	5	5	NUM
cet-12886	67	68	,	,	PUNCT
cet-12886	67	69	and	and	CCONJ
cet-12886	67	70	time	time	NOUN
cet-12886	67	71	as	as	ADP
cet-12886	67	72	the	the	DET
cet-12886	67	73	indicator	indicator	NOUN
cet-12886	67	74	variable	variable	NOUN
cet-12886	67	75	for	for	ADP
cet-12886	67	76	phase	phase	NOUN
cet-12886	67	77	3	3	NUM
cet-12886	67	78	,	,	PUNCT
cet-12886	67	79	thus	thus	ADV
cet-12886	67	80	obtaining	obtain	VERB
cet-12886	67	81	𝐗a[468	𝐗a[468	NOUN
cet-12886	67	82	×	×	NOUN
cet-12886	67	83	7	7	NUM
cet-12886	67	84	×	×	NOUN
cet-12886	67	85	296	296	NUM
cet-12886	67	86	]	]	PUNCT
cet-12886	67	87	.	.	PUNCT
cet-12886	68	1	due	due	ADP
cet-12886	68	2	to	to	ADP
cet-12886	68	3	their	their	PRON
cet-12886	68	4	very	very	ADV
cet-12886	68	5	short	short	ADJ
cet-12886	68	6	time	time	NOUN
cet-12886	68	7	duration	duration	NOUN
cet-12886	68	8	,	,	PUNCT
cet-12886	68	9	operating	operating	NOUN
cet-12886	68	10	stage	stage	NOUN
cet-12886	68	11	1	1	NUM
cet-12886	68	12	and	and	CCONJ
cet-12886	68	13	4	4	NUM
cet-12886	68	14	were	be	AUX
cet-12886	68	15	neglected	neglect	VERB
cet-12886	68	16	.	.	PUNCT
cet-12886	69	1	an	an	DET
cet-12886	69	2	mpca	mpca	NOUN
cet-12886	69	3	model	model	NOUN
cet-12886	69	4	with	with	ADP
cet-12886	69	5	3	3	NUM
cet-12886	69	6	pcs	pc	NOUN
cet-12886	69	7	was	be	AUX
cet-12886	69	8	calibrated	calibrate	VERB
cet-12886	69	9	utilizing	utilize	VERB
cet-12886	69	10	the	the	DET
cet-12886	69	11	preprocessed	preprocesse	VERB
cet-12886	69	12	dataset	dataset	NOUN
cet-12886	69	13	𝐗a	𝐗a	PROPN
cet-12886	69	14	.	.	PUNCT
cet-12886	70	1	the	the	DET
cet-12886	70	2	model	model	NOUN
cet-12886	70	3	explains	explain	VERB
cet-12886	70	4	51	51	NUM
cet-12886	70	5	%	%	NOUN
cet-12886	70	6	of	of	ADP
cet-12886	70	7	the	the	DET
cet-12886	70	8	dataset	dataset	NOUN
cet-12886	70	9	variability	variability	NOUN
cet-12886	70	10	.	.	PUNCT
cet-12886	71	1	figure	figure	NOUN
cet-12886	71	2	3	3	NUM
cet-12886	71	3	.	.	NOUN
cet-12886	71	4	results	result	NOUN
cet-12886	71	5	of	of	ADP
cet-12886	71	6	the	the	DET
cet-12886	71	7	multiway	multiway	NOUN
cet-12886	71	8	principal	principal	ADJ
cet-12886	71	9	component	component	NOUN
cet-12886	71	10	analysis	analysis	NOUN
cet-12886	71	11	(	(	PUNCT
cet-12886	71	12	mpca	mpca	ADJ
cet-12886	71	13	)	)	PUNCT
cet-12886	71	14	model	model	NOUN
cet-12886	71	15	built	build	VERB
cet-12886	71	16	on	on	ADP
cet-12886	71	17	the	the	DET
cet-12886	71	18	historical	historical	ADJ
cet-12886	71	19	process	process	NOUN
cet-12886	71	20	data	datum	NOUN
cet-12886	71	21	:	:	PUNCT
cet-12886	71	22	(	(	PUNCT
cet-12886	71	23	a	a	X
cet-12886	71	24	)	)	PUNCT
cet-12886	71	25	scores	score	NOUN
cet-12886	71	26	plot	plot	NOUN
cet-12886	71	27	,	,	PUNCT
cet-12886	71	28	(	(	PUNCT
cet-12886	71	29	b	b	X
cet-12886	71	30	)	)	PUNCT
cet-12886	71	31	loadings	loading	NOUN
cet-12886	71	32	plot	plot	NOUN
cet-12886	71	33	on	on	ADP
cet-12886	71	34	pc1	pc1	PROPN
cet-12886	71	35	(	(	PUNCT
cet-12886	71	36	time	time	NOUN
cet-12886	71	37	evolution	evolution	NOUN
cet-12886	71	38	for	for	ADP
cet-12886	71	39	each	each	DET
cet-12886	71	40	process	process	NOUN
cet-12886	71	41	variable	variable	NOUN
cet-12886	71	42	)	)	PUNCT
cet-12886	71	43	.	.	PUNCT
cet-12886	72	1	the	the	DET
cet-12886	72	2	grey	grey	PROPN
cet-12886	72	3	areas	area	NOUN
cet-12886	72	4	shown	show	VERB
cet-12886	72	5	for	for	ADP
cet-12886	72	6	each	each	DET
cet-12886	72	7	variable	variable	NOUN
cet-12886	72	8	in	in	ADP
cet-12886	72	9	(	(	PUNCT
cet-12886	72	10	b	b	NOUN
cet-12886	72	11	)	)	PUNCT
cet-12886	72	12	refer	refer	VERB
cet-12886	72	13	to	to	PART
cet-12886	72	14	step	step	VERB
cet-12886	72	15	2	2	NUM
cet-12886	72	16	(	(	PUNCT
cet-12886	72	17	left	leave	VERB
cet-12886	72	18	)	)	PUNCT
cet-12886	72	19	and	and	CCONJ
cet-12886	72	20	step	step	NOUN
cet-12886	72	21	5	5	NUM
cet-12886	72	22	(	(	PUNCT
cet-12886	72	23	right	right	NOUN
cet-12886	72	24	)	)	PUNCT
cet-12886	72	25	of	of	ADP
cet-12886	72	26	the	the	DET
cet-12886	72	27	manufacturing	manufacturing	NOUN
cet-12886	72	28	recipe	recipe	NOUN
cet-12886	72	29	;	;	PUNCT
cet-12886	72	30	the	the	DET
cet-12886	72	31	white	white	PROPN
cet-12886	72	32	area	area	NOUN
cet-12886	72	33	refers	refer	VERB
cet-12886	72	34	to	to	PART
cet-12886	72	35	step	step	VERB
cet-12886	72	36	3	3	NUM
cet-12886	72	37	.	.	PUNCT
cet-12886	73	1	the	the	DET
cet-12886	73	2	model	model	NOUN
cet-12886	73	3	scores	score	NOUN
cet-12886	73	4	for	for	ADP
cet-12886	73	5	the	the	DET
cet-12886	73	6	first	first	ADJ
cet-12886	73	7	two	two	NUM
cet-12886	73	8	pcs	pc	NOUN
cet-12886	73	9	are	be	AUX
cet-12886	73	10	plotted	plot	VERB
cet-12886	73	11	in	in	ADP
cet-12886	73	12	figure	figure	NOUN
cet-12886	73	13	3a	3a	NUM
cet-12886	73	14	:	:	PUNCT
cet-12886	73	15	no	no	DET
cet-12886	73	16	particular	particular	ADJ
cet-12886	73	17	pattern	pattern	NOUN
cet-12886	73	18	across	across	ADP
cet-12886	73	19	the	the	DET
cet-12886	73	20	historical	historical	ADJ
cet-12886	73	21	batches	batch	NOUN
cet-12886	73	22	is	be	AUX
cet-12886	73	23	apparent	apparent	ADJ
cet-12886	73	24	.	.	PUNCT
cet-12886	74	1	on	on	ADP
cet-12886	74	2	the	the	DET
cet-12886	74	3	other	other	ADJ
cet-12886	74	4	hand	hand	NOUN
cet-12886	74	5	,	,	PUNCT
cet-12886	74	6	analysis	analysis	NOUN
cet-12886	74	7	of	of	ADP
cet-12886	74	8	the	the	DET
cet-12886	74	9	loadings	loading	NOUN
cet-12886	74	10	(	(	PUNCT
cet-12886	74	11	figure	figure	NOUN
cet-12886	74	12	3b	3b	NUM
cet-12886	74	13	)	)	PUNCT
cet-12886	74	14	reveals	reveal	VERB
cet-12886	74	15	interesting	interesting	ADJ
cet-12886	74	16	information	information	NOUN
cet-12886	74	17	.	.	PUNCT
cet-12886	75	1	the	the	DET
cet-12886	75	2	loadings	loading	NOUN
cet-12886	75	3	plot	plot	NOUN
cet-12886	75	4	shows	show	VERB
cet-12886	75	5	how	how	SCONJ
cet-12886	75	6	the	the	DET
cet-12886	75	7	loadings	loading	NOUN
cet-12886	75	8	along	along	ADP
cet-12886	75	9	the	the	DET
cet-12886	75	10	first	first	ADJ
cet-12886	75	11	pc	pc	NOUN
cet-12886	75	12	evolve	evolve	NOUN
cet-12886	75	13	with	with	ADP
cet-12886	75	14	the	the	DET
cet-12886	75	15	aligned	aligned	ADJ
cet-12886	75	16	time	time	NOUN
cet-12886	75	17	for	for	ADP
cet-12886	75	18	each	each	PRON
cet-12886	75	19	of	of	ADP
cet-12886	75	20	the	the	DET
cet-12886	75	21	variables	variable	NOUN
cet-12886	75	22	listed	list	VERB
cet-12886	75	23	in	in	ADP
cet-12886	75	24	table	table	NOUN
cet-12886	75	25	1	1	NUM
cet-12886	75	26	.	.	PUNCT
cet-12886	76	1	for	for	ADP
cet-12886	76	2	any	any	DET
cet-12886	76	3	given	give	VERB
cet-12886	76	4	variable	variable	NOUN
cet-12886	76	5	,	,	PUNCT
cet-12886	76	6	the	the	DET
cet-12886	76	7	time	time	NOUN
cet-12886	76	8	evolution	evolution	NOUN
cet-12886	76	9	is	be	AUX
cet-12886	76	10	marked	mark	VERB
cet-12886	76	11	using	use	VERB
cet-12886	76	12	three	three	NUM
cet-12886	76	13	background	background	NOUN
cet-12886	76	14	colors	color	NOUN
cet-12886	76	15	:	:	PUNCT
cet-12886	76	16	i	i	X
cet-12886	76	17	)	)	PUNCT
cet-12886	76	18	a	a	DET
cet-12886	76	19	grey	grey	PROPN
cet-12886	76	20	left	leave	VERB
cet-12886	76	21	area	area	NOUN
cet-12886	76	22	,	,	PUNCT
cet-12886	76	23	corresponding	correspond	VERB
