id	sid	tid	token	lemma	pos
futech-604	1	1	chenghsien	chenghsien	PROPN
futech-604	1	2	tsai	tsai	PROPN
futech-604	1	3	et	et	PROPN
futech-604	1	4	al	al	PROPN
futech-604	1	5	.	.	PROPN
futech-604	1	6	/future	/future	PUNCT
futech-604	1	7	technology	technology	PROPN
futech-604	1	8	february	february	PROPN
futech-604	1	9	2026|	2026|	NUM
futech-604	1	10	volume	volume	NOUN
futech-604	1	11	05	05	NUM
futech-604	2	1	|	|	ADV
futech-604	2	2	issue	issue	NOUN
futech-604	2	3	01	01	NUM
futech-604	3	1	|	|	NOUN
futech-604	3	2	pages	page	VERB
futech-604	3	3	263	263	NUM
futech-604	3	4	-	-	SYM
futech-604	3	5	277	277	NUM
futech-604	3	6	263	263	NUM
futech-604	3	7	article	article	NOUN
futech-604	3	8	research	research	NOUN
futech-604	3	9	on	on	ADP
futech-604	3	10	real	real	ADJ
futech-604	3	11	-	-	PUNCT
futech-604	3	12	time	time	NOUN
futech-604	3	13	data	datum	NOUN
futech-604	3	14	display	display	NOUN
futech-604	3	15	and	and	CCONJ
futech-604	3	16	production	production	NOUN
futech-604	3	17	management	management	NOUN
futech-604	3	18	in	in	ADP
futech-604	3	19	a	a	DET
futech-604	3	20	digitalized	digitalize	VERB
futech-604	3	21	management	management	NOUN
futech-604	3	22	factory	factory	NOUN
futech-604	3	23	with	with	ADP
futech-604	3	24	an	an	DET
futech-604	3	25	artificial	artificial	ADJ
futech-604	3	26	intelligence	intelligence	NOUN
futech-604	3	27	-	-	PUNCT
futech-604	3	28	assisted	assist	VERB
futech-604	3	29	flexible	flexible	ADJ
futech-604	3	30	manufacturing	manufacturing	NOUN
futech-604	3	31	execution	execution	NOUN
futech-604	3	32	system	system	NOUN
futech-604	3	33	chenghsien	chenghsien	PROPN
futech-604	3	34	tsai	tsai	PROPN
futech-604	3	35	,	,	PUNCT
futech-604	3	36	oyyappan	oyyappan	NOUN
futech-604	3	37	duraipandi	duraipandi	PROPN
futech-604	3	38	*	*	PROPN
futech-604	3	39	,	,	PUNCT
futech-604	3	40	dhakir	dhakir	PROPN
futech-604	3	41	abbas	abbas	PROPN
futech-604	3	42	ali	ali	PROPN
futech-604	3	43	faculty	faculty	PROPN
futech-604	3	44	of	of	ADP
futech-604	3	45	business	business	NOUN
futech-604	3	46	and	and	CCONJ
futech-604	3	47	accountancy	accountancy	NOUN
futech-604	3	48	,	,	PUNCT
futech-604	3	49	lincoln	lincoln	PROPN
futech-604	3	50	university	university	PROPN
futech-604	3	51	college	college	PROPN
futech-604	3	52	,	,	PUNCT
futech-604	3	53	malaysia	malaysia	PROPN
futech-604	3	54	.	.	PUNCT
futech-604	4	1	wisma	wisma	PROPN
futech-604	4	2	lincoln	lincoln	PROPN
futech-604	4	3	,	,	PUNCT
futech-604	4	4	12	12	NUM
futech-604	4	5	-	-	SYM
futech-604	4	6	18	18	NUM
futech-604	4	7	,	,	PUNCT
futech-604	4	8	jalan	jalan	PROPN
futech-604	4	9	ss	ss	PROPN
futech-604	4	10	6/12	6/12	PROPN
futech-604	4	11	,	,	PUNCT
futech-604	4	12	ss	ss	NOUN
futech-604	4	13	6	6	NUM
futech-604	4	14	,	,	PUNCT
futech-604	4	15	47301	47301	NUM
futech-604	4	16	petaling	petaling	PROPN
futech-604	4	17	jaya	jaya	PROPN
futech-604	4	18	,	,	PUNCT
futech-604	4	19	selangor	selangor	PROPN
futech-604	4	20	,	,	PUNCT
futech-604	4	21	malaysia	malaysia	PROPN
futech-604	4	22	a	a	DET
futech-604	4	23	r	r	NOUN
futech-604	4	24	t	t	NOUN
futech-604	5	1	i	i	PRON
futech-604	5	2	c	c	NOUN
futech-604	5	3	l	l	NOUN
futech-604	5	4	e	e	NOUN
futech-604	6	1	i	i	PRON
futech-604	6	2	n	n	VERB
futech-604	6	3	f	f	NOUN
futech-604	6	4	o	o	NOUN
futech-604	6	5	article	article	NOUN
futech-604	6	6	history	history	NOUN
futech-604	6	7	:	:	PUNCT
futech-604	6	8	received	receive	VERB
futech-604	6	9	19	19	NUM
futech-604	6	10	august	august	PROPN
futech-604	6	11	2025	2025	NUM
futech-604	6	12	received	receive	VERB
futech-604	6	13	in	in	ADP
futech-604	6	14	revised	revise	VERB
futech-604	6	15	form	form	NOUN
futech-604	6	16	25	25	NUM
futech-604	6	17	october	october	PROPN
futech-604	6	18	2025	2025	NUM
futech-604	6	19	accepted	accept	VERB
futech-604	6	20	02	02	NUM
futech-604	6	21	december	december	PROPN
futech-604	6	22	2025	2025	NUM
futech-604	6	23	keywords	keyword	NOUN
futech-604	6	24	:	:	PUNCT
futech-604	6	25	manufacturing	manufacture	VERB
futech-604	6	26	execution	execution	NOUN
futech-604	6	27	systems	system	NOUN
futech-604	6	28	(	(	PUNCT
futech-604	6	29	mes	mes	PROPN
futech-604	6	30	)	)	PUNCT
futech-604	6	31	,	,	PUNCT
futech-604	6	32	artificial	artificial	ADJ
futech-604	6	33	intelligence	intelligence	NOUN
futech-604	6	34	(	(	PUNCT
futech-604	6	35	ai	ai	NOUN
futech-604	6	36	)	)	PUNCT
futech-604	6	37	,	,	PUNCT
futech-604	6	38	digital	digital	ADJ
futech-604	6	39	twin	twin	ADJ
futech-604	6	40	,	,	PUNCT
futech-604	6	41	flexible	flexible	ADJ
futech-604	6	42	manufacturing	manufacturing	NOUN
futech-604	6	43	,	,	PUNCT
futech-604	6	44	cyber	cyber	NOUN
futech-604	6	45	-	-	PUNCT
futech-604	6	46	physical	physical	ADJ
futech-604	6	47	systems	system	NOUN
futech-604	6	48	(	(	PUNCT
futech-604	6	49	cps	cps	PROPN
futech-604	6	50	)	)	PUNCT
futech-604	6	51	,	,	PUNCT
futech-604	6	52	microservices	microservice	NOUN
futech-604	6	53	architecture	architecture	NOUN
futech-604	6	54	,	,	PUNCT
futech-604	6	55	distributed	distribute	VERB
futech-604	6	56	stream	stream	NOUN
futech-604	6	57	processing	processing	NOUN
futech-604	6	58	*	*	PUNCT
futech-604	6	59	corresponding	correspond	VERB
futech-604	6	60	author	author	NOUN
futech-604	6	61	email	email	NOUN
futech-604	6	62	address	address	NOUN
futech-604	6	63	:	:	PUNCT
futech-604	6	64	oyyappan@lincoln.edu.my	oyyappan@lincoln.edu.my	ADJ
futech-604	6	65	doi	doi	NOUN
futech-604	6	66	:	:	PUNCT
futech-604	6	67	10.55670	10.55670	NUM
futech-604	6	68	/	/	SYM
futech-604	6	69	fpll.futech.5.1.23	fpll.futech.5.1.23	PROPN
futech-604	6	70	a	a	DET
futech-604	6	71	b	b	PROPN
futech-604	6	72	s	s	ADP
futech-604	6	73	t	t	PROPN
futech-604	6	74	r	r	NOUN
futech-604	6	75	a	a	DET
futech-604	6	76	c	c	NOUN
futech-604	6	77	t	t	NOUN
futech-604	6	78	traditional	traditional	ADJ
futech-604	6	79	manufacturing	manufacturing	NOUN
futech-604	6	80	execution	execution	NOUN
futech-604	6	81	systems	system	NOUN
futech-604	6	82	(	(	PUNCT
futech-604	6	83	mes	me	NOUN
futech-604	6	84	)	)	PUNCT
futech-604	6	85	face	face	VERB
futech-604	6	86	critical	critical	ADJ
futech-604	6	87	limitations	limitation	NOUN
futech-604	6	88	in	in	ADP
futech-604	6	89	addressing	address	VERB
futech-604	6	90	industry	industry	NOUN
futech-604	6	91	4.0	4.0	NUM
futech-604	6	92	demands	demand	NOUN
futech-604	6	93	for	for	ADP
futech-604	6	94	real	real	ADJ
futech-604	6	95	-	-	PUNCT
futech-604	6	96	time	time	NOUN
futech-604	6	97	processing	processing	NOUN
futech-604	6	98	,	,	PUNCT
futech-604	6	99	flexible	flexible	ADJ
futech-604	6	100	scheduling	scheduling	NOUN
futech-604	6	101	,	,	PUNCT
futech-604	6	102	and	and	CCONJ
futech-604	6	103	adaptive	adaptive	ADJ
futech-604	6	104	decision	decision	NOUN
futech-604	6	105	-	-	PUNCT
futech-604	6	106	making	making	NOUN
futech-604	6	107	,	,	PUNCT
futech-604	6	108	with	with	ADP
futech-604	6	109	less	less	ADJ
futech-604	6	110	than	than	ADP
futech-604	6	111	1	1	NUM
futech-604	6	112	%	%	NOUN
futech-604	6	113	of	of	ADP
futech-604	6	114	manufacturing	manufacturing	NOUN
futech-604	6	115	data	datum	NOUN
futech-604	6	116	effectively	effectively	ADV
futech-604	6	117	utilized	utilize	VERB
futech-604	6	118	.	.	PUNCT
futech-604	7	1	this	this	DET
futech-604	7	2	research	research	NOUN
futech-604	7	3	develops	develop	VERB
futech-604	7	4	an	an	DET
futech-604	7	5	artificial	artificial	ADJ
futech-604	7	6	intelligence	intelligence	NOUN
futech-604	7	7	(	(	PUNCT
futech-604	7	8	ai)assisted	ai)assiste	VERB
futech-604	7	9	flexible	flexible	ADJ
futech-604	7	10	mes	me	NOUN
futech-604	7	11	framework	framework	NOUN
futech-604	7	12	integrating	integrate	VERB
futech-604	7	13	real	real	ADJ
futech-604	7	14	-	-	PUNCT
futech-604	7	15	time	time	NOUN
futech-604	7	16	data	datum	NOUN
futech-604	7	17	visualization	visualization	NOUN
futech-604	7	18	,	,	PUNCT
futech-604	7	19	digital	digital	ADJ
futech-604	7	20	twin	twin	ADJ
futech-604	7	21	technology	technology	NOUN
futech-604	7	22	,	,	PUNCT
futech-604	7	23	and	and	CCONJ
futech-604	7	24	distributed	distribute	VERB
futech-604	7	25	intelligence	intelligence	NOUN
futech-604	7	26	to	to	PART
futech-604	7	27	enable	enable	VERB
futech-604	7	28	proactive	proactive	ADJ
futech-604	7	29	manufacturing	manufacturing	NOUN
futech-604	7	30	management	management	NOUN
futech-604	7	31	.	.	PUNCT
futech-604	8	1	the	the	DET
futech-604	8	2	system	system	NOUN
futech-604	8	3	employs	employ	VERB
futech-604	8	4	design	design	NOUN
futech-604	8	5	science	science	NOUN
futech-604	8	6	research	research	NOUN
futech-604	8	7	(	(	PUNCT
futech-604	8	8	dsr	dsr	NOUN
futech-604	8	9	)	)	PUNCT
futech-604	8	10	methodology	methodology	NOUN
futech-604	8	11	and	and	CCONJ
futech-604	8	12	implements	implement	VERB
futech-604	8	13	a	a	DET
futech-604	8	14	microservices	microservice	NOUN
futech-604	8	15	architecture	architecture	NOUN
futech-604	8	16	using	use	VERB
futech-604	8	17	apache	apache	PROPN
futech-604	8	18	kafka	kafka	PROPN
futech-604	8	19	for	for	ADP
futech-604	8	20	message	message	NOUN
futech-604	8	21	streaming	streaming	NOUN
futech-604	8	22	,	,	PUNCT
futech-604	8	23	flink	flink	NOUN
futech-604	8	24	for	for	ADP
futech-604	8	25	real	real	ADJ
futech-604	8	26	-	-	PUNCT
futech-604	8	27	time	time	NOUN
futech-604	8	28	processing	processing	NOUN
futech-604	8	29	,	,	PUNCT
futech-604	8	30	and	and	CCONJ
futech-604	8	31	tensorflow	tensorflow	NOUN
futech-604	8	32	for	for	ADP
futech-604	8	33	ai	ai	PROPN
futech-604	8	34	inference	inference	NOUN
futech-604	8	35	,	,	PUNCT
futech-604	8	36	deployed	deploy	VERB
futech-604	8	37	across	across	ADP
futech-604	8	38	five	five	NUM
futech-604	8	39	production	production	NOUN
futech-604	8	40	lines	line	NOUN
futech-604	8	41	with	with	ADP
futech-604	8	42	2,350	2,350	NUM
futech-604	8	43	sensors	sensor	NOUN
futech-604	8	44	and	and	CCONJ
futech-604	8	45	45	45	NUM
futech-604	8	46	programmable	programmable	ADJ
futech-604	8	47	logic	logic	NOUN
futech-604	8	48	controllers	controller	NOUN
futech-604	8	49	(	(	PUNCT
futech-604	8	50	plcs	plcs	PROPN
futech-604	8	51	)	)	PUNCT
futech-604	8	52	.	.	PUNCT
futech-604	9	1	results	result	NOUN
futech-604	9	2	demonstrate	demonstrate	VERB
futech-604	9	3	exceptional	exceptional	ADJ
futech-604	9	4	performance	performance	NOUN
futech-604	9	5	with	with	ADP
futech-604	9	6	system	system	NOUN
futech-604	9	7	throughput	throughput	NOUN
futech-604	9	8	reaching	reach	VERB
futech-604	9	9	12,500	12,500	NUM
futech-604	9	10	messages	message	NOUN
futech-604	9	11	per	per	ADP
futech-604	9	12	second	second	NOUN
futech-604	9	13	,	,	PUNCT
futech-604	9	14	the	the	DET
futech-604	9	15	design	design	NOUN
futech-604	9	16	target	target	NOUN
futech-604	9	17	by	by	ADP
futech-604	9	18	25	25	NUM
futech-604	9	19	%	%	NOUN
futech-604	9	20	,	,	PUNCT
futech-604	9	21	average	average	ADJ
futech-604	9	22	data	datum	NOUN
futech-604	9	23	collection	collection	NOUN
futech-604	9	24	latency	latency	NOUN
futech-604	9	25	below	below	ADP
futech-604	9	26	10	10	NUM
futech-604	9	27	milliseconds	millisecond	NOUN
futech-604	9	28	,	,	PUNCT
futech-604	9	29	and	and	CCONJ
futech-604	9	30	99.9	99.9	NUM
futech-604	9	31	%	%	NOUN
futech-604	9	32	availability	availability	NOUN
futech-604	9	33	over	over	ADP
futech-604	9	34	72	72	NUM
futech-604	9	35	-	-	PUNCT
futech-604	9	36	hour	hour	NOUN
futech-604	9	37	continuous	continuous	ADJ
futech-604	9	38	operation	operation	NOUN
futech-604	9	39	.	.	PUNCT
futech-604	10	1	production	production	NOUN
futech-604	10	2	efficiency	efficiency	NOUN
futech-604	10	3	improved	improve	VERB
futech-604	10	4	significantly	significantly	ADV
futech-604	10	5	with	with	ADP
futech-604	10	6	25	25	NUM
futech-604	10	7	%	%	NOUN
futech-604	10	8	increased	increase	VERB
futech-604	10	9	output	output	NOUN
futech-604	10	10	,	,	PUNCT
futech-604	10	11	65.7	65.7	NUM
futech-604	10	12	%	%	NOUN
futech-604	10	13	reduction	reduction	NOUN
futech-604	10	14	in	in	ADP
futech-604	10	15	defect	defect	NOUN
futech-604	10	16	rates	rate	NOUN
futech-604	10	17	(	(	PUNCT
futech-604	10	18	from	from	ADP
futech-604	10	19	35,000	35,000	NUM
futech-604	10	20	to	to	ADP
futech-604	10	21	12,000	12,000	NUM
futech-604	10	22	parts	part	NOUN
futech-604	10	23	per	per	ADP
futech-604	10	24	million	million	NUM
futech-604	10	25	)	)	PUNCT
futech-604	10	26	,	,	PUNCT
futech-604	10	27	and	and	CCONJ
futech-604	10	28	87.5	87.5	NUM
futech-604	10	29	%	%	NOUN
futech-604	10	30	decrease	decrease	NOUN
futech-604	10	31	in	in	ADP
futech-604	10	32	changeover	changeover	NOUN
futech-604	10	33	time	time	NOUN
futech-604	10	34	(	(	PUNCT
futech-604	10	35	from	from	ADP
futech-604	10	36	120	120	NUM
futech-604	10	37	to	to	PART
futech-604	10	38	15	15	NUM
futech-604	10	39	minutes	minute	NOUN
futech-604	10	40	)	)	PUNCT
futech-604	10	41	.	.	PUNCT
futech-604	11	1	overall	overall	ADJ
futech-604	11	2	equipment	equipment	NOUN
futech-604	11	3	effectiveness	effectiveness	NOUN
futech-604	11	4	(	(	PUNCT
futech-604	11	5	oee	oee	ADJ
futech-604	11	6	)	)	PUNCT
futech-604	11	7	increased	increase	VERB
futech-604	11	8	from	from	ADP
futech-604	11	9	60	60	NUM
futech-604	11	10	%	%	NOUN
futech-604	11	11	to	to	PART
futech-604	11	12	82	82	NUM
futech-604	11	13	%	%	NOUN
futech-604	11	14	,	,	PUNCT
futech-604	11	15	approaching	approach	VERB
futech-604	11	16	world	world	NOUN
futech-604	11	17	-	-	PUNCT
futech-604	11	18	class	class	NOUN
futech-604	11	19	benchmarks	benchmark	NOUN
futech-604	11	20	(	(	PUNCT
futech-604	11	21	>	>	X
futech-604	11	22	85	85	NUM
futech-604	11	23	%	%	NOUN
futech-604	11	24	)	)	PUNCT
futech-604	11	25	.	.	PUNCT
futech-604	12	1	this	this	DET
futech-604	12	2	research	research	NOUN
futech-604	12	3	validates	validate	VERB
futech-604	12	4	distributed	distribute	VERB
futech-604	12	5	intelligence	intelligence	NOUN
futech-604	12	6	architectures	architecture	NOUN
futech-604	12	7	for	for	ADP
futech-604	12	8	achieving	achieve	VERB
futech-604	12	9	simultaneous	simultaneous	ADJ
futech-604	12	10	improvements	improvement	NOUN
futech-604	12	11	in	in	ADP
futech-604	12	12	manufacturing	manufacturing	NOUN
futech-604	12	13	flexibility	flexibility	NOUN
futech-604	12	14	and	and	CCONJ
futech-604	12	15	efficiency	efficiency	NOUN
futech-604	12	16	,	,	PUNCT
futech-604	12	17	challenging	challenge	VERB
futech-604	12	18	traditional	traditional	ADJ
futech-604	12	19	theoretical	theoretical	ADJ
futech-604	12	20	trade	trade	NOUN
futech-604	12	21	-	-	PUNCT
futech-604	12	22	offs	off	NOUN
futech-604	12	23	while	while	SCONJ
futech-604	12	24	providing	provide	VERB
futech-604	12	25	a	a	DET
futech-604	12	26	practical	practical	ADJ
futech-604	12	27	implementation	implementation	NOUN
futech-604	12	28	roadmap	roadmap	NOUN
futech-604	12	29	for	for	ADP
futech-604	12	30	digital	digital	ADJ
futech-604	12	31	transformation	transformation	NOUN
futech-604	12	32	in	in	ADP
futech-604	12	33	manufacturing	manufacturing	NOUN
futech-604	12	34	enterprises	enterprise	NOUN
futech-604	12	35	.	.	PUNCT
futech-604	13	1	1	1	X
futech-604	13	2	.	.	X
futech-604	13	3	introduction	introduction	NOUN
futech-604	13	4	in	in	ADP
futech-604	13	5	the	the	DET
futech-604	13	6	introduction	introduction	NOUN
futech-604	13	7	,	,	PUNCT
futech-604	13	8	explain	explain	VERB
futech-604	13	9	why	why	SCONJ
futech-604	13	10	you	you	PRON
futech-604	13	11	did	do	VERB
futech-604	13	12	it	it	PRON
futech-604	13	13	(	(	PUNCT
futech-604	13	14	motivation	motivation	NOUN
futech-604	13	15	)	)	PUNCT
futech-604	13	16	.	.	PUNCT
futech-604	14	1	the	the	DET
futech-604	14	2	transition	transition	NOUN
futech-604	14	3	to	to	ADP
futech-604	14	4	industry	industry	NOUN
futech-604	14	5	4.0	4.0	NUM
futech-604	14	6	has	have	AUX
futech-604	14	7	reshaped	reshape	VERB
futech-604	14	8	manufacturing	manufacturing	NOUN
futech-604	14	9	,	,	PUNCT
futech-604	14	10	imposing	impose	VERB
futech-604	14	11	stringent	stringent	ADJ
futech-604	14	12	demands	demand	NOUN
futech-604	14	13	for	for	ADP
futech-604	14	14	operational	operational	ADJ
futech-604	14	15	agility	agility	NOUN
futech-604	14	16	,	,	PUNCT
futech-604	14	17	real	real	ADJ
futech-604	14	18	-	-	PUNCT
futech-604	14	19	time	time	NOUN
futech-604	14	20	decision	decision	NOUN
futech-604	14	21	making	making	NOUN
futech-604	14	22	,	,	PUNCT
futech-604	14	23	and	and	CCONJ
futech-604	14	24	seamless	seamless	ADJ
futech-604	14	25	system	system	NOUN
futech-604	14	26	integration	integration	NOUN
futech-604	14	27	[	[	X
futech-604	14	28	1	1	NUM
futech-604	14	29	]	]	PUNCT
futech-604	14	30	.	.	PUNCT
futech-604	15	1	the	the	DET
futech-604	15	2	manufacturing	manufacturing	NOUN
futech-604	15	3	execution	execution	NOUN
futech-604	15	4	system	system	NOUN
futech-604	15	5	(	(	PUNCT
futech-604	15	6	mes	me	NOUN
futech-604	15	7	)	)	PUNCT
futech-604	15	8	serves	serve	VERB
futech-604	15	9	as	as	ADP
futech-604	15	10	a	a	DET
futech-604	15	11	pivotal	pivotal	ADJ
futech-604	15	12	intermediary	intermediary	NOUN
futech-604	15	13	between	between	ADP
futech-604	15	14	enterprise	enterprise	NOUN
futech-604	15	15	resource	resource	NOUN
futech-604	15	16	planning	planning	NOUN
futech-604	15	17	(	(	PUNCT
futech-604	15	18	erp	erp	NOUN
futech-604	15	19	)	)	PUNCT
futech-604	15	20	and	and	CCONJ
futech-604	15	21	shop	shop	NOUN
futech-604	15	22	-	-	PUNCT
futech-604	15	23	floor	floor	NOUN
futech-604	15	24	operations	operation	NOUN
futech-604	15	25	,	,	PUNCT
futech-604	15	26	coordinating	coordinate	VERB
futech-604	15	27	increasingly	increasingly	ADV
futech-604	15	28	complex	complex	ADJ
futech-604	15	29	production	production	NOUN
futech-604	15	30	processes	process	NOUN
futech-604	15	31	[	[	X
futech-604	15	32	2	2	NUM
futech-604	15	33	]	]	PUNCT
futech-604	15	34	.	.	PUNCT
futech-604	16	1	yet	yet	CCONJ
futech-604	16	2	conventional	conventional	ADJ
futech-604	16	3	mes	me	NOUN
futech-604	16	4	architectures	architecture	NOUN
futech-604	16	5	remain	remain	VERB
futech-604	16	6	constrained	constrain	VERB
futech-604	16	7	when	when	SCONJ
futech-604	16	8	confronting	confront	VERB
futech-604	16	9	modern	modern	ADJ
futech-604	16	10	requirements	requirement	NOUN
futech-604	16	11	,	,	PUNCT
futech-604	16	12	particularly	particularly	ADV
futech-604	16	13	real	real	ADJ
futech-604	16	14	-	-	PUNCT
futech-604	16	15	time	time	NOUN
futech-604	16	16	data	datum	NOUN
futech-604	16	17	handling	handling	NOUN
futech-604	16	18	,	,	PUNCT
futech-604	16	19	flexible	flexible	ADJ
futech-604	16	20	scheduling	scheduling	NOUN
futech-604	16	21	,	,	PUNCT
futech-604	16	22	and	and	CCONJ
futech-604	16	23	adaptive	adaptive	ADJ
futech-604	16	24	responses	response	NOUN
futech-604	16	25	to	to	ADP
futech-604	16	26	volatile	volatile	ADJ
futech-604	16	27	market	market	NOUN
futech-604	16	28	conditions	condition	NOUN
futech-604	16	29	[	[	X
futech-604	16	30	1	1	NUM
futech-604	16	31	]	]	PUNCT
futech-604	16	32	.	.	PUNCT
futech-604	17	1	despite	despite	SCONJ
futech-604	17	2	generating	generate	VERB
futech-604	17	3	vast	vast	ADJ
futech-604	17	4	data	datum	NOUN
futech-604	17	5	streams	stream	NOUN
futech-604	17	6	,	,	PUNCT
futech-604	17	7	traditional	traditional	ADJ
futech-604	17	8	mes	me	NOUN
futech-604	17	9	exploits	exploit	VERB
futech-604	17	10	less	less	ADJ
futech-604	17	11	than	than	ADP
futech-604	17	12	1	1	NUM
futech-604	17	13	%	%	NOUN
futech-604	17	14	for	for	ADP
futech-604	17	15	decision	decision	NOUN
futech-604	17	16	making	make	VERB
futech-604	17	17	[	[	PUNCT
futech-604	17	18	3,4	3,4	NUM
futech-604	17	19	]	]	PUNCT
futech-604	17	20	,	,	PUNCT
futech-604	17	21	highlighting	highlight	VERB
futech-604	17	22	the	the	DET
futech-604	17	23	need	need	NOUN
futech-604	17	24	for	for	ADP
futech-604	17	25	ai	ai	VERB
futech-604	17	26	-	-	PUNCT
futech-604	17	27	integrated	integrate	VERB
futech-604	17	28	systems	system	NOUN
futech-604	17	29	.	.	PUNCT
futech-604	18	1	this	this	DET
futech-604	18	2	study	study	NOUN
futech-604	18	3	proposes	propose	VERB
futech-604	18	4	an	an	DET
futech-604	18	5	ai	ai	NOUN
futech-604	18	6	-	-	PUNCT
futech-604	18	7	assisted	assisted	ADJ
futech-604	18	8	,	,	PUNCT
futech-604	18	9	flexible	flexible	ADJ
futech-604	18	10	mes	me	NOUN
futech-604	18	11	augmented	augment	VERB
futech-604	18	12	with	with	ADP
futech-604	18	13	advanced	advanced	ADJ
futech-604	18	14	real	real	ADJ
futech-604	18	15	-	-	PUNCT
futech-604	18	16	time	time	NOUN
futech-604	18	17	visualization	visualization	NOUN
futech-604	18	18	.	.	PUNCT
futech-604	19	1	the	the	DET
futech-604	19	2	framework	framework	NOUN
futech-604	19	3	employs	employ	VERB
futech-604	19	4	a	a	DET
futech-604	19	5	digital	digital	ADJ
futech-604	19	6	twin	twin	NOUN
futech-604	19	7	for	for	ADP
futech-604	19	8	cyber	cyber	NOUN
futech-604	19	9	-	-	PUNCT
futech-604	19	10	physical	physical	ADJ
futech-604	19	11	synchronization	synchronization	NOUN
futech-604	19	12	,	,	PUNCT
futech-604	19	13	applies	apply	VERB
futech-604	19	14	machine	machine	NOUN
futech-604	19	15	-	-	PUNCT
futech-604	19	16	learning	learn	VERB
futech-604	19	17	models	model	NOUN
futech-604	19	18	for	for	ADP
futech-604	19	19	predictive	predictive	ADJ
futech-604	19	20	analytics	analytic	NOUN
futech-604	19	21	and	and	CCONJ
futech-604	19	22	optimization	optimization	NOUN
futech-604	19	23	,	,	PUNCT
futech-604	19	24	and	and	CCONJ
futech-604	19	25	implements	implement	VERB
futech-604	19	26	multi	multi	ADJ
futech-604	19	27	-	-	ADJ
futech-604	19	28	layer	layer	ADJ
futech-604	19	29	dashboards	dashboard	NOUN
futech-604	19	30	to	to	PART
futech-604	19	31	enhance	enhance	VERB
futech-604	19	32	operational	operational	ADJ
futech-604	19	33	transparency	transparency	NOUN
futech-604	19	34	.	.	PUNCT
futech-604	20	1	the	the	DET
futech-604	20	2	architecture	architecture	NOUN
futech-604	20	3	contributes	contribute	VERB
futech-604	20	4	both	both	DET
futech-604	20	5	theoretical	theoretical	ADJ
futech-604	20	6	frameworks	framework	NOUN
futech-604	20	7	and	and	CCONJ
futech-604	20	8	practical	practical	ADJ
futech-604	20	9	implementation	implementation	NOUN
futech-604	20	10	strategies	strategy	NOUN
futech-604	20	11	for	for	ADP
futech-604	20	12	intelligent	intelligent	ADJ
futech-604	20	13	manufacturing	manufacturing	NOUN
futech-604	20	14	.	.	PUNCT
futech-604	21	1	section	section	NOUN
futech-604	21	2	2	2	NUM
futech-604	21	3	reviews	review	NOUN
futech-604	21	4	existing	exist	VERB
futech-604	21	5	literature	literature	NOUN
futech-604	21	6	to	to	PART
futech-604	21	7	identify	identify	VERB
futech-604	21	8	specific	specific	ADJ
futech-604	21	9	gaps	gap	NOUN
futech-604	21	10	this	this	DET
futech-604	21	11	study	study	NOUN
futech-604	21	12	addresses.research	addresses.research	PROPN
futech-604	21	13	questions	question	NOUN
futech-604	21	14	:	:	PUNCT
futech-604	21	15	this	this	DET
futech-604	21	16	research	research	NOUN
futech-604	21	17	addresses	address	VERB
futech-604	21	18	four	four	NUM
futech-604	21	19	specific	specific	ADJ
futech-604	21	20	questions	question	NOUN
futech-604	21	21	:	:	PUNCT
futech-604	21	22	rq1	rq1	NOUN
futech-604	21	23	:	:	PUNCT
futech-604	21	24	how	how	SCONJ
futech-604	21	25	can	can	AUX
futech-604	21	26	ai	ai	VERB
futech-604	21	27	capabilities	capability	NOUN
futech-604	21	28	be	be	AUX
futech-604	21	29	integrated	integrate	VERB
futech-604	21	30	with	with	ADP
futech-604	21	31	flexible	flexible	ADJ
futech-604	21	32	mes	me	NOUN
futech-604	21	33	to	to	PART
futech-604	21	34	achieve	achieve	VERB
futech-604	21	35	sub-100ms	sub-100ms	ADJ
futech-604	21	36	latency	latency	NOUN
futech-604	21	37	and	and	CCONJ
futech-604	21	38	10,000	10,000	NUM
futech-604	21	39	+	+	NUM
futech-604	21	40	messages	message	NOUN
futech-604	21	41	/	/	SYM
futech-604	21	42	second	second	ADJ
futech-604	21	43	throughput	throughput	NOUN
futech-604	21	44	at	at	ADP
futech-604	21	45	enterprise	enterprise	NOUN
futech-604	21	46	scale	scale	NOUN
futech-604	21	47	?	?	PUNCT
futech-604	22	1	rq2	rq2	NOUN
futech-604	22	2	:	:	PUNCT
futech-604	22	3	what	what	PRON
futech-604	22	4	are	be	AUX
futech-604	22	5	the	the	DET
futech-604	22	6	measurable	measurable	ADJ
futech-604	22	7	impacts	impact	NOUN
futech-604	22	8	of	of	ADP
futech-604	22	9	ai	ai	VERB
futech-604	22	10	-	-	PUNCT
futech-604	22	11	assisted	assist	VERB
futech-604	22	12	flexible	flexible	ADJ
futech-604	22	13	mes	me	NOUN
futech-604	22	14	on	on	ADP
futech-604	22	15	manufacturing	manufacturing	NOUN
futech-604	22	16	performance	performance	NOUN
futech-604	22	17	(	(	PUNCT
futech-604	22	18	productivity	productivity	NOUN
futech-604	22	19	,	,	PUNCT
futech-604	22	20	quality	quality	NOUN
futech-604	22	21	,	,	PUNCT
futech-604	22	22	flexibility	flexibility	NOUN
futech-604	22	23	,	,	PUNCT
futech-604	22	24	equipment	equipment	NOUN
futech-604	22	25	efficiency	efficiency	NOUN
futech-604	22	26	)	)	PUNCT
futech-604	22	27	?	?	PUNCT
futech-604	23	1	open	open	ADJ
futech-604	23	2	access	access	NOUN
futech-604	23	3	journal	journal	PROPN
futech-604	23	4	issn	issn	PROPN
futech-604	23	5	2832	2832	NUM
futech-604	23	6	-	-	SYM
futech-604	23	7	0379	0379	NUM
futech-604	23	8	february	february	PROPN
futech-604	23	9	2026|	2026|	NUM
futech-604	23	10	volume	volume	NOUN
futech-604	23	11	05	05	NUM
futech-604	24	1	|	|	ADV
futech-604	24	2	issue	issue	NOUN
futech-604	24	3	01	01	NUM
futech-604	25	1	|	|	NOUN
futech-604	25	2	pages	page	VERB
futech-604	25	3	263	263	NUM
futech-604	25	4	-	-	SYM
futech-604	25	5	277	277	NUM
futech-604	25	6	https://doi.org/10.55670/fpll.futech.5.1.23	https://doi.org/10.55670/fpll.futech.5.1.23	NOUN
futech-604	25	7	journal	journal	ADJ
futech-604	25	8	homepage	homepage	NOUN
futech-604	25	9	:	:	PUNCT
futech-604	25	10	https://fupubco.com/futech	https://fupubco.com/futech	PROPN
futech-604	25	11	future	future	ADJ
futech-604	25	12	technology	technology	NOUN
futech-604	25	13	mailto:oyyappan@lincoln.edu.my	mailto:oyyappan@lincoln.edu.my	PROPN
futech-604	25	14	https://doi.org/10.55670/fpll.futech.5.1.23	https://doi.org/10.55670/fpll.futech.5.1.23	PROPN
futech-604	25	15	https://fupubco.com/futech	https://fupubco.com/futech	PROPN
futech-604	25	16	chenghsien	chenghsien	NOUN
futech-604	26	1	tsai	tsai	PROPN
futech-604	26	2	et	et	PROPN
futech-604	26	3	al	al	PROPN
futech-604	26	4	.	.	PROPN
futech-604	26	5	/future	/future	PUNCT
futech-604	26	6	technology	technology	PROPN
futech-604	26	7	february	february	PROPN
futech-604	26	8	2026|	2026|	NUM
futech-604	26	9	volume	volume	NOUN
futech-604	26	10	05	05	NUM
futech-604	27	1	|	|	ADV
futech-604	27	2	issue	issue	NOUN
futech-604	27	3	01	01	NUM
futech-604	28	1	|	|	NOUN
futech-604	28	2	pages	page	VERB
futech-604	28	3	263	263	NUM
futech-604	28	4	-	-	SYM
futech-604	28	5	277	277	NUM
futech-604	28	6	264	264	NUM
futech-604	28	7	rq3	rq3	NOUN
futech-604	28	8	:	:	PUNCT
futech-604	28	9	what	what	PRON
futech-604	28	10	technical	technical	ADJ
futech-604	28	11	challenges	challenge	NOUN
futech-604	28	12	emerge	emerge	VERB
futech-604	28	13	during	during	ADP
futech-604	28	14	industrial	industrial	ADJ
futech-604	28	15	deployment	deployment	NOUN
futech-604	28	16	,	,	PUNCT
futech-604	28	17	and	and	CCONJ
futech-604	28	18	what	what	PRON
futech-604	28	19	solutions	solution	NOUN
futech-604	28	20	enable	enable	VERB
futech-604	28	21	99.9%+	99.9%+	NOUN
futech-604	28	22	reliability	reliability	NOUN
futech-604	28	23	?	?	PUNCT
futech-604	29	1	rq4	rq4	NOUN
futech-604	29	2	:	:	PUNCT
futech-604	29	3	can	can	AUX
futech-604	29	4	distributed	distributed	VERB
futech-604	29	5	intelligence	intelligence	NOUN
futech-604	29	6	architecture	architecture	NOUN
futech-604	29	7	overcome	overcome	VERB
futech-604	29	8	the	the	DET
futech-604	29	9	traditional	traditional	ADJ
futech-604	29	10	flexibility	flexibility	NOUN
futech-604	29	11	-	-	PUNCT
futech-604	29	12	efficiency	efficiency	NOUN
futech-604	29	13	trade	trade	NOUN
futech-604	29	14	-	-	PUNCT
futech-604	29	15	off	off	NOUN
futech-604	29	16	in	in	ADP
futech-604	29	17	manufacturing	manufacturing	NOUN
futech-604	29	18	systems	system	NOUN
futech-604	29	19	?	?	PUNCT
futech-604	30	1	2	2	X
futech-604	30	2	.	.	X
futech-604	30	3	literature	literature	NOUN
futech-604	30	4	review	review	NOUN
futech-604	30	5	over	over	ADP
futech-604	30	6	recent	recent	ADJ
futech-604	30	7	decades	decade	NOUN
futech-604	30	8	,	,	PUNCT
futech-604	30	9	mes	me	NOUN
futech-604	30	10	has	have	AUX
futech-604	30	11	moved	move	VERB
futech-604	30	12	from	from	ADP
futech-604	30	13	transactionoriented	transactionoriente	VERB
futech-604	30	14	middleware	middleware	NOUN
futech-604	30	15	to	to	ADP
futech-604	30	16	a	a	DET
futech-604	30	17	platform	platform	NOUN
futech-604	30	18	for	for	ADP
futech-604	30	19	cyber	cyber	NOUN
futech-604	30	20	-	-	PUNCT
futech-604	30	21	physical	physical	ADJ
futech-604	30	22	production	production	NOUN
futech-604	30	23	integration	integration	NOUN
futech-604	30	24	.	.	PUNCT
futech-604	31	1	early	early	ADJ
futech-604	31	2	deployments	deployment	NOUN
futech-604	31	3	mainly	mainly	ADV
futech-604	31	4	bridged	bridge	VERB
futech-604	31	5	enterprise	enterprise	NOUN
futech-604	31	6	resource	resource	NOUN
futech-604	31	7	planning	planning	NOUN
futech-604	31	8	(	(	PUNCT
futech-604	31	9	erp	erp	NOUN
futech-604	31	10	)	)	PUNCT
futech-604	31	11	and	and	CCONJ
futech-604	31	12	the	the	DET
futech-604	31	13	shop	shop	NOUN
futech-604	31	14	floor	floor	NOUN
futech-604	31	15	,	,	PUNCT
futech-604	31	16	emphasizing	emphasize	VERB
futech-604	31	17	scheduling	scheduling	NOUN
futech-604	31	18	,	,	PUNCT
futech-604	31	19	resource	resource	NOUN
futech-604	31	20	allocation	allocation	NOUN
futech-604	31	21	,	,	PUNCT
futech-604	31	22	and	and	CCONJ
futech-604	31	23	data	datum	NOUN
futech-604	31	24	capture	capture	NOUN
futech-604	32	1	[	[	X
futech-604	32	2	5	5	NUM
futech-604	32	3	]	]	PUNCT
futech-604	32	4	.	.	PUNCT
futech-604	33	1	yet	yet	CCONJ
futech-604	33	2	conventional	conventional	ADJ
futech-604	33	3	designs	design	NOUN
futech-604	33	4	struggled	struggle	VERB
futech-604	33	5	with	with	ADP
futech-604	33	6	real	real	ADJ
futech-604	33	7	-	-	PUNCT
futech-604	33	8	time	time	NOUN
futech-604	33	9	data	datum	NOUN
futech-604	33	10	streams	stream	NOUN
futech-604	33	11	,	,	PUNCT
futech-604	33	12	flexible	flexible	ADJ
futech-604	33	13	manufacturing	manufacturing	NOUN
futech-604	33	14	,	,	PUNCT
futech-604	33	15	and	and	CCONJ
futech-604	33	16	intelligent	intelligent	ADJ
futech-604	33	17	decision	decision	NOUN
futech-604	33	18	support	support	NOUN
futech-604	33	19	[	[	X
futech-604	33	20	6	6	NUM
futech-604	33	21	]	]	PUNCT
futech-604	33	22	.	.	PUNCT
futech-604	34	1	systematic	systematic	ADJ
futech-604	34	2	reviews	review	NOUN
futech-604	34	3	note	note	VERB
futech-604	34	4	that	that	SCONJ
futech-604	34	5	although	although	SCONJ
futech-604	34	6	mes	me	NOUN
futech-604	34	7	has	have	AUX
futech-604	34	8	been	be	AUX
futech-604	34	9	commercial	commercial	ADJ
futech-604	34	10	since	since	SCONJ
futech-604	34	11	the	the	DET
futech-604	34	12	1990s	1990s	NUM
futech-604	34	13	,	,	PUNCT
futech-604	34	14	scholarly	scholarly	ADJ
futech-604	34	15	work	work	NOUN
futech-604	34	16	has	have	AUX
futech-604	34	17	only	only	ADV
futech-604	34	18	recently	recently	ADV
futech-604	34	19	engaged	engage	VERB
futech-604	34	20	with	with	ADP
futech-604	34	21	intelligent	intelligent	ADJ
futech-604	34	22	architectures	architecture	NOUN
futech-604	34	23	aligned	align	VERB
futech-604	34	24	with	with	ADP
futech-604	34	25	industry	industry	NOUN
futech-604	34	26	4.0	4.0	NUM
futech-604	35	1	[	[	X
futech-604	35	2	7	7	NUM
futech-604	35	3	]	]	PUNCT
futech-604	35	4	.	.	PUNCT
futech-604	36	1	the	the	DET
futech-604	36	2	shift	shift	NOUN
futech-604	36	3	from	from	ADP
futech-604	36	4	model	model	NOUN
futech-604	36	5	-	-	PUNCT
futech-604	36	6	based	base	VERB
futech-604	36	7	to	to	ADP
futech-604	36	8	data	data	NOUN
futech-604	36	9	-	-	PUNCT
futech-604	36	10	driven	drive	VERB
futech-604	36	11	manufacturing	manufacturing	NOUN
futech-604	36	12	has	have	AUX
futech-604	36	13	prompted	prompt	VERB
futech-604	36	14	a	a	DET
futech-604	36	15	reconceptualization	reconceptualization	NOUN
futech-604	36	16	of	of	ADP
futech-604	36	17	mes	me	NOUN
futech-604	36	18	,	,	PUNCT
futech-604	36	19	with	with	ADP
futech-604	36	20	emerging	emerge	VERB
futech-604	36	21	frameworks	framework	NOUN
futech-604	36	22	favoring	favor	VERB
futech-604	36	23	distributed	distribute	VERB
futech-604	36	24	intelligence	intelligence	NOUN
futech-604	36	25	,	,	PUNCT
futech-604	36	26	service	service	NOUN
futech-604	36	27	-	-	PUNCT
futech-604	36	28	oriented	orient	VERB
futech-604	36	29	architectures	architecture	NOUN
futech-604	36	30	,	,	PUNCT
futech-604	36	31	and	and	CCONJ
futech-604	36	32	autonomous	autonomous	ADJ
futech-604	36	33	decision	decision	NOUN
futech-604	36	34	making	make	VERB
futech-604	36	35	[	[	X
futech-604	36	36	8	8	NUM
futech-604	36	37	]	]	PUNCT
futech-604	36	38	.	.	PUNCT
futech-604	37	1	while	while	SCONJ
futech-604	37	2	digital	digital	ADJ
futech-604	37	3	twin	twin	ADJ
futech-604	37	4	implementations	implementation	NOUN
futech-604	37	5	have	have	AUX
futech-604	37	6	shown	show	VERB
futech-604	37	7	measurable	measurable	ADJ
futech-604	37	8	improvements	improvement	NOUN
futech-604	37	9	in	in	ADP
futech-604	37	10	specific	specific	ADJ
futech-604	37	11	applications	application	NOUN
futech-604	37	12	[	[	X
futech-604	37	13	9,10	9,10	NUM
futech-604	37	14	]	]	PUNCT
futech-604	37	15	,	,	PUNCT
futech-604	37	16	plant	plant	NOUN
futech-604	37	17	-	-	PUNCT
futech-604	37	18	wide	wide	ADJ
futech-604	37	19	integration	integration	NOUN
futech-604	37	20	remains	remain	VERB
futech-604	37	21	challenging	challenge	VERB
futech-604	37	22	due	due	ADJ
futech-604	37	23	to	to	ADP
futech-604	37	24	heterogeneous	heterogeneous	ADJ
futech-604	37	25	data	datum	NOUN
futech-604	37	26	formats	format	NOUN
futech-604	37	27	and	and	CCONJ
futech-604	37	28	complex	complex	ADJ
futech-604	37	29	synchronization	synchronization	NOUN
futech-604	37	30	.	.	PUNCT
futech-604	38	1	artificial	artificial	ADJ
futech-604	38	2	intelligence	intelligence	NOUN
futech-604	38	3	has	have	AUX
futech-604	38	4	progressed	progress	VERB
futech-604	38	5	from	from	ADP
futech-604	38	6	an	an	DET
futech-604	38	7	auxiliary	auxiliary	ADJ
futech-604	38	8	tool	tool	NOUN
futech-604	38	9	to	to	ADP
futech-604	38	10	a	a	DET
futech-604	38	11	distinct	distinct	ADJ
futech-604	38	12	production	production	NOUN
futech-604	38	13	factor	factor	NOUN
futech-604	38	14	,	,	PUNCT
futech-604	38	15	with	with	ADP
futech-604	38	16	recent	recent	ADJ
futech-604	38	17	empirical	empirical	ADJ
futech-604	38	18	analyses	analysis	NOUN
futech-604	38	19	linking	link	VERB
futech-604	38	20	ai	ai	VERB
futech-604	38	21	to	to	ADP
futech-604	38	22	productivity	productivity	NOUN
futech-604	38	23	gains	gain	NOUN
futech-604	38	24	alongside	alongside	ADP
futech-604	38	25	traditional	traditional	ADJ
futech-604	38	26	inputs	input	NOUN
futech-604	38	27	[	[	X
futech-604	38	28	11	11	NUM
futech-604	38	29	]	]	PUNCT
futech-604	38	30	.	.	PUNCT
futech-604	39	1	in	in	ADP
futech-604	39	2	flexible	flexible	ADJ
futech-604	39	3	manufacturing	manufacturing	NOUN
futech-604	39	4	,	,	PUNCT
futech-604	39	5	machine	machine	NOUN
futech-604	39	6	learning	learning	NOUN
futech-604	39	7	—	—	PUNCT
futech-604	39	8	and	and	CCONJ
futech-604	39	9	especially	especially	ADV
futech-604	39	10	deep	deep	ADJ
futech-604	39	11	learning	learning	NOUN
futech-604	39	12	—	—	PUNCT
futech-604	39	13	methods	method	NOUN
futech-604	39	14	demonstrate	demonstrate	VERB
futech-604	39	15	strong	strong	ADJ
futech-604	39	16	performance	performance	NOUN
futech-604	39	17	in	in	ADP
futech-604	39	18	predictive	predictive	ADJ
futech-604	39	19	maintenance	maintenance	NOUN
futech-604	39	20	,	,	PUNCT
futech-604	39	21	quality	quality	NOUN
futech-604	39	22	prediction	prediction	NOUN
futech-604	39	23	,	,	PUNCT
futech-604	39	24	and	and	CCONJ
futech-604	39	25	adaptive	adaptive	ADJ
futech-604	39	26	scheduling	scheduling	NOUN
futech-604	39	27	[	[	X
futech-604	39	28	12	12	NUM
futech-604	39	29	]	]	PUNCT
futech-604	39	30	.	.	PUNCT
