id	sid	tid	token	lemma	pos
hjic-1262	1	1	hungarian	hungarian	ADJ
hjic-1262	1	2	journal	journal	NOUN
hjic-1262	1	3	of	of	ADP
hjic-1262	1	4	industry	industry	NOUN
hjic-1262	1	5	and	and	CCONJ
hjic-1262	1	6	chemistry	chemistry	NOUN
hjic-1262	1	7	vol	vol	NOUN
hjic-1262	1	8	.	.	PUNCT
hjic-1262	2	1	53(2	53(2	NUM
hjic-1262	2	2	)	)	PUNCT
hjic-1262	2	3	pp	pp	ADV
hjic-1262	2	4	.	.	PUNCT
hjic-1262	3	1	37–43	37–43	NUM
hjic-1262	3	2	(	(	PUNCT
hjic-1262	3	3	2025	2025	NUM
hjic-1262	3	4	)	)	PUNCT
hjic-1262	3	5	hjic.mk.uni-pannon.hu	hjic.mk.uni-pannon.hu	NOUN
hjic-1262	3	6	doi	doi	NOUN
hjic-1262	3	7	:	:	PUNCT
hjic-1262	3	8	10.33927	10.33927	NUM
hjic-1262	3	9	/	/	SYM
hjic-1262	3	10	hjic-2025	hjic-2025	NOUN
hjic-1262	3	11	-	-	PUNCT
hjic-1262	3	12	15	15	NUM
hjic-1262	3	13	online	online	ADJ
hjic-1262	3	14	learning	learning	NOUN
hjic-1262	3	15	for	for	ADP
hjic-1262	3	16	surrogate	surrogate	ADJ
hjic-1262	3	17	model	model	NOUN
hjic-1262	3	18	maintenance	maintenance	NOUN
hjic-1262	3	19	balázs	balázs	PROPN
hjic-1262	3	20	palotai1,2	palotai1,2	PROPN
hjic-1262	3	21	*	*	PROPN
hjic-1262	3	22	,	,	PUNCT
hjic-1262	3	23	gábor	gábor	PROPN
hjic-1262	3	24	kis1	kis1	PROPN
hjic-1262	3	25	,	,	PUNCT
hjic-1262	3	26	tibor	tibor	NOUN
hjic-1262	3	27	chován2	chován2	PROPN
hjic-1262	3	28	and	and	CCONJ
hjic-1262	3	29	ágnes	ágne	NOUN
hjic-1262	3	30	bárkányi2	bárkányi2	NOUN
hjic-1262	3	31	1	1	NUM
hjic-1262	3	32	mol	mol	PROPN
hjic-1262	3	33	group	group	PROPN
hjic-1262	3	34	plc	plc	PROPN
hjic-1262	3	35	.	.	PROPN
hjic-1262	3	36	,	,	PUNCT
hjic-1262	3	37	dombóvári	dombóvári	NOUN
hjic-1262	3	38	út	út	ADP
hjic-1262	3	39	28	28	NUM
hjic-1262	3	40	,	,	PUNCT
hjic-1262	3	41	budapest	budapest	NOUN
hjic-1262	3	42	,	,	PUNCT
hjic-1262	3	43	1117	1117	NUM
hjic-1262	3	44	,	,	PUNCT
hjic-1262	3	45	hungary	hungary	PROPN
hjic-1262	3	46	2	2	NUM
hjic-1262	3	47	department	department	NOUN
hjic-1262	3	48	of	of	ADP
hjic-1262	3	49	process	process	NOUN
hjic-1262	3	50	engineering	engineering	NOUN
hjic-1262	3	51	,	,	PUNCT
hjic-1262	3	52	university	university	NOUN
hjic-1262	3	53	of	of	ADP
hjic-1262	3	54	pannonia	pannonia	PROPN
hjic-1262	3	55	,	,	PUNCT
hjic-1262	3	56	egyetem	egyetem	NOUN
hjic-1262	3	57	utca	utca	PROPN
hjic-1262	3	58	10	10	NUM
hjic-1262	3	59	,	,	PUNCT
hjic-1262	3	60	veszprém	veszprém	NOUN
hjic-1262	3	61	,	,	PUNCT
hjic-1262	3	62	8200	8200	NUM
hjic-1262	3	63	,	,	PUNCT
hjic-1262	3	64	hungary	hungary	NOUN
hjic-1262	3	65	in	in	ADP
hjic-1262	3	66	the	the	DET
hjic-1262	3	67	process	process	NOUN
hjic-1262	3	68	industry	industry	NOUN
hjic-1262	3	69	,	,	PUNCT
hjic-1262	3	70	flowsheet	flowsheet	ADJ
hjic-1262	3	71	models	model	NOUN
hjic-1262	3	72	are	be	AUX
hjic-1262	3	73	commonly	commonly	ADV
hjic-1262	3	74	used	use	VERB
hjic-1262	3	75	to	to	PART
hjic-1262	3	76	create	create	VERB
hjic-1262	3	77	digital	digital	ADJ
hjic-1262	3	78	representations	representation	NOUN
hjic-1262	3	79	of	of	ADP
hjic-1262	3	80	real	real	ADJ
hjic-1262	3	81	processes	process	NOUN
hjic-1262	3	82	.	.	PUNCT
hjic-1262	4	1	while	while	SCONJ
hjic-1262	4	2	these	these	DET
hjic-1262	4	3	models	model	NOUN
hjic-1262	4	4	provide	provide	VERB
hjic-1262	4	5	detailed	detailed	ADJ
hjic-1262	4	6	simulations	simulation	NOUN
hjic-1262	4	7	,	,	PUNCT
hjic-1262	4	8	they	they	PRON
hjic-1262	4	9	often	often	ADV
hjic-1262	4	10	struggle	struggle	VERB
hjic-1262	4	11	with	with	ADP
hjic-1262	4	12	computational	computational	ADJ
hjic-1262	4	13	demands	demand	NOUN
hjic-1262	4	14	in	in	ADP
hjic-1262	4	15	dynamic	dynamic	ADJ
hjic-1262	4	16	operating	operating	NOUN
hjic-1262	4	17	environments	environment	NOUN
hjic-1262	4	18	.	.	PUNCT
hjic-1262	5	1	surrogate	surrogate	ADJ
hjic-1262	5	2	models	model	NOUN
hjic-1262	5	3	offer	offer	VERB
hjic-1262	5	4	a	a	DET
hjic-1262	5	5	more	more	ADV
hjic-1262	5	6	efficient	efficient	ADJ
hjic-1262	5	7	alternative	alternative	NOUN
hjic-1262	5	8	,	,	PUNCT
hjic-1262	5	9	but	but	CCONJ
hjic-1262	5	10	their	their	PRON
hjic-1262	5	11	level	level	NOUN
hjic-1262	5	12	of	of	ADP
hjic-1262	5	13	accuracy	accuracy	NOUN
hjic-1262	5	14	must	must	AUX
hjic-1262	5	15	be	be	AUX
hjic-1262	5	16	continuously	continuously	ADV
hjic-1262	5	17	aligned	align	VERB
hjic-1262	5	18	with	with	ADP
hjic-1262	5	19	actual	actual	ADJ
hjic-1262	5	20	system	system	NOUN
hjic-1262	5	21	behavior	behavior	NOUN
hjic-1262	5	22	.	.	PUNCT
hjic-1262	6	1	this	this	DET
hjic-1262	6	2	paper	paper	NOUN
hjic-1262	6	3	presents	present	VERB
hjic-1262	6	4	an	an	DET
hjic-1262	6	5	mlops	mlop	NOUN
hjic-1262	6	6	-	-	PUNCT
hjic-1262	6	7	aligned	align	VERB
hjic-1262	6	8	online	online	ADJ
hjic-1262	6	9	surrogate	surrogate	ADJ
hjic-1262	6	10	calibration	calibration	NOUN
hjic-1262	6	11	method	method	NOUN
hjic-1262	6	12	that	that	PRON
hjic-1262	6	13	maintains	maintain	VERB
hjic-1262	6	14	and	and	CCONJ
hjic-1262	6	15	improves	improve	VERB
hjic-1262	6	16	surrogate	surrogate	ADJ
hjic-1262	6	17	model	model	NOUN
hjic-1262	6	18	accuracy	accuracy	NOUN
hjic-1262	6	19	by	by	ADP
hjic-1262	6	20	dynamically	dynamically	ADV
hjic-1262	6	21	incorporating	incorporate	VERB
hjic-1262	6	22	localized	localize	VERB
hjic-1262	6	23	operational	operational	ADJ
hjic-1262	6	24	data	datum	NOUN
hjic-1262	6	25	.	.	PUNCT
hjic-1262	7	1	unlike	unlike	ADP
hjic-1262	7	2	traditional	traditional	ADJ
hjic-1262	7	3	global	global	ADJ
hjic-1262	7	4	surrogates	surrogate	NOUN
hjic-1262	7	5	trained	train	VERB
hjic-1262	7	6	on	on	ADP
hjic-1262	7	7	static	static	ADJ
hjic-1262	7	8	datasets	dataset	NOUN
hjic-1262	7	9	,	,	PUNCT
hjic-1262	7	10	the	the	DET
hjic-1262	7	11	proposed	propose	VERB
hjic-1262	7	12	approach	approach	NOUN
hjic-1262	7	13	adapts	adapt	VERB
hjic-1262	7	14	to	to	ADP
hjic-1262	7	15	changing	change	VERB
hjic-1262	7	16	conditions	condition	NOUN
hjic-1262	7	17	while	while	SCONJ
hjic-1262	7	18	preserving	preserve	VERB
hjic-1262	7	19	previously	previously	ADV
hjic-1262	7	20	learned	learn	VERB
hjic-1262	7	21	knowledge	knowledge	NOUN
hjic-1262	7	22	,	,	PUNCT
hjic-1262	7	23	effectively	effectively	ADV
hjic-1262	7	24	addressing	address	VERB
hjic-1262	7	25	the	the	DET
hjic-1262	7	26	challenge	challenge	NOUN
hjic-1262	7	27	of	of	ADP
hjic-1262	7	28	catastrophic	catastrophic	ADJ
hjic-1262	7	29	forgetting	forgetting	NOUN
hjic-1262	7	30	.	.	PUNCT
hjic-1262	8	1	demonstrated	demonstrate	VERB
hjic-1262	8	2	on	on	ADP
hjic-1262	8	3	a	a	DET
hjic-1262	8	4	heat	heat	NOUN
hjic-1262	8	5	exchanger	exchanger	NOUN
hjic-1262	8	6	network	network	NOUN
hjic-1262	8	7	,	,	PUNCT
hjic-1262	8	8	the	the	DET
hjic-1262	8	9	method	method	NOUN
hjic-1262	8	10	significantly	significantly	ADV
hjic-1262	8	11	improves	improve	VERB
hjic-1262	8	12	prediction	prediction	NOUN
hjic-1262	8	13	accuracy	accuracy	NOUN
hjic-1262	8	14	in	in	ADP
hjic-1262	8	15	previously	previously	ADV
hjic-1262	8	16	unmodeled	unmodeled	ADJ
hjic-1262	8	17	operating	operating	NOUN
hjic-1262	8	18	regimes	regime	NOUN
hjic-1262	8	19	,	,	PUNCT
hjic-1262	8	20	enhancing	enhance	VERB
hjic-1262	8	21	the	the	DET
hjic-1262	8	22	robustness	robustness	NOUN
hjic-1262	8	23	and	and	CCONJ
hjic-1262	8	24	reliability	reliability	NOUN
hjic-1262	8	25	of	of	ADP
hjic-1262	8	26	digital	digital	ADJ
hjic-1262	8	27	twins	twin	NOUN
hjic-1262	8	28	in	in	ADP
hjic-1262	8	29	industrial	industrial	ADJ
hjic-1262	8	30	applications	application	NOUN
hjic-1262	8	31	.	.	PUNCT
hjic-1262	9	1	keywords	keyword	NOUN
hjic-1262	9	2	:	:	PUNCT
hjic-1262	9	3	surrogate	surrogate	ADJ
hjic-1262	9	4	model	model	NOUN
hjic-1262	9	5	,	,	PUNCT
hjic-1262	9	6	online	online	ADJ
hjic-1262	9	7	learning	learning	NOUN
hjic-1262	9	8	,	,	PUNCT
hjic-1262	9	9	digital	digital	PROPN
hjic-1262	9	10	twin	twin	NOUN
hjic-1262	9	11	,	,	PUNCT
hjic-1262	9	12	model	model	NOUN
hjic-1262	9	13	maintenance	maintenance	NOUN
hjic-1262	9	14	1	1	NUM
hjic-1262	9	15	.	.	PUNCT
hjic-1262	9	16	introduction	introduction	NOUN
hjic-1262	9	17	simulation	simulation	NOUN
hjic-1262	9	18	and	and	CCONJ
hjic-1262	9	19	optimization	optimization	NOUN
hjic-1262	9	20	are	be	AUX
hjic-1262	9	21	essential	essential	ADJ
hjic-1262	9	22	in	in	ADP
hjic-1262	9	23	the	the	DET
hjic-1262	9	24	process	process	NOUN
hjic-1262	9	25	industry	industry	NOUN
hjic-1262	9	26	to	to	PART
hjic-1262	9	27	achieve	achieve	VERB
hjic-1262	9	28	operational	operational	ADJ
hjic-1262	9	29	efficiency	efficiency	NOUN
hjic-1262	9	30	and	and	CCONJ
hjic-1262	9	31	ensure	ensure	VERB
hjic-1262	9	32	system	system	NOUN
hjic-1262	9	33	safety	safety	NOUN
hjic-1262	9	34	[	[	X
hjic-1262	9	35	1	1	NUM
hjic-1262	9	36	]	]	PUNCT
hjic-1262	9	37	.	.	PUNCT
hjic-1262	10	1	traditionally	traditionally	ADV
hjic-1262	10	2	,	,	PUNCT
hjic-1262	10	3	detailed	detailed	ADJ
hjic-1262	10	4	process	process	NOUN
hjic-1262	10	5	simulations	simulation	NOUN
hjic-1262	10	6	are	be	AUX
hjic-1262	10	7	carried	carry	VERB
hjic-1262	10	8	out	out	ADP
hjic-1262	10	9	using	use	VERB
hjic-1262	10	10	high	high	ADJ
hjic-1262	10	11	-	-	PUNCT
hjic-1262	10	12	fidelity	fidelity	NOUN
hjic-1262	10	13	flowsheet	flowsheet	ADJ
hjic-1262	10	14	models	model	NOUN
hjic-1262	10	15	,	,	PUNCT
hjic-1262	10	16	which	which	PRON
hjic-1262	10	17	support	support	VERB
hjic-1262	10	18	in	in	ADP
hjic-1262	10	19	-	-	PUNCT
hjic-1262	10	20	depth	depth	NOUN
hjic-1262	10	21	analysis	analysis	NOUN
hjic-1262	10	22	,	,	PUNCT
hjic-1262	10	23	scenario	scenario	NOUN
hjic-1262	10	24	evaluation	evaluation	NOUN
hjic-1262	10	25	,	,	PUNCT
hjic-1262	10	26	performance	performance	NOUN
hjic-1262	10	27	enhancement	enhancement	NOUN
hjic-1262	10	28	and	and	CCONJ
hjic-1262	10	29	equipment	equipment	NOUN
hjic-1262	10	30	condition	condition	NOUN
hjic-1262	10	31	monitoring	monitor	VERB
hjic-1262	10	32	[	[	X
hjic-1262	10	33	2	2	NUM
hjic-1262	10	34	]	]	PUNCT
hjic-1262	10	35	.	.	PUNCT
hjic-1262	11	1	these	these	DET
hjic-1262	11	2	models	model	NOUN
hjic-1262	11	3	,	,	PUNCT
hjic-1262	11	4	grounded	ground	VERB
hjic-1262	11	5	in	in	ADP
hjic-1262	11	6	physical	physical	ADJ
hjic-1262	11	7	laws	law	NOUN
hjic-1262	11	8	and	and	CCONJ
hjic-1262	11	9	thermodynamic	thermodynamic	ADJ
hjic-1262	11	10	relationships	relationship	NOUN
hjic-1262	11	11	,	,	PUNCT
hjic-1262	11	12	serve	serve	VERB
hjic-1262	11	13	as	as	ADP
hjic-1262	11	14	reliable	reliable	ADJ
hjic-1262	11	15	tools	tool	NOUN
hjic-1262	11	16	for	for	ADP
hjic-1262	11	17	data	data	NOUN
hjic-1262	11	18	-	-	PUNCT
hjic-1262	11	19	driven	drive	VERB
hjic-1262	11	20	decision	decision	NOUN
hjic-1262	11	21	-	-	PUNCT
hjic-1262	11	22	making	making	NOUN
hjic-1262	11	23	.	.	PUNCT
hjic-1262	12	1	however	however	ADV
hjic-1262	12	2	,	,	PUNCT
hjic-1262	12	3	maintaining	maintain	VERB
hjic-1262	12	4	their	their	PRON
hjic-1262	12	5	accuracy	accuracy	NOUN
hjic-1262	12	6	over	over	ADP
hjic-1262	12	7	time	time	NOUN
hjic-1262	12	8	can	can	AUX
hjic-1262	12	9	be	be	AUX
hjic-1262	12	10	challenging	challenge	VERB
hjic-1262	12	11	,	,	PUNCT
hjic-1262	12	12	especially	especially	ADV
hjic-1262	12	13	when	when	SCONJ
hjic-1262	12	14	integrated	integrate	VERB
hjic-1262	12	15	into	into	ADP
hjic-1262	12	16	real	real	ADJ
hjic-1262	12	17	-	-	PUNCT
hjic-1262	12	18	time	time	NOUN
hjic-1262	12	19	applications	application	NOUN
hjic-1262	12	20	where	where	SCONJ
hjic-1262	12	21	the	the	DET
hjic-1262	12	22	underlying	underlying	ADJ
hjic-1262	12	23	physical	physical	ADJ
hjic-1262	12	24	systems	system	NOUN
hjic-1262	12	25	evolve	evolve	VERB
hjic-1262	12	26	continuously	continuously	ADV
hjic-1262	12	27	[	[	X
hjic-1262	12	28	3	3	NUM
hjic-1262	12	29	]	]	PUNCT
hjic-1262	12	30	.	.	PUNCT
hjic-1262	13	1	to	to	PART
hjic-1262	13	2	overcome	overcome	VERB
hjic-1262	13	3	the	the	DET
hjic-1262	13	4	computational	computational	ADJ
hjic-1262	13	5	complexity	complexity	NOUN
hjic-1262	13	6	of	of	ADP
hjic-1262	13	7	flowsheet	flowsheet	ADJ
hjic-1262	13	8	simulations	simulation	NOUN
hjic-1262	13	9	,	,	PUNCT
hjic-1262	13	10	surrogate	surrogate	ADJ
hjic-1262	13	11	models	model	NOUN
hjic-1262	13	12	—	—	PUNCT
hjic-1262	13	13	also	also	ADV
hjic-1262	13	14	referred	refer	VERB
hjic-1262	13	15	to	to	ADP
hjic-1262	13	16	as	as	ADP
hjic-1262	13	17	reduced	reduce	VERB
hjic-1262	13	18	-	-	PUNCT
hjic-1262	13	19	order	order	NOUN
hjic-1262	13	20	or	or	CCONJ
hjic-1262	13	21	metamodels	metamodel	NOUN
hjic-1262	13	22	—	—	PUNCT
hjic-1262	13	23	have	have	AUX
hjic-1262	13	24	emerged	emerge	VERB
hjic-1262	13	25	as	as	ADP
hjic-1262	13	26	a	a	DET
hjic-1262	13	27	practical	practical	ADJ
hjic-1262	13	28	alternative	alternative	NOUN
hjic-1262	13	29	[	[	X
hjic-1262	13	30	4	4	NUM
hjic-1262	13	31	]	]	PUNCT
hjic-1262	13	32	.	.	PUNCT
hjic-1262	14	1	these	these	DET
hjic-1262	14	2	models	model	NOUN
hjic-1262	14	3	emulate	emulate	VERB
hjic-1262	14	4	the	the	DET
hjic-1262	14	5	behavior	behavior	NOUN
hjic-1262	14	6	of	of	ADP
hjic-1262	14	7	complex	complex	ADJ
hjic-1262	14	8	simulations	simulation	NOUN
hjic-1262	14	9	using	use	VERB
hjic-1262	14	10	simplified	simplified	ADJ
hjic-1262	14	11	mathematical	mathematical	ADJ
hjic-1262	14	12	frameworks	framework	NOUN
hjic-1262	14	13	,	,	PUNCT
hjic-1262	14	14	thereby	thereby	ADV
hjic-1262	14	15	enabling	enable	VERB
hjic-1262	14	16	faster	fast	ADJ
hjic-1262	14	17	analysis	analysis	NOUN
hjic-1262	14	18	and	and	CCONJ
hjic-1262	14	19	optimization	optimization	NOUN
hjic-1262	14	20	.	.	PUNCT
hjic-1262	15	1	constructing	construct	VERB
hjic-1262	15	2	an	an	DET
hjic-1262	15	3	effective	effective	ADJ
hjic-1262	15	4	surrogate	surrogate	ADJ
hjic-1262	15	5	model	model	NOUN
hjic-1262	15	6	typically	typically	ADV
hjic-1262	15	7	requires	require	VERB
hjic-1262	15	8	sampling	sample	VERB
hjic-1262	15	9	data	datum	NOUN
hjic-1262	15	10	from	from	ADP
hjic-1262	15	11	the	the	DET
hjic-1262	15	12	original	original	ADJ
hjic-1262	15	13	high	high	ADJ
hjic-1262	15	14	-	-	PUNCT
hjic-1262	15	15	fidelity	fidelity	NOUN
hjic-1262	15	16	flowsheet	flowsheet	PROPN
hjic-1262	15	17	model	model	NOUN
hjic-1262	15	18	.	.	PUNCT
hjic-1262	16	1	two	two	NUM
hjic-1262	16	2	common	common	ADJ
hjic-1262	16	3	approaches	approach	NOUN
hjic-1262	16	4	are	be	AUX
hjic-1262	16	5	one	one	NUM
hjic-1262	16	6	-	-	PUNCT
hjic-1262	16	7	shot	shot	NOUN
hjic-1262	16	8	sampling	sampling	NOUN
hjic-1262	16	9	and	and	CCONJ
hjic-1262	16	10	adaptive	adaptive	ADJ
hjic-1262	16	11	sampling	sampling	NOUN
hjic-1262	16	12	[	[	X
hjic-1262	16	13	5	5	NUM
hjic-1262	16	14	]	]	PUNCT
hjic-1262	16	15	.	.	PUNCT
hjic-1262	17	1	one	one	NUM
hjic-1262	17	2	-	-	PUNCT
hjic-1262	17	3	shot	shot	NOUN
hjic-1262	17	4	techniques	technique	NOUN
hjic-1262	17	5	,	,	PUNCT
hjic-1262	17	6	such	such	ADJ
hjic-1262	17	7	as	as	ADP
hjic-1262	17	8	latin	latin	ADJ
hjic-1262	17	9	hypercube	hypercube	NOUN
hjic-1262	17	10	sampling	sample	VERB
hjic-1262	17	11	(	(	PUNCT
hjic-1262	17	12	lhs	lhs	PROPN
hjic-1262	17	13	)	)	PUNCT
hjic-1262	17	14	,	,	PUNCT
hjic-1262	17	15	generate	generate	VERB
hjic-1262	17	16	statistically	statistically	ADV
hjic-1262	17	17	distributed	distribute	VERB
hjic-1262	17	18	samples	sample	NOUN
hjic-1262	17	19	across	across	ADP
hjic-1262	17	20	the	the	DET
hjic-1262	17	21	design	design	NOUN
hjic-1262	17	22	space	space	NOUN
hjic-1262	17	23	in	in	ADP
hjic-1262	17	24	a	a	DET
hjic-1262	17	25	single	single	ADJ
hjic-1262	17	26	step	step	NOUN
hjic-1262	17	27	[	[	X
hjic-1262	17	28	6	6	NUM
hjic-1262	17	29	]	]	PUNCT
hjic-1262	17	30	.	.	PUNCT
hjic-1262	18	1	in	in	ADP
hjic-1262	18	2	contrast	contrast	NOUN
hjic-1262	18	3	,	,	PUNCT
hjic-1262	18	4	adaptive	adaptive	ADJ
hjic-1262	18	5	sampling	sampling	NOUN
hjic-1262	18	6	strategies	strategy	NOUN
hjic-1262	18	7	iteratively	iteratively	ADV
hjic-1262	18	8	select	select	ADJ
hjic-1262	18	9	received	receive	VERB
hjic-1262	18	10	:	:	PUNCT
hjic-1262	18	11	16	16	NUM
hjic-1262	18	12	june	june	PROPN
hjic-1262	18	13	2025	2025	NUM
hjic-1262	18	14	;	;	PUNCT
hjic-1262	18	15	revised	revise	VERB
hjic-1262	18	16	:	:	PUNCT
hjic-1262	18	17	19	19	NUM
hjic-1262	18	18	june	june	PROPN
hjic-1262	18	19	2025	2025	NUM
hjic-1262	18	20	;	;	PUNCT
hjic-1262	18	21	accepted	accept	VERB
hjic-1262	18	22	:	:	PUNCT
hjic-1262	18	23	23	23	NUM
hjic-1262	18	24	june	june	PROPN
hjic-1262	18	25	2025	2025	NUM
hjic-1262	18	26	*	*	PUNCT
hjic-1262	18	27	correspondence	correspondence	NOUN
hjic-1262	18	28	:	:	PUNCT
hjic-1262	18	29	bpalotai@phd.uni-pannon.hu	bpalotai@phd.uni-pannon.hu	NOUN
hjic-1262	18	30	new	new	ADJ
hjic-1262	18	31	data	datum	NOUN
hjic-1262	18	32	points	point	NOUN
hjic-1262	18	33	to	to	PART
hjic-1262	18	34	enhance	enhance	VERB
hjic-1262	18	35	the	the	DET
hjic-1262	18	36	precision	precision	NOUN
hjic-1262	18	37	of	of	ADP
hjic-1262	18	38	a	a	DET
hjic-1262	18	39	model	model	NOUN
hjic-1262	18	40	with	with	ADP
hjic-1262	18	41	fewer	few	ADJ
hjic-1262	18	42	evaluations	evaluation	NOUN
hjic-1262	18	43	[	[	X
hjic-1262	18	44	7	7	NUM
hjic-1262	18	45	]	]	PUNCT
hjic-1262	18	46	.	.	PUNCT
hjic-1262	19	1	while	while	SCONJ
hjic-1262	19	2	both	both	DET
hjic-1262	19	3	sampling	sample	VERB
hjic-1262	19	4	strategies	strategy	NOUN
hjic-1262	19	5	are	be	AUX
hjic-1262	19	6	efficient	efficient	ADJ
hjic-1262	19	7	with	with	ADP
hjic-1262	19	8	regard	regard	NOUN
hjic-1262	19	9	to	to	ADP
hjic-1262	19	10	initial	initial	ADJ
hjic-1262	19	11	surrogate	surrogate	ADJ
hjic-1262	19	12	development	development	NOUN
hjic-1262	19	13	[	[	X
hjic-1262	19	14	4	4	NUM
hjic-1262	19	15	]	]	PUNCT
hjic-1262	19	16	,	,	PUNCT
hjic-1262	19	17	they	they	PRON
hjic-1262	19	18	may	may	AUX
hjic-1262	19	19	not	not	PART
hjic-1262	19	20	ensure	ensure	VERB
hjic-1262	19	21	a	a	DET
hjic-1262	19	22	sufficient	sufficient	ADJ
hjic-1262	19	23	level	level	NOUN
hjic-1262	19	24	of	of	ADP
hjic-1262	19	25	accuracy	accuracy	NOUN
hjic-1262	19	26	during	during	ADP
hjic-1262	19	27	its	its	PRON
hjic-1262	19	28	actual	actual	ADJ
hjic-1262	19	29	operation	operation	NOUN
hjic-1262	19	30	.	.	PUNCT
hjic-1262	20	1	the	the	DET
hjic-1262	20	2	real	real	ADJ
hjic-1262	20	3	system	system	NOUN
hjic-1262	20	4	may	may	AUX
hjic-1262	20	5	operate	operate	VERB
hjic-1262	20	6	in	in	ADP
hjic-1262	20	7	regions	region	NOUN
hjic-1262	20	8	that	that	PRON
hjic-1262	20	9	were	be	AUX
hjic-1262	20	10	underrepresented	underrepresented	ADJ
hjic-1262	20	11	or	or	CCONJ
hjic-1262	20	12	completely	completely	ADV
hjic-1262	20	13	absent	absent	ADJ
hjic-1262	20	14	in	in	ADP
hjic-1262	20	15	the	the	DET
hjic-1262	20	16	initial	initial	ADJ
hjic-1262	20	17	sampling	sampling	NOUN
hjic-1262	20	18	,	,	PUNCT
hjic-1262	20	19	especially	especially	ADV
hjic-1262	20	20	when	when	SCONJ
hjic-1262	20	21	the	the	DET
hjic-1262	20	22	operating	operate	VERB
hjic-1262	20	23	range	range	NOUN
hjic-1262	20	24	of	of	ADP
hjic-1262	20	25	a	a	DET
hjic-1262	20	26	derived	derive	VERB
hjic-1262	20	27	parameter	parameter	NOUN
hjic-1262	20	28	is	be	AUX
hjic-1262	20	29	unknown	unknown	ADJ
hjic-1262	20	30	beforehand	beforehand	ADV
hjic-1262	20	31	.	.	PUNCT
hjic-1262	21	1	as	as	ADP
hjic-1262	21	2	a	a	DET
hjic-1262	21	3	result	result	NOUN
hjic-1262	21	4	,	,	PUNCT
hjic-1262	21	5	surrogates	surrogate	NOUN
hjic-1262	21	6	trained	train	VERB
hjic-1262	21	7	offline	offline	NOUN
hjic-1262	21	8	may	may	AUX
hjic-1262	21	9	underperform	underperform	VERB
hjic-1262	21	10	in	in	ADP
hjic-1262	21	11	dynamic	dynamic	ADJ
hjic-1262	21	12	or	or	CCONJ
hjic-1262	21	13	previously	previously	ADV
hjic-1262	21	14	unseen	unseen	ADJ
hjic-1262	21	15	regimes	regime	NOUN
hjic-1262	21	16	.	.	PUNCT
hjic-1262	22	1	to	to	PART
hjic-1262	22	2	address	address	VERB
hjic-1262	22	3	this	this	DET
hjic-1262	22	4	gap	gap	NOUN
hjic-1262	22	5	,	,	PUNCT
hjic-1262	22	6	online	online	ADJ
hjic-1262	22	7	learning	learning	NOUN
hjic-1262	22	8	offers	offer	VERB
hjic-1262	22	9	a	a	DET
hjic-1262	22	10	way	way	NOUN
hjic-1262	22	11	to	to	PART
hjic-1262	22	12	refine	refine	VERB
hjic-1262	22	13	surrogate	surrogate	ADJ
hjic-1262	22	14	models	model	NOUN
hjic-1262	22	15	during	during	ADP
hjic-1262	22	16	their	their	PRON
hjic-1262	22	17	implementation	implementation	NOUN
hjic-1262	22	18	by	by	ADP
hjic-1262	22	19	incorporating	incorporate	VERB
hjic-1262	22	20	real	real	ADJ
hjic-1262	22	21	-	-	PUNCT
hjic-1262	22	22	time	time	NOUN
hjic-1262	22	23	data	datum	NOUN
hjic-1262	22	24	.	.	PUNCT
hjic-1262	23	1	this	this	DET
hjic-1262	23	2	continuous	continuous	ADJ
hjic-1262	23	3	adaptation	adaptation	NOUN
hjic-1262	23	4	enables	enable	VERB
hjic-1262	23	5	the	the	DET
hjic-1262	23	6	model	model	NOUN
hjic-1262	23	7	to	to	PART
hjic-1262	23	8	respond	respond	VERB
hjic-1262	23	9	to	to	ADP
hjic-1262	23	10	new	new	ADJ
hjic-1262	23	11	operational	operational	ADJ
hjic-1262	23	12	scenarios	scenario	NOUN
hjic-1262	23	13	and	and	CCONJ
hjic-1262	23	14	maintain	maintain	VERB
hjic-1262	23	15	predictive	predictive	ADJ
hjic-1262	23	16	accuracy	accuracy	NOUN
hjic-1262	23	17	.	.	PUNCT
hjic-1262	24	1	this	this	DET
hjic-1262	24	2	study	study	NOUN
hjic-1262	24	3	proposes	propose	VERB
hjic-1262	24	4	and	and	CCONJ
hjic-1262	24	5	evaluates	evaluate	VERB
hjic-1262	24	6	an	an	DET
hjic-1262	24	7	online	online	ADJ
hjic-1262	24	8	surrogate	surrogate	ADJ
hjic-1262	24	9	learning	learning	NOUN
hjic-1262	24	10	framework	framework	NOUN
hjic-1262	24	11	that	that	PRON
hjic-1262	24	12	iteratively	iteratively	ADV
hjic-1262	24	13	updates	update	VERB
hjic-1262	24	14	the	the	DET
hjic-1262	24	15	model	model	NOUN
hjic-1262	24	16	based	base	VERB
hjic-1262	24	17	on	on	ADP
hjic-1262	24	18	observed	observed	ADJ
hjic-1262	24	19	process	process	NOUN
hjic-1262	24	20	data	datum	NOUN
hjic-1262	24	21	.	.	PUNCT
hjic-1262	25	1	the	the	DET
hjic-1262	25	2	goal	goal	NOUN
hjic-1262	25	3	is	be	AUX
hjic-1262	25	4	to	to	PART
hjic-1262	25	5	maintain	maintain	VERB
hjic-1262	25	6	a	a	DET
hjic-1262	25	7	high	high	ADJ
hjic-1262	25	8	level	level	NOUN
hjic-1262	25	9	of	of	ADP
hjic-1262	25	10	accuracy	accuracy	NOUN
hjic-1262	25	11	across	across	ADP
hjic-1262	25	12	both	both	CCONJ
hjic-1262	25	13	well	well	ADV
hjic-1262	25	14	-	-	PUNCT
hjic-1262	25	15	known	know	VERB
hjic-1262	25	16	and	and	CCONJ
hjic-1262	25	17	emerging	emerge	VERB