cet-12886	76	24	to	to	ADP
cet-12886	76	25	the	the	DET
cet-12886	76	26	reactant	reactant	NOUN
cet-12886	76	27	loading	loading	NOUN
cet-12886	76	28	phase	phase	NOUN
cet-12886	76	29	(	(	PUNCT
cet-12886	76	30	step	step	NOUN
cet-12886	76	31	2	2	NUM
cet-12886	76	32	)	)	PUNCT
cet-12886	76	33	;	;	PUNCT
cet-12886	76	34	ii	ii	X
cet-12886	76	35	)	)	PUNCT
cet-12886	76	36	a	a	DET
cet-12886	76	37	white	white	ADJ
cet-12886	76	38	central	central	ADJ
cet-12886	76	39	area	area	NOUN
cet-12886	76	40	,	,	PUNCT
cet-12886	76	41	corresponding	correspond	VERB
cet-12886	76	42	to	to	ADP
cet-12886	76	43	the	the	DET
cet-12886	76	44	reaction	reaction	NOUN
cet-12886	76	45	phase	phase	NOUN
cet-12886	76	46	(	(	PUNCT
cet-12886	76	47	step	step	NOUN
cet-12886	76	48	3	3	NUM
cet-12886	76	49	)	)	PUNCT
cet-12886	76	50	;	;	PUNCT
cet-12886	76	51	and	and	CCONJ
cet-12886	76	52	iii	iii	X
cet-12886	76	53	)	)	PUNCT
cet-12886	76	54	a	a	DET
cet-12886	76	55	grey	grey	ADJ
cet-12886	76	56	right	right	ADJ
cet-12886	76	57	area	area	NOUN
cet-12886	76	58	,	,	PUNCT
cet-12886	76	59	corresponding	correspond	VERB
cet-12886	76	60	to	to	ADP
cet-12886	76	61	the	the	DET
cet-12886	76	62	product	product	NOUN
cet-12886	76	63	discharge	discharge	NOUN
cet-12886	76	64	phase	phase	NOUN
cet-12886	76	65	(	(	PUNCT
cet-12886	76	66	step	step	NOUN
cet-12886	76	67	5	5	NUM
cet-12886	76	68	)	)	PUNCT
cet-12886	76	69	.	.	PUNCT
cet-12886	77	1	paired	pair	VERB
cet-12886	77	2	analysis	analysis	NOUN
cet-12886	77	3	of	of	ADP
cet-12886	77	4	the	the	DET
cet-12886	77	5	loadings	loading	NOUN
cet-12886	77	6	and	and	CCONJ
cet-12886	77	7	scores	score	NOUN
cet-12886	77	8	plot	plot	NOUN
cet-12886	77	9	(	(	PUNCT
cet-12886	77	10	bro	bro	NOUN
cet-12886	77	11	and	and	CCONJ
cet-12886	77	12	smilde	smilde	ADJ
cet-12886	77	13	2014	2014	NUM
cet-12886	77	14	)	)	PUNCT
cet-12886	77	15	helps	help	VERB
cet-12886	77	16	understanding	understand	VERB
cet-12886	77	17	how	how	SCONJ
cet-12886	77	18	each	each	DET
cet-12886	77	19	variable	variable	NOUN
cet-12886	77	20	concurs	concur	VERB
cet-12886	77	21	to	to	ADP
cet-12886	77	22	separating	separate	VERB
cet-12886	77	23	the	the	DET
cet-12886	77	24	scores	score	NOUN
cet-12886	77	25	along	along	ADP
cet-12886	77	26	a	a	DET
cet-12886	77	27	particular	particular	ADJ
cet-12886	77	28	direction	direction	NOUN
cet-12886	77	29	in	in	ADP
cet-12886	77	30	the	the	DET
cet-12886	77	31	scores	score	NOUN
cet-12886	77	32	plot	plot	NOUN
cet-12886	77	33	.	.	PUNCT
cet-12886	78	1	for	for	ADP
cet-12886	78	2	example	example	NOUN
cet-12886	78	3	,	,	PUNCT
cet-12886	78	4	considering	consider	VERB
cet-12886	78	5	the	the	DET
cet-12886	78	6	direction	direction	NOUN
cet-12886	78	7	along	along	ADP
cet-12886	78	8	the	the	DET
cet-12886	78	9	first	first	ADJ
cet-12886	78	10	pc	pc	NOUN
cet-12886	78	11	in	in	ADP
cet-12886	78	12	the	the	DET
cet-12886	78	13	scores	score	NOUN
cet-12886	78	14	plane	plane	NOUN
cet-12886	78	15	(	(	PUNCT
cet-12886	78	16	left	leave	VERB
cet-12886	78	17	to	to	ADP
cet-12886	78	18	right	right	ADV
cet-12886	78	19	in	in	ADP
cet-12886	78	20	figure	figure	NOUN
cet-12886	78	21	3a	3a	NUM
cet-12886	78	22	)	)	PUNCT
cet-12886	78	23	,	,	PUNCT
cet-12886	78	24	we	we	PRON
cet-12886	78	25	can	can	AUX
cet-12886	78	26	conclude	conclude	VERB
cet-12886	78	27	from	from	ADP
cet-12886	78	28	figure	figure	NOUN
cet-12886	78	29	3b	3b	NOUN
cet-12886	78	30	that	that	SCONJ
cet-12886	78	31	the	the	DET
cet-12886	78	32	batches	batch	NOUN
cet-12886	78	33	located	locate	VERB
cet-12886	78	34	in	in	ADP
cet-12886	78	35	the	the	DET
cet-12886	78	36	right	right	ADJ
cet-12886	78	37	-	-	PUNCT
cet-12886	78	38	half	half	NOUN
cet-12886	78	39	plane	plane	NOUN
cet-12886	78	40	of	of	ADP
cet-12886	78	41	figure	figure	NOUN
cet-12886	78	42	3a	3a	NUM
cet-12886	78	43	are	be	AUX
cet-12886	78	44	characterized	characterize	VERB
cet-12886	78	45	by	by	ADP
cet-12886	78	46	:	:	PUNCT
cet-12886	78	47	•	•	NUM
cet-12886	78	48	lower	low	ADJ
cet-12886	78	49	pressure	pressure	NOUN
cet-12886	78	50	in	in	ADP
cet-12886	78	51	the	the	DET
cet-12886	78	52	first	first	ADJ
cet-12886	78	53	part	part	NOUN
cet-12886	78	54	of	of	ADP
cet-12886	78	55	the	the	DET
cet-12886	78	56	reaction	reaction	NOUN
cet-12886	78	57	phase	phase	NOUN
cet-12886	78	58	,	,	PUNCT
cet-12886	78	59	and	and	CCONJ
cet-12886	78	60	higher	high	ADJ
cet-12886	78	61	pressure	pressure	NOUN
cet-12886	78	62	in	in	ADP
cet-12886	78	63	the	the	DET
cet-12886	78	64	second	second	ADJ
cet-12886	78	65	part	part	NOUN
cet-12886	78	66	of	of	ADP
cet-12886	78	67	the	the	DET
cet-12886	78	68	reaction	reaction	NOUN
cet-12886	78	69	stage	stage	NOUN
cet-12886	78	70	(	(	PUNCT
cet-12886	78	71	variable	variable	ADJ
cet-12886	78	72	no	no	INTJ
cet-12886	78	73	.	.	NOUN
cet-12886	78	74	1	1	NUM
cet-12886	78	75	)	)	PUNCT
cet-12886	78	76	;	;	PUNCT
cet-12886	78	77	(	(	PUNCT
cet-12886	78	78	a	a	X
cet-12886	78	79	)	)	PUNCT
cet-12886	78	80	(	(	PUNCT
cet-12886	78	81	b	b	NOUN
cet-12886	78	82	)	)	PUNCT
cet-12886	78	83	232	232	NUM
cet-12886	78	84	•	•	NOUN
cet-12886	78	85	lower	low	ADJ
cet-12886	78	86	temperature	temperature	NOUN
cet-12886	78	87	in	in	ADP
cet-12886	78	88	the	the	DET
cet-12886	78	89	first	first	ADJ
cet-12886	78	90	part	part	NOUN
cet-12886	78	91	of	of	ADP
cet-12886	78	92	the	the	DET
cet-12886	78	93	reaction	reaction	NOUN
cet-12886	78	94	stage	stage	NOUN
cet-12886	78	95	,	,	PUNCT
cet-12886	78	96	and	and	CCONJ
cet-12886	78	97	higher	high	ADJ
cet-12886	78	98	temperature	temperature	NOUN
cet-12886	78	99	in	in	ADP
cet-12886	78	100	the	the	DET
cet-12886	78	101	second	second	ADJ
cet-12886	78	102	part	part	NOUN
cet-12886	78	103	of	of	ADP
cet-12886	78	104	the	the	DET
cet-12886	78	105	reaction	reaction	NOUN
cet-12886	78	106	stage	stage	NOUN
cet-12886	78	107	(	(	PUNCT
cet-12886	78	108	variable	variable	ADJ
cet-12886	78	109	no	no	INTJ
cet-12886	78	110	.	.	NOUN
cet-12886	78	111	3	3	NUM
cet-12886	78	112	)	)	PUNCT
cet-12886	78	113	;	;	PUNCT
cet-12886	78	114	•	•	NUM
cet-12886	78	115	lower	low	ADJ
cet-12886	78	116	temperature	temperature	NOUN
cet-12886	78	117	of	of	ADP
cet-12886	78	118	the	the	DET
cet-12886	78	119	condensed	condense	VERB
cet-12886	78	120	liquid	liquid	NOUN
cet-12886	78	121	in	in	ADP
cet-12886	78	122	the	the	DET
cet-12886	78	123	condenser	condenser	NOUN
cet-12886	78	124	in	in	ADP
cet-12886	78	125	the	the	DET
cet-12886	78	126	reaction	reaction	NOUN
cet-12886	78	127	stage	stage	NOUN
cet-12886	78	128	(	(	PUNCT
cet-12886	78	129	variable	variable	ADJ
cet-12886	78	130	no	no	INTJ
cet-12886	78	131	.	.	NOUN
cet-12886	78	132	4	4	NUM
cet-12886	78	133	)	)	PUNCT
cet-12886	78	134	;	;	PUNCT
cet-12886	78	135	•	•	NUM
cet-12886	78	136	consistently	consistently	ADV
cet-12886	78	137	longer	long	ADV
cet-12886	78	138	duration	duration	NOUN
cet-12886	78	139	of	of	ADP
cet-12886	78	140	the	the	DET
cet-12886	78	141	reaction	reaction	NOUN
cet-12886	78	142	stage	stage	NOUN
cet-12886	78	143	(	(	PUNCT
cet-12886	78	144	variable	variable	ADJ
cet-12886	78	145	no	no	INTJ
cet-12886	78	146	.	.	PROPN
cet-12886	78	147	7	7	NUM
cet-12886	78	148	)	)	PUNCT
cet-12886	78	149	.	.	PUNCT