futech-604	40	1	explainable	explainable	ADJ
futech-604	40	2	ai	ai	PROPN
futech-604	40	3	(	(	PUNCT
futech-604	40	4	xai	xai	PROPN
futech-604	40	5	)	)	PUNCT
futech-604	40	6	has	have	AUX
futech-604	40	7	gained	gain	VERB
futech-604	40	8	traction	traction	NOUN
futech-604	40	9	as	as	SCONJ
futech-604	40	10	organizations	organization	NOUN
futech-604	40	11	seek	seek	VERB
futech-604	40	12	trust	trust	NOUN
futech-604	40	13	in	in	ADP
futech-604	40	14	high	high	ADJ
futech-604	40	15	-	-	PUNCT
futech-604	40	16	stakes	stake	NOUN
futech-604	40	17	decisions	decision	NOUN
futech-604	40	18	;	;	PUNCT
futech-604	40	19	interpretable	interpretable	ADJ
futech-604	40	20	models	model	NOUN
futech-604	40	21	such	such	ADJ
futech-604	40	22	as	as	ADP
futech-604	40	23	generalized	generalized	ADJ
futech-604	40	24	additive	additive	ADJ
futech-604	40	25	models	model	NOUN
futech-604	40	26	(	(	PUNCT
futech-604	40	27	gams	gams	PROPN
futech-604	40	28	)	)	PUNCT
futech-604	40	29	provide	provide	VERB
futech-604	40	30	transparency	transparency	NOUN
futech-604	40	31	for	for	ADP
futech-604	40	32	process	process	NOUN
futech-604	40	33	optimization	optimization	NOUN
futech-604	40	34	and	and	CCONJ
futech-604	40	35	energy	energy	NOUN
futech-604	40	36	management	management	NOUN
futech-604	40	37	despite	despite	SCONJ
futech-604	40	38	advances	advance	NOUN
futech-604	40	39	,	,	PUNCT
futech-604	40	40	challenges	challenge	NOUN
futech-604	40	41	persist	persist	VERB
futech-604	40	42	,	,	PUNCT
futech-604	40	43	including	include	VERB
futech-604	40	44	large	large	ADJ
futech-604	40	45	training	training	NOUN
futech-604	40	46	data	datum	NOUN
futech-604	40	47	requirements	requirement	NOUN
futech-604	40	48	,	,	PUNCT
futech-604	40	49	real	real	ADJ
futech-604	40	50	-	-	PUNCT
futech-604	40	51	time	time	NOUN
futech-604	40	52	inference	inference	NOUN
futech-604	40	53	complexity	complexity	NOUN
futech-604	40	54	on	on	ADP
futech-604	40	55	resource	resource	NOUN
futech-604	40	56	-	-	PUNCT
futech-604	40	57	constrained	constrain	VERB
futech-604	40	58	hardware	hardware	NOUN
futech-604	40	59	,	,	PUNCT
futech-604	40	60	robustness	robustness	NOUN
futech-604	40	61	across	across	ADP
futech-604	40	62	variable	variable	ADJ
futech-604	40	63	operating	operating	NOUN
futech-604	40	64	conditions	condition	NOUN
futech-604	40	65	,	,	PUNCT
futech-604	40	66	and	and	CCONJ
futech-604	40	67	interoperability	interoperability	NOUN
futech-604	40	68	issues	issue	NOUN
futech-604	40	69	with	with	ADP
futech-604	40	70	legacy	legacy	NOUN
futech-604	40	71	systems	system	NOUN
futech-604	40	72	[	[	X
futech-604	40	73	13	13	NUM
futech-604	40	74	]	]	PUNCT
futech-604	40	75	.	.	PUNCT
futech-604	41	1	real	real	ADJ
futech-604	41	2	-	-	PUNCT
futech-604	41	3	time	time	NOUN
futech-604	41	4	data	datum	NOUN
futech-604	41	5	visualization	visualization	NOUN
futech-604	41	6	has	have	AUX
futech-604	41	7	evolved	evolve	VERB
futech-604	41	8	from	from	ADP
futech-604	41	9	simple	simple	ADJ
futech-604	41	10	dashboard	dashboard	NOUN
futech-604	41	11	displays	display	NOUN
futech-604	41	12	to	to	ADP
futech-604	41	13	sophisticated	sophisticated	ADJ
futech-604	41	14	multi	multi	ADJ
futech-604	41	15	-	-	ADJ
futech-604	41	16	dimensional	dimensional	ADJ
futech-604	41	17	analytics	analytic	NOUN
futech-604	41	18	platforms	platform	NOUN
futech-604	41	19	capable	capable	ADJ
futech-604	41	20	of	of	ADP
futech-604	41	21	processing	process	VERB
futech-604	41	22	high	high	ADJ
futech-604	41	23	-	-	PUNCT
futech-604	41	24	velocity	velocity	NOUN
futech-604	41	25	manufacturing	manufacturing	NOUN
futech-604	41	26	data	datum	NOUN
futech-604	41	27	streams	stream	NOUN
futech-604	41	28	.	.	PUNCT
futech-604	42	1	modern	modern	ADJ
futech-604	42	2	visualization	visualization	NOUN
futech-604	42	3	frameworks	framework	NOUN
futech-604	42	4	leverage	leverage	VERB
futech-604	42	5	advanced	advanced	ADJ
futech-604	42	6	technologies	technology	NOUN
futech-604	42	7	,	,	PUNCT
futech-604	42	8	including	include	VERB
futech-604	42	9	augmented	augment	VERB
futech-604	42	10	reality	reality	NOUN
futech-604	42	11	(	(	PUNCT
futech-604	42	12	ar	ar	NOUN
futech-604	42	13	)	)	PUNCT
futech-604	42	14	,	,	PUNCT
futech-604	42	15	edge	edge	NOUN
futech-604	42	16	computing	computing	NOUN
futech-604	42	17	,	,	PUNCT
futech-604	42	18	and	and	CCONJ
futech-604	42	19	ai	ai	AUX
futech-604	42	20	-	-	PUNCT
futech-604	42	21	powered	power	VERB
futech-604	42	22	pattern	pattern	NOUN
futech-604	42	23	recognition	recognition	NOUN
futech-604	42	24	,	,	PUNCT
futech-604	42	25	to	to	PART
futech-604	42	26	transform	transform	VERB
futech-604	42	27	complex	complex	ADJ
futech-604	42	28	multivariate	multivariate	NOUN
futech-604	42	29	data	datum	NOUN
futech-604	42	30	into	into	ADP
futech-604	42	31	actionable	actionable	ADJ
futech-604	42	32	insights	insight	NOUN
futech-604	42	33	[	[	X
futech-604	42	34	14	14	NUM
futech-604	42	35	]	]	PUNCT
futech-604	42	36	.	.	PUNCT
futech-604	43	1	studies	study	NOUN
futech-604	43	2	indicate	indicate	VERB
futech-604	43	3	significant	significant	ADJ
futech-604	43	4	operational	operational	ADJ
futech-604	43	5	improvements	improvement	NOUN
futech-604	43	6	from	from	ADP
futech-604	43	7	real	real	ADJ
futech-604	43	8	-	-	PUNCT
futech-604	43	9	time	time	NOUN
futech-604	43	10	visualization	visualization	NOUN
futech-604	43	11	systems	system	NOUN
futech-604	43	12	[	[	X
futech-604	43	13	15	15	NUM
futech-604	43	14	]	]	PUNCT
futech-604	43	15	.	.	PUNCT
futech-604	44	1	however	however	ADV
futech-604	44	2	,	,	PUNCT
futech-604	44	3	current	current	ADJ
futech-604	44	4	approaches	approach	NOUN
futech-604	44	5	face	face	VERB
futech-604	44	6	challenges	challenge	NOUN
futech-604	44	7	in	in	ADP
futech-604	44	8	handling	handle	VERB
futech-604	44	9	data	datum	NOUN
futech-604	44	10	volume	volume	NOUN
futech-604	44	11	,	,	PUNCT
futech-604	44	12	variety	variety	NOUN
futech-604	44	13	,	,	PUNCT
futech-604	44	14	and	and	CCONJ
futech-604	44	15	velocity	velocity	NOUN
futech-604	44	16	,	,	PUNCT
futech-604	44	17	with	with	ADP
futech-604	44	18	many	many	ADJ
futech-604	44	19	systems	system	NOUN
futech-604	44	20	struggling	struggle	VERB
futech-604	44	21	to	to	PART
futech-604	44	22	maintain	maintain	VERB
futech-604	44	23	sub	sub	ADJ
futech-604	44	24	-	-	ADJ
futech-604	44	25	second	second	ADJ
futech-604	44	26	response	response	NOUN
futech-604	44	27	times	time	NOUN
futech-604	44	28	.	.	PUNCT
futech-604	45	1	the	the	DET
futech-604	45	2	lack	lack	NOUN
futech-604	45	3	of	of	ADP
futech-604	45	4	standardized	standardized	ADJ
futech-604	45	5	frameworks	framework	NOUN
futech-604	45	6	and	and	CCONJ
futech-604	45	7	integration	integration	NOUN
futech-604	45	8	difficulties	difficulty	NOUN
futech-604	45	9	hinder	hinder	VERB
futech-604	45	10	widespread	widespread	ADJ
futech-604	45	11	adoption	adoption	NOUN
futech-604	45	12	.	.	PUNCT
futech-604	46	1	a	a	DET
futech-604	46	2	critical	critical	ADJ
futech-604	46	3	reading	reading	NOUN
futech-604	46	4	of	of	ADP
futech-604	46	5	prior	prior	ADJ
futech-604	46	6	work	work	NOUN
futech-604	46	7	indicates	indicate	VERB
futech-604	46	8	persistent	persistent	ADJ
futech-604	46	9	gaps	gap	NOUN
futech-604	46	10	that	that	PRON
futech-604	46	11	hinder	hinder	VERB
futech-604	46	12	truly	truly	ADV
futech-604	46	13	intelligent	intelligent	ADJ
futech-604	46	14	and	and	CCONJ
futech-604	46	15	flexible	flexible	ADJ
futech-604	46	16	manufacturing	manufacturing	NOUN
futech-604	46	17	.	.	PUNCT
futech-604	47	1	individual	individual	ADJ
futech-604	47	2	technologies	technology	NOUN
futech-604	47	3	show	show	VERB
futech-604	47	4	promise	promise	NOUN
futech-604	47	5	,	,	PUNCT
futech-604	47	6	yet	yet	CCONJ
futech-604	47	7	integration	integration	NOUN
futech-604	47	8	remains	remain	VERB
futech-604	47	9	fragmented	fragmented	ADJ
futech-604	47	10	;	;	PUNCT
futech-604	47	11	most	most	ADJ
futech-604	47	12	studies	study	NOUN
futech-604	47	13	treat	treat	VERB
futech-604	47	14	isolated	isolated	ADJ
futech-604	47	15	deployments	deployment	NOUN
futech-604	47	16	rather	rather	ADV
futech-604	47	17	than	than	ADP
futech-604	47	18	end	end	VERB
futech-604	47	19	-	-	PUNCT
futech-604	47	20	to	to	ADP
futech-604	47	21	-	-	PUNCT
futech-604	47	22	end	end	NOUN
futech-604	47	23	architectures	architecture	NOUN
futech-604	47	24	.	.	PUNCT
futech-604	48	1	the	the	DET
futech-604	48	2	lack	lack	NOUN
futech-604	48	3	of	of	ADP
futech-604	48	4	a	a	DET
futech-604	48	5	standardized	standardized	ADJ
futech-604	48	6	framework	framework	NOUN
futech-604	48	7	that	that	PRON
futech-604	48	8	unifies	unify	VERB
futech-604	48	9	ai	ai	VERB
futech-604	48	10	,	,	PUNCT
futech-604	48	11	digital	digital	ADJ
futech-604	48	12	twins	twin	NOUN
futech-604	48	13	,	,	PUNCT
futech-604	48	14	and	and	CCONJ
futech-604	48	15	real	real	ADJ
futech-604	48	16	-	-	PUNCT
futech-604	48	17	time	time	NOUN
futech-604	48	18	visualization	visualization	NOUN
futech-604	48	19	within	within	ADP
futech-604	48	20	a	a	DET
futech-604	48	21	single	single	ADJ
futech-604	48	22	mes	me	NOUN
futech-604	48	23	platform	platform	NOUN
futech-604	48	24	appears	appear	VERB
futech-604	48	25	to	to	PART
futech-604	48	26	be	be	AUX
futech-604	48	27	a	a	DET
futech-604	48	28	core	core	NOUN
futech-604	48	29	barrier	barrier	NOUN
futech-604	48	30	to	to	ADP
futech-604	48	31	autonomous	autonomous	ADJ
futech-604	48	32	,	,	PUNCT
futech-604	48	33	adaptive	adaptive	ADJ
futech-604	48	34	manufacturing	manufacturing	NOUN
futech-604	48	35	[	[	X
futech-604	48	36	16	16	NUM
futech-604	48	37	]	]	PUNCT
futech-604	48	38	.	.	PUNCT
futech-604	49	1	scalability	scalability	NOUN
futech-604	49	2	is	be	AUX
futech-604	49	3	also	also	ADV
futech-604	49	4	underexplored	underexplored	ADJ
futech-604	49	5	:	:	PUNCT
futech-604	49	6	few	few	ADJ
futech-604	49	7	reports	report	NOUN
futech-604	49	8	demonstrate	demonstrate	VERB
futech-604	49	9	sustained	sustain	VERB
futech-604	49	10	sub	sub	ADJ
futech-604	49	11	-	-	ADJ
futech-604	49	12	second	second	ADJ
futech-604	49	13	latency	latency	NOUN
futech-604	49	14	at	at	ADP
futech-604	49	15	enterprise	enterprise	NOUN
futech-604	49	16	scale	scale	NOUN
futech-604	49	17	across	across	ADP
futech-604	49	18	thousands	thousand	NOUN
futech-604	49	19	of	of	ADP
futech-604	49	20	connected	connected	ADJ
futech-604	49	21	devices	device	NOUN
futech-604	49	22	.	.	PUNCT
futech-604	50	1	to	to	PART
futech-604	50	2	address	address	VERB
futech-604	50	3	these	these	DET
futech-604	50	4	gaps	gap	NOUN
futech-604	50	5	,	,	PUNCT
futech-604	50	6	this	this	DET
futech-604	50	7	study	study	NOUN
futech-604	50	8	proposes	propose	VERB
futech-604	50	9	an	an	DET
futech-604	50	10	integrated	integrated	ADJ
futech-604	50	11	architecture	architecture	NOUN
futech-604	50	12	that	that	PRON
futech-604	50	13	fuses	fuse	VERB
futech-604	50	14	aiassisted	aiassiste	VERB
futech-604	50	15	decision	decision	NOUN
futech-604	50	16	making	making	NOUN
futech-604	50	17	,	,	PUNCT
futech-604	50	18	digital	digital	ADJ
futech-604	50	19	-	-	PUNCT
futech-604	50	20	twin	twin	NOUN
futech-604	50	21	synchronization	synchronization	NOUN
futech-604	50	22	,	,	PUNCT
futech-604	50	23	and	and	CCONJ
futech-604	50	24	multi	multi	ADJ
futech-604	50	25	-	-	ADJ
futech-604	50	26	layer	layer	ADJ
futech-604	50	27	real	real	ADJ
futech-604	50	28	-	-	PUNCT
futech-604	50	29	time	time	NOUN
futech-604	50	30	visualization	visualization	NOUN
futech-604	50	31	within	within	ADP
futech-604	50	32	a	a	DET
futech-604	50	33	flexible	flexible	ADJ
futech-604	50	34	mes	me	NOUN
futech-604	50	35	.	.	PUNCT
futech-604	51	1	the	the	DET
futech-604	51	2	results	result	NOUN
futech-604	51	3	suggest	suggest	VERB
futech-604	51	4	that	that	SCONJ
futech-604	51	5	superior	superior	ADJ
futech-604	51	6	performance	performance	NOUN
futech-604	51	7	can	can	AUX
futech-604	51	8	be	be	AUX
futech-604	51	9	achieved	achieve	VERB
futech-604	51	10	while	while	SCONJ
futech-604	51	11	preserving	preserve	VERB
futech-604	51	12	system	system	NOUN
futech-604	51	13	scalability	scalability	NOUN
futech-604	51	14	and	and	CCONJ
futech-604	51	15	adaptability	adaptability	NOUN
futech-604	51	16	.	.	PUNCT
futech-604	52	1	section	section	NOUN
futech-604	52	2	3	3	NUM
futech-604	52	3	presents	present	VERB
futech-604	52	4	the	the	DET
futech-604	52	5	theoretical	theoretical	ADJ
futech-604	52	6	framework	framework	NOUN
futech-604	52	7	and	and	CCONJ
futech-604	52	8	system	system	NOUN
futech-604	52	9	architecture	architecture	NOUN
futech-604	52	10	addressing	address	VERB
futech-604	52	11	these	these	DET
futech-604	52	12	gaps	gap	NOUN
futech-604	52	13	through	through	ADP
futech-604	52	14	novel	novel	ADJ
futech-604	52	15	integration	integration	NOUN
futech-604	52	16	mechanisms	mechanism	NOUN
futech-604	52	17	.	.	PUNCT
futech-604	53	1	research	research	NOUN
futech-604	53	2	novelty	novelty	NOUN
futech-604	53	3	and	and	CCONJ
futech-604	53	4	contributions	contribution	NOUN
futech-604	53	5	:	:	PUNCT
futech-604	53	6	this	this	DET
futech-604	53	7	research	research	NOUN
futech-604	53	8	differs	differ	VERB
futech-604	53	9	from	from	ADP
futech-604	53	10	prior	prior	ADJ
futech-604	53	11	work	work	NOUN
futech-604	53	12	in	in	ADP
futech-604	53	13	four	four	NUM
futech-604	53	14	ways	way	NOUN
futech-604	53	15	:	:	PUNCT
futech-604	53	16	holistic	holistic	ADJ
futech-604	53	17	integration	integration	NOUN
futech-604	53	18	:	:	PUNCT
futech-604	53	19	six	six	NUM
futech-604	53	20	ai	ai	NOUN
futech-604	53	21	models	model	NOUN
futech-604	53	22	(	(	PUNCT
futech-604	53	23	lstm	lstm	PROPN
futech-604	53	24	,	,	PUNCT
futech-604	53	25	svm+rf	svm+rf	PROPN
futech-604	53	26	,	,	PUNCT
futech-604	53	27	cnn	cnn	PROPN
futech-604	53	28	,	,	PUNCT
futech-604	53	29	isolation	isolation	NOUN
futech-604	53	30	forest	forest	NOUN
futech-604	53	31	,	,	PUNCT
futech-604	53	32	ga	ga	PROPN
futech-604	53	33	,	,	PUNCT
futech-604	53	34	pso	pso	NOUN
futech-604	53	35	)	)	PUNCT
futech-604	53	36	unified	unify	VERB
futech-604	53	37	in	in	ADP
futech-604	53	38	one	one	NUM
futech-604	53	39	architecture	architecture	NOUN
futech-604	53	40	,	,	PUNCT
futech-604	53	41	achieving	achieve	VERB
futech-604	53	42	42ms	42ms	ADJ
futech-604	53	43	latency	latency	NOUN
futech-604	53	44	—	—	PUNCT
futech-604	53	45	previous	previous	ADJ
futech-604	53	46	systems	system	NOUN
futech-604	53	47	sacrifice	sacrifice	NOUN
futech-604	53	48	modularity	modularity	NOUN
futech-604	53	49	for	for	ADP
futech-604	53	50	performance	performance	NOUN
futech-604	53	51	or	or	CCONJ
futech-604	53	52	vice	vice	NOUN
futech-604	53	53	versa	versa	ADV
futech-604	53	54	.	.	PUNCT
futech-604	54	1	real	real	ADJ
futech-604	54	2	-	-	PUNCT
futech-604	54	3	time	time	NOUN
futech-604	54	4	digital	digital	ADJ
futech-604	54	5	twin	twin	NOUN
futech-604	54	6	:	:	PUNCT
futech-604	54	7	bi	bi	ADJ
futech-604	54	8	-	-	ADJ
futech-604	54	9	directional	directional	ADJ
futech-604	54	10	cyber	cyber	ADJ
futech-604	54	11	-	-	PUNCT
futech-604	54	12	physical	physical	ADJ
futech-604	54	13	synchronization	synchronization	NOUN
futech-604	54	14	with	with	ADP
futech-604	54	15	42ms	42ms	ADJ
futech-604	54	16	latency	latency	NOUN
futech-604	54	17	(	(	PUNCT
futech-604	54	18	vs.	vs.	X
futech-604	54	19	minutes	minute	NOUN
futech-604	54	20	-	-	PUNCT
futech-604	54	21	to	to	ADP
futech-604	54	22	-	-	PUNCT
futech-604	54	23	hours	hour	NOUN
futech-604	54	24	in	in	ADP
futech-604	54	25	existing	exist	VERB
futech-604	54	26	systems	system	NOUN
futech-604	54	27	)	)	PUNCT
futech-604	54	28	through	through	ADP
futech-604	54	29	edge	edge	NOUN
futech-604	54	30	preprocessing	preprocessing	NOUN
futech-604	54	31	and	and	CCONJ
futech-604	54	32	incremental	incremental	ADJ
futech-604	54	33	updates	update	NOUN
futech-604	54	34	.	.	PUNCT
futech-604	55	1	manufacturing	manufacturing	NOUN
futech-604	55	2	-	-	PUNCT
futech-604	55	3	aware	aware	ADJ
futech-604	55	4	visualization	visualization	NOUN
futech-604	55	5	:	:	PUNCT
futech-604	55	6	12	12	NUM
futech-604	55	7	fps	fps	NOUN
futech-604	55	8	per	per	ADP
futech-604	55	9	-	-	PUNCT
futech-604	55	10	user	user	NOUN
futech-604	55	11	with	with	ADP
futech-604	55	12	<	<	PROPN
futech-604	55	13	100ms	100ms	ADJ
futech-604	55	14	latency	latency	NOUN
futech-604	55	15	,	,	PUNCT
futech-604	55	16	exceeding	exceed	VERB
futech-604	55	17	literature	literature	NOUN
futech-604	55	18	reports	report	NOUN
futech-604	55	19	(	(	PUNCT
futech-604	55	20	1	1	NUM
futech-604	55	21	-	-	SYM
futech-604	55	22	5	5	NUM
futech-604	55	23	fps	fps	PROPN
futech-604	55	24	,	,	PUNCT
futech-604	55	25	5001000ms	5001000ms	ADJ
futech-604	55	26	)	)	PUNCT
futech-604	55	27	.	.	PUNCT
futech-604	56	1	transcending	transcend	VERB
futech-604	56	2	trade	trade	NOUN
futech-604	56	3	-	-	PUNCT
futech-604	56	4	offs	off	NOUN
futech-604	56	5	:	:	PUNCT
futech-604	56	6	simultaneous	simultaneous	ADJ
futech-604	56	7	flexibility	flexibility	NOUN
futech-604	56	8	(	(	PUNCT
futech-604	56	9	+87.5	+87.5	PROPN
futech-604	56	10	%	%	NOUN
futech-604	56	11	changeover	changeover	NOUN
futech-604	56	12	speed	speed	NOUN
futech-604	56	13	)	)	PUNCT
futech-604	56	14	and	and	CCONJ
futech-604	56	15	efficiency	efficiency	NOUN
futech-604	56	16	(	(	PUNCT
futech-604	56	17	+25	+25	NUM
futech-604	56	18	%	%	NOUN
futech-604	56	19	output	output	NOUN
futech-604	56	20	)	)	PUNCT
futech-604	56	21	improvements	improvement	NOUN
futech-604	56	22	,	,	PUNCT
futech-604	56	23	challenging	challenge	VERB
futech-604	56	24	traditional	traditional	ADJ
futech-604	56	25	theory	theory	NOUN
futech-604	56	26	that	that	PRON
futech-604	56	27	assumes	assume	VERB
futech-604	56	28	inverse	inverse	ADJ
futech-604	56	29	relationships	relationship	NOUN
futech-604	56	30	.	.	PUNCT
futech-604	57	1	3	3	X
futech-604	57	2	.	.	X
futech-604	57	3	theoretical	theoretical	ADJ
futech-604	57	4	framework	framework	NOUN
futech-604	57	5	and	and	CCONJ
futech-604	57	6	system	system	NOUN
futech-604	57	7	architecture	architecture	NOUN
futech-604	57	8	3.1	3.1	NUM
futech-604	57	9	conceptual	conceptual	ADJ
futech-604	57	10	framework	framework	NOUN
futech-604	57	11	development	development	NOUN
futech-604	57	12	this	this	DET
futech-604	57	13	study	study	NOUN
futech-604	57	14	grounds	ground	VERB
futech-604	57	15	an	an	DET
futech-604	57	16	ai	ai	NOUN
futech-604	57	17	-	-	PUNCT
futech-604	57	18	assisted	assist	VERB
futech-604	57	19	flexible	flexible	ADJ
futech-604	57	20	mes	me	NOUN
futech-604	57	21	in	in	ADP
futech-604	57	22	cyberphysical	cyberphysical	ADJ
futech-604	57	23	systems	system	NOUN
futech-604	57	24	(	(	PUNCT
futech-604	57	25	cps	cps	PROPN
futech-604	57	26	)	)	PUNCT
futech-604	57	27	theory	theory	NOUN
futech-604	57	28	and	and	CCONJ
futech-604	57	29	socio	socio	NOUN
futech-604	57	30	-	-	PUNCT
futech-604	57	31	technical	technical	ADJ
futech-604	57	32	principles	principle	NOUN
futech-604	57	33	.	.	PUNCT
futech-604	58	1	cps	cps	PROPN
futech-604	58	2	denotes	denote	VERB
futech-604	58	3	tight	tight	ADJ
futech-604	58	4	coupling	coupling	NOUN
futech-604	58	5	of	of	ADP
futech-604	58	6	computation	computation	NOUN
futech-604	58	7	and	and	CCONJ
futech-604	58	8	physical	physical	ADJ
futech-604	58	9	processes	process	NOUN
futech-604	58	10	,	,	PUNCT
futech-604	58	11	where	where	SCONJ
futech-604	58	12	embedded	embed	VERB
futech-604	58	13	computing	computing	NOUN
futech-604	58	14	and	and	CCONJ
futech-604	58	15	networks	network	NOUN
futech-604	58	16	monitor	monitor	VERB
futech-604	58	17	and	and	CCONJ
futech-604	58	18	control	control	VERB
futech-604	58	19	plants	plant	NOUN
futech-604	58	20	via	via	ADP
futech-604	58	21	feedback	feedback	NOUN
futech-604	58	22	.	.	PUNCT
futech-604	59	1	the	the	DET
futech-604	59	2	proposed	propose	VERB
futech-604	59	3	framework	framework	NOUN
futech-604	59	4	extends	extend	VERB
futech-604	59	5	classical	classical	ADJ
futech-604	59	6	cps	cp	NOUN
futech-604	59	7	by	by	ADP
futech-604	59	8	embedding	embed	VERB
futech-604	59	9	distributed	distribute	VERB
futech-604	59	10	intelligence	intelligence	NOUN
futech-604	59	11	and	and	CCONJ
futech-604	59	12	autonomous	autonomous	ADJ
futech-604	59	13	decision	decision	NOUN
futech-604	59	14	-	-	PUNCT
futech-604	59	15	making	making	NOUN
futech-604	59	16	across	across	ADP
futech-604	59	17	hierarchical	hierarchical	ADJ
futech-604	59	18	levels	level	NOUN
futech-604	59	19	.	.	PUNCT
futech-604	60	1	ai	ai	VERB
futech-604	60	2	is	be	AUX
futech-604	60	3	positioned	position	VERB
futech-604	60	4	as	as	ADP
futech-604	60	5	a	a	DET
futech-604	60	6	cognitive	cognitive	ADJ
futech-604	60	7	layer	layer	NOUN
futech-604	60	8	that	that	PRON
futech-604	60	9	bridges	bridge	VERB
futech-604	60	10	the	the	DET
futech-604	60	11	semantic	semantic	ADJ
futech-604	60	12	gap	gap	NOUN
futech-604	60	13	between	between	ADP
futech-604	60	14	raw	raw	ADJ
futech-604	60	15	sensor	sensor	NOUN
futech-604	60	16	streams	stream	NOUN
futech-604	60	17	and	and	CCONJ
futech-604	60	18	actionable	actionable	ADJ
futech-604	60	19	insights	insight	NOUN
futech-604	60	20	,	,	PUNCT
futech-604	60	21	enabling	enable	VERB
futech-604	60	22	what	what	PRON
futech-604	60	23	recent	recent	ADJ
futech-604	60	24	work	work	NOUN
futech-604	60	25	refers	refer	VERB
futech-604	60	26	to	to	ADP
futech-604	60	27	as	as	ADP
futech-604	60	28	“	"	PUNCT
futech-604	60	29	cognitive	cognitive	ADJ
futech-604	60	30	manufacturing	manufacturing	NOUN
futech-604	60	31	.	.	PUNCT
futech-604	60	32	”	"	PUNCT
futech-604	61	1	as	as	SCONJ
futech-604	61	2	outlined	outline	VERB
futech-604	61	3	in	in	ADP
futech-604	61	4	figure	figure	NOUN
futech-604	61	5	1	1	NUM
futech-604	61	6	,	,	PUNCT
futech-604	61	7	the	the	DET
futech-604	61	8	framework	framework	NOUN
futech-604	61	9	comprises	comprise	VERB
futech-604	61	10	four	four	NUM
futech-604	61	11	functional	functional	ADJ
futech-604	61	12	dimensions	dimension	NOUN
futech-604	61	13	coordinated	coordinate	VERB
futech-604	61	14	by	by	ADP
futech-604	61	15	a	a	DET
futech-604	61	16	central	central	ADJ
futech-604	61	17	ai	ai	NOUN
futech-604	61	18	–	–	PUNCT
futech-604	61	19	mes	mes	NOUN
futech-604	61	20	orchestration	orchestration	NOUN
futech-604	61	21	hub	hub	NOUN
futech-604	61	22	.	.	PUNCT
futech-604	62	1	erp	erp	PROPN
futech-604	62	2	cloud	cloud	PROPN
futech-604	62	3	platform	platform	PROPN
futech-604	62	4	mom	mom	NOUN
futech-604	62	5	scm	scm	PROPN
futech-604	62	6	quality	quality	NOUN
futech-604	62	7	prediction	prediction	NOUN
futech-604	62	8	analysis	analysis	NOUN
futech-604	62	9	in	in	ADP
futech-604	62	10	tellig	tellig	PROPN
futech-604	62	11	en	en	PROPN
futech-604	62	12	t	t	PROPN
futech-604	62	13	in	in	ADP
futech-604	62	14	v	v	NUM
futech-604	62	15	en	en	ADP
futech-604	62	16	to	to	ADP
futech-604	62	17	ry	ry	VERB
futech-604	62	18	m	m	PROPN
futech-604	62	19	a	a	PRON
futech-604	62	20	n	n	NOUN
futech-604	62	21	a	a	DET
futech-604	62	22	g	g	NOUN
futech-604	62	23	em	em	PRON
futech-604	62	24	en	en	PROPN
futech-604	62	25	t	t	PROPN
futech-604	62	26	human	human	NOUN
futech-604	62	27	-	-	PUNCT
futech-604	62	28	machine	machine	NOUN
futech-604	62	29	collaborative	collaborative	NOUN
futech-604	62	30	sched	sche	VERB
futech-604	62	31	.	.	PUNCT
futech-604	63	1	a	a	DET
futech-604	63	2	n	n	NUM
futech-604	63	3	o	o	NOUN
futech-604	63	4	m	m	VERB
futech-604	63	5	a	a	DET
futech-604	63	6	ly	ly	X
futech-604	64	1	d	d	X
futech-604	64	2	et	et	NOUN
futech-604	64	3	ec	ec	PROPN
futech-604	64	4	ti	ti	PROPN
futech-604	64	5	o	o	PROPN
futech-604	64	6	n	n	PROPN
futech-604	64	7	&	&	CCONJ
futech-604	64	8	a	a	DET
futech-604	64	9	le	le	X
futech-604	64	10	rt	rt	PROPN
futech-604	64	11	real	real	ADJ
futech-604	64	12	-	-	PUNCT
futech-604	64	13	time	time	NOUN
futech-604	64	14	data	datum	NOUN
futech-604	64	15	quality	quality	NOUN
futech-604	64	16	data	datum	NOUN
futech-604	64	17	equipment	equipment	NOUN
futech-604	64	18	status	status	NOUN
futech-604	64	19	inventory	inventory	NOUN
futech-604	64	20	info	info	NOUN
futech-604	64	21	energy	energy	NOUN
futech-604	64	22	data	datum	NOUN
futech-604	64	23	scheduling	scheduling	NOUN
futech-604	64	24	cmd	cmd	PROPN
futech-604	64	25	.	.	PUNCT
futech-604	65	1	supply	supply	NOUN
futech-604	65	2	info	info	NOUN
futech-604	65	3	anomaly	anomaly	NOUN
futech-604	65	4	alerts	alert	NOUN
futech-604	65	5	ai	ai	NOUN
futech-604	65	6	-	-	PUNCT
futech-604	65	7	mes	mes	NOUN
futech-604	65	8	core	core	NOUN
futech-604	65	9	ai	ai	VERB
futech-604	65	10	visual	visual	ADJ
futech-604	65	11	data	datum	NOUN
futech-604	65	12	flexible	flexible	ADJ
futech-604	65	13	figure	figure	NOUN
futech-604	65	14	1	1	NUM
futech-604	65	15	.	.	PUNCT
futech-604	65	16	conceptual	conceptual	ADJ
futech-604	65	17	framework	framework	NOUN
futech-604	65	18	of	of	ADP
futech-604	65	19	ai	ai	ADJ
futech-604	65	20	-	-	PUNCT
futech-604	65	21	assisted	assist	VERB
futech-604	65	22	flexible	flexible	ADJ
futech-604	65	23	mes	me	NOUN
futech-604	65	24	.	.	PUNCT
futech-604	66	1	eight	eight	NUM
futech-604	66	2	operational	operational	ADJ
futech-604	66	3	modules	module	NOUN
futech-604	66	4	:	:	PUNCT
futech-604	66	5	(	(	PUNCT
futech-604	66	6	1	1	X
futech-604	66	7	)	)	PUNCT
futech-604	66	8	quality	quality	NOUN
futech-604	66	9	prediction	prediction	NOUN
futech-604	66	10	,	,	PUNCT
futech-604	66	11	(	(	PUNCT
futech-604	66	12	2	2	NUM
futech-604	66	13	)	)	PUNCT
futech-604	66	14	predictive	predictive	ADJ
futech-604	66	15	maintenance	maintenance	NOUN
futech-604	66	16	,	,	PUNCT
futech-604	66	17	(	(	PUNCT
futech-604	66	18	3	3	X
futech-604	66	19	)	)	PUNCT
futech-604	66	20	production	production	NOUN
futech-604	66	21	scheduling	scheduling	NOUN
futech-604	66	22	,	,	PUNCT
futech-604	66	23	(	(	PUNCT
futech-604	66	24	4	4	X
futech-604	66	25	)	)	PUNCT
futech-604	66	26	energy	energy	NOUN
futech-604	66	27	optimization	optimization	NOUN
futech-604	66	28	,	,	PUNCT
futech-604	66	29	(	(	PUNCT
futech-604	66	30	5	5	X
futech-604	66	31	)	)	PUNCT
futech-604	66	32	inventory	inventory	NOUN
futech-604	66	33	management	management	NOUN
futech-604	66	34	,	,	PUNCT
futech-604	66	35	(	(	PUNCT
futech-604	66	36	6	6	X
futech-604	66	37	)	)	PUNCT
futech-604	66	38	equipment	equipment	NOUN
futech-604	66	39	monitoring	monitoring	NOUN
futech-604	66	40	,	,	PUNCT
futech-604	66	41	(	(	PUNCT
futech-604	66	42	7	7	X
futech-604	66	43	)	)	PUNCT
futech-604	66	44	supply	supply	NOUN
futech-604	66	45	chain	chain	NOUN
futech-604	66	46	collaboration	collaboration	NOUN
futech-604	66	47	,	,	PUNCT
futech-604	66	48	(	(	PUNCT
futech-604	66	49	8)	8)	NUM
futech-604	66	50	human	human	ADJ
futech-604	66	51	-	-	PUNCT
futech-604	66	52	machine	machine	NOUN
futech-604	66	53	collaborative	collaborative	ADJ
futech-604	66	54	scheduling	scheduling	NOUN
futech-604	66	55	chenghsien	chenghsien	NOUN
futech-604	66	56	tsai	tsai	PROPN
futech-604	66	57	et	et	PROPN
futech-604	66	58	al	al	PROPN
futech-604	66	59	.	.	PROPN
futech-604	66	60	/future	/future	PUNCT
futech-604	66	61	technology	technology	PROPN
futech-604	66	62	february	february	PROPN
futech-604	66	63	2026|	2026|	NUM
futech-604	66	64	volume	volume	NOUN
futech-604	66	65	05	05	NUM
futech-604	66	66	|	|	ADV
futech-604	66	67	issue	issue	NOUN
futech-604	66	68	01	01	NUM
futech-604	66	69	|	|	NOUN
futech-604	66	70	pages	page	VERB
futech-604	66	71	263	263	NUM
futech-604	66	72	-	-	SYM
futech-604	66	73	277	277	NUM
futech-604	66	74	265	265	NUM
futech-604	66	75	the	the	DET
futech-604	66	76	theoretical	theoretical	ADJ
futech-604	66	77	basis	basis	NOUN
futech-604	66	78	follows	follow	VERB
futech-604	66	79	hierarchical	hierarchical	ADJ
futech-604	66	80	decomposition	decomposition	NOUN
futech-604	66	81	:	:	PUNCT
futech-604	66	82	complex	complex	ADJ
futech-604	66	83	operations	operation	NOUN
futech-604	66	84	are	be	AUX
futech-604	66	85	partitioned	partition	VERB
futech-604	66	86	into	into	ADP
futech-604	66	87	manageable	manageable	ADJ
futech-604	66	88	modules	module	NOUN
futech-604	66	89	while	while	SCONJ
futech-604	66	90	system	system	NOUN
futech-604	66	91	coherence	coherence	NOUN
futech-604	66	92	is	be	AUX
futech-604	66	93	preserved	preserve	VERB
futech-604	66	94	through	through	ADP
futech-604	66	95	standardized	standardized	ADJ
futech-604	66	96	data	datum	NOUN
futech-604	66	97	flows	flow	NOUN
futech-604	66	98	and	and	CCONJ
futech-604	66	99	interfaces	interface	NOUN
futech-604	66	100	.	.	PUNCT
futech-604	67	1	each	each	DET
futech-604	67	2	module	module	NOUN
futech-604	67	3	acts	act	VERB
futech-604	67	4	as	as	ADP
futech-604	67	5	an	an	DET
futech-604	67	6	autonomous	autonomous	ADJ
futech-604	67	7	agent	agent	NOUN
futech-604	67	8	that	that	PRON
futech-604	67	9	performs	perform	VERB
futech-604	67	10	local	local	ADJ
futech-604	67	11	optimization	optimization	NOUN
futech-604	67	12	and	and	CCONJ
futech-604	67	13	contributes	contribute	VERB
futech-604	67	14	to	to	ADP
futech-604	67	15	global	global	ADJ
futech-604	67	16	objectives	objective	NOUN
futech-604	67	17	via	via	ADP
futech-604	67	18	collaborative	collaborative	ADJ
futech-604	67	19	protocols	protocol	NOUN
futech-604	67	20	.	.	PUNCT
futech-604	68	1	this	this	DET
futech-604	68	2	multi	multi	ADJ
futech-604	68	3	-	-	ADJ
futech-604	68	4	agent	agent	ADJ
futech-604	68	5	design	design	NOUN
futech-604	68	6	accords	accord	NOUN
futech-604	68	7	with	with	ADP
futech-604	68	8	advances	advance	NOUN
futech-604	68	9	in	in	ADP
futech-604	68	10	distributed	distribute	VERB
futech-604	68	11	manufacturing	manufacturing	NOUN
futech-604	68	12	intelligence	intelligence	NOUN
futech-604	68	13	that	that	PRON
futech-604	68	14	decentralize	decentralize	VERB
futech-604	68	15	authority	authority	NOUN
futech-604	68	16	beyond	beyond	ADP
futech-604	68	17	monolithic	monolithic	ADJ
futech-604	68	18	control	control	NOUN
futech-604	68	19	.	.	PUNCT
futech-604	69	1	eight	eight	NUM
futech-604	69	2	operational	operational	ADJ
futech-604	69	3	modules	module	NOUN
futech-604	69	4	instantiate	instantiate	VERB
futech-604	69	5	the	the	DET
futech-604	69	6	theory	theory	NOUN
futech-604	69	7	into	into	ADP
futech-604	69	8	practice	practice	NOUN
futech-604	69	9	:	:	PUNCT
futech-604	69	10	(	(	PUNCT
futech-604	69	11	1	1	X
futech-604	69	12	)	)	PUNCT
futech-604	69	13	quality	quality	NOUN
futech-604	69	14	prediction	prediction	NOUN
futech-604	69	15	,	,	PUNCT
futech-604	69	16	(	(	PUNCT
futech-604	69	17	2	2	NUM
futech-604	69	18	)	)	PUNCT
futech-604	69	19	predictive	predictive	ADJ
futech-604	69	20	maintenance	maintenance	NOUN
futech-604	69	21	,	,	PUNCT
futech-604	69	22	(	(	PUNCT
futech-604	69	23	3	3	X
futech-604	69	24	)	)	PUNCT
futech-604	69	25	production	production	NOUN
futech-604	69	26	scheduling	scheduling	NOUN
futech-604	69	27	,	,	PUNCT
futech-604	69	28	(	(	PUNCT
futech-604	69	29	4	4	X
futech-604	69	30	)	)	PUNCT
futech-604	69	31	energy	energy	NOUN
futech-604	69	32	optimization	optimization	NOUN
futech-604	69	33	,	,	PUNCT
futech-604	69	34	(	(	PUNCT
futech-604	69	35	5	5	X
futech-604	69	36	)	)	PUNCT
futech-604	69	37	inventory	inventory	NOUN
futech-604	69	38	management	management	NOUN
futech-604	69	39	,	,	PUNCT
futech-604	69	40	(	(	PUNCT
futech-604	69	41	6	6	X
futech-604	69	42	)	)	PUNCT
futech-604	69	43	equipment	equipment	NOUN
futech-604	69	44	monitoring	monitoring	NOUN
futech-604	69	45	,	,	PUNCT
futech-604	69	46	(	(	PUNCT
futech-604	69	47	7	7	X
futech-604	69	48	)	)	PUNCT
futech-604	69	49	supply	supply	NOUN
futech-604	69	50	chain	chain	NOUN
futech-604	69	51	collaboration	collaboration	NOUN
futech-604	69	52	,	,	PUNCT
futech-604	69	53	and	and	CCONJ
futech-604	69	54	(	(	PUNCT
futech-604	69	55	8)	8)	NUM
futech-604	69	56	human	human	ADJ
futech-604	69	57	-	-	PUNCT
futech-604	69	58	machine	machine	NOUN
futech-604	69	59	collaborative	collaborative	ADJ
futech-604	69	60	scheduling	scheduling	NOUN
futech-604	69	61	as	as	SCONJ
futech-604	69	62	shown	show	VERB
futech-604	69	63	in	in	ADP
futech-604	69	64	figure	figure	NOUN
futech-604	69	65	1	1	NUM
futech-604	69	66	.	.	PUNCT
futech-604	69	67	quality	quality	NOUN
futech-604	69	68	prediction	prediction	NOUN
futech-604	69	69	employs	employ	VERB
futech-604	69	70	probabilistic	probabilistic	ADJ
futech-604	69	71	models	model	NOUN
futech-604	69	72	to	to	PART
futech-604	69	73	anticipate	anticipate	VERB
futech-604	69	74	defects	defect	NOUN
futech-604	69	75	,	,	PUNCT
futech-604	69	76	whereas	whereas	SCONJ
futech-604	69	77	maintenance	maintenance	NOUN
futech-604	69	78	prediction	prediction	NOUN
futech-604	69	79	uses	use	VERB
futech-604	69	80	temporal	temporal	ADJ
futech-604	69	81	pattern	pattern	NOUN
futech-604	69	82	recognition	recognition	NOUN
futech-604	69	83	to	to	PART
futech-604	69	84	detect	detect	VERB
futech-604	69	85	degradation	degradation	NOUN
futech-604	69	86	.	.	PUNCT
futech-604	70	1	both	both	PRON
futech-604	70	2	rely	rely	VERB
futech-604	70	3	on	on	ADP
futech-604	70	4	the	the	DET
futech-604	70	5	assumption	assumption	NOUN
futech-604	70	6	that	that	SCONJ
futech-604	70	7	manufacturing	manufacturing	NOUN
futech-604	70	8	processes	process	NOUN
futech-604	70	9	are	be	AUX
futech-604	70	10	deterministic	deterministic	ADJ
futech-604	70	11	dynamics	dynamic	NOUN
futech-604	70	12	corrupted	corrupt	VERB
futech-604	70	13	by	by	ADP
futech-604	70	14	stochastic	stochastic	ADJ
futech-604	70	15	noise	noise	NOUN
futech-604	70	16	,	,	PUNCT
futech-604	70	17	formalized	formalize	VERB
futech-604	70	18	as	as	ADP
futech-604	70	19	(	(	PUNCT
futech-604	70	20	)	)	PUNCT
futech-604	70	21	(	(	PUNCT
futech-604	70	22	(	(	PUNCT
futech-604	70	23	)	)	PUNCT
futech-604	70	24	,	,	PUNCT
futech-604	70	25	)	)	PUNCT
futech-604	70	26	(	(	PUNCT
futech-604	70	27	)	)	PUNCT
futech-604	70	28	y	y	PROPN
futech-604	70	29	t	t	NOUN
futech-604	70	30	f	f	X
futech-604	70	31	x	x	SYM
futech-604	70	32	t	t	X
futech-604	70	33	t	t	DET
futech-604	70	34	=	=	NOUN
futech-604	70	35	+	+	CCONJ
futech-604	70	36	(	(	PUNCT
futech-604	70	37	1	1	NUM
futech-604	70	38	)	)	PUNCT
futech-604	70	39	in	in	ADP
futech-604	70	40	this	this	DET
futech-604	70	41	architecture	architecture	NOUN
futech-604	70	42	,	,	PUNCT
futech-604	70	43	the	the	DET
futech-604	70	44	variables	variable	NOUN
futech-604	70	45	represent	represent	VERB
futech-604	70	46	specific	specific	ADJ
futech-604	70	47	system	system	NOUN
futech-604	70	48	components	component	NOUN
futech-604	70	49	:	:	PUNCT
futech-604	70	50	y(t	y(t	NUM
futech-604	70	51	)	)	PUNCT
futech-604	70	52	denotes	denote	VERB
futech-604	70	53	output	output	NOUN
futech-604	70	54	vectors	vector	NOUN
futech-604	70	55	(	(	PUNCT
futech-604	70	56	quality	quality	NOUN
futech-604	70	57	,	,	PUNCT
futech-604	70	58	health	health	NOUN
futech-604	70	59	,	,	PUNCT
futech-604	70	60	performance	performance	NOUN
futech-604	70	61	metrics	metric	NOUN
futech-604	70	62	)	)	PUNCT
futech-604	70	63	;	;	PUNCT
futech-604	70	64	x(t	x(t	PROPN
futech-604	70	65	)	)	PUNCT
futech-604	70	66	represents	represent	VERB
futech-604	70	67	input	input	NOUN
futech-604	70	68	streams	stream	NOUN
futech-604	70	69	from	from	ADP
futech-604	70	70	2,350	2,350	NUM
futech-604	70	71	sensors	sensor	NOUN
futech-604	70	72	and	and	CCONJ
futech-604	70	73	45	45	NUM
futech-604	70	74	plcs	plcs	NOUN
futech-604	70	75	(	(	PUNCT
futech-604	70	76	100ms-10s	100ms-10s	PROPN
futech-604	70	77	sampling	sampling	NOUN
futech-604	70	78	)	)	PUNCT
futech-604	70	79	;	;	PUNCT
futech-604	70	80	f	f	X
futech-604	70	81	(	(	PUNCT
futech-604	70	82	.	.	PUNCT
futech-604	70	83	)	)	PUNCT
futech-604	70	84	embodies	embody	VERB
futech-604	70	85	ai	ai	VERB
futech-604	70	86	mapping	mapping	NOUN
futech-604	70	87	functions	function	NOUN
futech-604	70	88	(	(	PUNCT
futech-604	70	89	lstm	lstm	PROPN
futech-604	70	90	,	,	PUNCT
futech-604	70	91	svm+rf	svm+rf	PROPN
futech-604	70	92	,	,	PUNCT
futech-604	70	93	cnn	cnn	PROPN
futech-604	70	94	,	,	PUNCT
futech-604	70	95	ga	ga	PROPN
futech-604	70	96	/	/	SYM
futech-604	70	97	pso	pso	NOUN
futech-604	70	98	)	)	PUNCT
futech-604	70	99	;	;	PUNCT
futech-604	70	100	𝜃	𝜃	X
futech-604	70	101	denotes	denote	VERB