hjic-1262	25	18	operating	operating	NOUN
hjic-1262	25	19	conditions	condition	NOUN
hjic-1262	25	20	,	,	PUNCT
hjic-1262	25	21	enhancing	enhance	VERB
hjic-1262	25	22	the	the	DET
hjic-1262	25	23	robustness	robustness	NOUN
hjic-1262	25	24	and	and	CCONJ
hjic-1262	25	25	reliability	reliability	NOUN
hjic-1262	25	26	of	of	ADP
hjic-1262	25	27	the	the	DET
hjic-1262	25	28	surrogate	surrogate	NOUN
hjic-1262	25	29	in	in	ADP
hjic-1262	25	30	practical	practical	ADJ
hjic-1262	25	31	industrial	industrial	ADJ
hjic-1262	25	32	settings	setting	NOUN
hjic-1262	25	33	.	.	PUNCT
hjic-1262	26	1	2	2	X
hjic-1262	26	2	.	.	X
hjic-1262	26	3	methodology	methodology	NOUN
hjic-1262	26	4	in	in	ADP
hjic-1262	26	5	practical	practical	ADJ
hjic-1262	26	6	applications	application	NOUN
hjic-1262	26	7	,	,	PUNCT
hjic-1262	26	8	surrogate	surrogate	ADJ
hjic-1262	26	9	models	model	NOUN
hjic-1262	26	10	are	be	AUX
hjic-1262	26	11	used	use	VERB
hjic-1262	26	12	to	to	PART
hjic-1262	26	13	replace	replace	VERB
hjic-1262	26	14	high	high	ADJ
hjic-1262	26	15	-	-	PUNCT
hjic-1262	26	16	fidelity	fidelity	NOUN
hjic-1262	26	17	simulations	simulation	NOUN
hjic-1262	26	18	for	for	ADP
hjic-1262	26	19	the	the	DET
hjic-1262	26	20	purpose	purpose	NOUN
hjic-1262	26	21	of	of	ADP
hjic-1262	26	22	https://doi.org/10.33927/hjic-2025-15	https://doi.org/10.33927/hjic-2025-15	NUM
hjic-1262	26	23	mailto:bpalotai@phd.uni-pannon.hu	mailto:bpalotai@phd.uni-pannon.hu	PROPN
hjic-1262	26	24	palotai	palotai	NOUN
hjic-1262	26	25	,	,	PUNCT
hjic-1262	26	26	kis	kis	PROPN
hjic-1262	26	27	,	,	PUNCT
hjic-1262	26	28	chován	chován	PROPN
hjic-1262	26	29	and	and	CCONJ
hjic-1262	26	30	bárkányi	bárkányi	PROPN
hjic-1262	26	31	hungarian	hungarian	ADJ
hjic-1262	26	32	journal	journal	NOUN
hjic-1262	26	33	of	of	ADP
hjic-1262	26	34	industry	industry	NOUN
hjic-1262	26	35	and	and	CCONJ
hjic-1262	26	36	chemistry	chemistry	NOUN
hjic-1262	26	37	38	38	NUM
hjic-1262	26	38	reducing	reduce	VERB
hjic-1262	26	39	computational	computational	ADJ
hjic-1262	26	40	load	load	NOUN
hjic-1262	26	41	.	.	PUNCT
hjic-1262	27	1	in	in	ADP
hjic-1262	27	2	this	this	DET
hjic-1262	27	3	research	research	NOUN
hjic-1262	27	4	context	context	NOUN
hjic-1262	27	5	,	,	PUNCT
hjic-1262	27	6	the	the	DET
hjic-1262	27	7	role	role	NOUN
hjic-1262	27	8	of	of	ADP
hjic-1262	27	9	a	a	DET
hjic-1262	27	10	surrogate	surrogate	ADJ
hjic-1262	27	11	model	model	NOUN
hjic-1262	27	12	is	be	AUX
hjic-1262	27	13	to	to	PART
hjic-1262	27	14	support	support	VERB
hjic-1262	27	15	the	the	DET
hjic-1262	27	16	calibration	calibration	NOUN
hjic-1262	27	17	of	of	ADP
hjic-1262	27	18	the	the	DET
hjic-1262	27	19	flowsheet	flowsheet	ADJ
hjic-1262	27	20	model	model	NOUN
hjic-1262	27	21	by	by	ADP
hjic-1262	27	22	estimating	estimate	VERB
hjic-1262	27	23	calibration	calibration	NOUN
hjic-1262	27	24	factors	factor	NOUN
hjic-1262	27	25	that	that	PRON
hjic-1262	27	26	align	align	VERB
hjic-1262	27	27	the	the	DET
hjic-1262	27	28	simulation	simulation	NOUN
hjic-1262	27	29	with	with	ADP
hjic-1262	27	30	the	the	DET
hjic-1262	27	31	real	real	ADJ
hjic-1262	27	32	process	process	NOUN
hjic-1262	27	33	[	[	X
hjic-1262	27	34	8	8	NUM
hjic-1262	27	35	]	]	PUNCT
hjic-1262	27	36	.	.	PUNCT
hjic-1262	28	1	to	to	PART
hjic-1262	28	2	demonstrate	demonstrate	VERB
hjic-1262	28	3	the	the	DET
hjic-1262	28	4	effectiveness	effectiveness	NOUN
hjic-1262	28	5	of	of	ADP
hjic-1262	28	6	online	online	ADJ
hjic-1262	28	7	learning	learning	NOUN
hjic-1262	28	8	approaches	approach	NOUN
hjic-1262	28	9	,	,	PUNCT
hjic-1262	28	10	this	this	DET
hjic-1262	28	11	study	study	NOUN
hjic-1262	28	12	focuses	focus	VERB
hjic-1262	28	13	on	on	ADP
hjic-1262	28	14	retraining	retrain	VERB
hjic-1262	28	15	the	the	DET
hjic-1262	28	16	surrogate	surrogate	ADJ
hjic-1262	28	17	model	model	NOUN
hjic-1262	28	18	.	.	PUNCT
hjic-1262	29	1	in	in	ADP
hjic-1262	29	2	simple	simple	ADJ
hjic-1262	29	3	terms	term	NOUN
hjic-1262	29	4	,	,	PUNCT
hjic-1262	29	5	the	the	DET
hjic-1262	29	6	flowsheet	flowsheet	ADJ
hjic-1262	29	7	model	model	NOUN
hjic-1262	29	8	is	be	AUX
hjic-1262	29	9	treated	treat	VERB
hjic-1262	29	10	as	as	ADP
hjic-1262	29	11	a	a	DET
hjic-1262	29	12	stand	stand	NOUN
hjic-1262	29	13	-	-	PUNCT
hjic-1262	29	14	in	in	NOUN
hjic-1262	29	15	for	for	ADP
hjic-1262	29	16	the	the	DET
hjic-1262	29	17	real	real	ADJ
hjic-1262	29	18	system	system	NOUN
hjic-1262	29	19	,	,	PUNCT
hjic-1262	29	20	generating	generate	VERB
hjic-1262	29	21	data	datum	NOUN
hjic-1262	29	22	that	that	PRON
hjic-1262	29	23	the	the	DET
hjic-1262	29	24	surrogate	surrogate	NOUN
hjic-1262	29	25	is	be	AUX
hjic-1262	29	26	expected	expect	VERB
hjic-1262	29	27	to	to	PART
hjic-1262	29	28	replicate	replicate	VERB
hjic-1262	29	29	.	.	PUNCT
hjic-1262	30	1	it	it	PRON
hjic-1262	30	2	is	be	AUX
hjic-1262	30	3	assumed	assume	VERB
hjic-1262	30	4	that	that	SCONJ
hjic-1262	30	5	the	the	DET
hjic-1262	30	6	flowsheet	flowsheet	ADJ
hjic-1262	30	7	model	model	NOUN
hjic-1262	30	8	accurately	accurately	ADV
hjic-1262	30	9	represents	represent	VERB
hjic-1262	30	10	the	the	DET
hjic-1262	30	11	real	real	ADJ
hjic-1262	30	12	process	process	NOUN
hjic-1262	30	13	at	at	ADP
hjic-1262	30	14	all	all	DET
hjic-1262	30	15	operating	operating	NOUN
hjic-1262	30	16	points	point	NOUN
hjic-1262	30	17	and	and	CCONJ
hjic-1262	30	18	the	the	DET
hjic-1262	30	19	surrogate	surrogate	ADJ
hjic-1262	30	20	model	model	NOUN
hjic-1262	30	21	learns	learn	VERB
hjic-1262	30	22	from	from	ADP
hjic-1262	30	23	this	this	DET
hjic-1262	30	24	data	datum	NOUN
hjic-1262	30	25	accordingly	accordingly	ADV
hjic-1262	30	26	.	.	PUNCT
hjic-1262	31	1	2.1	2.1	NUM
hjic-1262	31	2	.	.	PUNCT
hjic-1262	32	1	problem	problem	NOUN
hjic-1262	32	2	statement	statement	NOUN
hjic-1262	32	3	lhs	lhs	PROPN
hjic-1262	32	4	is	be	AUX
hjic-1262	32	5	a	a	DET
hjic-1262	32	6	widely	widely	ADV
hjic-1262	32	7	used	use	VERB
hjic-1262	32	8	one	one	NUM
hjic-1262	32	9	-	-	PUNCT
hjic-1262	32	10	shot	shot	NOUN
hjic-1262	32	11	technique	technique	NOUN
hjic-1262	32	12	for	for	ADP
hjic-1262	32	13	surrogatemodel	surrogatemodel	ADJ
hjic-1262	32	14	training	training	NOUN
hjic-1262	32	15	due	due	ADP
hjic-1262	32	16	to	to	ADP
hjic-1262	32	17	its	its	PRON
hjic-1262	32	18	ability	ability	NOUN
hjic-1262	32	19	to	to	PART
hjic-1262	32	20	maintain	maintain	VERB
hjic-1262	32	21	generality	generality	NOUN
hjic-1262	32	22	as	as	ADP
hjic-1262	32	23	dimensionality	dimensionality	NOUN
hjic-1262	32	24	increases	increase	NOUN
hjic-1262	32	25	,	,	PUNCT
hjic-1262	32	26	while	while	SCONJ
hjic-1262	32	27	ensuring	ensure	VERB
hjic-1262	32	28	well	well	ADV
hjic-1262	32	29	-	-	PUNCT
hjic-1262	32	30	distributed	distribute	VERB
hjic-1262	32	31	sampling	sampling	NOUN
hjic-1262	32	32	across	across	ADP
hjic-1262	32	33	the	the	DET
hjic-1262	32	34	input	input	NOUN
hjic-1262	32	35	space	space	NOUN
hjic-1262	32	36	[	[	X
hjic-1262	32	37	9	9	NUM
hjic-1262	32	38	]	]	PUNCT
hjic-1262	32	39	.	.	PUNCT
hjic-1262	33	1	this	this	DET
hjic-1262	33	2	method	method	NOUN
hjic-1262	33	3	requires	require	VERB
hjic-1262	33	4	predefined	predefine	VERB
hjic-1262	33	5	minimum	minimum	NOUN
hjic-1262	33	6	and	and	CCONJ
hjic-1262	33	7	maximum	maximum	ADJ
hjic-1262	33	8	ranges	range	NOUN
hjic-1262	33	9	for	for	ADP
hjic-1262	33	10	each	each	DET
hjic-1262	33	11	input	input	NOUN
hjic-1262	33	12	parameter	parameter	NOUN
hjic-1262	33	13	,	,	PUNCT
hjic-1262	33	14	typically	typically	ADV
hjic-1262	33	15	based	base	VERB
hjic-1262	33	16	on	on	ADP
hjic-1262	33	17	the	the	DET
hjic-1262	33	18	normal	normal	ADJ
hjic-1262	33	19	operating	operating	NOUN
hjic-1262	33	20	window	window	NOUN
hjic-1262	33	21	of	of	ADP
hjic-1262	33	22	the	the	DET
hjic-1262	33	23	real	real	ADJ
hjic-1262	33	24	process	process	NOUN
hjic-1262	33	25	.	.	PUNCT
hjic-1262	34	1	however	however	ADV
hjic-1262	34	2	,	,	PUNCT
hjic-1262	34	3	defining	define	VERB
hjic-1262	34	4	appropriate	appropriate	ADJ
hjic-1262	34	5	ranges	range	NOUN
hjic-1262	34	6	becomes	become	VERB
hjic-1262	34	7	challenging	challenge	VERB
hjic-1262	34	8	for	for	ADP
hjic-1262	34	9	derived	derived	ADJ
hjic-1262	34	10	parameters	parameter	NOUN
hjic-1262	34	11	—	—	PUNCT
hjic-1262	34	12	such	such	ADJ
hjic-1262	34	13	as	as	ADP
hjic-1262	34	14	fouling	fouling	NOUN
hjic-1262	34	15	factors	factor	NOUN
hjic-1262	34	16	in	in	ADP
hjic-1262	34	17	heat	heat	NOUN
hjic-1262	34	18	exchangers	exchanger	NOUN
hjic-1262	34	19	—	—	PUNCT
hjic-1262	34	20	when	when	SCONJ
hjic-1262	34	21	prior	prior	ADJ
hjic-1262	34	22	knowledge	knowledge	NOUN
hjic-1262	34	23	is	be	AUX
hjic-1262	34	24	lacking	lack	VERB
hjic-1262	34	25	.	.	PUNCT
hjic-1262	35	1	as	as	SCONJ
hjic-1262	35	2	illustrated	illustrate	VERB
hjic-1262	35	3	in	in	ADP
hjic-1262	35	4	figure	figure	NOUN
hjic-1262	35	5	1	1	NUM
hjic-1262	35	6	,	,	PUNCT
hjic-1262	35	7	if	if	SCONJ
hjic-1262	35	8	the	the	DET
hjic-1262	35	9	surrogate	surrogate	ADJ
hjic-1262	35	10	model	model	NOUN
hjic-1262	35	11	is	be	AUX
hjic-1262	35	12	trained	train	VERB
hjic-1262	35	13	on	on	ADP
hjic-1262	35	14	hypothetical	hypothetical	ADJ
hjic-1262	35	15	parameter	parameter	NOUN
hjic-1262	35	16	ranges	range	NOUN
hjic-1262	35	17	that	that	PRON
hjic-1262	35	18	differ	differ	VERB
hjic-1262	35	19	significantly	significantly	ADV
hjic-1262	35	20	from	from	ADP
hjic-1262	35	21	the	the	DET
hjic-1262	35	22	actual	actual	ADJ
hjic-1262	35	23	distribution	distribution	NOUN
hjic-1262	35	24	observed	observe	VERB
hjic-1262	35	25	while	while	SCONJ
hjic-1262	35	26	in	in	ADP
hjic-1262	35	27	operation	operation	NOUN
hjic-1262	35	28	,	,	PUNCT
hjic-1262	35	29	its	its	PRON
hjic-1262	35	30	predictive	predictive	ADJ
hjic-1262	35	31	accuracy	accuracy	NOUN
hjic-1262	35	32	can	can	AUX
hjic-1262	35	33	reduce	reduce	VERB
hjic-1262	35	34	.	.	PUNCT
hjic-1262	36	1	ideally	ideally	ADV
hjic-1262	36	2	,	,	PUNCT
hjic-1262	36	3	surrogate	surrogate	ADJ
hjic-1262	36	4	-	-	PUNCT
hjic-1262	36	5	model	model	NOUN
hjic-1262	36	6	training	training	NOUN
hjic-1262	36	7	would	would	AUX
hjic-1262	36	8	be	be	AUX
hjic-1262	36	9	based	base	VERB
hjic-1262	36	10	on	on	ADP
hjic-1262	36	11	the	the	DET
hjic-1262	36	12	true	true	ADJ
hjic-1262	36	13	parameter	parameter	NOUN
hjic-1262	36	14	ranges	range	VERB
hjic-1262	36	15	relevant	relevant	ADJ
hjic-1262	36	16	to	to	ADP
hjic-1262	36	17	the	the	DET
hjic-1262	36	18	system	system	NOUN
hjic-1262	36	19	,	,	PUNCT
hjic-1262	36	20	but	but	CCONJ
hjic-1262	36	21	this	this	DET
hjic-1262	36	22	information	information	NOUN
hjic-1262	36	23	is	be	AUX
hjic-1262	36	24	often	often	ADV
hjic-1262	36	25	unavailable	unavailable	ADJ
hjic-1262	36	26	during	during	ADP
hjic-1262	36	27	offline	offline	ADJ
hjic-1262	36	28	model	model	NOUN
hjic-1262	36	29	development	development	NOUN
hjic-1262	36	30	,	,	PUNCT
hjic-1262	36	31	moreover	moreover	ADV
hjic-1262	36	32	,	,	PUNCT
hjic-1262	36	33	only	only	ADV
hjic-1262	36	34	becomes	become	VERB
hjic-1262	36	35	accessible	accessible	ADJ
hjic-1262	36	36	once	once	SCONJ
hjic-1262	36	37	the	the	DET
hjic-1262	36	38	model	model	NOUN
hjic-1262	36	39	is	be	AUX
hjic-1262	36	40	deployed	deploy	VERB
hjic-1262	36	41	and	and	CCONJ
hjic-1262	36	42	real	real	ADJ
hjic-1262	36	43	operational	operational	ADJ
hjic-1262	36	44	data	datum	NOUN
hjic-1262	36	45	are	be	AUX
hjic-1262	36	46	collected	collect	VERB
hjic-1262	36	47	.	.	PUNCT
hjic-1262	37	1	2.2	2.2	NUM
hjic-1262	37	2	.	.	PUNCT
hjic-1262	37	3	introduction	introduction	NOUN
hjic-1262	37	4	to	to	ADP
hjic-1262	37	5	online	online	NOUN
hjic-1262	37	6	learning	learn	VERB
hjic-1262	37	7	most	most	ADJ
hjic-1262	37	8	conventional	conventional	ADJ
hjic-1262	37	9	machine	machine	NOUN
hjic-1262	37	10	learning	learning	NOUN
hjic-1262	37	11	approaches	approach	NOUN
hjic-1262	37	12	operate	operate	VERB
hjic-1262	37	13	under	under	ADP
hjic-1262	37	14	the	the	DET
hjic-1262	37	15	classical	classical	ADJ
hjic-1262	37	16	paradigm	paradigm	NOUN
hjic-1262	37	17	,	,	PUNCT
hjic-1262	37	18	where	where	SCONJ
hjic-1262	37	19	the	the	DET
hjic-1262	37	20	complete	complete	ADJ
hjic-1262	37	21	dataset	dataset	NOUN
hjic-1262	37	22	is	be	AUX
hjic-1262	37	23	available	available	ADJ
hjic-1262	37	24	prior	prior	ADV
hjic-1262	37	25	to	to	ADP
hjic-1262	37	26	training	training	NOUN
hjic-1262	37	27	.	.	PUNCT
hjic-1262	38	1	these	these	DET
hjic-1262	38	2	models	model	NOUN
hjic-1262	38	3	are	be	AUX
hjic-1262	38	4	built	build	VERB
hjic-1262	38	5	on	on	ADP
hjic-1262	38	6	the	the	DET
hjic-1262	38	7	assumption	assumption	NOUN
hjic-1262	38	8	that	that	SCONJ
hjic-1262	38	9	the	the	DET
hjic-1262	38	10	data	data	NOUN
hjic-1262	38	11	distribution	distribution	NOUN
hjic-1262	38	12	remains	remain	VERB
hjic-1262	38	13	static	static	ADJ
hjic-1262	38	14	and	and	CCONJ
hjic-1262	38	15	the	the	DET
hjic-1262	38	16	underlying	underlie	VERB
hjic-1262	38	17	structure	structure	NOUN
hjic-1262	38	18	does	do	AUX
hjic-1262	38	19	not	not	PART
hjic-1262	38	20	change	change	VERB
hjic-1262	38	21	over	over	ADP
hjic-1262	38	22	time	time	NOUN
hjic-1262	38	23	[	[	X
hjic-1262	38	24	10	10	NUM
hjic-1262	38	25	]	]	PUNCT
hjic-1262	38	26	.	.	PUNCT
hjic-1262	39	1	when	when	SCONJ
hjic-1262	39	2	new	new	ADJ
hjic-1262	39	3	data	datum	NOUN
hjic-1262	39	4	become	become	VERB
hjic-1262	39	5	available	available	ADJ
hjic-1262	39	6	,	,	PUNCT
hjic-1262	39	7	the	the	DET
hjic-1262	39	8	typical	typical	ADJ
hjic-1262	39	9	solution	solution	NOUN
hjic-1262	39	10	is	be	AUX
hjic-1262	39	11	to	to	PART
hjic-1262	39	12	retrain	retrain	VERB
hjic-1262	39	13	the	the	DET
hjic-1262	39	14	entire	entire	ADJ
hjic-1262	39	15	model	model	NOUN
hjic-1262	39	16	from	from	ADP
hjic-1262	39	17	scratch	scratch	NOUN
hjic-1262	39	18	,	,	PUNCT
hjic-1262	39	19	which	which	PRON
hjic-1262	39	20	can	can	AUX
hjic-1262	39	21	be	be	AUX
hjic-1262	39	22	computationally	computationally	ADV
hjic-1262	39	23	intensive	intensive	ADJ
hjic-1262	39	24	and	and	CCONJ
hjic-1262	39	25	inefficient	inefficient	ADJ
hjic-1262	39	26	.	.	PUNCT
hjic-1262	40	1	in	in	ADP
hjic-1262	40	2	contrast	contrast	NOUN
hjic-1262	40	3	,	,	PUNCT
hjic-1262	40	4	online	online	ADJ
hjic-1262	40	5	learning	learning	NOUN
hjic-1262	40	6	offers	offer	VERB
hjic-1262	40	7	a	a	DET
hjic-1262	40	8	framework	framework	NOUN
hjic-1262	40	9	for	for	ADP
hjic-1262	40	10	continuous	continuous	ADJ
hjic-1262	40	11	model	model	NOUN
hjic-1262	40	12	adaptation	adaptation	NOUN
hjic-1262	40	13	in	in	ADP
hjic-1262	40	14	response	response	NOUN
hjic-1262	40	15	to	to	ADP
hjic-1262	40	16	a	a	DET
hjic-1262	40	17	stream	stream	NOUN
hjic-1262	40	18	of	of	ADP
hjic-1262	40	19	incoming	incoming	ADJ
hjic-1262	40	20	data	datum	NOUN
hjic-1262	40	21	[	[	X
hjic-1262	40	22	11	11	NUM
hjic-1262	40	23	]	]	PUNCT
hjic-1262	40	24	.	.	PUNCT
hjic-1262	41	1	this	this	DET
hjic-1262	41	2	approach	approach	NOUN
hjic-1262	41	3	processes	process	VERB
hjic-1262	41	4	data	datum	NOUN
hjic-1262	41	5	incrementally	incrementally	ADV
hjic-1262	41	6	,	,	PUNCT
hjic-1262	41	7	updating	update	VERB
hjic-1262	41	8	the	the	DET
hjic-1262	41	9	model	model	NOUN
hjic-1262	41	10	one	one	NUM
hjic-1262	41	11	sample	sample	NOUN
hjic-1262	41	12	at	at	ADP
hjic-1262	41	13	a	a	DET
hjic-1262	41	14	time	time	NOUN
hjic-1262	41	15	,	,	PUNCT
hjic-1262	41	16	facilitating	facilitate	VERB
hjic-1262	41	17	model	model	NOUN
hjic-1262	41	18	training	training	NOUN
hjic-1262	41	19	to	to	PART
hjic-1262	41	20	occur	occur	VERB
hjic-1262	41	21	sequentially	sequentially	ADV
hjic-1262	41	22	as	as	SCONJ
hjic-1262	41	23	new	new	ADJ
hjic-1262	41	24	data	datum	NOUN
hjic-1262	41	25	become	become	VERB
hjic-1262	41	26	available	available	ADJ
hjic-1262	41	27	:	:	PUNCT
hjic-1262	41	28	𝑠1	𝑠1	NOUN
hjic-1262	41	29	,	,	PUNCT
hjic-1262	41	30	𝑠2	𝑠2	NOUN
hjic-1262	41	31	,	,	PUNCT
hjic-1262	41	32	…	…	PUNCT
hjic-1262	41	33	,	,	PUNCT
hjic-1262	41	34	𝑠𝑖	𝑠𝑖	PROPN
hjic-1262	41	35	⇒	⇒	PROPN
hjic-1262	41	36	ℎ1	ℎ1	PROPN
hjic-1262	41	37	,	,	PUNCT
hjic-1262	41	38	ℎ2	ℎ2	NOUN
hjic-1262	41	39	,	,	PUNCT
hjic-1262	41	40	…	…	PUNCT
hjic-1262	41	41	,	,	PUNCT
hjic-1262	41	42	ℎ𝑖	ℎ𝑖	NOUN
hjic-1262	41	43	(	(	PUNCT
hjic-1262	41	44	1	1	NUM
hjic-1262	41	45	)	)	PUNCT
hjic-1262	41	46	,	,	PUNCT
hjic-1262	41	47	where	where	SCONJ
hjic-1262	41	48	𝑠𝑖	𝑠𝑖	NOUN
hjic-1262	41	49	represents	represent	VERB
hjic-1262	41	50	the	the	DET
hjic-1262	41	51	training	training	NOUN
hjic-1262	41	52	sample	sample	NOUN
hjic-1262	41	53	at	at	ADP
hjic-1262	41	54	time	time	NOUN
hjic-1262	41	55	step	step	NOUN
hjic-1262	41	56	𝑖	𝑖	PUNCT
hjic-1262	41	57	and	and	CCONJ
hjic-1262	41	58	ℎ𝑖	ℎ𝑖	NOUN
hjic-1262	41	59	denotes	denote	VERB
hjic-1262	41	60	the	the	DET
hjic-1262	41	61	state	state	NOUN
hjic-1262	41	62	of	of	ADP
hjic-1262	41	63	the	the	DET
hjic-1262	41	64	model	model	NOUN
hjic-1262	41	65	after	after	ADP
hjic-1262	41	66	learning	learn	VERB
hjic-1262	41	67	from	from	ADP
hjic-1262	41	68	that	that	DET
hjic-1262	41	69	sample	sample	NOUN
hjic-1262	41	70	.	.	PUNCT
hjic-1262	42	1	each	each	DET
hjic-1262	42	2	training	training	NOUN
hjic-1262	42	3	sample	sample	NOUN
hjic-1262	42	4	is	be	AUX
hjic-1262	42	5	composed	compose	VERB
hjic-1262	42	6	of	of	ADP
hjic-1262	42	7	an	an	DET
hjic-1262	42	8	input	input	NOUN
hjic-1262	42	9	–	–	PUNCT
hjic-1262	42	10	output	output	NOUN
hjic-1262	42	11	pair	pair	NOUN
hjic-1262	42	12	:	:	PUNCT
hjic-1262	42	13	𝑠𝑖	𝑠𝑖	PROPN
hjic-1262	42	14	=	=	PUNCT
hjic-1262	42	15	(	(	PUNCT
hjic-1262	42	16	𝑥𝑖	𝑥𝑖	PROPN
hjic-1262	42	17	,	,	PUNCT
hjic-1262	42	18	𝑦𝑖	𝑦𝑖	PROPN
hjic-1262	42	19	)	)	PUNCT
hjic-1262	42	20	,	,	PUNCT
hjic-1262	42	21	𝑥𝑖	𝑥𝑖	X
hjic-1262	42	22	∈	∈	PROPN
hjic-1262	42	23	𝑅𝑛	𝑅𝑛	PROPN
hjic-1262	42	24	,	,	PUNCT
hjic-1262	42	25	𝑦𝑖	𝑦𝑖	PROPN
hjic-1262	42	26	∈	∈	NOUN
hjic-1262	42	27	𝑅𝑚	𝑅𝑚	PROPN
hjic-1262	42	28	(	(	PUNCT
hjic-1262	42	29	2	2	NUM
hjic-1262	42	30	)	)	PUNCT
hjic-1262	42	31	,	,	PUNCT
hjic-1262	42	32	where	where	SCONJ
hjic-1262	42	33	𝑥𝑖	𝑥𝑖	PRON
hjic-1262	42	34	stands	stand	VERB
hjic-1262	42	35	for	for	ADP
hjic-1262	42	36	the	the	DET
hjic-1262	42	37	input	input	NOUN
hjic-1262	42	38	feature	feature	NOUN
hjic-1262	42	39	vector	vector	NOUN
hjic-1262	42	40	with	with	ADP
hjic-1262	42	41	𝑛	𝑛	DET
hjic-1262	42	42	dimensions	dimension	NOUN
hjic-1262	42	43	and	and	CCONJ
hjic-1262	42	44	𝑦𝑖	𝑦𝑖	PROPN
hjic-1262	42	45	denotes	denote	VERB
hjic-1262	42	46	the	the	DET
hjic-1262	42	47	corresponding	corresponding	ADJ
hjic-1262	42	48	labeled	label	VERB
hjic-1262	42	49	output	output	NOUN
hjic-1262	42	50	vector	vector	NOUN
hjic-1262	42	51	with	with	ADP
hjic-1262	42	52	𝑚	𝑚	PROPN
hjic-1262	42	53	dimensions	dimension	NOUN
hjic-1262	42	54	.	.	PUNCT
hjic-1262	43	1	the	the	DET
hjic-1262	43	2	model	model	NOUN
hjic-1262	43	3	at	at	ADP
hjic-1262	43	4	time	time	NOUN
hjic-1262	43	5	step	step	NOUN
hjic-1262	43	6	𝑖	𝑖	ADP
hjic-1262	43	7	,	,	PUNCT
hjic-1262	43	8	denoted	denote	VERB
hjic-1262	43	9	by	by	ADP
hjic-1262	43	10	ℎ𝑖	ℎ𝑖	NOUN
hjic-1262	43	11	,	,	PUNCT
hjic-1262	43	12	is	be	AUX
hjic-1262	43	13	updated	update	VERB
hjic-1262	43	14	based	base	VERB
hjic-1262	43	15	on	on	ADP
hjic-1262	43	16	the	the	DET
hjic-1262	43	17	previous	previous	ADJ
hjic-1262	43	18	model	model	NOUN
hjic-1262	43	19	state	state	PROPN
hjic-1262	43	20	ℎ𝑖−1	ℎ𝑖−1	PROPN
hjic-1262	43	21	and	and	CCONJ
hjic-1262	43	22	the	the	DET
hjic-1262	43	23	most	most	ADV
hjic-1262	43	24	recent	recent	ADJ
hjic-1262	43	25	𝑝	𝑝	NOUN
hjic-1262	43	26	samples	sample	NOUN
hjic-1262	43	27	:	:	PUNCT
hjic-1262	43	28	ℎ𝑖	ℎ𝑖	NOUN
hjic-1262	43	29	=	=	SYM
hjic-1262	43	30	𝑓(ℎ𝑖−1	𝑓(ℎ𝑖−1	PROPN
hjic-1262	43	31	,	,	PUNCT
hjic-1262	43	32	𝑠𝑖	𝑠𝑖	NOUN
hjic-1262	43	33	,	,	PUNCT
hjic-1262	43	34	𝑠𝑖−1	𝑠𝑖−1	PROPN
hjic-1262	43	35	,	,	PUNCT
hjic-1262	43	36	…	…	PUNCT
hjic-1262	43	37	,	,	PUNCT
hjic-1262	43	38	𝑠𝑖−𝑝	𝑠𝑖−𝑝	PROPN
hjic-1262	43	39	)	)	PUNCT
hjic-1262	43	40	(	(	PUNCT
hjic-1262	43	41	3	3	NUM
hjic-1262	43	42	)	)	PUNCT
hjic-1262	43	43	.	.	PUNCT
hjic-1262	44	1	this	this	DET
hjic-1262	44	2	formulation	formulation	NOUN
hjic-1262	44	3	reflects	reflect	VERB
hjic-1262	44	4	the	the	DET
hjic-1262	44	5	online	online	ADJ
hjic-1262	44	6	learning	learning	NOUN
hjic-1262	44	7	paradigm	paradigm	NOUN
hjic-1262	44	8	where	where	SCONJ
hjic-1262	44	9	the	the	DET
hjic-1262	44	10	model	model	NOUN
hjic-1262	44	11	incrementally	incrementally	ADV
hjic-1262	44	12	evolves	evolve	VERB
hjic-1262	44	13	with	with	ADP
hjic-1262	44	14	each	each	DET
hjic-1262	44	15	new	new	ADJ
hjic-1262	44	16	data	datum	NOUN
hjic-1262	44	17	point	point	NOUN
hjic-1262	44	18	,	,	PUNCT
hjic-1262	44	19	arbitrarily	arbitrarily	ADV
hjic-1262	44	20	incorporating	incorporate	VERB
hjic-1262	44	21	a	a	DET
hjic-1262	44	22	small	small	ADJ
hjic-1262	44	23	window	window	NOUN
hjic-1262	44	24	of	of	ADP
hjic-1262	44	25	past	past	ADJ
hjic-1262	44	26	samples	sample	NOUN
hjic-1262	44	27	.	.	PUNCT
hjic-1262	45	1	online	online	ADJ
hjic-1262	45	2	learning	learning	NOUN
hjic-1262	45	3	is	be	AUX
hjic-1262	45	4	particularly	particularly	ADV
hjic-1262	45	5	useful	useful	ADJ
hjic-1262	45	6	in	in	ADP
hjic-1262	45	7	dynamic	dynamic	ADJ
hjic-1262	45	8	environments	environment	NOUN
hjic-1262	45	9	where	where	SCONJ
hjic-1262	45	10	data	datum	NOUN
hjic-1262	45	11	evolve	evolve	VERB
hjic-1262	45	12	over	over	ADP
hjic-1262	45	13	time	time	NOUN
hjic-1262	45	14	and	and	CCONJ
hjic-1262	45	15	an	an	DET
hjic-1262	45	16	immediate	immediate	ADJ
hjic-1262	45	17	response	response	NOUN
hjic-1262	45	18	is	be	AUX
hjic-1262	45	19	required	require	VERB
hjic-1262	45	20	.	.	PUNCT
hjic-1262	46	1	this	this	DET
hjic-1262	46	2	method	method	NOUN
hjic-1262	46	3	is	be	AUX
hjic-1262	46	4	commonly	commonly	ADV
hjic-1262	46	5	employed	employ	VERB
hjic-1262	46	6	in	in	ADP
hjic-1262	46	7	systems	system	NOUN
hjic-1262	46	8	that	that	PRON
hjic-1262	46	9	operate	operate	VERB
hjic-1262	46	10	autonomously	autonomously	ADV
hjic-1262	46	11	,	,	PUNCT
hjic-1262	46	12	such	such	ADJ
hjic-1262	46	13	as	as	ADP
hjic-1262	46	14	in	in	ADP
hjic-1262	46	15	robotics	robotic	NOUN
hjic-1262	46	16	or	or	CCONJ
hjic-1262	46	17	self	self	NOUN
hjic-1262	46	18	-	-	PUNCT
hjic-1262	46	19	driving	drive	VERB