cet-12886	79	1	figure	figure	NOUN
cet-12886	79	2	4a	4a	NOUN
cet-12886	79	3	reports	report	NOUN
cet-12886	79	4	the	the	DET
cet-12886	79	5	time	time	NOUN
cet-12886	79	6	profiles	profile	NOUN
cet-12886	79	7	of	of	ADP
cet-12886	79	8	the	the	DET
cet-12886	79	9	reactor	reactor	NOUN
cet-12886	79	10	internal	internal	ADJ
cet-12886	79	11	pressure	pressure	NOUN
cet-12886	79	12	for	for	ADP
cet-12886	79	13	two	two	NUM
cet-12886	79	14	historical	historical	ADJ
cet-12886	79	15	batches	batch	NOUN
cet-12886	79	16	,	,	PUNCT
cet-12886	79	17	respectively	respectively	ADV
cet-12886	79	18	projecting	project	VERB
cet-12886	79	19	onto	onto	ADP
cet-12886	79	20	the	the	DET
cet-12886	79	21	left	leave	VERB
cet-12886	79	22	-	-	PUNCT
cet-12886	79	23	half	half	NOUN
cet-12886	79	24	plane	plane	NOUN
cet-12886	79	25	(	(	PUNCT
cet-12886	79	26	batch	batch	VERB
cet-12886	79	27	no	no	NOUN
cet-12886	79	28	.	.	NOUN
cet-12886	79	29	18	18	NUM
cet-12886	79	30	)	)	PUNCT
cet-12886	79	31	and	and	CCONJ
cet-12886	79	32	the	the	DET
cet-12886	79	33	right	right	ADJ
cet-12886	79	34	-	-	PUNCT
cet-12886	79	35	half	half	NOUN
cet-12886	79	36	plane	plane	NOUN
cet-12886	79	37	(	(	PUNCT
cet-12886	79	38	batch	batch	VERB
cet-12886	79	39	no	no	NOUN
cet-12886	79	40	.	.	NOUN
cet-12886	79	41	337	337	NUM
cet-12886	79	42	)	)	PUNCT
cet-12886	79	43	of	of	ADP
cet-12886	79	44	the	the	DET
cet-12886	79	45	scores	score	NOUN
cet-12886	79	46	plot	plot	NOUN
cet-12886	79	47	.	.	PUNCT
cet-12886	80	1	figure	figure	VERB
cet-12886	80	2	4	4	NUM
cet-12886	80	3	:	:	PUNCT
cet-12886	80	4	(	(	PUNCT
cet-12886	80	5	a	a	X
cet-12886	80	6	)	)	PUNCT
cet-12886	80	7	internal	internal	ADJ
cet-12886	80	8	pressure	pressure	NOUN
cet-12886	80	9	profiles	profile	NOUN
cet-12886	80	10	from	from	ADP
cet-12886	80	11	a	a	DET
cet-12886	80	12	batch	batch	NOUN
cet-12886	80	13	projecting	project	VERB
cet-12886	80	14	onto	onto	ADP
cet-12886	80	15	the	the	DET
cet-12886	80	16	left	left	ADJ
cet-12886	80	17	-	-	PUNCT
cet-12886	80	18	half	half	NOUN
cet-12886	80	19	plane	plane	NOUN
cet-12886	80	20	of	of	ADP
cet-12886	80	21	fig	fig	NOUN
cet-12886	80	22	.	.	PUNCT
cet-12886	81	1	4a	4a	NOUN
cet-12886	81	2	(	(	PUNCT
cet-12886	81	3	batch	batch	NOUN
cet-12886	81	4	no.18	no.18	NOUN
cet-12886	81	5	)	)	PUNCT
cet-12886	81	6	and	and	CCONJ
cet-12886	81	7	a	a	DET
cet-12886	81	8	batch	batch	NOUN
cet-12886	81	9	projecting	project	VERB
cet-12886	81	10	onto	onto	ADP
cet-12886	81	11	the	the	DET
cet-12886	81	12	right	right	ADJ
cet-12886	81	13	-	-	PUNCT
cet-12886	81	14	half	half	NOUN
cet-12886	81	15	plane	plane	NOUN
cet-12886	81	16	of	of	ADP
cet-12886	81	17	fig	fig	NOUN
cet-12886	81	18	.	.	PUNCT
cet-12886	82	1	4a	4a	NOUN
cet-12886	82	2	(	(	PUNCT
cet-12886	82	3	batch	batch	NOUN
cet-12886	82	4	no.337	no.337	ADV
cet-12886	82	5	)	)	PUNCT
cet-12886	82	6	.	.	PUNCT
cet-12886	83	1	(	(	PUNCT
cet-12886	83	2	b	b	X
cet-12886	83	3	)	)	PUNCT
cet-12886	83	4	mpca	mpca	NOUN
cet-12886	83	5	model	model	NOUN
cet-12886	83	6	scores	score	NOUN
cet-12886	83	7	of	of	ADP
cet-12886	83	8	figure	figure	NOUN
cet-12886	83	9	3a	3a	NUM
cet-12886	83	10	colored	color	VERB
cet-12886	83	11	according	accord	VERB
cet-12886	83	12	to	to	ADP
cet-12886	83	13	whether	whether	SCONJ
cet-12886	83	14	they	they	PRON
cet-12886	83	15	are	be	AUX
cet-12886	83	16	designated	designate	VERB
cet-12886	83	17	as	as	ADP
cet-12886	83	18	regular	regular	ADJ
cet-12886	83	19	or	or	CCONJ
cet-12886	83	20	abnormal	abnormal	ADJ
cet-12886	83	21	.	.	PUNCT
cet-12886	84	1	it	it	PRON
cet-12886	84	2	is	be	AUX
cet-12886	84	3	observed	observe	VERB
cet-12886	84	4	that	that	SCONJ
cet-12886	84	5	the	the	DET
cet-12886	84	6	internal	internal	ADJ
cet-12886	84	7	pressure	pressure	NOUN
cet-12886	84	8	for	for	ADP
cet-12886	84	9	batch	batch	NOUN
cet-12886	84	10	no.18	no.18	NOUN
cet-12886	84	11	follows	follow	VERB
cet-12886	84	12	the	the	DET
cet-12886	84	13	recipe	recipe	NOUN
cet-12886	84	14	described	describe	VERB
cet-12886	84	15	in	in	ADP
cet-12886	84	16	section	section	NOUN
cet-12886	84	17	2	2	NUM
cet-12886	84	18	correctly	correctly	ADV
cet-12886	84	19	,	,	PUNCT
cet-12886	84	20	whereas	whereas	SCONJ
cet-12886	84	21	batch	batch	NOUN
cet-12886	84	22	no.337	no.337	ADV
cet-12886	84	23	shows	show	VERB
cet-12886	84	24	an	an	DET
cet-12886	84	25	abnormal	abnormal	ADJ
cet-12886	84	26	pressure	pressure	NOUN
cet-12886	84	27	profile	profile	NOUN
cet-12886	84	28	,	,	PUNCT
cet-12886	84	29	with	with	ADP
cet-12886	84	30	two	two	NUM
cet-12886	84	31	spikes	spike	NOUN
cet-12886	84	32	in	in	ADP
cet-12886	84	33	the	the	DET
cet-12886	84	34	first	first	ADJ
cet-12886	84	35	quarter	quarter	NOUN
cet-12886	84	36	of	of	ADP
cet-12886	84	37	the	the	DET
cet-12886	84	38	batch	batch	NOUN
cet-12886	84	39	duration	duration	NOUN
cet-12886	84	40	.	.	PUNCT
cet-12886	85	1	this	this	PRON
cet-12886	85	2	indicates	indicate	VERB
cet-12886	85	3	that	that	SCONJ
cet-12886	85	4	vacuum	vacuum	NOUN
cet-12886	85	5	was	be	AUX
cet-12886	85	6	broken	break	VERB
cet-12886	85	7	(	(	PUNCT
cet-12886	85	8	and	and	CCONJ
cet-12886	85	9	then	then	ADV
cet-12886	85	10	reinstated	reinstate	VERB
cet-12886	85	11	)	)	PUNCT
cet-12886	85	12	in	in	ADP
cet-12886	85	13	that	that	DET
cet-12886	85	14	batch	batch	NOUN
cet-12886	85	15	before	before	ADP
cet-12886	85	16	reaching	reach	VERB
cet-12886	85	17	the	the	DET
cet-12886	85	18	end	end	NOUN
cet-12886	85	19	of	of	ADP
cet-12886	85	20	the	the	DET
cet-12886	85	21	reaction	reaction	NOUN
cet-12886	85	22	stage	stage	NOUN
cet-12886	85	23	.	.	PUNCT
cet-12886	86	1	confirming	confirm	VERB
cet-12886	86	2	the	the	DET
cet-12886	86	3	conclusions	conclusion	NOUN
cet-12886	86	4	drawn	draw	VERB
cet-12886	86	5	from	from	ADP
cet-12886	86	6	the	the	DET
cet-12886	86	7	loadings	loading	NOUN
cet-12886	86	8	analysis	analysis	NOUN
cet-12886	86	9	,	,	PUNCT
cet-12886	86	10	batch	batch	NOUN
cet-12886	86	11	no.337	no.337	ADV
cet-12886	86	12	have	have	VERB
cet-12886	86	13	a	a	DET
cet-12886	86	14	longer	long	ADJ
cet-12886	86	15	duration	duration	NOUN
cet-12886	86	16	than	than	ADP
cet-12886	86	17	batch	batch	NOUN
cet-12886	86	18	no.18	no.18	NOUN
cet-12886	86	19	(	(	PUNCT
cet-12886	86	20	figure	figure	NOUN
cet-12886	86	21	4a	4a	NUM
cet-12886	86	22	)	)	PUNCT
cet-12886	86	23	,	,	PUNCT
cet-12886	86	24	and	and	CCONJ
cet-12886	86	25	higher	high	ADJ
cet-12886	86	26	internal	internal	ADJ
cet-12886	86	27	pressure	pressure	NOUN
cet-12886	86	28	during	during	ADP
cet-12886	86	29	the	the	DET
cet-12886	86	30	reaction	reaction	NOUN
cet-12886	86	31	phase	phase	NOUN
cet-12886	86	32	(	(	PUNCT
cet-12886	86	33	namely	namely	ADV
cet-12886	86	34	,	,	PUNCT
cet-12886	86	35	inbetween	inbetween	VERB
cet-12886	86	36	the	the	DET
cet-12886	86	37	initial	initial	ADJ
cet-12886	86	38	decreasing	decrease	VERB
cet-12886	86	39	ramp	ramp	NOUN
cet-12886	86	40	and	and	CCONJ
cet-12886	86	41	the	the	DET
cet-12886	86	42	final	final	ADJ
cet-12886	86	43	step	step	NOUN
cet-12886	86	44	increase	increase	NOUN
cet-12886	86	45	)	)	PUNCT
cet-12886	86	46	.	.	PUNCT
cet-12886	87	1	since	since	SCONJ
cet-12886	87	2	loss	loss	NOUN
cet-12886	87	3	of	of	ADP
cet-12886	87	4	vacuum	vacuum	NOUN