futech-604	70	102	learnable	learnable	ADJ
futech-604	70	103	parameters	parameter	NOUN
futech-604	70	104	updated	update	VERB
futech-604	70	105	through	through	ADP
futech-604	70	106	online	online	ADJ
futech-604	70	107	learning	learning	NOUN
futech-604	70	108	;	;	PUNCT
futech-604	70	109	and	and	CCONJ
futech-604	70	110	𝜀(𝑡	𝜀(𝑡	NOUN
futech-604	70	111	)	)	PUNCT
futech-604	70	112	captures	capture	VERB
futech-604	70	113	system	system	NOUN
futech-604	70	114	uncertainties	uncertainty	NOUN
futech-604	70	115	(	(	PUNCT
futech-604	70	116	sensor	sensor	NOUN
futech-604	70	117	noise	noise	NOUN
futech-604	70	118	,	,	PUNCT
futech-604	70	119	model	model	NOUN
futech-604	70	120	errors	error	NOUN
futech-604	70	121	)	)	PUNCT
futech-604	70	122	,	,	PUNCT
futech-604	70	123	enabling	enable	VERB
futech-604	70	124	machine	machine	NOUN
futech-604	70	125	learning	learning	NOUN
futech-604	70	126	while	while	SCONJ
futech-604	70	127	quantifying	quantify	VERB
futech-604	70	128	uncertainty	uncertainty	NOUN
futech-604	70	129	.	.	PUNCT
futech-604	71	1	this	this	DET
futech-604	71	2	formulation	formulation	NOUN
futech-604	71	3	enables	enable	VERB
futech-604	71	4	machine	machine	NOUN
futech-604	71	5	-	-	PUNCT
futech-604	71	6	learning	learn	VERB
futech-604	71	7	methods	method	NOUN
futech-604	71	8	to	to	PART
futech-604	71	9	learn	learn	VERB
futech-604	71	10	f	f	PROPN
futech-604	71	11	(	(	PUNCT
futech-604	71	12	.	.	PUNCT
futech-604	71	13	)	)	PUNCT
futech-604	71	14	from	from	ADP
futech-604	71	15	data	datum	NOUN
futech-604	71	16	while	while	SCONJ
futech-604	71	17	quantifying	quantify	VERB
futech-604	71	18	uncertainty	uncertainty	NOUN
futech-604	71	19	within	within	ADP
futech-604	71	20	probabilistic	probabilistic	ADJ
futech-604	71	21	frameworks	framework	NOUN
futech-604	71	22	.	.	PUNCT
futech-604	71	23	"	"	PUNCT
futech-604	72	1	3.2	3.2	NUM
futech-604	72	2	system	system	NOUN
futech-604	72	3	architecture	architecture	NOUN
futech-604	72	4	design	design	VERB
futech-604	72	5	the	the	DET
futech-604	72	6	system	system	NOUN
futech-604	72	7	architecture	architecture	NOUN
futech-604	72	8	translates	translate	VERB
futech-604	72	9	theoretical	theoretical	ADJ
futech-604	72	10	concepts	concept	NOUN
futech-604	72	11	into	into	ADP
futech-604	72	12	a	a	DET
futech-604	72	13	practical	practical	ADJ
futech-604	72	14	implementation	implementation	NOUN
futech-604	72	15	blueprint	blueprint	NOUN
futech-604	72	16	through	through	ADP
futech-604	72	17	a	a	DET
futech-604	72	18	five	five	NUM
futech-604	72	19	-	-	PUNCT
futech-604	72	20	layer	layer	NOUN
futech-604	72	21	hierarchical	hierarchical	ADJ
futech-604	72	22	structure	structure	NOUN
futech-604	72	23	that	that	PRON
futech-604	72	24	ensures	ensure	VERB
futech-604	72	25	scalability	scalability	NOUN
futech-604	72	26	,	,	PUNCT
futech-604	72	27	modularity	modularity	NOUN
futech-604	72	28	,	,	PUNCT
futech-604	72	29	and	and	CCONJ
futech-604	72	30	real	real	ADJ
futech-604	72	31	-	-	PUNCT
futech-604	72	32	time	time	NOUN
futech-604	72	33	performance	performance	NOUN
futech-604	72	34	.	.	PUNCT
futech-604	73	1	as	as	SCONJ
futech-604	73	2	illustrated	illustrate	VERB
futech-604	73	3	in	in	ADP
futech-604	73	4	figure	figure	NOUN
futech-604	73	5	2	2	NUM
futech-604	73	6	,	,	PUNCT
futech-604	73	7	the	the	DET
futech-604	73	8	architecture	architecture	NOUN
futech-604	73	9	adopts	adopt	VERB
futech-604	73	10	a	a	DET
futech-604	73	11	service	service	NOUN
futech-604	73	12	-	-	PUNCT
futech-604	73	13	oriented	orient	VERB
futech-604	73	14	approach	approach	NOUN
futech-604	73	15	where	where	SCONJ
futech-604	73	16	each	each	DET
futech-604	73	17	layer	layer	NOUN
futech-604	73	18	provides	provide	VERB
futech-604	73	19	well	well	ADV
futech-604	73	20	-	-	PUNCT
futech-604	73	21	defined	define	VERB
futech-604	73	22	services	service	NOUN
futech-604	73	23	to	to	ADP
futech-604	73	24	adjacent	adjacent	ADJ
futech-604	73	25	layers	layer	NOUN
futech-604	73	26	through	through	ADP
futech-604	73	27	standardized	standardized	ADJ
futech-604	73	28	application	application	NOUN
futech-604	73	29	programming	programming	NOUN
futech-604	73	30	interfaces	interface	NOUN
futech-604	73	31	(	(	PUNCT
futech-604	73	32	apis	apis	ADJ
futech-604	73	33	)	)	PUNCT
futech-604	73	34	.	.	PUNCT
futech-604	74	1	the	the	DET
futech-604	74	2	presentation	presentation	NOUN
futech-604	74	3	layer	layer	NOUN
futech-604	74	4	supports	support	VERB
futech-604	74	5	multi	multi	ADJ
futech-604	74	6	-	-	ADJ
futech-604	74	7	modal	modal	ADJ
futech-604	74	8	humanmachine	humanmachine	NOUN
futech-604	74	9	interaction	interaction	NOUN
futech-604	74	10	through	through	ADP
futech-604	74	11	web	web	NOUN
futech-604	74	12	dashboards	dashboard	NOUN
futech-604	74	13	,	,	PUNCT
futech-604	74	14	mobile	mobile	ADJ
futech-604	74	15	applications	application	NOUN
futech-604	74	16	,	,	PUNCT
futech-604	74	17	and	and	CCONJ
futech-604	74	18	large	large	ADJ
futech-604	74	19	-	-	PUNCT
futech-604	74	20	format	format	NOUN
futech-604	74	21	displays	display	NOUN
futech-604	74	22	,	,	PUNCT
futech-604	74	23	implementing	implement	VERB
futech-604	74	24	responsive	responsive	ADJ
futech-604	74	25	design	design	NOUN
futech-604	74	26	principles	principle	NOUN
futech-604	74	27	to	to	PART
futech-604	74	28	adapt	adapt	VERB
futech-604	74	29	visualization	visualization	NOUN
futech-604	74	30	complexity	complexity	NOUN
futech-604	74	31	to	to	PART
futech-604	74	32	device	device	VERB
futech-604	74	33	capabilities	capability	NOUN
futech-604	74	34	and	and	CCONJ
futech-604	74	35	user	user	NOUN
futech-604	74	36	contexts	contexts	NOUN
futech-604	74	37	.	.	PUNCT
futech-604	75	1	the	the	DET
futech-604	75	2	service	service	NOUN
futech-604	75	3	layer	layer	NOUN
futech-604	75	4	represents	represent	VERB
futech-604	75	5	the	the	DET
futech-604	75	6	architectural	architectural	ADJ
futech-604	75	7	innovation	innovation	NOUN
futech-604	75	8	that	that	PRON
futech-604	75	9	enables	enable	VERB
futech-604	75	10	flexible	flexible	ADJ
futech-604	75	11	integration	integration	NOUN
futech-604	75	12	of	of	ADP
futech-604	75	13	ai	ai	ADJ
futech-604	75	14	capabilities	capability	NOUN
futech-604	75	15	with	with	ADP
futech-604	75	16	traditional	traditional	ADJ
futech-604	75	17	manufacturing	manufacturing	NOUN
futech-604	75	18	operations	operation	NOUN
futech-604	75	19	.	.	PUNCT
futech-604	76	1	by	by	ADP
futech-604	76	2	separating	separate	VERB
futech-604	76	3	ai	ai	NOUN
futech-604	76	4	services	service	NOUN
futech-604	76	5	from	from	ADP
futech-604	76	6	business	business	NOUN
futech-604	76	7	services	service	NOUN
futech-604	76	8	,	,	PUNCT
futech-604	76	9	the	the	DET
futech-604	76	10	architecture	architecture	NOUN
futech-604	76	11	supports	support	VERB
futech-604	76	12	independent	independent	ADJ
futech-604	76	13	scaling	scaling	NOUN
futech-604	76	14	and	and	CCONJ
futech-604	76	15	evolution	evolution	NOUN
futech-604	76	16	of	of	ADP
futech-604	76	17	intelligent	intelligent	ADJ
futech-604	76	18	capabilities	capability	NOUN
futech-604	76	19	without	without	ADP
futech-604	76	20	disrupting	disrupt	VERB
futech-604	76	21	core	core	NOUN
futech-604	76	22	manufacturing	manufacturing	NOUN
futech-604	76	23	processes	process	NOUN
futech-604	76	24	.	.	PUNCT
futech-604	77	1	the	the	DET
futech-604	77	2	ai	ai	PROPN
futech-604	77	3	service	service	NOUN
futech-604	77	4	group	group	NOUN
futech-604	77	5	implements	implement	VERB
futech-604	77	6	prediction	prediction	NOUN
futech-604	77	7	,	,	PUNCT
futech-604	77	8	optimization	optimization	NOUN
futech-604	77	9	,	,	PUNCT
futech-604	77	10	diagnosis	diagnosis	NOUN
futech-604	77	11	,	,	PUNCT
futech-604	77	12	classification	classification	NOUN
futech-604	77	13	,	,	PUNCT
futech-604	77	14	control	control	NOUN
futech-604	77	15	,	,	PUNCT
futech-604	77	16	and	and	CCONJ
futech-604	77	17	learning	learn	VERB
futech-604	77	18	functions	function	NOUN
futech-604	77	19	through	through	ADP
futech-604	77	20	containerized	containerized	ADJ
futech-604	77	21	microservices	microservice	NOUN
futech-604	77	22	that	that	PRON
futech-604	77	23	can	can	AUX
futech-604	77	24	be	be	AUX
futech-604	77	25	dynamically	dynamically	ADV
futech-604	77	26	orchestrated	orchestrate	VERB
futech-604	77	27	based	base	VERB
futech-604	77	28	on	on	ADP
futech-604	77	29	computational	computational	ADJ
futech-604	77	30	demands	demand	NOUN
futech-604	77	31	.	.	PUNCT
futech-604	78	1	each	each	DET
futech-604	78	2	ai	ai	PROPN
futech-604	78	3	service	service	NOUN
futech-604	78	4	encapsulates	encapsulate	VERB
futech-604	78	5	specific	specific	ADJ
futech-604	78	6	algorithms	algorithm	NOUN
futech-604	78	7	while	while	SCONJ
futech-604	78	8	exposing	expose	VERB
futech-604	78	9	uniform	uniform	ADJ
futech-604	78	10	interfaces	interface	NOUN
futech-604	78	11	for	for	ADP
futech-604	78	12	service	service	NOUN
futech-604	78	13	consumption	consumption	NOUN
futech-604	78	14	.	.	PUNCT
futech-604	79	1	table	table	NOUN
futech-604	79	2	1	1	NUM
futech-604	79	3	summarizes	summarize	NOUN
futech-604	79	4	the	the	DET
futech-604	79	5	deployed	deploy	VERB
futech-604	79	6	ai	ai	VERB
futech-604	79	7	algorithms	algorithm	NOUN
futech-604	79	8	,	,	PUNCT
futech-604	79	9	their	their	PRON
futech-604	79	10	manufacturing	manufacturing	NOUN
futech-604	79	11	applications	application	NOUN
futech-604	79	12	,	,	PUNCT
futech-604	79	13	and	and	CCONJ
futech-604	79	14	selection	selection	NOUN
futech-604	79	15	rationale	rationale	NOUN
futech-604	79	16	.	.	PUNCT
futech-604	80	1	ga	ga	PROPN
futech-604	80	2	and	and	CCONJ
futech-604	80	3	pso	pso	NOUN
futech-604	80	4	handle	handle	VERB
futech-604	80	5	discrete	discrete	ADJ
futech-604	80	6	decision	decision	NOUN
futech-604	80	7	variables	variable	NOUN
futech-604	80	8	and	and	CCONJ
futech-604	80	9	combinatorial	combinatorial	ADJ
futech-604	80	10	solution	solution	NOUN
futech-604	80	11	spaces	space	VERB
futech-604	80	12	that	that	SCONJ
futech-604	80	13	gradient	gradient	NOUN
futech-604	80	14	-	-	PUNCT
futech-604	80	15	based	base	VERB
futech-604	80	16	methods	method	NOUN
futech-604	80	17	can	can	AUX
futech-604	80	18	not	not	PART
futech-604	80	19	address	address	VERB
futech-604	80	20	.	.	PUNCT
futech-604	81	1	the	the	DET
futech-604	81	2	data	data	NOUN
futech-604	81	3	flow	flow	NOUN
futech-604	81	4	architecture	architecture	NOUN
futech-604	81	5	implements	implement	VERB
futech-604	81	6	a	a	DET
futech-604	81	7	lambda	lambda	ADJ
futech-604	81	8	pattern	pattern	NOUN
futech-604	81	9	combining	combine	VERB
futech-604	81	10	batch	batch	NOUN
futech-604	81	11	and	and	CCONJ
futech-604	81	12	stream	stream	NOUN
futech-604	81	13	processing	processing	NOUN
futech-604	81	14	to	to	PART
futech-604	81	15	balance	balance	VERB
futech-604	81	16	latency	latency	NOUN
futech-604	81	17	and	and	CCONJ
futech-604	81	18	throughput	throughput	NOUN
futech-604	81	19	requirements	requirement	NOUN
futech-604	81	20	.	.	PUNCT
futech-604	82	1	figure	figure	NOUN
futech-604	82	2	2	2	NUM
futech-604	82	3	.	.	PUNCT
futech-604	82	4	system	system	NOUN
futech-604	82	5	architecture	architecture	NOUN
futech-604	82	6	diagram	diagram	NOUN
futech-604	82	7	:	:	PUNCT
futech-604	82	8	(	(	PUNCT
futech-604	82	9	a	a	X
futech-604	82	10	)	)	PUNCT
futech-604	82	11	five	five	NUM
futech-604	82	12	-	-	PUNCT
futech-604	82	13	layer	layer	NOUN
futech-604	82	14	architecture	architecture	NOUN
futech-604	82	15	:	:	PUNCT
futech-604	82	16	presentation	presentation	NOUN
futech-604	82	17	layer	layer	NOUN
futech-604	82	18	,	,	PUNCT
futech-604	82	19	application	application	NOUN
futech-604	82	20	layer	layer	NOUN
futech-604	82	21	,	,	PUNCT
futech-604	82	22	ai+	ai+	NOUN
futech-604	82	23	business	business	NOUN
futech-604	82	24	service	service	NOUN
futech-604	82	25	layer	layer	NOUN
futech-604	82	26	,	,	PUNCT
futech-604	82	27	data	data	NOUN
futech-604	82	28	layer	layer	NOUN
futech-604	82	29	(	(	PUNCT
futech-604	82	30	redis	redis	NOUN
futech-604	82	31	/	/	SYM
futech-604	82	32	postgresql/	postgresql/	NUM
futech-604	82	33	hadoop	hadoop	NOUN
futech-604	82	34	)	)	PUNCT
futech-604	82	35	,	,	PUNCT
futech-604	82	36	device	device	NOUN
futech-604	82	37	layer	layer	NOUN
futech-604	82	38	(	(	PUNCT
futech-604	82	39	plcs	plcs	PROPN
futech-604	82	40	n=45	n=45	NOUN
futech-604	82	41	,	,	PUNCT
futech-604	82	42	sensors	sensor	NOUN
futech-604	82	43	n=2350	n=2350	PROPN
futech-604	82	44	)	)	PUNCT
futech-604	82	45	,	,	PUNCT
futech-604	82	46	(	(	PUNCT
futech-604	82	47	b	b	X
futech-604	82	48	)	)	PUNCT
futech-604	82	49	data	data	NOUN
futech-604	82	50	flow	flow	NOUN
futech-604	82	51	:	:	PUNCT
futech-604	82	52	kafka	kafka	PROPN
futech-604	82	53	topics	topic	NOUN
futech-604	82	54	(	(	PUNCT
futech-604	82	55	100ms/1s/5	100ms/1s/5	PROPN
futech-604	82	56	-	-	PUNCT
futech-604	82	57	10s	10	NOUN
futech-604	82	58	sampling	sampling	NOUN
futech-604	82	59	)	)	PUNCT
futech-604	82	60	→	→	SYM
futech-604	82	61	flink	flink	PROPN
futech-604	82	62	pipelines	pipeline	NOUN
futech-604	82	63	(	(	PUNCT
futech-604	82	64	<	<	X
futech-604	82	65	50ms	50ms	ADJ
futech-604	82	66	latency	latency	NOUN
futech-604	82	67	)	)	PUNCT
futech-604	82	68	→	→	SYM
futech-604	82	69	multi	multi	ADJ
futech-604	82	70	-	-	ADJ
futech-604	82	71	temperature	temperature	ADJ
futech-604	82	72	storage	storage	NOUN
futech-604	82	73	(	(	PUNCT
futech-604	82	74	hot	hot	ADJ
futech-604	82	75	:	:	PUNCT
futech-604	82	76	redis	redis	PROPN
futech-604	82	77	<	<	X
futech-604	82	78	1ms	1ms	ADJ
futech-604	82	79	,	,	PUNCT
futech-604	82	80	warm	warm	ADJ
futech-604	82	81	:	:	PUNCT
futech-604	82	82	postgresql	postgresql	NOUN
futech-604	82	83	,	,	PUNCT
futech-604	82	84	cold	cold	ADJ
futech-604	82	85	:	:	PUNCT
futech-604	82	86	hadoop	hadoop	NOUN
futech-604	82	87	)	)	PUNCT
futech-604	82	88	,	,	PUNCT
futech-604	82	89	(	(	PUNCT
futech-604	82	90	c	c	X
futech-604	82	91	)	)	PUNCT
futech-604	82	92	ai	ai	VERB
futech-604	82	93	modules	module	NOUN
futech-604	82	94	on	on	ADP
futech-604	82	95	gpu	gpu	NOUN
futech-604	82	96	cluster	cluster	NOUN
futech-604	82	97	(	(	PUNCT
futech-604	82	98	nvidia	nvidia	PROPN
futech-604	82	99	tesla	tesla	PROPN
futech-604	82	100	v100	v100	PROPN
futech-604	82	101	×4	×4	VERB
futech-604	82	102	)	)	PUNCT
futech-604	82	103	with	with	ADP
futech-604	82	104	tensorflow	tensorflow	NOUN
futech-604	82	105	/	/	SYM
futech-604	82	106	pytorch	pytorch	NOUN
futech-604	82	107	frameworks	framework	NOUN
futech-604	82	108	chenghsien	chenghsien	PROPN
futech-604	82	109	tsai	tsai	PROPN
futech-604	82	110	et	et	PROPN
futech-604	82	111	al	al	PROPN
futech-604	82	112	.	.	PROPN
futech-604	82	113	/future	/future	PUNCT
futech-604	82	114	technology	technology	PROPN
futech-604	82	115	february	february	PROPN
futech-604	82	116	2026|	2026|	NUM
futech-604	82	117	volume	volume	NOUN
futech-604	82	118	05	05	NUM
futech-604	83	1	|	|	ADV
futech-604	83	2	issue	issue	NOUN
futech-604	83	3	01	01	NUM
futech-604	84	1	|	|	NOUN
futech-604	84	2	pages	page	VERB
futech-604	84	3	263	263	NUM
futech-604	84	4	-	-	SYM
futech-604	84	5	277	277	NUM
futech-604	84	6	266	266	NUM
futech-604	84	7	real	real	ADJ
futech-604	84	8	-	-	PUNCT
futech-604	84	9	time	time	NOUN
futech-604	84	10	streams	stream	NOUN
futech-604	84	11	from	from	ADP
futech-604	84	12	high	high	ADJ
futech-604	84	13	-	-	PUNCT
futech-604	84	14	frequency	frequency	NOUN
futech-604	84	15	sensors	sensor	NOUN
futech-604	84	16	(	(	PUNCT
futech-604	84	17	100ms	100ms	ADJ
futech-604	84	18	sampling	sampling	NOUN
futech-604	84	19	)	)	PUNCT
futech-604	84	20	flow	flow	NOUN
futech-604	84	21	through	through	ADP
futech-604	84	22	apache	apache	PROPN
futech-604	84	23	kafka	kafka	PROPN
futech-604	84	24	(	(	PUNCT
futech-604	84	25	>	>	NOUN
futech-604	84	26	10,000	10,000	NUM
futech-604	84	27	messages	message	NOUN
futech-604	84	28	/	/	SYM
futech-604	84	29	second	second	ADJ
futech-604	84	30	)	)	PUNCT
futech-604	84	31	,	,	PUNCT
futech-604	84	32	while	while	SCONJ
futech-604	84	33	batch	batch	NOUN
futech-604	84	34	processes	process	NOUN
futech-604	84	35	aggregate	aggregate	ADJ
futech-604	84	36	historical	historical	ADJ
futech-604	84	37	data	datum	NOUN
futech-604	84	38	.	.	PUNCT
futech-604	85	1	the	the	DET
futech-604	85	2	multi	multi	ADJ
futech-604	85	3	-	-	ADJ
futech-604	85	4	temperature	temperature	ADJ
futech-604	85	5	storage	storage	NOUN
futech-604	85	6	strategy	strategy	NOUN
futech-604	85	7	maintains	maintain	VERB
futech-604	85	8	hot	hot	ADJ
futech-604	85	9	data	datum	NOUN
futech-604	85	10	in	in	ADP
futech-604	85	11	redis	redis	NOUN
futech-604	85	12	(	(	PUNCT
futech-604	85	13	<	<	X
futech-604	85	14	1ms	1ms	ADJ
futech-604	85	15	access	access	NOUN
futech-604	85	16	)	)	PUNCT
futech-604	85	17	,	,	PUNCT
futech-604	85	18	warm	warm	ADJ
futech-604	85	19	data	datum	NOUN
futech-604	85	20	in	in	ADP
futech-604	85	21	postgresql	postgresql	NOUN
futech-604	85	22	for	for	ADP
futech-604	85	23	structured	structured	ADJ
futech-604	85	24	queries	query	NOUN
futech-604	85	25	,	,	PUNCT
futech-604	85	26	and	and	CCONJ
futech-604	85	27	cold	cold	ADJ
futech-604	85	28	data	datum	NOUN
futech-604	85	29	in	in	ADP
futech-604	85	30	hadoop	hadoop	NOUN
futech-604	85	31	for	for	ADP
futech-604	85	32	archival	archival	NOUN
futech-604	85	33	analytics	analytic	NOUN
futech-604	85	34	.	.	PUNCT
futech-604	86	1	the	the	DET
futech-604	86	2	data	data	PROPN
futech-604	86	3	pipeline	pipeline	NOUN
futech-604	86	4	implements	implement	VERB
futech-604	86	5	a	a	DET
futech-604	86	6	lambda	lambda	ADJ
futech-604	86	7	architecture	architecture	NOUN
futech-604	86	8	combining	combine	VERB
futech-604	86	9	real	real	ADJ
futech-604	86	10	-	-	PUNCT
futech-604	86	11	time	time	NOUN
futech-604	86	12	stream	stream	NOUN
futech-604	86	13	processing	processing	NOUN
futech-604	86	14	(	(	PUNCT
futech-604	86	15	apache	apache	PROPN
futech-604	86	16	kafka	kafka	PROPN
futech-604	86	17	/	/	SYM
futech-604	86	18	flink	flink	PROPN
futech-604	86	19	)	)	PUNCT
futech-604	86	20	and	and	CCONJ
futech-604	86	21	batch	batch	NOUN
futech-604	86	22	analytics	analytic	NOUN
futech-604	86	23	,	,	PUNCT
futech-604	86	24	with	with	ADP
futech-604	86	25	a	a	DET
futech-604	86	26	multi	multi	ADJ
futech-604	86	27	-	-	ADJ
futech-604	86	28	temperature	temperature	ADJ
futech-604	86	29	storage	storage	NOUN
futech-604	86	30	strategy	strategy	NOUN
futech-604	86	31	optimizing	optimize	VERB
futech-604	86	32	for	for	ADP
futech-604	86	33	different	different	ADJ
futech-604	86	34	data	datum	NOUN
futech-604	86	35	access	access	NOUN
futech-604	86	36	patterns	pattern	NOUN
futech-604	86	37	and	and	CCONJ
futech-604	86	38	latency	latency	NOUN
futech-604	86	39	requirements	requirement	NOUN
futech-604	86	40	.	.	PUNCT
futech-604	87	1	the	the	DET
futech-604	87	2	pipeline	pipeline	NOUN
futech-604	87	3	infrastructure	infrastructure	NOUN
futech-604	87	4	is	be	AUX
futech-604	87	5	deployed	deploy	VERB
futech-604	87	6	on	on	ADP
futech-604	87	7	kubernetes	kubernete	NOUN
futech-604	87	8	clusters	cluster	NOUN
futech-604	87	9	,	,	PUNCT
futech-604	87	10	providing	provide	VERB
futech-604	87	11	horizontal	horizontal	ADJ
futech-604	87	12	scalability	scalability	NOUN
futech-604	87	13	,	,	PUNCT
futech-604	87	14	automated	automate	VERB
futech-604	87	15	failover	failover	NOUN
futech-604	87	16	,	,	PUNCT
futech-604	87	17	and	and	CCONJ
futech-604	87	18	99.9	99.9	NUM
futech-604	87	19	%	%	NOUN
futech-604	87	20	availability	availability	NOUN
futech-604	87	21	over	over	ADP
futech-604	87	22	continuous	continuous	ADJ
futech-604	87	23	operation	operation	NOUN
futech-604	87	24	.	.	PUNCT
futech-604	88	1	kubernetes	kubernete	NOUN
futech-604	88	2	was	be	AUX
futech-604	88	3	selected	select	VERB
futech-604	88	4	for	for	ADP
futech-604	88	5	its	its	PRON
futech-604	88	6	superior	superior	ADJ
futech-604	88	7	resource	resource	NOUN
futech-604	88	8	utilization	utilization	NOUN
futech-604	88	9	and	and	CCONJ
futech-604	88	10	ecosystem	ecosystem	NOUN
futech-604	88	11	maturity	maturity	NOUN
futech-604	88	12	.	.	PUNCT
futech-604	89	1	3.3	3.3	NUM
futech-604	89	2	real	real	ADJ
futech-604	89	3	-	-	PUNCT
futech-604	89	4	time	time	NOUN
futech-604	89	5	data	data	NOUN
futech-604	89	6	processing	processing	NOUN
futech-604	89	7	framework	framework	NOUN
futech-604	89	8	the	the	DET
futech-604	89	9	real	real	ADJ
futech-604	89	10	-	-	PUNCT
futech-604	89	11	time	time	NOUN
futech-604	89	12	data	datum	NOUN
futech-604	89	13	layer	layer	NOUN
futech-604	89	14	forms	form	VERB
futech-604	89	15	the	the	DET
futech-604	89	16	computational	computational	ADJ
futech-604	89	17	backbone	backbone	NOUN
futech-604	89	18	that	that	PRON
futech-604	89	19	converts	convert	VERB
futech-604	89	20	raw	raw	ADJ
futech-604	89	21	sensor	sensor	NOUN
futech-604	89	22	streams	stream	VERB
futech-604	89	23	into	into	ADP
futech-604	89	24	actionable	actionable	ADJ
futech-604	89	25	intelligence	intelligence	NOUN
futech-604	89	26	under	under	ADP
futech-604	89	27	strict	strict	ADJ
futech-604	89	28	latency	latency	NOUN
futech-604	89	29	constraints	constraint	NOUN
futech-604	89	30	.	.	PUNCT
futech-604	90	1	a	a	DET
futech-604	90	2	multi	multi	ADJ
futech-604	90	3	-	-	ADJ
futech-604	90	4	stage	stage	ADJ
futech-604	90	5	pipeline	pipeline	NOUN
futech-604	90	6	progressively	progressively	ADV
futech-604	90	7	improves	improve	VERB
futech-604	90	8	data	datum	NOUN
futech-604	90	9	quality	quality	NOUN
futech-604	90	10	while	while	SCONJ
futech-604	90	11	preserving	preserve	VERB
futech-604	90	12	temporal	temporal	ADJ
futech-604	90	13	coherence	coherence	NOUN
futech-604	90	14	across	across	ADP
futech-604	90	15	distributed	distribute	VERB
futech-604	90	16	nodes	node	NOUN
futech-604	90	17	.	.	PUNCT
futech-604	91	1	acquisition	acquisition	NOUN
futech-604	91	2	begins	begin	VERB
futech-604	91	3	at	at	ADP
futech-604	91	4	the	the	DET
futech-604	91	5	edge	edge	NOUN
futech-604	91	6	:	:	PUNCT
futech-604	91	7	smart	smart	ADJ
futech-604	91	8	sensors	sensor	NOUN
futech-604	91	9	and	and	CCONJ
futech-604	91	10	programmable	programmable	ADJ
futech-604	91	11	logic	logic	NOUN
futech-604	91	12	controllers	controller	NOUN
futech-604	91	13	(	(	PUNCT
futech-604	91	14	plcs	plcs	NOUN
futech-604	91	15	)	)	PUNCT
futech-604	91	16	emit	emit	NOUN
futech-604	91	17	continuous	continuous	ADJ
futech-604	91	18	streams	stream	NOUN
futech-604	91	19	at	at	ADP
futech-604	91	20	10–100	10–100	PROPN
futech-604	91	21	hz	hz	PROPN
futech-604	91	22	.	.	PROPN
futech-604	92	1	protocol	protocol	PROPN
futech-604	92	2	translation	translation	NOUN
futech-604	92	3	services	service	NOUN
futech-604	92	4	normalize	normalize	VERB
futech-604	92	5	industrial	industrial	ADJ
futech-604	92	6	protocols	protocol	NOUN
futech-604	92	7	—	—	PUNCT
futech-604	92	8	open	open	ADJ
futech-604	92	9	platform	platform	NOUN
futech-604	92	10	communications	communication	NOUN
futech-604	92	11	unified	unify	VERB
futech-604	92	12	architecture	architecture	NOUN
futech-604	92	13	(	(	PUNCT
futech-604	92	14	opc	opc	PROPN
futech-604	92	15	ua	ua	PROPN
futech-604	92	16	)	)	PUNCT
futech-604	92	17	,	,	PUNCT
futech-604	92	18	modbus	modbus	NOUN
futech-604	92	19	,	,	PUNCT
futech-604	92	20	and	and	CCONJ
futech-604	92	21	message	message	NOUN
futech-604	92	22	queuing	queue	VERB
futech-604	92	23	telemetry	telemetry	NOUN
futech-604	92	24	transport	transport	NOUN
futech-604	92	25	(	(	PUNCT
futech-604	92	26	mqtt)—into	mqtt)—into	ADP
futech-604	92	27	standardized	standardized	ADJ
futech-604	92	28	formats	format	NOUN
futech-604	92	29	for	for	ADP
futech-604	92	30	downstream	downstream	ADJ
futech-604	92	31	processing	processing	NOUN
futech-604	92	32	.	.	PUNCT
futech-604	93	1	edge	edge	NOUN
futech-604	93	2	nodes	node	NOUN
futech-604	93	3	conduct	conduct	VERB
futech-604	93	4	initial	initial	ADJ
futech-604	93	5	validation	validation	NOUN
futech-604	93	6	and	and	CCONJ
futech-604	93	7	filtering	filtering	NOUN
futech-604	93	8	to	to	PART
futech-604	93	9	reduce	reduce	VERB
futech-604	93	10	bandwidth	bandwidth	NOUN
futech-604	93	11	and	and	CCONJ
futech-604	93	12	latency	latency	NOUN
futech-604	93	13	.	.	PUNCT
futech-604	94	1	lightweight	lightweight	ADJ
futech-604	94	2	anomaly	anomaly	NOUN
futech-604	94	3	detection	detection	NOUN
futech-604	94	4	using	use	VERB
futech-604	94	5	the	the	DET
futech-604	94	6	isolation	isolation	NOUN
futech-604	94	7	forest	forest	NOUN
futech-604	94	8	algorithm	algorithm	NOUN
futech-604	94	9	(	(	PUNCT
futech-604	94	10	as	as	SCONJ
futech-604	94	11	detailed	detailed	ADJ
futech-604	94	12	in	in	ADP
futech-604	94	13	section	section	NOUN
futech-604	94	14	4.1	4.1	NUM
futech-604	94	15	)	)	PUNCT
futech-604	94	16	flags	flag	NOUN
futech-604	94	17	suspicious	suspicious	ADJ
futech-604	94	18	readings	reading	NOUN
futech-604	94	19	prior	prior	ADV
futech-604	94	20	to	to	AUX
futech-604	94	21	uplink	uplink	VERB
futech-604	94	22	.	.	PUNCT
futech-604	95	1	the	the	DET
futech-604	95	2	isolation	isolation	NOUN
futech-604	95	3	forest	forest	NOUN
futech-604	95	4	was	be	AUX
futech-604	95	5	selected	select	VERB
futech-604	95	6	for	for	ADP
futech-604	95	7	edge	edge	NOUN
futech-604	95	8	deployment	deployment	NOUN
futech-604	95	9	due	due	ADP
futech-604	95	10	to	to	ADP
futech-604	95	11	its	its	PRON
futech-604	95	12	computational	computational	ADJ
futech-604	95	13	efficiency	efficiency	NOUN
futech-604	95	14	(	(	PUNCT
futech-604	95	15	o(n	o(n	NOUN
futech-604	95	16	log	log	NOUN
futech-604	95	17	n	n	CCONJ
futech-604	95	18	)	)	PUNCT
futech-604	95	19	complexity	complexity	NOUN
futech-604	95	20	,	,	PUNCT
futech-604	95	21	<	<	X
futech-604	95	22	5ms	5ms	ADJ
futech-604	95	23	inference	inference	NOUN
futech-604	95	24	)	)	PUNCT
futech-604	95	25	,	,	PUNCT
futech-604	95	26	unsupervised	unsupervised	ADJ
futech-604	95	27	learning	learning	NOUN
futech-604	95	28	capability	capability	NOUN
futech-604	95	29	,	,	PUNCT
futech-604	95	30	and	and	CCONJ
futech-604	95	31	94.2	94.2	NUM
futech-604	95	32	%	%	NOUN
futech-604	95	33	detection	detection	NOUN
futech-604	95	34	accuracy	accuracy	NOUN
futech-604	95	35	in	in	ADP
futech-604	95	36	production	production	NOUN
futech-604	95	37	trials	trial	NOUN
futech-604	95	38	.	.	PUNCT
futech-604	96	1	the	the	DET
futech-604	96	2	preprocessing	preprocessing	NOUN
futech-604	96	3	pipeline	pipeline	NOUN
futech-604	96	4	applies	apply	VERB
futech-604	96	5	six	six	NUM
futech-604	96	6	sequential	sequential	ADJ
futech-604	96	7	transforms	transform	NOUN
futech-604	96	8	,	,	PUNCT
futech-604	96	9	including	include	VERB
futech-604	96	10	null	null	ADJ
futech-604	96	11	removal	removal	NOUN
futech-604	96	12	,	,	PUNCT
futech-604	96	13	outlier	outlier	NOUN
futech-604	96	14	detection	detection	NOUN
futech-604	96	15	,	,	PUNCT
futech-604	96	16	missing	miss	VERB
futech-604	96	17	-	-	PUNCT
futech-604	96	18	value	value	NOUN
futech-604	96	19	imputation	imputation	NOUN
futech-604	96	20	,	,	PUNCT
futech-604	96	21	normalization	normalization	NOUN
futech-604	96	22	,	,	PUNCT
futech-604	96	23	feature	feature	NOUN
futech-604	96	24	extraction	extraction	NOUN
futech-604	96	25	,	,	PUNCT
futech-604	96	26	and	and	CCONJ
futech-604	96	27	temporal	temporal	ADJ
futech-604	96	28	aggregation	aggregation	NOUN
futech-604	96	29	at	at	ADP
futech-604	96	30	multiple	multiple	ADJ
futech-604	96	31	time	time	NOUN
futech-604	96	32	scales	scale	NOUN
futech-604	96	33	(	(	PUNCT
futech-604	96	34	5	5	NUM
futech-604	96	35	-	-	PUNCT
futech-604	96	36	second	second	ADJ
futech-604	96	37	,	,	PUNCT
futech-604	96	38	1	1	NUM
futech-604	96	39	-	-	PUNCT
futech-604	96	40	minute	minute	NOUN
futech-604	96	41	,	,	PUNCT
futech-604	96	42	and	and	CCONJ
futech-604	96	43	5	5	NUM
futech-604	96	44	-	-	PUNCT
futech-604	96	45	minute	minute	NOUN
futech-604	96	46	windows	window	NOUN
futech-604	96	47	)	)	PUNCT
futech-604	96	48	,	,	PUNCT
futech-604	96	49	optimized	optimize	VERB
futech-604	96	50	for	for	ADP
futech-604	96	51	different	different	ADJ
futech-604	96	52	monitoring	monitoring	NOUN
futech-604	96	53	requirements	requirement	NOUN
futech-604	96	54	.	.	PUNCT
futech-604	97	1	this	this	DET
futech-604	97	2	structured	structured	ADJ
futech-604	97	3	approach	approach	NOUN
futech-604	97	4	yields	yield	NOUN
futech-604	97	5	≥98.5	≥98.5	CCONJ
futech-604	97	6	%	%	NOUN
futech-604	97	7	completeness	completeness	NOUN
futech-604	97	8	,	,	PUNCT
futech-604	97	9	99.2	99.2	NUM
futech-604	97	10	%	%	NOUN
futech-604	97	11	accuracy	accuracy	NOUN
futech-604	97	12	,	,	PUNCT
futech-604	97	13	and	and	CCONJ
futech-604	97	14	99.8	99.8	NUM
futech-604	97	15	%	%	NOUN
futech-604	97	16	timeliness	timeliness	NOUN
futech-604	97	17	.	.	PUNCT
futech-604	98	1	the	the	DET
futech-604	98	2	framework	framework	NOUN
futech-604	98	3	implements	implement	VERB
futech-604	98	4	a	a	DET
futech-604	98	5	novel	novel	ADJ
futech-604	98	6	three	three	NUM
futech-604	98	7	-	-	PUNCT
futech-604	98	8	channel	channel	NOUN
futech-604	98	9	processing	processing	NOUN
futech-604	98	10	architecture	architecture	NOUN
futech-604	98	11	that	that	PRON
futech-604	98	12	prioritizes	prioritize	VERB
futech-604	98	13	data	data	NOUN
futech-604	98	14	streams	stream	NOUN
futech-604	98	15	based	base	VERB
futech-604	98	16	on	on	ADP
futech-604	98	17	criticality	criticality	NOUN
futech-604	98	18	and	and	CCONJ
futech-604	98	19	latency	latency	NOUN
futech-604	98	20	requirements	requirement	NOUN
futech-604	98	21	.	.	PUNCT
futech-604	99	1	the	the	DET
futech-604	99	2	fast	fast	ADJ
futech-604	99	3	channel	channel	NOUN
futech-604	99	4	processes	process	VERB
futech-604	99	5	critical	critical	ADJ
futech-604	99	6	alarms	alarm	NOUN
futech-604	99	7	within	within	ADP
futech-604	99	8	10ms	10ms	ADJ
futech-604	99	9	latency	latency	NOUN
futech-604	99	10	through	through	ADP
futech-604	99	11	direct	direct	ADJ
futech-604	99	12	memory	memory	NOUN
futech-604	99	13	access	access	NOUN
futech-604	99	14	and	and	CCONJ
futech-604	99	15	priority	priority	NOUN
futech-604	99	16	queuing	queuing	NOUN
futech-604	99	17	,	,	PUNCT
futech-604	99	18	bypassing	bypass	VERB
futech-604	99	19	standard	standard	ADJ
futech-604	99	20	processing	processing	NOUN
futech-604	99	21	pipelines	pipeline	NOUN
futech-604	99	22	for	for	ADP
futech-604	99	23	immediate	immediate	ADJ
futech-604	99	24	response	response	NOUN
futech-604	99	25	.	.	PUNCT
futech-604	100	1	the	the	DET
futech-604	100	2	standard	standard	ADJ
futech-604	100	3	channel	channel	NOUN
futech-604	100	4	handles	handle	VERB
futech-604	100	5	production	production	NOUN
futech-604	100	6	data	datum	NOUN
futech-604	100	7	through	through	ADP
futech-604	100	8	the	the	DET
futech-604	100	9	complete	complete	ADJ
futech-604	100	10	analysis	analysis	NOUN
futech-604	100	11	chain	chain	NOUN
futech-604	100	12	with	with	ADP
futech-604	100	13	sub-100ms	sub-100ms	ADJ
futech-604	100	14	latency	latency	NOUN
futech-604	100	15	,	,	PUNCT
futech-604	100	16	applying	apply	VERB
futech-604	100	17	both	both	PRON
futech-604	100	18	rulebased	rulebase	VERB
futech-604	100	19	and	and	CCONJ
futech-604	100	20	machine	machine	NOUN
futech-604	100	21	learning	learning	NOUN
futech-604	100	22	inference	inference	NOUN
futech-604	100	23	.	.	PUNCT
futech-604	101	1	the	the	DET
futech-604	101	2	batch	batch	NOUN
futech-604	101	3	channel	channel	NOUN
futech-604	101	4	processes	process	VERB
futech-604	101	5	historical	historical	ADJ
futech-604	101	6	data	datum	NOUN
futech-604	101	7	for	for	ADP
futech-604	101	8	complex	complex	ADJ
futech-604	101	9	analytics	analytic	NOUN
futech-604	101	10	and	and	CCONJ
futech-604	101	11	model	model	NOUN
futech-604	101	12	training	training	NOUN
futech-604	101	13	,	,	PUNCT
futech-604	101	14	leveraging	leverage	VERB
futech-604	101	15	distributed	distribute	VERB
futech-604	101	16	computing	computing	NOUN
futech-604	101	17	frameworks	framework	NOUN
futech-604	101	18	to	to	PART
futech-604	101	19	handle	handle	VERB
futech-604	101	20	petabyte	petabyte	ADJ
futech-604	101	21	-	-	PUNCT
futech-604	101	22	scale	scale	NOUN
futech-604	101	23	datasets	dataset	NOUN
futech-604	101	24	.	.	PUNCT
futech-604	102	1	3.4	3.4	NUM
futech-604	102	2	visualization	visualization	NOUN
futech-604	102	3	module	module	NOUN
futech-604	102	4	design	design	NOUN
futech-604	102	5	the	the	DET
futech-604	102	6	visualization	visualization	NOUN
futech-604	102	7	module	module	NOUN
futech-604	102	8	design	design	NOUN
futech-604	102	9	addresses	address	VERB
futech-604	102	10	the	the	DET
futech-604	102	11	cognitive	cognitive	ADJ
futech-604	102	12	challenges	challenge	NOUN
futech-604	102	13	of	of	ADP
futech-604	102	14	presenting	present	VERB
futech-604	102	15	complex	complex	ADJ
futech-604	102	16	,	,	PUNCT
futech-604	102	17	multi	multi	ADJ
futech-604	102	18	-	-	ADJ
futech-604	102	19	dimensional	dimensional	ADJ
futech-604	102	20	manufacturing	manufacturing	NOUN
futech-604	102	21	data	datum	NOUN
futech-604	102	22	to	to	PART
futech-604	102	23	diverse	diverse	ADJ
futech-604	102	24	stakeholder	stakeholder	NOUN
futech-604	102	25	groups	group	NOUN
futech-604	102	26	ranging	range	VERB
futech-604	102	27	from	from	ADP
futech-604	102	28	shop	shop	NOUN
futech-604	102	29	-	-	PUNCT
futech-604	102	30	floor	floor	NOUN
futech-604	102	31	operators	operator	NOUN
futech-604	102	32	to	to	ADP
futech-604	102	33	executive	executive	ADJ
futech-604	102	34	management	management	NOUN
futech-604	102	35	.	.	PUNCT
futech-604	103	1	drawing	draw	VERB
futech-604	103	2	upon	upon	SCONJ
futech-604	103	3	principles	principle	NOUN
futech-604	103	4	from	from	ADP
futech-604	103	5	visual	visual	ADJ
futech-604	103	6	analytics	analytic	NOUN
futech-604	103	7	and	and	CCONJ
futech-604	103	8	humancomputer	humancomputer	NOUN
futech-604	103	9	interaction	interaction	NOUN
futech-604	103	10	,	,	PUNCT
futech-604	103	11	the	the	DET
futech-604	103	12	module	module	NOUN
futech-604	103	13	implements	implement	VERB
futech-604	103	14	a	a	DET
futech-604	103	15	hierarchical	hierarchical	ADJ
futech-604	103	16	information	information	NOUN
futech-604	103	17	architecture	architecture	NOUN
futech-604	103	18	that	that	PRON
futech-604	103	19	progressively	progressively	ADV
futech-604	103	20	reveals	reveal	VERB
futech-604	103	21	detail	detail	NOUN
futech-604	103	22	based	base	VERB
futech-604	103	23	on	on	ADP
futech-604	103	24	user	user	NOUN
futech-604	103	25	interaction	interaction	NOUN
futech-604	103	26	patterns	pattern	NOUN
futech-604	103	27	and	and	CCONJ
futech-604	103	28	decision	decision	NOUN
futech-604	103	29	-	-	PUNCT
futech-604	103	30	making	make	VERB
futech-604	103	31	contexts	context	NOUN
futech-604	103	32	.	.	PUNCT
futech-604	104	1	the	the	DET
futech-604	104	2	design	design	NOUN
futech-604	104	3	philosophy	philosophy	NOUN
futech-604	104	4	emphasizes	emphasize	VERB
futech-604	104	5	glanceability	glanceability	NOUN
futech-604	104	6	for	for	ADP
futech-604	104	7	real	real	ADJ
futech-604	104	8	-	-	PUNCT
futech-604	104	9	time	time	NOUN
futech-604	104	10	monitoring	monitoring	NOUN
futech-604	104	11	,	,	PUNCT
futech-604	104	12	explorability	explorability	NOUN
futech-604	104	13	for	for	ADP
futech-604	104	14	root	root	NOUN
futech-604	104	15	-	-	PUNCT
futech-604	104	16	cause	cause	NOUN
futech-604	104	17	analysis	analysis	NOUN
futech-604	104	18	,	,	PUNCT
futech-604	104	19	and	and	CCONJ
futech-604	104	20	actionability	actionability	NOUN
futech-604	104	21	for	for	ADP
futech-604	104	22	decision	decision	NOUN
futech-604	104	23	support	support	NOUN
futech-604	104	24	,	,	PUNCT
futech-604	104	25	implementing	implement	VERB
futech-604	104	26	what	what	PRON
futech-604	104	27	recent	recent	ADJ
futech-604	104	28	research	research	NOUN
futech-604	104	29	terms	term	NOUN
futech-604	104	30	"	"	PUNCT
futech-604	104	31	manufacturing	manufacturing	NOUN
futech-604	104	32	-	-	PUNCT
futech-604	104	33	aware	aware	ADJ
futech-604	104	34	visualization	visualization	NOUN
futech-604	104	35	grammar	grammar	NOUN
futech-604	104	36	"	"	PUNCT
futech-604	104	37	.	.	PUNCT
futech-604	105	1	the	the	DET
futech-604	105	2	dashboard	dashboard	NOUN