hjic-1262	46	20	vehicles	vehicle	NOUN
hjic-1262	46	21	[	[	X
hjic-1262	46	22	12	12	NUM
hjic-1262	46	23	]	]	PUNCT
hjic-1262	46	24	,	,	PUNCT
hjic-1262	46	25	as	as	ADV
hjic-1262	46	26	well	well	ADV
hjic-1262	46	27	as	as	ADP
hjic-1262	46	28	in	in	ADP
hjic-1262	46	29	applications	application	NOUN
hjic-1262	46	30	where	where	SCONJ
hjic-1262	46	31	training	training	NOUN
hjic-1262	46	32	signals	signal	NOUN
hjic-1262	46	33	are	be	AUX
hjic-1262	46	34	provided	provide	VERB
hjic-1262	46	35	progressively	progressively	ADV
hjic-1262	46	36	through	through	ADP
hjic-1262	46	37	human	human	ADJ
hjic-1262	46	38	interaction	interaction	NOUN
hjic-1262	46	39	or	or	CCONJ
hjic-1262	46	40	feedback	feedback	NOUN
hjic-1262	46	41	[	[	X
hjic-1262	46	42	13	13	NUM
hjic-1262	46	43	]	]	PUNCT
hjic-1262	46	44	.	.	PUNCT
hjic-1262	47	1	unlike	unlike	ADP
hjic-1262	47	2	traditional	traditional	ADJ
hjic-1262	47	3	training	training	NOUN
hjic-1262	47	4	,	,	PUNCT
hjic-1262	47	5	which	which	PRON
hjic-1262	47	6	assumes	assume	VERB
hjic-1262	47	7	a	a	DET
hjic-1262	47	8	static	static	ADJ
hjic-1262	47	9	environment	environment	NOUN
hjic-1262	47	10	,	,	PUNCT
hjic-1262	47	11	online	online	ADJ
hjic-1262	47	12	learning	learning	NOUN
hjic-1262	47	13	enables	enable	VERB
hjic-1262	47	14	systems	system	NOUN
hjic-1262	47	15	to	to	PART
hjic-1262	47	16	remain	remain	VERB
hjic-1262	47	17	adaptable	adaptable	ADJ
hjic-1262	47	18	and	and	CCONJ
hjic-1262	47	19	responsive	responsive	ADJ
hjic-1262	47	20	to	to	ADP
hjic-1262	47	21	new	new	ADJ
hjic-1262	47	22	information	information	NOUN
hjic-1262	47	23	as	as	SCONJ
hjic-1262	47	24	it	it	PRON
hjic-1262	47	25	becomes	become	VERB
hjic-1262	47	26	available	available	ADJ
hjic-1262	47	27	.	.	PUNCT
hjic-1262	48	1	online	online	PROPN
hjic-1262	48	2	learning	learning	NOUN
hjic-1262	48	3	offers	offer	VERB
hjic-1262	48	4	a	a	DET
hjic-1262	48	5	range	range	NOUN
hjic-1262	48	6	of	of	ADP
hjic-1262	48	7	advantages	advantage	NOUN
hjic-1262	48	8	,	,	PUNCT
hjic-1262	48	9	particularly	particularly	ADV
hjic-1262	48	10	in	in	ADP
hjic-1262	48	11	dynamic	dynamic	ADJ
hjic-1262	48	12	environments	environment	NOUN
hjic-1262	48	13	where	where	SCONJ
hjic-1262	48	14	timely	timely	ADJ
hjic-1262	48	15	adaptation	adaptation	NOUN
hjic-1262	48	16	and	and	CCONJ
hjic-1262	48	17	efficient	efficient	ADJ
hjic-1262	48	18	data	datum	NOUN
hjic-1262	48	19	handling	handling	NOUN
hjic-1262	48	20	are	be	AUX
hjic-1262	48	21	essential	essential	ADJ
hjic-1262	48	22	.	.	PUNCT
hjic-1262	49	1	one	one	NUM
hjic-1262	49	2	of	of	ADP
hjic-1262	49	3	its	its	PRON
hjic-1262	49	4	primary	primary	ADJ
hjic-1262	49	5	strengths	strength	NOUN
hjic-1262	49	6	lies	lie	VERB
hjic-1262	49	7	in	in	ADP
hjic-1262	49	8	efficient	efficient	ADJ
hjic-1262	49	9	resource	resource	NOUN
hjic-1262	49	10	utilization	utilization	NOUN
hjic-1262	49	11	.	.	PUNCT
hjic-1262	50	1	unlike	unlike	ADP
hjic-1262	50	2	traditional	traditional	ADJ
hjic-1262	50	3	methods	method	NOUN
hjic-1262	50	4	that	that	PRON
hjic-1262	50	5	require	require	VERB
hjic-1262	50	6	access	access	NOUN
hjic-1262	50	7	to	to	ADP
hjic-1262	50	8	the	the	DET
hjic-1262	50	9	entire	entire	ADJ
hjic-1262	50	10	dataset	dataset	NOUN
hjic-1262	50	11	,	,	PUNCT
hjic-1262	50	12	online	online	ADJ
hjic-1262	50	13	learning	learning	NOUN
hjic-1262	50	14	processes	process	VERB
hjic-1262	50	15	incoming	incoming	ADJ
hjic-1262	50	16	data	datum	NOUN
hjic-1262	50	17	incrementally	incrementally	ADV
hjic-1262	50	18	,	,	PUNCT
hjic-1262	50	19	reducing	reduce	VERB
hjic-1262	50	20	memory	memory	NOUN
hjic-1262	50	21	and	and	CCONJ
hjic-1262	50	22	computational	computational	ADJ
hjic-1262	50	23	demands	demand	NOUN
hjic-1262	50	24	by	by	ADP
hjic-1262	50	25	only	only	ADV
hjic-1262	50	26	storing	store	VERB
hjic-1262	50	27	and	and	CCONJ
hjic-1262	50	28	updating	update	VERB
hjic-1262	50	29	a	a	DET
hjic-1262	50	30	limited	limited	ADJ
hjic-1262	50	31	subset	subset	NOUN
hjic-1262	50	32	at	at	ADP
hjic-1262	50	33	any	any	DET
hjic-1262	50	34	given	give	VERB
hjic-1262	50	35	time	time	NOUN
hjic-1262	50	36	[	[	X
hjic-1262	50	37	14	14	NUM
hjic-1262	50	38	]	]	PUNCT
hjic-1262	50	39	.	.	PUNCT
hjic-1262	51	1	another	another	DET
hjic-1262	51	2	key	key	ADJ
hjic-1262	51	3	advantage	advantage	NOUN
hjic-1262	51	4	is	be	AUX
hjic-1262	51	5	real	real	ADJ
hjic-1262	51	6	-	-	PUNCT
hjic-1262	51	7	time	time	NOUN
hjic-1262	51	8	adaptation	adaptation	NOUN
hjic-1262	51	9	.	.	PUNCT
hjic-1262	52	1	models	model	NOUN
hjic-1262	52	2	can	can	AUX
hjic-1262	52	3	adjust	adjust	VERB
hjic-1262	52	4	their	their	PRON
hjic-1262	52	5	predictions	prediction	NOUN
hjic-1262	52	6	and	and	CCONJ
hjic-1262	52	7	internal	internal	ADJ
hjic-1262	52	8	parameters	parameter	NOUN
hjic-1262	52	9	continuously	continuously	ADV
hjic-1262	52	10	,	,	PUNCT
hjic-1262	52	11	allowing	allow	VERB
hjic-1262	52	12	them	they	PRON
hjic-1262	52	13	to	to	PART
hjic-1262	52	14	respond	respond	VERB
hjic-1262	52	15	immediately	immediately	ADV
hjic-1262	52	16	to	to	ADP
hjic-1262	52	17	changes	change	NOUN
hjic-1262	52	18	in	in	ADP
hjic-1262	52	19	the	the	DET
hjic-1262	52	20	environment	environment	NOUN
hjic-1262	52	21	or	or	CCONJ
hjic-1262	52	22	system	system	NOUN
hjic-1262	52	23	behavior	behavior	NOUN
hjic-1262	52	24	.	.	PUNCT
hjic-1262	53	1	this	this	DET
hjic-1262	53	2	feature	feature	NOUN
hjic-1262	53	3	is	be	AUX
hjic-1262	53	4	especially	especially	ADV
hjic-1262	53	5	useful	useful	ADJ
hjic-1262	53	6	in	in	ADP
hjic-1262	53	7	scenarios	scenario	NOUN
hjic-1262	53	8	where	where	SCONJ
hjic-1262	53	9	system	system	NOUN
hjic-1262	53	10	conditions	condition	NOUN
hjic-1262	53	11	evolve	evolve	VERB
hjic-1262	53	12	rapidly	rapidly	ADV
hjic-1262	53	13	,	,	PUNCT
hjic-1262	53	14	such	such	ADJ
hjic-1262	53	15	as	as	ADP
hjic-1262	53	16	in	in	ADP
hjic-1262	53	17	financial	financial	ADJ
hjic-1262	53	18	forecasting	forecasting	NOUN
hjic-1262	53	19	,	,	PUNCT
hjic-1262	53	20	industrial	industrial	ADJ
hjic-1262	53	21	automation	automation	NOUN
hjic-1262	53	22	or	or	CCONJ
hjic-1262	53	23	non	non	ADJ
hjic-1262	53	24	figure	figure	NOUN
hjic-1262	53	25	1	1	NUM
hjic-1262	53	26	:	:	PUNCT
hjic-1262	53	27	(	(	PUNCT
hjic-1262	53	28	a	a	X
hjic-1262	53	29	)	)	PUNCT
hjic-1262	53	30	comparison	comparison	NOUN
hjic-1262	53	31	between	between	ADP
hjic-1262	53	32	the	the	DET
hjic-1262	53	33	sampling	sample	VERB
hjic-1262	53	34	range	range	NOUN
hjic-1262	53	35	of	of	ADP
hjic-1262	53	36	the	the	DET
hjic-1262	53	37	fouling	fouling	NOUN
hjic-1262	53	38	factor	factor	NOUN
hjic-1262	53	39	(	(	PUNCT
hjic-1262	53	40	left	leave	VERB
hjic-1262	53	41	)	)	PUNCT
hjic-1262	53	42	and	and	CCONJ
hjic-1262	53	43	the	the	DET
hjic-1262	53	44	range	range	NOUN
hjic-1262	53	45	of	of	ADP
hjic-1262	53	46	the	the	DET
hjic-1262	53	47	actual	actual	ADJ
hjic-1262	53	48	process	process	NOUN
hjic-1262	53	49	fouling	fouling	NOUN
hjic-1262	53	50	factor	factor	NOUN
hjic-1262	53	51	(	(	PUNCT
hjic-1262	53	52	right	right	ADJ
hjic-1262	53	53	)	)	PUNCT
hjic-1262	53	54	;	;	PUNCT
hjic-1262	53	55	(	(	PUNCT
hjic-1262	53	56	b	b	X
hjic-1262	53	57	)	)	PUNCT
hjic-1262	53	58	prediction	prediction	NOUN
hjic-1262	53	59	of	of	ADP
hjic-1262	53	60	the	the	DET
hjic-1262	53	61	offline	offline	ADV
hjic-1262	53	62	-	-	PUNCT
hjic-1262	53	63	trained	train	VERB
hjic-1262	53	64	base	base	NOUN
hjic-1262	53	65	model	model	NOUN
hjic-1262	53	66	(	(	PUNCT
hjic-1262	53	67	red	red	PROPN
hjic-1262	53	68	)	)	PUNCT
hjic-1262	53	69	versus	versus	ADP
hjic-1262	53	70	actual	actual	ADJ
hjic-1262	53	71	process	process	NOUN
hjic-1262	53	72	data	datum	NOUN
hjic-1262	53	73	(	(	PUNCT
hjic-1262	53	74	blue	blue	NOUN
hjic-1262	53	75	)	)	PUNCT
hjic-1262	53	76	from	from	ADP
hjic-1262	53	77	the	the	DET
hjic-1262	53	78	use	use	NOUN
hjic-1262	53	79	case	case	NOUN
hjic-1262	53	80	online	online	ADJ
hjic-1262	53	81	learning	learning	NOUN
hjic-1262	53	82	for	for	ADP
hjic-1262	53	83	surrogate	surrogate	ADJ
hjic-1262	53	84	model	model	NOUN
hjic-1262	53	85	maintenance	maintenance	NOUN
hjic-1262	53	86	53(2	53(2	NUM
hjic-1262	53	87	)	)	PUNCT
hjic-1262	53	88	pp	pp	ADV
hjic-1262	53	89	.	.	PUNCT
hjic-1262	54	1	37–43	37–43	NUM
hjic-1262	54	2	(	(	PUNCT
hjic-1262	54	3	2025	2025	NUM
hjic-1262	54	4	)	)	PUNCT
hjic-1262	54	5	39	39	NUM
hjic-1262	54	6	stationary	stationary	ADJ
hjic-1262	54	7	domains	domain	NOUN
hjic-1262	54	8	like	like	ADP
hjic-1262	54	9	weather	weather	NOUN
hjic-1262	54	10	prediction	prediction	NOUN
hjic-1262	54	11	,	,	PUNCT
hjic-1262	54	12	where	where	SCONJ
hjic-1262	54	13	patterns	pattern	NOUN
hjic-1262	54	14	shift	shift	VERB
hjic-1262	54	15	over	over	ADP
hjic-1262	54	16	time	time	NOUN
hjic-1262	54	17	and	and	CCONJ
hjic-1262	54	18	data	datum	NOUN
hjic-1262	54	19	relevance	relevance	NOUN
hjic-1262	54	20	quickly	quickly	ADV
hjic-1262	54	21	reduces	reduce	VERB
hjic-1262	54	22	[	[	X
hjic-1262	54	23	15	15	NUM
hjic-1262	54	24	]	]	PUNCT
hjic-1262	54	25	.	.	PUNCT
hjic-1262	55	1	however	however	ADV
hjic-1262	55	2	,	,	PUNCT
hjic-1262	55	3	online	online	ADJ
hjic-1262	55	4	learning	learning	NOUN
hjic-1262	55	5	also	also	ADV
hjic-1262	55	6	presents	present	VERB
hjic-1262	55	7	several	several	ADJ
hjic-1262	55	8	challenges	challenge	NOUN
hjic-1262	55	9	.	.	PUNCT
hjic-1262	56	1	a	a	DET
hjic-1262	56	2	notable	notable	ADJ
hjic-1262	56	3	limitation	limitation	NOUN
hjic-1262	56	4	is	be	AUX
hjic-1262	56	5	catastrophic	catastrophic	ADJ
hjic-1262	56	6	forgetting	forgetting	NOUN
hjic-1262	56	7	,	,	PUNCT
hjic-1262	56	8	a	a	DET
hjic-1262	56	9	phenomenon	phenomenon	NOUN
hjic-1262	56	10	where	where	SCONJ
hjic-1262	56	11	the	the	DET
hjic-1262	56	12	model	model	NOUN
hjic-1262	56	13	gradually	gradually	ADV
hjic-1262	56	14	loses	lose	VERB
hjic-1262	56	15	previously	previously	ADV
hjic-1262	56	16	acquired	acquire	VERB
hjic-1262	56	17	knowledge	knowledge	NOUN
hjic-1262	56	18	while	while	SCONJ
hjic-1262	56	19	adapting	adapt	VERB
hjic-1262	56	20	to	to	ADP
hjic-1262	56	21	new	new	ADJ
hjic-1262	56	22	data	datum	NOUN
hjic-1262	56	23	[	[	X
hjic-1262	56	24	16	16	NUM
hjic-1262	56	25	]	]	PUNCT
hjic-1262	56	26	.	.	PUNCT
hjic-1262	57	1	this	this	PRON
hjic-1262	57	2	can	can	AUX
hjic-1262	57	3	compromise	compromise	VERB
hjic-1262	57	4	long	long	ADJ
hjic-1262	57	5	-	-	PUNCT
hjic-1262	57	6	term	term	NOUN
hjic-1262	57	7	model	model	NOUN
hjic-1262	57	8	stability	stability	NOUN
hjic-1262	57	9	and	and	CCONJ
hjic-1262	57	10	degrade	degrade	VERB
hjic-1262	57	11	performance	performance	NOUN
hjic-1262	57	12	in	in	ADP
hjic-1262	57	13	tasks	task	NOUN
hjic-1262	57	14	learned	learn	VERB
hjic-1262	57	15	earlier	early	ADV
hjic-1262	57	16	.	.	PUNCT
hjic-1262	58	1	furthermore	furthermore	ADV
hjic-1262	58	2	,	,	PUNCT
hjic-1262	58	3	handling	handle	VERB
hjic-1262	58	4	concept	concept	NOUN
hjic-1262	58	5	drift	drift	NOUN
hjic-1262	58	6	—	—	PUNCT
hjic-1262	58	7	sudden	sudden	ADJ
hjic-1262	58	8	or	or	CCONJ
hjic-1262	58	9	gradual	gradual	ADJ
hjic-1262	58	10	shifts	shift	NOUN
hjic-1262	58	11	in	in	ADP
hjic-1262	58	12	the	the	DET
hjic-1262	58	13	underlying	underlie	VERB
hjic-1262	58	14	data	datum	NOUN
hjic-1262	58	15	distribution	distribution	NOUN
hjic-1262	58	16	—	—	PUNCT
hjic-1262	58	17	remains	remain	VERB
hjic-1262	58	18	a	a	DET
hjic-1262	58	19	significant	significant	ADJ
hjic-1262	58	20	challenge	challenge	NOUN
hjic-1262	58	21	,	,	PUNCT
hjic-1262	58	22	often	often	ADV
hjic-1262	58	23	requiring	require	VERB
hjic-1262	58	24	advanced	advanced	ADJ
hjic-1262	58	25	strategies	strategy	NOUN
hjic-1262	58	26	to	to	PART
hjic-1262	58	27	detect	detect	VERB
hjic-1262	58	28	and	and	CCONJ
hjic-1262	58	29	adapt	adapt	VERB
hjic-1262	58	30	to	to	ADP
hjic-1262	58	31	such	such	ADJ
hjic-1262	58	32	changes	change	NOUN
hjic-1262	58	33	effectively	effectively	ADV
hjic-1262	58	34	.	.	PUNCT
hjic-1262	59	1	finally	finally	ADV
hjic-1262	59	2	,	,	PUNCT
hjic-1262	59	3	an	an	DET
hjic-1262	59	4	inherent	inherent	ADJ
hjic-1262	59	5	risk	risk	NOUN
hjic-1262	59	6	of	of	ADP
hjic-1262	59	7	overfitting	overfitte	VERB
hjic-1262	59	8	in	in	ADP
hjic-1262	59	9	online	online	ADJ
hjic-1262	59	10	settings	setting	NOUN
hjic-1262	59	11	must	must	AUX
hjic-1262	59	12	be	be	AUX
hjic-1262	59	13	addressed	address	VERB
hjic-1262	59	14	.	.	PUNCT
hjic-1262	60	1	since	since	SCONJ
hjic-1262	60	2	updates	update	NOUN
hjic-1262	60	3	are	be	AUX
hjic-1262	60	4	made	make	VERB
hjic-1262	60	5	frequently	frequently	ADV
hjic-1262	60	6	and	and	CCONJ
hjic-1262	60	7	often	often	ADV
hjic-1262	60	8	based	base	VERB
hjic-1262	60	9	on	on	ADP
hjic-1262	60	10	small	small	ADJ
hjic-1262	60	11	or	or	CCONJ
hjic-1262	60	12	recent	recent	ADJ
hjic-1262	60	13	data	datum	NOUN
hjic-1262	60	14	segments	segment	NOUN
hjic-1262	60	15	,	,	PUNCT
hjic-1262	60	16	the	the	DET
hjic-1262	60	17	model	model	NOUN
hjic-1262	60	18	may	may	AUX
hjic-1262	60	19	become	become	VERB
hjic-1262	60	20	overly	overly	ADV
hjic-1262	60	21	sensitive	sensitive	ADJ
hjic-1262	60	22	to	to	ADP
hjic-1262	60	23	recent	recent	ADJ
hjic-1262	60	24	fluctuations	fluctuation	NOUN
hjic-1262	60	25	,	,	PUNCT
hjic-1262	60	26	leading	lead	VERB
hjic-1262	60	27	to	to	ADP
hjic-1262	60	28	poor	poor	ADJ
hjic-1262	60	29	generalization	generalization	NOUN
hjic-1262	60	30	.	.	PUNCT
hjic-1262	61	1	balancing	balance	VERB
hjic-1262	61	2	adaptability	adaptability	NOUN
hjic-1262	61	3	with	with	ADP
hjic-1262	61	4	robustness	robustness	NOUN
hjic-1262	61	5	is	be	AUX
hjic-1262	61	6	therefore	therefore	ADV
hjic-1262	61	7	a	a	DET
hjic-1262	61	8	critical	critical	ADJ
hjic-1262	61	9	aspect	aspect	NOUN
hjic-1262	61	10	in	in	ADP
hjic-1262	61	11	the	the	DET
hjic-1262	61	12	design	design	NOUN
hjic-1262	61	13	of	of	ADP
hjic-1262	61	14	effective	effective	ADJ
hjic-1262	61	15	online	online	ADJ
hjic-1262	61	16	learning	learning	NOUN
hjic-1262	61	17	systems	system	NOUN
hjic-1262	61	18	[	[	X
hjic-1262	61	19	17	17	NUM
hjic-1262	61	20	]	]	PUNCT
hjic-1262	61	21	.	.	PUNCT
hjic-1262	62	1	2.3	2.3	NUM
hjic-1262	62	2	.	.	PUNCT
hjic-1262	63	1	compared	compare	VERB
hjic-1262	63	2	methodologies	methodology	NOUN
hjic-1262	63	3	in	in	ADP
hjic-1262	63	4	real	real	ADJ
hjic-1262	63	5	-	-	PUNCT
hjic-1262	63	6	world	world	NOUN
hjic-1262	63	7	applications	application	NOUN
hjic-1262	63	8	,	,	PUNCT
hjic-1262	63	9	online	online	ADJ
hjic-1262	63	10	learning	learning	NOUN
hjic-1262	63	11	provides	provide	VERB
hjic-1262	63	12	an	an	DET
hjic-1262	63	13	effective	effective	ADJ
hjic-1262	63	14	framework	framework	NOUN
hjic-1262	63	15	for	for	ADP
hjic-1262	63	16	continuously	continuously	ADV
hjic-1262	63	17	adapting	adapt	VERB
hjic-1262	63	18	surrogate	surrogate	ADJ
hjic-1262	63	19	models	model	NOUN
hjic-1262	63	20	to	to	PART
hjic-1262	63	21	reflect	reflect	VERB
hjic-1262	63	22	the	the	DET
hjic-1262	63	23	behavior	behavior	NOUN
hjic-1262	63	24	of	of	ADP
hjic-1262	63	25	the	the	DET
hjic-1262	63	26	actual	actual	ADJ
hjic-1262	63	27	process	process	NOUN
hjic-1262	63	28	.	.	PUNCT
hjic-1262	64	1	however	however	ADV
hjic-1262	64	2	,	,	PUNCT
hjic-1262	64	3	ensuring	ensure	VERB
hjic-1262	64	4	long	long	ADJ
hjic-1262	64	5	-	-	PUNCT
hjic-1262	64	6	term	term	NOUN
hjic-1262	64	7	reliability	reliability	NOUN
hjic-1262	64	8	requires	require	VERB
hjic-1262	64	9	careful	careful	ADJ
hjic-1262	64	10	design	design	NOUN
hjic-1262	64	11	to	to	PART
hjic-1262	64	12	prevent	prevent	VERB
hjic-1262	64	13	overfitting	overfitte	VERB
hjic-1262	64	14	to	to	ADP
hjic-1262	64	15	recent	recent	ADJ
hjic-1262	64	16	data	datum	NOUN
hjic-1262	64	17	and	and	CCONJ
hjic-1262	64	18	mitigate	mitigate	VERB
hjic-1262	64	19	catastrophic	catastrophic	ADJ
hjic-1262	64	20	forgetting	forgetting	NOUN
hjic-1262	64	21	,	,	PUNCT
hjic-1262	64	22	where	where	SCONJ
hjic-1262	64	23	the	the	DET
hjic-1262	64	24	model	model	NOUN
hjic-1262	64	25	loses	lose	VERB
hjic-1262	64	26	its	its	PRON
hjic-1262	64	27	ability	ability	NOUN
hjic-1262	64	28	to	to	PART
hjic-1262	64	29	generalize	generalize	VERB
hjic-1262	64	30	from	from	ADP
hjic-1262	64	31	past	past	ADJ
hjic-1262	64	32	knowledge	knowledge	NOUN
hjic-1262	64	33	.	.	PUNCT
hjic-1262	65	1	to	to	PART
hjic-1262	65	2	evaluate	evaluate	VERB
hjic-1262	65	3	the	the	DET
hjic-1262	65	4	effectiveness	effectiveness	NOUN
hjic-1262	65	5	of	of	ADP
hjic-1262	65	6	different	different	ADJ
hjic-1262	65	7	online	online	ADJ
hjic-1262	65	8	learning	learning	NOUN
hjic-1262	65	9	strategies	strategy	NOUN
hjic-1262	65	10	,	,	PUNCT
hjic-1262	65	11	this	this	DET
hjic-1262	65	12	study	study	NOUN
hjic-1262	65	13	compares	compare	VERB
hjic-1262	65	14	several	several	ADJ
hjic-1262	65	15	update	update	NOUN
hjic-1262	65	16	mechanisms	mechanism	NOUN
hjic-1262	65	17	,	,	PUNCT
hjic-1262	65	18	each	each	PRON
hjic-1262	65	19	with	with	ADP
hjic-1262	65	20	distinct	distinct	ADJ
hjic-1262	65	21	learning	learning	NOUN
hjic-1262	65	22	dynamics	dynamic	NOUN
hjic-1262	65	23	and	and	CCONJ
hjic-1262	65	24	memory	memory	NOUN
hjic-1262	65	25	usage	usage	NOUN
hjic-1262	65	26	:	:	PUNCT
hjic-1262	65	27	•	•	NOUN
hjic-1262	65	28	incremental	incremental	NOUN
hjic-1262	65	29	:	:	PUNCT
hjic-1262	65	30	the	the	DET
hjic-1262	65	31	model	model	NOUN
hjic-1262	65	32	is	be	AUX
hjic-1262	65	33	updated	update	VERB
hjic-1262	65	34	as	as	SCONJ
hjic-1262	65	35	each	each	DET
hjic-1262	65	36	new	new	ADJ
hjic-1262	65	37	data	datum	NOUN
hjic-1262	65	38	point	point	NOUN
hjic-1262	65	39	arrives	arrive	VERB
hjic-1262	65	40	(	(	PUNCT
hjic-1262	65	41	figure	figure	NOUN
hjic-1262	65	42	2a	2a	NUM
hjic-1262	65	43	)	)	PUNCT
hjic-1262	65	44	,	,	PUNCT
hjic-1262	65	45	allowing	allow	VERB
hjic-1262	65	46	for	for	ADP
hjic-1262	65	47	immediate	immediate	ADJ
hjic-1262	65	48	adaptation	adaptation	NOUN
hjic-1262	65	49	but	but	CCONJ
hjic-1262	65	50	with	with	ADP
hjic-1262	65	51	an	an	DET
hjic-1262	65	52	increased	increase	VERB
hjic-1262	65	53	risk	risk	NOUN
hjic-1262	65	54	of	of	ADP
hjic-1262	65	55	forgetting	forget	VERB
hjic-1262	65	56	prior	prior	ADJ
hjic-1262	65	57	knowledge	knowledge	NOUN
hjic-1262	65	58	.	.	PUNCT
hjic-1262	66	1	•	•	NUM
hjic-1262	66	2	mini	mini	NOUN
hjic-1262	66	3	-	-	NOUN
hjic-1262	66	4	batch	batch	NOUN
hjic-1262	66	5	:	:	PUNCT
hjic-1262	66	6	the	the	DET
hjic-1262	66	7	model	model	NOUN
hjic-1262	66	8	accumulates	accumulate	VERB
hjic-1262	66	9	a	a	DET
hjic-1262	66	10	small	small	ADJ
hjic-1262	66	11	number	number	NOUN
hjic-1262	66	12	of	of	ADP
hjic-1262	66	13	new	new	ADJ
hjic-1262	66	14	data	datum	NOUN
hjic-1262	66	15	points	point	NOUN
hjic-1262	66	16	,	,	PUNCT
hjic-1262	66	17	namely	namely	ADV
hjic-1262	66	18	5	5	NUM
hjic-1262	66	19	,	,	PUNCT
hjic-1262	66	20	before	before	ADP
hjic-1262	66	21	performing	perform	VERB
hjic-1262	66	22	an	an	DET
hjic-1262	66	23	update	update	NOUN
hjic-1262	66	24	(	(	PUNCT
hjic-1262	66	25	figure	figure	NOUN
hjic-1262	66	26	2b	2b	NOUN
hjic-1262	66	27	)	)	PUNCT
hjic-1262	66	28	.	.	PUNCT
hjic-1262	67	1	this	this	DET
hjic-1262	67	2	buffering	buffering	NOUN
hjic-1262	67	3	approach	approach	NOUN
hjic-1262	67	4	smooths	smooth	VERB
hjic-1262	67	5	out	out	ADP
hjic-1262	67	6	fluctuations	fluctuation	NOUN
hjic-1262	67	7	and	and	CCONJ
hjic-1262	67	8	reduces	reduce	VERB
hjic-1262	67	9	overfitting	overfitte	VERB
hjic-1262	67	10	to	to	ADP
hjic-1262	67	11	individual	individual	ADJ
hjic-1262	67	12	samples	sample	NOUN
hjic-1262	67	13	.	.	PUNCT
hjic-1262	68	1	•	•	NUM
hjic-1262	68	2	incremental	incremental	ADJ
hjic-1262	68	3	replay	replay	NOUN
hjic-1262	68	4	:	:	PUNCT
hjic-1262	68	5	this	this	PRON
hjic-1262	68	6	is	be	AUX
hjic-1262	68	7	similar	similar	ADJ
hjic-1262	68	8	to	to	ADP
hjic-1262	68	9	the	the	DET
hjic-1262	68	10	incremental	incremental	ADJ
hjic-1262	68	11	approach	approach	NOUN
hjic-1262	68	12	,	,	PUNCT
hjic-1262	68	13	but	but	CCONJ
hjic-1262	68	14	a	a	DET
hjic-1262	68	15	small	small	ADJ
hjic-1262	68	16	proportion	proportion	NOUN
hjic-1262	68	17	(	(	PUNCT
hjic-1262	68	18	1	1	NUM
hjic-1262	68	19	%	%	NOUN
hjic-1262	68	20	)	)	PUNCT
hjic-1262	68	21	of	of	ADP
hjic-1262	68	22	the	the	DET
hjic-1262	68	23	original	original	ADJ
hjic-1262	68	24	offline	offline	ADJ
hjic-1262	68	25	training	training	NOUN
hjic-1262	68	26	data	datum	NOUN
hjic-1262	68	27	is	be	AUX
hjic-1262	68	28	blended	blend	VERB
hjic-1262	68	29	into	into	ADP
hjic-1262	68	30	each	each	DET
hjic-1262	68	31	new	new	ADJ
hjic-1262	68	32	data	datum	NOUN
hjic-1262	68	33	point	point	NOUN
hjic-1262	68	34	(	(	PUNCT
hjic-1262	68	35	figure	figure	NOUN
hjic-1262	68	36	2c	2c	NUM
hjic-1262	68	37	)	)	PUNCT
hjic-1262	68	38	in	in	ADP
hjic-1262	68	39	order	order	NOUN
hjic-1262	68	40	to	to	PART
hjic-1262	68	41	preserve	preserve	VERB
hjic-1262	68	42	past	past	ADJ
hjic-1262	68	43	knowledge	knowledge	NOUN
hjic-1262	68	44	while	while	SCONJ
hjic-1262	68	45	adapting	adapt	VERB
hjic-1262	68	46	to	to	ADP
hjic-1262	68	47	new	new	ADJ
hjic-1262	68	48	patterns	pattern	NOUN
hjic-1262	68	49	.	.	PUNCT
hjic-1262	69	1	•	•	NUM
hjic-1262	69	2	cumulative	cumulative	ADJ
hjic-1262	69	3	:	:	PUNCT
hjic-1262	69	4	with	with	ADP
hjic-1262	69	5	each	each	DET
hjic-1262	69	6	update	update	NOUN
hjic-1262	69	7	,	,	PUNCT
hjic-1262	69	8	the	the	DET
hjic-1262	69	9	model	model	NOUN
hjic-1262	69	10	is	be	AUX
hjic-1262	69	11	trained	train	VERB
hjic-1262	69	12	using	use	VERB
hjic-1262	69	13	the	the	DET
hjic-1262	69	14	complete	complete	ADJ
hjic-1262	69	15	offline	offline	ADJ
hjic-1262	69	16	dataset	dataset	NOUN
hjic-1262	69	17	combined	combine	VERB
hjic-1262	69	18	with	with	ADP
hjic-1262	69	19	all	all	DET
hjic-1262	69	20	new	new	ADJ
hjic-1262	69	21	incoming	incoming	ADJ
hjic-1262	69	22	data	datum	NOUN
hjic-1262	69	23	(	(	PUNCT
hjic-1262	69	24	figure	figure	NOUN
hjic-1262	69	25	2d	2d	NOUN
hjic-1262	69	26	)	)	PUNCT
hjic-1262	69	27	.	.	PUNCT
hjic-1262	70	1	this	this	DET
hjic-1262	70	2	strategy	strategy	NOUN
hjic-1262	70	3	provides	provide	VERB
hjic-1262	70	4	strong	strong	ADJ
hjic-1262	70	5	memory	memory	NOUN
hjic-1262	70	6	retention	retention	NOUN
hjic-1262	70	7	but	but	CCONJ
hjic-1262	70	8	increases	increase	VERB
hjic-1262	70	9	computational	computational	ADJ