cet-12886	87	5	is	be	AUX
cet-12886	87	6	an	an	DET
cet-12886	87	7	abnormal	abnormal	ADJ
cet-12886	87	8	event	event	NOUN
cet-12886	87	9	(	(	PUNCT
cet-12886	87	10	yet	yet	ADV
cet-12886	87	11	not	not	PART
cet-12886	87	12	leading	lead	VERB
cet-12886	87	13	to	to	ADP
cet-12886	87	14	abnormal	abnormal	ADJ
cet-12886	87	15	product	product	NOUN
cet-12886	87	16	quality	quality	NOUN
cet-12886	87	17	)	)	PUNCT
cet-12886	87	18	,	,	PUNCT
cet-12886	87	19	an	an	DET
cet-12886	87	20	algorithm	algorithm	NOUN
cet-12886	87	21	to	to	PART
cet-12886	87	22	automatically	automatically	ADV
cet-12886	87	23	identify	identify	VERB
cet-12886	87	24	all	all	DET
cet-12886	87	25	historical	historical	ADJ
cet-12886	87	26	batches	batch	NOUN
cet-12886	87	27	with	with	ADP
cet-12886	87	28	a	a	DET
cet-12886	87	29	reactor	reactor	NOUN
cet-12886	87	30	pressure	pressure	NOUN
cet-12886	87	31	profile	profile	NOUN
cet-12886	87	32	qualitatively	qualitatively	ADV
cet-12886	87	33	similar	similar	ADJ
cet-12886	87	34	to	to	ADP
cet-12886	87	35	the	the	DET
cet-12886	87	36	one	one	NUM
cet-12886	87	37	of	of	ADP
cet-12886	87	38	batch	batch	NOUN
cet-12886	87	39	no.337	no.337	PROPN
cet-12886	87	40	was	be	AUX
cet-12886	87	41	developed	develop	VERB
cet-12886	87	42	.	.	PUNCT
cet-12886	88	1	the	the	DET
cet-12886	88	2	relevant	relevant	ADJ
cet-12886	88	3	batches	batch	NOUN
cet-12886	88	4	were	be	AUX
cet-12886	88	5	denoted	denote	VERB
cet-12886	88	6	as	as	ADP
cet-12886	88	7	“	"	PUNCT
cet-12886	88	8	abnormal	abnormal	ADJ
cet-12886	88	9	”	"	PUNCT
cet-12886	88	10	,	,	PUNCT
cet-12886	88	11	to	to	PART
cet-12886	88	12	distinguish	distinguish	VERB
cet-12886	88	13	them	they	PRON
cet-12886	88	14	from	from	ADP
cet-12886	88	15	the	the	DET
cet-12886	88	16	“	"	PUNCT
cet-12886	88	17	regular	regular	ADJ
cet-12886	88	18	”	"	PUNCT
cet-12886	88	19	ones	one	NOUN
cet-12886	88	20	,	,	PUNCT
cet-12886	88	21	where	where	SCONJ
cet-12886	88	22	the	the	DET
cet-12886	88	23	vacuum	vacuum	NOUN
cet-12886	88	24	breakage	breakage	NOUN
cet-12886	88	25	event	event	NOUN
cet-12886	88	26	did	do	AUX
cet-12886	88	27	not	not	PART
cet-12886	88	28	occur	occur	VERB
cet-12886	88	29	.	.	PUNCT
cet-12886	89	1	it	it	PRON
cet-12886	89	2	was	be	AUX
cet-12886	89	3	found	find	VERB
cet-12886	89	4	that	that	SCONJ
cet-12886	89	5	as	as	ADV
cet-12886	89	6	many	many	ADJ
cet-12886	89	7	as	as	ADP
cet-12886	89	8	40	40	NUM
cet-12886	89	9	%	%	NOUN
cet-12886	89	10	of	of	ADP
cet-12886	89	11	the	the	DET
cet-12886	89	12	historical	historical	ADJ
cet-12886	89	13	batches	batch	NOUN
cet-12886	89	14	can	can	AUX
cet-12886	89	15	be	be	AUX
cet-12886	89	16	designated	designate	VERB
cet-12886	89	17	as	as	ADP
cet-12886	89	18	abnormal	abnormal	ADJ
cet-12886	89	19	.	.	PUNCT
cet-12886	90	1	the	the	DET
cet-12886	90	2	regular	regular	ADJ
cet-12886	90	3	and	and	CCONJ
cet-12886	90	4	abnormal	abnormal	ADJ
cet-12886	90	5	batches	batch	NOUN
cet-12886	90	6	were	be	AUX
cet-12886	90	7	then	then	ADV
cet-12886	90	8	identified	identify	VERB
cet-12886	90	9	in	in	ADP
cet-12886	90	10	the	the	DET
cet-12886	90	11	scores	score	NOUN
cet-12886	90	12	plot	plot	NOUN
cet-12886	90	13	,	,	PUNCT
cet-12886	90	14	obtaining	obtain	VERB
cet-12886	90	15	the	the	DET
cet-12886	90	16	results	result	NOUN
cet-12886	90	17	of	of	ADP
cet-12886	90	18	figure	figure	NOUN
cet-12886	90	19	4b	4b	PROPN
cet-12886	90	20	.	.	PUNCT
cet-12886	91	1	we	we	PRON
cet-12886	91	2	notice	notice	VERB
cet-12886	91	3	that	that	SCONJ
cet-12886	91	4	most	most	ADJ
cet-12886	91	5	of	of	ADP
cet-12886	91	6	the	the	DET
cet-12886	91	7	abnormal	abnormal	ADJ
cet-12886	91	8	batches	batch	NOUN
cet-12886	91	9	are	be	AUX
cet-12886	91	10	projected	project	VERB
cet-12886	91	11	onto	onto	ADP
cet-12886	91	12	the	the	DET
cet-12886	91	13	right	right	ADJ
cet-12886	91	14	-	-	PUNCT
cet-12886	91	15	half	half	NOUN
cet-12886	91	16	plane	plane	NOUN
cet-12886	91	17	,	,	PUNCT
cet-12886	91	18	whereas	whereas	SCONJ
cet-12886	91	19	most	most	ADJ
cet-12886	91	20	of	of	ADP
cet-12886	91	21	the	the	DET
cet-12886	91	22	regular	regular	ADJ
cet-12886	91	23	ones	one	NOUN
cet-12886	91	24	are	be	AUX
cet-12886	91	25	lying	lie	VERB
cet-12886	91	26	in	in	ADP
cet-12886	91	27	the	the	DET
cet-12886	91	28	left	left	ADJ
cet-12886	91	29	-	-	PUNCT
cet-12886	91	30	half	half	NOUN
cet-12886	91	31	plane	plane	NOUN
cet-12886	91	32	,	,	PUNCT
cet-12886	91	33	i.e.	i.e.	X
cet-12886	91	34	,	,	PUNCT
cet-12886	91	35	the	the	DET
cet-12886	91	36	separation	separation	NOUN
cet-12886	91	37	between	between	ADP
cet-12886	91	38	regular	regular	ADJ
cet-12886	91	39	and	and	CCONJ
cet-12886	91	40	abnormal	abnormal	ADJ
cet-12886	91	41	batches	batch	NOUN
cet-12886	91	42	occurs	occur	VERB
cet-12886	91	43	along	along	ADP
cet-12886	91	44	the	the	DET
cet-12886	91	45	first	first	ADJ
cet-12886	91	46	pc	pc	NOUN
cet-12886	91	47	.	.	PUNCT
cet-12886	92	1	therefore	therefore	ADV
cet-12886	92	2	,	,	PUNCT
cet-12886	92	3	we	we	PRON
cet-12886	92	4	conclude	conclude	VERB
cet-12886	92	5	that	that	SCONJ
cet-12886	92	6	the	the	DET
cet-12886	92	7	difference	difference	NOUN
cet-12886	92	8	between	between	ADP
cet-12886	92	9	regular	regular	ADJ
cet-12886	92	10	and	and	CCONJ
cet-12886	92	11	abnormal	abnormal	ADJ
cet-12886	92	12	batches	batch	NOUN
cet-12886	92	13	acts	act	NOUN
cet-12886	92	14	as	as	ADP
cet-12886	92	15	the	the	DET
cet-12886	92	16	strongest	strong	ADJ
cet-12886	92	17	source	source	NOUN
cet-12886	92	18	of	of	ADP
cet-12886	92	19	variability	variability	NOUN
cet-12886	92	20	within	within	ADP
cet-12886	92	21	the	the	DET
cet-12886	92	22	historical	historical	ADJ
cet-12886	92	23	dataset	dataset	NOUN
cet-12886	92	24	.	.	PUNCT
cet-12886	93	1	discussion	discussion	NOUN
cet-12886	93	2	with	with	ADP
cet-12886	93	3	the	the	DET
cet-12886	93	4	process	process	NOUN
cet-12886	93	5	experts	expert	NOUN
cet-12886	93	6	revealed	reveal	VERB
cet-12886	93	7	that	that	SCONJ
cet-12886	93	8	the	the	DET
cet-12886	93	9	abnormal	abnormal	ADJ
cet-12886	93	10	pressure	pressure	NOUN
cet-12886	93	11	profiles	profile	NOUN
cet-12886	93	12	observed	observe	VERB
cet-12886	93	13	in	in	ADP
cet-12886	93	14	the	the	DET
cet-12886	93	15	historical	historical	ADJ
cet-12886	93	16	dataset	dataset	NOUN
cet-12886	93	17	are	be	AUX
cet-12886	93	18	related	relate	VERB
cet-12886	93	19	to	to	ADP
cet-12886	93	20	the	the	DET
cet-12886	93	21	intervention	intervention	NOUN
cet-12886	93	22	of	of	ADP
cet-12886	93	23	the	the	DET
cet-12886	93	24	reactor	reactor	NOUN
cet-12886	93	25	safety	safety	NOUN
cet-12886	93	26	interlock	interlock	NOUN
cet-12886	93	27	system	system	NOUN
cet-12886	93	28	.	.	PUNCT
cet-12886	94	1	in	in	ADP
cet-12886	94	2	fact	fact	NOUN
cet-12886	94	3	,	,	PUNCT
cet-12886	94	4	the	the	DET
cet-12886	94	5	occurrence	occurrence	NOUN
cet-12886	94	6	of	of	ADP
cet-12886	94	7	particular	particular	ADJ
cet-12886	94	8	combinations	combination	NOUN
cet-12886	94	9	of	of	ADP
cet-12886	94	10	operating	operating	NOUN
cet-12886	94	11	conditions	condition	NOUN
cet-12886	94	12	in	in	ADP
cet-12886	94	13	the	the	DET
cet-12886	94	14	reactor	reactor	NOUN
cet-12886	94	15	can	can	AUX