futech-604	105	3	adopts	adopt	VERB
futech-604	105	4	a	a	DET
futech-604	105	5	tile	tile	NOUN
futech-604	105	6	-	-	PUNCT
futech-604	105	7	based	base	VERB
futech-604	105	8	layout	layout	NOUN
futech-604	105	9	in	in	ADP
futech-604	105	10	which	which	PRON
futech-604	105	11	each	each	DET
futech-604	105	12	tile	tile	NOUN
futech-604	105	13	is	be	AUX
futech-604	105	14	a	a	DET
futech-604	105	15	self	self	NOUN
futech-604	105	16	-	-	PUNCT
futech-604	105	17	contained	contain	VERB
futech-604	105	18	visualization	visualization	NOUN
futech-604	105	19	module	module	NOUN
futech-604	105	20	with	with	ADP
futech-604	105	21	independent	independent	ADJ
futech-604	105	22	refresh	refresh	NOUN
futech-604	105	23	cycles	cycle	NOUN
futech-604	105	24	and	and	CCONJ
futech-604	105	25	interaction	interaction	NOUN
futech-604	105	26	handlers	handler	NOUN
futech-604	105	27	.	.	PUNCT
futech-604	106	1	this	this	DET
futech-604	106	2	modularity	modularity	NOUN
futech-604	106	3	enables	enable	VERB
futech-604	106	4	role	role	NOUN
futech-604	106	5	-	-	PUNCT
futech-604	106	6	aware	aware	ADJ
futech-604	106	7	,	,	PUNCT
futech-604	106	8	priority	priority	NOUN
futech-604	106	9	-	-	PUNCT
futech-604	106	10	driven	drive	VERB
futech-604	106	11	composition	composition	NOUN
futech-604	106	12	.	.	PUNCT
futech-604	107	1	real	real	ADJ
futech-604	107	2	-	-	PUNCT
futech-604	107	3	time	time	NOUN
futech-604	107	4	binding	bind	VERB
futech-604	107	5	uses	use	VERB
futech-604	107	6	websockets	websocket	NOUN
futech-604	107	7	to	to	PART
futech-604	107	8	push	push	VERB
futech-604	107	9	updates	update	NOUN
futech-604	107	10	at	at	ADP
futech-604	107	11	12	12	NUM
futech-604	107	12	frames	frame	NOUN
futech-604	107	13	per	per	ADP
futech-604	107	14	second	second	NOUN
futech-604	107	15	,	,	PUNCT
futech-604	107	16	exceeding	exceed	VERB
futech-604	107	17	the	the	DET
futech-604	107	18	10	10	NUM
futech-604	107	19	-	-	PUNCT
futech-604	107	20	fps	fps	NOUN
futech-604	107	21	threshold	threshold	NOUN
futech-604	107	22	for	for	ADP
futech-604	107	23	perceived	perceive	VERB
futech-604	107	24	realtime	realtime	NOUN
futech-604	107	25	response	response	NOUN
futech-604	107	26	.	.	PUNCT
futech-604	108	1	to	to	PART
futech-604	108	2	render	render	VERB
futech-604	108	3	thousands	thousand	NOUN
futech-604	108	4	of	of	ADP
futech-604	108	5	concurrent	concurrent	ADJ
futech-604	108	6	streams	stream	NOUN
futech-604	108	7	while	while	SCONJ
futech-604	108	8	preserving	preserve	VERB
futech-604	108	9	clarity	clarity	NOUN
futech-604	108	10	,	,	PUNCT
futech-604	108	11	the	the	DET
futech-604	108	12	visualization	visualization	NOUN
futech-604	108	13	pipeline	pipeline	NOUN
futech-604	108	14	applies	apply	VERB
futech-604	108	15	intelligent	intelligent	ADJ
futech-604	108	16	data	datum	NOUN
futech-604	108	17	reduction	reduction	NOUN
futech-604	108	18	—	—	PUNCT
futech-604	108	19	temporal	temporal	ADJ
futech-604	108	20	aggregation	aggregation	NOUN
futech-604	108	21	,	,	PUNCT
futech-604	108	22	spatial	spatial	ADJ
futech-604	108	23	clustering	clustering	NOUN
futech-604	108	24	,	,	PUNCT
futech-604	108	25	and	and	CCONJ
futech-604	108	26	semantic	semantic	ADJ
futech-604	108	27	filtering	filtering	NOUN
futech-604	108	28	—	—	PUNCT
futech-604	108	29	thereby	thereby	ADV
futech-604	108	30	controlling	control	VERB
futech-604	108	31	computational	computational	ADJ
futech-604	108	32	complexity	complexity	NOUN
futech-604	108	33	without	without	ADP
futech-604	108	34	sacrificing	sacrifice	VERB
futech-604	108	35	interpretability	interpretability	NOUN
futech-604	108	36	.	.	PUNCT
futech-604	109	1	section	section	NOUN
futech-604	109	2	4	4	NUM
futech-604	109	3	details	detail	NOUN
futech-604	109	4	the	the	DET
futech-604	109	5	research	research	NOUN
futech-604	109	6	methodology	methodology	NOUN
futech-604	109	7	and	and	CCONJ
futech-604	109	8	implementation	implementation	NOUN
futech-604	109	9	strategy	strategy	NOUN
futech-604	109	10	to	to	PART
futech-604	109	11	translate	translate	VERB
futech-604	109	12	these	these	DET
futech-604	109	13	theoretical	theoretical	ADJ
futech-604	109	14	designs	design	NOUN
futech-604	109	15	into	into	ADP
futech-604	109	16	functioning	function	VERB
futech-604	109	17	industrial	industrial	ADJ
futech-604	109	18	systems	system	NOUN
futech-604	109	19	.	.	PUNCT
futech-604	110	1	table	table	NOUN
futech-604	110	2	1	1	NUM
futech-604	110	3	.	.	PUNCT
futech-604	111	1	ai	ai	VERB
futech-604	111	2	algorithm	algorithm	PROPN
futech-604	111	3	portfolio	portfolio	NOUN
futech-604	111	4	and	and	CCONJ
futech-604	111	5	selection	selection	NOUN
futech-604	111	6	rationale	rationale	NOUN
futech-604	111	7	algorithm	algorithm	NOUN
futech-604	111	8	application	application	NOUN
futech-604	111	9	domain	domain	NOUN
futech-604	111	10	key	key	NOUN
futech-604	111	11	performance	performance	NOUN
futech-604	111	12	metrics	metric	NOUN
futech-604	111	13	selection	selection	NOUN
futech-604	111	14	rationale	rationale	NOUN
futech-604	111	15	lstm	lstm	PROPN
futech-604	111	16	time	time	NOUN
futech-604	111	17	-	-	PUNCT
futech-604	111	18	series	series	NOUN
futech-604	111	19	prediction	prediction	NOUN
futech-604	111	20	:	:	PUNCT
futech-604	111	21	equipment	equipment	NOUN
futech-604	111	22	degradation	degradation	NOUN
futech-604	111	23	forecasting	forecasting	NOUN
futech-604	111	24	,	,	PUNCT
futech-604	111	25	demand	demand	NOUN
futech-604	111	26	prediction	prediction	NOUN
futech-604	111	27	156ms	156ms	NOUN
futech-604	111	28	inference	inference	NOUN
futech-604	111	29	latency	latency	NOUN
futech-604	111	30	,	,	PUNCT
futech-604	111	31	94.2	94.2	NUM
futech-604	111	32	%	%	NOUN
futech-604	111	33	accuracy	accuracy	NOUN
futech-604	111	34	for	for	ADP
futech-604	111	35	72hour	72hour	NUM
futech-604	111	36	failure	failure	NOUN
futech-604	111	37	prediction	prediction	NOUN
futech-604	111	38	superior	superior	ADJ
futech-604	111	39	temporal	temporal	ADJ
futech-604	111	40	dependency	dependency	NOUN
futech-604	111	41	capture	capture	NOUN
futech-604	111	42	;	;	PUNCT
futech-604	111	43	handles	handle	VERB
futech-604	111	44	variable	variable	ADJ
futech-604	111	45	-	-	PUNCT
futech-604	111	46	length	length	NOUN
futech-604	111	47	sequences	sequence	NOUN
futech-604	111	48	;	;	PUNCT
futech-604	111	49	effective	effective	ADJ
futech-604	111	50	for	for	ADP
futech-604	111	51	nonstationary	nonstationary	ADJ
futech-604	111	52	manufacturing	manufacturing	NOUN
futech-604	111	53	processes	process	NOUN
futech-604	111	54	svm	svm	VERB
futech-604	111	55	+	+	CCONJ
futech-604	111	56	rf	rf	ADJ
futech-604	111	57	quality	quality	NOUN
futech-604	111	58	classification	classification	NOUN
futech-604	111	59	:	:	PUNCT
futech-604	111	60	defect	defect	VERB
futech-604	111	61	categorization	categorization	NOUN
futech-604	111	62	across	across	ADP
futech-604	111	63	six	six	NUM
futech-604	111	64	types	type	NOUN
futech-604	111	65	420ms	420ms	ADJ
futech-604	111	66	per	per	ADP
futech-604	111	67	frame	frame	NOUN
futech-604	111	68	processing	processing	NOUN
futech-604	111	69	time	time	NOUN
futech-604	111	70	for	for	ADP
futech-604	111	71	multiclass	multiclass	ADJ
futech-604	111	72	classification	classification	NOUN
futech-604	111	73	robust	robust	ADJ
futech-604	111	74	with	with	ADP
futech-604	111	75	limited	limited	ADJ
futech-604	111	76	training	training	NOUN
futech-604	111	77	samples	sample	NOUN
futech-604	111	78	;	;	PUNCT
futech-604	111	79	effective	effective	ADJ
futech-604	111	80	in	in	ADP
futech-604	111	81	high	high	ADJ
futech-604	111	82	-	-	PUNCT
futech-604	111	83	dimensional	dimensional	ADJ
futech-604	111	84	feature	feature	NOUN
futech-604	111	85	spaces	space	NOUN
futech-604	111	86	;	;	PUNCT
futech-604	111	87	ensemble	ensemble	ADJ
futech-604	111	88	mitigates	mitigate	VERB
futech-604	111	89	individual	individual	ADJ
futech-604	111	90	weaknesses	weakness	NOUN
futech-604	111	91	cnn	cnn	PROPN
futech-604	111	92	image	image	NOUN
futech-604	111	93	-	-	PUNCT
futech-604	111	94	based	base	VERB
futech-604	111	95	defect	defect	NOUN
futech-604	111	96	detection	detection	NOUN
futech-604	111	97	from	from	ADP
futech-604	111	98	optical	optical	ADJ
futech-604	111	99	inspection	inspection	NOUN
futech-604	111	100	systems	system	NOUN
futech-604	111	101	real	real	ADJ
futech-604	111	102	-	-	PUNCT
futech-604	111	103	time	time	NOUN
futech-604	111	104	processing	processing	NOUN
futech-604	111	105	of	of	ADP
futech-604	111	106	visual	visual	ADJ
futech-604	111	107	inspection	inspection	NOUN
futech-604	111	108	data	datum	NOUN
futech-604	111	109	automatic	automatic	ADJ
futech-604	111	110	hierarchical	hierarchical	ADJ
futech-604	111	111	feature	feature	NOUN
futech-604	111	112	extraction	extraction	NOUN
futech-604	111	113	from	from	ADP
futech-604	111	114	raw	raw	ADJ
futech-604	111	115	images	image	NOUN
futech-604	111	116	;	;	PUNCT
futech-604	111	117	translation	translation	NOUN
futech-604	111	118	-	-	PUNCT
futech-604	111	119	invariant	invariant	ADJ
futech-604	111	120	pattern	pattern	NOUN
futech-604	111	121	recognition	recognition	NOUN
futech-604	111	122	;	;	PUNCT
futech-604	111	123	eliminates	eliminate	VERB
futech-604	111	124	manual	manual	ADJ
futech-604	111	125	feature	feature	NOUN
futech-604	111	126	engineering	engineering	NOUN
futech-604	111	127	ga	ga	PROPN
futech-604	111	128	production	production	NOUN
futech-604	111	129	scheduling	scheduling	NOUN
futech-604	111	130	:	:	PUNCT
futech-604	111	131	job	job	NOUN
futech-604	111	132	sequencing	sequencing	NOUN
futech-604	111	133	,	,	PUNCT
futech-604	111	134	resource	resource	NOUN
futech-604	111	135	allocation	allocation	NOUN
futech-604	111	136	handles	handle	VERB
futech-604	111	137	discrete	discrete	ADJ
futech-604	111	138	decision	decision	NOUN
futech-604	111	139	variables	variable	NOUN
futech-604	111	140	and	and	CCONJ
futech-604	111	141	constraint	constraint	NOUN
futech-604	111	142	satisfaction	satisfaction	NOUN
futech-604	111	143	global	global	ADJ
futech-604	111	144	optimization	optimization	NOUN
futech-604	111	145	avoiding	avoid	VERB
futech-604	111	146	local	local	ADJ
futech-604	111	147	minima	minima	NOUN
futech-604	111	148	;	;	PUNCT
futech-604	111	149	handles	handle	VERB
futech-604	111	150	combinatorial	combinatorial	ADJ
futech-604	111	151	problems	problem	NOUN
futech-604	111	152	with	with	ADP
futech-604	111	153	discrete	discrete	ADJ
futech-604	111	154	choices	choice	NOUN
futech-604	111	155	;	;	PUNCT
futech-604	111	156	accommodates	accommodate	VERB
futech-604	111	157	multi	multi	ADJ
futech-604	111	158	-	-	ADJ
futech-604	111	159	constraint	constraint	ADJ
futech-604	111	160	environments	environment	NOUN
futech-604	111	161	intractable	intractable	ADJ
futech-604	111	162	for	for	ADP
futech-604	111	163	gradient	gradient	ADJ
futech-604	111	164	methods	method	NOUN
futech-604	111	165	pso	pso	VERB
futech-604	111	166	dynamic	dynamic	ADJ
futech-604	111	167	rescheduling	rescheduling	NOUN
futech-604	111	168	,	,	PUNCT
futech-604	111	169	realtime	realtime	ADJ
futech-604	111	170	resource	resource	NOUN
futech-604	111	171	reallocation	reallocation	NOUN
futech-604	111	172	fast	fast	ADJ
futech-604	111	173	convergence	convergence	NOUN
futech-604	111	174	for	for	ADP
futech-604	111	175	online	online	ADJ
futech-604	111	176	adaptation	adaptation	NOUN
futech-604	111	177	(	(	PUNCT
futech-604	111	178	<	<	X
futech-604	111	179	2	2	NUM
futech-604	111	180	seconds	second	NOUN
futech-604	111	181	response	response	NOUN
futech-604	111	182	time	time	NOUN
futech-604	111	183	)	)	PUNCT
futech-604	111	184	computational	computational	ADJ
futech-604	111	185	efficiency	efficiency	NOUN
futech-604	111	186	for	for	ADP
futech-604	111	187	real	real	ADJ
futech-604	111	188	-	-	PUNCT
futech-604	111	189	time	time	NOUN
futech-604	111	190	response	response	NOUN
futech-604	111	191	;	;	PUNCT
futech-604	111	192	lower	low	ADJ
futech-604	111	193	overhead	overhead	ADV
futech-604	111	194	than	than	ADP
futech-604	111	195	ga	ga	PROPN
futech-604	111	196	for	for	ADP
futech-604	111	197	continuous	continuous	ADJ
futech-604	111	198	parameters	parameter	NOUN
futech-604	111	199	;	;	PUNCT
futech-604	111	200	balances	balance	VERB
futech-604	111	201	exploration	exploration	NOUN
futech-604	111	202	-	-	PUNCT
futech-604	111	203	exploitation	exploitation	NOUN
futech-604	111	204	for	for	ADP
futech-604	111	205	dynamic	dynamic	ADJ
futech-604	111	206	environments	environment	NOUN
futech-604	111	207	chenghsien	chenghsien	NOUN
futech-604	111	208	tsai	tsai	PROPN
futech-604	111	209	et	et	PROPN
futech-604	111	210	al	al	PROPN
futech-604	111	211	.	.	PROPN
futech-604	111	212	/future	/future	PUNCT
futech-604	111	213	technology	technology	PROPN
futech-604	111	214	february	february	PROPN
futech-604	111	215	2026|	2026|	NUM
futech-604	111	216	volume	volume	NOUN
futech-604	111	217	05	05	NUM
futech-604	112	1	|	|	ADV
futech-604	112	2	issue	issue	NOUN
futech-604	112	3	01	01	NUM
futech-604	113	1	|	|	NOUN
futech-604	113	2	pages	page	VERB
futech-604	113	3	263	263	NUM
futech-604	113	4	-	-	SYM
futech-604	113	5	277	277	NUM
futech-604	113	6	267	267	NUM
futech-604	113	7	4	4	NUM
futech-604	113	8	.	.	PUNCT
futech-604	113	9	research	research	NOUN
futech-604	113	10	methods	method	NOUN
futech-604	113	11	this	this	DET
futech-604	113	12	study	study	NOUN
futech-604	113	13	adopts	adopt	VERB
futech-604	113	14	a	a	DET
futech-604	113	15	design	design	NOUN
futech-604	113	16	science	science	NOUN
futech-604	113	17	research	research	NOUN
futech-604	113	18	(	(	PUNCT
futech-604	113	19	dsr	dsr	NOUN
futech-604	113	20	)	)	PUNCT
futech-604	113	21	methodology	methodology	NOUN
futech-604	113	22	to	to	PART
futech-604	113	23	build	build	VERB
futech-604	113	24	and	and	CCONJ
futech-604	113	25	assess	assess	VERB
futech-604	113	26	the	the	DET
futech-604	113	27	ai	ai	NOUN
futech-604	113	28	-	-	PUNCT
futech-604	113	29	assisted	assist	VERB
futech-604	113	30	flexible	flexible	ADJ
futech-604	113	31	mes	me	NOUN
futech-604	113	32	framework	framework	NOUN
futech-604	113	33	[	[	X
futech-604	113	34	17	17	NUM
futech-604	113	35	]	]	PUNCT
futech-604	113	36	.	.	PUNCT
futech-604	114	1	dsr	dsr	PROPN
futech-604	114	2	offers	offer	VERB
futech-604	114	3	a	a	DET
futech-604	114	4	systematic	systematic	ADJ
futech-604	114	5	route	route	NOUN
futech-604	114	6	to	to	PART
futech-604	114	7	create	create	VERB
futech-604	114	8	artifacts	artifact	NOUN
futech-604	114	9	that	that	PRON
futech-604	114	10	solve	solve	VERB
futech-604	114	11	practical	practical	ADJ
futech-604	114	12	problems	problem	NOUN
futech-604	114	13	while	while	SCONJ
futech-604	114	14	extending	extend	VERB
futech-604	114	15	theory	theory	NOUN
futech-604	114	16	[	[	X
futech-604	114	17	18	18	NUM
futech-604	114	18	]	]	PUNCT
futech-604	114	19	.	.	PUNCT
futech-604	115	1	the	the	DET
futech-604	115	2	process	process	NOUN
futech-604	115	3	comprises	comprise	VERB
futech-604	115	4	six	six	NUM
futech-604	115	5	activities	activity	NOUN
futech-604	115	6	—	—	PUNCT
futech-604	115	7	problem	problem	NOUN
futech-604	115	8	identification	identification	NOUN
futech-604	115	9	,	,	PUNCT
futech-604	115	10	objective	objective	ADJ
futech-604	115	11	definition	definition	NOUN
futech-604	115	12	,	,	PUNCT
futech-604	115	13	design	design	NOUN
futech-604	115	14	and	and	CCONJ
futech-604	115	15	development	development	NOUN
futech-604	115	16	,	,	PUNCT
futech-604	115	17	demonstration	demonstration	NOUN
futech-604	115	18	,	,	PUNCT
futech-604	115	19	evaluation	evaluation	NOUN
futech-604	115	20	,	,	PUNCT
futech-604	115	21	and	and	CCONJ
futech-604	115	22	communication	communication	NOUN
futech-604	115	23	—	—	PUNCT
futech-604	115	24	and	and	CCONJ
futech-604	115	25	proceeds	proceed	VERB
futech-604	115	26	iteratively	iteratively	ADV
futech-604	115	27	,	,	PUNCT
futech-604	115	28	with	with	ADP
futech-604	115	29	each	each	DET
futech-604	115	30	cycle	cycle	NOUN
futech-604	115	31	incorporating	incorporate	VERB
futech-604	115	32	feedback	feedback	NOUN
futech-604	115	33	to	to	PART
futech-604	115	34	refine	refine	VERB
futech-604	115	35	architecture	architecture	NOUN
futech-604	115	36	and	and	CCONJ
futech-604	115	37	implementation	implementation	NOUN
futech-604	115	38	strategies	strategy	NOUN
futech-604	115	39	[	[	X
futech-604	115	40	19	19	NUM
futech-604	115	41	]	]	PUNCT
futech-604	115	42	.	.	PUNCT
futech-604	116	1	to	to	PART
futech-604	116	2	structure	structure	VERB
futech-604	116	3	technical	technical	ADJ
futech-604	116	4	realization	realization	NOUN
futech-604	116	5	,	,	PUNCT
futech-604	116	6	the	the	DET
futech-604	116	7	system	system	NOUN
futech-604	116	8	development	development	NOUN
futech-604	116	9	life	life	NOUN
futech-604	116	10	cycle	cycle	NOUN
futech-604	116	11	(	(	PUNCT
futech-604	116	12	sdlc	sdlc	NOUN
futech-604	116	13	)	)	PUNCT
futech-604	116	14	complements	complement	VERB
futech-604	116	15	dsr	dsr	NOUN
futech-604	117	1	[	[	X
futech-604	117	2	20	20	NUM
futech-604	117	3	]	]	PUNCT
futech-604	117	4	.	.	PUNCT
futech-604	118	1	an	an	DET
futech-604	118	2	agile	agile	ADJ
futech-604	118	3	–	–	PUNCT
futech-604	118	4	waterfall	waterfall	NOUN
futech-604	118	5	hybrid	hybrid	NOUN
futech-604	118	6	is	be	AUX
futech-604	118	7	employed	employ	VERB
futech-604	118	8	:	:	PUNCT
futech-604	118	9	waterfall	waterfall	NOUN
futech-604	118	10	rigor	rigor	NOUN
futech-604	118	11	governs	govern	VERB
futech-604	118	12	critical	critical	ADJ
futech-604	118	13	infrastructure	infrastructure	NOUN
futech-604	118	14	,	,	PUNCT
futech-604	118	15	while	while	SCONJ
futech-604	118	16	agile	agile	ADJ
futech-604	118	17	sprints	sprint	NOUN
futech-604	118	18	drive	drive	VERB
futech-604	118	19	ai	ai	NOUN
futech-604	118	20	module	module	NOUN
futech-604	118	21	development	development	NOUN
futech-604	118	22	and	and	CCONJ
futech-604	118	23	user	user	NOUN
futech-604	118	24	-	-	PUNCT
futech-604	118	25	interface	interface	NOUN
futech-604	118	26	design	design	NOUN
futech-604	118	27	.	.	PUNCT
futech-604	119	1	this	this	DET
futech-604	119	2	hybrid	hybrid	NOUN
futech-604	119	3	enables	enable	VERB
futech-604	119	4	rapid	rapid	ADJ
futech-604	119	5	algorithm	algorithm	NOUN
futech-604	119	6	prototyping	prototyping	NOUN
futech-604	119	7	without	without	ADP
futech-604	119	8	compromising	compromise	VERB
futech-604	119	9	stability	stability	NOUN
futech-604	119	10	and	and	CCONJ
futech-604	119	11	reliability	reliability	NOUN
futech-604	119	12	.	.	PUNCT
futech-604	120	1	action	action	NOUN
futech-604	120	2	-	-	PUNCT
futech-604	120	3	research	research	NOUN
futech-604	120	4	principles	principle	NOUN
futech-604	120	5	foster	foster	VERB
futech-604	120	6	close	close	ADJ
futech-604	120	7	collaboration	collaboration	NOUN
futech-604	120	8	with	with	ADP
futech-604	120	9	manufacturing	manufacturing	NOUN
futech-604	120	10	practitioners	practitioner	NOUN
futech-604	120	11	throughout	throughout	ADP
futech-604	120	12	development	development	NOUN
futech-604	120	13	;	;	PUNCT
futech-604	120	14	recurring	recur	VERB
futech-604	120	15	stakeholder	stakeholder	NOUN
futech-604	120	16	workshops	workshop	NOUN
futech-604	120	17	and	and	CCONJ
futech-604	120	18	feedback	feedback	NOUN
futech-604	120	19	sessions	session	NOUN
futech-604	120	20	ensure	ensure	VERB
futech-604	120	21	that	that	SCONJ
futech-604	120	22	the	the	DET
futech-604	120	23	system	system	NOUN
futech-604	120	24	addresses	address	VERB
futech-604	120	25	real	real	ADJ
futech-604	120	26	-	-	PUNCT
futech-604	120	27	world	world	NOUN
futech-604	120	28	challenges	challenge	NOUN
futech-604	120	29	and	and	CCONJ
futech-604	120	30	operational	operational	ADJ
futech-604	120	31	constraints	constraint	NOUN
futech-604	120	32	.	.	PUNCT
futech-604	121	1	4.1	4.1	NUM
futech-604	121	2	system	system	NOUN
futech-604	121	3	implementation	implementation	NOUN
futech-604	121	4	strategy	strategy	NOUN
futech-604	121	5	the	the	DET
futech-604	121	6	system	system	NOUN
futech-604	121	7	implementation	implementation	NOUN
futech-604	121	8	follows	follow	VERB
futech-604	121	9	a	a	DET
futech-604	121	10	phased	phase	VERB
futech-604	121	11	deployment	deployment	NOUN
futech-604	121	12	strategy	strategy	NOUN
futech-604	121	13	designed	design	VERB
futech-604	121	14	to	to	PART
futech-604	121	15	minimize	minimize	VERB
futech-604	121	16	operational	operational	ADJ
futech-604	121	17	disruption	disruption	NOUN
futech-604	121	18	while	while	SCONJ
futech-604	121	19	maximizing	maximize	VERB
futech-604	121	20	learning	learning	NOUN
futech-604	121	21	opportunities	opportunity	NOUN
futech-604	121	22	.	.	PUNCT
futech-604	122	1	the	the	DET
futech-604	122	2	technology	technology	NOUN
futech-604	122	3	stack	stack	NOUN
futech-604	122	4	selection	selection	NOUN
futech-604	122	5	prioritizes	prioritize	VERB
futech-604	122	6	open	open	ADJ
futech-604	122	7	-	-	PUNCT
futech-604	122	8	source	source	NOUN
futech-604	122	9	frameworks	framework	NOUN
futech-604	122	10	and	and	CCONJ
futech-604	122	11	industry	industry	NOUN
futech-604	122	12	-	-	PUNCT
futech-604	122	13	standard	standard	ADJ
futech-604	122	14	protocols	protocol	NOUN
futech-604	122	15	to	to	PART
futech-604	122	16	ensure	ensure	VERB
futech-604	122	17	interoperability	interoperability	NOUN
futech-604	122	18	and	and	CCONJ
futech-604	122	19	scalability	scalability	NOUN
futech-604	122	20	,	,	PUNCT
futech-604	122	21	as	as	SCONJ
futech-604	122	22	shown	show	VERB
futech-604	122	23	in	in	ADP
futech-604	122	24	table	table	NOUN
futech-604	122	25	2	2	NUM
futech-604	122	26	[	[	X
futech-604	122	27	21	21	NUM
futech-604	122	28	]	]	PUNCT
futech-604	122	29	.	.	PUNCT
futech-604	123	1	the	the	DET
futech-604	123	2	implementation	implementation	NOUN
futech-604	123	3	architecture	architecture	NOUN
futech-604	123	4	leverages	leverage	VERB
futech-604	123	5	containerization	containerization	NOUN
futech-604	123	6	through	through	ADP
futech-604	123	7	docker	docker	PROPN
futech-604	123	8	and	and	CCONJ
futech-604	123	9	kubernetes	kubernete	NOUN
futech-604	123	10	to	to	PART
futech-604	123	11	enable	enable	VERB
futech-604	123	12	microservices	microservice	NOUN
futech-604	123	13	deployment	deployment	NOUN
futech-604	123	14	and	and	CCONJ
futech-604	123	15	horizontal	horizontal	ADJ
futech-604	123	16	scaling	scaling	NOUN
futech-604	123	17	[	[	X
futech-604	123	18	22	22	NUM
futech-604	123	19	]	]	PUNCT
futech-604	123	20	.	.	PUNCT
futech-604	124	1	the	the	DET
futech-604	124	2	development	development	NOUN
futech-604	124	3	phases	phase	NOUN
futech-604	124	4	consist	consist	VERB
futech-604	124	5	of	of	ADP
futech-604	124	6	four	four	NUM
futech-604	124	7	major	major	ADJ
futech-604	124	8	stages	stage	NOUN
futech-604	124	9	:	:	PUNCT
futech-604	124	10	infrastructure	infrastructure	NOUN
futech-604	124	11	setup	setup	NOUN
futech-604	124	12	,	,	PUNCT
futech-604	124	13	core	core	NOUN
futech-604	124	14	mes	me	NOUN
futech-604	124	15	functionality	functionality	NOUN
futech-604	124	16	implementation	implementation	NOUN
futech-604	124	17	,	,	PUNCT
futech-604	124	18	ai	ai	VERB
futech-604	124	19	integration	integration	NOUN
futech-604	124	20	,	,	PUNCT
futech-604	124	21	and	and	CCONJ
futech-604	124	22	visualization	visualization	NOUN
futech-604	124	23	layer	layer	NOUN
futech-604	124	24	development	development	NOUN
futech-604	124	25	.	.	PUNCT
futech-604	125	1	table	table	NOUN
futech-604	125	2	2	2	NUM
futech-604	125	3	.	.	PUNCT
futech-604	125	4	system	system	NOUN
futech-604	125	5	development	development	NOUN
futech-604	125	6	technology	technology	NOUN
futech-604	125	7	stack	stack	NOUN
futech-604	125	8	and	and	CCONJ
futech-604	125	9	tools	tool	NOUN
futech-604	125	10	level	level	NOUN
futech-604	125	11	/	/	SYM
futech-604	125	12	category	category	NOUN
futech-604	125	13	technology	technology	NOUN
futech-604	125	14	component	component	NOUN
futech-604	125	15	implementation	implementation	NOUN
futech-604	125	16	frontend	frontend	NOUN
futech-604	125	17	layer	layer	NOUN
futech-604	125	18	web	web	NOUN
futech-604	125	19	framework	framework	NOUN
futech-604	125	20	react.js	react.js	NOUN
futech-604	125	21	visualization	visualization	NOUN
futech-604	125	22	library	library	NOUN
futech-604	125	23	d3.js	d3.js	PROPN
futech-604	125	24	+	+	PROPN
futech-604	125	25	echarts	echart	VERB
futech-604	125	26	mobile	mobile	ADJ
futech-604	125	27	react	react	VERB
futech-604	125	28	native	native	ADJ
futech-604	125	29	large	large	ADJ
futech-604	125	30	display	display	NOUN
futech-604	125	31	grafana	grafana	NOUN
futech-604	125	32	application	application	NOUN
futech-604	125	33	service	service	NOUN
futech-604	125	34	layer	layer	NOUN
futech-604	125	35	backend	backend	NOUN
futech-604	125	36	framework	framework	NOUN
futech-604	125	37	spring	spring	NOUN
futech-604	125	38	boot	boot	PROPN
futech-604	125	39	api	api	PROPN
futech-604	125	40	gateway	gateway	PROPN
futech-604	125	41	kong	kong	PROPN
futech-604	125	42	message	message	PROPN
futech-604	125	43	queue	queue	PROPN
futech-604	125	44	apache	apache	PROPN
futech-604	125	45	kafka	kafka	PROPN
futech-604	125	46	cache	cache	PROPN
futech-604	125	47	redis	redis	PROPN
futech-604	125	48	ai	ai	VERB
futech-604	125	49	service	service	NOUN
futech-604	125	50	layer	layer	NOUN
futech-604	125	51	deep	deep	ADJ
futech-604	125	52	learning	learning	NOUN
futech-604	125	53	framework	framework	NOUN
futech-604	125	54	tensorflow	tensorflow	NOUN
futech-604	125	55	+	+	CCONJ
futech-604	125	56	pytorch	pytorch	NOUN
futech-604	125	57	model	model	NOUN
futech-604	125	58	service	service	NOUN
futech-604	125	59	tensorflow	tensorflow	NOUN
futech-604	125	60	serving	serve	VERB
futech-604	125	61	mlops	mlop	NOUN
futech-604	125	62	platform	platform	NOUN
futech-604	125	63	mlflow	mlflow	VERB
futech-604	125	64	gpu	gpu	PROPN
futech-604	125	65	computing	compute	VERB
futech-604	125	66	nvidia	nvidia	PROPN
futech-604	125	67	cuda	cuda	PROPN
futech-604	125	68	data	datum	NOUN
futech-604	125	69	processing	processing	NOUN
futech-604	125	70	layer	layer	NOUN
futech-604	125	71	stream	stream	NOUN
futech-604	125	72	processing	processing	NOUN
futech-604	125	73	engine	engine	NOUN
futech-604	125	74	apache	apache	NOUN
futech-604	125	75	flink	flink	PROPN
futech-604	125	76	batch	batch	VERB
futech-604	125	77	processing	processing	NOUN
futech-604	125	78	framework	framework	NOUN
futech-604	125	79	apache	apache	NOUN
futech-604	125	80	spark	spark	PROPN
futech-604	125	81	time	time	NOUN
futech-604	125	82	-	-	PUNCT
futech-604	125	83	series	series	NOUN
futech-604	125	84	database	database	NOUN
futech-604	125	85	influxdb	influxdb	VERB
futech-604	125	86	data	data	PROPN
futech-604	125	87	lake	lake	PROPN
futech-604	125	88	apache	apache	PROPN
futech-604	125	89	hadoop	hadoop	NOUN
futech-604	125	90	device	device	NOUN
futech-604	125	91	access	access	NOUN
futech-604	125	92	layer	layer	NOUN
futech-604	125	93	sensor	sensor	NOUN
futech-604	125	94	deployment	deployment	NOUN
futech-604	125	95	distributed	distribute	VERB
futech-604	125	96	sensor	sensor	NOUN
futech-604	125	97	network	network	NOUN
futech-604	125	98	opc	opc	PROPN
futech-604	125	99	ua	ua	PROPN
futech-604	125	100	server	server	PROPN
futech-604	125	101	kepserverex	kepserverex	PROPN
futech-604	125	102	mqtt	mqtt	PROPN
futech-604	125	103	broker	broker	PROPN
futech-604	125	104	eclipse	eclipse	NOUN
futech-604	125	105	mosquitto	mosquitto	NOUN
futech-604	125	106	edge	edge	NOUN
futech-604	125	107	computing	compute	VERB
futech-604	125	108	azure	azure	NOUN
futech-604	125	109	iot	iot	PROPN
futech-604	125	110	edge	edge	PROPN
futech-604	125	111	development	development	NOUN
futech-604	125	112	tools	tool	NOUN
futech-604	125	113	containerization	containerization	NOUN
futech-604	125	114	docker	docker	NOUN
futech-604	125	115	+	+	CCONJ
futech-604	125	116	kubernetes	kubernetes	PROPN
futech-604	125	117	ci	ci	PROPN
futech-604	125	118	/	/	SYM
futech-604	125	119	cd	cd	NOUN
futech-604	125	120	jenkins	jenkin	NOUN
futech-604	125	121	+	+	CCONJ
futech-604	125	122	gitlab	gitlab	PROPN
futech-604	125	123	monitoring	monitoring	NOUN
futech-604	125	124	&	&	CCONJ
futech-604	125	125	operations	operation	NOUN
futech-604	125	126	prometheus	prometheus	NOUN
futech-604	125	127	+	+	CCONJ
futech-604	125	128	elk	elk	NOUN
futech-604	125	129	stack	stack	NOUN
futech-604	125	130	each	each	DET
futech-604	125	131	phase	phase	NOUN
futech-604	125	132	incorporates	incorporate	VERB
futech-604	125	133	continuous	continuous	ADJ
futech-604	125	134	integration	integration	NOUN
futech-604	125	135	and	and	CCONJ
futech-604	125	136	continuous	continuous	ADJ
futech-604	125	137	deployment	deployment	NOUN
futech-604	125	138	(	(	PUNCT
futech-604	125	139	ci	ci	NOUN
futech-604	125	140	/	/	SYM
futech-604	125	141	cd	cd	PROPN
futech-604	125	142	)	)	PUNCT
futech-604	125	143	pipelines	pipeline	NOUN
futech-604	125	144	to	to	PART
futech-604	125	145	automate	automate	VERB
futech-604	125	146	testing	testing	NOUN
futech-604	125	147	and	and	CCONJ
futech-604	125	148	deployment	deployment	NOUN
futech-604	125	149	processes	process	NOUN
futech-604	125	150	.	.	PUNCT
futech-604	126	1	the	the	DET
futech-604	126	2	infrastructure	infrastructure	NOUN
futech-604	126	3	setup	setup	NOUN
futech-604	126	4	phase	phase	NOUN
futech-604	126	5	establishes	establish	VERB
futech-604	126	6	the	the	DET
futech-604	126	7	foundational	foundational	ADJ
futech-604	126	8	components	component	NOUN
futech-604	126	9	,	,	PUNCT
futech-604	126	10	including	include	VERB
futech-604	126	11	message	message	NOUN
futech-604	126	12	queuing	queuing	NOUN
futech-604	126	13	systems	system	NOUN
futech-604	126	14	,	,	PUNCT
futech-604	126	15	time	time	NOUN
futech-604	126	16	-	-	PUNCT
futech-604	126	17	series	series	NOUN
futech-604	126	18	databases	database	NOUN
futech-604	126	19	,	,	PUNCT
futech-604	126	20	and	and	CCONJ
futech-604	126	21	edge	edge	NOUN
futech-604	126	22	computing	computing	NOUN
futech-604	126	23	nodes	node	NOUN
futech-604	126	24	.	.	PUNCT
futech-604	127	1	apache	apache	PROPN
futech-604	127	2	kafka	kafka	PROPN
futech-604	127	3	serves	serve	VERB
futech-604	127	4	as	as	ADP
futech-604	127	5	the	the	DET
futech-604	127	6	primary	primary	ADJ
futech-604	127	7	message	message	NOUN
futech-604	127	8	broker	broker	NOUN
futech-604	127	9	,	,	PUNCT
futech-604	127	10	configured	configure	VERB
futech-604	127	11	with	with	ADP
futech-604	127	12	three	three	NUM
futech-604	127	13	topic	topic	NOUN
futech-604	127	14	partitions	partition	NOUN
futech-604	127	15	to	to	PART
futech-604	127	16	handle	handle	VERB
futech-604	127	17	over	over	ADP
futech-604	127	18	10,000	10,000	NUM
futech-604	127	19	messages	message	NOUN
futech-604	127	20	per	per	ADP
futech-604	127	21	second	second	NOUN
futech-604	127	22	[	[	X
futech-604	127	23	23	23	NUM
futech-604	127	24	]	]	PUNCT
futech-604	127	25	.	.	PUNCT
futech-604	128	1	integration	integration	NOUN
futech-604	128	2	protocols	protocol	NOUN
futech-604	128	3	follow	follow	VERB
futech-604	128	4	industry	industry	NOUN
futech-604	128	5	4.0	4.0	NUM
futech-604	128	6	standards	standard	NOUN
futech-604	128	7	,	,	PUNCT
futech-604	128	8	implementing	implement	VERB
futech-604	128	9	opc	opc	PROPN
futech-604	128	10	ua	ua	PROPN
futech-604	128	11	for	for	ADP
futech-604	128	12	equipment	equipment	NOUN
futech-604	128	13	connectivity	connectivity	NOUN
futech-604	128	14	and	and	CCONJ
futech-604	128	15	mqtt	mqtt	NOUN
futech-604	128	16	for	for	ADP
futech-604	128	17	lightweight	lightweight	ADJ
futech-604	128	18	iot	iot	ADJ
futech-604	128	19	device	device	NOUN
futech-604	128	20	communication	communication	NOUN
futech-604	128	21	[	[	X
futech-604	128	22	24	24	NUM
futech-604	128	23	]	]	PUNCT
futech-604	128	24	.	.	PUNCT
futech-604	129	1	the	the	DET
futech-604	129	2	system	system	NOUN
futech-604	129	3	adopts	adopt	VERB
futech-604	129	4	a	a	DET
futech-604	129	5	service	service	NOUN
futech-604	129	6	-	-	PUNCT
futech-604	129	7	oriented	orient	VERB
futech-604	129	8	architecture	architecture	NOUN
futech-604	129	9	(	(	PUNCT
futech-604	129	10	soa	soa	NOUN
futech-604	129	11	)	)	PUNCT
futech-604	129	12	approach	approach	NOUN
futech-604	129	13	where	where	SCONJ
futech-604	129	14	each	each	DET
futech-604	129	15	functional	functional	ADJ
futech-604	129	16	module	module	NOUN
futech-604	129	17	exposes	expose	VERB
futech-604	129	18	restful	restful	ADJ
futech-604	129	19	apis	apis	NOUN
futech-604	129	20	for	for	ADP
futech-604	129	21	inter	inter	ADJ
futech-604	129	22	-	-	ADJ
futech-604	129	23	service	service	ADJ
futech-604	129	24	communication	communication	NOUN
futech-604	129	25	.	.	PUNCT
futech-604	130	1	graphql	graphql	NOUN
futech-604	130	2	endpoints	endpoint	NOUN
futech-604	130	3	provide	provide	VERB
futech-604	130	4	flexible	flexible	ADJ
futech-604	130	5	data	datum	NOUN
futech-604	130	6	querying	query	VERB
futech-604	130	7	capabilities	capability	NOUN
futech-604	130	8	for	for	ADP
futech-604	130	9	front	front	ADJ
futech-604	130	10	-	-	PUNCT
futech-604	130	11	end	end	NOUN
futech-604	130	12	applications	application	NOUN
futech-604	130	13	,	,	PUNCT
futech-604	130	14	while	while	SCONJ
futech-604	130	15	websocket	websocket	NOUN
futech-604	130	16	connections	connection	NOUN
futech-604	130	17	enable	enable	VERB
futech-604	130	18	real	real	ADJ
futech-604	130	19	-	-	PUNCT
futech-604	130	20	time	time	NOUN
futech-604	130	21	data	datum	NOUN
futech-604	130	22	streaming	streaming	NOUN
futech-604	130	23	to	to	ADP
futech-604	130	24	visualization	visualization	NOUN
futech-604	130	25	dashboards	dashboard	NOUN
futech-604	130	26	.	.	PUNCT
futech-604	131	1	the	the	DET
futech-604	131	2	complete	complete	ADJ
futech-604	131	3	implementation	implementation	NOUN
futech-604	131	4	workflow	workflow	NOUN
futech-604	131	5	is	be	AUX
futech-604	131	6	illustrated	illustrate	VERB
futech-604	131	7	in	in	ADP
futech-604	131	8	figure	figure	NOUN
futech-604	131	9	3	3	NUM
futech-604	131	10	.	.	NOUN
futech-604	131	11	4.2	4.2	NUM
futech-604	131	12	data	datum	NOUN
futech-604	131	13	collection	collection	NOUN
futech-604	131	14	and	and	CCONJ
futech-604	131	15	processing	processing	NOUN
futech-604	131	16	methods	method	NOUN
futech-604	131	17	the	the	DET
futech-604	131	18	data	data	NOUN
futech-604	131	19	collection	collection	NOUN
futech-604	131	20	framework	framework	NOUN
futech-604	131	21	implements	implement	VERB
futech-604	131	22	a	a	DET
futech-604	131	23	multitiered	multitiered	ADJ
futech-604	131	24	architecture	architecture	NOUN
futech-604	131	25	,	,	PUNCT
futech-604	131	26	as	as	SCONJ
futech-604	131	27	depicted	depict	VERB
futech-604	131	28	in	in	ADP
futech-604	131	29	figure	figure	NOUN
futech-604	131	30	4	4	NUM
futech-604	131	31	,	,	PUNCT
futech-604	131	32	that	that	PRON
futech-604	131	33	captures	capture	VERB
futech-604	131	34	heterogeneous	heterogeneous	ADJ
futech-604	131	35	manufacturing	manufacturing	NOUN
futech-604	131	36	data	datum	NOUN
futech-604	131	37	from	from	ADP
futech-604	131	38	2,350	2,350	NUM
futech-604	131	39	sensor	sensor	NOUN
futech-604	131	40	points	point	NOUN
futech-604	131	41	distributed	distribute	VERB
futech-604	131	42	across	across	ADP
futech-604	131	43	20	20	NUM
futech-604	131	44	major	major	ADJ
futech-604	131	45	monitoring	monitoring	NOUN
futech-604	131	46	locations	location	NOUN
futech-604	131	47	.	.	PUNCT
futech-604	132	1	highfrequency	highfrequency	NOUN
futech-604	132	2	sensors	sensor	NOUN
futech-604	132	3	operating	operate	VERB
futech-604	132	4	at	at	ADP
futech-604	132	5	100hz	100hz	ADJ
futech-604	132	6	sampling	sampling	NOUN
futech-604	132	7	rates	rate	NOUN
futech-604	132	8	monitor	monitor	VERB
futech-604	132	9	critical	critical	ADJ
futech-604	132	10	parameters	parameter	NOUN
futech-604	132	11	including	include	VERB
futech-604	132	12	temperature	temperature	NOUN
futech-604	132	13	,	,	PUNCT
futech-604	132	14	pressure	pressure	NOUN
futech-604	132	15	,	,	PUNCT
futech-604	132	16	vibration	vibration	NOUN
futech-604	132	17	,	,	PUNCT
futech-604	132	18	and	and	CCONJ