hjic-1262	70	10	cost	cost	NOUN
hjic-1262	70	11	over	over	ADP
hjic-1262	70	12	time	time	NOUN
hjic-1262	70	13	.	.	PUNCT
hjic-1262	71	1	•	•	NUM
hjic-1262	71	2	hybrid	hybrid	NOUN
hjic-1262	71	3	:	:	PUNCT
hjic-1262	71	4	the	the	DET
hjic-1262	71	5	model	model	NOUN
hjic-1262	71	6	updates	update	VERB
hjic-1262	71	7	incrementally	incrementally	ADV
hjic-1262	71	8	with	with	ADP
hjic-1262	71	9	each	each	DET
hjic-1262	71	10	new	new	ADJ
hjic-1262	71	11	data	datum	NOUN
hjic-1262	71	12	point	point	NOUN
hjic-1262	71	13	.	.	PUNCT
hjic-1262	72	1	however	however	ADV
hjic-1262	72	2	,	,	PUNCT
hjic-1262	72	3	when	when	SCONJ
hjic-1262	72	4	prediction	prediction	NOUN
hjic-1262	72	5	accuracy	accuracy	NOUN
hjic-1262	72	6	drops	drop	VERB
hjic-1262	72	7	below	below	ADP
hjic-1262	72	8	a	a	DET
hjic-1262	72	9	practical	practical	ADJ
hjic-1262	72	10	threshold	threshold	NOUN
hjic-1262	72	11	,	,	PUNCT
hjic-1262	72	12	the	the	DET
hjic-1262	72	13	corresponding	corresponding	ADJ
hjic-1262	72	14	data	data	NOUN
hjic-1262	72	15	points	point	NOUN
hjic-1262	72	16	are	be	AUX
hjic-1262	72	17	stored	store	VERB
hjic-1262	72	18	and	and	CCONJ
hjic-1262	72	19	later	later	ADV
hjic-1262	72	20	used	use	VERB
hjic-1262	72	21	in	in	ADP
hjic-1262	72	22	a	a	DET
hjic-1262	72	23	cumulative	cumulative	ADJ
hjic-1262	72	24	update	update	NOUN
hjic-1262	72	25	after	after	ADP
hjic-1262	72	26	a	a	DET
hjic-1262	72	27	defined	define	VERB
hjic-1262	72	28	number	number	NOUN
hjic-1262	72	29	of	of	ADP
hjic-1262	72	30	samples	sample	NOUN
hjic-1262	72	31	,	,	PUNCT
hjic-1262	72	32	in	in	ADP
hjic-1262	72	33	this	this	DET
hjic-1262	72	34	case	case	NOUN
hjic-1262	72	35	5	5	NUM
hjic-1262	72	36	,	,	PUNCT
hjic-1262	72	37	is	be	AUX
hjic-1262	72	38	collected	collect	VERB
hjic-1262	72	39	(	(	PUNCT
hjic-1262	72	40	figure	figure	NOUN
hjic-1262	72	41	2e	2e	NUM
hjic-1262	72	42	)	)	PUNCT
hjic-1262	72	43	.	.	PUNCT
hjic-1262	73	1	the	the	DET
hjic-1262	73	2	aim	aim	NOUN
hjic-1262	73	3	of	of	ADP
hjic-1262	73	4	this	this	DET
hjic-1262	73	5	approach	approach	NOUN
hjic-1262	73	6	is	be	AUX
hjic-1262	73	7	to	to	PART
hjic-1262	73	8	balance	balance	VERB
hjic-1262	73	9	adaptability	adaptability	NOUN
hjic-1262	73	10	against	against	ADP
hjic-1262	73	11	long	long	ADJ
hjic-1262	73	12	-	-	PUNCT
hjic-1262	73	13	term	term	NOUN
hjic-1262	73	14	stability	stability	NOUN
hjic-1262	73	15	by	by	ADP
hjic-1262	73	16	selectively	selectively	ADV
hjic-1262	73	17	reinforcing	reinforce	VERB
hjic-1262	73	18	learning	learning	NOUN
hjic-1262	73	19	as	as	SCONJ
hjic-1262	73	20	the	the	DET
hjic-1262	73	21	level	level	NOUN
hjic-1262	73	22	of	of	ADP
hjic-1262	73	23	performance	performance	NOUN
hjic-1262	73	24	declines	decline	VERB
hjic-1262	73	25	.	.	PUNCT
hjic-1262	74	1	the	the	DET
hjic-1262	74	2	practical	practical	ADJ
hjic-1262	74	3	threshold	threshold	NOUN
hjic-1262	74	4	reflects	reflect	VERB
hjic-1262	74	5	the	the	DET
hjic-1262	74	6	practical	practical	ADJ
hjic-1262	74	7	requirements	requirement	NOUN
hjic-1262	74	8	of	of	ADP
hjic-1262	74	9	implementing	implement	VERB
hjic-1262	74	10	the	the	DET
hjic-1262	74	11	surrogate	surrogate	ADJ
hjic-1262	74	12	model	model	NOUN
hjic-1262	74	13	.	.	PUNCT
hjic-1262	75	1	it	it	PRON
hjic-1262	75	2	is	be	AUX
hjic-1262	75	3	important	important	ADJ
hjic-1262	75	4	to	to	PART
hjic-1262	75	5	recognize	recognize	VERB
hjic-1262	75	6	that	that	SCONJ
hjic-1262	75	7	pursuing	pursue	VERB
hjic-1262	75	8	the	the	DET
hjic-1262	75	9	highest	high	ADJ
hjic-1262	75	10	possible	possible	ADJ
hjic-1262	75	11	degree	degree	NOUN
hjic-1262	75	12	of	of	ADP
hjic-1262	75	13	accuracy	accuracy	NOUN
hjic-1262	75	14	does	do	AUX
hjic-1262	75	15	not	not	PART
hjic-1262	75	16	always	always	ADV
hjic-1262	75	17	translate	translate	VERB
hjic-1262	75	18	into	into	ADP
hjic-1262	75	19	improved	improved	ADJ
hjic-1262	75	20	practical	practical	ADJ
hjic-1262	75	21	outcomes	outcome	NOUN
hjic-1262	75	22	and	and	CCONJ
hjic-1262	75	23	may	may	AUX
hjic-1262	75	24	,	,	PUNCT
hjic-1262	75	25	in	in	ADP
hjic-1262	75	26	fact	fact	NOUN
hjic-1262	75	27	,	,	PUNCT
hjic-1262	75	28	increase	increase	VERB
hjic-1262	75	29	the	the	DET
hjic-1262	75	30	risk	risk	NOUN
hjic-1262	75	31	of	of	ADP
hjic-1262	75	32	overfitting	overfitte	VERB
hjic-1262	75	33	.	.	PUNCT
hjic-1262	76	1	2.4	2.4	NUM
hjic-1262	76	2	.	.	PUNCT
hjic-1262	77	1	metrics	metric	NOUN
hjic-1262	77	2	the	the	DET
hjic-1262	77	3	primary	primary	ADJ
hjic-1262	77	4	objective	objective	NOUN
hjic-1262	77	5	of	of	ADP
hjic-1262	77	6	continuously	continuously	ADV
hjic-1262	77	7	retraining	retrain	VERB
hjic-1262	77	8	surrogate	surrogate	ADJ
hjic-1262	77	9	models	model	NOUN
hjic-1262	77	10	is	be	AUX
hjic-1262	77	11	to	to	PART
hjic-1262	77	12	maintain	maintain	VERB
hjic-1262	77	13	or	or	CCONJ
hjic-1262	77	14	improve	improve	VERB
hjic-1262	77	15	predictive	predictive	ADJ
hjic-1262	77	16	accuracy	accuracy	NOUN
hjic-1262	77	17	as	as	SCONJ
hjic-1262	77	18	new	new	ADJ
hjic-1262	77	19	operational	operational	ADJ
hjic-1262	77	20	data	datum	NOUN
hjic-1262	77	21	become	become	VERB
hjic-1262	77	22	available	available	ADJ
hjic-1262	77	23	.	.	PUNCT
hjic-1262	78	1	ideally	ideally	ADV
hjic-1262	78	2	,	,	PUNCT
hjic-1262	78	3	each	each	DET
hjic-1262	78	4	successive	successive	ADJ
hjic-1262	78	5	version	version	NOUN
hjic-1262	78	6	of	of	ADP
hjic-1262	78	7	a	a	DET
hjic-1262	78	8	model	model	NOUN
hjic-1262	78	9	should	should	AUX
hjic-1262	78	10	outperform	outperform	VERB
hjic-1262	78	11	its	its	PRON
hjic-1262	78	12	predecessor	predecessor	NOUN
hjic-1262	78	13	at	at	ADP
hjic-1262	78	14	the	the	DET
hjic-1262	78	15	next	next	ADJ
hjic-1262	78	16	working	working	NOUN
hjic-1262	78	17	point	point	NOUN
hjic-1262	78	18	.	.	PUNCT
hjic-1262	79	1	to	to	PART
hjic-1262	79	2	evaluate	evaluate	VERB
hjic-1262	79	3	this	this	DET
hjic-1262	79	4	progression	progression	NOUN
hjic-1262	79	5	in	in	ADP
hjic-1262	79	6	real	real	ADJ
hjic-1262	79	7	time	time	NOUN
hjic-1262	79	8	,	,	PUNCT
hjic-1262	79	9	a	a	DET
hjic-1262	79	10	modified	modify	VERB
hjic-1262	79	11	version	version	NOUN
hjic-1262	79	12	of	of	ADP
hjic-1262	79	13	the	the	DET
hjic-1262	79	14	mean	mean	ADJ
hjic-1262	79	15	absolute	absolute	ADJ
hjic-1262	79	16	scaled	scale	VERB
hjic-1262	79	17	error	error	NOUN
hjic-1262	79	18	(	(	PUNCT
hjic-1262	79	19	mase	mase	PROPN
hjic-1262	79	20	)	)	PUNCT
hjic-1262	79	21	is	be	AUX
hjic-1262	79	22	introduced	introduce	VERB
hjic-1262	79	23	.	.	PUNCT
hjic-1262	80	1	unlike	unlike	ADP
hjic-1262	80	2	the	the	DET
hjic-1262	80	3	traditional	traditional	ADJ
hjic-1262	80	4	mase	mase	PROPN
hjic-1262	80	5	metric	metric	PROPN
hjic-1262	80	6	—	—	PUNCT
hjic-1262	80	7	which	which	PRON
hjic-1262	80	8	evaluates	evaluate	VERB
hjic-1262	80	9	forecast	forecast	NOUN
hjic-1262	80	10	accuracy	accuracy	NOUN
hjic-1262	80	11	by	by	ADP
hjic-1262	80	12	comparing	compare	VERB
hjic-1262	80	13	the	the	DET
hjic-1262	80	14	performance	performance	NOUN
hjic-1262	80	15	of	of	ADP
hjic-1262	80	16	a	a	DET
hjic-1262	80	17	model	model	NOUN
hjic-1262	80	18	to	to	ADP
hjic-1262	80	19	that	that	PRON
hjic-1262	80	20	of	of	ADP
hjic-1262	80	21	a	a	DET
hjic-1262	80	22	naïve	naïve	ADJ
hjic-1262	80	23	baseline	baseline	NOUN
hjic-1262	80	24	[	[	X
hjic-1262	80	25	18	18	NUM
hjic-1262	80	26	]	]	X
hjic-1262	80	27	—	—	PUNCT
hjic-1262	80	28	the	the	DET
hjic-1262	80	29	modified	modified	ADJ
hjic-1262	80	30	mase	mase	PROPN
hjic-1262	80	31	proposed	propose	VERB
hjic-1262	80	32	here	here	ADV
hjic-1262	80	33	compares	compare	VERB
hjic-1262	80	34	the	the	DET
hjic-1262	80	35	error	error	NOUN
hjic-1262	80	36	of	of	ADP
hjic-1262	80	37	the	the	DET
hjic-1262	80	38	newly	newly	ADV
hjic-1262	80	39	updated	update	VERB
hjic-1262	80	40	model	model	NOUN
hjic-1262	80	41	to	to	ADP
hjic-1262	80	42	that	that	PRON
hjic-1262	80	43	of	of	ADP
hjic-1262	80	44	the	the	DET
hjic-1262	80	45	previously	previously	ADV
hjic-1262	80	46	deployed	deploy	VERB
hjic-1262	80	47	model	model	NOUN
hjic-1262	80	48	on	on	ADP
hjic-1262	80	49	the	the	DET
hjic-1262	80	50	same	same	ADJ
hjic-1262	80	51	data	data	NOUN
hjic-1262	80	52	point	point	NOUN
hjic-1262	80	53	.	.	PUNCT
hjic-1262	81	1	this	this	DET
hjic-1262	81	2	adaptation	adaptation	NOUN
hjic-1262	81	3	provides	provide	VERB
hjic-1262	81	4	a	a	DET
hjic-1262	81	5	direct	direct	ADJ
hjic-1262	81	6	measure	measure	NOUN
hjic-1262	81	7	of	of	ADP
hjic-1262	81	8	improvement	improvement	NOUN
hjic-1262	81	9	in	in	ADP
hjic-1262	81	10	performance	performance	NOUN
hjic-1262	81	11	between	between	ADP
hjic-1262	81	12	sequential	sequential	ADJ
hjic-1262	81	13	updates	update	NOUN
hjic-1262	81	14	to	to	ADP
hjic-1262	81	15	a	a	DET
hjic-1262	81	16	model	model	NOUN
hjic-1262	81	17	.	.	PUNCT
hjic-1262	82	1	𝑀𝑜𝑑𝑖𝑓𝑖𝑒𝑑	𝑀𝑜𝑑𝑖𝑓𝑖𝑒𝑑	NOUN
hjic-1262	82	2	𝑀𝐴𝑆𝐸𝑡	𝑀𝐴𝑆𝐸𝑡	NOUN
hjic-1262	82	3	=	=	SYM
hjic-1262	82	4	𝑀𝐴𝐸𝑡	𝑀𝐴𝐸𝑡	PROPN
hjic-1262	82	5	(	(	PUNCT
hjic-1262	82	6	𝑝	𝑝	NOUN
hjic-1262	82	7	)	)	PUNCT
hjic-1262	82	8	𝑀𝐴𝐸𝑡	𝑀𝐴𝐸𝑡	PROPN
hjic-1262	82	9	(	(	PUNCT
hjic-1262	82	10	𝑐	𝑐	NOUN
hjic-1262	82	11	)	)	PUNCT
hjic-1262	82	12	(	(	PUNCT
hjic-1262	82	13	4	4	NUM
hjic-1262	82	14	)	)	PUNCT
hjic-1262	82	15	,	,	PUNCT
hjic-1262	82	16	𝑀𝐴𝐸𝑡	𝑀𝐴𝐸𝑡	PROPN
hjic-1262	82	17	(	(	PUNCT
hjic-1262	82	18	𝑐	𝑐	NOUN
hjic-1262	82	19	)	)	PUNCT
hjic-1262	82	20	=	=	SYM
hjic-1262	83	1	1	1	NUM
hjic-1262	83	2	𝑛	𝑛	PRON
hjic-1262	83	3	∑|𝑦𝑡	∑|𝑦𝑡	PROPN
hjic-1262	83	4	(	(	PUNCT
hjic-1262	83	5	𝑖	𝑖	NOUN
hjic-1262	83	6	)	)	PUNCT
hjic-1262	83	7	−	−	PROPN
hjic-1262	83	8	�	�	PROPN
hjic-1262	83	9	̂	̂	NOUN
hjic-1262	83	10	�	�	NOUN
hjic-1262	83	11	𝑡	𝑡	PROPN
hjic-1262	83	12	(	(	PUNCT
hjic-1262	83	13	𝑐,𝑖	𝑐,𝑖	NOUN
hjic-1262	83	14	)	)	PUNCT
hjic-1262	83	15	|	|	ADV
hjic-1262	83	16	𝑛	𝑛	PRON
hjic-1262	83	17	𝑖=1	𝑖=1	PROPN
hjic-1262	83	18	(	(	PUNCT
hjic-1262	83	19	5	5	NUM
hjic-1262	83	20	)	)	PUNCT
hjic-1262	83	21	,	,	PUNCT
hjic-1262	83	22	𝑀𝐴𝐸𝑡	𝑀𝐴𝐸𝑡	PROPN
hjic-1262	83	23	(	(	PUNCT
hjic-1262	83	24	𝑝	𝑝	NOUN
hjic-1262	83	25	)	)	PUNCT
hjic-1262	83	26	=	=	SYM
hjic-1262	83	27	1	1	NUM
hjic-1262	83	28	𝑛	𝑛	PRON
hjic-1262	83	29	∑|𝑦𝑡	∑|𝑦𝑡	PROPN
hjic-1262	83	30	(	(	PUNCT
hjic-1262	83	31	𝑖	𝑖	NOUN
hjic-1262	83	32	)	)	PUNCT
hjic-1262	83	33	−	−	PROPN
hjic-1262	83	34	�	�	PROPN
hjic-1262	83	35	̂	̂	NOUN
hjic-1262	83	36	�	�	NOUN
hjic-1262	83	37	𝑡	𝑡	PROPN
hjic-1262	83	38	(	(	PUNCT
hjic-1262	83	39	𝑝,𝑖	𝑝,𝑖	NOUN
hjic-1262	83	40	)	)	PUNCT
hjic-1262	83	41	|	|	ADV
hjic-1262	83	42	𝑛	𝑛	PRON
hjic-1262	83	43	𝑖=1	𝑖=1	PROPN
hjic-1262	83	44	(	(	PUNCT
hjic-1262	83	45	6	6	NUM
hjic-1262	83	46	)	)	PUNCT
hjic-1262	83	47	,	,	PUNCT
hjic-1262	83	48	where	where	SCONJ
hjic-1262	83	49	:	:	PUNCT
hjic-1262	83	50	•	•	PUNCT
hjic-1262	83	51	𝑡	𝑡	NOUN
hjic-1262	83	52	:	:	PUNCT
hjic-1262	83	53	the	the	DET
hjic-1262	83	54	current	current	ADJ
hjic-1262	83	55	time	time	NOUN
hjic-1262	83	56	step	step	NOUN
hjic-1262	83	57	or	or	CCONJ
hjic-1262	83	58	working	working	NOUN
hjic-1262	83	59	point	point	NOUN
hjic-1262	83	60	,	,	PUNCT
hjic-1262	83	61	•	•	NOUN
hjic-1262	83	62	𝑛	𝑛	PROPN
hjic-1262	83	63	:	:	PUNCT
hjic-1262	83	64	the	the	DET
hjic-1262	83	65	number	number	NOUN
hjic-1262	83	66	of	of	ADP
hjic-1262	83	67	output	output	NOUN
hjic-1262	83	68	variables	variable	NOUN
hjic-1262	83	69	,	,	PUNCT
hjic-1262	83	70	figure	figure	NOUN
hjic-1262	83	71	2	2	NUM
hjic-1262	83	72	:	:	PUNCT
hjic-1262	83	73	illustration	illustration	NOUN
hjic-1262	83	74	of	of	ADP
hjic-1262	83	75	compared	compare	VERB
hjic-1262	83	76	online	online	ADJ
hjic-1262	83	77	learning	learning	NOUN
hjic-1262	83	78	methodologies	methodology	NOUN
hjic-1262	83	79	.	.	PUNCT
hjic-1262	84	1	palotai	palotai	PROPN
hjic-1262	84	2	,	,	PUNCT
hjic-1262	84	3	kis	kis	PROPN
hjic-1262	84	4	,	,	PUNCT
hjic-1262	84	5	chován	chován	PROPN
hjic-1262	84	6	and	and	CCONJ
hjic-1262	84	7	bárkányi	bárkányi	PROPN
hjic-1262	84	8	hungarian	hungarian	ADJ
hjic-1262	84	9	journal	journal	NOUN
hjic-1262	84	10	of	of	ADP
hjic-1262	84	11	industry	industry	NOUN
hjic-1262	84	12	and	and	CCONJ
hjic-1262	84	13	chemistry	chemistry	NOUN
hjic-1262	84	14	40	40	NUM
hjic-1262	84	15	•	•	NOUN
hjic-1262	84	16	𝑦𝑡	𝑦𝑡	PROPN
hjic-1262	84	17	(	(	PUNCT
hjic-1262	84	18	𝑖	𝑖	X
hjic-1262	84	19	)	)	PUNCT
hjic-1262	84	20	:	:	PUNCT
hjic-1262	85	1	the	the	DET
hjic-1262	85	2	true	true	ADJ
hjic-1262	85	3	value	value	NOUN
hjic-1262	85	4	of	of	ADP
hjic-1262	85	5	output	output	NOUN
hjic-1262	85	6	𝑖	𝑖	X
hjic-1262	85	7	at	at	ADP
hjic-1262	85	8	time	time	NOUN
hjic-1262	85	9	𝑡	𝑡	PROPN
hjic-1262	85	10	•	•	PROPN
hjic-1262	85	11	�	�	PROPN
hjic-1262	85	12	̂	̂	NOUN
hjic-1262	85	13	�	�	NOUN
hjic-1262	85	14	𝑡	𝑡	PROPN
hjic-1262	85	15	(	(	PUNCT
hjic-1262	85	16	𝑐,𝑖	𝑐,𝑖	PROPN
hjic-1262	85	17	)	)	PUNCT
hjic-1262	85	18	:	:	PUNCT
hjic-1262	85	19	the	the	DET
hjic-1262	85	20	prediction	prediction	NOUN
hjic-1262	85	21	of	of	ADP
hjic-1262	85	22	the	the	DET
hjic-1262	85	23	current	current	ADJ
hjic-1262	85	24	model	model	NOUN
hjic-1262	85	25	after	after	ADP
hjic-1262	85	26	online	online	ADJ
hjic-1262	85	27	retraining	retraining	ADJ
hjic-1262	85	28	,	,	PUNCT
hjic-1262	85	29	•	•	NUM
hjic-1262	85	30	�	�	NOUN
hjic-1262	85	31	̂	̂	SYM
hjic-1262	85	32	�	�	NOUN
hjic-1262	85	33	𝑡	𝑡	PROPN
hjic-1262	85	34	(	(	PUNCT
hjic-1262	85	35	𝑝,𝑖	𝑝,𝑖	NOUN
hjic-1262	85	36	)	)	PUNCT
hjic-1262	85	37	:	:	PUNCT
hjic-1262	85	38	the	the	DET
hjic-1262	85	39	prediction	prediction	NOUN
hjic-1262	85	40	of	of	ADP
hjic-1262	85	41	the	the	DET
hjic-1262	85	42	previously	previously	ADV
hjic-1262	85	43	deployed	deploy	VERB
hjic-1262	85	44	model	model	NOUN
hjic-1262	85	45	before	before	ADP
hjic-1262	85	46	an	an	DET
hjic-1262	85	47	update	update	NOUN
hjic-1262	85	48	.	.	PUNCT
hjic-1262	86	1	however	however	ADV
hjic-1262	86	2	,	,	PUNCT
hjic-1262	86	3	this	this	DET
hjic-1262	86	4	metric	metric	NOUN
hjic-1262	86	5	only	only	ADV
hjic-1262	86	6	reflects	reflect	VERB
hjic-1262	86	7	the	the	DET
hjic-1262	86	8	relative	relative	ADJ
hjic-1262	86	9	level	level	NOUN
hjic-1262	86	10	fo	fo	ADP
hjic-1262	86	11	improvement	improvement	NOUN
hjic-1262	86	12	between	between	ADP
hjic-1262	86	13	versions	version	NOUN
hjic-1262	86	14	of	of	ADP
hjic-1262	86	15	a	a	DET
hjic-1262	86	16	model	model	NOUN
hjic-1262	86	17	in	in	ADP
hjic-1262	86	18	terms	term	NOUN
hjic-1262	86	19	of	of	ADP
hjic-1262	86	20	the	the	DET
hjic-1262	86	21	latest	late	ADJ
hjic-1262	86	22	sample	sample	NOUN
hjic-1262	86	23	and	and	CCONJ
hjic-1262	86	24	does	do	AUX
hjic-1262	86	25	not	not	PART
hjic-1262	86	26	account	account	VERB
hjic-1262	86	27	for	for	ADP
hjic-1262	86	28	potential	potential	ADJ
hjic-1262	86	29	degradation	degradation	NOUN
hjic-1262	86	30	in	in	ADP
hjic-1262	86	31	the	the	DET
hjic-1262	86	32	overall	overall	ADJ
hjic-1262	86	33	accuracy	accuracy	NOUN
hjic-1262	86	34	of	of	ADP
hjic-1262	86	35	the	the	DET
hjic-1262	86	36	model	model	NOUN
hjic-1262	86	37	,	,	PUNCT
hjic-1262	86	38	particularly	particularly	ADV
hjic-1262	86	39	in	in	ADP
hjic-1262	86	40	terms	term	NOUN
hjic-1262	86	41	of	of	ADP
hjic-1262	86	42	the	the	DET
hjic-1262	86	43	original	original	ADJ
hjic-1262	86	44	training	training	NOUN
hjic-1262	86	45	distribution	distribution	NOUN
hjic-1262	86	46	.	.	PUNCT
hjic-1262	87	1	to	to	PART
hjic-1262	87	2	address	address	VERB
hjic-1262	87	3	this	this	PRON
hjic-1262	87	4	,	,	PUNCT
hjic-1262	87	5	each	each	DET
hjic-1262	87	6	updated	update	VERB
hjic-1262	87	7	model	model	NOUN
hjic-1262	87	8	is	be	AUX
hjic-1262	87	9	also	also	ADV
hjic-1262	87	10	evaluated	evaluate	VERB
hjic-1262	87	11	with	with	ADP
hjic-1262	87	12	regard	regard	NOUN
hjic-1262	87	13	to	to	ADP
hjic-1262	87	14	both	both	DET
hjic-1262	87	15	the	the	DET
hjic-1262	87	16	original	original	ADJ
hjic-1262	87	17	offline	offline	NOUN
hjic-1262	87	18	and	and	CCONJ
hjic-1262	87	19	online	online	ADJ
hjic-1262	87	20	datasets	dataset	NOUN
hjic-1262	87	21	.	.	PUNCT
hjic-1262	88	1	this	this	DET
hjic-1262	88	2	dual	dual	ADJ
hjic-1262	88	3	evaluation	evaluation	NOUN
hjic-1262	88	4	ensures	ensure	VERB
hjic-1262	88	5	that	that	PRON
hjic-1262	88	6	gains	gain	NOUN
hjic-1262	88	7	in	in	ADP
hjic-1262	88	8	local	local	ADJ
hjic-1262	88	9	adaptability	adaptability	NOUN
hjic-1262	88	10	do	do	AUX
hjic-1262	88	11	not	not	PART
hjic-1262	88	12	come	come	VERB
hjic-1262	88	13	about	about	ADP
hjic-1262	88	14	at	at	ADP
hjic-1262	88	15	the	the	DET
hjic-1262	88	16	expense	expense	NOUN
hjic-1262	88	17	of	of	ADP
hjic-1262	88	18	broader	broad	ADJ
hjic-1262	88	19	model	model	NOUN
hjic-1262	88	20	robustness	robustness	NOUN
hjic-1262	88	21	.	.	PUNCT
hjic-1262	89	1	3	3	X
hjic-1262	89	2	.	.	X
hjic-1262	89	3	experimental	experimental	ADJ
hjic-1262	89	4	3.1	3.1	NUM
hjic-1262	89	5	.	.	PUNCT
hjic-1262	90	1	introduction	introduction	NOUN
hjic-1262	90	2	to	to	ADP
hjic-1262	90	3	the	the	DET
hjic-1262	90	4	use	use	NOUN
hjic-1262	90	5	case	case	NOUN
hjic-1262	90	6	the	the	DET
hjic-1262	90	7	proposed	propose	VERB
hjic-1262	90	8	online	online	ADJ
hjic-1262	90	9	learning	learning	NOUN
hjic-1262	90	10	strategies	strategy	NOUN
hjic-1262	90	11	were	be	AUX
hjic-1262	90	12	evaluated	evaluate	VERB
hjic-1262	90	13	using	use	VERB
hjic-1262	90	14	a	a	DET
hjic-1262	90	15	simplified	simplified	ADJ
hjic-1262	90	16	heat	heat	NOUN
hjic-1262	90	17	exchanger	exchanger	NOUN
hjic-1262	90	18	network	network	NOUN
hjic-1262	90	19	model	model	NOUN
hjic-1262	90	20	.	.	PUNCT
hjic-1262	91	1	the	the	DET
hjic-1262	91	2	flowsheet	flowsheet	PROPN
hjic-1262	91	3	model	model	NOUN
hjic-1262	91	4	was	be	AUX
hjic-1262	91	5	developed	develop	VERB
hjic-1262	91	6	using	use	VERB
hjic-1262	91	7	aspen	aspen	ADJ
hjic-1262	91	8	hysys	hysys	NOUN
hjic-1262	91	9	v14	v14	PROPN
hjic-1262	91	10	(	(	PUNCT
hjic-1262	91	11	figure	figure	NOUN
hjic-1262	91	12	3	3	NUM
hjic-1262	91	13	)	)	PUNCT
hjic-1262	91	14	,	,	PUNCT
hjic-1262	91	15	moreover	moreover	ADV
hjic-1262	91	16	,	,	PUNCT
hjic-1262	91	17	the	the	DET
hjic-1262	91	18	corresponding	corresponding	ADJ
hjic-1262	91	19	input	input	NOUN
hjic-1262	91	20	and	and	CCONJ
hjic-1262	91	21	output	output	NOUN
hjic-1262	91	22	parameters	parameter	NOUN
hjic-1262	91	23	used	use	VERB
hjic-1262	91	24	for	for	ADP
hjic-1262	91	25	surrogate	surrogate	ADJ
hjic-1262	91	26	modeling	modeling	NOUN
hjic-1262	91	27	are	be	AUX
hjic-1262	91	28	summarized	summarize	VERB
hjic-1262	91	29	in	in	ADP
hjic-1262	91	30	table	table	NOUN
hjic-1262	91	31	1	1	NUM
hjic-1262	91	32	.	.	PUNCT
hjic-1262	91	33	to	to	PART
hjic-1262	91	34	implement	implement	VERB
hjic-1262	91	35	the	the	DET
hjic-1262	91	36	surrogate	surrogate	ADJ
hjic-1262	91	37	model	model	NOUN
hjic-1262	91	38	,	,	PUNCT
hjic-1262	91	39	the	the	DET
hjic-1262	91	40	neural	neural	ADJ
hjic-1262	91	41	network	network	NOUN
hjic-1262	91	42	architecture	architecture	NOUN
hjic-1262	91	43	was	be	AUX
hjic-1262	91	44	chosen	choose	VERB
hjic-1262	91	45	due	due	ADP
hjic-1262	91	46	to	to	ADP
hjic-1262	91	47	its	its	PRON
hjic-1262	91	48	flexibility	flexibility	NOUN
hjic-1262	91	49	in	in	ADP
hjic-1262	91	50	terms	term	NOUN
hjic-1262	91	51	of	of	ADP
hjic-1262	91	52	capturing	capture	VERB
hjic-1262	91	53	complex	complex	ADJ
hjic-1262	91	54	nonlinear	nonlinear	ADJ
hjic-1262	91	55	relationships	relationship	NOUN
hjic-1262	91	56	.	.	PUNCT
hjic-1262	92	1	specifically	specifically	ADV
hjic-1262	92	2	,	,	PUNCT
hjic-1262	92	3	the	the	DET
hjic-1262	92	4	mlpregressor	mlpregressor	NOUN
hjic-1262	92	5	from	from	ADP
hjic-1262	92	6	scikit	scikit	NOUN
hjic-1262	92	7	-	-	PUNCT
hjic-1262	92	8	learn	learn	NOUN
hjic-1262	92	9	was	be	AUX
hjic-1262	92	10	used	use	VERB
hjic-1262	92	11	as	as	SCONJ
hjic-1262	92	12	it	it	PRON
hjic-1262	92	13	provides	provide	VERB
hjic-1262	92	14	native	native	ADJ
hjic-1262	92	15	support	support	NOUN
hjic-1262	92	16	for	for	ADP
hjic-1262	92	17	incremental	incremental	ADJ
hjic-1262	92	18	learning	learning	NOUN
hjic-1262	92	19	via	via	ADP
hjic-1262	92	20	the	the	DET
hjic-1262	92	21	partial_fit	partial_fit	NOUN
hjic-1262	92	22	(	(	PUNCT
hjic-1262	92	23	)	)	PUNCT
hjic-1262	92	24	method	method	NOUN
hjic-1262	92	25	that	that	PRON
hjic-1262	92	26	allows	allow	VERB
hjic-1262	92	27	the	the	DET
hjic-1262	92	28	model	model	NOUN
hjic-1262	92	29	to	to	PART
hjic-1262	92	30	be	be	AUX
hjic-1262	92	31	updated	update	VERB
hjic-1262	92	32	progressively	progressively	ADV
hjic-1262	92	33	with	with	ADP
hjic-1262	92	34	new	new	ADJ
hjic-1262	92	35	data	datum	NOUN
hjic-1262	92	36	without	without	ADP
hjic-1262	92	37	reinitializing	reinitialize	VERB
hjic-1262	92	38	the	the	DET
hjic-1262	92	39	learned	learn	VERB
hjic-1262	92	40	weights	weight	NOUN
hjic-1262	92	41	,	,	PUNCT
hjic-1262	92	42	which	which	PRON
hjic-1262	92	43	is	be	AUX
hjic-1262	92	44	essential	essential	ADJ
hjic-1262	92	45	in	in	ADP
hjic-1262	92	46	online	online	ADJ
hjic-1262	92	47	learning	learn	VERB
hjic-1262	92	48	scenarios	scenario	NOUN
hjic-1262	92	49	.	.	PUNCT
hjic-1262	93	1	the	the	DET
hjic-1262	93	2	initial	initial	ADJ
hjic-1262	93	3	surrogate	surrogate	ADJ
hjic-1262	93	4	model	model	NOUN
hjic-1262	93	5	was	be	AUX
hjic-1262	93	6	constructed	construct	VERB
hjic-1262	93	7	using	use	VERB
hjic-1262	93	8	lhs	lhs	PROPN
hjic-1262	93	9	,	,	PUNCT
hjic-1262	93	10	generating	generate	VERB
hjic-1262	93	11	200	200	NUM
hjic-1262	93	12	samples	sample	NOUN
hjic-1262	93	13	from	from	ADP
hjic-1262	93	14	the	the	DET
hjic-1262	93	15	flowsheet	flowsheet	ADJ
hjic-1262	93	16	model	model	NOUN
hjic-1262	93	17	.	.	PUNCT
hjic-1262	94	1	a	a	DET
hjic-1262	94	2	feedforward	feedforward	ADJ
hjic-1262	94	3	neural	neural	ADJ
hjic-1262	94	4	network	network	NOUN
hjic-1262	94	5	with	with	ADP
hjic-1262	94	6	one	one	NUM
hjic-1262	94	7	hidden	hide	VERB
hjic-1262	94	8	layer	layer	NOUN
hjic-1262	94	9	,	,	PUNCT
hjic-1262	94	10	containing	contain	VERB
hjic-1262	94	11	50	50	NUM
hjic-1262	94	12	neurons	neuron	NOUN
hjic-1262	94	13	,	,	PUNCT
hjic-1262	94	14	was	be	AUX
hjic-1262	94	15	trained	train	VERB
hjic-1262	94	16	on	on	ADP
hjic-1262	94	17	this	this	DET
hjic-1262	94	18	dataset	dataset	NOUN
hjic-1262	94	19	.	.	PUNCT
hjic-1262	95	1	the	the	DET
hjic-1262	95	2	input	input	NOUN