cet-12886	94	16	trigger	trigger	VERB
cet-12886	94	17	the	the	DET
cet-12886	94	18	intervention	intervention	NOUN
cet-12886	94	19	of	of	ADP
cet-12886	94	20	specific	specific	ADJ
cet-12886	94	21	interlocks	interlock	NOUN
cet-12886	94	22	,	,	PUNCT
cet-12886	94	23	each	each	PRON
cet-12886	94	24	of	of	ADP
cet-12886	94	25	which	which	PRON
cet-12886	94	26	acting	act	VERB
cet-12886	94	27	by	by	ADP
cet-12886	94	28	breaking	break	VERB
cet-12886	94	29	the	the	DET
cet-12886	94	30	vacuum	vacuum	NOUN
cet-12886	94	31	and	and	CCONJ
cet-12886	94	32	blanketing	blanket	VERB
cet-12886	94	33	the	the	DET
cet-12886	94	34	reactor	reactor	NOUN
cet-12886	94	35	with	with	ADP
cet-12886	94	36	nitrogen	nitrogen	NOUN
cet-12886	94	37	.	.	PUNCT
cet-12886	95	1	the	the	DET
cet-12886	95	2	triggering	triggering	NOUN
cet-12886	95	3	of	of	ADP
cet-12886	95	4	all	all	DET
cet-12886	95	5	potential	potential	ADJ
cet-12886	95	6	interlocks	interlock	NOUN
cet-12886	95	7	was	be	AUX
cet-12886	95	8	therefore	therefore	ADV
cet-12886	95	9	monitored	monitor	VERB
cet-12886	95	10	through	through	ADP
cet-12886	95	11	a	a	DET
cet-12886	95	12	dummy	dummy	ADJ
cet-12886	95	13	variable	variable	NOUN
cet-12886	95	14	across	across	ADP
cet-12886	95	15	a	a	DET
cet-12886	95	16	set	set	NOUN
cet-12886	95	17	of	of	ADP
cet-12886	95	18	new	new	ADJ
cet-12886	95	19	batches	batch	NOUN
cet-12886	95	20	,	,	PUNCT
cet-12886	95	21	and	and	CCONJ
cet-12886	95	22	this	this	PRON
cet-12886	95	23	enabled	enable	VERB
cet-12886	95	24	the	the	DET
cet-12886	95	25	identification	identification	NOUN
cet-12886	95	26	of	of	ADP
cet-12886	95	27	one	one	NUM
cet-12886	95	28	interlock	interlock	NOUN
cet-12886	95	29	that	that	PRON
cet-12886	95	30	did	do	AUX
cet-12886	95	31	not	not	PART
cet-12886	95	32	work	work	VERB
cet-12886	95	33	properly	properly	ADV
cet-12886	95	34	.	.	PUNCT
cet-12886	96	1	this	this	DET
cet-12886	96	2	specific	specific	ADJ
cet-12886	96	3	interlock	interlock	NOUN
cet-12886	96	4	was	be	AUX
cet-12886	96	5	therefore	therefore	ADV
cet-12886	96	6	reconfigured	reconfigure	VERB
cet-12886	96	7	,	,	PUNCT
cet-12886	96	8	and	and	CCONJ
cet-12886	96	9	a	a	DET
cet-12886	96	10	new	new	ADJ
cet-12886	96	11	campaign	campaign	NOUN
cet-12886	96	12	of	of	ADP
cet-12886	96	13	batches	batch	NOUN
cet-12886	96	14	was	be	AUX
cet-12886	96	15	initiated	initiate	VERB
cet-12886	96	16	to	to	PART
cet-12886	96	17	validate	validate	VERB
cet-12886	96	18	the	the	DET
cet-12886	96	19	finding	finding	NOUN
cet-12886	96	20	and	and	CCONJ
cet-12886	96	21	assess	assess	VERB
cet-12886	96	22	its	its	PRON
cet-12886	96	23	impact	impact	NOUN
cet-12886	96	24	on	on	ADP
cet-12886	96	25	the	the	DET
cet-12886	96	26	distribution	distribution	NOUN
cet-12886	96	27	of	of	ADP
cet-12886	96	28	the	the	DET
cet-12886	96	29	batch	batch	NOUN
cet-12886	96	30	length	length	NOUN
cet-12886	96	31	across	across	ADP
cet-12886	96	32	the	the	DET
cet-12886	96	33	campaign	campaign	NOUN
cet-12886	96	34	.	.	PUNCT
cet-12886	97	1	6	6	X
cet-12886	97	2	.	.	X
cet-12886	97	3	validation	validation	NOUN
cet-12886	97	4	after	after	ADP
cet-12886	97	5	reconfiguration	reconfiguration	NOUN
cet-12886	97	6	of	of	ADP
cet-12886	97	7	the	the	DET
cet-12886	97	8	reactor	reactor	NOUN
cet-12886	97	9	safety	safety	NOUN
cet-12886	97	10	interlock	interlock	NOUN
cet-12886	97	11	system	system	NOUN
cet-12886	97	12	,	,	PUNCT
cet-12886	97	13	8	8	NUM
cet-12886	97	14	months	month	NOUN
cet-12886	97	15	of	of	ADP
cet-12886	97	16	operating	operate	VERB
cet-12886	97	17	data	datum	NOUN
cet-12886	97	18	(	(	PUNCT
cet-12886	97	19	corresponding	correspond	VERB
cet-12886	97	20	to	to	ADP
cet-12886	97	21	635	635	NUM
cet-12886	97	22	new	new	ADJ
cet-12886	97	23	batches	batch	NOUN
cet-12886	97	24	)	)	PUNCT
cet-12886	97	25	were	be	AUX
cet-12886	97	26	collected	collect	VERB
cet-12886	97	27	from	from	ADP
cet-12886	97	28	the	the	DET
cet-12886	97	29	data	datum	NOUN
cet-12886	97	30	historian	historian	NOUN
cet-12886	97	31	.	.	PUNCT
cet-12886	98	1	less	less	ADJ
cet-12886	98	2	than	than	ADP
cet-12886	98	3	2	2	NUM
cet-12886	98	4	%	%	NOUN
cet-12886	98	5	of	of	ADP
cet-12886	98	6	the	the	DET
cet-12886	98	7	batches	batch	NOUN
cet-12886	98	8	of	of	ADP
cet-12886	98	9	the	the	DET
cet-12886	98	10	validation	validation	NOUN
cet-12886	98	11	campaign	campaign	NOUN
cet-12886	98	12	were	be	AUX
cet-12886	98	13	affected	affect	VERB
cet-12886	98	14	by	by	ADP
cet-12886	98	15	a	a	DET
cet-12886	98	16	vacuum	vacuum	NOUN
cet-12886	98	17	loss	loss	NOUN
cet-12886	98	18	event	event	NOUN
cet-12886	98	19	,	,	PUNCT
cet-12886	98	20	thus	thus	ADV
cet-12886	98	21	confirming	confirm	VERB
cet-12886	98	22	that	that	SCONJ
cet-12886	98	23	the	the	DET
cet-12886	98	24	interlock	interlock	NOUN
cet-12886	98	25	system	system	NOUN
cet-12886	98	26	reconfiguration	reconfiguration	NOUN
cet-12886	98	27	was	be	AUX
cet-12886	98	28	effective	effective	ADJ
cet-12886	98	29	.	.	PUNCT
cet-12886	99	1	in	in	ADP
cet-12886	99	2	terms	term	NOUN
cet-12886	99	3	of	of	ADP
cet-12886	99	4	distribution	distribution	NOUN
cet-12886	99	5	of	of	ADP
cet-12886	99	6	the	the	DET
cet-12886	99	7	batch	batch	NOUN
cet-12886	99	8	lengths	length	NOUN
cet-12886	99	9	across	across	ADP
cet-12886	99	10	the	the	DET
cet-12886	99	11	validation	validation	NOUN
cet-12886	99	12	campaign	campaign	NOUN
cet-12886	99	13	,	,	PUNCT
cet-12886	99	14	figure	figure	NOUN
cet-12886	99	15	5	5	NUM
cet-12886	99	16	shows	show	VERB
cet-12886	99	17	that	that	SCONJ
cet-12886	99	18	a	a	DET
cet-12886	99	19	unimodal	unimodal	ADJ
cet-12886	99	20	distribution	distribution	NOUN
cet-12886	99	21	was	be	AUX
cet-12886	99	22	obtained	obtain	VERB
cet-12886	99	23	,	,	PUNCT
cet-12886	99	24	with	with	ADP
cet-12886	99	25	a	a	DET
cet-12886	99	26	peak	peak	NOUN
cet-12886	99	27	value	value	NOUN
cet-12886	99	28	of	of	ADP
cet-12886	99	29	58	58	NUM
cet-12886	99	30	min	min	NOUN
cet-12886	99	31	.	.	PUNCT
cet-12886	100	1	the	the	DET
cet-12886	100	2	distribution	distribution	NOUN
cet-12886	100	3	is	be	AUX
cet-12886	100	4	also	also	ADV
cet-12886	100	5	narrower	narrow	ADJ
cet-12886	100	6	than	than	ADP
cet-12886	100	7	the	the	DET
cet-12886	100	8	one	one	NUM
cet-12886	100	9	in	in	ADP
cet-12886	100	10	figure	figure	NOUN
cet-12886	100	11	2	2	NUM
cet-12886	100	12	,	,	PUNCT
cet-12886	100	13	ranging	range	VERB
cet-12886	100	14	between	between	ADP
cet-12886	100	15	49	49	NUM
cet-12886	100	16	and	and	CCONJ
cet-12886	100	17	120	120	NUM
cet-12886	100	18	min	min	NOUN
cet-12886	100	19	.	.	PROPN
cet-12886	100	20	therefore	therefore	ADV
cet-12886	100	21	,	,	PUNCT
cet-12886	100	22	reconfiguration	reconfiguration	NOUN
cet-12886	100	23	of	of	ADP
cet-12886	100	24	the	the	DET
cet-12886	100	25	safety	safety	NOUN
cet-12886	100	26	interlock	interlock	NOUN
cet-12886	100	27	system	system	NOUN
cet-12886	100	28	resulted	result	VERB
cet-12886	100	29	in	in	ADP
cet-12886	100	30	a	a	DET
cet-12886	100	31	29	29	NUM
cet-12886	100	32	%	%	NOUN
cet-12886	100	33	reduction	reduction	NOUN
cet-12886	100	34	in	in	ADP
cet-12886	100	35	average	average	ADJ
cet-12886	100	36	batch	batch	NOUN
cet-12886	100	37	length	length	NOUN