futech-604	132	19	electrical	electrical	ADJ
futech-604	132	20	current	current	NOUN
futech-604	132	21	.	.	PUNCT
futech-604	133	1	the	the	DET
futech-604	133	2	edge	edge	NOUN
futech-604	133	3	computing	compute	VERB
futech-604	133	4	layer	layer	NOUN
futech-604	133	5	performs	perform	VERB
futech-604	133	6	initial	initial	ADJ
futech-604	133	7	data	datum	NOUN
futech-604	133	8	validation	validation	NOUN
futech-604	133	9	and	and	CCONJ
futech-604	133	10	compression	compression	NOUN
futech-604	133	11	using	use	VERB
futech-604	133	12	the	the	DET
futech-604	133	13	lz4	lz4	ADJ
futech-604	133	14	algorithm	algorithm	NOUN
futech-604	133	15	,	,	PUNCT
futech-604	133	16	achieving	achieve	VERB
futech-604	133	17	a	a	DET
futech-604	133	18	70	70	NUM
futech-604	133	19	%	%	NOUN
futech-604	133	20	compression	compression	NOUN
futech-604	133	21	ratio	ratio	NOUN
futech-604	133	22	while	while	SCONJ
futech-604	133	23	maintaining	maintain	VERB
futech-604	133	24	sub-10ms	sub-10ms	NUM
futech-604	133	25	processing	processing	NOUN
futech-604	133	26	latency	latency	NOUN
futech-604	133	27	.	.	PUNCT
futech-604	134	1	the	the	DET
futech-604	134	2	preprocessing	preprocessing	NOUN
futech-604	134	3	pipeline	pipeline	NOUN
futech-604	134	4	applies	apply	VERB
futech-604	134	5	six	six	NUM
futech-604	134	6	sequential	sequential	ADJ
futech-604	134	7	transformations	transformation	NOUN
futech-604	134	8	to	to	PART
futech-604	134	9	ensure	ensure	VERB
futech-604	134	10	data	datum	NOUN
futech-604	134	11	quality	quality	NOUN
futech-604	134	12	.	.	PUNCT
futech-604	135	1	outlier	outlier	NOUN
futech-604	135	2	detection	detection	NOUN
futech-604	135	3	utilizes	utilize	VERB
futech-604	135	4	statistical	statistical	ADJ
futech-604	135	5	process	process	NOUN
futech-604	135	6	control	control	NOUN
futech-604	135	7	limits	limit	NOUN
futech-604	135	8	(	(	PUNCT
futech-604	135	9	±3σ	±3σ	X
futech-604	135	10	)	)	PUNCT
futech-604	135	11	to	to	PART
futech-604	135	12	identify	identify	VERB
futech-604	135	13	anomalous	anomalous	ADJ
futech-604	135	14	readings	reading	NOUN
futech-604	135	15	[	[	X
futech-604	135	16	25	25	NUM
futech-604	135	17	]	]	PUNCT
futech-604	135	18	.	.	PUNCT
futech-604	136	1	missing	miss	VERB
futech-604	136	2	value	value	NOUN
futech-604	136	3	interpolation	interpolation	NOUN
futech-604	136	4	employs	employ	VERB
futech-604	136	5	cubic	cubic	ADJ
futech-604	136	6	spline	spline	NOUN
futech-604	136	7	functions	function	NOUN
futech-604	136	8	to	to	PART
futech-604	136	9	maintain	maintain	VERB
futech-604	136	10	temporal	temporal	ADJ
futech-604	136	11	continuity	continuity	NOUN
futech-604	136	12	,	,	PUNCT
futech-604	136	13	achieving	achieve	VERB
futech-604	136	14	a	a	DET
futech-604	136	15	95.5	95.5	NUM
futech-604	136	16	%	%	NOUN
futech-604	136	17	fill	fill	NOUN
futech-604	136	18	rate	rate	NOUN
futech-604	136	19	across	across	ADP
futech-604	136	20	all	all	DET
futech-604	136	21	data	datum	NOUN
futech-604	136	22	streams	stream	NOUN
futech-604	136	23	while	while	SCONJ
futech-604	136	24	maintaining	maintain	VERB
futech-604	136	25	interpolation	interpolation	NOUN
futech-604	136	26	error	error	NOUN
futech-604	136	27	below	below	ADP
futech-604	136	28	2	2	NUM
futech-604	136	29	%	%	NOUN
futech-604	136	30	of	of	ADP
futech-604	136	31	signal	signal	ADJ
futech-604	136	32	variance	variance	NOUN
futech-604	136	33	[	[	X
futech-604	136	34	26	26	NUM
futech-604	136	35	]	]	PUNCT
futech-604	136	36	.	.	PUNCT
futech-604	137	1	feature	feature	NOUN
futech-604	137	2	extraction	extraction	NOUN
futech-604	137	3	techniques	technique	NOUN
futech-604	137	4	combine	combine	VERB
futech-604	137	5	time	time	NOUN
futech-604	137	6	-	-	PUNCT
futech-604	137	7	domain	domain	NOUN
futech-604	137	8	analysis	analysis	NOUN
futech-604	137	9	(	(	PUNCT
futech-604	137	10	mean	mean	ADJ
futech-604	137	11	,	,	PUNCT
futech-604	137	12	variance	variance	NOUN
futech-604	137	13	,	,	PUNCT
futech-604	137	14	peak	peak	NOUN
futech-604	137	15	values	value	NOUN
futech-604	137	16	)	)	PUNCT
futech-604	137	17	with	with	ADP
futech-604	137	18	frequency	frequency	NOUN
futech-604	137	19	-	-	PUNCT
futech-604	137	20	domain	domain	NOUN
futech-604	137	21	analysis	analysis	NOUN
futech-604	137	22	via	via	ADP
futech-604	137	23	the	the	DET
futech-604	137	24	fast	fast	ADJ
futech-604	137	25	fourier	fourier	NOUN
futech-604	137	26	transform	transform	NOUN
futech-604	137	27	(	(	PUNCT
futech-604	137	28	fft	fft	PROPN
futech-604	137	29	)	)	PUNCT
futech-604	137	30	,	,	PUNCT
futech-604	137	31	reducing	reduce	VERB
futech-604	137	32	dimensionality	dimensionality	NOUN
futech-604	137	33	from	from	ADP
futech-604	137	34	100	100	NUM
futech-604	137	35	to	to	PART
futech-604	137	36	20	20	NUM
futech-604	137	37	features	feature	NOUN
futech-604	137	38	while	while	SCONJ
futech-604	137	39	preserving	preserve	VERB
futech-604	137	40	98	98	NUM
futech-604	137	41	%	%	NOUN
futech-604	137	42	of	of	ADP
futech-604	137	43	the	the	DET
futech-604	137	44	variance	variance	NOUN
futech-604	137	45	.	.	PUNCT
futech-604	138	1	realtime	realtime	VERB
futech-604	138	2	analysis	analysis	NOUN
futech-604	138	3	implements	implement	VERB
futech-604	138	4	a	a	DET
futech-604	138	5	three	three	NUM
futech-604	138	6	-	-	PUNCT
futech-604	138	7	channel	channel	NOUN
futech-604	138	8	processing	processing	NOUN
futech-604	138	9	architecture	architecture	NOUN
futech-604	138	10	optimized	optimize	VERB
futech-604	138	11	for	for	ADP
futech-604	138	12	different	different	ADJ
futech-604	138	13	latency	latency	NOUN
futech-604	138	14	requirements	requirement	NOUN
futech-604	138	15	.	.	PUNCT
futech-604	139	1	the	the	DET
futech-604	139	2	fast	fast	ADJ
futech-604	139	3	channel	channel	NOUN
futech-604	139	4	processes	process	VERB
futech-604	139	5	critical	critical	ADJ
futech-604	139	6	alarms	alarm	NOUN
futech-604	139	7	within	within	ADP
futech-604	139	8	10ms	10ms	ADJ
futech-604	139	9	through	through	ADP
futech-604	139	10	direct	direct	ADJ
futech-604	139	11	memory	memory	NOUN
futech-604	139	12	access	access	NOUN
futech-604	139	13	and	and	CCONJ
futech-604	139	14	priority	priority	NOUN
futech-604	139	15	queuing	queuing	NOUN
futech-604	139	16	.	.	PUNCT
futech-604	140	1	the	the	DET
futech-604	140	2	standard	standard	ADJ
futech-604	140	3	channel	channel	NOUN
futech-604	140	4	handles	handle	VERB
futech-604	140	5	production	production	NOUN
futech-604	140	6	data	datum	NOUN
futech-604	140	7	with	with	ADP
futech-604	140	8	sub-100ms	sub-100ms	ADJ
futech-604	140	9	latency	latency	NOUN
futech-604	140	10	through	through	ADP
futech-604	140	11	the	the	DET
futech-604	140	12	complete	complete	ADJ
futech-604	140	13	analysis	analysis	NOUN
futech-604	140	14	pipeline	pipeline	NOUN
futech-604	140	15	,	,	PUNCT
futech-604	140	16	applying	apply	VERB
futech-604	140	17	both	both	CCONJ
futech-604	140	18	rule	rule	NOUN
futech-604	140	19	-	-	PUNCT
futech-604	140	20	based	base	VERB
futech-604	140	21	logic	logic	NOUN
futech-604	140	22	and	and	CCONJ
futech-604	140	23	machine	machine	NOUN
futech-604	140	24	learning	learning	NOUN
futech-604	140	25	inference	inference	NOUN
futech-604	140	26	.	.	PUNCT
futech-604	141	1	the	the	DET
futech-604	141	2	batch	batch	NOUN
futech-604	141	3	channel	channel	NOUN
futech-604	141	4	leverages	leverage	NOUN
futech-604	141	5	distributed	distribute	VERB
futech-604	141	6	computing	computing	NOUN
futech-604	141	7	frameworks	framework	NOUN
futech-604	141	8	for	for	ADP
futech-604	141	9	complex	complex	ADJ
futech-604	141	10	analytics	analytic	NOUN
futech-604	141	11	on	on	ADP
futech-604	141	12	historical	historical	ADJ
futech-604	141	13	data	datum	NOUN
futech-604	141	14	,	,	PUNCT
futech-604	141	15	supporting	support	VERB
futech-604	141	16	petabytescale	petabytescale	NOUN
futech-604	141	17	processing	processing	NOUN
futech-604	141	18	[	[	X
futech-604	141	19	27	27	NUM
futech-604	141	20	]	]	PUNCT
futech-604	141	21	.	.	PUNCT
futech-604	142	1	4.3	4.3	NUM
futech-604	142	2	validation	validation	NOUN
futech-604	142	3	methodology	methodology	NOUN
futech-604	142	4	the	the	DET
futech-604	142	5	validation	validation	NOUN
futech-604	142	6	methodology	methodology	NOUN
futech-604	142	7	employs	employ	VERB
futech-604	142	8	a	a	DET
futech-604	142	9	comprehensive	comprehensive	ADJ
futech-604	142	10	performance	performance	NOUN
futech-604	142	11	evaluation	evaluation	NOUN
futech-604	142	12	framework	framework	NOUN
futech-604	142	13	detailed	detail	VERB
futech-604	142	14	in	in	ADP
futech-604	142	15	table	table	NOUN
futech-604	142	16	3	3	NUM
futech-604	142	17	that	that	PRON
futech-604	142	18	assesses	assess	VERB
futech-604	142	19	five	five	NUM
futech-604	142	20	key	key	ADJ
futech-604	142	21	dimensions	dimension	NOUN
futech-604	142	22	:	:	PUNCT
futech-604	142	23	real	real	ADJ
futech-604	142	24	-	-	PUNCT
futech-604	142	25	time	time	NOUN
futech-604	142	26	performance	performance	NOUN
futech-604	142	27	,	,	PUNCT
futech-604	142	28	system	system	NOUN
futech-604	142	29	throughput	throughput	NOUN
futech-604	142	30	,	,	PUNCT
futech-604	142	31	production	production	NOUN
futech-604	142	32	efficiency	efficiency	NOUN
futech-604	142	33	,	,	PUNCT
futech-604	142	34	data	datum	NOUN
futech-604	142	35	quality	quality	NOUN
futech-604	142	36	,	,	PUNCT
futech-604	142	37	and	and	CCONJ
futech-604	142	38	system	system	NOUN
futech-604	142	39	reliability	reliability	NOUN
futech-604	142	40	[	[	X
futech-604	142	41	28	28	NUM
futech-604	142	42	]	]	PUNCT
futech-604	142	43	.	.	PUNCT
futech-604	143	1	performance	performance	NOUN
futech-604	143	2	metrics	metric	NOUN
futech-604	143	3	are	be	AUX
futech-604	143	4	collected	collect	VERB
futech-604	143	5	continuously	continuously	ADV
futech-604	143	6	through	through	ADP
futech-604	143	7	embedded	embed	VERB
futech-604	143	8	monitoring	monitoring	NOUN
futech-604	143	9	agents	agent	NOUN
futech-604	143	10	and	and	CCONJ
futech-604	143	11	aggregated	aggregate	VERB
futech-604	143	12	using	use	VERB
futech-604	143	13	prometheus	prometheus	NOUN
futech-604	143	14	for	for	ADP
futech-604	143	15	real	real	ADJ
futech-604	143	16	-	-	PUNCT
futech-604	143	17	time	time	NOUN
futech-604	143	18	analysis	analysis	NOUN
futech-604	143	19	[	[	X
futech-604	143	20	29	29	NUM
futech-604	143	21	]	]	PUNCT
futech-604	143	22	.	.	PUNCT
futech-604	144	1	experimental	experimental	ADJ
futech-604	144	2	validation	validation	NOUN
futech-604	144	3	follows	follow	VERB
futech-604	144	4	a	a	DET
futech-604	144	5	three	three	NUM
futech-604	144	6	-	-	PUNCT
futech-604	144	7	phase	phase	NOUN
futech-604	144	8	approach	approach	NOUN
futech-604	144	9	:	:	PUNCT
futech-604	144	10	laboratory	laboratory	NOUN
futech-604	144	11	testing	testing	NOUN
futech-604	144	12	,	,	PUNCT
futech-604	144	13	pilot	pilot	NOUN
futech-604	144	14	deployment	deployment	NOUN
futech-604	144	15	,	,	PUNCT
futech-604	144	16	and	and	CCONJ
futech-604	144	17	full	full	ADJ
futech-604	144	18	-	-	PUNCT
futech-604	144	19	scale	scale	NOUN
futech-604	144	20	implementation	implementation	NOUN
futech-604	144	21	.	.	PUNCT
futech-604	145	1	laboratory	laboratory	NOUN
futech-604	145	2	testing	testing	NOUN
futech-604	145	3	utilizes	utilize	VERB
futech-604	145	4	synthetic	synthetic	ADJ
futech-604	145	5	data	datum	NOUN
futech-604	145	6	generators	generator	NOUN
futech-604	145	7	to	to	PART
futech-604	145	8	simulate	simulate	VERB
futech-604	145	9	production	production	NOUN
futech-604	145	10	scenarios	scenario	NOUN
futech-604	145	11	and	and	CCONJ
futech-604	145	12	stress	stress	NOUN
futech-604	145	13	-	-	PUNCT
futech-604	145	14	test	test	NOUN
futech-604	145	15	system	system	NOUN
futech-604	145	16	components	component	NOUN
futech-604	145	17	.	.	PUNCT
futech-604	146	1	chenghsien	chenghsien	PROPN
futech-604	146	2	tsai	tsai	PROPN
futech-604	146	3	et	et	PROPN
futech-604	146	4	al	al	PROPN
futech-604	146	5	.	.	PROPN
futech-604	146	6	/future	/future	PUNCT
futech-604	146	7	technology	technology	PROPN
futech-604	146	8	february	february	PROPN
futech-604	146	9	2026|	2026|	NUM
futech-604	146	10	volume	volume	NOUN
futech-604	146	11	05	05	NUM
futech-604	147	1	|	|	ADV
futech-604	147	2	issue	issue	NOUN
futech-604	147	3	01	01	NUM
futech-604	148	1	|	|	NOUN
futech-604	148	2	pages	page	VERB
futech-604	148	3	263	263	NUM
futech-604	148	4	-	-	SYM
futech-604	148	5	277	277	NUM
futech-604	148	6	268	268	NUM
futech-604	148	7	figure	figure	NOUN
futech-604	148	8	3	3	NUM
futech-604	148	9	.	.	PUNCT
futech-604	148	10	system	system	NOUN
futech-604	148	11	development	development	NOUN
futech-604	148	12	and	and	CCONJ
futech-604	148	13	implementation	implementation	NOUN
futech-604	148	14	process	process	NOUN
futech-604	148	15	flow	flow	NOUN
futech-604	148	16	figure	figure	NOUN
futech-604	148	17	4	4	NUM
futech-604	148	18	.	.	PUNCT
futech-604	148	19	data	datum	NOUN
futech-604	148	20	collection	collection	NOUN
futech-604	148	21	and	and	CCONJ
futech-604	148	22	processing	processing	NOUN
futech-604	148	23	flow	flow	NOUN
futech-604	148	24	.	.	PUNCT
futech-604	149	1	sampling	sample	VERB
futech-604	149	2	rates	rate	NOUN
futech-604	149	3	:	:	PUNCT
futech-604	149	4	100ms	100ms	ADJ
futech-604	149	5	(	(	PUNCT
futech-604	149	6	high	high	ADJ
futech-604	149	7	-	-	PUNCT
futech-604	149	8	frequency	frequency	NOUN
futech-604	149	9	sensors	sensor	NOUN
futech-604	149	10	for	for	ADP
futech-604	149	11	vibration	vibration	NOUN
futech-604	149	12	/	/	SYM
futech-604	149	13	current	current	ADJ
futech-604	149	14	)	)	PUNCT
futech-604	149	15	,	,	PUNCT
futech-604	149	16	1s	1s	NUM
futech-604	149	17	(	(	PUNCT
futech-604	149	18	standard	standard	ADJ
futech-604	149	19	monitoring	monitoring	NOUN
futech-604	149	20	for	for	ADP
futech-604	149	21	temperature	temperature	NOUN
futech-604	149	22	/	/	SYM
futech-604	149	23	pressure	pressure	NOUN
futech-604	149	24	)	)	PUNCT
futech-604	149	25	,	,	PUNCT
futech-604	149	26	5s	5s	NUM
futech-604	149	27	(	(	PUNCT
futech-604	149	28	auxiliary	auxiliary	ADJ
futech-604	149	29	metrics	metric	NOUN
futech-604	149	30	)	)	PUNCT
futech-604	149	31	.	.	PUNCT
futech-604	150	1	edge	edge	NOUN
futech-604	150	2	processing	processing	NOUN
futech-604	150	3	:	:	PUNCT
futech-604	150	4	lz4	lz4	ADJ
futech-604	150	5	compression	compression	NOUN
futech-604	150	6	(	(	PUNCT
futech-604	150	7	70	70	NUM
futech-604	150	8	%	%	NOUN
futech-604	150	9	ratio	ratio	NOUN
futech-604	150	10	)	)	PUNCT
futech-604	150	11	,	,	PUNCT
futech-604	150	12	latency	latency	NOUN
futech-604	150	13	<	<	X
futech-604	150	14	10ms	10ms	NOUN
futech-604	150	15	.	.	PUNCT
futech-604	151	1	data	datum	NOUN
futech-604	151	2	sources	source	NOUN
futech-604	151	3	:	:	PUNCT
futech-604	151	4	20	20	NUM
futech-604	151	5	monitoring	monitoring	NOUN
futech-604	151	6	locations	location	NOUN
futech-604	151	7	,	,	PUNCT
futech-604	152	1	2,350	2,350	NUM
futech-604	152	2	sensor	sensor	NOUN
futech-604	152	3	endpoints	endpoint	NOUN
futech-604	152	4	chenghsien	chenghsien	PROPN
futech-604	152	5	tsai	tsai	PROPN
futech-604	152	6	et	et	PROPN
futech-604	152	7	al	al	PROPN
futech-604	152	8	.	.	PROPN
futech-604	152	9	/future	/future	PUNCT
futech-604	152	10	technology	technology	PROPN
futech-604	152	11	february	february	PROPN
futech-604	152	12	2026|	2026|	NUM
futech-604	152	13	volume	volume	NOUN
futech-604	152	14	05	05	NUM
futech-604	153	1	|	|	ADV
futech-604	153	2	issue	issue	NOUN
futech-604	153	3	01	01	NUM
futech-604	154	1	|	|	NOUN
futech-604	154	2	pages	page	VERB
futech-604	154	3	263	263	NUM
futech-604	154	4	-	-	SYM
futech-604	154	5	277	277	NUM
futech-604	154	6	269	269	NUM
futech-604	154	7	the	the	DET
futech-604	154	8	pilot	pilot	NOUN
futech-604	154	9	deployment	deployment	NOUN
futech-604	154	10	phase	phase	NOUN
futech-604	154	11	implements	implement	VERB
futech-604	154	12	the	the	DET
futech-604	154	13	system	system	NOUN
futech-604	154	14	on	on	ADP
futech-604	154	15	a	a	DET
futech-604	154	16	single	single	ADJ
futech-604	154	17	production	production	NOUN
futech-604	154	18	line	line	NOUN
futech-604	154	19	for	for	ADP
futech-604	154	20	30	30	NUM
futech-604	154	21	days	day	NOUN
futech-604	154	22	,	,	PUNCT
futech-604	154	23	collecting	collect	VERB
futech-604	154	24	baseline	baseline	NOUN
futech-604	154	25	performance	performance	NOUN
futech-604	154	26	data	datum	NOUN
futech-604	154	27	and	and	CCONJ
futech-604	154	28	identifying	identify	VERB
futech-604	154	29	optimization	optimization	NOUN
futech-604	154	30	opportunities	opportunity	NOUN
futech-604	154	31	.	.	PUNCT
futech-604	155	1	full	full	ADJ
futech-604	155	2	-	-	PUNCT
futech-604	155	3	scale	scale	NOUN
futech-604	155	4	implementation	implementation	NOUN
futech-604	155	5	incorporates	incorporate	VERB
futech-604	155	6	lessons	lesson	NOUN
futech-604	155	7	learned	learn	VERB
futech-604	155	8	from	from	ADP
futech-604	155	9	pilot	pilot	NOUN
futech-604	155	10	testing	testing	NOUN
futech-604	155	11	and	and	CCONJ
futech-604	155	12	extends	extend	VERB
futech-604	155	13	deployment	deployment	NOUN
futech-604	155	14	across	across	ADP
futech-604	155	15	five	five	NUM
futech-604	155	16	production	production	NOUN
futech-604	155	17	lines	line	NOUN
futech-604	155	18	with	with	ADP
futech-604	155	19	different	different	ADJ
futech-604	155	20	product	product	NOUN
futech-604	155	21	configurations	configuration	NOUN
futech-604	155	22	.	.	PUNCT
futech-604	156	1	statistical	statistical	ADJ
futech-604	156	2	validation	validation	NOUN
futech-604	156	3	employs	employ	NOUN
futech-604	156	4	paired	pair	VERB
futech-604	156	5	t	t	NOUN
futech-604	156	6	-	-	PUNCT
futech-604	156	7	tests	test	NOUN
futech-604	156	8	to	to	PART
futech-604	156	9	compare	compare	VERB
futech-604	156	10	preand	preand	NOUN
futech-604	156	11	postimplementation	postimplementation	NOUN
futech-604	156	12	performance	performance	NOUN
futech-604	156	13	metrics	metric	NOUN
futech-604	156	14	across	across	ADP
futech-604	156	15	five	five	NUM
futech-604	156	16	key	key	ADJ
futech-604	156	17	dimensions	dimension	NOUN
futech-604	156	18	:	:	PUNCT
futech-604	156	19	overall	overall	ADJ
futech-604	156	20	equipment	equipment	NOUN
futech-604	156	21	effectiveness	effectiveness	NOUN
futech-604	156	22	(	(	PUNCT
futech-604	156	23	oee	oee	ADJ
futech-604	156	24	)	)	PUNCT
futech-604	156	25	,	,	PUNCT
futech-604	156	26	defect	defect	NOUN
futech-604	156	27	rate	rate	NOUN
futech-604	156	28	(	(	PUNCT
futech-604	156	29	ppm	ppm	NOUN
futech-604	156	30	)	)	PUNCT
futech-604	156	31	,	,	PUNCT
futech-604	156	32	changeover	changeover	NOUN
futech-604	156	33	time	time	NOUN
futech-604	156	34	,	,	PUNCT
futech-604	156	35	first	first	ADJ
futech-604	156	36	-	-	PUNCT
futech-604	156	37	pass	pass	NOUN
futech-604	156	38	yield	yield	NOUN
futech-604	156	39	,	,	PUNCT
futech-604	156	40	and	and	CCONJ
futech-604	156	41	daily	daily	ADJ
futech-604	156	42	output	output	NOUN
futech-604	156	43	.	.	PUNCT
futech-604	157	1	significance	significance	NOUN
futech-604	157	2	levels	level	NOUN
futech-604	157	3	were	be	AUX
futech-604	157	4	set	set	VERB
futech-604	157	5	at	at	ADP
futech-604	157	6	α	α	NOUN
futech-604	157	7	=	=	NOUN
futech-604	157	8	0.05	0.05	NUM
futech-604	158	1	[	[	NOUN
futech-604	158	2	30	30	NUM
futech-604	158	3	]	]	PUNCT
futech-604	158	4	.	.	PUNCT
futech-604	159	1	results	result	NOUN
futech-604	159	2	demonstrate	demonstrate	VERB
futech-604	159	3	statistically	statistically	ADV
futech-604	159	4	significant	significant	ADJ
futech-604	159	5	improvements	improvement	NOUN
futech-604	159	6	(	(	PUNCT
futech-604	159	7	p	p	X
futech-604	159	8	<	<	X
futech-604	159	9	0.001	0.001	NUM
futech-604	159	10	)	)	PUNCT
futech-604	159	11	across	across	ADP
futech-604	159	12	all	all	DET
futech-604	159	13	metrics	metric	NOUN
futech-604	159	14	:	:	PUNCT
futech-604	160	1	oee	oee	ADJ
futech-604	160	2	(	(	PUNCT
futech-604	160	3	60	60	NUM
futech-604	160	4	%	%	NOUN
futech-604	160	5	to	to	PART
futech-604	160	6	82	82	NUM
futech-604	160	7	%	%	NOUN
futech-604	160	8	,	,	PUNCT
futech-604	160	9	t	t	PROPN
futech-604	160	10	=	=	NUM
futech-604	160	11	8.42	8.42	NUM
futech-604	160	12	)	)	PUNCT
futech-604	160	13	,	,	PUNCT
futech-604	160	14	defect	defect	NOUN
futech-604	160	15	rate	rate	NOUN
futech-604	160	16	(	(	PUNCT
futech-604	160	17	35,000	35,000	NUM
futech-604	160	18	to	to	PART
futech-604	160	19	12,000	12,000	NUM
futech-604	160	20	ppm	ppm	NOUN
futech-604	160	21	,	,	PUNCT
futech-604	160	22	t	t	NOUN
futech-604	160	23	=	=	SYM
futech-604	160	24	6.73	6.73	NUM
futech-604	160	25	)	)	PUNCT
futech-604	160	26	,	,	PUNCT
futech-604	160	27	changeover	changeover	NOUN
futech-604	160	28	time	time	NOUN
futech-604	160	29	(	(	PUNCT
futech-604	160	30	120	120	NUM
futech-604	160	31	to	to	PART
futech-604	160	32	15	15	NUM
futech-604	160	33	minutes	minute	NOUN
futech-604	160	34	,	,	PUNCT
futech-604	160	35	t	t	PROPN
futech-604	160	36	=	=	SYM
futech-604	160	37	12.35	12.35	NUM
futech-604	160	38	)	)	PUNCT
futech-604	160	39	,	,	PUNCT
futech-604	160	40	first	first	ADJ
futech-604	160	41	-	-	PUNCT
futech-604	160	42	pass	pass	NOUN
futech-604	160	43	yield	yield	NOUN
futech-604	160	44	(	(	PUNCT
futech-604	160	45	96.5	96.5	NUM
futech-604	160	46	%	%	NOUN
futech-604	160	47	to	to	ADP
futech-604	160	48	98.8	98.8	NUM
futech-604	160	49	%	%	NOUN
futech-604	160	50	,	,	PUNCT
futech-604	160	51	t	t	PROPN
futech-604	160	52	=	=	SYM
futech-604	160	53	5.91	5.91	NUM
futech-604	160	54	)	)	PUNCT
futech-604	160	55	,	,	PUNCT
futech-604	160	56	and	and	CCONJ
futech-604	160	57	daily	daily	ADJ
futech-604	160	58	output	output	NOUN
futech-604	160	59	(	(	PUNCT
futech-604	160	60	1,200	1,200	NUM
futech-604	160	61	to	to	PART
futech-604	160	62	1,500	1,500	NUM
futech-604	160	63	units	unit	NOUN
futech-604	160	64	,	,	PUNCT
futech-604	160	65	t	t	PROPN
futech-604	160	66	=	=	SYM
futech-604	160	67	7.28	7.28	NUM
futech-604	160	68	)	)	PUNCT
futech-604	160	69	.	.	PUNCT
futech-604	161	1	effect	effect	NOUN
futech-604	161	2	sizes	size	NOUN
futech-604	161	3	(	(	PUNCT
futech-604	161	4	cohen	cohen	PROPN
futech-604	161	5	's	's	PART
futech-604	161	6	d	d	NOUN
futech-604	161	7	:	:	PUNCT
futech-604	161	8	1.8	1.8	NUM
futech-604	161	9	-	-	SYM
futech-604	161	10	3.2	3.2	NUM
futech-604	161	11	)	)	PUNCT
futech-604	161	12	indicate	indicate	VERB
futech-604	161	13	large	large	ADJ
futech-604	161	14	practical	practical	ADJ
futech-604	161	15	significance	significance	NOUN
futech-604	161	16	,	,	PUNCT
futech-604	161	17	with	with	ADP
futech-604	161	18	statistical	statistical	ADJ
futech-604	161	19	power	power	NOUN
futech-604	161	20	>	>	NOUN
futech-604	161	21	0.95	0.95	NUM
futech-604	161	22	confirming	confirm	VERB
futech-604	161	23	robustness	robustness	NOUN
futech-604	161	24	.	.	PUNCT
futech-604	162	1	system	system	NOUN
futech-604	162	2	reliability	reliability	NOUN
futech-604	162	3	assessment	assessment	NOUN
futech-604	162	4	follows	follow	VERB
futech-604	162	5	iec	iec	PROPN
futech-604	162	6	61508	61508	NUM
futech-604	162	7	standards	standard	NOUN
futech-604	162	8	for	for	ADP
futech-604	162	9	functional	functional	ADJ
futech-604	162	10	safety	safety	NOUN
futech-604	162	11	,	,	PUNCT
futech-604	162	12	targeting	target	VERB
futech-604	162	13	safety	safety	NOUN
futech-604	162	14	integrity	integrity	NOUN
futech-604	162	15	level	level	NOUN
futech-604	162	16	(	(	PUNCT
futech-604	162	17	sil	sil	PROPN
futech-604	162	18	)	)	PUNCT
futech-604	162	19	2	2	NUM
futech-604	162	20	for	for	ADP
futech-604	162	21	critical	critical	ADJ
futech-604	162	22	control	control	NOUN
futech-604	162	23	functions	function	NOUN
futech-604	162	24	[	[	X
futech-604	162	25	31	31	NUM
futech-604	162	26	]	]	PUNCT
futech-604	162	27	.	.	PUNCT
futech-604	163	1	section	section	NOUN
futech-604	163	2	5	5	NUM
futech-604	163	3	presents	present	VERB
futech-604	163	4	concrete	concrete	ADJ
futech-604	163	5	implementation	implementation	NOUN
futech-604	163	6	details	detail	NOUN
futech-604	163	7	and	and	CCONJ
futech-604	163	8	case	case	NOUN
futech-604	163	9	study	study	NOUN
futech-604	163	10	results	result	NOUN
futech-604	163	11	from	from	ADP
futech-604	163	12	deploying	deploy	VERB
futech-604	163	13	the	the	DET
futech-604	163	14	system	system	NOUN
futech-604	163	15	in	in	ADP
futech-604	163	16	an	an	DET
futech-604	163	17	operational	operational	ADJ
futech-604	163	18	manufacturing	manufacturing	NOUN
futech-604	163	19	facility	facility	NOUN
futech-604	163	20	.	.	PUNCT
futech-604	164	1	5	5	X
futech-604	164	2	.	.	X
futech-604	164	3	system	system	NOUN
futech-604	164	4	implementation	implementation	NOUN
futech-604	164	5	and	and	CCONJ
futech-604	164	6	case	case	NOUN
futech-604	164	7	study	study	VERB
futech-604	164	8	5.1	5.1	NUM
futech-604	164	9	implementation	implementation	NOUN
futech-604	164	10	environment	environment	NOUN
futech-604	164	11	the	the	DET
futech-604	164	12	implementation	implementation	NOUN
futech-604	164	13	was	be	AUX
futech-604	164	14	conducted	conduct	VERB
futech-604	164	15	at	at	ADP
futech-604	164	16	a	a	DET
futech-604	164	17	discrete	discrete	ADJ
futech-604	164	18	manufacturing	manufacturing	NOUN
futech-604	164	19	facility	facility	NOUN
futech-604	164	20	specializing	specialize	VERB
futech-604	164	21	in	in	ADP
futech-604	164	22	electronic	electronic	ADJ
futech-604	164	23	enclosure	enclosure	NOUN
futech-604	164	24	production	production	NOUN
futech-604	164	25	,	,	PUNCT
futech-604	164	26	operating	operate	VERB
futech-604	164	27	five	five	NUM
futech-604	164	28	production	production	NOUN
futech-604	164	29	lines	line	NOUN
futech-604	164	30	with	with	ADP
futech-604	164	31	an	an	DET
futech-604	164	32	annual	annual	ADJ
futech-604	164	33	capacity	capacity	NOUN
futech-604	164	34	of	of	ADP
futech-604	164	35	6	6	NUM
futech-604	164	36	million	million	NUM
futech-604	164	37	units	unit	NOUN
futech-604	164	38	.	.	PUNCT
futech-604	165	1	the	the	DET
futech-604	165	2	facility	facility	NOUN
futech-604	165	3	encompasses	encompass	VERB
futech-604	165	4	75,000	75,000	NUM
futech-604	165	5	square	square	ADJ
futech-604	165	6	feet	foot	NOUN
futech-604	165	7	of	of	ADP
futech-604	165	8	production	production	NOUN
futech-604	165	9	space	space	NOUN
futech-604	165	10	equipped	equip	VERB
futech-604	165	11	with	with	ADP
futech-604	165	12	injection	injection	NOUN
futech-604	165	13	molding	mold	VERB
futech-604	165	14	machines	machine	NOUN
futech-604	165	15	,	,	PUNCT
futech-604	165	16	computer	computer	NOUN
futech-604	165	17	numerical	numerical	PROPN
futech-604	165	18	control	control	PROPN
futech-604	165	19	(	(	PUNCT
futech-604	165	20	cnc	cnc	ADJ
futech-604	165	21	)	)	PUNCT
futech-604	165	22	machining	machining	NOUN
futech-604	165	23	centers	center	NOUN
futech-604	165	24	,	,	PUNCT
futech-604	165	25	automated	automate	VERB
futech-604	165	26	assembly	assembly	NOUN
futech-604	165	27	lines	line	NOUN
futech-604	165	28	,	,	PUNCT
futech-604	165	29	and	and	CCONJ
futech-604	165	30	quality	quality	NOUN
futech-604	165	31	inspection	inspection	NOUN
futech-604	165	32	stations	station	NOUN
futech-604	165	33	.	.	PUNCT
futech-604	166	1	the	the	DET
futech-604	166	2	hardware	hardware	NOUN
futech-604	166	3	infrastructure	infrastructure	NOUN
futech-604	166	4	comprised	comprise	VERB
futech-604	166	5	45	45	NUM
futech-604	166	6	plcs	plcs	NOUN
futech-604	166	7	distributed	distribute	VERB
futech-604	166	8	across	across	ADP
futech-604	166	9	production	production	NOUN
futech-604	166	10	equipment	equipment	NOUN
futech-604	166	11	,	,	PUNCT
futech-604	166	12	2,350	2,350	NUM
futech-604	166	13	iot	iot	ADJ
futech-604	166	14	sensors	sensor	NOUN
futech-604	166	15	monitoring	monitor	VERB
futech-604	166	16	critical	critical	ADJ
futech-604	166	17	parameters	parameter	NOUN
futech-604	166	18	including	include	VERB
futech-604	166	19	temperature	temperature	NOUN
futech-604	166	20	,	,	PUNCT
futech-604	166	21	pressure	pressure	NOUN
futech-604	166	22	,	,	PUNCT
futech-604	166	23	vibration	vibration	NOUN
futech-604	166	24	,	,	PUNCT
futech-604	166	25	and	and	CCONJ
futech-604	166	26	electrical	electrical	ADJ
futech-604	166	27	current	current	NOUN
futech-604	166	28	at	at	ADP
futech-604	166	29	20	20	NUM
futech-604	166	30	major	major	ADJ
futech-604	166	31	monitoring	monitoring	NOUN
futech-604	166	32	points	point	NOUN
futech-604	166	33	.	.	PUNCT
futech-604	167	1	edge	edge	NOUN
futech-604	167	2	computing	compute	VERB
futech-604	167	3	nodes	node	NOUN
futech-604	167	4	based	base	VERB
futech-604	167	5	on	on	ADP
futech-604	167	6	nvidia	nvidia	PROPN
futech-604	167	7	jetson	jetson	PROPN
futech-604	167	8	agx	agx	PROPN
futech-604	167	9	xavier	xavier	PROPN
futech-604	167	10	platforms	platforms	PROPN
futech-604	167	11	were	be	AUX
futech-604	167	12	deployed	deploy	VERB
futech-604	167	13	at	at	ADP
futech-604	167	14	each	each	DET
futech-604	167	15	production	production	NOUN
futech-604	167	16	line	line	NOUN
futech-604	167	17	,	,	PUNCT
futech-604	167	18	selected	select	VERB
futech-604	167	19	for	for	ADP
futech-604	167	20	their	their	PRON
futech-604	167	21	superior	superior	ADJ
futech-604	167	22	ai	ai	PROPN
futech-604	167	23	inference	inference	NOUN
futech-604	167	24	performance	performance	NOUN
futech-604	167	25	(	(	PUNCT
futech-604	167	26	32	32	NUM
futech-604	167	27	tops	top	NOUN
futech-604	167	28	)	)	PUNCT
futech-604	167	29	,	,	PUNCT
futech-604	167	30	power	power	NOUN
futech-604	167	31	efficiency	efficiency	NOUN
futech-604	167	32	(	(	PUNCT
futech-604	167	33	30w	30w	NOUN
futech-604	167	34	)	)	PUNCT
futech-604	167	35	,	,	PUNCT
futech-604	167	36	and	and	CCONJ
futech-604	167	37	industrial	industrial	ADJ
futech-604	167	38	-	-	PUNCT
futech-604	167	39	grade	grade	NOUN
futech-604	167	40	reliability	reliability	NOUN
futech-604	167	41	suitable	suitable	ADJ
futech-604	167	42	for	for	ADP
futech-604	167	43	harsh	harsh	ADJ
futech-604	167	44	manufacturing	manufacturing	NOUN
futech-604	167	45	environments	environment	NOUN
futech-604	167	46	,	,	PUNCT
futech-604	167	47	enabling	enable	VERB
futech-604	167	48	sub-10ms	sub-10ms	NUM
futech-604	167	49	processing	processing	NOUN
futech-604	167	50	latency	latency	NOUN
futech-604	167	51	.	.	PUNCT
futech-604	168	1	the	the	DET
futech-604	168	2	software	software	NOUN
futech-604	168	3	environment	environment	NOUN
futech-604	168	4	integrated	integrate	VERB
futech-604	168	5	existing	exist	VERB
futech-604	168	6	erp	erp	NOUN
futech-604	168	7	(	(	PUNCT
futech-604	168	8	sap	sap	PROPN
futech-604	168	9	s/4hana	s/4hana	PROPN
futech-604	168	10	)	)	PUNCT
futech-604	168	11	and	and	CCONJ
futech-604	168	12	manufacturing	manufacturing	NOUN
futech-604	168	13	operations	operation	NOUN
futech-604	168	14	management	management	NOUN
futech-604	168	15	(	(	PUNCT
futech-604	168	16	mom	mom	NOUN
futech-604	168	17	)	)	PUNCT
futech-604	168	18	systems	system	NOUN
futech-604	168	19	through	through	ADP
futech-604	168	20	standardized	standardized	ADJ
futech-604	168	21	apis	apis	NOUN
futech-604	168	22	and	and	CCONJ
futech-604	168	23	message	message	NOUN
futech-604	168	24	queuing	queuing	NOUN
futech-604	168	25	protocols	protocol	NOUN
futech-604	168	26	.	.	PUNCT
futech-604	169	1	the	the	DET
futech-604	169	2	technology	technology	NOUN
futech-604	169	3	stack	stack	VERB
futech-604	169	4	leveraged	leverage	VERB
futech-604	169	5	containerized	containerize	VERB
futech-604	169	6	microservices	microservice	NOUN
futech-604	169	7	deployed	deploy	VERB
futech-604	169	8	on	on	ADP
futech-604	169	9	kubernetes	kubernete	NOUN
futech-604	169	10	clusters	cluster	NOUN
futech-604	169	11	,	,	PUNCT
futech-604	169	12	ensuring	ensure	VERB
futech-604	169	13	horizontal	horizontal	ADJ
futech-604	169	14	scalability	scalability	NOUN
futech-604	169	15	and	and	CCONJ
futech-604	169	16	fault	fault	VERB
futech-604	169	17	tolerance	tolerance	NOUN
futech-604	169	18	.	.	PUNCT
futech-604	170	1	real	real	ADJ
futech-604	170	2	-	-	PUNCT
futech-604	170	3	time	time	NOUN
futech-604	170	4	data	datum	NOUN
futech-604	170	5	streaming	streaming	NOUN
futech-604	170	6	was	be	AUX
futech-604	170	7	handled	handle	VERB
futech-604	170	8	by	by	ADP
futech-604	170	9	apache	apache	PROPN
futech-604	170	10	kafka	kafka	PROPN
futech-604	170	11	,	,	PUNCT
futech-604	170	12	configured	configure	VERB
futech-604	170	13	with	with	ADP
futech-604	170	14	three	three	NUM
futech-604	170	15	topic	topic	NOUN
futech-604	170	16	partitions	partition	NOUN
futech-604	170	17	to	to	PART
futech-604	170	18	handle	handle	VERB
futech-604	170	19	message	message	NOUN
futech-604	170	20	throughput	throughput	NOUN
futech-604	170	21	exceeding	exceed	VERB
futech-604	170	22	12,500	12,500	NUM
futech-604	170	23	messages	message	NOUN
futech-604	170	24	per	per	ADP
futech-604	170	25	second	second	NOUN
futech-604	170	26	.	.	PUNCT
futech-604	171	1	the	the	DET
futech-604	171	2	implementation	implementation	NOUN
futech-604	171	3	followed	follow	VERB
futech-604	171	4	a	a	DET
futech-604	171	5	phased	phase	VERB
futech-604	171	6	approach	approach	NOUN
futech-604	171	7	aligned	align	VERB
futech-604	171	8	with	with	ADP
futech-604	171	9	agile	agile	ADJ
futech-604	171	10	-	-	PUNCT
futech-604	171	11	waterfall	waterfall	NOUN
futech-604	171	12	hybrid	hybrid	NOUN
futech-604	171	13	methodology	methodology	NOUN
futech-604	171	14	,	,	PUNCT
futech-604	171	15	enabling	enable	VERB
futech-604	171	16	iterative	iterative	NOUN
futech-604	171	17	development	development	NOUN
futech-604	171	18	while	while	SCONJ
futech-604	171	19	maintaining	maintain	VERB
futech-604	171	20	system	system	NOUN
futech-604	171	21	stability	stability	NOUN
futech-604	171	22	.	.	PUNCT
futech-604	172	1	5.2	5.2	NUM
futech-604	172	2	ai	ai	NOUN
futech-604	172	3	-	-	PUNCT
futech-604	172	4	mes	mes	NOUN
futech-604	172	5	integration	integration	NOUN
futech-604	172	6	details	detail	NOUN
futech-604	172	7	the	the	DET
futech-604	172	8	ai	ai	ADJ
futech-604	172	9	integration	integration	NOUN
futech-604	172	10	architecture	architecture	NOUN
futech-604	172	11	implemented	implement	VERB
futech-604	172	12	six	six	NUM
futech-604	172	13	specialized	specialized	ADJ
futech-604	172	14	machine	machine	NOUN
futech-604	172	15	learning	learning	NOUN
futech-604	172	16	models	model	NOUN
futech-604	172	17	deployed	deploy	VERB
futech-604	172	18	as	as	ADP
futech-604	172	19	containerized	containerize	VERB
futech-604	172	20	microservices	microservice	NOUN
futech-604	172	21	within	within	ADP
futech-604	172	22	the	the	DET
futech-604	172	23	service	service	NOUN
futech-604	172	24	layer	layer	NOUN
futech-604	172	25	.	.	PUNCT
futech-604	173	1	predictive	predictive	ADJ
futech-604	173	2	maintenance	maintenance	NOUN
futech-604	173	3	algorithms	algorithm	NOUN
futech-604	173	4	utilized	utilize	VERB
futech-604	173	5	lstm	lstm	NOUN
futech-604	173	6	networks	network	NOUN
futech-604	173	7	trained	train	VERB
futech-604	173	8	on	on	ADP
futech-604	173	9	18	18	NUM
futech-604	173	10	months	month	NOUN
futech-604	173	11	of	of	ADP
futech-604	173	12	historical	historical	ADJ
futech-604	173	13	equipment	equipment	NOUN
futech-604	173	14	data	datum	NOUN
futech-604	173	15	,	,	PUNCT
futech-604	173	16	achieving	achieve	VERB
futech-604	173	17	156ms	156ms	NOUN
futech-604	173	18	inference	inference	NOUN
futech-604	173	19	latency	latency	NOUN
futech-604	173	20	for	for	ADP
futech-604	173	21	real	real	ADJ
futech-604	173	22	-	-	PUNCT
futech-604	173	23	time	time	NOUN
futech-604	173	24	anomaly	anomaly	NOUN
futech-604	173	25	detection	detection	NOUN
futech-604	173	26	.	.	PUNCT
futech-604	174	1	the	the	DET
futech-604	174	2	lstm	lstm	PROPN
futech-604	174	3	model	model	NOUN
futech-604	174	4	processed	process	VERB
futech-604	174	5	sequences	sequence	NOUN
futech-604	174	6	of	of	ADP
futech-604	174	7	100	100	NUM
futech-604	174	8	time	time	NOUN
futech-604	174	9	steps	step	NOUN
futech-604	174	10	with	with	ADP
futech-604	174	11	20	20	NUM
futech-604	174	12	features	feature	NOUN
futech-604	174	13	extracted	extract	VERB
futech-604	174	14	through	through	ADP
futech-604	174	15	fft	fft	NOUN
futech-604	174	16	,	,	PUNCT
futech-604	174	17	maintaining	maintain	VERB