hjic-1262	95	3	sampling	sample	VERB
hjic-1262	95	4	range	range	NOUN
hjic-1262	95	5	was	be	AUX
hjic-1262	95	6	predefined	predefine	VERB
hjic-1262	95	7	based	base	VERB
hjic-1262	95	8	on	on	ADP
hjic-1262	95	9	expected	expect	VERB
hjic-1262	95	10	operational	operational	ADJ
hjic-1262	95	11	bounds	bound	NOUN
hjic-1262	95	12	for	for	ADP
hjic-1262	95	13	the	the	DET
hjic-1262	95	14	system	system	NOUN
hjic-1262	95	15	,	,	PUNCT
hjic-1262	95	16	serving	serve	VERB
hjic-1262	95	17	as	as	ADP
hjic-1262	95	18	the	the	DET
hjic-1262	95	19	baseline	baseline	NOUN
hjic-1262	95	20	for	for	ADP
hjic-1262	95	21	both	both	CCONJ
hjic-1262	95	22	surrogate	surrogate	ADJ
hjic-1262	95	23	training	training	NOUN
hjic-1262	95	24	and	and	CCONJ
hjic-1262	95	25	subsequent	subsequent	ADJ
hjic-1262	95	26	online	online	ADJ
hjic-1262	95	27	updates	update	NOUN
hjic-1262	95	28	.	.	PUNCT
hjic-1262	96	1	the	the	DET
hjic-1262	96	2	baseline	baseline	PROPN
hjic-1262	96	3	model	model	NOUN
hjic-1262	96	4	achieved	achieve	VERB
hjic-1262	96	5	an	an	DET
hjic-1262	96	6	average	average	ADJ
hjic-1262	96	7	r²	r²	NOUN
hjic-1262	96	8	of	of	ADP
hjic-1262	96	9	0.9701	0.9701	NUM
hjic-1262	96	10	and	and	CCONJ
hjic-1262	96	11	a	a	DET
hjic-1262	96	12	mean	mean	ADJ
hjic-1262	96	13	absolute	absolute	ADJ
hjic-1262	96	14	percentage	percentage	NOUN
hjic-1262	96	15	error	error	NOUN
hjic-1262	96	16	(	(	PUNCT
hjic-1262	96	17	mape	mape	NOUN
hjic-1262	96	18	)	)	PUNCT
hjic-1262	96	19	of	of	ADP
hjic-1262	96	20	0.0218	0.0218	NUM
hjic-1262	96	21	across	across	ADP
hjic-1262	96	22	the	the	DET
hjic-1262	96	23	output	output	NOUN
hjic-1262	96	24	parameters	parameter	NOUN
hjic-1262	96	25	(	(	PUNCT
hjic-1262	96	26	figure	figure	NOUN
hjic-1262	96	27	4	4	NUM
hjic-1262	96	28	)	)	PUNCT
hjic-1262	96	29	.	.	PUNCT
hjic-1262	97	1	3.2	3.2	NUM
hjic-1262	97	2	.	.	PUNCT
hjic-1262	98	1	test	test	NOUN
hjic-1262	98	2	“	"	PUNCT
hjic-1262	98	3	online	online	ADJ
hjic-1262	98	4	”	"	PUNCT
hjic-1262	98	5	data	datum	NOUN
hjic-1262	98	6	to	to	PART
hjic-1262	98	7	evaluate	evaluate	VERB
hjic-1262	98	8	the	the	DET
hjic-1262	98	9	performance	performance	NOUN
hjic-1262	98	10	of	of	ADP
hjic-1262	98	11	the	the	DET
hjic-1262	98	12	online	online	ADJ
hjic-1262	98	13	learning	learning	NOUN
hjic-1262	98	14	strategies	strategy	NOUN
hjic-1262	98	15	,	,	PUNCT
hjic-1262	98	16	a	a	DET
hjic-1262	98	17	test	test	NOUN
hjic-1262	98	18	dataset	dataset	NOUN
hjic-1262	98	19	consisting	consist	VERB
hjic-1262	98	20	of	of	ADP
hjic-1262	98	21	730	730	NUM
hjic-1262	98	22	data	datum	NOUN
hjic-1262	98	23	points	point	NOUN
hjic-1262	98	24	was	be	AUX
hjic-1262	98	25	table	table	NOUN
hjic-1262	98	26	1	1	NUM
hjic-1262	98	27	:	:	PUNCT
hjic-1262	98	28	use	use	VERB
hjic-1262	98	29	case	case	NOUN
hjic-1262	98	30	model	model	NOUN
hjic-1262	98	31	input	input	NOUN
hjic-1262	98	32	output	output	NOUN
hjic-1262	98	33	parameters	parameter	NOUN
hjic-1262	98	34	type	type	NOUN
hjic-1262	98	35	description	description	NOUN
hjic-1262	98	36	uom	uom	NOUN
hjic-1262	98	37	input	input	NOUN
hjic-1262	98	38	feed1	feed1	PROPN
hjic-1262	98	39	mass	mass	PROPN
hjic-1262	98	40	flow	flow	NOUN
hjic-1262	98	41	rate	rate	NOUN
hjic-1262	98	42	kg	kg	PROPN
hjic-1262	98	43	/	/	SYM
hjic-1262	98	44	h	h	NOUN
hjic-1262	98	45	input	input	NOUN
hjic-1262	98	46	feed1	feed1	NOUN
hjic-1262	98	47	temperature	temperature	NOUN
hjic-1262	98	48	°	°	ADP
hjic-1262	98	49	c	c	NOUN
hjic-1262	98	50	input	input	NOUN
hjic-1262	98	51	prod1	prod1	NOUN
hjic-1262	98	52	mass	mass	PROPN
hjic-1262	98	53	flow	flow	NOUN
hjic-1262	98	54	rate	rate	NOUN
hjic-1262	98	55	kg	kg	PROPN
hjic-1262	98	56	/	/	SYM
hjic-1262	98	57	h	h	NOUN
hjic-1262	98	58	input	input	NOUN
hjic-1262	98	59	prod1	prod1	NOUN
hjic-1262	98	60	temperature	temperature	NOUN
hjic-1262	98	61	°	°	PROPN
hjic-1262	98	62	c	c	NOUN
hjic-1262	98	63	input	input	NOUN
hjic-1262	98	64	e1	e1	NOUN
hjic-1262	98	65	fouling	fouling	NOUN
hjic-1262	98	66	factor	factor	NOUN
hjic-1262	98	67	h	h	NOUN
hjic-1262	98	68	°	°	PROPN
hjic-1262	98	69	cm2	cm2	ADJ
hjic-1262	98	70	/	/	SYM
hjic-1262	98	71	kj	kj	PROPN
hjic-1262	98	72	input	input	PROPN
hjic-1262	98	73	e2	e2	PROPN
hjic-1262	98	74	fouling	fouling	NOUN
hjic-1262	98	75	factor	factor	NOUN
hjic-1262	98	76	h	h	NOUN
hjic-1262	98	77	°	°	PROPN
hjic-1262	98	78	cm2	cm2	ADJ
hjic-1262	98	79	/	/	SYM
hjic-1262	98	80	kj	kj	PROPN
hjic-1262	98	81	output	output	PROPN
hjic-1262	98	82	prod1e1	prod1e1	NOUN
hjic-1262	98	83	in	in	ADP
hjic-1262	98	84	temperature	temperature	NOUN
hjic-1262	98	85	°	°	ADP
hjic-1262	98	86	c	c	NOUN
hjic-1262	98	87	output	output	NOUN
hjic-1262	98	88	feed1e1out	feed1e1out	ADP
hjic-1262	98	89	temperature	temperature	NOUN
hjic-1262	98	90	°	°	ADP
hjic-1262	98	91	c	c	NOUN
hjic-1262	98	92	output	output	NOUN
hjic-1262	98	93	feed1out	feed1out	ADP
hjic-1262	98	94	temperature	temperature	NOUN
hjic-1262	98	95	°	°	ADP
hjic-1262	98	96	c	c	NOUN
hjic-1262	98	97	output	output	NOUN
hjic-1262	98	98	prod1out	prod1out	ADP
hjic-1262	98	99	temperature	temperature	NOUN
hjic-1262	98	100	°	°	ADP
hjic-1262	98	101	c	c	NOUN
hjic-1262	98	102	figure	figure	NOUN
hjic-1262	98	103	5	5	NUM
hjic-1262	98	104	:	:	PUNCT
hjic-1262	98	105	visualization	visualization	NOUN
hjic-1262	98	106	of	of	ADP
hjic-1262	98	107	the	the	DET
hjic-1262	98	108	generated	generate	VERB
hjic-1262	98	109	test	test	NOUN
hjic-1262	98	110	“	"	PUNCT
hjic-1262	98	111	online	online	ADJ
hjic-1262	98	112	”	"	PUNCT
hjic-1262	98	113	dataset	dataset	NOUN
hjic-1262	98	114	,	,	PUNCT
hjic-1262	98	115	showing	show	VERB
hjic-1262	98	116	offline	offline	ADJ
hjic-1262	98	117	data	datum	NOUN
hjic-1262	98	118	points	point	NOUN
hjic-1262	98	119	on	on	ADP
hjic-1262	98	120	the	the	DET
hjic-1262	98	121	left	left	NOUN
hjic-1262	98	122	and	and	CCONJ
hjic-1262	98	123	sequentially	sequentially	ADV
hjic-1262	98	124	introduced	introduce	VERB
hjic-1262	98	125	online	online	ADJ
hjic-1262	98	126	data	datum	NOUN
hjic-1262	98	127	on	on	ADP
hjic-1262	98	128	the	the	DET
hjic-1262	98	129	right	right	NOUN
hjic-1262	98	130	.	.	PUNCT
hjic-1262	99	1	figure	figure	VERB
hjic-1262	99	2	4	4	NUM
hjic-1262	99	3	:	:	PUNCT
hjic-1262	99	4	scatter	scatter	NOUN
hjic-1262	99	5	plot	plot	NOUN
hjic-1262	99	6	illustrating	illustrate	VERB
hjic-1262	99	7	the	the	DET
hjic-1262	99	8	predictive	predictive	ADJ
hjic-1262	99	9	accuracy	accuracy	NOUN
hjic-1262	99	10	of	of	ADP
hjic-1262	99	11	the	the	DET
hjic-1262	99	12	base	base	NOUN
hjic-1262	99	13	surrogate	surrogate	ADJ
hjic-1262	99	14	model	model	NOUN
hjic-1262	99	15	in	in	ADP
hjic-1262	99	16	terms	term	NOUN
hjic-1262	99	17	of	of	ADP
hjic-1262	99	18	the	the	DET
hjic-1262	99	19	monitored	monitored	ADJ
hjic-1262	99	20	output	output	NOUN
hjic-1262	99	21	parameters	parameter	NOUN
hjic-1262	99	22	.	.	PUNCT
hjic-1262	100	1	figure	figure	VERB
hjic-1262	100	2	3	3	NUM
hjic-1262	100	3	:	:	PUNCT
hjic-1262	100	4	flowsheet	flowsheet	ADJ
hjic-1262	100	5	representation	representation	NOUN
hjic-1262	100	6	of	of	ADP
hjic-1262	100	7	the	the	DET
hjic-1262	100	8	heat	heat	NOUN
hjic-1262	100	9	exchanger	exchanger	NOUN
hjic-1262	100	10	network	network	NOUN
hjic-1262	100	11	modelled	model	VERB
hjic-1262	100	12	in	in	ADP
hjic-1262	100	13	aspen	aspen	PROPN
hjic-1262	100	14	hysys	hysys	NOUN
hjic-1262	100	15	v14	v14	NOUN
hjic-1262	100	16	in	in	ADP
hjic-1262	100	17	the	the	DET
hjic-1262	100	18	use	use	NOUN
hjic-1262	100	19	-	-	PUNCT
hjic-1262	100	20	case	case	NOUN
hjic-1262	100	21	scenario	scenario	NOUN
hjic-1262	100	22	.	.	PUNCT
hjic-1262	101	1	online	online	PROPN
hjic-1262	101	2	learning	learn	VERB
hjic-1262	101	3	for	for	ADP
hjic-1262	101	4	surrogate	surrogate	ADJ
hjic-1262	101	5	model	model	NOUN
hjic-1262	101	6	maintenance	maintenance	NOUN
hjic-1262	101	7	53(2	53(2	NUM
hjic-1262	101	8	)	)	PUNCT
hjic-1262	101	9	pp	pp	ADV
hjic-1262	101	10	.	.	PUNCT
hjic-1262	102	1	37–43	37–43	NUM
hjic-1262	102	2	(	(	PUNCT
hjic-1262	102	3	2025	2025	NUM
hjic-1262	102	4	)	)	PUNCT
hjic-1262	102	5	41	41	NUM
hjic-1262	102	6	generated	generate	VERB
hjic-1262	102	7	.	.	PUNCT
hjic-1262	103	1	this	this	DET
hjic-1262	103	2	dataset	dataset	NOUN
hjic-1262	103	3	simulates	simulate	NOUN
hjic-1262	103	4	realistic	realistic	ADJ
hjic-1262	103	5	process	process	NOUN
hjic-1262	103	6	variability	variability	NOUN
hjic-1262	103	7	by	by	ADP
hjic-1262	103	8	introducing	introduce	VERB
hjic-1262	103	9	gradual	gradual	ADJ
hjic-1262	103	10	changes	change	NOUN
hjic-1262	103	11	to	to	ADP
hjic-1262	103	12	input	input	NOUN
hjic-1262	103	13	parameters	parameter	NOUN
hjic-1262	103	14	,	,	PUNCT
hjic-1262	103	15	added	add	VERB
hjic-1262	103	16	noise	noise	NOUN
hjic-1262	103	17	and	and	CCONJ
hjic-1262	103	18	the	the	DET
hjic-1262	103	19	effects	effect	NOUN
hjic-1262	103	20	of	of	ADP
hjic-1262	103	21	heat	heat	NOUN
hjic-1262	103	22	exchanger	exchanger	NOUN
hjic-1262	103	23	fouling	fouling	NOUN
hjic-1262	103	24	(	(	PUNCT
hjic-1262	103	25	figure	figure	NOUN
hjic-1262	103	26	5	5	NUM
hjic-1262	103	27	)	)	PUNCT
hjic-1262	103	28	.	.	PUNCT
hjic-1262	104	1	in	in	ADP
hjic-1262	104	2	contrast	contrast	NOUN
hjic-1262	104	3	,	,	PUNCT
hjic-1262	104	4	an	an	DET
hjic-1262	104	5	ideal	ideal	ADJ
hjic-1262	104	6	scenario	scenario	NOUN
hjic-1262	104	7	—	—	PUNCT
hjic-1262	104	8	where	where	SCONJ
hjic-1262	104	9	the	the	DET
hjic-1262	104	10	test	test	NOUN
hjic-1262	104	11	data	datum	NOUN
hjic-1262	104	12	is	be	AUX
hjic-1262	104	13	available	available	ADJ
hjic-1262	104	14	during	during	ADP
hjic-1262	104	15	offline	offline	ADJ
hjic-1262	104	16	training	training	NOUN
hjic-1262	104	17	and	and	CCONJ
hjic-1262	104	18	combined	combine	VERB
hjic-1262	104	19	with	with	ADP
hjic-1262	104	20	the	the	DET
hjic-1262	104	21	lhs	lhs	PROPN
hjic-1262	104	22	dataset	dataset	PROPN
hjic-1262	104	23	—	—	PUNCT
hjic-1262	104	24	would	would	AUX
hjic-1262	104	25	allow	allow	VERB
hjic-1262	104	26	the	the	DET
hjic-1262	104	27	model	model	NOUN
hjic-1262	104	28	to	to	PART
hjic-1262	104	29	achieve	achieve	VERB
hjic-1262	104	30	an	an	DET
hjic-1262	104	31	enhanced	enhanced	ADJ
hjic-1262	104	32	level	level	NOUN
hjic-1262	104	33	of	of	ADP
hjic-1262	104	34	performance	performance	NOUN
hjic-1262	104	35	with	with	ADP
hjic-1262	104	36	an	an	DET
hjic-1262	104	37	average	average	ADJ
hjic-1262	104	38	r²	r²	NOUN
hjic-1262	104	39	of	of	ADP
hjic-1262	104	40	0.988	0.988	NUM
hjic-1262	104	41	and	and	CCONJ
hjic-1262	104	42	a	a	DET
hjic-1262	104	43	mape	mape	NOUN
hjic-1262	104	44	of	of	ADP
hjic-1262	104	45	0.0069	0.0069	NUM
hjic-1262	104	46	(	(	PUNCT
hjic-1262	104	47	as	as	SCONJ
hjic-1262	104	48	shown	show	VERB
hjic-1262	104	49	in	in	ADP
hjic-1262	104	50	figure	figure	NOUN
hjic-1262	104	51	6	6	NUM
hjic-1262	104	52	)	)	PUNCT
hjic-1262	104	53	.	.	PUNCT
hjic-1262	105	1	this	this	DET
hjic-1262	105	2	comparison	comparison	NOUN
hjic-1262	105	3	highlights	highlight	VERB
hjic-1262	105	4	the	the	DET
hjic-1262	105	5	potential	potential	ADJ
hjic-1262	105	6	performance	performance	NOUN
hjic-1262	105	7	gap	gap	NOUN
hjic-1262	105	8	that	that	PRON
hjic-1262	105	9	online	online	ADJ
hjic-1262	105	10	learning	learning	NOUN
hjic-1262	105	11	aims	aim	VERB
hjic-1262	105	12	to	to	PART
hjic-1262	105	13	bridge	bridge	VERB
hjic-1262	105	14	by	by	ADP
hjic-1262	105	15	progressively	progressively	ADV
hjic-1262	105	16	incorporating	incorporate	VERB
hjic-1262	105	17	new	new	ADJ
hjic-1262	105	18	data	datum	NOUN
hjic-1262	105	19	into	into	ADP
hjic-1262	105	20	the	the	DET
hjic-1262	105	21	model	model	NOUN
hjic-1262	105	22	.	.	PUNCT
hjic-1262	106	1	3.3	3.3	NUM
hjic-1262	106	2	.	.	PUNCT
hjic-1262	107	1	online	online	ADJ
hjic-1262	107	2	learning	learn	VERB
hjic-1262	107	3	workflow	workflow	NOUN
hjic-1262	107	4	the	the	DET
hjic-1262	107	5	performance	performance	NOUN
hjic-1262	107	6	of	of	ADP
hjic-1262	107	7	the	the	DET
hjic-1262	107	8	base	base	NOUN
hjic-1262	107	9	surrogate	surrogate	ADJ
hjic-1262	107	10	model	model	NOUN
hjic-1262	107	11	was	be	AUX
hjic-1262	107	12	evaluated	evaluate	VERB
hjic-1262	107	13	using	use	VERB
hjic-1262	107	14	the	the	DET
hjic-1262	107	15	test	test	NOUN
hjic-1262	107	16	dataset	dataset	VERB
hjic-1262	107	17	in	in	ADP
hjic-1262	107	18	a	a	DET
hjic-1262	107	19	sequential	sequential	ADJ
hjic-1262	107	20	manner	manner	NOUN
hjic-1262	107	21	,	,	PUNCT
hjic-1262	107	22	simulating	simulate	VERB
hjic-1262	107	23	a	a	DET
hjic-1262	107	24	real	real	ADJ
hjic-1262	107	25	-	-	PUNCT
hjic-1262	107	26	time	time	NOUN
hjic-1262	107	27	operation	operation	NOUN
hjic-1262	107	28	.	.	PUNCT
hjic-1262	108	1	new	new	ADJ
hjic-1262	108	2	data	data	NOUN
hjic-1262	108	3	points	point	NOUN
hjic-1262	108	4	were	be	AUX
hjic-1262	108	5	introduced	introduce	VERB
hjic-1262	108	6	one	one	NUM
hjic-1262	108	7	by	by	ADP
hjic-1262	108	8	one	one	NUM
hjic-1262	108	9	,	,	PUNCT
hjic-1262	108	10	allowing	allow	VERB
hjic-1262	108	11	the	the	DET
hjic-1262	108	12	model	model	NOUN
hjic-1262	108	13	to	to	PART
hjic-1262	108	14	be	be	AUX
hjic-1262	108	15	assessed	assess	VERB
hjic-1262	108	16	under	under	ADP
hjic-1262	108	17	conditions	condition	NOUN
hjic-1262	108	18	that	that	PRON
hjic-1262	108	19	reflect	reflect	VERB
hjic-1262	108	20	actual	actual	ADJ
hjic-1262	108	21	operational	operational	ADJ
hjic-1262	108	22	dynamics	dynamic	NOUN
hjic-1262	108	23	.	.	PUNCT
hjic-1262	109	1	at	at	ADP
hjic-1262	109	2	each	each	DET
hjic-1262	109	3	working	working	NOUN
hjic-1262	109	4	point	point	NOUN
hjic-1262	109	5	,	,	PUNCT
hjic-1262	109	6	the	the	DET
hjic-1262	109	7	predictive	predictive	ADJ
hjic-1262	109	8	accuracy	accuracy	NOUN
hjic-1262	109	9	of	of	ADP
hjic-1262	109	10	the	the	DET
hjic-1262	109	11	model	model	NOUN
hjic-1262	109	12	was	be	AUX
hjic-1262	109	13	recorded	record	VERB
hjic-1262	109	14	both	both	CCONJ
hjic-1262	109	15	in	in	ADP
hjic-1262	109	16	terms	term	NOUN
hjic-1262	109	17	of	of	ADP
hjic-1262	109	18	the	the	DET
hjic-1262	109	19	new	new	ADJ
hjic-1262	109	20	and	and	CCONJ
hjic-1262	109	21	original	original	ADJ
hjic-1262	109	22	dataset	dataset	NOUN
hjic-1262	109	23	to	to	PART
hjic-1262	109	24	evaluate	evaluate	VERB
hjic-1262	109	25	its	its	PRON
hjic-1262	109	26	ability	ability	NOUN
hjic-1262	109	27	to	to	PART
hjic-1262	109	28	adapt	adapt	VERB
hjic-1262	109	29	to	to	ADP
hjic-1262	109	30	changing	change	VERB
hjic-1262	109	31	conditions	condition	NOUN
hjic-1262	109	32	and	and	CCONJ
hjic-1262	109	33	robustness	robustness	NOUN
hjic-1262	109	34	with	with	ADP
hjic-1262	109	35	regard	regard	NOUN
hjic-1262	109	36	to	to	ADP
hjic-1262	109	37	retaining	retain	VERB
hjic-1262	109	38	previously	previously	ADV
hjic-1262	109	39	learned	learn	VERB
hjic-1262	109	40	knowledge	knowledge	NOUN
hjic-1262	109	41	.	.	PUNCT
hjic-1262	110	1	based	base	VERB
hjic-1262	110	2	on	on	ADP
hjic-1262	110	3	the	the	DET
hjic-1262	110	4	selected	select	VERB
hjic-1262	110	5	online	online	ADJ
hjic-1262	110	6	learning	learning	NOUN
hjic-1262	110	7	strategy	strategy	NOUN
hjic-1262	110	8	,	,	PUNCT
hjic-1262	110	9	the	the	DET
hjic-1262	110	10	model	model	NOUN
hjic-1262	110	11	was	be	AUX
hjic-1262	110	12	retrained	retrain	VERB
hjic-1262	110	13	continuously	continuously	ADV
hjic-1262	110	14	using	use	VERB
hjic-1262	110	15	the	the	DET
hjic-1262	110	16	incoming	incoming	ADJ
hjic-1262	110	17	data	datum	NOUN
hjic-1262	110	18	,	,	PUNCT
hjic-1262	110	19	following	follow	VERB
hjic-1262	110	20	the	the	DET
hjic-1262	110	21	specific	specific	ADJ
hjic-1262	110	22	update	update	NOUN
hjic-1262	110	23	procedures	procedure	NOUN
hjic-1262	110	24	described	describe	VERB
hjic-1262	110	25	in	in	ADP
hjic-1262	110	26	section	section	NOUN
hjic-1262	110	27	2.3	2.3	NUM
hjic-1262	110	28	.	.	PUNCT
hjic-1262	111	1	4	4	NUM
hjic-1262	111	2	.	.	NOUN
hjic-1262	111	3	results	result	NOUN
hjic-1262	111	4	and	and	CCONJ
hjic-1262	111	5	discussion	discussion	NOUN
hjic-1262	111	6	the	the	DET
hjic-1262	111	7	results	result	NOUN
hjic-1262	111	8	are	be	AUX
hjic-1262	111	9	evaluated	evaluate	VERB
hjic-1262	111	10	from	from	ADP
hjic-1262	111	11	two	two	NUM
hjic-1262	111	12	perspectives	perspective	NOUN
hjic-1262	111	13	:	:	PUNCT
hjic-1262	111	14	adaptability	adaptability	NOUN
hjic-1262	111	15	,	,	PUNCT
hjic-1262	111	16	which	which	PRON
hjic-1262	111	17	reflects	reflect	VERB
hjic-1262	111	18	how	how	SCONJ
hjic-1262	111	19	effectively	effectively	ADV
hjic-1262	111	20	the	the	DET
hjic-1262	111	21	model	model	NOUN
hjic-1262	111	22	adjusts	adjust	VERB
hjic-1262	111	23	to	to	ADP
hjic-1262	111	24	new	new	ADJ
hjic-1262	111	25	operating	operating	NOUN
hjic-1262	111	26	conditions	condition	NOUN
hjic-1262	111	27	,	,	PUNCT
hjic-1262	111	28	and	and	CCONJ
hjic-1262	111	29	robustness	robustness	NOUN
hjic-1262	111	30	,	,	PUNCT
hjic-1262	111	31	which	which	PRON
hjic-1262	111	32	measures	measure	VERB
hjic-1262	111	33	the	the	DET
hjic-1262	111	34	model	model	NOUN
hjic-1262	111	35	's	's	PART
hjic-1262	111	36	ability	ability	NOUN
hjic-1262	111	37	to	to	PART
hjic-1262	111	38	maintain	maintain	VERB
hjic-1262	111	39	its	its	PRON
hjic-1262	111	40	level	level	NOUN
hjic-1262	111	41	of	of	ADP
hjic-1262	111	42	performance	performance	NOUN
hjic-1262	111	43	in	in	ADP
hjic-1262	111	44	terms	term	NOUN
hjic-1262	111	45	of	of	ADP
hjic-1262	111	46	the	the	DET
hjic-1262	111	47	original	original	ADJ
hjic-1262	111	48	offline	offline	NOUN
hjic-1262	111	49	lhs	lhs	AUX
hjic-1262	111	50	dataset	dataset	PROPN
hjic-1262	111	51	.	.	PUNCT
hjic-1262	112	1	4.1	4.1	NUM
hjic-1262	112	2	.	.	PUNCT
hjic-1262	113	1	adaptability	adaptability	NOUN
hjic-1262	113	2	the	the	DET
hjic-1262	113	3	adaptability	adaptability	NOUN
hjic-1262	113	4	performance	performance	NOUN
hjic-1262	113	5	of	of	ADP
hjic-1262	113	6	all	all	DET
hjic-1262	113	7	the	the	DET
hjic-1262	113	8	evaluated	evaluated	ADJ
hjic-1262	113	9	online	online	ADJ
hjic-1262	113	10	learning	learning	NOUN
hjic-1262	113	11	strategies	strategy	NOUN
hjic-1262	113	12	assessed	assess	VERB
hjic-1262	113	13	using	use	VERB
hjic-1262	113	14	the	the	DET
hjic-1262	113	15	modified	modify	VERB
hjic-1262	113	16	mase	mase	PROPN
hjic-1262	113	17	metric	metric	NOUN
hjic-1262	113	18	is	be	AUX
hjic-1262	113	19	presented	present	VERB
hjic-1262	113	20	in	in	ADP
hjic-1262	113	21	figure	figure	NOUN
hjic-1262	113	22	7	7	NUM
hjic-1262	113	23	.	.	PUNCT
hjic-1262	114	1	in	in	ADP
hjic-1262	114	2	this	this	DET
hjic-1262	114	3	context	context	NOUN
hjic-1262	114	4	,	,	PUNCT
hjic-1262	114	5	a	a	DET
hjic-1262	114	6	mase	mase	NOUN
hjic-1262	114	7	value	value	NOUN
hjic-1262	114	8	greater	great	ADJ
hjic-1262	114	9	than	than	ADP
hjic-1262	114	10	1	1	NUM
hjic-1262	114	11	indicates	indicate	VERB
hjic-1262	114	12	that	that	SCONJ
hjic-1262	114	13	the	the	DET
hjic-1262	114	14	updated	update	VERB
hjic-1262	114	15	model	model	NOUN
hjic-1262	114	16	performed	perform	VERB
hjic-1262	114	17	better	well	ADV
hjic-1262	114	18	than	than	ADP
hjic-1262	114	19	its	its	PRON
hjic-1262	114	20	previous	previous	ADJ
hjic-1262	114	21	version	version	NOUN
hjic-1262	114	22	at	at	ADP
hjic-1262	114	23	a	a	DET
hjic-1262	114	24	given	give	VERB
hjic-1262	114	25	working	working	NOUN
hjic-1262	114	26	point	point	NOUN
hjic-1262	114	27	with	with	ADP
hjic-1262	114	28	higher	high	ADJ
hjic-1262	114	29	values	value	NOUN
hjic-1262	114	30	denoting	denote	VERB
hjic-1262	114	31	an	an	DET
hjic-1262	114	32	improved	improved	ADJ
hjic-1262	114	33	level	level	NOUN
hjic-1262	114	34	of	of	ADP
hjic-1262	114	35	adaptability	adaptability	NOUN
hjic-1262	114	36	to	to	ADP
hjic-1262	114	37	new	new	ADJ
hjic-1262	114	38	data	datum	NOUN
hjic-1262	114	39	.	.	PUNCT
hjic-1262	115	1	all	all	DET
hjic-1262	115	2	the	the	DET
hjic-1262	115	3	evaluated	evaluated	ADJ
hjic-1262	115	4	strategies	strategy	NOUN
hjic-1262	115	5	demonstrated	demonstrate	VERB
hjic-1262	115	6	adaptability	adaptability	NOUN
hjic-1262	115	7	,	,	PUNCT
hjic-1262	115	8	consistently	consistently	ADV
hjic-1262	115	9	achieving	achieve	VERB
hjic-1262	115	10	mase	mase	PROPN
hjic-1262	115	11	values	value	NOUN
hjic-1262	115	12	above	above	ADP
hjic-1262	115	13	1	1	NUM
hjic-1262	115	14	.	.	PUNCT
hjic-1262	116	1	this	this	PRON
hjic-1262	116	2	confirms	confirm	VERB
hjic-1262	116	3	that	that	SCONJ
hjic-1262	116	4	each	each	DET
hjic-1262	116	5	method	method	NOUN
hjic-1262	116	6	was	be	AUX
hjic-1262	116	7	able	able	ADJ
hjic-1262	116	8	to	to	PART
hjic-1262	116	9	effectively	effectively	ADV
hjic-1262	116	10	learn	learn	VERB
hjic-1262	116	11	from	from	ADP
hjic-1262	116	12	incoming	incoming	ADJ
hjic-1262	116	13	data	datum	NOUN
hjic-1262	116	14	points	point	NOUN
hjic-1262	116	15	and	and	CCONJ
hjic-1262	116	16	improve	improve	VERB
hjic-1262	116	17	model	model	NOUN
hjic-1262	116	18	predictions	prediction	NOUN
hjic-1262	116	19	over	over	ADP
hjic-1262	116	20	time	time	NOUN
hjic-1262	116	21	.	.	PUNCT
hjic-1262	117	1	among	among	ADP
hjic-1262	117	2	the	the	DET
hjic-1262	117	3	tested	test	VERB
hjic-1262	117	4	approaches	approach	NOUN
hjic-1262	117	5	,	,	PUNCT
hjic-1262	117	6	the	the	DET
hjic-1262	117	7	hybrid	hybrid	ADJ
hjic-1262	117	8	and	and	CCONJ
hjic-1262	117	9	incremental	incremental	ADJ
hjic-1262	117	10	learning	learning	NOUN
hjic-1262	117	11	strategies	strategy	NOUN
hjic-1262	117	12	exhibited	exhibit	VERB
hjic-1262	117	13	the	the	DET
hjic-1262	117	14	strongest	strong	ADJ
hjic-1262	117	15	level	level	NOUN
hjic-1262	117	16	of	of	ADP
hjic-1262	117	17	adaptability	adaptability	NOUN
hjic-1262	117	18	,	,	PUNCT
hjic-1262	117	19	consistently	consistently	ADV
hjic-1262	117	20	outperforming	outperform	VERB
hjic-1262	117	21	the	the	DET
hjic-1262	117	22	other	other	ADJ
hjic-1262	117	23	methods	method	NOUN
hjic-1262	117	24	throughout	throughout	ADP
hjic-1262	117	25	the	the	DET
hjic-1262	117	26	dataset	dataset	NOUN
hjic-1262	117	27	.	.	PUNCT
hjic-1262	118	1	this	this	DET
hjic-1262	118	2	outcome	outcome	NOUN
hjic-1262	118	3	is	be	AUX
hjic-1262	118	4	in	in	ADP
hjic-1262	118	5	line	line	NOUN
hjic-1262	118	6	with	with	ADP
hjic-1262	118	7	expectations	expectation	NOUN
hjic-1262	118	8	as	as	ADP