cet-12886	100	38	.	.	PUNCT
cet-12886	101	1	overall	overall	ADV
cet-12886	101	2	,	,	PUNCT
cet-12886	101	3	this	this	PRON
cet-12886	101	4	amounted	amount	VERB
cet-12886	101	5	to	to	ADP
cet-12886	101	6	an	an	DET
cet-12886	101	7	8	8	NUM
cet-12886	101	8	%	%	NOUN
cet-12886	101	9	reduction	reduction	NOUN
cet-12886	101	10	of	of	ADP
cet-12886	101	11	the	the	DET
cet-12886	101	12	overall	overall	ADJ
cet-12886	101	13	cycle	cycle	NOUN
cet-12886	101	14	time	time	NOUN
cet-12886	101	15	,	,	PUNCT
cet-12886	101	16	with	with	ADP
cet-12886	101	17	a	a	DET
cet-12886	101	18	(	(	PUNCT
cet-12886	101	19	a	a	NOUN
cet-12886	101	20	)	)	PUNCT
cet-12886	101	21	(	(	PUNCT
cet-12886	101	22	b	b	X
cet-12886	101	23	)	)	PUNCT
cet-12886	101	24	233	233	NUM
cet-12886	101	25	related	relate	VERB
cet-12886	101	26	saving	saving	NOUN
cet-12886	101	27	in	in	ADP
cet-12886	101	28	the	the	DET
cet-12886	101	29	energy	energy	NOUN
cet-12886	101	30	expenses	expense	NOUN
cet-12886	101	31	.	.	PUNCT
cet-12886	102	1	furthermore	furthermore	ADV
cet-12886	102	2	,	,	PUNCT
cet-12886	102	3	it	it	PRON
cet-12886	102	4	was	be	AUX
cet-12886	102	5	estimated	estimate	VERB
cet-12886	102	6	that	that	SCONJ
cet-12886	102	7	an	an	DET
cet-12886	102	8	abnormal	abnormal	ADJ
cet-12886	102	9	batch	batch	NOUN
cet-12886	102	10	requires	require	VERB
cet-12886	102	11	25	25	NUM
cet-12886	102	12	%	%	NOUN
cet-12886	102	13	more	more	ADJ
cet-12886	102	14	nitrogen	nitrogen	NOUN
cet-12886	102	15	than	than	ADP
cet-12886	102	16	a	a	DET
cet-12886	102	17	regular	regular	ADJ
cet-12886	102	18	batch	batch	NOUN
cet-12886	102	19	.	.	PUNCT
cet-12886	103	1	considering	consider	VERB
cet-12886	103	2	that	that	SCONJ
cet-12886	103	3	the	the	DET
cet-12886	103	4	abnormal	abnormal	ADJ
cet-12886	103	5	batches	batch	NOUN
cet-12886	103	6	were	be	AUX
cet-12886	103	7	40	40	NUM
cet-12886	103	8	%	%	NOUN
cet-12886	103	9	of	of	ADP
cet-12886	103	10	the	the	DET
cet-12886	103	11	total	total	ADJ
cet-12886	103	12	number	number	NOUN
cet-12886	103	13	of	of	ADP
cet-12886	103	14	the	the	DET
cet-12886	103	15	historical	historical	ADJ
cet-12886	103	16	batches	batch	NOUN
cet-12886	103	17	,	,	PUNCT
cet-12886	103	18	and	and	CCONJ
cet-12886	103	19	assuming	assume	VERB
cet-12886	103	20	that	that	SCONJ
cet-12886	103	21	only	only	ADV
cet-12886	103	22	2	2	NUM
cet-12886	103	23	%	%	NOUN
cet-12886	103	24	of	of	ADP
cet-12886	103	25	the	the	DET
cet-12886	103	26	batches	batch	NOUN
cet-12886	103	27	of	of	ADP
cet-12886	103	28	new	new	ADJ
cet-12886	103	29	production	production	NOUN
cet-12886	103	30	campaigns	campaign	NOUN
cet-12886	103	31	remain	remain	VERB
cet-12886	103	32	abnormal	abnormal	ADJ
cet-12886	103	33	,	,	PUNCT
cet-12886	103	34	reconfiguration	reconfiguration	NOUN
cet-12886	103	35	of	of	ADP
cet-12886	103	36	the	the	DET
cet-12886	103	37	safety	safety	NOUN
cet-12886	103	38	interlock	interlock	NOUN
cet-12886	103	39	system	system	NOUN
cet-12886	103	40	also	also	ADV
cet-12886	103	41	resulted	result	VERB
cet-12886	103	42	in	in	ADP
cet-12886	103	43	a	a	DET
cet-12886	103	44	11	11	NUM
cet-12886	103	45	%	%	NOUN
cet-12886	103	46	saving	saving	NOUN
cet-12886	103	47	on	on	ADP
cet-12886	103	48	nitrogen	nitrogen	NOUN
cet-12886	103	49	expenses	expense	NOUN
cet-12886	103	50	.	.	PUNCT
cet-12886	104	1	figure	figure	NOUN
cet-12886	104	2	5	5	NUM
cet-12886	104	3	.	.	PUNCT
cet-12886	105	1	distribution	distribution	NOUN
cet-12886	105	2	of	of	ADP
cet-12886	105	3	the	the	DET
cet-12886	105	4	time	time	NOUN
cet-12886	105	5	duration	duration	NOUN
cet-12886	105	6	of	of	ADP
cet-12886	105	7	step	step	NOUN
cet-12886	105	8	3	3	NUM
cet-12886	105	9	in	in	ADP
cet-12886	105	10	reactor	reactor	NOUN
cet-12886	105	11	r410	r410	PROPN
cet-12886	105	12	after	after	ADP
cet-12886	105	13	reconfiguration	reconfiguration	NOUN
cet-12886	105	14	of	of	ADP
cet-12886	105	15	the	the	DET
cet-12886	105	16	safety	safety	NOUN
cet-12886	105	17	interlock	interlock	NOUN
cet-12886	105	18	system	system	NOUN
cet-12886	105	19	.	.	PUNCT
cet-12886	106	1	the	the	DET
cet-12886	106	2	vertical	vertical	ADJ
cet-12886	106	3	red	red	ADJ
cet-12886	106	4	line	line	NOUN
cet-12886	106	5	is	be	AUX
cet-12886	106	6	the	the	DET
cet-12886	106	7	mean	mean	NOUN
cet-12886	106	8	of	of	ADP
cet-12886	106	9	the	the	DET
cet-12886	106	10	distribution	distribution	NOUN
cet-12886	106	11	.	.	PUNCT
cet-12886	107	1	7	7	X
cet-12886	107	2	.	.	X
cet-12886	107	3	conclusions	conclusion	NOUN
cet-12886	107	4	analytics	analytic	NOUN
cet-12886	107	5	on	on	ADP
cet-12886	107	6	historical	historical	ADJ
cet-12886	107	7	data	datum	NOUN
cet-12886	107	8	for	for	ADP
cet-12886	107	9	a	a	DET
cet-12886	107	10	semi	semi	ADJ
cet-12886	107	11	-	-	ADJ
cet-12886	107	12	batch	batch	ADJ
cet-12886	107	13	industrial	industrial	ADJ
cet-12886	107	14	process	process	NOUN
cet-12886	107	15	,	,	PUNCT
cet-12886	107	16	coupled	couple	VERB
cet-12886	107	17	to	to	ADP
cet-12886	107	18	engineering	engineer	VERB
cet-12886	107	19	understanding	understanding	NOUN
cet-12886	107	20	on	on	ADP
cet-12886	107	21	the	the	DET
cet-12886	107	22	process	process	NOUN
cet-12886	107	23	itself	itself	PRON
cet-12886	107	24	,	,	PUNCT
cet-12886	107	25	allowed	allow	VERB
cet-12886	107	26	us	we	PRON
cet-12886	107	27	to	to	PART
cet-12886	107	28	uncover	uncover	VERB
cet-12886	107	29	the	the	DET
cet-12886	107	30	existence	existence	NOUN
cet-12886	107	31	of	of	ADP
cet-12886	107	32	an	an	DET
cet-12886	107	33	abnormal	abnormal	ADJ
cet-12886	107	34	behavior	behavior	NOUN
cet-12886	107	35	in	in	ADP
cet-12886	107	36	40	40	NUM
cet-12886	107	37	%	%	NOUN
cet-12886	107	38	of	of	ADP
cet-12886	107	39	the	the	DET
cet-12886	107	40	batches	batch	NOUN
cet-12886	107	41	in	in	ADP
cet-12886	107	42	historical	historical	ADJ
cet-12886	107	43	manufacturing	manufacturing	NOUN
cet-12886	107	44	campaigns	campaign	NOUN
cet-12886	107	45	.	.	PUNCT
cet-12886	108	1	the	the	DET
cet-12886	108	2	abnormal	abnormal	ADJ
cet-12886	108	3	batches	batch	NOUN
cet-12886	108	4	did	do	AUX
cet-12886	108	5	not	not	PART
cet-12886	108	6	terminate	terminate	VERB
cet-12886	108	7	unsuccessfully	unsuccessfully	ADV
cet-12886	108	8	,	,	PUNCT
cet-12886	108	9	but	but	CCONJ
cet-12886	108	10	simply	simply	ADV
cet-12886	108	11	took	take	VERB
cet-12886	108	12	longer	long	ADV
cet-12886	108	13	to	to	PART
cet-12886	108	14	complete	complete	VERB
cet-12886	108	15	than	than	ADP
cet-12886	108	16	the	the	DET
cet-12886	108	17	other	other	ADJ
cet-12886	108	18	batches	batch	NOUN
cet-12886	108	19	.	.	PUNCT
cet-12886	109	1	since	since	SCONJ
cet-12886	109	2	this	this	DET
cet-12886	109	3	event	event	NOUN
cet-12886	109	4	did	do	AUX
cet-12886	109	5	not	not	PART
cet-12886	109	6	have	have	VERB
cet-12886	109	7	an	an	DET
cet-12886	109	8	impact	impact	NOUN
cet-12886	109	9	on	on	ADP
cet-12886	109	10	the	the	DET
cet-12886	109	11	final	final	ADJ
cet-12886	109	12	product	product	NOUN
cet-12886	109	13	quality	quality	NOUN
cet-12886	109	14	,	,	PUNCT
cet-12886	109	15	it	it	PRON
cet-12886	109	16	went	go	VERB
cet-12886	109	17	almost	almost	ADV
cet-12886	109	18	unnoticed	unnoticed	ADJ
cet-12886	109	19	,	,	PUNCT
cet-12886	109	20	and	and	CCONJ