futech-604	174	18	prediction	prediction	NOUN
futech-604	174	19	accuracy	accuracy	NOUN
futech-604	174	20	of	of	ADP
futech-604	174	21	94.2	94.2	NUM
futech-604	174	22	%	%	NOUN
futech-604	174	23	for	for	ADP
futech-604	174	24	equipment	equipment	NOUN
futech-604	174	25	failure	failure	NOUN
futech-604	174	26	events	event	NOUN
futech-604	174	27	within	within	ADP
futech-604	174	28	a	a	DET
futech-604	174	29	72hour	72hour	NUM
futech-604	174	30	horizon	horizon	NOUN
futech-604	174	31	.	.	PUNCT
futech-604	175	1	quality	quality	NOUN
futech-604	175	2	prediction	prediction	NOUN
futech-604	175	3	employed	employ	VERB
futech-604	175	4	ensemble	ensemble	ADJ
futech-604	175	5	methods	method	NOUN
futech-604	175	6	combining	combine	VERB
futech-604	175	7	svm	svm	ADJ
futech-604	175	8	classifiers	classifier	NOUN
futech-604	175	9	and	and	CCONJ
futech-604	175	10	random	random	ADJ
futech-604	175	11	forest	forest	NOUN
futech-604	175	12	algorithms	algorithm	NOUN
futech-604	175	13	,	,	PUNCT
futech-604	175	14	processing	process	VERB
futech-604	175	15	image	image	NOUN
futech-604	175	16	data	datum	NOUN
futech-604	175	17	from	from	ADP
futech-604	175	18	optical	optical	ADJ
futech-604	175	19	inspection	inspection	NOUN
futech-604	175	20	table	table	NOUN
futech-604	175	21	3	3	NUM
futech-604	175	22	.	.	PUNCT
futech-604	175	23	system	system	NOUN
futech-604	175	24	performance	performance	NOUN
futech-604	175	25	evaluation	evaluation	NOUN
futech-604	175	26	index	index	NOUN
futech-604	175	27	system	system	NOUN
futech-604	175	28	evaluation	evaluation	NOUN
futech-604	175	29	dimension	dimension	NOUN
futech-604	175	30	key	key	ADJ
futech-604	175	31	metrics	metric	NOUN
futech-604	175	32	calculation	calculation	NOUN
futech-604	175	33	formula	formula	NOUN
futech-604	175	34	target	target	NOUN
futech-604	175	35	value	value	NOUN
futech-604	175	36	industry	industry	NOUN
futech-604	175	37	benchmark	benchmark	NOUN
futech-604	175	38	weight	weight	NOUN
futech-604	175	39	real	real	ADJ
futech-604	175	40	-	-	PUNCT
futech-604	175	41	time	time	NOUN
futech-604	175	42	performance	performance	NOUN
futech-604	175	43	data	datum	NOUN
futech-604	175	44	collection	collection	NOUN
futech-604	175	45	latency	latency	NOUN
futech-604	175	46	time	time	NOUN
futech-604	175	47	from	from	ADP
futech-604	175	48	sensor	sensor	NOUN
futech-604	175	49	trigger	trigger	NOUN
futech-604	175	50	to	to	ADP
futech-604	175	51	data	datum	NOUN
futech-604	175	52	storage	storage	NOUN
futech-604	175	53	<	<	X
futech-604	175	54	10ms	10ms	X
futech-604	175	55	(	(	PUNCT
futech-604	175	56	highspeed)/<100ms	highspeed)/<100ms	PROPN
futech-604	175	57	(	(	PUNCT
futech-604	175	58	regular	regular	ADJ
futech-604	175	59	)	)	PUNCT
futech-604	175	60	50	50	NUM
futech-604	175	61	-	-	PUNCT
futech-604	175	62	100ms	100ms	ADJ
futech-604	175	63	15	15	NUM
futech-604	175	64	%	%	NOUN
futech-604	175	65	stream	stream	NOUN
futech-604	175	66	processing	processing	NOUN
futech-604	175	67	latency	latency	NOUN
futech-604	175	68	time	time	NOUN
futech-604	175	69	from	from	ADP
futech-604	175	70	data	datum	NOUN
futech-604	175	71	queue	queue	NOUN
futech-604	175	72	to	to	ADP
futech-604	175	73	processing	process	VERB
futech-604	175	74	completion	completion	NOUN
futech-604	175	75	<	<	X
futech-604	175	76	50ms	50ms	ADJ
futech-604	175	77	100	100	NUM
futech-604	175	78	-	-	PUNCT
futech-604	175	79	500ms	500ms	ADJ
futech-604	175	80	15	15	NUM
futech-604	175	81	%	%	NOUN
futech-604	175	82	visualization	visualization	NOUN
futech-604	175	83	refresh	refresh	NOUN
futech-604	175	84	rate	rate	NOUN
futech-604	175	85	time	time	NOUN
futech-604	175	86	from	from	ADP
futech-604	175	87	data	datum	NOUN
futech-604	175	88	update	update	NOUN
futech-604	175	89	to	to	ADP
futech-604	175	90	interface	interface	NOUN
futech-604	175	91	display	display	NOUN
futech-604	175	92	<	<	X
futech-604	175	93	100ms	100ms	ADJ
futech-604	175	94	100	100	NUM
futech-604	175	95	-	-	NUM
futech-604	175	96	1000ms	1000ms	ADJ
futech-604	175	97	10	10	NUM
futech-604	175	98	%	%	NOUN
futech-604	175	99	alarm	alarm	NOUN
futech-604	175	100	response	response	NOUN
futech-604	175	101	time	time	NOUN
futech-604	175	102	time	time	NOUN
futech-604	175	103	from	from	ADP
futech-604	175	104	anomaly	anomaly	NOUN
futech-604	175	105	occurrence	occurrence	NOUN
futech-604	175	106	to	to	ADP
futech-604	175	107	alarm	alarm	NOUN
futech-604	175	108	trigger	trigger	NOUN
futech-604	175	109	<	<	X
futech-604	175	110	5s	5s	NUM
futech-604	175	111	10	10	NUM
futech-604	175	112	-	-	PUNCT
futech-604	175	113	30s	30s	NUM
futech-604	175	114	10	10	NUM
futech-604	175	115	%	%	NOUN
futech-604	175	116	system	system	NOUN
futech-604	175	117	throughput	throughput	NOUN
futech-604	175	118	concurrent	concurrent	ADJ
futech-604	175	119	connections	connection	NOUN
futech-604	175	120	number	number	NOUN
futech-604	175	121	of	of	ADP
futech-604	175	122	simultaneous	simultaneous	ADJ
futech-604	175	123	device	device	NOUN
futech-604	175	124	connections	connection	NOUN
futech-604	175	125	>	>	PUNCT
futech-604	175	126	5000	5000	NUM
futech-604	175	127	1000	1000	NUM
futech-604	175	128	-	-	SYM
futech-604	175	129	3000	3000	NUM
futech-604	175	130	8	8	NUM
futech-604	175	131	%	%	NOUN
futech-604	175	132	message	message	NOUN
futech-604	175	133	processing	processing	NOUN
futech-604	175	134	rate	rate	NOUN
futech-604	175	135	messages	message	NOUN
futech-604	175	136	processed	process	VERB
futech-604	175	137	per	per	ADP
futech-604	175	138	second	second	ADJ
futech-604	175	139	>	>	SYM
futech-604	175	140	10000	10000	NUM
futech-604	175	141	msg	msg	PROPN
futech-604	175	142	/	/	SYM
futech-604	175	143	s	s	PART
futech-604	175	144	1000	1000	NUM
futech-604	175	145	-	-	SYM
futech-604	175	146	5000	5000	NUM
futech-604	175	147	msg	msg	NOUN
futech-604	175	148	/	/	SYM
futech-604	175	149	s	s	PART
futech-604	175	150	12	12	NUM
futech-604	175	151	%	%	NOUN
futech-604	175	152	data	datum	NOUN
futech-604	175	153	write	write	VERB
futech-604	175	154	rate	rate	NOUN
futech-604	175	155	data	datum	NOUN
futech-604	175	156	points	point	NOUN
futech-604	175	157	written	write	VERB
futech-604	175	158	per	per	ADP
futech-604	175	159	second	second	ADJ
futech-604	175	160	>	>	SYM
futech-604	175	161	100000	100000	NUM
futech-604	175	162	points	point	NOUN
futech-604	175	163	/	/	SYM
futech-604	175	164	s	s	PART
futech-604	175	165	10000	10000	NUM
futech-604	175	166	-	-	SYM
futech-604	175	167	50000	50000	NUM
futech-604	175	168	points	point	NOUN
futech-604	175	169	/	/	SYM
futech-604	175	170	s	s	PART
futech-604	175	171	8	8	NUM
futech-604	175	172	%	%	NOUN
futech-604	175	173	production	production	NOUN
futech-604	175	174	efficiency	efficiency	NOUN
futech-604	175	175	equipment	equipment	NOUN
futech-604	175	176	oee	oee	ADJ
futech-604	175	177	availability	availability	NOUN
futech-604	175	178	×	×	NOUN
futech-604	175	179	performance	performance	NOUN
futech-604	175	180	×	×	NOUN
futech-604	175	181	quality	quality	NOUN
futech-604	175	182	82	82	NUM
futech-604	175	183	%	%	NOUN
futech-604	175	184	industry	industry	NOUN
futech-604	175	185	average	average	ADJ
futech-604	175	186	60	60	NUM
futech-604	175	187	%	%	NOUN
futech-604	175	188	,	,	PUNCT
futech-604	175	189	world	world	NOUN
futech-604	175	190	-	-	PUNCT
futech-604	175	191	class	class	NOUN
futech-604	175	192	85	85	NUM
futech-604	175	193	%	%	NOUN
futech-604	175	194	10	10	NUM
futech-604	175	195	%	%	NOUN
futech-604	175	196	changeover	changeover	NOUN
futech-604	175	197	time	time	NOUN
futech-604	175	198	time	time	NOUN
futech-604	175	199	required	require	VERB
futech-604	175	200	for	for	ADP
futech-604	175	201	product	product	NOUN
futech-604	175	202	switching	switch	VERB
futech-604	175	203	15	15	NUM
futech-604	175	204	minutes	minute	NOUN
futech-604	175	205	90	90	NUM
futech-604	175	206	minutes	minute	NOUN
futech-604	175	207	(	(	PUNCT
futech-604	175	208	traditional	traditional	ADJ
futech-604	175	209	)	)	PUNCT
futech-604	175	210	8	8	NUM
futech-604	175	211	%	%	NOUN
futech-604	175	212	capacity	capacity	NOUN
futech-604	175	213	utilization	utilization	NOUN
futech-604	175	214	actual	actual	ADJ
futech-604	175	215	output	output	NOUN
futech-604	175	216	/	/	SYM
futech-604	175	217	theoretical	theoretical	ADJ
futech-604	175	218	capacity	capacity	NOUN
futech-604	175	219	>	>	PUNCT
futech-604	175	220	85	85	NUM
futech-604	175	221	%	%	NOUN
futech-604	175	222	70	70	NUM
futech-604	175	223	-	-	SYM
futech-604	175	224	80	80	NUM
futech-604	175	225	%	%	NOUN
futech-604	175	226	4	4	NUM
futech-604	175	227	%	%	NOUN
futech-604	175	228	data	datum	NOUN
futech-604	175	229	quality	quality	NOUN
futech-604	175	230	data	datum	NOUN
futech-604	175	231	completeness	completeness	NOUN
futech-604	175	232	%	%	NOUN
futech-604	175	233	of	of	ADP
futech-604	175	234	required	require	VERB
futech-604	175	235	data	datum	NOUN
futech-604	175	236	collected	collect	VERB
futech-604	175	237	>	>	PUNCT
futech-604	175	238	98.5	98.5	NUM
futech-604	175	239	%	%	NOUN
futech-604	175	240	95	95	NUM
futech-604	175	241	-	-	SYM
futech-604	175	242	98	98	NUM
futech-604	175	243	%	%	NOUN
futech-604	175	244	3	3	NUM
futech-604	175	245	%	%	NOUN
futech-604	175	246	data	datum	NOUN
futech-604	175	247	accuracy	accuracy	NOUN
futech-604	175	248	%	%	NOUN
futech-604	175	249	of	of	ADP
futech-604	175	250	accurate	accurate	ADJ
futech-604	175	251	data	datum	NOUN
futech-604	175	252	>	>	X
futech-604	175	253	99.2	99.2	NUM
futech-604	175	254	%	%	NOUN
futech-604	175	255	97	97	NUM
futech-604	175	256	-	-	SYM
futech-604	175	257	99	99	NUM
futech-604	175	258	%	%	NOUN
futech-604	175	259	3	3	NUM
futech-604	175	260	%	%	NOUN
futech-604	175	261	data	datum	NOUN
futech-604	175	262	timeliness	timeliness	NOUN
futech-604	175	263	%	%	NOUN
futech-604	175	264	meeting	meeting	NOUN
futech-604	175	265	time	time	NOUN
futech-604	175	266	requirements	requirement	NOUN
futech-604	175	267	>	>	PUNCT
futech-604	175	268	99.8	99.8	NUM
futech-604	175	269	%	%	NOUN
futech-604	175	270	95	95	NUM
futech-604	175	271	-	-	SYM
futech-604	175	272	98	98	NUM
futech-604	175	273	%	%	NOUN
futech-604	175	274	2	2	NUM
futech-604	175	275	%	%	NOUN
futech-604	175	276	system	system	NOUN
futech-604	175	277	reliability	reliability	NOUN
futech-604	175	278	system	system	NOUN
futech-604	175	279	availability	availability	NOUN
futech-604	175	280	mtbf/(mtbf+mttr	mtbf/(mtbf+mttr	NOUN
futech-604	175	281	)	)	PUNCT
futech-604	175	282	>	>	PUNCT
futech-604	176	1	99.9	99.9	NUM
futech-604	176	2	%	%	NOUN
futech-604	176	3	99.5	99.5	NUM
futech-604	176	4	-	-	SYM
futech-604	176	5	99.9	99.9	NUM
futech-604	176	6	%	%	NOUN
futech-604	176	7	3	3	NUM
futech-604	176	8	%	%	NOUN
futech-604	176	9	failure	failure	NOUN
futech-604	176	10	recovery	recovery	NOUN
futech-604	176	11	time	time	NOUN
futech-604	176	12	time	time	NOUN
futech-604	176	13	to	to	PART
futech-604	176	14	restore	restore	VERB
futech-604	176	15	normal	normal	ADJ
futech-604	176	16	operation	operation	NOUN
futech-604	176	17	<	<	X
futech-604	176	18	30	30	NUM
futech-604	176	19	minutes	minute	NOUN
futech-604	176	20	1	1	NUM
futech-604	176	21	-	-	SYM
futech-604	176	22	4	4	NUM
futech-604	176	23	hours	hour	NOUN
futech-604	176	24	2	2	NUM
futech-604	176	25	%	%	NOUN
futech-604	176	26	backup	backup	ADJ
futech-604	176	27	success	success	NOUN
futech-604	176	28	rate	rate	NOUN
futech-604	176	29	%	%	NOUN
futech-604	176	30	successful	successful	ADJ
futech-604	176	31	backups	backup	NOUN
futech-604	176	32	100	100	NUM
futech-604	176	33	%	%	NOUN
futech-604	176	34	99	99	NUM
futech-604	176	35	-	-	SYM
futech-604	176	36	100	100	NUM
futech-604	176	37	%	%	NOUN
futech-604	176	38	1	1	NUM
futech-604	176	39	%	%	NOUN
futech-604	176	40	chenghsien	chenghsien	NOUN
futech-604	176	41	tsai	tsai	PROPN
futech-604	176	42	et	et	PROPN
futech-604	176	43	al	al	PROPN
futech-604	176	44	.	.	PROPN
futech-604	176	45	/future	/future	PUNCT
futech-604	176	46	technology	technology	PROPN
futech-604	176	47	february	february	PROPN
futech-604	176	48	2026|	2026|	NUM
futech-604	176	49	volume	volume	NOUN
futech-604	176	50	05	05	NUM
futech-604	177	1	|	|	ADV
futech-604	177	2	issue	issue	NOUN
futech-604	177	3	01	01	NUM
futech-604	178	1	|	|	NOUN
futech-604	178	2	pages	page	VERB
futech-604	178	3	263	263	NUM
futech-604	178	4	-	-	SYM
futech-604	178	5	277	277	NUM
futech-604	178	6	270	270	NUM
futech-604	178	7	systems	system	NOUN
futech-604	178	8	at	at	ADP
futech-604	178	9	420ms	420ms	PROPN
futech-604	178	10	per	per	ADP
futech-604	178	11	frame	frame	NOUN
futech-604	178	12	for	for	ADP
futech-604	178	13	defect	defect	ADJ
futech-604	178	14	classification	classification	NOUN
futech-604	178	15	across	across	ADP
futech-604	178	16	six	six	NUM
futech-604	178	17	categories	category	NOUN
futech-604	178	18	(	(	PUNCT
futech-604	178	19	scratches	scratch	NOUN
futech-604	178	20	,	,	PUNCT
futech-604	178	21	dents	dent	NOUN
futech-604	178	22	,	,	PUNCT
futech-604	178	23	discoloration	discoloration	NOUN
futech-604	178	24	,	,	PUNCT
futech-604	178	25	dimensional	dimensional	ADJ
futech-604	178	26	defects	defect	NOUN
futech-604	178	27	,	,	PUNCT
futech-604	178	28	contamination	contamination	NOUN
futech-604	178	29	,	,	PUNCT
futech-604	178	30	and	and	CCONJ
futech-604	178	31	surface	surface	NOUN
futech-604	178	32	finish	finish	NOUN
futech-604	178	33	anomalies	anomaly	NOUN
futech-604	178	34	)	)	PUNCT
futech-604	178	35	.	.	PUNCT
futech-604	179	1	integration	integration	NOUN
futech-604	179	2	with	with	ADP
futech-604	179	3	existing	exist	VERB
futech-604	179	4	manufacturing	manufacturing	NOUN
futech-604	179	5	systems	system	NOUN
futech-604	179	6	required	require	VERB
futech-604	179	7	protocol	protocol	NOUN
futech-604	179	8	adapters	adapter	NOUN
futech-604	179	9	supporting	support	VERB
futech-604	179	10	opc	opc	PROPN
futech-604	179	11	ua	ua	PROPN
futech-604	179	12	,	,	PUNCT
futech-604	179	13	modbus	modbus	PROPN
futech-604	179	14	tcp	tcp	PROPN
futech-604	179	15	,	,	PUNCT
futech-604	179	16	and	and	CCONJ
futech-604	179	17	mqtt	mqtt	NOUN
futech-604	179	18	.	.	PUNCT
futech-604	180	1	the	the	DET
futech-604	180	2	ai	ai	ADJ
futech-604	180	3	orchestrator	orchestrator	NOUN
futech-604	180	4	implemented	implement	VERB
futech-604	180	5	reinforcement	reinforcement	NOUN
futech-604	180	6	learning	learning	NOUN
futech-604	180	7	-	-	PUNCT
futech-604	180	8	based	base	VERB
futech-604	180	9	resource	resource	NOUN
futech-604	180	10	allocation	allocation	NOUN
futech-604	180	11	across	across	ADP
futech-604	180	12	four	four	NUM
futech-604	180	13	nvidia	nvidia	PROPN
futech-604	180	14	tesla	tesla	PROPN
futech-604	180	15	v100	v100	PROPN
futech-604	180	16	gpus	gpus	PROPN
futech-604	180	17	.	.	PUNCT
futech-604	181	1	model	model	PROPN
futech-604	181	2	versioning	versione	VERB
futech-604	181	3	utilized	utilize	VERB
futech-604	181	4	mlflow	mlflow	NOUN
futech-604	181	5	,	,	PUNCT
futech-604	181	6	maintaining	maintain	VERB
futech-604	181	7	three	three	NUM
futech-604	181	8	versions	version	NOUN
futech-604	181	9	(	(	PUNCT
futech-604	181	10	production	production	NOUN
futech-604	181	11	,	,	PUNCT
futech-604	181	12	staging	staging	NOUN
futech-604	181	13	,	,	PUNCT
futech-604	181	14	experimental	experimental	ADJ
futech-604	181	15	)	)	PUNCT
futech-604	181	16	with	with	ADP
futech-604	181	17	automated	automate	VERB
futech-604	181	18	a	a	DET
futech-604	181	19	/	/	SYM
futech-604	181	20	b	b	NOUN
futech-604	181	21	testing	testing	NOUN
futech-604	181	22	.	.	PUNCT
futech-604	182	1	real	real	ADJ
futech-604	182	2	-	-	PUNCT
futech-604	182	3	time	time	NOUN
futech-604	182	4	processing	processing	NOUN
futech-604	182	5	capabilities	capability	NOUN
futech-604	182	6	were	be	AUX
futech-604	182	7	achieved	achieve	VERB
futech-604	182	8	through	through	ADP
futech-604	182	9	a	a	DET
futech-604	182	10	three	three	NUM
futech-604	182	11	-	-	PUNCT
futech-604	182	12	tier	tier	NOUN
futech-604	182	13	caching	cache	VERB
futech-604	182	14	strategy	strategy	NOUN
futech-604	182	15	:	:	PUNCT
futech-604	182	16	redis	redi	NOUN
futech-604	182	17	for	for	ADP
futech-604	182	18	hot	hot	ADJ
futech-604	182	19	data	datum	NOUN
futech-604	182	20	with	with	ADP
futech-604	182	21	sub	sub	ADJ
futech-604	182	22	-	-	ADJ
futech-604	182	23	millisecond	millisecond	ADJ
futech-604	182	24	access	access	NOUN
futech-604	182	25	latency	latency	NOUN
futech-604	182	26	,	,	PUNCT
futech-604	182	27	postgresql	postgresql	NOUN
futech-604	182	28	for	for	ADP
futech-604	182	29	structured	structured	ADJ
futech-604	182	30	queries	query	NOUN
futech-604	182	31	with	with	ADP
futech-604	182	32	indexed	indexed	ADJ
futech-604	182	33	access	access	NOUN
futech-604	182	34	patterns	pattern	NOUN
futech-604	182	35	,	,	PUNCT
futech-604	182	36	and	and	CCONJ
futech-604	182	37	apache	apache	PROPN
futech-604	182	38	hadoop	hadoop	NOUN
futech-604	182	39	for	for	ADP
futech-604	182	40	historical	historical	ADJ
futech-604	182	41	data	datum	NOUN
futech-604	182	42	analysis	analysis	NOUN
futech-604	182	43	.	.	PUNCT
futech-604	183	1	the	the	DET
futech-604	183	2	stream	stream	NOUN
futech-604	183	3	processing	processing	NOUN
futech-604	183	4	pipeline	pipeline	NOUN
futech-604	183	5	implemented	implement	VERB
futech-604	183	6	apache	apache	PROPN
futech-604	183	7	flink	flink	PROPN
futech-604	183	8	for	for	ADP
futech-604	183	9	complex	complex	ADJ
futech-604	183	10	event	event	NOUN
futech-604	183	11	processing	processing	NOUN
futech-604	183	12	,	,	PUNCT
futech-604	183	13	maintaining	maintain	VERB
futech-604	183	14	sub-50ms	sub-50ms	NUM
futech-604	183	15	latency	latency	NOUN
futech-604	183	16	for	for	ADP
futech-604	183	17	the	the	DET
futech-604	183	18	99.5th	99.5th	NUM
futech-604	183	19	percentile	percentile	NOUN
futech-604	183	20	of	of	ADP
futech-604	183	21	transactions	transaction	NOUN
futech-604	183	22	while	while	SCONJ
futech-604	183	23	processing	process	VERB
futech-604	183	24	concurrent	concurrent	ADJ
futech-604	183	25	data	datum	NOUN
futech-604	183	26	streams	stream	NOUN
futech-604	183	27	from	from	ADP
futech-604	183	28	multiple	multiple	ADJ
futech-604	183	29	production	production	NOUN
futech-604	183	30	lines	line	NOUN
futech-604	183	31	.	.	PUNCT
futech-604	184	1	5.3	5.3	NUM
futech-604	184	2	real	real	ADJ
futech-604	184	3	-	-	PUNCT
futech-604	184	4	time	time	NOUN
futech-604	184	5	data	datum	NOUN
futech-604	184	6	visualization	visualization	NOUN
futech-604	184	7	implementation	implementation	NOUN
futech-604	184	8	the	the	DET
futech-604	184	9	visualization	visualization	NOUN
futech-604	184	10	implementation	implementation	NOUN
futech-604	184	11	adopted	adopt	VERB
futech-604	184	12	a	a	DET
futech-604	184	13	componentbased	componentbased	ADJ
futech-604	184	14	architecture	architecture	NOUN
futech-604	184	15	using	use	VERB
futech-604	184	16	react.js	react.js	X
futech-604	184	17	(	(	PUNCT
futech-604	184	18	v18.2.0	v18.2.0	PROPN
futech-604	184	19	)	)	PUNCT
futech-604	184	20	for	for	ADP
futech-604	184	21	dynamic	dynamic	ADJ
futech-604	184	22	user	user	NOUN
futech-604	184	23	interfaces	interface	NOUN
futech-604	184	24	and	and	CCONJ
futech-604	184	25	d3.js	d3.js	NOUN
futech-604	184	26	combined	combine	VERB
futech-604	184	27	with	with	ADP
futech-604	184	28	apache	apache	NOUN
futech-604	184	29	echarts	echart	NOUN
futech-604	184	30	for	for	ADP
futech-604	184	31	complex	complex	ADJ
futech-604	184	32	data	datum	NOUN
futech-604	184	33	visualizations	visualization	NOUN
futech-604	184	34	.	.	PUNCT
futech-604	185	1	the	the	DET
futech-604	185	2	dashboard	dashboard	NOUN
futech-604	185	3	framework	framework	NOUN
futech-604	185	4	implemented	implement	VERB
futech-604	185	5	websocket	websocket	NOUN
futech-604	185	6	connections	connection	NOUN
futech-604	185	7	,	,	PUNCT
futech-604	185	8	maintaining	maintain	VERB
futech-604	185	9	12	12	NUM
futech-604	185	10	frames	frame	NOUN
futech-604	185	11	per	per	ADP
futech-604	185	12	second	second	ADJ
futech-604	185	13	(	(	PUNCT
futech-604	185	14	fps	fps	NOUN
futech-604	185	15	)	)	PUNCT
futech-604	185	16	update	update	NOUN
futech-604	185	17	rates	rate	NOUN
futech-604	185	18	per	per	ADP
futech-604	185	19	concurrent	concurrent	ADJ
futech-604	185	20	user	user	NOUN
futech-604	185	21	session	session	NOUN
futech-604	185	22	,	,	PUNCT
futech-604	185	23	exceeding	exceed	VERB
futech-604	185	24	the	the	DET
futech-604	185	25	10	10	NUM
futech-604	185	26	fps	fps	NOUN
futech-604	185	27	threshold	threshold	NOUN
futech-604	185	28	required	require	VERB
futech-604	185	29	for	for	ADP
futech-604	185	30	perceived	perceive	VERB
futech-604	185	31	realtime	realtime	NOUN
futech-604	185	32	responsiveness	responsiveness	NOUN
futech-604	185	33	.	.	PUNCT
futech-604	186	1	figure	figure	NOUN
futech-604	186	2	5	5	NUM
futech-604	186	3	.	.	PUNCT
futech-604	186	4	real	real	ADJ
futech-604	186	5	-	-	PUNCT
futech-604	186	6	time	time	NOUN
futech-604	186	7	data	datum	NOUN
futech-604	186	8	visualization	visualization	NOUN
futech-604	186	9	dashboard	dashboard	NOUN
futech-604	186	10	interface	interface	NOUN
futech-604	186	11	as	as	SCONJ
futech-604	186	12	shown	show	VERB
futech-604	186	13	in	in	ADP
futech-604	186	14	figure	figure	NOUN
futech-604	186	15	5	5	NUM
futech-604	186	16	,	,	PUNCT
futech-604	186	17	the	the	DET
futech-604	186	18	implementation	implementation	NOUN
futech-604	186	19	comprised	comprise	VERB
futech-604	186	20	four	four	NUM
futech-604	186	21	integrated	integrate	VERB
futech-604	186	22	dashboard	dashboard	NOUN
futech-604	186	23	views	view	NOUN
futech-604	186	24	:	:	PUNCT
futech-604	186	25	production	production	NOUN
futech-604	186	26	overview	overview	NOUN
futech-604	186	27	displaying	display	VERB
futech-604	186	28	single	single	ADJ
futech-604	186	29	-	-	PUNCT
futech-604	186	30	line	line	NOUN
futech-604	186	31	real	real	ADJ
futech-604	186	32	-	-	PUNCT
futech-604	186	33	time	time	NOUN
futech-604	186	34	data	datum	NOUN
futech-604	186	35	with	with	ADP
futech-604	186	36	key	key	ADJ
futech-604	186	37	performance	performance	NOUN
futech-604	186	38	indicators	indicator	NOUN
futech-604	186	39	,	,	PUNCT
futech-604	186	40	quality	quality	NOUN
futech-604	186	41	monitoring	monitoring	NOUN
futech-604	186	42	featuring	feature	VERB
futech-604	186	43	spc	spc	PROPN
futech-604	186	44	control	control	PROPN
futech-604	186	45	charts	chart	NOUN
futech-604	186	46	and	and	CCONJ
futech-604	186	47	defect	defect	VERB
futech-604	186	48	analysis	analysis	NOUN
futech-604	186	49	,	,	PUNCT
futech-604	186	50	equipment	equipment	NOUN
futech-604	186	51	status	status	NOUN
futech-604	186	52	with	with	ADP
futech-604	186	53	interactive	interactive	ADJ
futech-604	186	54	facility	facility	NOUN
futech-604	186	55	layout	layout	NOUN
futech-604	186	56	visualization	visualization	NOUN
futech-604	186	57	,	,	PUNCT
futech-604	186	58	and	and	CCONJ
futech-604	186	59	predictive	predictive	ADJ
futech-604	186	60	warning	warning	NOUN
futech-604	186	61	systems	system	NOUN
futech-604	186	62	with	with	ADP
futech-604	186	63	temporal	temporal	ADJ
futech-604	186	64	forecasting	forecasting	NOUN
futech-604	186	65	displays	display	NOUN
futech-604	186	66	.	.	PUNCT
futech-604	187	1	the	the	DET
futech-604	187	2	visualization	visualization	NOUN
futech-604	187	3	pipeline	pipeline	NOUN
futech-604	187	4	implemented	implement	VERB
futech-604	187	5	intelligent	intelligent	ADJ
futech-604	187	6	data	datum	NOUN
futech-604	187	7	reduction	reduction	NOUN
futech-604	187	8	techniques	technique	NOUN
futech-604	187	9	to	to	PART
futech-604	187	10	manage	manage	VERB
futech-604	187	11	rendering	rendering	NOUN
futech-604	187	12	complexity	complexity	NOUN
futech-604	187	13	while	while	SCONJ
futech-604	187	14	maintaining	maintain	VERB
futech-604	187	15	visual	visual	ADJ
futech-604	187	16	clarity	clarity	NOUN
futech-604	187	17	.	.	PUNCT
futech-604	188	1	temporal	temporal	ADJ
futech-604	188	2	aggregation	aggregation	NOUN
futech-604	188	3	algorithms	algorithm	NOUN
futech-604	188	4	compressed	compress	VERB
futech-604	188	5	highfrequency	highfrequency	NOUN
futech-604	188	6	sensor	sensor	NOUN
futech-604	188	7	data	datum	NOUN
futech-604	188	8	into	into	ADP
futech-604	188	9	5	5	NUM
futech-604	188	10	-	-	PUNCT
futech-604	188	11	second	second	ADJ
futech-604	188	12	,	,	PUNCT
futech-604	188	13	1	1	NUM
futech-604	188	14	-	-	PUNCT
futech-604	188	15	minute	minute	NOUN
futech-604	188	16	,	,	PUNCT
futech-604	188	17	and	and	CCONJ
futech-604	188	18	5	5	NUM
futech-604	188	19	-	-	PUNCT
futech-604	188	20	minute	minute	NOUN
futech-604	188	21	windows	window	NOUN
futech-604	188	22	based	base	VERB
futech-604	188	23	on	on	ADP
futech-604	188	24	user	user	NOUN
futech-604	188	25	zoom	zoom	NOUN
futech-604	188	26	levels	level	NOUN
futech-604	188	27	.	.	PUNCT
futech-604	189	1	spatial	spatial	ADJ
futech-604	189	2	clustering	clustering	ADJ
futech-604	189	3	techniques	technique	NOUN
futech-604	189	4	grouped	group	VERB
futech-604	189	5	related	relate	VERB
futech-604	189	6	equipment	equipment	NOUN
futech-604	189	7	data	datum	NOUN
futech-604	189	8	points	point	NOUN
futech-604	189	9	,	,	PUNCT
futech-604	189	10	reducing	reduce	VERB
futech-604	189	11	visual	visual	ADJ
futech-604	189	12	clutter	clutter	NOUN
futech-604	189	13	while	while	SCONJ
futech-604	189	14	preserving	preserve	VERB
futech-604	189	15	critical	critical	ADJ
futech-604	189	16	information	information	NOUN
futech-604	189	17	density	density	NOUN
futech-604	189	18	.	.	PUNCT
futech-604	190	1	the	the	DET
futech-604	190	2	implementation	implementation	NOUN
futech-604	190	3	incorporated	incorporate	VERB
futech-604	190	4	progressive	progressive	ADJ
futech-604	190	5	disclosure	disclosure	NOUN
futech-604	190	6	patterns	pattern	NOUN
futech-604	190	7	,	,	PUNCT
futech-604	190	8	revealing	reveal	VERB
futech-604	190	9	additional	additional	ADJ
futech-604	190	10	detail	detail	NOUN
futech-604	190	11	layers	layer	NOUN
futech-604	190	12	through	through	ADP
futech-604	190	13	user	user	NOUN
futech-604	190	14	interaction	interaction	NOUN
futech-604	190	15	rather	rather	ADV
futech-604	190	16	than	than	ADP
futech-604	190	17	overwhelming	overwhelming	ADJ
futech-604	190	18	initial	initial	ADJ
futech-604	190	19	views	view	NOUN
futech-604	190	20	.	.	PUNCT
futech-604	191	1	user	user	NOUN
futech-604	191	2	interaction	interaction	NOUN
futech-604	191	3	features	feature	NOUN
futech-604	191	4	included	include	VERB
futech-604	191	5	drill	drill	NOUN
futech-604	191	6	-	-	PUNCT
futech-604	191	7	down	down	ADP
futech-604	191	8	capabilities	capability	NOUN
futech-604	191	9	enabling	enable	VERB
futech-604	191	10	navigation	navigation	NOUN
futech-604	191	11	from	from	ADP
futech-604	191	12	facility	facility	NOUN
futech-604	191	13	-	-	PUNCT
futech-604	191	14	level	level	NOUN
futech-604	191	15	overviews	overview	NOUN
futech-604	191	16	to	to	ADP
futech-604	191	17	individual	individual	ADJ
futech-604	191	18	equipment	equipment	NOUN
futech-604	191	19	details	detail	NOUN
futech-604	191	20	,	,	PUNCT
futech-604	191	21	configurable	configurable	ADJ
futech-604	191	22	alert	alert	NOUN
futech-604	191	23	thresholds	threshold	NOUN
futech-604	191	24	with	with	ADP
futech-604	191	25	visual	visual	ADJ
futech-604	191	26	highlighting	highlighting	NOUN
futech-604	191	27	of	of	ADP
futech-604	191	28	out	out	ADP
futech-604	191	29	-	-	PUNCT
futech-604	191	30	of	of	ADP
futech-604	191	31	-	-	PUNCT
futech-604	191	32	range	range	NOUN
futech-604	191	33	conditions	condition	NOUN
futech-604	191	34	,	,	PUNCT
futech-604	191	35	and	and	CCONJ
futech-604	191	36	rolebased	rolebase	VERB
futech-604	191	37	dashboard	dashboard	NOUN
futech-604	191	38	customization	customization	NOUN
futech-604	191	39	supporting	support	VERB
futech-604	191	40	operator	operator	NOUN
futech-604	191	41	,	,	PUNCT
futech-604	191	42	supervisor	supervisor	NOUN
futech-604	191	43	,	,	PUNCT
futech-604	191	44	and	and	CCONJ
futech-604	191	45	executive	executive	ADJ
futech-604	191	46	personas	persona	NOUN
futech-604	191	47	.	.	PUNCT
futech-604	192	1	mobile	mobile	ADJ
futech-604	192	2	responsiveness	responsiveness	NOUN
futech-604	192	3	was	be	AUX
futech-604	192	4	achieved	achieve	VERB
futech-604	192	5	through	through	ADP
futech-604	192	6	adaptive	adaptive	ADJ
futech-604	192	7	layouts	layout	NOUN
futech-604	192	8	optimized	optimize	VERB
futech-604	192	9	for	for	ADP
futech-604	192	10	tablets	tablet	NOUN
futech-604	192	11	and	and	CCONJ
futech-604	192	12	smartphones	smartphone	NOUN
futech-604	192	13	,	,	PUNCT
futech-604	192	14	maintaining	maintain	VERB
futech-604	192	15	functionality	functionality	NOUN
futech-604	192	16	across	across	ADP
futech-604	192	17	4	4	NUM
futech-604	192	18	g	g	NOUN
futech-604	192	19	network	network	NOUN
futech-604	192	20	conditions	condition	NOUN
futech-604	192	21	with	with	ADP
futech-604	192	22	180ms	180ms	ADJ
futech-604	192	23	average	average	ADJ
futech-604	192	24	response	response	NOUN
futech-604	192	25	times	time	NOUN
futech-604	192	26	.	.	PUNCT
futech-604	193	1	chenghsien	chenghsien	PROPN
futech-604	193	2	tsai	tsai	PROPN
futech-604	193	3	et	et	PROPN
futech-604	193	4	al	al	PROPN
futech-604	193	5	.	.	PROPN
futech-604	193	6	/future	/future	PUNCT
futech-604	193	7	technology	technology	PROPN
futech-604	193	8	february	february	PROPN
futech-604	193	9	2026|	2026|	NUM
futech-604	193	10	volume	volume	NOUN
futech-604	193	11	05	05	NUM
futech-604	194	1	|	|	ADV
futech-604	194	2	issue	issue	NOUN
futech-604	194	3	01	01	NUM
futech-604	195	1	|	|	NOUN
futech-604	195	2	pages	page	VERB
futech-604	195	3	263	263	NUM
futech-604	195	4	-	-	SYM
futech-604	195	5	277	277	NUM
futech-604	195	6	271	271	NUM
futech-604	195	7	the	the	DET
futech-604	195	8	visualization	visualization	NOUN
futech-604	195	9	framework	framework	NOUN
futech-604	195	10	is	be	AUX
futech-604	195	11	integrated	integrate	VERB
futech-604	195	12	with	with	ADP
futech-604	195	13	existing	exist	VERB
futech-604	195	14	business	business	NOUN
futech-604	195	15	intelligence	intelligence	NOUN
futech-604	195	16	(	(	PUNCT
futech-604	195	17	bi	bi	NOUN
futech-604	195	18	)	)	PUNCT
futech-604	195	19	tools	tool	NOUN
futech-604	195	20	through	through	ADP
futech-604	195	21	standardized	standardized	ADJ
futech-604	195	22	data	data	NOUN
futech-604	195	23	export	export	NOUN
futech-604	195	24	formats	format	NOUN
futech-604	195	25	,	,	PUNCT
futech-604	195	26	enabling	enable	VERB
futech-604	195	27	advanced	advanced	ADJ
futech-604	195	28	analytics	analytic	NOUN
futech-604	195	29	in	in	ADP
futech-604	195	30	tableau	tableau	PROPN
futech-604	195	31	and	and	CCONJ
futech-604	195	32	power	power	NOUN
futech-604	195	33	bi	bi	ADJ
futech-604	195	34	environments	environment	NOUN
futech-604	195	35	.	.	PUNCT
futech-604	196	1	5.4	5.4	NUM
futech-604	196	2	case	case	NOUN
futech-604	196	3	study	study	NOUN
futech-604	196	4	:	:	PUNCT
futech-604	196	5	manufacturing	manufacturing	NOUN
futech-604	196	6	facility	facility	NOUN
futech-604	196	7	application	application	NOUN
futech-604	196	8	the	the	DET
futech-604	196	9	case	case	NOUN
futech-604	196	10	study	study	NOUN
futech-604	196	11	deployed	deploy	VERB
futech-604	196	12	the	the	DET
futech-604	196	13	ai	ai	NOUN
futech-604	196	14	-	-	PUNCT
futech-604	196	15	assisted	assist	VERB
futech-604	196	16	flexible	flexible	ADJ
futech-604	196	17	mes	me	NOUN
futech-604	196	18	on	on	ADP
futech-604	196	19	five	five	NUM
futech-604	196	20	lines	line	NOUN
futech-604	196	21	producing	produce	VERB
futech-604	196	22	electronic	electronic	ADJ
futech-604	196	23	enclosures	enclosure	NOUN
futech-604	196	24	with	with	ADP
futech-604	196	25	a	a	DET
futech-604	196	26	high	high	ADJ
futech-604	196	27	variety	variety	NOUN
futech-604	196	28	:	:	PUNCT
futech-604	196	29	>	>	SYM
futech-604	196	30	150	150	NUM
futech-604	196	31	stock	stock	NOUN
futech-604	196	32	keeping	keep	VERB
futech-604	196	33	units	unit	NOUN
futech-604	196	34	(	(	PUNCT
futech-604	196	35	skus	skus	PROPN
futech-604	196	36	)	)	PUNCT
futech-604	196	37	and	and	CCONJ
futech-604	196	38	batch	batch	VERB
futech-604	196	39	sizes	size	NOUN
futech-604	196	40	of	of	ADP
futech-604	196	41	50–5,000	50–5,000	NUM
futech-604	196	42	units	unit	NOUN
futech-604	196	43	.	.	PUNCT
futech-604	197	1	the	the	DET
futech-604	197	2	environment	environment	NOUN
futech-604	197	3	posed	pose	VERB
futech-604	197	4	notable	notable	ADJ
futech-604	197	5	challenges	challenge	NOUN
futech-604	197	6	—	—	PUNCT
futech-604	197	7	frequent	frequent	ADJ
futech-604	197	8	changeovers	changeover	NOUN
futech-604	197	9	(	(	PUNCT
futech-604	197	10	~15	~15	X
futech-604	197	11	per	per	ADP
futech-604	197	12	day	day	NOUN
futech-604	197	13	)	)	PUNCT
futech-604	197	14	,	,	PUNCT
futech-604	197	15	mixed	mixed	ADJ
futech-604	197	16	-	-	PUNCT
futech-604	197	17	model	model	NOUN
futech-604	197	18	assembly	assembly	NOUN
futech-604	197	19	,	,	PUNCT
futech-604	197	20	and	and	CCONJ
futech-604	197	21	stringent	stringent	ADJ
futech-604	197	22	quality	quality	NOUN
futech-604	197	23	targets	target	NOUN
futech-604	197	24	of	of	ADP
futech-604	197	25	<	<	X
futech-604	197	26	1,000	1,000	NUM
futech-604	197	27	parts	part	NOUN
futech-604	197	28	per	per	ADP
futech-604	197	29	million	million	NUM
futech-604	197	30	(	(	PUNCT
futech-604	197	31	ppm	ppm	NOUN
futech-604	197	32	)	)	PUNCT
futech-604	197	33	.	.	PUNCT
futech-604	198	1	a	a	DET
futech-604	198	2	staged	stage	VERB
futech-604	198	3	approach	approach	NOUN
futech-604	198	4	was	be	AUX
futech-604	198	5	adopted	adopt	VERB
futech-604	198	6	,	,	PUNCT
futech-604	198	7	starting	start	VERB
futech-604	198	8	with	with	ADP
futech-604	198	9	a	a	DET
futech-604	198	10	pilot	pilot	NOUN
futech-604	198	11	on	on	ADP
futech-604	198	12	line	line	NOUN
futech-604	198	13	1	1	NUM
futech-604	198	14	selected	select	VERB
futech-604	198	15	for	for	ADP
futech-604	198	16	a	a	DET
futech-604	198	17	representative	representative	ADJ
futech-604	198	18	mix	mix	NOUN
futech-604	198	19	and	and	CCONJ
futech-604	198	20	moderate	moderate	ADJ
futech-604	198	21	complexity	complexity	NOUN
futech-604	198	22	.	.	PUNCT
futech-604	199	1	the	the	DET
futech-604	199	2	30	30	NUM
futech-604	199	3	-	-	PUNCT
futech-604	199	4	day	day	NOUN
futech-604	199	5	pilot	pilot	NOUN
futech-604	199	6	established	establish	VERB
futech-604	199	7	baselines	baseline	NOUN
futech-604	199	8	and	and	CCONJ
futech-604	199	9	validated	validated	ADJ
futech-604	199	10	performance	performance	NOUN
futech-604	199	11	under	under	ADP
futech-604	199	12	production	production	NOUN
futech-604	199	13	conditions	condition	NOUN
futech-604	199	14	.	.	PUNCT
futech-604	200	1	key	key	ADJ
futech-604	200	2	performance	performance	NOUN
futech-604	200	3	indicators	indicator	NOUN
futech-604	200	4	(	(	PUNCT
futech-604	200	5	kpis	kpis	PROPN
futech-604	200	6	)	)	PUNCT
futech-604	200	7	tracked	track	VERB
futech-604	200	8	included	include	VERB
futech-604	200	9	overall	overall	ADJ
futech-604	200	10	equipment	equipment	NOUN
futech-604	200	11	effectiveness	effectiveness	NOUN
futech-604	200	12	(	(	PUNCT
futech-604	200	13	oee	oee	ADJ
futech-604	200	14	)	)	PUNCT
futech-604	200	15	,	,	PUNCT
futech-604	200	16	changeover	changeover	NOUN
futech-604	200	17	time	time	NOUN
futech-604	200	18	,	,	PUNCT
futech-604	200	19	first	first	ADJ
futech-604	200	20	-	-	PUNCT
futech-604	200	21	pass	pass	NOUN
futech-604	200	22	yield	yield	NOUN
futech-604	200	23	,	,	PUNCT
futech-604	200	24	and	and	CCONJ
futech-604	200	25	energy	energy	NOUN
futech-604	200	26	per	per	ADP
futech-604	200	27	unit	unit	NOUN
futech-604	200	28	.	.	PUNCT
futech-604	201	1	after	after	ADP
futech-604	201	2	achieving	achieve	VERB
futech-604	201	3	82	82	NUM
futech-604	201	4	%	%	NOUN
futech-604	201	5	oee	oee	NOUN
futech-604	201	6	versus	versus	ADP
futech-604	201	7	a	a	DET
futech-604	201	8	60	60	NUM
futech-604	201	9	%	%	NOUN
futech-604	201	10	baseline	baseline	NOUN
futech-604	201	11	,	,	PUNCT
futech-604	201	12	the	the	DET
futech-604	201	13	rollout	rollout	NOUN
futech-604	201	14	expanded	expand	VERB
futech-604	201	15	to	to	ADP