hjic-1262	118	9	mini	mini	NOUN
hjic-1262	118	10	-	-	NOUN
hjic-1262	118	11	batch	batch	ADJ
hjic-1262	118	12	learning	learning	NOUN
hjic-1262	118	13	delays	delay	NOUN
hjic-1262	118	14	updates	update	NOUN
hjic-1262	118	15	to	to	ADP
hjic-1262	118	16	models	model	NOUN
hjic-1262	118	17	until	until	SCONJ
hjic-1262	118	18	multiple	multiple	ADJ
hjic-1262	118	19	data	datum	NOUN
hjic-1262	118	20	points	point	NOUN
hjic-1262	118	21	,	,	PUNCT
hjic-1262	118	22	e.g.	e.g.	ADV
hjic-1262	118	23	5	5	NUM
hjic-1262	118	24	,	,	PUNCT
hjic-1262	118	25	are	be	AUX
hjic-1262	118	26	collected	collect	VERB
hjic-1262	118	27	,	,	PUNCT
hjic-1262	118	28	which	which	PRON
hjic-1262	118	29	slows	slow	VERB
hjic-1262	118	30	the	the	DET
hjic-1262	118	31	level	level	NOUN
hjic-1262	118	32	of	of	ADP
hjic-1262	118	33	responsiveness	responsiveness	NOUN
hjic-1262	118	34	to	to	ADP
hjic-1262	118	35	sudden	sudden	ADJ
hjic-1262	118	36	changes	change	NOUN
hjic-1262	118	37	.	.	PUNCT
hjic-1262	119	1	cumulative	cumulative	ADJ
hjic-1262	119	2	learning	learning	NOUN
hjic-1262	119	3	,	,	PUNCT
hjic-1262	119	4	while	while	SCONJ
hjic-1262	119	5	comprehensive	comprehensive	ADJ
hjic-1262	119	6	,	,	PUNCT
hjic-1262	119	7	tends	tend	VERB
hjic-1262	119	8	to	to	PART
hjic-1262	119	9	underrepresent	underrepresent	VERB
hjic-1262	119	10	the	the	DET
hjic-1262	119	11	newest	new	ADJ
hjic-1262	119	12	data	datum	NOUN
hjic-1262	119	13	during	during	ADP
hjic-1262	119	14	retraining	retrain	VERB
hjic-1262	119	15	due	due	ADP
hjic-1262	119	16	to	to	ADP
hjic-1262	119	17	the	the	DET
hjic-1262	119	18	overwhelming	overwhelming	ADJ
hjic-1262	119	19	influence	influence	NOUN
hjic-1262	119	20	of	of	ADP
hjic-1262	119	21	the	the	DET
hjic-1262	119	22	older	old	ADJ
hjic-1262	119	23	,	,	PUNCT
hjic-1262	119	24	larger	large	ADJ
hjic-1262	119	25	offline	offline	ADJ
hjic-1262	119	26	dataset	dataset	NOUN
hjic-1262	119	27	.	.	PUNCT
hjic-1262	120	1	4.2	4.2	NUM
hjic-1262	120	2	.	.	PUNCT
hjic-1262	121	1	robustness	robustness	NOUN
hjic-1262	121	2	figure	figure	NOUN
hjic-1262	121	3	8	8	NUM
hjic-1262	121	4	compares	compare	VERB
hjic-1262	121	5	the	the	DET
hjic-1262	121	6	performance	performance	NOUN
hjic-1262	121	7	of	of	ADP
hjic-1262	121	8	the	the	DET
hjic-1262	121	9	various	various	ADJ
hjic-1262	121	10	online	online	ADJ
hjic-1262	121	11	learning	learning	NOUN
hjic-1262	121	12	strategies	strategy	NOUN
hjic-1262	121	13	against	against	ADP
hjic-1262	121	14	both	both	CCONJ
hjic-1262	121	15	the	the	DET
hjic-1262	121	16	original	original	ADJ
hjic-1262	121	17	surrogate	surrogate	ADJ
hjic-1262	121	18	model	model	NOUN
hjic-1262	121	19	(	(	PUNCT
hjic-1262	121	20	baseline	baseline	NOUN
hjic-1262	121	21	)	)	PUNCT
hjic-1262	121	22	and	and	CCONJ
hjic-1262	121	23	an	an	DET
hjic-1262	121	24	ideal	ideal	ADJ
hjic-1262	121	25	offline	offline	NOUN
hjic-1262	121	26	-	-	PUNCT
hjic-1262	121	27	trained	train	VERB
hjic-1262	121	28	model	model	NOUN
hjic-1262	121	29	.	.	PUNCT
hjic-1262	122	1	this	this	DET
hjic-1262	122	2	figure	figure	NOUN
hjic-1262	122	3	7	7	NUM
hjic-1262	122	4	:	:	PUNCT
hjic-1262	122	5	adaptability	adaptability	NOUN
hjic-1262	122	6	performance	performance	NOUN
hjic-1262	122	7	of	of	ADP
hjic-1262	122	8	online	online	ADJ
hjic-1262	122	9	learning	learn	VERB
hjic-1262	122	10	solutions	solution	NOUN
hjic-1262	122	11	,	,	PUNCT
hjic-1262	122	12	measured	measure	VERB
hjic-1262	122	13	using	use	VERB
hjic-1262	122	14	the	the	DET
hjic-1262	122	15	modified	modify	VERB
hjic-1262	122	16	mase	mase	PROPN
hjic-1262	122	17	metric	metric	ADJ
hjic-1262	122	18	figure	figure	NOUN
hjic-1262	122	19	8	8	NUM
hjic-1262	122	20	:	:	PUNCT
hjic-1262	122	21	robustness	robustness	NOUN
hjic-1262	122	22	performance	performance	NOUN
hjic-1262	122	23	of	of	ADP
hjic-1262	122	24	online	online	ADJ
hjic-1262	122	25	learning	learn	VERB
hjic-1262	122	26	solutions	solution	NOUN
hjic-1262	122	27	with	with	ADP
hjic-1262	122	28	regard	regard	NOUN
hjic-1262	122	29	to	to	ADP
hjic-1262	122	30	the	the	DET
hjic-1262	122	31	original	original	ADJ
hjic-1262	122	32	lhs	lhs	PROPN
hjic-1262	122	33	data	data	PROPN
hjic-1262	122	34	(	(	PUNCT
hjic-1262	122	35	orange	orange	PROPN
hjic-1262	122	36	)	)	PUNCT
hjic-1262	122	37	and	and	CCONJ
hjic-1262	122	38	the	the	DET
hjic-1262	122	39	level	level	NOUN
hjic-1262	122	40	of	of	ADP
hjic-1262	122	41	adaptability	adaptability	NOUN
hjic-1262	122	42	to	to	ADP
hjic-1262	122	43	the	the	DET
hjic-1262	122	44	test	test	NOUN
hjic-1262	122	45	"	"	PUNCT
hjic-1262	122	46	online	online	ADJ
hjic-1262	122	47	"	"	PUNCT
hjic-1262	122	48	data	datum	NOUN
hjic-1262	122	49	(	(	PUNCT
hjic-1262	122	50	blue	blue	ADJ
hjic-1262	122	51	)	)	PUNCT
hjic-1262	122	52	figure	figure	NOUN
hjic-1262	122	53	6	6	NUM
hjic-1262	122	54	:	:	PUNCT
hjic-1262	122	55	comparison	comparison	NOUN
hjic-1262	122	56	between	between	ADP
hjic-1262	122	57	the	the	DET
hjic-1262	122	58	base	base	NOUN
hjic-1262	122	59	surrogate	surrogate	ADJ
hjic-1262	122	60	model	model	NOUN
hjic-1262	122	61	and	and	CCONJ
hjic-1262	122	62	ideal	ideal	ADJ
hjic-1262	122	63	model	model	NOUN
hjic-1262	122	64	prediction	prediction	NOUN
hjic-1262	122	65	accuracy	accuracy	NOUN
hjic-1262	122	66	of	of	ADP
hjic-1262	122	67	the	the	DET
hjic-1262	122	68	test	test	NOUN
hjic-1262	122	69	dataset	dataset	VERB
hjic-1262	122	70	palotai	palotai	NOUN
hjic-1262	122	71	,	,	PUNCT
hjic-1262	122	72	kis	kis	PROPN
hjic-1262	122	73	,	,	PUNCT
hjic-1262	122	74	chován	chován	PROPN
hjic-1262	122	75	and	and	CCONJ
hjic-1262	122	76	bárkányi	bárkányi	PROPN
hjic-1262	122	77	hungarian	hungarian	ADJ
hjic-1262	122	78	journal	journal	NOUN
hjic-1262	122	79	of	of	ADP
hjic-1262	122	80	industry	industry	NOUN
hjic-1262	122	81	and	and	CCONJ
hjic-1262	122	82	chemistry	chemistry	NOUN
hjic-1262	122	83	42	42	NUM
hjic-1262	122	84	comparison	comparison	NOUN
hjic-1262	122	85	is	be	AUX
hjic-1262	122	86	conducted	conduct	VERB
hjic-1262	122	87	across	across	ADP
hjic-1262	122	88	two	two	NUM
hjic-1262	122	89	datasets	dataset	NOUN
hjic-1262	122	90	:	:	PUNCT
hjic-1262	122	91	the	the	DET
hjic-1262	122	92	test	test	NOUN
hjic-1262	122	93	dataset	dataset	NOUN
hjic-1262	122	94	—	—	PUNCT
hjic-1262	122	95	representing	represent	VERB
hjic-1262	122	96	evolving	evolve	VERB
hjic-1262	122	97	operational	operational	ADJ
hjic-1262	122	98	conditions	condition	NOUN
hjic-1262	122	99	—	—	PUNCT
hjic-1262	122	100	and	and	CCONJ
hjic-1262	122	101	the	the	DET
hjic-1262	122	102	original	original	ADJ
hjic-1262	122	103	lhs	lhs	PROPN
hjic-1262	122	104	dataset	dataset	VERB
hjic-1262	122	105	used	use	VERB
hjic-1262	122	106	for	for	ADP
hjic-1262	122	107	initial	initial	ADJ
hjic-1262	122	108	model	model	NOUN
hjic-1262	122	109	training	training	NOUN
hjic-1262	122	110	.	.	PUNCT
hjic-1262	123	1	the	the	DET
hjic-1262	123	2	goal	goal	NOUN
hjic-1262	123	3	is	be	AUX
hjic-1262	123	4	to	to	PART
hjic-1262	123	5	approach	approach	VERB
hjic-1262	123	6	the	the	DET
hjic-1262	123	7	performance	performance	NOUN
hjic-1262	123	8	of	of	ADP
hjic-1262	123	9	the	the	DET
hjic-1262	123	10	ideal	ideal	ADJ
hjic-1262	123	11	model	model	NOUN
hjic-1262	123	12	with	with	ADP
hjic-1262	123	13	regard	regard	NOUN
hjic-1262	123	14	to	to	ADP
hjic-1262	123	15	the	the	DET
hjic-1262	123	16	test	test	NOUN
hjic-1262	123	17	data	datum	NOUN
hjic-1262	123	18	while	while	SCONJ
hjic-1262	123	19	preserving	preserve	VERB
hjic-1262	123	20	the	the	DET
hjic-1262	123	21	accuracy	accuracy	NOUN
hjic-1262	123	22	of	of	ADP
hjic-1262	123	23	the	the	DET
hjic-1262	123	24	baseline	baseline	NOUN
hjic-1262	123	25	model	model	NOUN
hjic-1262	123	26	in	in	ADP
hjic-1262	123	27	terms	term	NOUN
hjic-1262	123	28	of	of	ADP
hjic-1262	123	29	the	the	DET
hjic-1262	123	30	original	original	ADJ
hjic-1262	123	31	data	datum	NOUN
hjic-1262	123	32	,	,	PUNCT
hjic-1262	123	33	thereby	thereby	ADV
hjic-1262	123	34	achieving	achieve	VERB
hjic-1262	123	35	a	a	DET
hjic-1262	123	36	balance	balance	NOUN
hjic-1262	123	37	between	between	ADP
hjic-1262	123	38	adaptability	adaptability	NOUN
hjic-1262	123	39	and	and	CCONJ
hjic-1262	123	40	robustness	robustness	NOUN
hjic-1262	123	41	.	.	PUNCT
hjic-1262	124	1	the	the	DET
hjic-1262	124	2	hybrid	hybrid	ADJ
hjic-1262	124	3	learning	learning	NOUN
hjic-1262	124	4	approach	approach	NOUN
hjic-1262	124	5	emerged	emerge	VERB
hjic-1262	124	6	as	as	ADP
hjic-1262	124	7	one	one	NUM
hjic-1262	124	8	of	of	ADP
hjic-1262	124	9	the	the	DET
hjic-1262	124	10	most	most	ADV
hjic-1262	124	11	effective	effective	ADJ
hjic-1262	124	12	strategies	strategy	NOUN
hjic-1262	124	13	.	.	PUNCT
hjic-1262	125	1	it	it	PRON
hjic-1262	125	2	achieved	achieve	VERB
hjic-1262	125	3	a	a	DET
hjic-1262	125	4	high	high	ADJ
hjic-1262	125	5	degree	degree	NOUN
hjic-1262	125	6	of	of	ADP
hjic-1262	125	7	accuracy	accuracy	NOUN
hjic-1262	125	8	in	in	ADP
hjic-1262	125	9	terms	term	NOUN
hjic-1262	125	10	of	of	ADP
hjic-1262	125	11	the	the	DET
hjic-1262	125	12	test	test	NOUN
hjic-1262	125	13	data	datum	NOUN
hjic-1262	125	14	,	,	PUNCT
hjic-1262	125	15	comparable	comparable	ADJ
hjic-1262	125	16	to	to	ADP
hjic-1262	125	17	the	the	DET
hjic-1262	125	18	ideal	ideal	ADJ
hjic-1262	125	19	offline	offline	ADJ
hjic-1262	125	20	model	model	NOUN
hjic-1262	125	21	,	,	PUNCT
hjic-1262	125	22	while	while	SCONJ
hjic-1262	125	23	also	also	ADV
hjic-1262	125	24	preserving	preserve	VERB
hjic-1262	125	25	the	the	DET
hjic-1262	125	26	original	original	ADJ
hjic-1262	125	27	performance	performance	NOUN
hjic-1262	125	28	of	of	ADP
hjic-1262	125	29	the	the	DET
hjic-1262	125	30	surrogate	surrogate	ADJ
hjic-1262	125	31	model	model	NOUN
hjic-1262	125	32	concerning	concern	VERB
hjic-1262	125	33	the	the	DET
hjic-1262	125	34	lhs	lhs	PROPN
hjic-1262	125	35	dataset	dataset	PROPN
hjic-1262	125	36	.	.	PUNCT
hjic-1262	126	1	this	this	PRON
hjic-1262	126	2	confirms	confirm	VERB
hjic-1262	126	3	its	its	PRON
hjic-1262	126	4	ability	ability	NOUN
hjic-1262	126	5	to	to	PART
hjic-1262	126	6	maintain	maintain	VERB
hjic-1262	126	7	previously	previously	ADV
hjic-1262	126	8	acquired	acquire	VERB
hjic-1262	126	9	knowledge	knowledge	NOUN
hjic-1262	126	10	while	while	SCONJ
hjic-1262	126	11	adapting	adapt	VERB
hjic-1262	126	12	effectively	effectively	ADV
hjic-1262	126	13	to	to	ADP
hjic-1262	126	14	new	new	ADJ
hjic-1262	126	15	conditions	condition	NOUN
hjic-1262	126	16	.	.	PUNCT
hjic-1262	127	1	the	the	DET
hjic-1262	127	2	incremental	incremental	ADJ
hjic-1262	127	3	learning	learning	NOUN
hjic-1262	127	4	strategy	strategy	NOUN
hjic-1262	127	5	also	also	ADV
hjic-1262	127	6	performed	perform	VERB
hjic-1262	127	7	strongly	strongly	ADV
hjic-1262	127	8	with	with	ADP
hjic-1262	127	9	regard	regard	NOUN
hjic-1262	127	10	to	to	ADP
hjic-1262	127	11	the	the	DET
hjic-1262	127	12	test	test	NOUN
hjic-1262	127	13	dataset	dataset	NOUN
hjic-1262	127	14	,	,	PUNCT
hjic-1262	127	15	reflecting	reflect	VERB
hjic-1262	127	16	a	a	DET
hjic-1262	127	17	high	high	ADJ
hjic-1262	127	18	level	level	NOUN
hjic-1262	127	19	of	of	ADP
hjic-1262	127	20	adaptability	adaptability	NOUN
hjic-1262	127	21	.	.	PUNCT
hjic-1262	128	1	however	however	ADV
hjic-1262	128	2	,	,	PUNCT
hjic-1262	128	3	it	it	PRON
hjic-1262	128	4	suffered	suffer	VERB
hjic-1262	128	5	a	a	DET
hjic-1262	128	6	noticeable	noticeable	ADJ
hjic-1262	128	7	drop	drop	NOUN
hjic-1262	128	8	in	in	ADP
hjic-1262	128	9	accuracy	accuracy	NOUN
hjic-1262	128	10	in	in	ADP
hjic-1262	128	11	terms	term	NOUN
hjic-1262	128	12	of	of	ADP
hjic-1262	128	13	the	the	DET
hjic-1262	128	14	original	original	ADJ
hjic-1262	128	15	lhs	lhs	PROPN
hjic-1262	128	16	dataset	dataset	PROPN
hjic-1262	128	17	,	,	PUNCT
hjic-1262	128	18	suggesting	suggest	VERB
hjic-1262	128	19	signs	sign	NOUN
hjic-1262	128	20	of	of	ADP
hjic-1262	128	21	catastrophic	catastrophic	ADJ
hjic-1262	128	22	forgetting	forgetting	NOUN
hjic-1262	128	23	.	.	PUNCT
hjic-1262	129	1	this	this	DET
hjic-1262	129	2	issue	issue	NOUN
hjic-1262	129	3	was	be	AUX
hjic-1262	129	4	partially	partially	ADV
hjic-1262	129	5	mitigated	mitigate	VERB
hjic-1262	129	6	by	by	ADP
hjic-1262	129	7	incorporating	incorporate	VERB
hjic-1262	129	8	a	a	DET
hjic-1262	129	9	1	1	NUM
hjic-1262	129	10	%	%	NOUN
hjic-1262	129	11	replay	replay	NOUN
hjic-1262	129	12	of	of	ADP
hjic-1262	129	13	the	the	DET
hjic-1262	129	14	original	original	ADJ
hjic-1262	129	15	training	training	NOUN
hjic-1262	129	16	data	datum	NOUN
hjic-1262	129	17	during	during	ADP
hjic-1262	129	18	each	each	DET
hjic-1262	129	19	update	update	NOUN
hjic-1262	129	20	cycle	cycle	NOUN
hjic-1262	129	21	.	.	PUNCT
hjic-1262	130	1	while	while	SCONJ
hjic-1262	130	2	this	this	DET
hjic-1262	130	3	replay	replay	NOUN
hjic-1262	130	4	strategy	strategy	NOUN
hjic-1262	130	5	helped	helped	AUX
hjic-1262	130	6	preserve	preserve	VERB
hjic-1262	130	7	the	the	DET
hjic-1262	130	8	level	level	NOUN
hjic-1262	130	9	of	of	ADP
hjic-1262	130	10	performance	performance	NOUN
hjic-1262	130	11	in	in	ADP
hjic-1262	130	12	terms	term	NOUN
hjic-1262	130	13	of	of	ADP
hjic-1262	130	14	the	the	DET
hjic-1262	130	15	original	original	ADJ
hjic-1262	130	16	dataset	dataset	NOUN
hjic-1262	130	17	,	,	PUNCT
hjic-1262	130	18	it	it	PRON
hjic-1262	130	19	introduced	introduce	VERB
hjic-1262	130	20	a	a	DET
hjic-1262	130	21	slight	slight	ADJ
hjic-1262	130	22	reduction	reduction	NOUN
hjic-1262	130	23	in	in	ADP
hjic-1262	130	24	predictive	predictive	ADJ
hjic-1262	130	25	accuracy	accuracy	NOUN
hjic-1262	130	26	with	with	ADP
hjic-1262	130	27	regard	regard	NOUN
hjic-1262	130	28	to	to	ADP
hjic-1262	130	29	the	the	DET
hjic-1262	130	30	test	test	NOUN
hjic-1262	130	31	data	datum	NOUN
hjic-1262	130	32	—	—	PUNCT
hjic-1262	130	33	highlighting	highlight	VERB
hjic-1262	130	34	the	the	DET
hjic-1262	130	35	trade	trade	NOUN
hjic-1262	130	36	-	-	PUNCT
hjic-1262	130	37	off	off	NOUN
hjic-1262	130	38	between	between	ADP
hjic-1262	130	39	retaining	retain	VERB
hjic-1262	130	40	old	old	ADJ
hjic-1262	130	41	knowledge	knowledge	NOUN
hjic-1262	130	42	and	and	CCONJ
hjic-1262	130	43	adapting	adapt	VERB
hjic-1262	130	44	to	to	ADP
hjic-1262	130	45	new	new	ADJ
hjic-1262	130	46	trends	trend	NOUN
hjic-1262	130	47	.	.	PUNCT
hjic-1262	131	1	on	on	ADP
hjic-1262	131	2	the	the	DET
hjic-1262	131	3	other	other	ADJ
hjic-1262	131	4	hand	hand	NOUN
hjic-1262	131	5	,	,	PUNCT
hjic-1262	131	6	the	the	DET
hjic-1262	131	7	cumulative	cumulative	ADJ
hjic-1262	131	8	learning	learning	NOUN
hjic-1262	131	9	strategy	strategy	NOUN
hjic-1262	131	10	prioritized	prioritize	VERB
hjic-1262	131	11	retention	retention	NOUN
hjic-1262	131	12	of	of	ADP
hjic-1262	131	13	the	the	DET
hjic-1262	131	14	original	original	ADJ
hjic-1262	131	15	training	training	NOUN
hjic-1262	131	16	data	datum	NOUN
hjic-1262	131	17	and	and	CCONJ
hjic-1262	131	18	achieved	achieve	VERB
hjic-1262	131	19	similar	similar	ADJ
hjic-1262	131	20	levels	level	NOUN
hjic-1262	131	21	of	of	ADP
hjic-1262	131	22	accuracy	accuracy	NOUN
hjic-1262	131	23	in	in	ADP
hjic-1262	131	24	terms	term	NOUN
hjic-1262	131	25	of	of	ADP
hjic-1262	131	26	the	the	DET
hjic-1262	131	27	lhs	lhs	PROPN
hjic-1262	131	28	dataset	dataset	PROPN
hjic-1262	131	29	.	.	PUNCT
hjic-1262	132	1	however	however	ADV
hjic-1262	132	2	,	,	PUNCT
hjic-1262	132	3	this	this	PRON
hjic-1262	132	4	came	come	VERB
hjic-1262	132	5	at	at	ADP
hjic-1262	132	6	the	the	DET
hjic-1262	132	7	cost	cost	NOUN
hjic-1262	132	8	of	of	ADP
hjic-1262	132	9	a	a	DET
hjic-1262	132	10	lower	low	ADJ
hjic-1262	132	11	level	level	NOUN
hjic-1262	132	12	of	of	ADP
hjic-1262	132	13	performance	performance	NOUN
hjic-1262	132	14	regarding	regard	VERB
hjic-1262	132	15	the	the	DET
hjic-1262	132	16	test	test	NOUN
hjic-1262	132	17	dataset	dataset	VERB
hjic-1262	132	18	as	as	SCONJ
hjic-1262	132	19	the	the	DET
hjic-1262	132	20	large	large	ADJ
hjic-1262	132	21	volume	volume	NOUN
hjic-1262	132	22	of	of	ADP
hjic-1262	132	23	historical	historical	ADJ
hjic-1262	132	24	data	datum	NOUN
hjic-1262	132	25	overshadowed	overshadow	VERB
hjic-1262	132	26	the	the	DET
hjic-1262	132	27	influence	influence	NOUN
hjic-1262	132	28	of	of	ADP
hjic-1262	132	29	the	the	DET
hjic-1262	132	30	newly	newly	ADV
hjic-1262	132	31	acquired	acquire	VERB
hjic-1262	132	32	samples	sample	NOUN
hjic-1262	132	33	,	,	PUNCT
hjic-1262	132	34	thereby	thereby	ADV
hjic-1262	132	35	reducing	reduce	VERB
hjic-1262	132	36	its	its	PRON
hjic-1262	132	37	ability	ability	NOUN
hjic-1262	132	38	to	to	PART
hjic-1262	132	39	adapt	adapt	VERB
hjic-1262	132	40	swiftly	swiftly	ADV
hjic-1262	132	41	to	to	ADP
hjic-1262	132	42	evolving	evolve	VERB
hjic-1262	132	43	process	process	NOUN
hjic-1262	132	44	conditions	condition	NOUN
hjic-1262	132	45	.	.	PUNCT
hjic-1262	133	1	the	the	DET
hjic-1262	133	2	mini	mini	NOUN
hjic-1262	133	3	-	-	NOUN
hjic-1262	133	4	batch	batch	ADJ
hjic-1262	133	5	learning	learning	NOUN
hjic-1262	133	6	method	method	NOUN
hjic-1262	133	7	,	,	PUNCT
hjic-1262	133	8	while	while	SCONJ
hjic-1262	133	9	showing	show	VERB
hjic-1262	133	10	a	a	DET
hjic-1262	133	11	modest	modest	ADJ
hjic-1262	133	12	degree	degree	NOUN
hjic-1262	133	13	of	of	ADP
hjic-1262	133	14	improvement	improvement	NOUN
hjic-1262	133	15	compared	compare	VERB
hjic-1262	133	16	to	to	ADP
hjic-1262	133	17	the	the	DET
hjic-1262	133	18	baseline	baseline	NOUN
hjic-1262	133	19	on	on	ADP
hjic-1262	133	20	the	the	DET
hjic-1262	133	21	test	test	NOUN
hjic-1262	133	22	dataset	dataset	NOUN
hjic-1262	133	23	,	,	PUNCT
hjic-1262	133	24	yielded	yield	VERB
hjic-1262	133	25	the	the	DET
hjic-1262	133	26	lowest	low	ADJ
hjic-1262	133	27	level	level	NOUN
hjic-1262	133	28	of	of	ADP
hjic-1262	133	29	accuracy	accuracy	NOUN
hjic-1262	133	30	during	during	ADP
hjic-1262	133	31	the	the	DET
hjic-1262	133	32	test	test	NOUN
hjic-1262	133	33	among	among	ADP
hjic-1262	133	34	the	the	DET
hjic-1262	133	35	tested	test	VERB
hjic-1262	133	36	approaches	approach	NOUN
hjic-1262	133	37	.	.	PUNCT
hjic-1262	134	1	additionally	additionally	ADV
hjic-1262	134	2	,	,	PUNCT
hjic-1262	134	3	infrequent	infrequent	ADJ
hjic-1262	134	4	updates	update	NOUN
hjic-1262	134	5	to	to	ADP
hjic-1262	134	6	this	this	DET
hjic-1262	134	7	model	model	NOUN
hjic-1262	134	8	were	be	AUX
hjic-1262	134	9	insufficient	insufficient	ADJ
hjic-1262	134	10	to	to	PART
hjic-1262	134	11	maintain	maintain	VERB
hjic-1262	134	12	robustness	robustness	NOUN
hjic-1262	134	13	in	in	ADP
hjic-1262	134	14	terms	term	NOUN
hjic-1262	134	15	of	of	ADP
hjic-1262	134	16	the	the	DET
hjic-1262	134	17	original	original	ADJ
hjic-1262	134	18	dataset	dataset	NOUN
hjic-1262	134	19	,	,	PUNCT
hjic-1262	134	20	resulting	result	VERB
hjic-1262	134	21	in	in	ADP
hjic-1262	134	22	a	a	DET
hjic-1262	134	23	suboptimal	suboptimal	ADJ
hjic-1262	134	24	level	level	NOUN
hjic-1262	134	25	of	of	ADP
hjic-1262	134	26	performance	performance	NOUN
hjic-1262	134	27	with	with	ADP
hjic-1262	134	28	regard	regard	NOUN
hjic-1262	134	29	to	to	ADP
hjic-1262	134	30	both	both	DET
hjic-1262	134	31	adaptability	adaptability	NOUN
hjic-1262	134	32	and	and	CCONJ
hjic-1262	134	33	robustness	robustness	NOUN
hjic-1262	134	34	.	.	PUNCT
hjic-1262	135	1	in	in	ADP
hjic-1262	135	2	summary	summary	NOUN
hjic-1262	135	3	,	,	PUNCT
hjic-1262	135	4	the	the	DET
hjic-1262	135	5	hybrid	hybrid	ADJ
hjic-1262	135	6	learning	learning	NOUN
hjic-1262	135	7	method	method	NOUN
hjic-1262	135	8	demonstrated	demonstrate	VERB
hjic-1262	135	9	the	the	DET
hjic-1262	135	10	most	most	ADV
hjic-1262	135	11	effective	effective	ADJ
hjic-1262	135	12	trade	trade	NOUN
hjic-1262	135	13	-	-	PUNCT
hjic-1262	135	14	off	off	NOUN
hjic-1262	135	15	between	between	ADP
hjic-1262	135	16	adaptability	adaptability	NOUN
hjic-1262	135	17	and	and	CCONJ
hjic-1262	135	18	robustness	robustness	NOUN
hjic-1262	135	19	,	,	PUNCT
hjic-1262	135	20	achieving	achieve	VERB
hjic-1262	135	21	a	a	DET
hjic-1262	135	22	strong	strong	ADJ
hjic-1262	135	23	level	level	NOUN
hjic-1262	135	24	of	of	ADP
hjic-1262	135	25	accuracy	accuracy	NOUN
hjic-1262	135	26	in	in	ADP
hjic-1262	135	27	terms	term	NOUN
hjic-1262	135	28	of	of	ADP
hjic-1262	135	29	the	the	DET
hjic-1262	135	30	test	test	NOUN
hjic-1262	135	31	dataset	dataset	VERB
hjic-1262	135	32	as	as	SCONJ
hjic-1262	135	33	shown	show	VERB
hjic-1262	135	34	in	in	ADP
hjic-1262	135	35	figure	figure	NOUN
hjic-1262	135	36	9	9	NUM
hjic-1262	135	37	and	and	CCONJ
hjic-1262	135	38	still	still	ADV
hjic-1262	135	39	a	a	DET
hjic-1262	135	40	good	good	ADJ
hjic-1262	135	41	degree	degree	NOUN
hjic-1262	135	42	of	of	ADP
hjic-1262	135	43	accuracy	accuracy	NOUN
hjic-1262	135	44	with	with	ADP
hjic-1262	135	45	regard	regard	NOUN
hjic-1262	135	46	to	to	ADP
hjic-1262	135	47	the	the	DET
hjic-1262	135	48	original	original	ADJ
hjic-1262	135	49	dataset	dataset	NOUN
hjic-1262	135	50	shown	show	VERB
hjic-1262	135	51	in	in	ADP
hjic-1262	135	52	figure	figure	NOUN
hjic-1262	135	53	8	8	NUM
hjic-1262	135	54	.	.	PUNCT
hjic-1262	136	1	incremental	incremental	ADJ
hjic-1262	136	2	learning	learning	NOUN
hjic-1262	136	3	offered	offer	VERB
hjic-1262	136	4	a	a	DET
hjic-1262	136	5	strong	strong	ADJ
hjic-1262	136	6	level	level	NOUN
hjic-1262	136	7	of	of	ADP
hjic-1262	136	8	adaptability	adaptability	NOUN
hjic-1262	136	9	but	but	CCONJ
hjic-1262	136	10	required	require	VERB
hjic-1262	136	11	mitigation	mitigation	NOUN
hjic-1262	136	12	strategies	strategy	NOUN
hjic-1262	136	13	to	to	PART
hjic-1262	136	14	preserve	preserve	VERB
hjic-1262	136	15	older	old	ADJ
hjic-1262	136	16	knowledge	knowledge	NOUN
hjic-1262	136	17	.	.	PUNCT
hjic-1262	137	1	cumulative	cumulative	ADJ
hjic-1262	137	2	learning	learning	NOUN
hjic-1262	137	3	ensured	ensure	VERB
hjic-1262	137	4	robustness	robustness	NOUN
hjic-1262	137	5	but	but	CCONJ
hjic-1262	137	6	limited	limited	ADJ
hjic-1262	137	7	adaptability	adaptability	NOUN
hjic-1262	137	8	,	,	PUNCT
hjic-1262	137	9	while	while	SCONJ
hjic-1262	137	10	mini	mini	NOUN
hjic-1262	137	11	-	-	NOUN
hjic-1262	137	12	batch	batch	NOUN
hjic-1262	137	13	learning	learning	NOUN
hjic-1262	137	14	lagged	lag	VERB
hjic-1262	137	15	behind	behind	ADP