cet-12886	109	21	therefore	therefore	ADV
cet-12886	109	22	did	do	AUX
cet-12886	109	23	not	not	PART
cet-12886	109	24	trigger	trigger	VERB
cet-12886	109	25	any	any	DET
cet-12886	109	26	specific	specific	ADJ
cet-12886	109	27	action	action	NOUN
cet-12886	109	28	by	by	ADP
cet-12886	109	29	the	the	DET
cet-12886	109	30	plant	plant	NOUN
cet-12886	109	31	personnel	personnel	NOUN
cet-12886	109	32	.	.	PUNCT
cet-12886	110	1	however	however	ADV
cet-12886	110	2	,	,	PUNCT
cet-12886	110	3	the	the	DET
cet-12886	110	4	longer	long	ADJ
cet-12886	110	5	duration	duration	NOUN
cet-12886	110	6	increased	increase	VERB
cet-12886	110	7	the	the	DET
cet-12886	110	8	energy	energy	NOUN
cet-12886	110	9	expenditure	expenditure	NOUN
cet-12886	110	10	(	(	PUNCT
cet-12886	110	11	hence	hence	ADV
cet-12886	110	12	,	,	PUNCT
cet-12886	110	13	the	the	DET
cet-12886	110	14	operating	operating	NOUN
cet-12886	110	15	expenses	expense	NOUN
cet-12886	110	16	)	)	PUNCT
cet-12886	110	17	per	per	ADP
cet-12886	110	18	unit	unit	NOUN
cet-12886	110	19	of	of	ADP
cet-12886	110	20	product	product	NOUN
cet-12886	110	21	manufactured	manufacture	VERB
cet-12886	110	22	.	.	PUNCT
cet-12886	111	1	data	datum	NOUN
cet-12886	111	2	analytics	analytic	NOUN
cet-12886	111	3	was	be	AUX
cet-12886	111	4	central	central	ADJ
cet-12886	111	5	to	to	PART
cet-12886	111	6	find	find	VERB
cet-12886	111	7	that	that	SCONJ
cet-12886	111	8	the	the	DET
cet-12886	111	9	cause	cause	NOUN
cet-12886	111	10	of	of	ADP
cet-12886	111	11	the	the	DET
cet-12886	111	12	abnormal	abnormal	ADJ
cet-12886	111	13	behavior	behavior	NOUN
cet-12886	111	14	was	be	AUX
cet-12886	111	15	the	the	DET
cet-12886	111	16	anomalous	anomalous	ADJ
cet-12886	111	17	intervention	intervention	NOUN
cet-12886	111	18	of	of	ADP
cet-12886	111	19	one	one	NUM
cet-12886	111	20	interlock	interlock	NOUN
cet-12886	111	21	in	in	ADP
cet-12886	111	22	the	the	DET
cet-12886	111	23	reactor	reactor	NOUN
cet-12886	111	24	safety	safety	NOUN
cet-12886	111	25	system	system	NOUN
cet-12886	111	26	,	,	PUNCT
cet-12886	111	27	which	which	PRON
cet-12886	111	28	(	(	PUNCT
cet-12886	111	29	under	under	ADP
cet-12886	111	30	particular	particular	ADJ
cet-12886	111	31	conditions	condition	NOUN
cet-12886	111	32	)	)	PUNCT
cet-12886	111	33	caused	cause	VERB
cet-12886	111	34	vacuum	vacuum	NOUN
cet-12886	111	35	in	in	ADP
cet-12886	111	36	the	the	DET
cet-12886	111	37	reactor	reactor	NOUN
cet-12886	111	38	to	to	PART
cet-12886	111	39	be	be	AUX
cet-12886	111	40	broken	break	VERB
cet-12886	111	41	by	by	ADP
cet-12886	111	42	nitrogen	nitrogen	NOUN
cet-12886	111	43	blanketing	blanketing	NOUN
cet-12886	111	44	;	;	PUNCT
cet-12886	111	45	this	this	PRON
cet-12886	111	46	required	require	VERB
cet-12886	111	47	subsequent	subsequent	ADJ
cet-12886	111	48	vacuum	vacuum	NOUN
cet-12886	111	49	reinstatement	reinstatement	NOUN
cet-12886	111	50	to	to	PART
cet-12886	111	51	recover	recover	VERB
cet-12886	111	52	the	the	DET
cet-12886	111	53	process	process	NOUN
cet-12886	111	54	conditions	condition	NOUN
cet-12886	111	55	and	and	CCONJ
cet-12886	111	56	to	to	PART
cet-12886	111	57	end	end	VERB
cet-12886	111	58	the	the	DET
cet-12886	111	59	batch	batch	NOUN
cet-12886	111	60	successfully	successfully	ADV
cet-12886	111	61	.	.	PUNCT
cet-12886	112	1	reconfiguration	reconfiguration	NOUN
cet-12886	112	2	of	of	ADP
cet-12886	112	3	the	the	DET
cet-12886	112	4	safety	safety	NOUN
cet-12886	112	5	interlock	interlock	NOUN
cet-12886	112	6	system	system	NOUN
cet-12886	112	7	allowed	allow	VERB
cet-12886	112	8	us	we	PRON
cet-12886	112	9	to	to	PART
cet-12886	112	10	shorten	shorten	VERB
cet-12886	112	11	the	the	DET
cet-12886	112	12	average	average	ADJ
cet-12886	112	13	batch	batch	NOUN
cet-12886	112	14	length	length	NOUN
cet-12886	112	15	by	by	ADP
cet-12886	112	16	29	29	NUM
cet-12886	112	17	%	%	NOUN
cet-12886	112	18	,	,	PUNCT
cet-12886	112	19	and	and	CCONJ
cet-12886	112	20	the	the	DET
cet-12886	112	21	overall	overall	ADJ
cet-12886	112	22	process	process	NOUN
cet-12886	112	23	cycle	cycle	NOUN
cet-12886	112	24	time	time	NOUN
cet-12886	112	25	by	by	ADP
cet-12886	112	26	8	8	NUM
cet-12886	112	27	%	%	NOUN
cet-12886	112	28	.	.	PUNCT
cet-12886	113	1	furthermore	furthermore	ADV
cet-12886	113	2	,	,	PUNCT
cet-12886	113	3	an	an	DET
cet-12886	113	4	11	11	NUM
cet-12886	113	5	%	%	NOUN
cet-12886	113	6	reduction	reduction	NOUN
cet-12886	113	7	on	on	ADP
cet-12886	113	8	the	the	DET
cet-12886	113	9	nitrogen	nitrogen	NOUN
cet-12886	113	10	consumption	consumption	NOUN
cet-12886	113	11	was	be	AUX
cet-12886	113	12	obtained	obtain	VERB
cet-12886	113	13	.	.	PUNCT
cet-12886	114	1	references	reference	NOUN
cet-12886	114	2	bieler	bieler	NOUN
cet-12886	114	3	p.	p.	PROPN
cet-12886	114	4	s.	s.	PROPN
cet-12886	114	5	,	,	PUNCT
cet-12886	114	6	fischer	fischer	PROPN
cet-12886	114	7	u.	u.	PROPN
cet-12886	114	8	,	,	PUNCT
cet-12886	114	9	hungerbühler	hungerbühler	PROPN
cet-12886	114	10	k.	k.	PROPN
cet-12886	114	11	,	,	PUNCT
cet-12886	114	12	2004	2004	NUM
cet-12886	114	13	,	,	PUNCT
cet-12886	114	14	modeling	model	VERB
cet-12886	114	15	the	the	DET
cet-12886	114	16	energy	energy	NOUN
cet-12886	114	17	consumption	consumption	NOUN
cet-12886	114	18	of	of	ADP
cet-12886	114	19	chemical	chemical	NOUN
cet-12886	114	20	batch	batch	NOUN
cet-12886	114	21	plants	plant	NOUN
cet-12886	114	22	:	:	PUNCT
cet-12886	114	23	bottom	bottom	ADJ
cet-12886	114	24	-	-	PUNCT
cet-12886	114	25	up	up	ADP
cet-12886	114	26	approach	approach	NOUN
cet-12886	114	27	,	,	PUNCT
cet-12886	114	28	industrial	industrial	ADJ
cet-12886	114	29	and	and	CCONJ
cet-12886	114	30	engineering	engineer	VERB
cet-12886	114	31	chemistry	chemistry	NOUN
cet-12886	114	32	research	research	NOUN
cet-12886	114	33	,	,	PUNCT
cet-12886	114	34	43	43	NUM
cet-12886	114	35	,	,	PUNCT
cet-12886	114	36	7785–7795	7785–7795	NUM
cet-12886	114	37	.	.	PUNCT
cet-12886	115	1	bro	bro	PROPN
cet-12886	115	2	r.	r.	PROPN
cet-12886	115	3	,	,	PUNCT
cet-12886	115	4	smilde	smilde	PROPN
cet-12886	115	5	a.	a.	PROPN
cet-12886	115	6	k.	k.	PROPN
cet-12886	115	7	,	,	PUNCT
cet-12886	115	8	2014	2014	NUM
cet-12886	115	9	,	,	PUNCT
cet-12886	115	10	principal	principal	ADJ
cet-12886	115	11	component	component	NOUN
cet-12886	115	12	analysis	analysis	NOUN
cet-12886	115	13	,	,	PUNCT
cet-12886	115	14	analytical	analytical	ADJ
cet-12886	115	15	methods	method	NOUN
cet-12886	115	16	,	,	PUNCT
cet-12886	115	17	6	6	NUM
cet-12886	115	18	,	,	PUNCT
cet-12886	115	19	2812–2831	2812–2831	NUM
cet-12886	115	20	.	.	PUNCT
cet-12886	115	21	brown	brown	PROPN
cet-12886	115	22	,	,	PUNCT
cet-12886	115	23	j.	j.	PROPN
cet-12886	115	24	d.	d.	PROPN
cet-12886	115	25	,	,	PUNCT
cet-12886	115	26	2009	2009	NUM
cet-12886	115	27	,	,	PUNCT
cet-12886	115	28	choosing	choose	VERB
cet-12886	115	29	the	the	DET
cet-12886	115	30	right	right	ADJ
cet-12886	115	31	number	number	NOUN
cet-12886	115	32	of	of	ADP
cet-12886	115	33	components	component	NOUN
cet-12886	115	34	of	of	ADP
cet-12886	115	35	factors	factor	NOUN
cet-12886	115	36	in	in	ADP
cet-12886	115	37	pca	pca	PROPN
cet-12886	115	38	and	and	CCONJ
cet-12886	115	39	efa	efa	PROPN