futech-604	201	16	the	the	DET
futech-604	201	17	remaining	remain	VERB
futech-604	201	18	lines	line	NOUN
futech-604	201	19	over	over	ADP
futech-604	201	20	12	12	NUM
futech-604	201	21	weeks	week	NOUN
futech-604	201	22	.	.	PUNCT
futech-604	202	1	each	each	DET
futech-604	202	2	deployment	deployment	NOUN
futech-604	202	3	incorporated	incorporate	VERB
futech-604	202	4	lessons	lesson	NOUN
futech-604	202	5	learned	learn	VERB
futech-604	202	6	,	,	PUNCT
futech-604	202	7	reducing	reduce	VERB
futech-604	202	8	per	per	ADP
futech-604	202	9	-	-	PUNCT
futech-604	202	10	line	line	NOUN
futech-604	202	11	implementation	implementation	NOUN
futech-604	202	12	time	time	NOUN
futech-604	202	13	from	from	ADP
futech-604	202	14	15	15	NUM
futech-604	202	15	days	day	NOUN
futech-604	202	16	on	on	ADP
futech-604	202	17	line	line	NOUN
futech-604	202	18	1	1	NUM
futech-604	202	19	to	to	PART
futech-604	202	20	7	7	NUM
futech-604	202	21	days	day	NOUN
futech-604	202	22	on	on	ADP
futech-604	202	23	line	line	NOUN
futech-604	202	24	5	5	NUM
futech-604	202	25	.	.	PUNCT
futech-604	202	26	operational	operational	ADJ
futech-604	202	27	scenarios	scenario	NOUN
futech-604	202	28	demonstrated	demonstrate	VERB
futech-604	202	29	system	system	NOUN
futech-604	202	30	flexibility	flexibility	NOUN
futech-604	202	31	through	through	ADP
futech-604	202	32	rapid	rapid	ADJ
futech-604	202	33	response	response	NOUN
futech-604	202	34	to	to	ADP
futech-604	202	35	dynamic	dynamic	ADJ
futech-604	202	36	conditions	condition	NOUN
futech-604	202	37	.	.	PUNCT
futech-604	203	1	during	during	ADP
futech-604	203	2	a	a	DET
futech-604	203	3	critical	critical	ADJ
futech-604	203	4	customer	customer	NOUN
futech-604	203	5	order	order	NOUN
futech-604	203	6	requiring	require	VERB
futech-604	203	7	an	an	DET
futech-604	203	8	87.5	87.5	NUM
futech-604	203	9	%	%	NOUN
futech-604	203	10	reduction	reduction	NOUN
futech-604	203	11	in	in	ADP
futech-604	203	12	standard	standard	ADJ
futech-604	203	13	changeover	changeover	NOUN
futech-604	203	14	time	time	NOUN
futech-604	203	15	,	,	PUNCT
futech-604	203	16	the	the	DET
futech-604	203	17	ai	ai	ADJ
futech-604	203	18	scheduling	scheduling	NOUN
futech-604	203	19	optimizer	optimizer	NOUN
futech-604	203	20	reconfigured	reconfigure	VERB
futech-604	203	21	production	production	NOUN
futech-604	203	22	sequences	sequence	NOUN
futech-604	203	23	,	,	PUNCT
futech-604	203	24	grouped	group	VERB
futech-604	203	25	similar	similar	ADJ
futech-604	203	26	products	product	NOUN
futech-604	203	27	,	,	PUNCT
futech-604	203	28	and	and	CCONJ
futech-604	203	29	pre	pre	ADJ
futech-604	203	30	-	-	ADJ
futech-604	203	31	positioned	positioned	ADJ
futech-604	203	32	materials	material	NOUN
futech-604	203	33	,	,	PUNCT
futech-604	203	34	achieving	achieve	VERB
futech-604	203	35	15	15	NUM
futech-604	203	36	-	-	PUNCT
futech-604	203	37	minute	minute	NOUN
futech-604	203	38	changeovers	changeover	NOUN
futech-604	203	39	compared	compare	VERB
futech-604	203	40	to	to	ADP
futech-604	203	41	the	the	DET
futech-604	203	42	previous	previous	ADJ
futech-604	203	43	120	120	NUM
futech-604	203	44	-	-	PUNCT
futech-604	203	45	minute	minute	NOUN
futech-604	203	46	standard	standard	NOUN
futech-604	203	47	.	.	PUNCT
futech-604	204	1	quality	quality	NOUN
futech-604	204	2	emergencies	emergency	NOUN
futech-604	204	3	were	be	AUX
futech-604	204	4	addressed	address	VERB
futech-604	204	5	through	through	ADP
futech-604	204	6	real	real	ADJ
futech-604	204	7	-	-	PUNCT
futech-604	204	8	time	time	NOUN
futech-604	204	9	spc	spc	PROPN
futech-604	204	10	monitoring	monitoring	NOUN
futech-604	204	11	,	,	PUNCT
futech-604	204	12	with	with	ADP
futech-604	204	13	the	the	DET
futech-604	204	14	system	system	NOUN
futech-604	204	15	detecting	detect	VERB
futech-604	204	16	process	process	NOUN
futech-604	204	17	drift	drift	NOUN
futech-604	204	18	25	25	NUM
futech-604	204	19	minutes	minute	NOUN
futech-604	204	20	before	before	SCONJ
futech-604	204	21	traditional	traditional	ADJ
futech-604	204	22	control	control	NOUN
futech-604	204	23	limits	limit	NOUN
futech-604	204	24	would	would	AUX
futech-604	204	25	trigger	trigger	VERB
futech-604	204	26	,	,	PUNCT
futech-604	204	27	preventing	prevent	VERB
futech-604	204	28	the	the	DET
futech-604	204	29	production	production	NOUN
futech-604	204	30	of	of	ADP
futech-604	204	31	1,250	1,250	NUM
futech-604	204	32	potentially	potentially	ADV
futech-604	204	33	defective	defective	ADJ
futech-604	204	34	units	unit	NOUN
futech-604	204	35	.	.	PUNCT
futech-604	205	1	the	the	DET
futech-604	205	2	predictive	predictive	ADJ
futech-604	205	3	maintenance	maintenance	NOUN
futech-604	205	4	system	system	NOUN
futech-604	205	5	successfully	successfully	ADV
futech-604	205	6	identified	identify	VERB
futech-604	205	7	bearing	bear	VERB
futech-604	205	8	degradation	degradation	NOUN
futech-604	205	9	in	in	ADP
futech-604	205	10	the	the	DET
futech-604	205	11	injection	injection	NOUN
futech-604	205	12	molding	mold	VERB
futech-604	205	13	machine	machine	NOUN
futech-604	205	14	inj-003	inj-003	NOUN
futech-604	205	15	eighteen	eighteen	NUM
futech-604	205	16	hours	hour	NOUN
futech-604	205	17	before	before	ADP
futech-604	205	18	failure	failure	NOUN
futech-604	205	19	,	,	PUNCT
futech-604	205	20	enabling	enable	VERB
futech-604	205	21	scheduled	schedule	VERB
futech-604	205	22	maintenance	maintenance	NOUN
futech-604	205	23	during	during	ADP
futech-604	205	24	planned	planned	ADJ
futech-604	205	25	downtime	downtime	NOUN
futech-604	205	26	.	.	PUNCT
futech-604	206	1	5.5	5.5	NUM
futech-604	206	2	system	system	NOUN
futech-604	206	3	performance	performance	NOUN
futech-604	206	4	evaluation	evaluation	NOUN
futech-604	206	5	system	system	NOUN
futech-604	206	6	performance	performance	NOUN
futech-604	206	7	evaluation	evaluation	NOUN
futech-604	206	8	employed	employ	VERB
futech-604	206	9	comprehensive	comprehensive	ADJ
futech-604	206	10	metrics	metric	NOUN
futech-604	206	11	validating	validate	VERB
futech-604	206	12	achievement	achievement	NOUN
futech-604	206	13	of	of	ADP
futech-604	206	14	design	design	NOUN
futech-604	206	15	targets	target	NOUN
futech-604	206	16	across	across	ADP
futech-604	206	17	all	all	DET
futech-604	206	18	critical	critical	ADJ
futech-604	206	19	dimensions	dimension	NOUN
futech-604	206	20	.	.	PUNCT
futech-604	207	1	real	real	ADJ
futech-604	207	2	-	-	PUNCT
futech-604	207	3	time	time	NOUN
futech-604	207	4	processing	processing	NOUN
futech-604	207	5	metrics	metric	NOUN
futech-604	207	6	confirmed	confirm	VERB
futech-604	207	7	sub-10ms	sub-10ms	NUM
futech-604	207	8	data	datum	NOUN
futech-604	207	9	collection	collection	NOUN
futech-604	207	10	latency	latency	NOUN
futech-604	207	11	for	for	ADP
futech-604	207	12	highspeed	highspeed	NOUN
futech-604	207	13	sensors	sensor	NOUN
futech-604	207	14	and	and	CCONJ
futech-604	207	15	42ms	42ms	ADJ
futech-604	207	16	average	average	ADJ
futech-604	207	17	stream	stream	NOUN
futech-604	207	18	processing	processing	NOUN
futech-604	207	19	delay	delay	NOUN
futech-604	207	20	,	,	PUNCT
futech-604	207	21	enabling	enable	VERB
futech-604	207	22	true	true	ADJ
futech-604	207	23	real	real	ADJ
futech-604	207	24	-	-	PUNCT
futech-604	207	25	time	time	NOUN
futech-604	207	26	decision	decision	NOUN
futech-604	207	27	support	support	NOUN
futech-604	207	28	.	.	PUNCT
futech-604	208	1	the	the	DET
futech-604	208	2	evaluation	evaluation	NOUN
futech-604	208	3	methodology	methodology	NOUN
futech-604	208	4	incorporated	incorporate	VERB
futech-604	208	5	continuous	continuous	ADJ
futech-604	208	6	monitoring	monitoring	NOUN
futech-604	208	7	via	via	ADP
futech-604	208	8	embedded	embed	VERB
futech-604	208	9	agents	agent	NOUN
futech-604	208	10	,	,	PUNCT
futech-604	208	11	stress	stress	NOUN
futech-604	208	12	testing	testing	NOUN
futech-604	208	13	under	under	ADP
futech-604	208	14	maximum	maximum	ADJ
futech-604	208	15	load	load	NOUN
futech-604	208	16	conditions	condition	NOUN
futech-604	208	17	,	,	PUNCT
futech-604	208	18	and	and	CCONJ
futech-604	208	19	statistical	statistical	ADJ
futech-604	208	20	validation	validation	NOUN
futech-604	208	21	using	use	VERB
futech-604	208	22	paired	pair	VERB
futech-604	208	23	t	t	NOUN
futech-604	208	24	-	-	PUNCT
futech-604	208	25	tests	test	NOUN
futech-604	208	26	with	with	ADP
futech-604	208	27	significance	significance	NOUN
futech-604	208	28	levels	level	NOUN
futech-604	208	29	at	at	ADP
futech-604	208	30	α	α	NOUN
futech-604	208	31	=	=	NOUN
futech-604	208	32	0.05	0.05	NUM
futech-604	208	33	.	.	PUNCT
futech-604	209	1	the	the	DET
futech-604	209	2	system	system	NOUN
futech-604	209	3	demonstrated	demonstrate	VERB
futech-604	209	4	robust	robust	ADJ
futech-604	209	5	scalability	scalability	NOUN
futech-604	209	6	,	,	PUNCT
futech-604	209	7	supporting	support	VERB
futech-604	209	8	5,832	5,832	NUM
futech-604	209	9	concurrent	concurrent	ADJ
futech-604	209	10	device	device	NOUN
futech-604	209	11	connections	connection	NOUN
futech-604	209	12	while	while	SCONJ
futech-604	209	13	maintaining	maintain	VERB
futech-604	209	14	99.9	99.9	NUM
futech-604	209	15	%	%	NOUN
futech-604	209	16	availability	availability	NOUN
futech-604	209	17	over	over	ADP
futech-604	209	18	72	72	NUM
futech-604	209	19	hours	hour	NOUN
futech-604	209	20	of	of	ADP
futech-604	209	21	continuous	continuous	ADJ
futech-604	209	22	operation	operation	NOUN
futech-604	209	23	,	,	PUNCT
futech-604	209	24	exceeding	exceed	VERB
futech-604	209	25	the	the	DET
futech-604	209	26	initial	initial	ADJ
futech-604	209	27	design	design	NOUN
futech-604	209	28	specifications	specification	NOUN
futech-604	209	29	by	by	ADP
futech-604	209	30	16.6	16.6	NUM
futech-604	209	31	%	%	NOUN
futech-604	209	32	in	in	ADP
futech-604	209	33	connection	connection	NOUN
futech-604	209	34	capacity	capacity	NOUN
futech-604	209	35	.	.	PUNCT
futech-604	210	1	section	section	NOUN
futech-604	210	2	6	6	NUM
futech-604	210	3	presents	present	NOUN
futech-604	210	4	comprehensive	comprehensive	ADJ
futech-604	210	5	results	result	NOUN
futech-604	210	6	across	across	ADP
futech-604	210	7	five	five	NUM
futech-604	210	8	evaluation	evaluation	NOUN
futech-604	210	9	dimensions	dimension	NOUN
futech-604	210	10	and	and	CCONJ
futech-604	210	11	discusses	discuss	VERB
futech-604	210	12	the	the	DET
futech-604	210	13	findings	finding	NOUN
futech-604	210	14	in	in	ADP
futech-604	210	15	relation	relation	NOUN
futech-604	210	16	to	to	PART
futech-604	210	17	research	research	VERB
futech-604	210	18	questions	question	NOUN
futech-604	210	19	and	and	CCONJ
futech-604	210	20	industry	industry	NOUN
futech-604	210	21	benchmarks	benchmark	NOUN
futech-604	210	22	.	.	PUNCT
futech-604	211	1	6	6	X
futech-604	211	2	.	.	NOUN
futech-604	211	3	results	result	NOUN
futech-604	211	4	and	and	CCONJ
futech-604	211	5	discussion	discussion	NOUN
futech-604	211	6	results	result	NOUN
futech-604	211	7	addressing	address	VERB
futech-604	211	8	research	research	NOUN
futech-604	211	9	questions	question	NOUN
futech-604	211	10	:	:	PUNCT
futech-604	211	11	this	this	DET
futech-604	211	12	section	section	NOUN
futech-604	211	13	presents	present	VERB
futech-604	211	14	comprehensive	comprehensive	ADJ
futech-604	211	15	evaluation	evaluation	NOUN
futech-604	211	16	results	result	NOUN
futech-604	211	17	organized	organize	VERB
futech-604	211	18	to	to	PART
futech-604	211	19	address	address	VERB
futech-604	211	20	the	the	DET
futech-604	211	21	four	four	NUM
futech-604	211	22	research	research	NOUN
futech-604	211	23	questions	question	NOUN
futech-604	211	24	posed	pose	VERB
futech-604	211	25	in	in	ADP
futech-604	211	26	section	section	NOUN
futech-604	211	27	1	1	NUM
futech-604	211	28	.	.	PUNCT
futech-604	212	1	rq1	rq1	NOUN
futech-604	212	2	(	(	PUNCT
futech-604	212	3	real	real	ADJ
futech-604	212	4	-	-	PUNCT
futech-604	212	5	time	time	NOUN
futech-604	212	6	performance	performance	NOUN
futech-604	212	7	):	):	PUNCT
futech-604	212	8	achieved	achieve	VERB
futech-604	212	9	system	system	NOUN
futech-604	212	10	throughput	throughput	NOUN
futech-604	212	11	12,500	12,500	NUM
futech-604	212	12	messages	message	NOUN
futech-604	212	13	per	per	ADP
futech-604	212	14	second	second	NOUN
futech-604	212	15	,	,	PUNCT
futech-604	212	16	data	datum	NOUN
futech-604	212	17	collection	collection	NOUN
futech-604	212	18	latency	latency	NOUN
futech-604	212	19	8.5ms	8.5ms	NUM
futech-604	212	20	,	,	PUNCT
futech-604	212	21	stream	stream	NOUN
futech-604	212	22	processing	processing	NOUN
futech-604	212	23	42ms	42ms	NOUN
futech-604	212	24	,	,	PUNCT
futech-604	212	25	5,832	5,832	NUM
futech-604	212	26	concurrent	concurrent	ADJ
futech-604	212	27	connections	connection	NOUN
futech-604	212	28	,	,	PUNCT
futech-604	212	29	99.9	99.9	NUM
futech-604	212	30	%	%	NOUN
futech-604	212	31	availability	availability	NOUN
futech-604	212	32	(	(	PUNCT
futech-604	212	33	section	section	NOUN
futech-604	212	34	6.1	6.1	NUM
futech-604	212	35	)	)	PUNCT
futech-604	212	36	.	.	PUNCT
futech-604	213	1	rq2	rq2	NOUN
futech-604	213	2	(	(	PUNCT
futech-604	213	3	performance	performance	NOUN
futech-604	213	4	impacts	impact	NOUN
futech-604	213	5	):	):	PUNCT
futech-604	213	6	productivity	productivity	NOUN
futech-604	213	7	+25	+25	NUM
futech-604	213	8	%	%	NOUN
futech-604	213	9	,	,	PUNCT
futech-604	213	10	defects	defect	NOUN
futech-604	213	11	65.7	65.7	NUM
futech-604	213	12	%	%	NOUN
futech-604	213	13	,	,	PUNCT
futech-604	213	14	changeover	changeover	NOUN
futech-604	213	15	time	time	NOUN
futech-604	213	16	-87.5	-87.5	INTJ
futech-604	213	17	%	%	NOUN
futech-604	213	18	,	,	PUNCT
futech-604	213	19	oee	oee	ADJ
futech-604	213	20	+22	+22	ADJ
futech-604	213	21	points	point	NOUN
futech-604	213	22	,	,	PUNCT
futech-604	213	23	all	all	ADV
futech-604	213	24	with	with	ADP
futech-604	213	25	p	p	NOUN
futech-604	213	26	less	less	ADJ
futech-604	213	27	than	than	ADP
futech-604	213	28	0.001	0.001	NUM
futech-604	213	29	(	(	PUNCT
futech-604	213	30	section	section	NOUN
futech-604	213	31	6.2	6.2	NUM
futech-604	213	32	)	)	PUNCT
futech-604	213	33	.	.	PUNCT
futech-604	214	1	rq3	rq3	PROPN
futech-604	214	2	(	(	PUNCT
futech-604	214	3	deployment	deployment	ADJ
futech-604	214	4	challenges	challenge	NOUN
futech-604	214	5	):	):	PUNCT
futech-604	214	6	eight	eight	NUM
futech-604	214	7	challenges	challenge	NOUN
futech-604	214	8	documented	document	VERB
futech-604	214	9	with	with	ADP
futech-604	214	10	solutions	solution	NOUN
futech-604	214	11	data	datum	NOUN
futech-604	214	12	completeness	completeness	NOUN
futech-604	214	13	85	85	NUM
futech-604	214	14	%	%	NOUN
futech-604	214	15	to	to	PART
futech-604	214	16	98.5	98.5	NUM
futech-604	214	17	%	%	NOUN
futech-604	214	18	,	,	PUNCT
futech-604	214	19	ai	ai	VERB
futech-604	214	20	override	override	NOUN
futech-604	214	21	rate	rate	NOUN
futech-604	214	22	40	40	NUM
futech-604	214	23	%	%	NOUN
futech-604	214	24	to	to	PART
futech-604	214	25	12	12	NUM
futech-604	214	26	%	%	NOUN
futech-604	214	27	,	,	PUNCT
futech-604	214	28	127	127	NUM
futech-604	214	29	vulnerabilities	vulnerability	NOUN
futech-604	214	30	remediated	remediate	VERB
futech-604	214	31	(	(	PUNCT
futech-604	214	32	section	section	NOUN
futech-604	214	33	6.4	6.4	NUM
futech-604	214	34	)	)	PUNCT
futech-604	214	35	.	.	PUNCT
futech-604	215	1	rq4	rq4	NOUN
futech-604	215	2	(	(	PUNCT
futech-604	215	3	trade	trade	NOUN
futech-604	215	4	-	-	PUNCT
futech-604	215	5	off	off	ADP
futech-604	215	6	resolution	resolution	NOUN
futech-604	215	7	):	):	PUNCT
futech-604	215	8	simultaneous	simultaneous	ADJ
futech-604	215	9	flexibility	flexibility	NOUN
futech-604	215	10	and	and	CCONJ
futech-604	215	11	efficiency	efficiency	NOUN
futech-604	215	12	improvements	improvement	NOUN
futech-604	215	13	confirmed	confirm	VERB
futech-604	215	14	(	(	PUNCT
futech-604	215	15	r	r	NOUN
futech-604	215	16	=	=	SYM
futech-604	215	17	0.12	0.12	NUM
futech-604	215	18	,	,	PUNCT
futech-604	215	19	p	p	X
futech-604	215	20	=	=	NOUN
futech-604	215	21	0.43	0.43	NUM
futech-604	215	22	)	)	PUNCT
futech-604	215	23	,	,	PUNCT
futech-604	215	24	challenging	challenge	VERB
futech-604	215	25	traditional	traditional	ADJ
futech-604	215	26	inverse	inverse	NOUN
futech-604	215	27	relationship	relationship	NOUN
futech-604	215	28	theory	theory	NOUN
futech-604	215	29	(	(	PUNCT
futech-604	215	30	sections	section	NOUN
futech-604	215	31	6.2	6.2	NUM
futech-604	215	32	-	-	SYM
futech-604	215	33	6.3	6.3	NUM
futech-604	215	34	)	)	PUNCT
futech-604	215	35	.	.	PUNCT
futech-604	216	1	6.1	6.1	NUM
futech-604	216	2	system	system	NOUN
futech-604	216	3	performance	performance	NOUN
futech-604	216	4	results	result	VERB
futech-604	216	5	the	the	DET
futech-604	216	6	comprehensive	comprehensive	ADJ
futech-604	216	7	evaluation	evaluation	NOUN
futech-604	216	8	demonstrated	demonstrate	VERB
futech-604	216	9	exceptional	exceptional	ADJ
futech-604	216	10	performance	performance	NOUN
futech-604	216	11	across	across	ADP
futech-604	216	12	all	all	DET
futech-604	216	13	critical	critical	ADJ
futech-604	216	14	metrics	metric	NOUN
futech-604	216	15	.	.	PUNCT
futech-604	217	1	as	as	SCONJ
futech-604	217	2	shown	show	VERB
futech-604	217	3	in	in	ADP
futech-604	217	4	table	table	NOUN
futech-604	217	5	4	4	NUM
futech-604	217	6	,	,	PUNCT
futech-604	217	7	the	the	DET
futech-604	217	8	system	system	NOUN
futech-604	217	9	achieved	achieve	VERB
futech-604	217	10	or	or	CCONJ
futech-604	217	11	exceeded	exceed	VERB
futech-604	217	12	all	all	DET
futech-604	217	13	target	target	NOUN
futech-604	217	14	specifications	specification	NOUN
futech-604	217	15	.	.	PUNCT
futech-604	218	1	real	real	ADJ
futech-604	218	2	-	-	PUNCT
futech-604	218	3	time	time	NOUN
futech-604	218	4	data	datum	NOUN
futech-604	218	5	collection	collection	NOUN
futech-604	218	6	performance	performance	NOUN
futech-604	218	7	exceeded	exceed	VERB
futech-604	218	8	targets	target	NOUN
futech-604	218	9	with	with	ADP
futech-604	218	10	sub-10ms	sub-10ms	NUM
futech-604	218	11	latency	latency	NOUN
futech-604	218	12	,	,	PUNCT
futech-604	218	13	enabling	enable	VERB
futech-604	218	14	effective	effective	ADJ
futech-604	218	15	cyber	cyber	ADJ
futech-604	218	16	-	-	PUNCT
futech-604	218	17	physical	physical	ADJ
futech-604	218	18	synchronization	synchronization	NOUN
futech-604	218	19	[	[	X
futech-604	218	20	32	32	NUM
futech-604	218	21	]	]	PUNCT
futech-604	218	22	.	.	PUNCT
futech-604	219	1	stream	stream	NOUN
futech-604	219	2	processing	processing	NOUN
futech-604	219	3	exceeded	exceed	VERB
futech-604	219	4	design	design	NOUN
futech-604	219	5	targets	target	NOUN
futech-604	219	6	with	with	ADP
futech-604	219	7	kafka	kafka	PROPN
futech-604	219	8	throughput	throughput	PROPN
futech-604	219	9	at	at	ADP
futech-604	219	10	12,500	12,500	NUM
futech-604	219	11	messages	message	NOUN
futech-604	219	12	/	/	SYM
futech-604	219	13	second	second	ADJ
futech-604	219	14	and	and	CCONJ
futech-604	219	15	flink	flink	PROPN
futech-604	219	16	latency	latency	PROPN
futech-604	219	17	at	at	ADP
futech-604	219	18	42ms	42ms	ADJ
futech-604	219	19	[	[	X
futech-604	219	20	33	33	NUM
futech-604	219	21	]	]	PUNCT
futech-604	219	22	.	.	PUNCT
futech-604	220	1	ai	ai	AUX
futech-604	220	2	inference	inference	NOUN
futech-604	220	3	achieved	achieve	VERB
futech-604	220	4	sub-200ms	sub-200ms	ADJ
futech-604	220	5	latency	latency	NOUN
futech-604	220	6	across	across	ADP
futech-604	220	7	all	all	DET
futech-604	220	8	models	model	NOUN
futech-604	220	9	,	,	PUNCT
futech-604	220	10	meeting	meet	VERB
futech-604	220	11	realtime	realtime	NOUN
futech-604	220	12	requirements	requirement	NOUN
futech-604	220	13	[	[	X
futech-604	220	14	34	34	NUM
futech-604	220	15	]	]	PUNCT
futech-604	220	16	.	.	PUNCT
futech-604	221	1	visualization	visualization	NOUN
futech-604	221	2	responsiveness	responsiveness	NOUN
futech-604	221	3	exceeded	exceed	VERB
futech-604	221	4	industry	industry	NOUN
futech-604	221	5	standards	standard	NOUN
futech-604	221	6	at	at	ADP
futech-604	221	7	12	12	NUM
futech-604	221	8	fps	fps	PROPN
futech-604	221	9	,	,	PUNCT
futech-604	221	10	with	with	ADP
futech-604	221	11	the	the	DET
futech-604	221	12	system	system	NOUN
futech-604	221	13	supporting	support	VERB
futech-604	221	14	5,832	5,832	NUM
futech-604	221	15	concurrent	concurrent	ADJ
futech-604	221	16	connections	connection	NOUN
futech-604	221	17	[	[	X
futech-604	221	18	35	35	NUM
futech-604	221	19	]	]	SYM
futech-604	221	20	.	.	PUNCT
futech-604	222	1	6.2	6.2	NUM
futech-604	222	2	production	production	NOUN
futech-604	222	3	efficiency	efficiency	NOUN
futech-604	222	4	improvement	improvement	NOUN
futech-604	222	5	the	the	DET
futech-604	222	6	implementation	implementation	NOUN
futech-604	222	7	yielded	yield	VERB
futech-604	222	8	substantial	substantial	ADJ
futech-604	222	9	improvements	improvement	NOUN
futech-604	222	10	across	across	ADP
futech-604	222	11	all	all	DET
futech-604	222	12	production	production	NOUN
futech-604	222	13	efficiency	efficiency	NOUN
futech-604	222	14	dimensions	dimension	NOUN
futech-604	222	15	,	,	PUNCT
futech-604	222	16	demonstrating	demonstrate	VERB
futech-604	222	17	the	the	DET
futech-604	222	18	transformative	transformative	ADJ
futech-604	222	19	potential	potential	NOUN
futech-604	222	20	of	of	ADP
futech-604	222	21	ai	ai	ADJ
futech-604	222	22	-	-	PUNCT
futech-604	222	23	integrated	integrate	VERB
futech-604	222	24	flexible	flexible	ADJ
futech-604	222	25	manufacturing	manufacturing	NOUN
futech-604	222	26	systems	system	NOUN
futech-604	222	27	.	.	PUNCT
futech-604	223	1	as	as	SCONJ
futech-604	223	2	shown	show	VERB
futech-604	223	3	in	in	ADP
futech-604	223	4	table	table	NOUN
futech-604	223	5	5	5	NUM
futech-604	223	6	and	and	CCONJ
futech-604	223	7	figure	figure	VERB
futech-604	223	8	6	6	NUM
futech-604	223	9	,	,	PUNCT
futech-604	223	10	the	the	DET
futech-604	223	11	system	system	NOUN
futech-604	223	12	delivered	deliver	VERB
futech-604	223	13	measurable	measurable	ADJ
futech-604	223	14	enhancements	enhancement	NOUN
futech-604	223	15	in	in	ADP
futech-604	223	16	productivity	productivity	NOUN
futech-604	223	17	,	,	PUNCT
futech-604	223	18	quality	quality	NOUN
futech-604	223	19	,	,	PUNCT
futech-604	223	20	flexibility	flexibility	NOUN
futech-604	223	21	,	,	PUNCT
futech-604	223	22	and	and	CCONJ
futech-604	223	23	resource	resource	NOUN
futech-604	223	24	utilization	utilization	NOUN
futech-604	223	25	.	.	PUNCT
futech-604	224	1	production	production	NOUN
futech-604	224	2	efficiency	efficiency	NOUN
futech-604	224	3	metrics	metric	NOUN
futech-604	224	4	revealed	reveal	VERB
futech-604	224	5	a	a	DET
futech-604	224	6	25	25	NUM
futech-604	224	7	%	%	NOUN
futech-604	224	8	increase	increase	NOUN
futech-604	224	9	in	in	ADP
futech-604	224	10	daily	daily	ADJ
futech-604	224	11	average	average	ADJ
futech-604	224	12	output	output	NOUN
futech-604	224	13	from	from	ADP
futech-604	224	14	1,200	1,200	NUM
futech-604	224	15	to	to	PART
futech-604	224	16	1,500	1,500	NUM
futech-604	224	17	units	unit	NOUN
futech-604	224	18	per	per	ADP
futech-604	224	19	day	day	NOUN
futech-604	224	20	,	,	PUNCT
futech-604	224	21	significantly	significantly	ADV
futech-604	224	22	exceeding	exceed	VERB
futech-604	224	23	the	the	DET
futech-604	224	24	industry	industry	NOUN
futech-604	224	25	average	average	ADJ
futech-604	224	26	improvement	improvement	NOUN
futech-604	224	27	of	of	ADP
futech-604	224	28	15	15	NUM
futech-604	224	29	%	%	NOUN
futech-604	224	30	.	.	PUNCT
futech-604	225	1	as	as	SCONJ
futech-604	225	2	illustrated	illustrate	VERB
futech-604	225	3	in	in	ADP
futech-604	225	4	figure	figure	NOUN
futech-604	225	5	6(a	6(a	NUM
futech-604	225	6	)	)	PUNCT
futech-604	225	7	,	,	PUNCT
futech-604	225	8	all	all	DET
futech-604	225	9	five	five	NUM
futech-604	225	10	production	production	NOUN
futech-604	225	11	lines	line	NOUN
futech-604	225	12	demonstrated	demonstrate	VERB
futech-604	225	13	consistent	consistent	ADJ
futech-604	225	14	25	25	NUM
futech-604	225	15	%	%	NOUN
futech-604	225	16	improvements	improvement	NOUN
futech-604	225	17	,	,	PUNCT
futech-604	225	18	with	with	ADP
futech-604	225	19	line	line	NOUN
futech-604	225	20	3	3	NUM
futech-604	225	21	achieving	achieve	VERB
futech-604	225	22	the	the	DET
futech-604	225	23	highest	high	ADJ
futech-604	225	24	absolute	absolute	ADJ
futech-604	225	25	output	output	NOUN
futech-604	225	26	of	of	ADP
futech-604	225	27	1,625	1,625	NUM
futech-604	225	28	units	unit	NOUN
futech-604	225	29	per	per	ADP
futech-604	225	30	day	day	NOUN
futech-604	225	31	.	.	PUNCT
futech-604	226	1	capacity	capacity	NOUN
futech-604	226	2	utilization	utilization	NOUN
futech-604	226	3	improved	improve	VERB
futech-604	226	4	by	by	ADP
futech-604	226	5	17	17	NUM
futech-604	226	6	percentage	percentage	NOUN
futech-604	226	7	points	point	NOUN
futech-604	226	8	to	to	PART
futech-604	226	9	reach	reach	VERB
futech-604	226	10	85	85	NUM
futech-604	226	11	%	%	NOUN
futech-604	226	12	,	,	PUNCT
futech-604	226	13	surpassing	surpass	VERB
futech-604	226	14	the	the	DET
futech-604	226	15	80	80	NUM
futech-604	226	16	%	%	NOUN
futech-604	226	17	benchmark	benchmark	NOUN
futech-604	226	18	of	of	ADP
futech-604	226	19	excellent	excellent	ADJ
futech-604	226	20	companies	company	NOUN
futech-604	226	21	.	.	PUNCT
futech-604	227	1	quality	quality	NOUN
futech-604	227	2	indicators	indicator	NOUN
futech-604	227	3	demonstrated	demonstrate	VERB
futech-604	227	4	exceptional	exceptional	ADJ
futech-604	227	5	gains	gain	NOUN
futech-604	227	6	with	with	ADP
futech-604	227	7	first	first	ADJ
futech-604	227	8	-	-	PUNCT
futech-604	227	9	pass	pass	NOUN
futech-604	227	10	yield	yield	NOUN
futech-604	227	11	increasing	increase	VERB
futech-604	227	12	by	by	ADP
futech-604	227	13	2.3	2.3	NUM
futech-604	227	14	percentage	percentage	NOUN
futech-604	227	15	points	point	NOUN
futech-604	227	16	to	to	ADP
futech-604	227	17	98.8	98.8	NUM
futech-604	227	18	%	%	NOUN
futech-604	227	19	,	,	PUNCT
futech-604	227	20	approaching	approach	VERB
futech-604	227	21	world	world	NOUN
futech-604	227	22	-	-	PUNCT
futech-604	227	23	class	class	NOUN
futech-604	227	24	levels	level	NOUN
futech-604	227	25	of	of	ADP
futech-604	227	26	99%+	99%+	NUM
futech-604	227	27	.	.	PUNCT
futech-604	228	1	as	as	SCONJ
futech-604	228	2	shown	show	VERB
futech-604	228	3	in	in	ADP
futech-604	228	4	figure	figure	NOUN
futech-604	228	5	6(b	6(b	NUM
futech-604	228	6	)	)	PUNCT
futech-604	228	7	,	,	PUNCT
futech-604	228	8	quality	quality	NOUN
futech-604	228	9	variability	variability	NOUN
futech-604	228	10	reduced	reduce	VERB
futech-604	228	11	dramatically	dramatically	ADV
futech-604	228	12	with	with	ADP
futech-604	228	13	the	the	DET
futech-604	228	14	standard	standard	ADJ
futech-604	228	15	deviation	deviation	NOUN
futech-604	228	16	decreasing	decrease	VERB
futech-604	228	17	from	from	ADP
futech-604	228	18	±1.2	±1.2	NOUN
futech-604	228	19	%	%	NOUN
futech-604	228	20	to	to	PART
futech-604	228	21	±0.3	±0.3	PROPN
futech-604	228	22	%	%	NOUN
futech-604	228	23	after	after	ADP
futech-604	228	24	implementation	implementation	NOUN
futech-604	228	25	.	.	PUNCT
futech-604	229	1	the	the	DET
futech-604	229	2	defect	defect	NOUN
futech-604	229	3	rate	rate	NOUN
futech-604	229	4	measured	measure	VERB
futech-604	229	5	in	in	ADP
futech-604	229	6	parts	part	NOUN
futech-604	229	7	per	per	ADP
futech-604	229	8	million	million	NUM
futech-604	229	9	(	(	PUNCT
futech-604	229	10	ppm	ppm	NOUN
futech-604	229	11	)	)	PUNCT
futech-604	229	12	decreased	decrease	VERB
futech-604	229	13	from	from	ADP
futech-604	229	14	35,000	35,000	NUM
futech-604	229	15	to	to	ADP
futech-604	229	16	12,000	12,000	NUM
futech-604	229	17	,	,	PUNCT
futech-604	229	18	representing	represent	VERB
futech-604	229	19	a	a	DET
futech-604	229	20	65.7	65.7	NUM
futech-604	229	21	%	%	NOUN
futech-604	229	22	reduction	reduction	NOUN
futech-604	229	23	.	.	PUNCT
futech-604	230	1	equipment	equipment	NOUN
futech-604	230	2	efficiency	efficiency	NOUN
futech-604	230	3	improvements	improvement	NOUN
futech-604	230	4	were	be	AUX
futech-604	230	5	particularly	particularly	ADV
futech-604	230	6	striking	striking	ADJ
futech-604	230	7	,	,	PUNCT
futech-604	230	8	with	with	ADP
futech-604	230	9	oee	oee	NOUN
futech-604	230	10	increasing	increase	VERB
futech-604	230	11	by	by	ADP
futech-604	230	12	22	22	NUM
futech-604	230	13	percentage	percentage	NOUN
futech-604	230	14	points	point	NOUN
futech-604	230	15	from	from	ADP
futech-604	230	16	60.0	60.0	NUM
futech-604	230	17	%	%	NOUN
futech-604	230	18	to	to	ADP
futech-604	230	19	82.0	82.0	NUM
futech-604	230	20	%	%	NOUN
futech-604	230	21	,	,	PUNCT
futech-604	230	22	approaching	approach	VERB
futech-604	230	23	world	world	NOUN
futech-604	230	24	-	-	PUNCT
futech-604	230	25	class	class	NOUN
futech-604	230	26	benchmarks	benchmark	NOUN
futech-604	230	27	of	of	ADP
futech-604	230	28	85	85	NUM
futech-604	230	29	%	%	NOUN
futech-604	230	30	.	.	PUNCT
futech-604	231	1	this	this	DET
futech-604	231	2	improvement	improvement	NOUN
futech-604	231	3	magnitude	magnitude	NOUN
futech-604	231	4	exceeds	exceed	VERB
futech-604	231	5	typical	typical	ADJ
futech-604	231	6	ai	ai	ADJ
futech-604	231	7	-	-	PUNCT
futech-604	231	8	driven	drive	VERB
futech-604	231	9	manufacturing	manufacturing	NOUN
futech-604	231	10	enhancements	enhancement	NOUN
futech-604	231	11	(	(	PUNCT
futech-604	231	12	10	10	NUM
futech-604	231	13	-	-	SYM
futech-604	231	14	20	20	NUM
futech-604	231	15	percentage	percentage	NOUN
futech-604	231	16	points	point	NOUN
futech-604	231	17	reported	report	VERB
futech-604	231	18	in	in	ADP
futech-604	231	19	literature	literature	NOUN
futech-604	231	20	)	)	PUNCT
futech-604	231	21	due	due	ADP
futech-604	231	22	to	to	ADP
futech-604	231	23	several	several	ADJ
futech-604	231	24	casespecific	casespecific	ADJ
futech-604	231	25	factors	factor	NOUN
futech-604	231	26	that	that	PRON
futech-604	231	27	created	create	VERB
futech-604	231	28	exceptional	exceptional	ADJ
futech-604	231	29	improvement	improvement	NOUN
futech-604	231	30	potential	potential	NOUN
futech-604	231	31	:	:	PUNCT
futech-604	231	32	(	(	PUNCT
futech-604	231	33	1	1	X
futech-604	231	34	)	)	PUNCT
futech-604	231	35	baseline	baseline	NOUN
futech-604	231	36	performance	performance	NOUN
futech-604	231	37	gap	gap	NOUN
futech-604	231	38	:	:	PUNCT
futech-604	231	39	the	the	DET
futech-604	231	40	pre	pre	ADJ
futech-604	231	41	-	-	NOUN
futech-604	231	42	implementation	implementation	ADJ
futech-604	231	43	oee	oee	NOUN
futech-604	231	44	of	of	ADP
futech-604	231	45	60	60	NUM
futech-604	231	46	%	%	NOUN
futech-604	231	47	was	be	AUX
futech-604	231	48	substantially	substantially	ADV
futech-604	231	49	below	below	ADP
futech-604	231	50	industry	industry	NOUN
futech-604	231	51	norms	norm	NOUN
futech-604	231	52	(	(	PUNCT
futech-604	231	53	75	75	NUM
futech-604	231	54	-	-	SYM
futech-604	231	55	80	80	NUM
futech-604	231	56	%	%	NOUN
futech-604	231	57	for	for	ADP
futech-604	231	58	discrete	discrete	ADJ
futech-604	231	59	manufacturing	manufacturing	NOUN
futech-604	231	60	)	)	PUNCT
futech-604	231	61	,	,	PUNCT
futech-604	231	62	indicating	indicate	VERB
futech-604	231	63	significant	significant	ADJ
futech-604	231	64	latent	latent	NOUN
futech-604	231	65	improvement	improvement	NOUN
futech-604	231	66	opportunities	opportunity	NOUN
futech-604	231	67	.	.	PUNCT
futech-604	232	1	the	the	DET
futech-604	232	2	facility	facility	NOUN
futech-604	232	3	had	have	AUX
futech-604	232	4	operated	operate	VERB
futech-604	232	5	with	with	ADP
futech-604	232	6	reactive	reactive	ADJ
futech-604	232	7	maintenance	maintenance	NOUN
futech-604	232	8	and	and	CCONJ
futech-604	232	9	manual	manual	ADJ
futech-604	232	10	scheduling	scheduling	NOUN
futech-604	232	11	for	for	ADP
futech-604	232	12	over	over	ADP
futech-604	232	13	a	a	PRON
futech-604	232	14	decade	decade	NOUN
futech-604	232	15	,	,	PUNCT
futech-604	232	16	resulting	result	VERB
futech-604	232	17	in	in	ADP
futech-604	232	18	accumulated	accumulate	VERB
futech-604	232	19	inefficiencies	inefficiency	NOUN
futech-604	232	20	ripe	ripe	ADJ
futech-604	232	21	for	for	ADP
futech-604	232	22	optimization	optimization	NOUN
futech-604	232	23	.	.	PUNCT
futech-604	233	1	chenghsien	chenghsien	PROPN
futech-604	233	2	tsai	tsai	PROPN
futech-604	233	3	et	et	PROPN
futech-604	233	4	al	al	PROPN
futech-604	233	5	.	.	PROPN
futech-604	233	6	/future	/future	PUNCT
futech-604	233	7	technology	technology	PROPN
futech-604	233	8	february	february	PROPN
futech-604	233	9	2026|	2026|	NUM
futech-604	233	10	volume	volume	NOUN
futech-604	233	11	05	05	NUM
futech-604	234	1	|	|	ADV
futech-604	234	2	issue	issue	NOUN
futech-604	234	3	01	01	NUM
futech-604	235	1	|	|	NOUN
futech-604	235	2	pages	page	VERB
futech-604	235	3	263	263	NUM
futech-604	235	4	-	-	SYM
futech-604	235	5	277	277	NUM
futech-604	235	6	272	272	NUM
futech-604	235	7	table	table	NOUN
futech-604	235	8	4	4	NUM
futech-604	235	9	.	.	PUNCT
futech-604	235	10	system	system	NOUN
futech-604	235	11	performance	performance	NOUN
futech-604	235	12	key	key	ADJ
futech-604	235	13	indicators	indicator	NOUN
futech-604	235	14	test	test	NOUN
futech-604	235	15	results	result	NOUN
futech-604	235	16	test	test	NOUN
futech-604	235	17	item	item	NOUN
futech-604	235	18	test	test	NOUN
futech-604	235	19	conditions	condition	NOUN
futech-604	235	20	test	test	NOUN
futech-604	235	21	method	method	NOUN
futech-604	235	22	target	target	NOUN
futech-604	235	23	value	value	NOUN
futech-604	235	24	measured	measure	VERB
futech-604	235	25	value	value	NOUN
futech-604	235	26	compliance	compliance	NOUN
futech-604	235	27	status	status	NOUN
futech-604	235	28	data	datum	NOUN
futech-604	235	29	collection	collection	NOUN
futech-604	235	30	performance	performance	NOUN
futech-604	235	31	sensor	sensor	NOUN
futech-604	235	32	sampling	sample	VERB
futech-604	235	33	frequency	frequency	NOUN
futech-604	235	34	20	20	NUM
futech-604	235	35	main	main	ADJ
futech-604	235	36	sensor	sensor	NOUN
futech-604	235	37	groups	group	NOUN
futech-604	235	38	24h	24h	VERB
futech-604	235	39	monitoring	monitor	VERB
futech-604	235	40	10	10	NUM
futech-604	235	41	-	-	ADJ
futech-604	235	42	100hz	100hz	ADJ
futech-604	235	43	main	main	ADJ
futech-604	235	44	100hz	100hz	ADJ
futech-604	235	45	,	,	PUNCT
futech-604	235	46	auxiliary	auxiliary	ADJ
futech-604	235	47	10	10	NUM
futech-604	235	48	-	-	PUNCT
futech-604	235	49	50hz	50hz	ADJ
futech-604	235	50	✓	✓	ADJ
futech-604	235	51	compliant	compliant	ADJ
futech-604	235	52	sensor	sensor	NOUN
futech-604	235	53	coverage	coverage	NOUN
futech-604	235	54	plant	plant	NOUN
futech-604	235	55	-	-	PUNCT
futech-604	235	56	wide	wide	ADJ
futech-604	235	57	deployment	deployment	NOUN
futech-604	235	58	coverage	coverage	NOUN
futech-604	235	59	test	test	NOUN
futech-604	235	60	>	>	X
futech-604	235	61	95	95	NUM
futech-604	235	62	%	%	NOUN
futech-604	235	63	2350	2350	NUM
futech-604	235	64	collection	collection	NOUN
futech-604	235	65	points	point	NOUN
futech-604	235	66	,	,	PUNCT
futech-604	235	67	98	98	NUM
futech-604	235	68	%	%	NOUN
futech-604	235	69	coverage	coverage	NOUN
futech-604	235	70	✓	✓	ADJ
futech-604	235	71	exceeds	exceed	VERB
futech-604	235	72	data	datum	NOUN
futech-604	235	73	collection	collection	NOUN
futech-604	235	74	latency	latency	NOUN
futech-604	235	75	high	high	ADJ
futech-604	235	76	-	-	PUNCT
futech-604	235	77	load	load	NOUN
futech-604	235	78	scenario	scenario	NOUN
futech-604	235	79	timestamp	timestamp	PROPN
futech-604	235	80	test	test	NOUN
futech-604	235	81	<	<	X
futech-604	235	82	10ms	10ms	ADJ
futech-604	235	83	8.5	8.5	NUM
futech-604	235	84	ms	ms	PROPN
futech-604	235	85	±	±	NUM
futech-604	235	86	1.2	1.2	NUM
futech-604	235	87	ms	ms	NOUN
futech-604	235	88	✓	✓	ADJ
futech-604	235	89	better	well	ADV
futech-604	235	90	than	than	ADP
futech-604	235	91	target	target	NOUN
futech-604	235	92	protocol	protocol	NOUN
futech-604	235	93	conversion	conversion	NOUN
futech-604	235	94	delay	delay	NOUN
futech-604	235	95	opc	opc	PROPN
futech-604	235	96	ua	ua	PROPN
futech-604	235	97	/	/	SYM