hjic-1262	137	16	due	due	ADP
hjic-1262	137	17	to	to	ADP
hjic-1262	137	18	its	its	PRON
hjic-1262	137	19	delayed	delay	VERB
hjic-1262	137	20	response	response	NOUN
hjic-1262	137	21	to	to	ADP
hjic-1262	137	22	new	new	ADJ
hjic-1262	137	23	data	datum	NOUN
hjic-1262	137	24	.	.	PUNCT
hjic-1262	138	1	5	5	X
hjic-1262	138	2	.	.	X
hjic-1262	138	3	conclusions	conclusion	NOUN
hjic-1262	138	4	the	the	DET
hjic-1262	138	5	proposed	propose	VERB
hjic-1262	138	6	online	online	NOUN
hjic-1262	138	7	learning	learning	NOUN
hjic-1262	138	8	approaches	approach	NOUN
hjic-1262	138	9	demonstrate	demonstrate	VERB
hjic-1262	138	10	significant	significant	ADJ
hjic-1262	138	11	potential	potential	NOUN
hjic-1262	138	12	in	in	ADP
hjic-1262	138	13	terms	term	NOUN
hjic-1262	138	14	of	of	ADP
hjic-1262	138	15	enhancing	enhance	VERB
hjic-1262	138	16	the	the	DET
hjic-1262	138	17	adaptability	adaptability	NOUN
hjic-1262	138	18	of	of	ADP
hjic-1262	138	19	surrogate	surrogate	ADJ
hjic-1262	138	20	models	model	NOUN
hjic-1262	138	21	under	under	ADP
hjic-1262	138	22	evolving	evolve	VERB
hjic-1262	138	23	operating	operate	VERB
hjic-1262	138	24	conditions	condition	NOUN
hjic-1262	138	25	.	.	PUNCT
hjic-1262	139	1	all	all	DET
hjic-1262	139	2	the	the	DET
hjic-1262	139	3	investigated	investigate	VERB
hjic-1262	139	4	methods	method	NOUN
hjic-1262	139	5	contributed	contribute	VERB
hjic-1262	139	6	to	to	PART
hjic-1262	139	7	refining	refine	VERB
hjic-1262	139	8	the	the	DET
hjic-1262	139	9	base	base	NOUN
hjic-1262	139	10	surrogate	surrogate	ADJ
hjic-1262	139	11	model	model	NOUN
hjic-1262	139	12	by	by	ADP
hjic-1262	139	13	enabling	enable	VERB
hjic-1262	139	14	effective	effective	ADJ
hjic-1262	139	15	adaptation	adaptation	NOUN
hjic-1262	139	16	to	to	ADP
hjic-1262	139	17	new	new	ADJ
hjic-1262	139	18	data	datum	NOUN
hjic-1262	139	19	.	.	PUNCT
hjic-1262	140	1	a	a	DET
hjic-1262	140	2	critical	critical	ADJ
hjic-1262	140	3	challenge	challenge	NOUN
hjic-1262	140	4	in	in	ADP
hjic-1262	140	5	online	online	ADJ
hjic-1262	140	6	learning	learning	NOUN
hjic-1262	140	7	is	be	AUX
hjic-1262	140	8	the	the	DET
hjic-1262	140	9	preservation	preservation	NOUN
hjic-1262	140	10	of	of	ADP
hjic-1262	140	11	previously	previously	ADV
hjic-1262	140	12	acquired	acquire	VERB
hjic-1262	140	13	knowledge	knowledge	NOUN
hjic-1262	140	14	,	,	PUNCT
hjic-1262	140	15	which	which	PRON
hjic-1262	140	16	was	be	AUX
hjic-1262	140	17	successfully	successfully	ADV
hjic-1262	140	18	addressed	address	VERB
hjic-1262	140	19	by	by	ADP
hjic-1262	140	20	the	the	DET
hjic-1262	140	21	hybrid	hybrid	NOUN
hjic-1262	140	22	approach	approach	NOUN
hjic-1262	140	23	,	,	PUNCT
hjic-1262	140	24	combining	combine	VERB
hjic-1262	140	25	the	the	DET
hjic-1262	140	26	strengths	strength	NOUN
hjic-1262	140	27	of	of	ADP
hjic-1262	140	28	both	both	CCONJ
hjic-1262	140	29	incremental	incremental	ADJ
hjic-1262	140	30	and	and	CCONJ
hjic-1262	140	31	cumulative	cumulative	ADJ
hjic-1262	140	32	learning	learning	NOUN
hjic-1262	140	33	strategies	strategy	NOUN
hjic-1262	140	34	.	.	PUNCT
hjic-1262	141	1	additionally	additionally	ADV
hjic-1262	141	2	,	,	PUNCT
hjic-1262	141	3	in	in	ADP
hjic-1262	141	4	terms	term	NOUN
hjic-1262	141	5	of	of	ADP
hjic-1262	141	6	incremental	incremental	ADJ
hjic-1262	141	7	learning	learning	NOUN
hjic-1262	141	8	,	,	PUNCT
hjic-1262	141	9	a	a	DET
hjic-1262	141	10	small	small	ADJ
hjic-1262	141	11	replay	replay	NOUN
hjic-1262	141	12	,	,	PUNCT
hjic-1262	141	13	1	1	NUM
hjic-1262	141	14	%	%	NOUN
hjic-1262	141	15	in	in	ADP
hjic-1262	141	16	this	this	DET
hjic-1262	141	17	use	use	NOUN
hjic-1262	141	18	case	case	NOUN
hjic-1262	141	19	,	,	PUNCT
hjic-1262	141	20	of	of	ADP
hjic-1262	141	21	the	the	DET
hjic-1262	141	22	original	original	ADJ
hjic-1262	141	23	training	training	NOUN
hjic-1262	141	24	data	datum	NOUN
hjic-1262	141	25	is	be	AUX
hjic-1262	141	26	incorporated	incorporate	VERB
hjic-1262	141	27	during	during	ADP
hjic-1262	141	28	each	each	DET
hjic-1262	141	29	update	update	NOUN
hjic-1262	141	30	cycle	cycle	NOUN
hjic-1262	141	31	,	,	PUNCT
hjic-1262	141	32	ensuring	ensure	VERB
hjic-1262	141	33	that	that	SCONJ
hjic-1262	141	34	essential	essential	ADJ
hjic-1262	141	35	past	past	ADJ
hjic-1262	141	36	information	information	NOUN
hjic-1262	141	37	is	be	AUX
hjic-1262	141	38	retained	retain	VERB
hjic-1262	141	39	while	while	SCONJ
hjic-1262	141	40	allowing	allow	VERB
hjic-1262	141	41	the	the	DET
hjic-1262	141	42	model	model	NOUN
hjic-1262	141	43	to	to	PART
hjic-1262	141	44	adapt	adapt	VERB
hjic-1262	141	45	to	to	ADP
hjic-1262	141	46	new	new	ADJ
hjic-1262	141	47	data	datum	NOUN
hjic-1262	141	48	.	.	PUNCT
hjic-1262	142	1	achieving	achieve	VERB
hjic-1262	142	2	an	an	DET
hjic-1262	142	3	optimal	optimal	ADJ
hjic-1262	142	4	trade	trade	NOUN
hjic-1262	142	5	-	-	PUNCT
hjic-1262	142	6	off	off	NOUN
hjic-1262	142	7	between	between	ADP
hjic-1262	142	8	adaptability	adaptability	NOUN
hjic-1262	142	9	and	and	CCONJ
hjic-1262	142	10	robustness	robustness	NOUN
hjic-1262	142	11	requires	require	VERB
hjic-1262	142	12	careful	careful	ADJ
hjic-1262	142	13	calibration	calibration	NOUN
hjic-1262	142	14	of	of	ADP
hjic-1262	142	15	the	the	DET
hjic-1262	142	16	online	online	ADJ
hjic-1262	142	17	learning	learning	NOUN
hjic-1262	142	18	process	process	NOUN
hjic-1262	142	19	.	.	PUNCT
hjic-1262	143	1	in	in	ADP
hjic-1262	143	2	particular	particular	ADJ
hjic-1262	143	3	,	,	PUNCT
hjic-1262	143	4	setting	set	VERB
hjic-1262	143	5	a	a	DET
hjic-1262	143	6	realistic	realistic	ADJ
hjic-1262	143	7	accuracy	accuracy	NOUN
hjic-1262	143	8	threshold	threshold	NOUN
hjic-1262	143	9	is	be	AUX
hjic-1262	143	10	essential	essential	ADJ
hjic-1262	143	11	,	,	PUNCT
hjic-1262	143	12	namely	namely	ADV
hjic-1262	143	13	one	one	NOUN
hjic-1262	143	14	that	that	PRON
hjic-1262	143	15	reflects	reflect	VERB
hjic-1262	143	16	the	the	DET
hjic-1262	143	17	practical	practical	ADJ
hjic-1262	143	18	requirements	requirement	NOUN
hjic-1262	143	19	necessary	necessary	ADJ
hjic-1262	143	20	to	to	PART
hjic-1262	143	21	implement	implement	VERB
hjic-1262	143	22	the	the	DET
hjic-1262	143	23	surrogate	surrogate	ADJ
hjic-1262	143	24	model	model	NOUN
hjic-1262	143	25	.	.	PUNCT
hjic-1262	144	1	it	it	PRON
hjic-1262	144	2	is	be	AUX
hjic-1262	144	3	important	important	ADJ
hjic-1262	144	4	to	to	PART
hjic-1262	144	5	recognize	recognize	VERB
hjic-1262	144	6	that	that	SCONJ
hjic-1262	144	7	pursuing	pursue	VERB
hjic-1262	144	8	the	the	DET
hjic-1262	144	9	highest	high	ADJ
hjic-1262	144	10	possible	possible	ADJ
hjic-1262	144	11	level	level	NOUN
hjic-1262	144	12	of	of	ADP
hjic-1262	144	13	accuracy	accuracy	NOUN
hjic-1262	144	14	does	do	AUX
hjic-1262	144	15	not	not	PART
hjic-1262	144	16	always	always	ADV
hjic-1262	144	17	translate	translate	VERB
hjic-1262	144	18	into	into	ADP
hjic-1262	144	19	improved	improved	ADJ
hjic-1262	144	20	practical	practical	ADJ
hjic-1262	144	21	outcomes	outcome	NOUN
hjic-1262	144	22	and	and	CCONJ
hjic-1262	144	23	may	may	AUX
hjic-1262	144	24	,	,	PUNCT
hjic-1262	144	25	in	in	ADP
hjic-1262	144	26	fact	fact	NOUN
hjic-1262	144	27	,	,	PUNCT
hjic-1262	144	28	increase	increase	VERB
hjic-1262	144	29	the	the	DET
hjic-1262	144	30	risk	risk	NOUN
hjic-1262	144	31	of	of	ADP
hjic-1262	144	32	overfitting	overfitte	VERB
hjic-1262	144	33	.	.	PUNCT
hjic-1262	145	1	therefore	therefore	ADV
hjic-1262	145	2	,	,	PUNCT
hjic-1262	145	3	the	the	DET
hjic-1262	145	4	design	design	NOUN
hjic-1262	145	5	of	of	ADP
hjic-1262	145	6	online	online	ADJ
hjic-1262	145	7	learning	learning	NOUN
hjic-1262	145	8	strategies	strategy	NOUN
hjic-1262	145	9	should	should	AUX
hjic-1262	145	10	consider	consider	VERB
hjic-1262	145	11	both	both	CCONJ
hjic-1262	145	12	the	the	DET
hjic-1262	145	13	enhancement	enhancement	NOUN
hjic-1262	145	14	of	of	ADP
hjic-1262	145	15	performance	performance	NOUN
hjic-1262	145	16	and	and	CCONJ
hjic-1262	145	17	long	long	ADJ
hjic-1262	145	18	-	-	PUNCT
hjic-1262	145	19	term	term	NOUN
hjic-1262	145	20	stability	stability	NOUN
hjic-1262	145	21	of	of	ADP
hjic-1262	145	22	the	the	DET
hjic-1262	145	23	model	model	NOUN
hjic-1262	145	24	in	in	ADP
hjic-1262	145	25	order	order	NOUN
hjic-1262	145	26	to	to	PART
hjic-1262	145	27	be	be	AUX
hjic-1262	145	28	reliably	reliably	ADV
hjic-1262	145	29	deployed	deploy	VERB
hjic-1262	145	30	in	in	ADP
hjic-1262	145	31	real	real	ADJ
hjic-1262	145	32	-	-	PUNCT
hjic-1262	145	33	world	world	NOUN
hjic-1262	145	34	industrial	industrial	ADJ
hjic-1262	145	35	systems	system	NOUN
hjic-1262	145	36	.	.	PUNCT
hjic-1262	146	1	additionally	additionally	ADV
hjic-1262	146	2	,	,	PUNCT
hjic-1262	146	3	ongoing	ongoing	ADJ
hjic-1262	146	4	monitoring	monitoring	NOUN
hjic-1262	146	5	of	of	ADP
hjic-1262	146	6	model	model	NOUN
hjic-1262	146	7	performance	performance	NOUN
hjic-1262	146	8	is	be	AUX
hjic-1262	146	9	essential	essential	ADJ
hjic-1262	146	10	to	to	PART
hjic-1262	146	11	maintain	maintain	VERB
hjic-1262	146	12	its	its	PRON
hjic-1262	146	13	credibility	credibility	NOUN
hjic-1262	146	14	and	and	CCONJ
hjic-1262	146	15	ensure	ensure	VERB
hjic-1262	146	16	it	it	PRON
hjic-1262	146	17	continues	continue	VERB
hjic-1262	146	18	to	to	PART
hjic-1262	146	19	meet	meet	VERB
hjic-1262	146	20	operational	operational	ADJ
hjic-1262	146	21	requirements	requirement	NOUN
hjic-1262	146	22	.	.	PUNCT
hjic-1262	147	1	figure	figure	VERB
hjic-1262	147	2	9	9	NUM
hjic-1262	147	3	:	:	PUNCT
hjic-1262	147	4	comparison	comparison	NOUN
hjic-1262	147	5	of	of	ADP
hjic-1262	147	6	the	the	DET
hjic-1262	147	7	accuracy	accuracy	NOUN
hjic-1262	147	8	of	of	ADP
hjic-1262	147	9	the	the	DET
hjic-1262	147	10	base	base	NOUN
hjic-1262	147	11	model	model	NOUN
hjic-1262	147	12	and	and	CCONJ
hjic-1262	147	13	hybrid	hybrid	ADJ
hjic-1262	147	14	learning	learning	NOUN
hjic-1262	147	15	model	model	NOUN
hjic-1262	147	16	with	with	ADP
hjic-1262	147	17	regard	regard	NOUN
hjic-1262	147	18	to	to	ADP
hjic-1262	147	19	the	the	DET
hjic-1262	147	20	online	online	ADJ
hjic-1262	147	21	test	test	NOUN
hjic-1262	147	22	data	datum	NOUN
hjic-1262	147	23	online	online	ADV
hjic-1262	147	24	learning	learning	NOUN
hjic-1262	147	25	for	for	ADP
hjic-1262	147	26	surrogate	surrogate	ADJ
hjic-1262	147	27	model	model	NOUN
hjic-1262	147	28	maintenance	maintenance	NOUN
hjic-1262	147	29	53(2	53(2	NUM
hjic-1262	147	30	)	)	PUNCT
hjic-1262	147	31	pp	pp	ADV
hjic-1262	147	32	.	.	PUNCT
hjic-1262	148	1	37–43	37–43	NUM
hjic-1262	148	2	(	(	PUNCT
hjic-1262	148	3	2025	2025	NUM
hjic-1262	148	4	)	)	PUNCT
hjic-1262	148	5	43	43	NUM
hjic-1262	148	6	acknowledgements	acknowledgement	NOUN
hjic-1262	148	7	this	this	DET
hjic-1262	148	8	work	work	NOUN
hjic-1262	148	9	was	be	AUX
hjic-1262	148	10	supported	support	VERB
hjic-1262	148	11	by	by	ADP
hjic-1262	148	12	the	the	DET
hjic-1262	148	13	cooperative	cooperative	ADJ
hjic-1262	148	14	doctoral	doctoral	ADJ
hjic-1262	148	15	programme	programme	NOUN
hjic-1262	148	16	of	of	ADP
hjic-1262	148	17	the	the	DET
hjic-1262	148	18	university	university	NOUN
hjic-1262	148	19	research	research	NOUN
hjic-1262	148	20	scholarship	scholarship	NOUN
hjic-1262	148	21	programme	programme	NOUN
hjic-1262	148	22	headed	head	VERB
hjic-1262	148	23	up	up	ADP
hjic-1262	148	24	by	by	ADP
hjic-1262	148	25	the	the	DET
hjic-1262	148	26	ministry	ministry	PROPN
hjic-1262	148	27	of	of	ADP
hjic-1262	148	28	culture	culture	NOUN
hjic-1262	148	29	and	and	CCONJ
hjic-1262	148	30	innovation	innovation	NOUN
hjic-1262	148	31	and	and	CCONJ
hjic-1262	148	32	financed	finance	VERB
hjic-1262	148	33	by	by	ADP
hjic-1262	148	34	the	the	DET
hjic-1262	148	35	national	national	ADJ
hjic-1262	148	36	research	research	PROPN
hjic-1262	148	37	,	,	PUNCT
hjic-1262	148	38	development	development	NOUN
hjic-1262	148	39	and	and	CCONJ
hjic-1262	148	40	innovation	innovation	NOUN
hjic-1262	148	41	fund	fund	NOUN
hjic-1262	148	42	(	(	PUNCT
hjic-1262	148	43	2024	2024	NUM
hjic-1262	148	44	-	-	SYM
hjic-1262	148	45	2.1.2	2.1.2	NUM
hjic-1262	148	46	-	-	PUNCT
hjic-1262	148	47	eköpkdp-2024	eköpkdp-2024	NOUN
hjic-1262	148	48	-	-	PUNCT
hjic-1262	148	49	00017/1	00017/1	NUM
hjic-1262	148	50	)	)	PUNCT
hjic-1262	148	51	.	.	PUNCT
hjic-1262	149	1	references	reference	NOUN
hjic-1262	149	2	[	[	X
hjic-1262	149	3	1	1	NUM
hjic-1262	149	4	]	]	PUNCT
hjic-1262	149	5	tarcsay	tarcsay	PROPN
hjic-1262	149	6	,	,	PUNCT
hjic-1262	149	7	b.l	b.l	PROPN
hjic-1262	149	8	.	.	PROPN
hjic-1262	149	9	;	;	PUNCT
hjic-1262	149	10	bárkányi	bárkányi	PROPN
hjic-1262	149	11	,	,	PUNCT
hjic-1262	149	12	á	á	PROPN
hjic-1262	149	13	.	.	PROPN
hjic-1262	149	14	;	;	PUNCT
hjic-1262	149	15	chován	chován	PROPN
hjic-1262	149	16	,	,	PUNCT
hjic-1262	149	17	t.	t.	PROPN
hjic-1262	149	18	;	;	PUNCT
hjic-1262	149	19	németh	németh	PROPN
hjic-1262	149	20	,	,	PUNCT
hjic-1262	149	21	s.	s.	PROPN
hjic-1262	149	22	:	:	PUNCT
hjic-1262	149	23	development	development	NOUN
hjic-1262	149	24	of	of	ADP
hjic-1262	149	25	compartment	compartment	NOUN
hjic-1262	149	26	models	model	NOUN
hjic-1262	149	27	for	for	ADP
hjic-1262	149	28	diagnostic	diagnostic	ADJ
hjic-1262	149	29	purposes	purpose	NOUN
hjic-1262	149	30	,	,	PUNCT
hjic-1262	149	31	hung	hung	PROPN
hjic-1262	149	32	.	.	PUNCT
hjic-1262	150	1	j.	j.	PROPN
hjic-1262	150	2	ind	ind	PROPN
hjic-1262	150	3	.	.	PUNCT
hjic-1262	151	1	chem	chem	PROPN
hjic-1262	151	2	.	.	PUNCT
hjic-1262	151	3	,	,	PUNCT
hjic-1262	151	4	2021	2021	NUM
hjic-1262	151	5	,	,	PUNCT
hjic-1262	151	6	49(1	49(1	NOUN
hjic-1262	151	7	)	)	PUNCT
hjic-1262	151	8	,	,	PUNCT
hjic-1262	151	9	47–58	47–58	NOUN
hjic-1262	151	10	,	,	PUNCT
hjic-1262	151	11	doi	doi	NOUN
hjic-1262	151	12	:	:	PUNCT
hjic-1262	151	13	10.33927	10.33927	NUM
hjic-1262	151	14	/	/	SYM
hjic-1262	151	15	hjic-2021	hjic-2021	NOUN
hjic-1262	151	16	-	-	NOUN
hjic-1262	151	17	07	07	NUM
hjic-1262	152	1	[	[	X
hjic-1262	152	2	2	2	NUM
hjic-1262	152	3	]	]	X
hjic-1262	152	4	dimian	dimian	ADJ
hjic-1262	152	5	,	,	PUNCT
hjic-1262	152	6	a.c	a.c	PROPN
hjic-1262	152	7	.	.	PROPN
hjic-1262	152	8	;	;	PUNCT
hjic-1262	152	9	bildea	bildea	PROPN
hjic-1262	152	10	,	,	PUNCT
hjic-1262	152	11	c.s	c.s	PROPN
hjic-1262	152	12	.	.	PROPN
hjic-1262	152	13	;	;	PUNCT
hjic-1262	152	14	kiss	kiss	PROPN
hjic-1262	152	15	,	,	PUNCT
hjic-1262	152	16	a.a	a.a	PROPN
hjic-1262	152	17	.	.	PROPN
hjic-1262	152	18	:	:	PUNCT
hjic-1262	153	1	chapter	chapter	NOUN
hjic-1262	153	2	2	2	NUM
hjic-1262	153	3	introduction	introduction	NOUN
hjic-1262	153	4	in	in	ADP
hjic-1262	153	5	process	process	NOUN
hjic-1262	153	6	simulation	simulation	NOUN
hjic-1262	153	7	,	,	PUNCT
hjic-1262	153	8	in	in	ADP
hjic-1262	153	9	:	:	PUNCT
hjic-1262	153	10	computer	computer	NOUN
hjic-1262	153	11	aided	aid	VERB
hjic-1262	153	12	chemical	chemical	NOUN
hjic-1262	153	13	engineering	engineering	NOUN
hjic-1262	153	14	:	:	PUNCT
hjic-1262	153	15	integrated	integrate	VERB
hjic-1262	153	16	design	design	NOUN
hjic-1262	153	17	and	and	CCONJ
hjic-1262	153	18	simulation	simulation	NOUN
hjic-1262	153	19	of	of	ADP
hjic-1262	153	20	chemical	chemical	NOUN
hjic-1262	153	21	processes	process	NOUN
hjic-1262	153	22	,	,	PUNCT
hjic-1262	153	23	dimian	dimian	PROPN
hjic-1262	153	24	,	,	PUNCT
hjic-1262	153	25	a.c	a.c	PROPN
hjic-1262	153	26	.	.	PROPN
hjic-1262	153	27	;	;	PUNCT
hjic-1262	153	28	bildea	bildea	PROPN
hjic-1262	153	29	,	,	PUNCT
hjic-1262	153	30	c.s	c.s	PROPN
hjic-1262	153	31	.	.	PROPN
hjic-1262	153	32	;	;	PUNCT
hjic-1262	153	33	kiss	kiss	PROPN
hjic-1262	153	34	,	,	PUNCT
hjic-1262	153	35	a.a	a.a	PROPN
hjic-1262	153	36	.	.	PROPN
hjic-1262	153	37	(	(	PUNCT
hjic-1262	153	38	eds	ed	NOUN
hjic-1262	153	39	.	.	PUNCT
hjic-1262	153	40	)	)	PUNCT
hjic-1262	154	1	(	(	PUNCT
hjic-1262	154	2	elsevier	elsevier	NOUN
hjic-1262	154	3	)	)	PUNCT
hjic-1262	154	4	,	,	PUNCT
hjic-1262	154	5	2014	2014	NUM
hjic-1262	154	6	,	,	PUNCT
hjic-1262	154	7	35	35	NUM
hjic-1262	154	8	,	,	PUNCT
hjic-1262	154	9	pp	pp	ADJ
hjic-1262	154	10	.	.	PUNCT
hjic-1262	155	1	35–71	35–71	NUM
hjic-1262	155	2	,	,	PUNCT
hjic-1262	155	3	doi	doi	NOUN
hjic-1262	155	4	:	:	PUNCT
hjic-1262	155	5	10.1016	10.1016	NUM
hjic-1262	155	6	/	/	SYM
hjic-1262	155	7	b978	b978	NUM
hjic-1262	155	8	-	-	PUNCT
hjic-1262	155	9	0	0	NUM
hjic-1262	155	10	-	-	PUNCT
hjic-1262	155	11	444	444	NUM
hjic-1262	155	12	-	-	PUNCT
hjic-1262	155	13	62700	62700	NUM
hjic-1262	155	14	-	-	PUNCT
hjic-1262	155	15	1.00002	1.00002	NUM
hjic-1262	155	16	-	-	SYM
hjic-1262	155	17	4	4	NUM
hjic-1262	155	18	[	[	SYM
hjic-1262	155	19	3	3	NUM
hjic-1262	155	20	]	]	X
hjic-1262	155	21	pan	pan	PROPN
hjic-1262	155	22	,	,	PUNCT
hjic-1262	155	23	i.	i.	PROPN
hjic-1262	155	24	;	;	PUNCT
hjic-1262	155	25	mason	mason	PROPN
hjic-1262	155	26	,	,	PUNCT
hjic-1262	155	27	l.r	l.r	PROPN
hjic-1262	155	28	.	.	PROPN
hjic-1262	155	29	;	;	PUNCT
hjic-1262	155	30	matar	matar	NOUN
hjic-1262	155	31	,	,	PUNCT
hjic-1262	155	32	o.k	o.k	PROPN
hjic-1262	155	33	.	.	PROPN
hjic-1262	155	34	:	:	PUNCT
hjic-1262	155	35	data	data	NOUN
hjic-1262	155	36	-	-	PUNCT
hjic-1262	155	37	centric	centric	ADJ
hjic-1262	155	38	engineering	engineering	NOUN
hjic-1262	155	39	:	:	PUNCT
hjic-1262	155	40	integrating	integrate	VERB
hjic-1262	155	41	simulation	simulation	NOUN
hjic-1262	155	42	,	,	PUNCT
hjic-1262	155	43	machine	machine	NOUN
hjic-1262	155	44	learning	learning	NOUN
hjic-1262	155	45	and	and	CCONJ
hjic-1262	155	46	statistics	statistic	NOUN
hjic-1262	155	47	.	.	PUNCT
hjic-1262	156	1	challenges	challenge	NOUN
hjic-1262	156	2	and	and	CCONJ
hjic-1262	156	3	opportunities	opportunity	NOUN
hjic-1262	156	4	,	,	PUNCT
hjic-1262	156	5	chem	chem	NOUN
hjic-1262	156	6	.	.	PUNCT
hjic-1262	157	1	eng	eng	PROPN
hjic-1262	157	2	.	.	PUNCT
hjic-1262	158	1	sci	sci	PROPN
hjic-1262	158	2	.	.	PROPN
hjic-1262	158	3	,	,	PUNCT
hjic-1262	158	4	2022	2022	NUM
hjic-1262	158	5	,	,	PUNCT
hjic-1262	158	6	249	249	NUM
hjic-1262	158	7	,	,	PUNCT
hjic-1262	158	8	117271	117271	NUM
hjic-1262	158	9	,	,	PUNCT
hjic-1262	158	10	doi	doi	NOUN
hjic-1262	158	11	:	:	PUNCT
hjic-1262	158	12	10.1016	10.1016	NUM
hjic-1262	158	13	/	/	SYM
hjic-1262	159	1	j.ces.2021.117271	j.ces.2021.117271	NOUN
hjic-1262	160	1	[	[	X
hjic-1262	160	2	4	4	NUM
hjic-1262	160	3	]	]	PUNCT
hjic-1262	160	4	bárkányi	bárkányi	PROPN
hjic-1262	160	5	,	,	PUNCT
hjic-1262	160	6	á	á	PROPN
hjic-1262	160	7	.	.	PROPN
hjic-1262	160	8	;	;	PUNCT
hjic-1262	160	9	chován	chován	PROPN
hjic-1262	160	10	,	,	PUNCT
hjic-1262	160	11	t.	t.	PROPN
hjic-1262	160	12	;	;	PUNCT
hjic-1262	160	13	németh	németh	PROPN
hjic-1262	160	14	,	,	PUNCT
hjic-1262	160	15	s.	s.	PROPN
hjic-1262	160	16	;	;	PUNCT
hjic-1262	160	17	abonyi	abonyi	PROPN
hjic-1262	160	18	,	,	PUNCT
hjic-1262	160	19	j.	j.	PROPN
hjic-1262	160	20	:	:	PUNCT
hjic-1262	160	21	modelling	modelling	NOUN
hjic-1262	160	22	for	for	ADP
hjic-1262	160	23	digital	digital	ADJ
hjic-1262	160	24	twins	twin	NOUN
hjic-1262	160	25	—	—	PUNCT
hjic-1262	160	26	potential	potential	ADJ
hjic-1262	160	27	role	role	NOUN
hjic-1262	160	28	of	of	ADP
hjic-1262	160	29	surrogate	surrogate	ADJ
hjic-1262	160	30	models	model	NOUN
hjic-1262	160	31	,	,	PUNCT
hjic-1262	160	32	processes	process	NOUN
hjic-1262	160	33	,	,	PUNCT
hjic-1262	160	34	2021	2021	NUM
hjic-1262	160	35	,	,	PUNCT
hjic-1262	160	36	9(3	9(3	NUM
hjic-1262	160	37	)	)	PUNCT
hjic-1262	160	38	,	,	PUNCT
hjic-1262	160	39	476	476	NUM
hjic-1262	160	40	,	,	PUNCT
hjic-1262	160	41	doi	doi	NOUN
hjic-1262	160	42	:	:	PUNCT
hjic-1262	160	43	10.3390	10.3390	NUM
hjic-1262	160	44	/	/	SYM
hjic-1262	160	45	pr9030476	pr9030476	NOUN
hjic-1262	161	1	[	[	X
hjic-1262	161	2	5	5	NUM
hjic-1262	161	3	]	]	PUNCT
hjic-1262	161	4	bhosekar	bhosekar	NOUN
hjic-1262	161	5	,	,	PUNCT
hjic-1262	161	6	a.	a.	NOUN
hjic-1262	161	7	;	;	PUNCT
hjic-1262	161	8	ierapetritou	ierapetritou	PROPN
hjic-1262	161	9	,	,	PUNCT
hjic-1262	161	10	m.	m.	NOUN
hjic-1262	161	11	:	:	PUNCT
hjic-1262	161	12	advances	advance	NOUN
hjic-1262	161	13	in	in	ADP
hjic-1262	161	14	surrogate	surrogate	ADJ
hjic-1262	161	15	based	base	VERB
hjic-1262	161	16	modeling	modeling	NOUN
hjic-1262	161	17	,	,	PUNCT
hjic-1262	161	18	feasibility	feasibility	NOUN
hjic-1262	161	19	analysis	analysis	NOUN
hjic-1262	161	20	,	,	PUNCT
hjic-1262	161	21	and	and	CCONJ
hjic-1262	161	22	optimization	optimization	NOUN
hjic-1262	161	23	:	:	PUNCT
hjic-1262	161	24	a	a	DET
hjic-1262	161	25	review	review	NOUN
hjic-1262	161	26	,	,	PUNCT
hjic-1262	161	27	comput	comput	NOUN
hjic-1262	161	28	.	.	PUNCT
hjic-1262	162	1	chem	chem	NOUN
hjic-1262	162	2	.	.	PUNCT
hjic-1262	163	1	eng	eng	PROPN
hjic-1262	163	2	.	.	PROPN
hjic-1262	163	3	,	,	PUNCT
hjic-1262	163	4	2018	2018	NUM
hjic-1262	163	5	,	,	PUNCT
hjic-1262	163	6	108	108	NUM
hjic-1262	163	7	,	,	PUNCT
hjic-1262	163	8	250–267	250–267	NUM
hjic-1262	163	9	,	,	PUNCT
hjic-1262	163	10	doi	doi	NOUN
hjic-1262	163	11	:	:	PUNCT
hjic-1262	163	12	10.1016	10.1016	NUM
hjic-1262	163	13	/	/	SYM
hjic-1262	163	14	j.compchemeng.2017.09.017	j.compchemeng.2017.09.017	X
hjic-1262	164	1	[	[	X
hjic-1262	164	2	6	6	NUM
hjic-1262	164	3	]	]	PUNCT
hjic-1262	164	4	hadigol	hadigol	NOUN
hjic-1262	164	5	,	,	PUNCT
hjic-1262	164	6	m.	m.	NOUN
hjic-1262	164	7	;	;	PUNCT
hjic-1262	164	8	doostan	doostan	PROPN
hjic-1262	164	9	,	,	PUNCT
hjic-1262	164	10	a.	a.	NOUN
hjic-1262	164	11	:	:	PUNCT
hjic-1262	164	12	least	least	ADJ
hjic-1262	164	13	squares	square	NOUN
hjic-1262	164	14	polynomial	polynomial	ADJ
hjic-1262	164	15	chaos	chaos	NOUN
hjic-1262	164	16	expansion	expansion	NOUN
hjic-1262	164	17	:	:	PUNCT
hjic-1262	164	18	a	a	DET
hjic-1262	164	19	review	review	NOUN
hjic-1262	164	20	of	of	ADP
hjic-1262	164	21	sampling	sample	VERB
hjic-1262	164	22	strategies	strategy	NOUN
hjic-1262	164	23	,	,	PUNCT
hjic-1262	164	24	comput	comput	NOUN
hjic-1262	164	25	.	.	PUNCT
hjic-1262	165	1	methods	method	NOUN
hjic-1262	165	2	appl	appl	PROPN
hjic-1262	165	3	.	.	PROPN
hjic-1262	165	4	mech	mech	PROPN
hjic-1262	165	5	.	.	PUNCT
hjic-1262	166	1	eng	eng	PROPN
hjic-1262	166	2	.	.	PROPN
hjic-1262	166	3	,	,	PUNCT
hjic-1262	166	4	2018	2018	NUM
hjic-1262	166	5	,	,	PUNCT
hjic-1262	166	6	332	332	NUM
hjic-1262	166	7	,	,	PUNCT