cet-12886	115	40	,	,	PUNCT
cet-12886	115	41	jalt	jalt	PROPN
cet-12886	115	42	testing	testing	PROPN
cet-12886	115	43	&	&	CCONJ
cet-12886	115	44	evaluation	evaluation	NOUN
cet-12886	115	45	sig	sig	PROPN
cet-12886	115	46	newsletter	newsletter	NOUN
cet-12886	115	47	,	,	PUNCT
cet-12886	115	48	13	13	NUM
cet-12886	115	49	,	,	PUNCT
cet-12886	115	50	19–23	19–23	NUM
cet-12886	115	51	.	.	PUNCT
cet-12886	116	1	camacho	camacho	PROPN
cet-12886	116	2	j.	j.	PROPN
cet-12886	116	3	,	,	PUNCT
cet-12886	116	4	picó	picó	PROPN
cet-12886	116	5	j.	j.	PROPN
cet-12886	116	6	,	,	PUNCT
cet-12886	116	7	ferrer	ferrer	PROPN
cet-12886	116	8	a.	a.	PROPN
cet-12886	116	9	,	,	PUNCT
cet-12886	116	10	2008	2008	NUM
cet-12886	116	11	,	,	PUNCT
cet-12886	116	12	bilinear	bilinear	NOUN
cet-12886	116	13	modelling	modelling	NOUN
cet-12886	116	14	of	of	ADP
cet-12886	116	15	batch	batch	NOUN
cet-12886	116	16	processes	process	NOUN
cet-12886	116	17	.	.	PUNCT
cet-12886	117	1	part	part	NOUN
cet-12886	118	1	i	i	NOUN
cet-12886	118	2	:	:	PUNCT
cet-12886	118	3	theoretical	theoretical	ADJ
cet-12886	118	4	discussion	discussion	NOUN
cet-12886	118	5	,	,	PUNCT
cet-12886	118	6	journal	journal	NOUN
cet-12886	118	7	of	of	ADP
cet-12886	118	8	chemometrics	chemometric	NOUN
cet-12886	118	9	,	,	PUNCT
cet-12886	118	10	22	22	NUM
cet-12886	118	11	,	,	PUNCT
cet-12886	118	12	299–308	299–308	NUM
cet-12886	118	13	.	.	PUNCT
cet-12886	119	1	garcía	garcía	PROPN
cet-12886	119	2	-	-	PUNCT
cet-12886	119	3	muñoz	muñoz	PROPN
cet-12886	119	4	s.	s.	PROPN
cet-12886	119	5	,	,	PUNCT
cet-12886	119	6	kourti	kourti	PROPN
cet-12886	119	7	t.	t.	PROPN
cet-12886	119	8	,	,	PUNCT
cet-12886	119	9	macgregor	macgregor	PROPN
cet-12886	119	10	j.	j.	PROPN
cet-12886	119	11	f.	f.	PROPN
cet-12886	119	12	,	,	PUNCT
cet-12886	119	13	mateos	mateos	PROPN
cet-12886	119	14	a.	a.	PROPN
cet-12886	119	15	g.	g.	PROPN
cet-12886	119	16	,	,	PUNCT
cet-12886	119	17	murphy	murphy	PROPN
cet-12886	119	18	g.	g.	PROPN
cet-12886	119	19	,	,	PUNCT
cet-12886	119	20	2003	2003	NUM
cet-12886	119	21	,	,	PUNCT
cet-12886	119	22	troubleshooting	troubleshooting	NOUN
cet-12886	119	23	of	of	ADP
cet-12886	119	24	an	an	DET
cet-12886	119	25	industrial	industrial	ADJ
cet-12886	119	26	batch	batch	NOUN
cet-12886	119	27	process	process	NOUN
cet-12886	119	28	using	use	VERB
cet-12886	119	29	multivariate	multivariate	NOUN
cet-12886	119	30	methods	method	NOUN
cet-12886	119	31	,	,	PUNCT
cet-12886	119	32	industrial	industrial	ADJ
cet-12886	119	33	and	and	CCONJ
cet-12886	119	34	engineering	engineer	VERB
cet-12886	119	35	chemistry	chemistry	NOUN
cet-12886	119	36	research	research	NOUN
cet-12886	119	37	,	,	PUNCT
cet-12886	119	38	42	42	NUM
cet-12886	119	39	,	,	PUNCT
cet-12886	119	40	3592–3601	3592–3601	NUM
cet-12886	119	41	.	.	PUNCT
cet-12886	119	42	jollife	jollife	PROPN
cet-12886	119	43	i.	i.	PROPN
cet-12886	119	44	t.	t.	PROPN
cet-12886	119	45	,	,	PUNCT
cet-12886	119	46	cadima	cadima	PROPN
cet-12886	119	47	j.	j.	PROPN
cet-12886	119	48	,	,	PUNCT
cet-12886	119	49	2016	2016	NUM
cet-12886	119	50	,	,	PUNCT
cet-12886	119	51	principal	principal	ADJ
cet-12886	119	52	component	component	NOUN
cet-12886	119	53	analysis	analysis	NOUN
cet-12886	119	54	:	:	PUNCT
cet-12886	119	55	a	a	DET
cet-12886	119	56	review	review	NOUN
cet-12886	119	57	and	and	CCONJ
cet-12886	119	58	recent	recent	ADJ
cet-12886	119	59	developments	development	NOUN
cet-12886	119	60	,	,	PUNCT
cet-12886	119	61	philosophical	philosophical	ADJ
cet-12886	119	62	transactions	transaction	NOUN
cet-12886	119	63	of	of	ADP
cet-12886	119	64	the	the	DET
cet-12886	119	65	royal	royal	ADJ
cet-12886	119	66	society	society	NOUN
cet-12886	119	67	a	a	DET
cet-12886	119	68	:	:	PUNCT
cet-12886	119	69	mathematical	mathematical	ADJ
cet-12886	119	70	,	,	PUNCT
cet-12886	119	71	physical	physical	ADJ
cet-12886	119	72	and	and	CCONJ
cet-12886	119	73	engineering	engineering	NOUN
cet-12886	119	74	sciences	science	NOUN
cet-12886	119	75	,	,	PUNCT
cet-12886	119	76	374	374	NUM
cet-12886	119	77	.	.	PUNCT
cet-12886	120	1	nomikos	nomikos	PROPN
cet-12886	120	2	p.	p.	PROPN
cet-12886	120	3	,	,	PUNCT
cet-12886	120	4	macgregor	macgregor	PROPN
cet-12886	120	5	j.	j.	PROPN
cet-12886	120	6	f.	f.	PROPN
cet-12886	120	7	,	,	PUNCT
cet-12886	120	8	1994	1994	NUM
cet-12886	120	9	,	,	PUNCT
cet-12886	120	10	monitoring	monitor	VERB
cet-12886	120	11	batch	batch	NOUN
cet-12886	120	12	processes	process	NOUN
cet-12886	120	13	using	use	VERB
cet-12886	120	14	multiway	multiway	NOUN
cet-12886	120	15	principal	principal	ADJ
cet-12886	120	16	component	component	NOUN
cet-12886	120	17	analysis	analysis	NOUN
cet-12886	120	18	,	,	PUNCT
cet-12886	120	19	aiche	aiche	PROPN
cet-12886	120	20	journal	journal	PROPN
cet-12886	120	21	,	,	PUNCT
cet-12886	120	22	40	40	NUM
cet-12886	120	23	,	,	PUNCT
cet-12886	120	24	1361–1375	1361–1375	NUM
cet-12886	120	25	.	.	PUNCT
cet-12886	121	1	nomikos	nomikos	PROPN
cet-12886	121	2	p.	p.	PROPN
cet-12886	121	3	,	,	PUNCT
cet-12886	121	4	macgregor	macgregor	PROPN
cet-12886	121	5	j.	j.	PROPN
cet-12886	121	6	f.	f.	PROPN
cet-12886	121	7	,	,	PUNCT
cet-12886	121	8	1995	1995	NUM
cet-12886	121	9	,	,	PUNCT
cet-12886	121	10	multivariate	multivariate	NOUN
cet-12886	121	11	spc	spc	PROPN
cet-12886	121	12	charts	chart	NOUN
cet-12886	121	13	for	for	ADP
cet-12886	121	14	monitoring	monitor	VERB
cet-12886	121	15	batch	batch	NOUN
cet-12886	121	16	processes	process	NOUN
cet-12886	121	17	,	,	PUNCT
cet-12886	121	18	technometrics	technometric	NOUN
cet-12886	121	19	,	,	PUNCT
cet-12886	121	20	37	37	NUM
cet-12886	121	21	,	,	PUNCT
cet-12886	121	22	41–59	41–59	NOUN
cet-12886	121	23	.	.	PUNCT
cet-12886	122	1	undey	undey	PROPN
cet-12886	122	2	c.	c.	PROPN
cet-12886	122	3	,	,	PUNCT
cet-12886	122	4	cinar	cinar	PROPN
cet-12886	122	5	a.	a.	PROPN
cet-12886	122	6	,	,	PUNCT
cet-12886	122	7	2002	2002	NUM
cet-12886	122	8	,	,	PUNCT
cet-12886	122	9	statistical	statistical	ADJ
cet-12886	122	10	monitoring	monitoring	NOUN
cet-12886	122	11	of	of	ADP
cet-12886	122	12	multistage	multistage	NOUN
cet-12886	122	13	,	,	PUNCT
cet-12886	122	14	multiphase	multiphase	NOUN
cet-12886	122	15	batch	batch	NOUN
cet-12886	122	16	processes	process	NOUN
cet-12886	122	17	,	,	PUNCT
cet-12886	122	18	ieee	ieee	NOUN
cet-12886	122	19	control	control	PROPN
cet-12886	122	20	systems	systems	PROPN
cet-12886	122	21	magazine	magazine	PROPN
cet-12886	122	22	,	,	PUNCT
cet-12886	122	23	october	october	PROPN
cet-12886	122	24	,	,	PUNCT
cet-12886	122	25	40–52	40–52	NUM
cet-12886	122	26	.	.	PUNCT
cet-12886	123	1	234	234	NUM
cet-12886	123	2	100sartori.pdf	100sartori.pdf	NUM
cet-12886	123	3	data	datum	NOUN
cet-12886	123	4	analytics	analytic	NOUN
cet-12886	123	5	can	can	AUX
cet-12886	123	6	help	help	VERB
cet-12886	123	7	reduce	reduce	VERB
cet-12886	123	8	energy	energy	NOUN
cet-12886	123	9	consumption	consumption	NOUN
cet-12886	123	10	in	in	ADP
cet-12886	123	11	the	the	DET
cet-12886	123	12	industrial	industrial	ADJ
cet-12886	123	13	manufacturing	manufacturing	NOUN
cet-12886	123	14	of	of	ADP
cet-12886	123	15	specialty	specialty	NOUN
cet-12886	123	16	chemicals	chemical	NOUN