hjic-1262	166	8	382–407	382–407	NUM
hjic-1262	166	9	,	,	PUNCT
hjic-1262	166	10	doi	doi	NOUN
hjic-1262	166	11	:	:	PUNCT
hjic-1262	166	12	10.1016	10.1016	NUM
hjic-1262	166	13	/	/	SYM
hjic-1262	166	14	j.cma.2017.12.019	j.cma.2017.12.019	PROPN
hjic-1262	167	1	[	[	X
hjic-1262	167	2	7	7	X
hjic-1262	167	3	]	]	X
hjic-1262	167	4	dias	dias	PROPN
hjic-1262	167	5	,	,	PUNCT
hjic-1262	167	6	l.	l.	PROPN
hjic-1262	167	7	;	;	PUNCT
hjic-1262	167	8	bhosekar	bhosekar	NOUN
hjic-1262	167	9	,	,	PUNCT
hjic-1262	167	10	a.	a.	NOUN
hjic-1262	167	11	;	;	PUNCT
hjic-1262	167	12	ierapetritou	ierapetritou	PROPN
hjic-1262	167	13	,	,	PUNCT
hjic-1262	167	14	m.	m.	NOUN
hjic-1262	167	15	:	:	PUNCT
hjic-1262	167	16	adaptive	adaptive	ADJ
hjic-1262	167	17	sampling	sample	VERB
hjic-1262	167	18	approaches	approach	NOUN
hjic-1262	167	19	for	for	ADP
hjic-1262	167	20	surrogate	surrogate	NOUN
hjic-1262	167	21	-	-	PUNCT
hjic-1262	167	22	based	base	VERB
hjic-1262	167	23	optimization	optimization	NOUN
hjic-1262	167	24	,	,	PUNCT
hjic-1262	167	25	in	in	ADP
hjic-1262	167	26	:	:	PUNCT
hjic-1262	167	27	computer	computer	NOUN
hjic-1262	167	28	aided	aid	VERB
hjic-1262	167	29	chemical	chemical	ADJ
hjic-1262	167	30	engineering	engineering	NOUN
hjic-1262	167	31	:	:	PUNCT
hjic-1262	167	32	proceedings	proceeding	NOUN
hjic-1262	167	33	of	of	ADP
hjic-1262	167	34	the	the	DET
hjic-1262	167	35	9th	9th	ADJ
hjic-1262	167	36	international	international	ADJ
hjic-1262	167	37	conference	conference	NOUN
hjic-1262	167	38	on	on	ADP
hjic-1262	167	39	foundations	foundation	NOUN
hjic-1262	167	40	of	of	ADP
hjic-1262	167	41	computer	computer	NOUN
hjic-1262	167	42	-	-	PUNCT
hjic-1262	167	43	aided	aid	VERB
hjic-1262	167	44	process	process	NOUN
hjic-1262	167	45	design	design	NOUN
hjic-1262	167	46	,	,	PUNCT
hjic-1262	167	47	muñoz	muñoz	PROPN
hjic-1262	167	48	,	,	PUNCT
hjic-1262	167	49	s.g	s.g	PROPN
hjic-1262	167	50	.	.	PROPN
hjic-1262	167	51	;	;	PUNCT
hjic-1262	167	52	laird	laird	PROPN
hjic-1262	167	53	,	,	PUNCT
hjic-1262	167	54	c.d	c.d	PROPN
hjic-1262	167	55	.	.	PROPN
hjic-1262	167	56	;	;	PUNCT
hjic-1262	167	57	realff	realff	NOUN
hjic-1262	167	58	,	,	PUNCT
hjic-1262	167	59	m.j	m.j	PROPN
hjic-1262	167	60	.	.	PROPN
hjic-1262	167	61	(	(	PUNCT
hjic-1262	167	62	eds	ed	NOUN
hjic-1262	167	63	.	.	PUNCT
hjic-1262	167	64	)	)	PUNCT
hjic-1262	168	1	(	(	PUNCT
hjic-1262	168	2	elsevier	elsevier	NOUN
hjic-1262	168	3	)	)	PUNCT
hjic-1262	168	4	,	,	PUNCT
hjic-1262	168	5	2019	2019	NUM
hjic-1262	168	6	,	,	PUNCT
hjic-1262	168	7	47	47	NUM
hjic-1262	168	8	,	,	PUNCT
hjic-1262	168	9	377–384	377–384	NUM
hjic-1262	168	10	,	,	PUNCT
hjic-1262	168	11	doi	doi	NOUN
hjic-1262	168	12	:	:	PUNCT
hjic-1262	168	13	10.1016	10.1016	NUM
hjic-1262	168	14	/	/	SYM
hjic-1262	168	15	b978	b978	NUM
hjic-1262	168	16	-	-	PUNCT
hjic-1262	168	17	0	0	NUM
hjic-1262	168	18	-	-	PUNCT
hjic-1262	168	19	12	12	NUM
hjic-1262	168	20	-	-	PUNCT
hjic-1262	168	21	818597	818597	NUM
hjic-1262	168	22	-	-	PUNCT
hjic-1262	168	23	1.50060	1.50060	NUM
hjic-1262	168	24	-	-	SYM
hjic-1262	168	25	6	6	NUM
hjic-1262	168	26	[	[	SYM
hjic-1262	168	27	8	8	NUM
hjic-1262	168	28	]	]	X
hjic-1262	168	29	palotai	palotai	NOUN
hjic-1262	168	30	,	,	PUNCT
hjic-1262	168	31	b.	b.	PROPN
hjic-1262	168	32	;	;	PUNCT
hjic-1262	168	33	kis	kis	PROPN
hjic-1262	168	34	,	,	PUNCT
hjic-1262	168	35	g.	g.	PROPN
hjic-1262	168	36	;	;	PUNCT
hjic-1262	168	37	abonyi	abonyi	PROPN
hjic-1262	168	38	,	,	PUNCT
hjic-1262	168	39	j.	j.	PROPN
hjic-1262	168	40	;	;	PUNCT
hjic-1262	168	41	bárkányi	bárkányi	PROPN
hjic-1262	168	42	,	,	PUNCT
hjic-1262	168	43	á	á	PROPN
hjic-1262	168	44	.	.	PUNCT
hjic-1262	168	45	:	:	PUNCT
hjic-1262	168	46	surrogate	surrogate	NOUN
hjic-1262	168	47	-	-	PUNCT
hjic-1262	168	48	based	base	VERB
hjic-1262	168	49	flowsheet	flowsheet	ADJ
hjic-1262	168	50	model	model	NOUN
hjic-1262	168	51	maintenance	maintenance	NOUN
hjic-1262	168	52	for	for	ADP
hjic-1262	168	53	digital	digital	ADJ
hjic-1262	168	54	twins	twin	NOUN
hjic-1262	168	55	,	,	PUNCT
hjic-1262	168	56	digit	digit	NOUN
hjic-1262	168	57	.	.	PUNCT
hjic-1262	168	58	chem	chem	NOUN
hjic-1262	168	59	.	.	PUNCT
hjic-1262	169	1	eng	eng	PROPN
hjic-1262	169	2	.	.	PROPN
hjic-1262	169	3	,	,	PUNCT
hjic-1262	169	4	2025	2025	NUM
hjic-1262	169	5	,	,	PUNCT
hjic-1262	169	6	15	15	NUM
hjic-1262	169	7	,	,	PUNCT
hjic-1262	169	8	100228	100228	NUM
hjic-1262	169	9	,	,	PUNCT
hjic-1262	169	10	doi	doi	NOUN
hjic-1262	169	11	:	:	PUNCT
hjic-1262	169	12	10.1016	10.1016	NUM
hjic-1262	169	13	/	/	SYM
hjic-1262	169	14	j.dche.2025.100228	j.dche.2025.100228	PROPN
hjic-1262	170	1	[	[	X
hjic-1262	170	2	9	9	NUM
hjic-1262	170	3	]	]	X
hjic-1262	170	4	hao	hao	PROPN
hjic-1262	170	5	,	,	PUNCT
hjic-1262	170	6	z.	z.	PROPN
hjic-1262	170	7	;	;	PUNCT
hjic-1262	170	8	zhang	zhang	PROPN
hjic-1262	170	9	,	,	PUNCT
hjic-1262	170	10	c.	c.	PROPN
hjic-1262	170	11	;	;	PUNCT
hjic-1262	170	12	lapkin	lapkin	PROPN
hjic-1262	170	13	,	,	PUNCT
hjic-1262	170	14	a.a	a.a	PROPN
hjic-1262	170	15	.	.	PROPN
hjic-1262	170	16	:	:	PUNCT
hjic-1262	171	1	efficient	efficient	ADJ
hjic-1262	171	2	surrogates	surrogate	NOUN
hjic-1262	171	3	construction	construction	NOUN
hjic-1262	171	4	of	of	ADP
hjic-1262	171	5	chemical	chemical	NOUN
hjic-1262	171	6	processes	process	NOUN
hjic-1262	171	7	:	:	PUNCT
hjic-1262	171	8	case	case	NOUN
hjic-1262	171	9	studies	study	NOUN
hjic-1262	171	10	on	on	ADP
hjic-1262	171	11	pressure	pressure	NOUN
hjic-1262	171	12	swing	swing	NOUN
hjic-1262	171	13	adsorption	adsorption	NOUN
hjic-1262	171	14	and	and	CCONJ
hjic-1262	171	15	gas‐to‐liquids	gas‐to‐liquid	NOUN
hjic-1262	171	16	,	,	PUNCT
hjic-1262	171	17	aiche	aiche	PROPN
hjic-1262	171	18	j.	j.	PROPN
hjic-1262	171	19	,	,	PUNCT
hjic-1262	171	20	2022	2022	NUM
hjic-1262	171	21	,	,	PUNCT
hjic-1262	171	22	68(6	68(6	NOUN
hjic-1262	171	23	)	)	PUNCT
hjic-1262	171	24	,	,	PUNCT
hjic-1262	171	25	e17616	e17616	PROPN
hjic-1262	171	26	,	,	PUNCT
hjic-1262	171	27	doi	doi	NOUN
hjic-1262	171	28	:	:	PUNCT
hjic-1262	171	29	10.1002	10.1002	NUM
hjic-1262	171	30	/	/	SYM
hjic-1262	171	31	aic.17616	aic.17616	PRON
hjic-1262	171	32	[	[	X
hjic-1262	171	33	10	10	NUM
hjic-1262	171	34	]	]	PUNCT
hjic-1262	171	35	gepperth	gepperth	NOUN
hjic-1262	171	36	,	,	PUNCT
hjic-1262	171	37	a.	a.	NOUN
hjic-1262	171	38	;	;	PUNCT
hjic-1262	171	39	hammer	hammer	NOUN
hjic-1262	171	40	,	,	PUNCT
hjic-1262	171	41	b.	b.	NOUN
hjic-1262	171	42	:	:	PUNCT
hjic-1262	171	43	incremental	incremental	ADJ
hjic-1262	171	44	learning	learning	NOUN
hjic-1262	171	45	algorithms	algorithm	NOUN
hjic-1262	171	46	and	and	CCONJ
hjic-1262	171	47	applications	application	NOUN
hjic-1262	171	48	,	,	PUNCT
hjic-1262	171	49	european	european	ADJ
hjic-1262	171	50	symposium	symposium	NOUN
hjic-1262	171	51	on	on	ADP
hjic-1262	171	52	artificial	artificial	ADJ
hjic-1262	171	53	neural	neural	ADJ
hjic-1262	171	54	networks	network	NOUN
hjic-1262	171	55	(	(	PUNCT
hjic-1262	171	56	esann	esann	PROPN
hjic-1262	171	57	)	)	PUNCT
hjic-1262	171	58	,	,	PUNCT
hjic-1262	171	59	2016	2016	NUM
hjic-1262	171	60	,	,	PUNCT
hjic-1262	171	61	bruges	bruge	NOUN
hjic-1262	171	62	,	,	PUNCT
hjic-1262	171	63	belgium	belgium	PROPN
hjic-1262	171	64	,	,	PUNCT
hjic-1262	171	65	hal-01418129	hal-01418129	ADJ
hjic-1262	171	66	https://hal.science/hal-01418129v1	https://hal.science/hal-01418129v1	PROPN
hjic-1262	171	67	(	(	PUNCT
hjic-1262	171	68	retrieved	retrieve	VERB
hjic-1262	171	69	25	25	NUM
hjic-1262	171	70	april	april	PROPN
hjic-1262	171	71	2025	2025	NUM
hjic-1262	171	72	)	)	PUNCT
hjic-1262	172	1	[	[	X
hjic-1262	172	2	11	11	NUM
hjic-1262	172	3	]	]	X
hjic-1262	172	4	montiel	montiel	PROPN
hjic-1262	172	5	,	,	PUNCT
hjic-1262	172	6	j.	j.	PROPN
hjic-1262	172	7	;	;	PUNCT
hjic-1262	172	8	halford	halford	PROPN
hjic-1262	172	9	,	,	PUNCT
hjic-1262	172	10	m.	m.	NOUN
hjic-1262	172	11	;	;	PUNCT
hjic-1262	172	12	mastelini	mastelini	ADJ
hjic-1262	172	13	,	,	PUNCT
hjic-1262	172	14	s.m	s.m	PROPN
hjic-1262	172	15	.	.	PROPN
hjic-1262	172	16	;	;	PUNCT
hjic-1262	172	17	bolmier	bolmier	NOUN
hjic-1262	172	18	,	,	PUNCT
hjic-1262	172	19	g.	g.	PROPN
hjic-1262	172	20	;	;	PUNCT
hjic-1262	172	21	sourty	sourty	PROPN
hjic-1262	172	22	,	,	PUNCT
hjic-1262	172	23	r.	r.	PROPN
hjic-1262	172	24	;	;	PUNCT
hjic-1262	172	25	vaysse	vaysse	PROPN
hjic-1262	172	26	,	,	PUNCT
hjic-1262	172	27	r.	r.	PROPN
hjic-1262	172	28	;	;	PUNCT
hjic-1262	172	29	zouitine	zouitine	PROPN
hjic-1262	172	30	,	,	PUNCT
hjic-1262	172	31	a.	a.	NOUN
hjic-1262	172	32	;	;	PUNCT
hjic-1262	172	33	gomes	gomes	PROPN
hjic-1262	172	34	,	,	PUNCT
hjic-1262	172	35	h.m	h.m	PROPN
hjic-1262	172	36	.	.	PROPN
hjic-1262	172	37	;	;	PUNCT
hjic-1262	172	38	read	read	VERB
hjic-1262	172	39	,	,	PUNCT
hjic-1262	172	40	j.	j.	PROPN
hjic-1262	172	41	;	;	PUNCT
hjic-1262	172	42	abdessalem	abdessalem	PROPN
hjic-1262	172	43	,	,	PUNCT
hjic-1262	172	44	t.	t.	PROPN
hjic-1262	172	45	;	;	PUNCT
hjic-1262	172	46	bifet	bifet	PROPN
hjic-1262	172	47	,	,	PUNCT
hjic-1262	172	48	a.	a.	NOUN
hjic-1262	172	49	:	:	PUNCT
hjic-1262	172	50	river	river	NOUN
hjic-1262	172	51	:	:	PUNCT
hjic-1262	172	52	machine	machine	NOUN
hjic-1262	172	53	learning	learn	VERB
hjic-1262	172	54	for	for	ADP
hjic-1262	172	55	streaming	streaming	NOUN
hjic-1262	172	56	data	datum	NOUN
hjic-1262	172	57	in	in	ADP
hjic-1262	172	58	python	python	PROPN
hjic-1262	172	59	,	,	PUNCT
hjic-1262	172	60	j.	j.	PROPN
hjic-1262	172	61	mach	mach	PROPN
hjic-1262	172	62	.	.	PUNCT
hjic-1262	173	1	learn	learn	VERB
hjic-1262	173	2	.	.	PUNCT
hjic-1262	174	1	res	re	NOUN
hjic-1262	174	2	.	.	PROPN
hjic-1262	174	3	,	,	PUNCT
hjic-1262	174	4	2021	2021	NUM
hjic-1262	174	5	,	,	PUNCT
hjic-1262	174	6	22(110	22(110	NOUN
hjic-1262	174	7	)	)	PUNCT
hjic-1262	174	8	,	,	PUNCT
hjic-1262	174	9	1–8	1–8	X
hjic-1262	175	1	[	[	X
hjic-1262	175	2	12	12	NUM
hjic-1262	175	3	]	]	X
hjic-1262	175	4	hammer	hammer	NOUN
hjic-1262	175	5	,	,	PUNCT
hjic-1262	175	6	b.	b.	PROPN
hjic-1262	175	7	;	;	PUNCT
hjic-1262	175	8	toussaint	toussaint	PROPN
hjic-1262	175	9	,	,	PUNCT
hjic-1262	175	10	m.	m.	NOUN
hjic-1262	175	11	:	:	PUNCT
hjic-1262	175	12	special	special	ADJ
hjic-1262	175	13	issue	issue	NOUN
hjic-1262	175	14	on	on	ADP
hjic-1262	175	15	autonomous	autonomous	ADJ
hjic-1262	175	16	learning	learning	NOUN
hjic-1262	175	17	,	,	PUNCT
hjic-1262	175	18	ki	ki	PROPN
hjic-1262	175	19	–	–	PUNCT
hjic-1262	175	20	künstl	künstl	PROPN
hjic-1262	175	21	.	.	PUNCT
hjic-1262	176	1	intell	intell	PROPN
hjic-1262	176	2	.	.	PUNCT
hjic-1262	176	3	,	,	PUNCT
hjic-1262	176	4	2015	2015	NUM
hjic-1262	176	5	,	,	PUNCT
hjic-1262	176	6	29(4	29(4	NOUN
hjic-1262	176	7	)	)	PUNCT
hjic-1262	176	8	,	,	PUNCT
hjic-1262	176	9	323–327	323–327	NUM
hjic-1262	176	10	,	,	PUNCT
hjic-1262	176	11	doi	doi	NOUN
hjic-1262	176	12	:	:	PUNCT
hjic-1262	176	13	10.1007	10.1007	NUM
hjic-1262	176	14	/	/	SYM
hjic-1262	176	15	s13218	s13218	NOUN
hjic-1262	176	16	-	-	PUNCT
hjic-1262	176	17	015	015	NUM
hjic-1262	176	18	-	-	PUNCT
hjic-1262	176	19	0392	0392	NUM
hjic-1262	176	20	-	-	SYM
hjic-1262	176	21	x	x	SYM
hjic-1262	177	1	[	[	X
hjic-1262	177	2	13	13	NUM
hjic-1262	177	3	]	]	X
hjic-1262	177	4	honeycutt	honeycutt	PROPN
hjic-1262	177	5	,	,	PUNCT
hjic-1262	177	6	d.	d.	PROPN
hjic-1262	177	7	;	;	PUNCT
hjic-1262	177	8	nourani	nourani	PROPN
hjic-1262	177	9	,	,	PUNCT
hjic-1262	177	10	m.	m.	NOUN
hjic-1262	177	11	;	;	PUNCT
hjic-1262	177	12	ragan	ragan	NOUN
hjic-1262	177	13	,	,	PUNCT
hjic-1262	177	14	e.	e.	PROPN
hjic-1262	177	15	:	:	PUNCT
hjic-1262	177	16	soliciting	solicit	VERB
hjic-1262	177	17	human	human	NOUN
hjic-1262	177	18	-	-	PUNCT
hjic-1262	177	19	in	in	ADP
hjic-1262	177	20	-	-	PUNCT
hjic-1262	177	21	the	the	DET
hjic-1262	177	22	-	-	PUNCT
hjic-1262	177	23	loop	loop	NOUN
hjic-1262	177	24	user	user	NOUN
hjic-1262	177	25	feedback	feedback	NOUN
hjic-1262	177	26	for	for	ADP
hjic-1262	177	27	interactive	interactive	ADJ
hjic-1262	177	28	machine	machine	NOUN
hjic-1262	177	29	learning	learning	NOUN
hjic-1262	177	30	reduces	reduce	VERB
hjic-1262	177	31	user	user	NOUN
hjic-1262	177	32	trust	trust	NOUN
hjic-1262	177	33	and	and	CCONJ
hjic-1262	177	34	impressions	impression	NOUN
hjic-1262	177	35	of	of	ADP
hjic-1262	177	36	model	model	NOUN
hjic-1262	177	37	accuracy	accuracy	NOUN
hjic-1262	177	38	,	,	PUNCT
hjic-1262	177	39	proc	proc	NOUN
hjic-1262	177	40	.	.	PUNCT
hjic-1262	178	1	aaai	aaai	PROPN
hjic-1262	178	2	conf	conf	PROPN
hjic-1262	178	3	.	.	PUNCT
hjic-1262	179	1	hum	hum	PROPN
hjic-1262	179	2	.	.	PUNCT
hjic-1262	180	1	comput	comput	NOUN
hjic-1262	180	2	.	.	PUNCT
hjic-1262	180	3	,	,	PUNCT
hjic-1262	180	4	2020	2020	NUM
hjic-1262	180	5	,	,	PUNCT
hjic-1262	180	6	8(1	8(1	NOUN
hjic-1262	180	7	)	)	PUNCT
hjic-1262	180	8	,	,	PUNCT
hjic-1262	180	9	63–72	63–72	NUM
hjic-1262	180	10	,	,	PUNCT
hjic-1262	180	11	doi	doi	NOUN
hjic-1262	180	12	:	:	PUNCT
hjic-1262	180	13	10.1609	10.1609	NUM
hjic-1262	180	14	/	/	SYM
hjic-1262	180	15	hcomp.v8i1.7464	hcomp.v8i1.7464	X
hjic-1262	181	1	[	[	X
hjic-1262	181	2	14	14	NUM
hjic-1262	181	3	]	]	X
hjic-1262	181	4	hoi	hoi	ADJ
hjic-1262	181	5	,	,	PUNCT
hjic-1262	181	6	s.c.h	s.c.h	NOUN
hjic-1262	181	7	.	.	PUNCT
hjic-1262	181	8	;	;	PUNCT
hjic-1262	181	9	sahoo	sahoo	PROPN
hjic-1262	181	10	,	,	PUNCT
hjic-1262	181	11	d.	d.	PROPN
hjic-1262	181	12	;	;	PUNCT
hjic-1262	181	13	lu	lu	PROPN
hjic-1262	181	14	,	,	PUNCT
hjic-1262	181	15	j.	j.	PROPN
hjic-1262	181	16	;	;	PUNCT
hjic-1262	181	17	zhao	zhao	PROPN
hjic-1262	181	18	,	,	PUNCT
hjic-1262	181	19	p.	p.	NOUN
hjic-1262	181	20	:	:	PUNCT
hjic-1262	181	21	online	online	PROPN
hjic-1262	181	22	learning	learning	PROPN
hjic-1262	181	23	:	:	PUNCT
hjic-1262	181	24	a	a	DET
hjic-1262	181	25	comprehensive	comprehensive	ADJ
hjic-1262	181	26	survey	survey	NOUN
hjic-1262	181	27	,	,	PUNCT
hjic-1262	181	28	neurocomputing	neurocomputing	NOUN
hjic-1262	181	29	,	,	PUNCT
hjic-1262	181	30	2021	2021	NUM
hjic-1262	181	31	,	,	PUNCT
hjic-1262	181	32	459	459	NUM
hjic-1262	181	33	,	,	PUNCT
hjic-1262	181	34	249–289	249–289	NUM
hjic-1262	181	35	,	,	PUNCT
hjic-1262	181	36	doi	doi	NOUN
hjic-1262	181	37	:	:	PUNCT
hjic-1262	181	38	10.1016	10.1016	NUM
hjic-1262	181	39	/	/	SYM
hjic-1262	181	40	j.neucom.2021.04.112	j.neucom.2021.04.112	PROPN
hjic-1262	182	1	[	[	X
hjic-1262	182	2	15	15	NUM
hjic-1262	182	3	]	]	X
hjic-1262	182	4	losing	losing	NOUN
hjic-1262	182	5	,	,	PUNCT
hjic-1262	182	6	v.	v.	ADV
hjic-1262	182	7	;	;	PUNCT
hjic-1262	182	8	hammer	hammer	NOUN
hjic-1262	182	9	,	,	PUNCT
hjic-1262	182	10	b.	b.	PROPN
hjic-1262	182	11	;	;	PUNCT
hjic-1262	182	12	wersing	werse	VERB
hjic-1262	182	13	,	,	PUNCT
hjic-1262	182	14	h.	h.	PROPN
hjic-1262	182	15	:	:	PUNCT
hjic-1262	182	16	incremental	incremental	ADJ
hjic-1262	182	17	on	on	ADP
hjic-1262	182	18	-	-	PUNCT
hjic-1262	182	19	line	line	NOUN
hjic-1262	182	20	learning	learning	NOUN
hjic-1262	182	21	:	:	PUNCT
hjic-1262	182	22	a	a	DET
hjic-1262	182	23	review	review	NOUN
hjic-1262	182	24	and	and	CCONJ
hjic-1262	182	25	comparison	comparison	NOUN
hjic-1262	182	26	of	of	ADP
hjic-1262	182	27	state	state	NOUN
hjic-1262	182	28	of	of	ADP
hjic-1262	182	29	the	the	DET
hjic-1262	182	30	art	art	NOUN
hjic-1262	182	31	algorithms	algorithm	NOUN
hjic-1262	182	32	,	,	PUNCT
hjic-1262	182	33	neurocomputing	neurocomputing	NOUN
hjic-1262	182	34	,	,	PUNCT
hjic-1262	182	35	2018	2018	NUM
hjic-1262	182	36	,	,	PUNCT
hjic-1262	182	37	275	275	NUM
hjic-1262	182	38	,	,	PUNCT
hjic-1262	182	39	1261–1274	1261–1274	NUM
hjic-1262	182	40	,	,	PUNCT
hjic-1262	182	41	doi	doi	NOUN
hjic-1262	182	42	:	:	PUNCT
hjic-1262	182	43	10.1016	10.1016	NUM
hjic-1262	182	44	/	/	SYM
hjic-1262	182	45	j.neucom.2017.06.084	j.neucom.2017.06.084	PROPN
hjic-1262	182	46	[	[	X
hjic-1262	182	47	16	16	NUM
hjic-1262	182	48	]	]	X
hjic-1262	182	49	yang	yang	PROPN
hjic-1262	182	50	,	,	PUNCT
hjic-1262	182	51	r.	r.	PROPN
hjic-1262	182	52	;	;	PUNCT
hjic-1262	182	53	yang	yang	PROPN
hjic-1262	182	54	,	,	PUNCT
hjic-1262	182	55	t.	t.	PROPN
hjic-1262	182	56	;	;	PUNCT
hjic-1262	182	57	yan	yan	PROPN
hjic-1262	182	58	,	,	PUNCT
hjic-1262	182	59	z.	z.	PROPN
hjic-1262	182	60	;	;	PUNCT
hjic-1262	182	61	krajnik	krajnik	X
hjic-1262	182	62	,	,	PUNCT
hjic-1262	182	63	t.	t.	PROPN
hjic-1262	182	64	;	;	PUNCT
hjic-1262	182	65	ruichek	ruichek	PROPN
hjic-1262	182	66	,	,	PUNCT
hjic-1262	182	67	y.	y.	NOUN
hjic-1262	182	68	:	:	PUNCT
hjic-1262	182	69	preventing	prevent	VERB
hjic-1262	182	70	catastrophic	catastrophic	ADJ
hjic-1262	182	71	forgetting	forgetting	NOUN
hjic-1262	182	72	in	in	ADP
hjic-1262	182	73	continuous	continuous	ADJ
hjic-1262	182	74	online	online	ADJ
hjic-1262	182	75	learning	learning	NOUN
hjic-1262	182	76	for	for	ADP
hjic-1262	182	77	autonomous	autonomous	ADJ
hjic-1262	182	78	driving	driving	NOUN
hjic-1262	182	79	,	,	PUNCT
hjic-1262	182	80	2024	2024	NUM
hjic-1262	182	81	ieee	ieee	NOUN
hjic-1262	182	82	/	/	SYM
hjic-1262	182	83	rsj	rsj	NOUN
hjic-1262	182	84	int	int	NOUN
hjic-1262	182	85	.	.	PUNCT
hjic-1262	183	1	conf	conf	PROPN
hjic-1262	183	2	.	.	PUNCT
hjic-1262	184	1	intell	intell	PROPN
hjic-1262	184	2	.	.	PUNCT
hjic-1262	185	1	rob	rob	PROPN
hjic-1262	185	2	.	.	PUNCT
hjic-1262	186	1	sys	sys	PROPN
hjic-1262	186	2	.	.	PUNCT
hjic-1262	187	1	(	(	PUNCT
hjic-1262	187	2	iros	iro	NOUN
hjic-1262	187	3	)	)	PUNCT
hjic-1262	187	4	,	,	PUNCT
hjic-1262	187	5	abu	abu	PROPN
hjic-1262	187	6	dhabi	dhabi	PROPN
hjic-1262	187	7	,	,	PUNCT
hjic-1262	187	8	united	united	PROPN
hjic-1262	187	9	arab	arab	PROPN
hjic-1262	187	10	emirates	emirates	PROPN
hjic-1262	187	11	,	,	PUNCT
hjic-1262	187	12	2024	2024	NUM
hjic-1262	187	13	,	,	PUNCT
hjic-1262	187	14	5505–5512	5505–5512	NUM
hjic-1262	187	15	,	,	PUNCT
hjic-1262	187	16	doi	doi	NOUN
hjic-1262	187	17	:	:	PUNCT
hjic-1262	187	18	10.1109	10.1109	NUM
hjic-1262	187	19	/	/	SYM
hjic-1262	187	20	iros58592.2024.10801619	iros58592.2024.10801619	PRON
hjic-1262	188	1	[	[	X
hjic-1262	188	2	17	17	NUM
hjic-1262	188	3	]	]	X
hjic-1262	188	4	ying	ying	PROPN
hjic-1262	188	5	,	,	PUNCT
hjic-1262	188	6	x.	x.	NOUN
hjic-1262	188	7	:	:	PUNCT
hjic-1262	188	8	an	an	DET
hjic-1262	188	9	overview	overview	NOUN
hjic-1262	188	10	of	of	ADP
hjic-1262	188	11	overfitting	overfitting	NOUN
hjic-1262	188	12	and	and	CCONJ
hjic-1262	188	13	its	its	PRON
hjic-1262	188	14	solutions	solution	NOUN
hjic-1262	188	15	,	,	PUNCT
hjic-1262	188	16	j.	j.	PROPN
hjic-1262	188	17	phys	phys	PROPN
hjic-1262	188	18	.	.	PUNCT
hjic-1262	188	19	conf	conf	PROPN
hjic-1262	188	20	.	.	PUNCT
hjic-1262	189	1	ser	ser	PROPN
hjic-1262	189	2	.	.	PROPN
hjic-1262	189	3	,	,	PUNCT
hjic-1262	189	4	2019	2019	NUM
hjic-1262	189	5	,	,	PUNCT
hjic-1262	189	6	1168(2	1168(2	NUM
hjic-1262	189	7	)	)	PUNCT
hjic-1262	189	8	,	,	PUNCT
hjic-1262	189	9	022022	022022	NUM
hjic-1262	189	10	,	,	PUNCT
hjic-1262	189	11	doi	doi	NOUN
hjic-1262	189	12	:	:	PUNCT
hjic-1262	189	13	10.1088/1742	10.1088/1742	NUM
hjic-1262	189	14	-	-	SYM
hjic-1262	189	15	6596/1168/2/022022	6596/1168/2/022022	PRON
hjic-1262	190	1	[	[	X
hjic-1262	190	2	18	18	NUM
hjic-1262	190	3	]	]	X
hjic-1262	190	4	hyndman	hyndman	NOUN
hjic-1262	190	5	,	,	PUNCT
hjic-1262	190	6	r.j	r.j	PROPN
hjic-1262	190	7	.	.	PROPN
hjic-1262	190	8	;	;	PUNCT
hjic-1262	190	9	koehler	koehler	PROPN
hjic-1262	190	10	,	,	PUNCT
hjic-1262	190	11	a.b	a.b	PROPN
hjic-1262	190	12	.	.	PROPN
hjic-1262	190	13	:	:	PUNCT
hjic-1262	190	14	another	another	PRON
hjic-1262	190	15	look	look	NOUN
hjic-1262	190	16	at	at	ADP
hjic-1262	190	17	measures	measure	NOUN
hjic-1262	190	18	of	of	ADP
hjic-1262	190	19	forecast	forecast	NOUN
hjic-1262	190	20	accuracy	accuracy	NOUN
hjic-1262	190	21	,	,	PUNCT
hjic-1262	190	22	int	int	NOUN
hjic-1262	190	23	.	.	PUNCT
hjic-1262	191	1	j.	j.	PROPN
hjic-1262	191	2	forecast	forecast	PROPN
hjic-1262	191	3	.	.	PUNCT
hjic-1262	191	4	,	,	PUNCT
hjic-1262	191	5	2006	2006	NUM
hjic-1262	191	6	,	,	PUNCT
hjic-1262	191	7	22(4	22(4	NUM
hjic-1262	191	8	)	)	PUNCT
hjic-1262	191	9	,	,	PUNCT
hjic-1262	191	10	679–688	679–688	NUM
hjic-1262	191	11	,	,	PUNCT
hjic-1262	191	12	doi	doi	NOUN
hjic-1262	191	13	:	:	PUNCT
hjic-1262	191	14	10.1016	10.1016	NUM
hjic-1262	191	15	/	/	SYM
hjic-1262	191	16	j.ijforecast.2006.03.001	j.ijforecast.2006.03.001	X
hjic-1262	191	17	https://doi.org/10.33927/hjic-2021-07	https://doi.org/10.33927/hjic-2021-07	X
hjic-1262	191	18	https://doi.org/10.1016/b978-0-444-62700-1.00002-4	https://doi.org/10.1016/b978-0-444-62700-1.00002-4	PROPN
hjic-1262	191	19	https://doi.org/10.1016/j.ces.2021.117271	https://doi.org/10.1016/j.ces.2021.117271	X
hjic-1262	191	20	https://doi.org/10.3390/pr9030476	https://doi.org/10.3390/pr9030476	PRON
hjic-1262	192	1	https://doi.org/10.1016/j.compchemeng.2017.09.017	https://doi.org/10.1016/j.compchemeng.2017.09.017	NUM
hjic-1262	192	2	https://doi.org/10.1016/j.cma.2017.12.019	https://doi.org/10.1016/j.cma.2017.12.019	VERB
hjic-1262	192	3	https://doi.org/10.1016/b978-0-12-818597-1.50060-6	https://doi.org/10.1016/b978-0-12-818597-1.50060-6	PROPN
hjic-1262	192	4	https://doi.org/10.1016/j.dche.2025.100228	https://doi.org/10.1016/j.dche.2025.100228	PROPN
hjic-1262	192	5	https://doi.org/10.1002/aic.17616	https://doi.org/10.1002/aic.17616	PROPN
hjic-1262	192	6	https://hal.science/hal-01418129v1	https://hal.science/hal-01418129v1	PROPN
hjic-1262	192	7	https://doi.org/10.1007/s13218-015-0392-x	https://doi.org/10.1007/s13218-015-0392-x	PROPN
hjic-1262	192	8	https://doi.org/10.1609/hcomp.v8i1.7464	https://doi.org/10.1609/hcomp.v8i1.7464	PROPN
hjic-1262	193	1	https://doi.org/10.1016/j.neucom.2021.04.112	https://doi.org/10.1016/j.neucom.2021.04.112	PROPN
hjic-1262	193	2	https://doi.org/10.1016/j.neucom.2017.06.084	https://doi.org/10.1016/j.neucom.2017.06.084	PROPN
hjic-1262	193	3	https://doi.org/10.1109/iros58592.2024.10801619	https://doi.org/10.1109/iros58592.2024.10801619	PROPN
hjic-1262	193	4	https://doi.org/10.1088/1742-6596/1168/2/022022	https://doi.org/10.1088/1742-6596/1168/2/022022	PROPN
hjic-1262	193	5	https://doi.org/10.1016/j.ijforecast.2006.03.001	https://doi.org/10.1016/j.ijforecast.2006.03.001	PROPN