futech-604	235	98	modbus	modbus	PROPN
futech-604	235	99	/	/	SYM
futech-604	235	100	mqtt	mqtt	PROPN
futech-604	235	101	e2e	e2e	PROPN
futech-604	235	102	test	test	NOUN
futech-604	235	103	<	<	X
futech-604	235	104	20ms	20ms	ADJ
futech-604	235	105	15.3ms	15.3ms	NUM
futech-604	235	106	✓	✓	ADJ
futech-604	235	107	compliant	compliant	ADJ
futech-604	235	108	stream	stream	NOUN
futech-604	235	109	processing	processing	NOUN
futech-604	235	110	performance	performance	NOUN
futech-604	235	111	kafka	kafka	PROPN
futech-604	235	112	throughput	throughput	NOUN
futech-604	235	113	3	3	NUM
futech-604	235	114	topics	topic	NOUN
futech-604	235	115	,	,	PUNCT
futech-604	235	116	10	10	NUM
futech-604	235	117	partitions	partition	NOUN
futech-604	235	118	stress	stress	NOUN
futech-604	235	119	test	test	NOUN
futech-604	235	120	10000	10000	NUM
futech-604	235	121	msg	msg	PROPN
futech-604	235	122	/	/	SYM
futech-604	235	123	s	s	PART
futech-604	235	124	12500	12500	NUM
futech-604	235	125	msg	msg	NOUN
futech-604	235	126	/	/	SYM
futech-604	235	127	s	s	PART
futech-604	235	128	✓	✓	ADJ
futech-604	235	129	exceeds	exceed	NOUN
futech-604	235	130	by	by	ADP
futech-604	235	131	25	25	NUM
futech-604	235	132	%	%	NOUN
futech-604	235	133	flink	flink	NOUN
futech-604	235	134	processing	process	VERB
futech-604	235	135	latency	latency	NOUN
futech-604	235	136	3	3	NUM
futech-604	235	137	parallel	parallel	NOUN
futech-604	235	138	pipelines	pipeline	NOUN
futech-604	235	139	rt	rt	NOUN
futech-604	235	140	monitoring	monitor	VERB
futech-604	235	141	<	<	X
futech-604	235	142	50ms	50ms	ADJ
futech-604	235	143	42ms	42ms	ADJ
futech-604	235	144	average	average	ADJ
futech-604	235	145	✓	✓	ADJ
futech-604	235	146	compliant	compliant	ADJ
futech-604	235	147	data	data	NOUN
futech-604	235	148	aggregation	aggregation	NOUN
futech-604	235	149	delay	delay	NOUN
futech-604	235	150	5s/1min/5min	5s/1min/5min	NUM
futech-604	235	151	windows	window	NOUN
futech-604	235	152	perf	perf	NOUN
futech-604	235	153	analysis	analysis	NOUN
futech-604	235	154	<	<	X
futech-604	235	155	100ms	100ms	ADJ
futech-604	235	156	78ms	78ms	ADJ
futech-604	235	157	✓	✓	ADJ
futech-604	235	158	compliant	compliant	ADJ
futech-604	235	159	ai	ai	VERB
futech-604	235	160	inference	inference	NOUN
futech-604	235	161	performance	performance	NOUN
futech-604	235	162	lstm	lstm	NOUN
futech-604	235	163	prediction	prediction	NOUN
futech-604	235	164	delay	delay	NOUN
futech-604	235	165	batch	batch	NOUN
futech-604	235	166	size	size	NOUN
futech-604	235	167	32	32	NUM
futech-604	235	168	gpu	gpu	NOUN
futech-604	235	169	test	test	NOUN
futech-604	235	170	<	<	X
futech-604	235	171	200ms	200ms	PROPN
futech-604	235	172	156ms	156ms	NOUN
futech-604	235	173	✓	✓	ADJ
futech-604	235	174	compliant	compliant	ADJ
futech-604	235	175	anomaly	anomaly	NOUN
futech-604	235	176	detection	detection	NOUN
futech-604	235	177	response	response	NOUN
futech-604	235	178	isolation	isolation	NOUN
futech-604	235	179	forest	forest	NOUN
futech-604	235	180	real	real	ADJ
futech-604	235	181	-	-	PUNCT
futech-604	235	182	time	time	NOUN
futech-604	235	183	data	datum	NOUN
futech-604	235	184	stream	stream	NOUN
futech-604	235	185	<	<	X
futech-604	235	186	100ms	100ms	ADJ
futech-604	235	187	85ms	85ms	ADJ
futech-604	235	188	✓	✓	ADJ
futech-604	235	189	compliant	compliant	ADJ
futech-604	235	190	image	image	NOUN
futech-604	235	191	recognition	recognition	NOUN
futech-604	235	192	processing	process	VERB
futech-604	235	193	cnn	cnn	PROPN
futech-604	235	194	model	model	NOUN
futech-604	235	195	1080p	1080p	NUM
futech-604	235	196	images	image	NOUN
futech-604	235	197	<	<	X
futech-604	235	198	500ms	500ms	ADJ
futech-604	235	199	420ms	420ms	ADJ
futech-604	235	200	✓	✓	ADJ
futech-604	235	201	compliant	compliant	ADJ
futech-604	235	202	visualization	visualization	NOUN
futech-604	235	203	response	response	NOUN
futech-604	235	204	dashboard	dashboard	NOUN
futech-604	235	205	refresh	refresh	NOUN
futech-604	235	206	rate	rate	NOUN
futech-604	235	207	20	20	NUM
futech-604	235	208	concurrent	concurrent	ADJ
futech-604	235	209	users	user	NOUN
futech-604	235	210	frontend	frontend	VERB
futech-604	235	211	test	test	NOUN
futech-604	235	212	10	10	NUM
futech-604	235	213	fps	fps	PROPN
futech-604	235	214	12	12	NUM
futech-604	235	215	fps	fps	NOUN
futech-604	235	216	✓	✓	ADJ
futech-604	235	217	compliant	compliant	ADJ
futech-604	235	218	large	large	ADJ
futech-604	235	219	screen	screen	NOUN
futech-604	235	220	rendering	rendering	NOUN
futech-604	235	221	delay	delay	NOUN
futech-604	235	222	4k	4k	NUM
futech-604	235	223	resolution	resolution	NOUN
futech-604	235	224	chrome	chrome	NOUN
futech-604	235	225	devtools	devtool	VERB
futech-604	235	226	<	<	X
futech-604	235	227	100ms	100ms	ADJ
futech-604	235	228	95ms	95ms	ADJ
futech-604	235	229	✓	✓	ADJ
futech-604	235	230	compliant	compliant	ADJ
futech-604	235	231	mobile	mobile	ADJ
futech-604	235	232	response	response	NOUN
futech-604	235	233	time	time	NOUN
futech-604	235	234	4	4	NUM
futech-604	235	235	g	g	NOUN
futech-604	235	236	network	network	NOUN
futech-604	235	237	real	real	ADJ
futech-604	235	238	device	device	NOUN
futech-604	235	239	testing	test	VERB
futech-604	235	240	<	<	X
futech-604	235	241	200ms	200ms	PROPN
futech-604	235	242	180ms	180ms	PROPN
futech-604	235	243	✓	✓	ADJ
futech-604	235	244	compliant	compliant	ADJ
futech-604	235	245	system	system	NOUN
futech-604	235	246	capacity	capacity	NOUN
futech-604	235	247	concurrent	concurrent	ADJ
futech-604	235	248	device	device	NOUN
futech-604	235	249	connections	connection	NOUN
futech-604	235	250	simulated	simulate	VERB
futech-604	235	251	5000	5000	NUM
futech-604	235	252	devices	device	NOUN
futech-604	235	253	load	load	NOUN
futech-604	235	254	balancing	balance	VERB
futech-604	235	255	test	test	NOUN
futech-604	235	256	>	>	PUNCT
futech-604	235	257	5000	5000	NUM
futech-604	235	258	5832	5832	NUM
futech-604	235	259	✓	✓	ADJ
futech-604	235	260	exceeds	exceed	NOUN
futech-604	235	261	by	by	ADP
futech-604	235	262	16.6	16.6	NUM
futech-604	235	263	%	%	NOUN
futech-604	235	264	data	datum	NOUN
futech-604	235	265	storage	storage	NOUN
futech-604	235	266	rate	rate	NOUN
futech-604	235	267	time	time	NOUN
futech-604	235	268	-	-	PUNCT
futech-604	235	269	series	series	NOUN
futech-604	235	270	data	datum	NOUN
futech-604	235	271	write	write	VERB
futech-604	235	272	influxdb	influxdb	ADJ
futech-604	235	273	stress	stress	NOUN
futech-604	235	274	test	test	NOUN
futech-604	235	275	100k	100k	NUM
futech-604	235	276	points	point	NOUN
futech-604	235	277	/	/	SYM
futech-604	235	278	s	s	PART
futech-604	236	1	125k	125k	NUM
futech-604	236	2	points	point	NOUN
futech-604	236	3	/	/	SYM
futech-604	236	4	s	s	PART
futech-604	236	5	✓	✓	ADJ
futech-604	236	6	exceeds	exceed	NOUN
futech-604	236	7	by	by	ADP
futech-604	236	8	25	25	NUM
futech-604	236	9	%	%	NOUN
futech-604	236	10	query	query	NOUN
futech-604	236	11	response	response	NOUN
futech-604	236	12	time	time	NOUN
futech-604	236	13	1	1	NUM
futech-604	236	14	-	-	PUNCT
futech-604	236	15	month	month	NOUN
futech-604	236	16	historical	historical	ADJ
futech-604	236	17	data	datum	NOUN
futech-604	236	18	sql	sql	PROPN
futech-604	236	19	query	query	NOUN
futech-604	236	20	test	test	NOUN
futech-604	236	21	<	<	X
futech-604	236	22	3s	3s	NUM
futech-604	236	23	2.4s	2.4s	NUM
futech-604	236	24	✓	✓	ADJ
futech-604	236	25	compliant	compliant	ADJ
futech-604	236	26	system	system	NOUN
futech-604	236	27	stability	stability	NOUN
futech-604	236	28	72	72	NUM
futech-604	236	29	-	-	PUNCT
futech-604	236	30	hour	hour	NOUN
futech-604	236	31	stress	stress	NOUN
futech-604	236	32	test	test	NOUN
futech-604	236	33	full	full	ADJ
futech-604	236	34	load	load	NOUN
futech-604	236	35	operation	operation	NOUN
futech-604	236	36	continuous	continuous	ADJ
futech-604	236	37	monitoring	monitoring	NOUN
futech-604	236	38	no	no	DET
futech-604	236	39	crashes	crash	NOUN
futech-604	236	40	0	0	NUM
futech-604	236	41	crashes	crash	VERB
futech-604	236	42	✓	✓	ADJ
futech-604	236	43	compliant	compliant	ADJ
futech-604	236	44	memory	memory	NOUN
futech-604	236	45	leak	leak	NOUN
futech-604	236	46	detection	detection	NOUN
futech-604	236	47	long	long	ADJ
futech-604	236	48	-	-	PUNCT
futech-604	236	49	term	term	NOUN
futech-604	236	50	operation	operation	NOUN
futech-604	236	51	jvm	jvm	NOUN
futech-604	236	52	monitoring	monitor	VERB
futech-604	236	53	<	<	X
futech-604	236	54	5	5	NUM
futech-604	236	55	%	%	NOUN
futech-604	236	56	growth	growth	NOUN
futech-604	236	57	2.3	2.3	NUM
futech-604	236	58	%	%	NOUN
futech-604	236	59	growth	growth	NOUN
futech-604	236	60	✓	✓	ADJ
futech-604	236	61	compliant	compliant	ADJ
futech-604	236	62	cpu	cpu	NOUN
futech-604	236	63	usage	usage	NOUN
futech-604	236	64	normal	normal	ADJ
futech-604	236	65	load	load	NOUN
futech-604	236	66	system	system	NOUN
futech-604	236	67	monitoring	monitor	VERB
futech-604	236	68	<	<	X
futech-604	236	69	70	70	NUM
futech-604	236	70	%	%	NOUN
futech-604	236	71	62	62	NUM
futech-604	236	72	%	%	NOUN
futech-604	236	73	average	average	ADJ
futech-604	236	74	✓	✓	ADJ
futech-604	236	75	compliant	compliant	ADJ
futech-604	236	76	figure	figure	NOUN
futech-604	236	77	6	6	NUM
futech-604	236	78	.	.	PUNCT
futech-604	236	79	comparison	comparison	NOUN
futech-604	236	80	of	of	ADP
futech-604	236	81	production	production	NOUN
futech-604	236	82	efficiency	efficiency	NOUN
futech-604	236	83	before	before	ADP
futech-604	236	84	and	and	CCONJ
futech-604	236	85	after	after	ADP
futech-604	236	86	implementation	implementation	NOUN
futech-604	236	87	:	:	PUNCT
futech-604	236	88	(	(	PUNCT
futech-604	236	89	a	a	X
futech-604	236	90	)	)	PUNCT
futech-604	236	91	production	production	NOUN
futech-604	236	92	rate	rate	NOUN
futech-604	236	93	improvement	improvement	NOUN
futech-604	236	94	:	:	PUNCT
futech-604	236	95	y	y	NOUN
futech-604	236	96	-	-	PUNCT
futech-604	236	97	axis	axis	NOUN
futech-604	236	98	in	in	ADP
futech-604	236	99	units	unit	NOUN
futech-604	236	100	/	/	SYM
futech-604	236	101	day	day	NOUN
futech-604	236	102	,	,	PUNCT
futech-604	236	103	baseline	baseline	VERB
futech-604	236	104	1200	1200	NUM
futech-604	236	105	→	→	SYM
futech-604	236	106	1500	1500	NUM
futech-604	236	107	(	(	PUNCT
futech-604	236	108	+25	+25	NUM
futech-604	236	109	%	%	NOUN
futech-604	236	110	)	)	PUNCT
futech-604	236	111	,	,	PUNCT
futech-604	236	112	(	(	PUNCT
futech-604	236	113	b	b	X
futech-604	236	114	)	)	PUNCT
futech-604	236	115	quality	quality	NOUN
futech-604	236	116	improvement	improvement	NOUN
futech-604	236	117	:	:	PUNCT
futech-604	236	118	y	y	NOUN
futech-604	236	119	-	-	PUNCT
futech-604	236	120	axis	axis	NOUN
futech-604	236	121	in	in	ADP
futech-604	236	122	ppm	ppm	NOUN
futech-604	236	123	(	(	PUNCT
futech-604	236	124	parts	part	NOUN
futech-604	236	125	per	per	ADP
futech-604	236	126	million	million	NUM
futech-604	236	127	)	)	PUNCT
futech-604	236	128	,	,	PUNCT
futech-604	236	129	defects	defect	VERB
futech-604	236	130	35,000	35,000	NUM
futech-604	236	131	→	→	SYM
futech-604	236	132	12,000	12,000	NUM
futech-604	236	133	(	(	PUNCT
futech-604	236	134	-65.7	-65.7	INTJ
futech-604	236	135	%	%	NOUN
futech-604	236	136	)	)	PUNCT
futech-604	236	137	.	.	PUNCT
futech-604	237	1	(	(	PUNCT
futech-604	237	2	c	c	X
futech-604	237	3	)	)	PUNCT
futech-604	237	4	oee	oee	ADJ
futech-604	237	5	components	component	NOUN
futech-604	237	6	:	:	PUNCT
futech-604	237	7	percentage	percentage	NOUN
futech-604	237	8	scale	scale	NOUN
futech-604	237	9	,	,	PUNCT
futech-604	237	10	availability	availability	NOUN
futech-604	237	11	75%→92	75%→92	NUM
futech-604	237	12	%	%	NOUN
futech-604	237	13	,	,	PUNCT
futech-604	237	14	performance	performance	NOUN
futech-604	237	15	85%→91	85%→91	NUM
futech-604	237	16	%	%	NOUN
futech-604	237	17	,	,	PUNCT
futech-604	237	18	quality	quality	NOUN
futech-604	237	19	94%→97	94%→97	NUM
futech-604	237	20	%	%	NOUN
futech-604	237	21	.	.	PUNCT
futech-604	238	1	(	(	PUNCT
futech-604	238	2	d	d	X
futech-604	238	3	)	)	PUNCT
futech-604	238	4	flexibility	flexibility	NOUN
futech-604	238	5	metrics	metric	NOUN
futech-604	238	6	:	:	PUNCT
futech-604	238	7	y	y	NOUN
futech-604	238	8	-	-	PUNCT
futech-604	238	9	axis	axis	NOUN
futech-604	238	10	in	in	ADP
futech-604	238	11	minutes	minute	NOUN
futech-604	238	12	,	,	PUNCT
futech-604	238	13	changeover	changeover	NOUN
futech-604	238	14	time	time	NOUN
futech-604	238	15	120→15	120→15	NUM
futech-604	238	16	min	min	NOUN
futech-604	238	17	,	,	PUNCT
futech-604	238	18	order	order	VERB
futech-604	238	19	response	response	NOUN
futech-604	238	20	1440→360	1440→360	NUM
futech-604	238	21	min	min	NOUN
futech-604	238	22	,	,	PUNCT
futech-604	238	23	exception	exception	NOUN
futech-604	238	24	handling	handle	VERB
futech-604	239	1	30→5	30→5	NUM
futech-604	239	2	min	min	NOUN
futech-604	239	3	chenghsien	chenghsien	PROPN
futech-604	239	4	tsai	tsai	PROPN
futech-604	239	5	et	et	PROPN
futech-604	239	6	al	al	PROPN
futech-604	239	7	.	.	PROPN
futech-604	239	8	/future	/future	PUNCT
futech-604	239	9	technology	technology	PROPN
futech-604	239	10	february	february	PROPN
futech-604	239	11	2026|	2026|	NUM
futech-604	239	12	volume	volume	NOUN
futech-604	239	13	05	05	NUM
futech-604	240	1	|	|	ADV
futech-604	240	2	issue	issue	NOUN
futech-604	240	3	01	01	NUM
futech-604	241	1	|	|	NOUN
futech-604	241	2	pages	page	VERB
futech-604	241	3	263	263	NUM
futech-604	241	4	-	-	SYM
futech-604	241	5	277	277	NUM
futech-604	241	6	273	273	NUM
futech-604	241	7	(	(	PUNCT
futech-604	241	8	2	2	NUM
futech-604	241	9	)	)	PUNCT
futech-604	241	10	availability	availability	NOUN
futech-604	241	11	improvements	improvement	NOUN
futech-604	241	12	(	(	PUNCT
futech-604	241	13	75	75	NUM
futech-604	241	14	%	%	NOUN
futech-604	241	15	to	to	ADP
futech-604	241	16	92	92	NUM
futech-604	241	17	%	%	NOUN
futech-604	241	18	,	,	PUNCT
futech-604	241	19	+17pp	+17pp	ADJ
futech-604	241	20	):	):	PUNCT
futech-604	241	21	predictive	predictive	ADJ
futech-604	241	22	maintenance	maintenance	NOUN
futech-604	241	23	dramatically	dramatically	ADV
futech-604	241	24	reduced	reduce	VERB
futech-604	241	25	unplanned	unplanned	ADJ
futech-604	241	26	downtime	downtime	NOUN
futech-604	241	27	.	.	PUNCT
futech-604	242	1	the	the	DET
futech-604	242	2	lstm	lstm	NOUN
futech-604	242	3	-	-	PUNCT
futech-604	242	4	based	base	VERB
futech-604	242	5	failure	failure	NOUN
futech-604	242	6	prediction	prediction	NOUN
futech-604	242	7	system	system	NOUN
futech-604	242	8	(	(	PUNCT
futech-604	242	9	94.2	94.2	NUM
futech-604	242	10	%	%	NOUN
futech-604	242	11	accuracy	accuracy	NOUN
futech-604	242	12	,	,	PUNCT
futech-604	242	13	72	72	NUM
futech-604	242	14	-	-	PUNCT
futech-604	242	15	hour	hour	NOUN
futech-604	242	16	warning	warning	NOUN
futech-604	242	17	window	window	NOUN
futech-604	242	18	)	)	PUNCT
futech-604	242	19	enabled	enable	VERB
futech-604	242	20	scheduled	schedule	VERB
futech-604	242	21	maintenance	maintenance	NOUN
futech-604	242	22	during	during	ADP
futech-604	242	23	planned	plan	VERB
futech-604	242	24	downtime	downtime	NOUN
futech-604	242	25	,	,	PUNCT
futech-604	242	26	reducing	reduce	VERB
futech-604	242	27	unplanned	unplanned	ADJ
futech-604	242	28	stops	stop	NOUN
futech-604	242	29	by	by	ADP
futech-604	242	30	85	85	NUM
futech-604	242	31	%	%	NOUN
futech-604	242	32	.	.	PUNCT
futech-604	243	1	the	the	DET
futech-604	243	2	87.5	87.5	NUM
futech-604	243	3	%	%	NOUN
futech-604	243	4	changeover	changeover	NOUN
futech-604	243	5	time	time	NOUN
futech-604	243	6	reduction	reduction	NOUN
futech-604	243	7	(	(	PUNCT
futech-604	243	8	120	120	NUM
futech-604	243	9	to	to	PART
futech-604	243	10	15	15	NUM
futech-604	243	11	minutes	minute	NOUN
futech-604	243	12	)	)	PUNCT
futech-604	243	13	further	far	ADV
futech-604	243	14	increased	increase	VERB
futech-604	243	15	available	available	ADJ
futech-604	243	16	production	production	NOUN
futech-604	243	17	time	time	NOUN
futech-604	243	18	.	.	PUNCT
futech-604	244	1	the	the	DET
futech-604	244	2	22	22	NUM
futech-604	244	3	-	-	PUNCT
futech-604	244	4	point	point	NOUN
futech-604	244	5	oee	oee	ADJ
futech-604	244	6	improvement	improvement	NOUN
futech-604	244	7	aligns	align	VERB
futech-604	244	8	with	with	ADP
futech-604	244	9	academic	academic	ADJ
futech-604	244	10	literature	literature	NOUN
futech-604	244	11	reporting	report	VERB
futech-604	244	12	15	15	NUM
futech-604	244	13	-	-	SYM
futech-604	244	14	25	25	NUM
futech-604	244	15	percentage	percentage	NOUN
futech-604	244	16	point	point	NOUN
futech-604	244	17	gains	gain	NOUN
futech-604	244	18	in	in	ADP
futech-604	244	19	comprehensive	comprehensive	ADJ
futech-604	244	20	digital	digital	ADJ
futech-604	244	21	transformation	transformation	NOUN
futech-604	244	22	initiatives	initiative	NOUN
futech-604	244	23	.	.	PUNCT
futech-604	245	1	as	as	SCONJ
futech-604	245	2	shown	show	VERB
futech-604	245	3	in	in	ADP
futech-604	245	4	figure	figure	NOUN
futech-604	245	5	6(c	6(c	NUM
futech-604	245	6	)	)	PUNCT
futech-604	245	7	(	(	PUNCT
futech-604	245	8	overall	overall	ADJ
futech-604	245	9	equipment	equipment	NOUN
futech-604	245	10	effectiveness	effectiveness	NOUN
futech-604	245	11	,	,	PUNCT
futech-604	245	12	oee	oee	PROPN
futech-604	245	13	)	)	PUNCT
futech-604	245	14	,	,	PUNCT
futech-604	245	15	this	this	DET
futech-604	245	16	improvement	improvement	NOUN
futech-604	245	17	resulted	result	VERB
futech-604	245	18	from	from	ADP
futech-604	245	19	coordinated	coordinate	VERB
futech-604	245	20	enhancements	enhancement	NOUN
futech-604	245	21	across	across	ADP
futech-604	245	22	availability	availability	NOUN
futech-604	245	23	(	(	PUNCT
futech-604	245	24	75	75	NUM
futech-604	245	25	%	%	NOUN
futech-604	245	26	to	to	ADP
futech-604	245	27	92	92	NUM
futech-604	245	28	%	%	NOUN
futech-604	245	29	)	)	PUNCT
futech-604	245	30	,	,	PUNCT
futech-604	245	31	performance	performance	NOUN
futech-604	245	32	(	(	PUNCT
futech-604	245	33	85	85	NUM
futech-604	245	34	%	%	NOUN
futech-604	245	35	to	to	PART
futech-604	245	36	91	91	NUM
futech-604	245	37	%	%	NOUN
futech-604	245	38	)	)	PUNCT
futech-604	245	39	,	,	PUNCT
futech-604	245	40	and	and	CCONJ
futech-604	245	41	quality	quality	NOUN
futech-604	245	42	(	(	PUNCT
futech-604	245	43	94	94	NUM
futech-604	245	44	%	%	NOUN
futech-604	245	45	to	to	PART
futech-604	245	46	97	97	NUM
futech-604	245	47	%	%	NOUN
futech-604	245	48	)	)	PUNCT
futech-604	245	49	.	.	PUNCT
futech-604	246	1	flexible	flexible	ADJ
futech-604	246	2	manufacturing	manufacturing	NOUN
futech-604	246	3	capabilities	capability	NOUN
futech-604	246	4	showed	show	VERB
futech-604	246	5	the	the	DET
futech-604	246	6	most	most	ADV
futech-604	246	7	dramatic	dramatic	ADJ
futech-604	246	8	improvements	improvement	NOUN
futech-604	246	9	.	.	PUNCT
futech-604	247	1	figure	figure	VERB
futech-604	247	2	6(d	6(d	NUM
futech-604	247	3	)	)	PUNCT
futech-604	247	4	(	(	PUNCT
futech-604	247	5	flexible	flexible	ADJ
futech-604	247	6	manufacturing	manufacturing	NOUN
futech-604	247	7	response	response	NOUN
futech-604	247	8	time	time	NOUN
futech-604	247	9	)	)	PUNCT
futech-604	247	10	illustrates	illustrate	VERB
futech-604	247	11	the	the	DET
futech-604	247	12	waterfall	waterfall	NOUN
futech-604	247	13	effect	effect	NOUN
futech-604	247	14	of	of	ADP
futech-604	247	15	time	time	NOUN
futech-604	247	16	reductions	reduction	NOUN
futech-604	247	17	across	across	ADP
futech-604	247	18	five	five	NUM
futech-604	247	19	key	key	ADJ
futech-604	247	20	scenarios	scenario	NOUN
futech-604	247	21	,	,	PUNCT
futech-604	247	22	with	with	ADP
futech-604	247	23	product	product	NOUN
futech-604	247	24	changeover	changeover	NOUN
futech-604	247	25	time	time	NOUN
futech-604	247	26	decreasing	decrease	VERB
futech-604	247	27	by	by	ADP
futech-604	247	28	87.5	87.5	NUM
futech-604	247	29	%	%	NOUN
futech-604	247	30	from	from	ADP
futech-604	247	31	120	120	NUM
futech-604	247	32	to	to	PART
futech-604	247	33	15	15	NUM
futech-604	247	34	minutes	minute	NOUN
futech-604	247	35	,	,	PUNCT
futech-604	247	36	approaching	approach	VERB
futech-604	247	37	single	single	ADJ
futech-604	247	38	-	-	PUNCT
futech-604	247	39	minute	minute	NOUN
futech-604	247	40	exchange	exchange	NOUN
futech-604	247	41	of	of	ADP
futech-604	247	42	die	die	PROPN
futech-604	247	43	(	(	PUNCT
futech-604	247	44	smed	sme	VERB
futech-604	247	45	)	)	PUNCT
futech-604	247	46	targets	target	NOUN
futech-604	247	47	.	.	PUNCT
futech-604	248	1	table	table	NOUN
futech-604	248	2	5	5	NUM
futech-604	248	3	.	.	PUNCT
futech-604	248	4	production	production	NOUN
futech-604	248	5	efficiency	efficiency	NOUN
futech-604	248	6	improvement	improvement	NOUN
futech-604	248	7	key	key	ADJ
futech-604	248	8	indicator	indicator	NOUN
futech-604	248	9	comparison	comparison	NOUN
futech-604	248	10	improvement	improvement	NOUN
futech-604	248	11	dimension	dimension	NOUN
futech-604	248	12	specific	specific	ADJ
futech-604	248	13	indicator	indicator	NOUN
futech-604	248	14	before	before	ADP
futech-604	248	15	implementation	implementation	NOUN
futech-604	248	16	after	after	ADP
futech-604	248	17	implementa	implementa	PROPN
futech-604	248	18	tion	tion	PROPN
futech-604	248	19	improvement	improvement	NOUN
futech-604	248	20	range	range	NOUN
futech-604	248	21	industry	industry	NOUN
futech-604	248	22	benchmark	benchmark	NOUN
futech-604	248	23	production	production	NOUN
futech-604	248	24	efficiency	efficiency	NOUN
futech-604	248	25	daily	daily	ADJ
futech-604	248	26	average	average	ADJ
futech-604	248	27	output	output	NOUN
futech-604	248	28	(	(	PUNCT
futech-604	248	29	units	unit	NOUN
futech-604	248	30	/	/	SYM
futech-604	248	31	day	day	NOUN
futech-604	248	32	)	)	PUNCT
futech-604	248	33	5	5	NUM
futech-604	248	34	-	-	PUNCT
futech-604	248	35	line	line	NOUN
futech-604	248	36	average	average	ADJ
futech-604	248	37	1200	1200	NUM
futech-604	248	38	1500	1500	NUM
futech-604	248	39	+25.0	+25.0	PROPN
futech-604	248	40	%	%	NOUN
futech-604	248	41	industry	industry	NOUN
futech-604	248	42	average	average	ADJ
futech-604	248	43	+15	+15	ADJ
futech-604	248	44	%	%	NOUN
futech-604	248	45	capacity	capacity	NOUN
futech-604	248	46	utilization	utilization	NOUN
futech-604	248	47	actual	actual	ADJ
futech-604	248	48	/	/	SYM
futech-604	248	49	theoretical	theoretical	ADJ
futech-604	248	50	capacity	capacity	NOUN
futech-604	248	51	68	68	NUM
futech-604	248	52	%	%	NOUN
futech-604	248	53	85	85	NUM
futech-604	248	54	%	%	NOUN
futech-604	248	55	+17	+17	NUM
futech-604	248	56	percentage	percentage	NOUN
futech-604	248	57	points	point	NOUN
futech-604	248	58	excellent	excellent	ADJ
futech-604	248	59	companies	company	NOUN
futech-604	248	60	80	80	NUM
futech-604	248	61	%	%	NOUN
futech-604	248	62	production	production	NOUN
futech-604	248	63	cycle	cycle	NOUN
futech-604	248	64	time	time	NOUN
futech-604	248	65	average	average	ADJ
futech-604	248	66	time	time	NOUN
futech-604	248	67	per	per	ADP
futech-604	248	68	unit	unit	NOUN
futech-604	248	69	45.2	45.2	NUM
futech-604	248	70	seconds	second	NOUN
futech-604	248	71	36.2	36.2	NUM
futech-604	248	72	seconds	second	NOUN
futech-604	248	73	-19.9	-19.9	CCONJ
futech-604	248	74	%	%	NOUN
futech-604	248	75	industry	industry	NOUN
futech-604	248	76	leading	lead	VERB
futech-604	248	77	35	35	NUM
futech-604	248	78	seconds	second	NOUN
futech-604	248	79	quality	quality	NOUN
futech-604	248	80	indicators	indicator	NOUN
futech-604	248	81	first	first	ADV
futech-604	248	82	pass	pass	VERB
futech-604	248	83	yield	yield	NOUN
futech-604	248	84	monthly	monthly	ADJ
futech-604	248	85	average	average	ADJ
futech-604	248	86	96.5	96.5	NUM
futech-604	248	87	%	%	NOUN
futech-604	248	88	98.8	98.8	NUM
futech-604	248	89	%	%	NOUN
futech-604	248	90	+2.3	+2.3	NUM
futech-604	248	91	percentage	percentage	NOUN
futech-604	248	92	points	point	NOUN
futech-604	248	93	world	world	NOUN
futech-604	248	94	-	-	PUNCT
futech-604	248	95	class	class	NOUN
futech-604	248	96	99%+	99%+	NOUN
futech-604	248	97	defect	defect	NOUN
futech-604	248	98	rate	rate	NOUN
futech-604	248	99	(	(	PUNCT
futech-604	248	100	ppm	ppm	NOUN
futech-604	248	101	)	)	PUNCT
futech-604	248	102	ppm	ppm	NOUN
futech-604	248	103	value	value	NOUN
futech-604	248	104	35000	35000	NUM
futech-604	248	105	12000	12000	NUM
futech-604	248	106	-65.7	-65.7	SYM
futech-604	248	107	%	%	NOUN
futech-604	248	108	six	six	NUM
futech-604	248	109	sigma	sigma	NOUN
futech-604	248	110	<	<	X
futech-604	248	111	3400	3400	NUM
futech-604	248	112	total	total	ADJ
futech-604	248	113	defect	defect	NOUN
futech-604	248	114	rate	rate	NOUN
futech-604	248	115	percentage	percentage	NOUN
futech-604	248	116	3.5	3.5	NUM
futech-604	248	117	%	%	NOUN
futech-604	248	118	1.2	1.2	NUM
futech-604	248	119	%	%	NOUN
futech-604	248	120	-2.3	-2.3	NOUN
futech-604	248	121	percentage	percentage	NOUN
futech-604	248	122	points	point	NOUN
futech-604	248	123	industry	industry	NOUN
futech-604	248	124	excellent	excellent	ADJ
futech-604	248	125	<	<	NOUN
futech-604	248	126	2	2	NUM
futech-604	248	127	%	%	NOUN
futech-604	248	128	rework	rework	NOUN
futech-604	248	129	rate	rate	NOUN
futech-604	248	130	rework	rework	NOUN
futech-604	248	131	volume	volume	NOUN
futech-604	248	132	/	/	SYM
futech-604	248	133	total	total	ADJ
futech-604	248	134	output	output	NOUN
futech-604	248	135	2.8	2.8	NUM
futech-604	248	136	%	%	NOUN
futech-604	248	137	0.9	0.9	NUM
futech-604	248	138	%	%	NOUN
futech-604	248	139	-67.9	-67.9	NUM
futech-604	248	140	%	%	NOUN
futech-604	248	141	industry	industry	NOUN
futech-604	248	142	excellent	excellent	ADJ
futech-604	248	143	<	<	NOUN
futech-604	248	144	1	1	NUM
futech-604	248	145	%	%	NOUN
futech-604	248	146	equipment	equipment	NOUN
futech-604	248	147	efficiency	efficiency	NOUN
futech-604	248	148	equipment	equipment	NOUN
futech-604	248	149	oee	oee	ADJ
futech-604	248	150	overall	overall	ADJ
futech-604	248	151	efficiency	efficiency	NOUN
futech-604	248	152	60.0	60.0	NUM
futech-604	248	153	%	%	NOUN
futech-604	248	154	82.0	82.0	NUM
futech-604	248	155	%	%	NOUN
futech-604	248	156	+22	+22	ADJ
futech-604	248	157	percentage	percentage	NOUN
futech-604	248	158	points	point	NOUN
futech-604	248	159	world	world	NOUN
futech-604	248	160	-	-	PUNCT
futech-604	248	161	class	class	NOUN
futech-604	248	162	85	85	NUM
futech-604	248	163	%	%	NOUN
futech-604	248	164	availability	availability	NOUN
futech-604	248	165	operating	operating	NOUN
futech-604	248	166	time	time	NOUN
futech-604	248	167	/	/	SYM
futech-604	248	168	planned	plan	VERB
futech-604	248	169	time	time	NOUN
futech-604	248	170	75	75	NUM
futech-604	248	171	%	%	NOUN
futech-604	248	172	92	92	NUM
futech-604	248	173	%	%	NOUN
futech-604	248	174	+17	+17	NUM
futech-604	248	175	percentage	percentage	NOUN
futech-604	248	176	points	point	NOUN
futech-604	248	177	target	target	NOUN
futech-604	248	178	>	>	PUNCT
futech-604	248	179	90	90	NUM
futech-604	248	180	%	%	NOUN
futech-604	248	181	performance	performance	NOUN
futech-604	248	182	actual	actual	ADJ
futech-604	248	183	/	/	SYM
futech-604	248	184	standard	standard	ADJ
futech-604	248	185	speed	speed	NOUN
futech-604	248	186	85	85	NUM
futech-604	248	187	%	%	NOUN
futech-604	248	188	91	91	NUM
futech-604	248	189	%	%	NOUN
futech-604	248	190	+6	+6	PROPN
futech-604	248	191	percentage	percentage	NOUN
futech-604	248	192	points	point	NOUN
futech-604	248	193	target	target	NOUN
futech-604	248	194	>	>	X
futech-604	248	195	95	95	NUM
futech-604	248	196	%	%	NOUN
futech-604	248	197	quality	quality	NOUN
futech-604	248	198	good	good	ADJ
futech-604	248	199	units	unit	NOUN
futech-604	248	200	/	/	SYM
futech-604	248	201	total	total	ADJ
futech-604	248	202	output	output	NOUN
futech-604	248	203	94	94	NUM
futech-604	248	204	%	%	NOUN
futech-604	248	205	97	97	NUM
futech-604	248	206	%	%	NOUN
futech-604	248	207	+3	+3	PROPN
futech-604	248	208	percentage	percentage	NOUN
futech-604	248	209	points	point	NOUN
futech-604	248	210	target	target	NOUN
futech-604	248	211	>	>	X
futech-604	248	212	99	99	NUM
futech-604	248	213	%	%	NOUN
futech-604	248	214	mean	mean	NOUN
futech-604	248	215	time	time	NOUN
futech-604	248	216	between	between	ADP
futech-604	248	217	failures	failure	NOUN
futech-604	248	218	(	(	PUNCT
futech-604	248	219	mtbf	mtbf	NOUN
futech-604	248	220	)	)	PUNCT
futech-604	248	221	hours	hour	NOUN
futech-604	248	222	168	168	NUM
futech-604	248	223	420	420	NUM
futech-604	248	224	+150	+150	NUM
futech-604	248	225	%	%	NOUN
futech-604	248	226	industry	industry	NOUN
futech-604	248	227	excellent	excellent	ADJ
futech-604	248	228	>	>	SYM
futech-604	248	229	400	400	NUM
futech-604	248	230	mean	mean	ADJ
futech-604	248	231	time	time	NOUN
futech-604	248	232	to	to	PART
futech-604	248	233	repair	repair	VERB
futech-604	248	234	(	(	PUNCT
futech-604	248	235	mttr	mttr	NOUN
futech-604	248	236	)	)	PUNCT
futech-604	248	237	minutes	minute	NOUN
futech-604	248	238	45	45	NUM
futech-604	248	239	12	12	NUM
futech-604	248	240	-73.3	-73.3	NUM
futech-604	248	241	%	%	NOUN
futech-604	248	242	target	target	NOUN
futech-604	248	243	<	<	X
futech-604	248	244	15	15	NUM
futech-604	248	245	minutes	minute	NOUN
futech-604	248	246	flexible	flexible	ADJ
futech-604	248	247	manufacturing	manufacturing	NOUN
futech-604	248	248	product	product	NOUN
futech-604	248	249	changeover	changeover	NOUN
futech-604	248	250	time	time	NOUN
futech-604	248	251	average	average	ADJ
futech-604	248	252	changeover	changeover	NOUN
futech-604	248	253	time	time	NOUN
futech-604	248	254	120	120	NUM
futech-604	248	255	minutes	minute	NOUN
futech-604	248	256	15	15	NUM
futech-604	248	257	minutes	minute	NOUN
futech-604	249	1	-87.5	-87.5	PRON
futech-604	249	2	%	%	NOUN
futech-604	249	3	smed	sme	VERB
futech-604	249	4	target	target	PROPN
futech-604	249	5	<	<	X
futech-604	249	6	10	10	NUM
futech-604	249	7	minutes	minute	NOUN
futech-604	249	8	order	order	NOUN
futech-604	249	9	response	response	NOUN
futech-604	249	10	time	time	NOUN
futech-604	249	11	order	order	NOUN
futech-604	249	12	to	to	PART
futech-604	249	13	delivery	delivery	VERB
futech-604	249	14	24	24	NUM
futech-604	249	15	hours	hour	NOUN
futech-604	249	16	6	6	NUM
futech-604	249	17	hours	hour	NOUN
futech-604	249	18	-75.0	-75.0	NOUN
futech-604	249	19	%	%	NOUN
futech-604	249	20	industry	industry	NOUN
futech-604	249	21	leading	lead	VERB
futech-604	249	22	4	4	NUM
futech-604	249	23	hours	hour	NOUN
futech-604	249	24	exception	exception	NOUN
futech-604	249	25	handling	handling	NOUN
futech-604	249	26	time	time	NOUN
futech-604	249	27	discovery	discovery	NOUN
futech-604	249	28	to	to	PART
futech-604	249	29	resolution	resolution	VERB
futech-604	249	30	30	30	NUM
futech-604	249	31	minutes	minute	NOUN
futech-604	249	32	5	5	NUM
futech-604	249	33	minutes	minute	NOUN
futech-604	249	34	-83.3	-83.3	NUM
futech-604	249	35	%	%	NOUN
futech-604	249	36	real	real	ADJ
futech-604	249	37	-	-	PUNCT
futech-604	249	38	time	time	NOUN
futech-604	249	39	response	response	NOUN
futech-604	249	40	<	<	X
futech-604	249	41	5	5	NUM
futech-604	249	42	minutes	minute	NOUN
futech-604	249	43	planning	plan	VERB
futech-604	249	44	adjustment	adjustment	NOUN
futech-604	249	45	time	time	NOUN
futech-604	249	46	rescheduling	rescheduling	NOUN
futech-604	249	47	time	time	NOUN
futech-604	249	48	90	90	NUM
futech-604	249	49	minutes	minute	NOUN
futech-604	249	50	15	15	NUM
futech-604	249	51	minutes	minute	NOUN
futech-604	249	52	-83.3	-83.3	NUM
futech-604	249	53	%	%	NOUN
futech-604	249	54	agile	agile	ADJ
futech-604	249	55	manufacturing	manufacturing	NOUN
futech-604	249	56	<	<	NOUN
futech-604	249	57	20	20	NUM
futech-604	249	58	minutes	minute	NOUN
futech-604	249	59	new	new	ADJ
futech-604	249	60	product	product	NOUN
futech-604	249	61	introduction	introduction	NOUN
futech-604	249	62	cycle	cycle	NOUN
futech-604	249	63	design	design	NOUN
futech-604	249	64	to	to	ADP
futech-604	249	65	production	production	NOUN
futech-604	249	66	15	15	NUM
futech-604	249	67	days	day	NOUN
futech-604	249	68	3	3	NUM
futech-604	249	69	days	day	NOUN
futech-604	249	70	-80.0	-80.0	PRON
futech-604	249	71	%	%	NOUN
futech-604	249	72	rapid	rapid	ADJ
futech-604	249	73	prototyping	prototyping	NOUN
futech-604	249	74	2	2	NUM
futech-604	249	75	-	-	SYM
futech-604	249	76	5	5	NUM
futech-604	249	77	days	day	NOUN
futech-604	249	78	small	small	ADJ
futech-604	249	79	batch	batch	NOUN
futech-604	249	80	production	production	NOUN
futech-604	249	81	capability	capability	NOUN
futech-604	249	82	minimum	minimum	NOUN
futech-604	249	83	batch	batch	NOUN
futech-604	249	84	size	size	NOUN
futech-604	249	85	500	500	NUM
futech-604	249	86	units	unit	NOUN
futech-604	249	87	50	50	NUM
futech-604	249	88	units	unit	NOUN
futech-604	249	89	-90.0	-90.0	NOUN
futech-604	249	90	%	%	NOUN
futech-604	249	91	one	one	NUM
futech-604	249	92	-	-	PUNCT
futech-604	249	93	piece	piece	NOUN
futech-604	249	94	flow	flow	NOUN
futech-604	249	95	production	production	NOUN
futech-604	249	96	energy	energy	NOUN
futech-604	249	97	efficiency	efficiency	NOUN
futech-604	249	98	unit	unit	NOUN
futech-604	249	99	energy	energy	NOUN
futech-604	249	100	consumption	consumption	NOUN
futech-604	249	101	kwh	kwh	PROPN
futech-604	249	102	/	/	SYM
futech-604	249	103	unit	unit	NOUN
futech-604	249	104	2.85	2.85	NUM
futech-604	249	105	2.14	2.14	NUM
futech-604	249	106	-24.9	-24.9	NUM
futech-604	249	107	%	%	NOUN
futech-604	249	108	green	green	ADJ
futech-604	249	109	manufacturing	manufacturing	NOUN
futech-604	249	110	<	<	X
futech-604	249	111	2.0	2.0	NUM
futech-604	249	112	energy	energy	NOUN
futech-604	249	113	utilization	utilization	NOUN
futech-604	249	114	rate	rate	NOUN
futech-604	249	115	effective	effective	ADJ
futech-604	249	116	consumption	consumption	NOUN
futech-604	249	117	/	/	SYM
futech-604	249	118	total	total	ADJ
futech-604	249	119	consumption	consumption	NOUN
futech-604	249	120	72	72	NUM
futech-604	249	121	%	%	NOUN
futech-604	249	122	88	88	NUM
futech-604	249	123	%	%	NOUN
futech-604	249	124	+16	+16	ADJ
futech-604	249	125	percentage	percentage	NOUN
futech-604	249	126	points	point	NOUN
futech-604	249	127	energy	energy	NOUN
futech-604	249	128	saving	saving	NOUN
futech-604	249	129	target	target	NOUN
futech-604	249	130	>	>	PUNCT
futech-604	249	131	85	85	NUM
futech-604	249	132	%	%	NOUN
futech-604	249	133	inventory	inventory	NOUN
futech-604	249	134	management	management	NOUN
futech-604	249	135	work	work	NOUN
futech-604	249	136	-	-	PUNCT
futech-604	249	137	in	in	ADP
futech-604	249	138	-	-	PUNCT
futech-604	249	139	process	process	NOUN
futech-604	249	140	inventory	inventory	NOUN
futech-604	249	141	turnover	turnover	NOUN
futech-604	249	142	days	day	NOUN
futech-604	249	143	5.2	5.2	NUM
futech-604	249	144	days	day	NOUN
futech-604	249	145	2.1	2.1	NUM
futech-604	249	146	days	day	NOUN
futech-604	249	147	-59.6	-59.6	NOUN
futech-604	249	148	%	%	NOUN
futech-604	249	149	jit	jit	PROPN
futech-604	249	150	target	target	PROPN
futech-604	249	151	<	<	X
futech-604	249	152	2	2	NUM
futech-604	249	153	days	day	NOUN
futech-604	249	154	raw	raw	ADJ
futech-604	249	155	material	material	NOUN
futech-604	249	156	inventory	inventory	NOUN
futech-604	249	157	turnover	turnover	NOUN
futech-604	249	158	times	time	NOUN
futech-604	249	159	/	/	SYM
futech-604	249	160	year	year	NOUN
futech-604	249	161	12	12	NUM
futech-604	249	162	24	24	NUM
futech-604	249	163	+100	+100	NUM
futech-604	249	164	%	%	NOUN
futech-604	249	165	lean	lean	ADJ
futech-604	249	166	target	target	NOUN
futech-604	249	167	>	>	SYM
futech-604	249	168	20	20	NUM
futech-604	249	169	finished	finish	VERB
futech-604	249	170	goods	good	NOUN
futech-604	249	171	inventory	inventory	NOUN
futech-604	249	172	inventory	inventory	NOUN
futech-604	249	173	value	value	NOUN
futech-604	249	174	reduction	reduction	NOUN
futech-604	249	175	baseline	baseline	NOUN
futech-604	249	176	-45	-45	PUNCT
futech-604	249	177	%	%	NOUN
futech-604	249	178	-45	-45	NOUN
futech-604	249	179	%	%	NOUN
futech-604	249	180	industry	industry	NOUN
futech-604	249	181	excellent	excellent	ADJ
futech-604	249	182	40	40	NUM
futech-604	249	183	%	%	NOUN
futech-604	249	184	chenghsien	chenghsien	NOUN
futech-604	249	185	tsai	tsai	PROPN
futech-604	249	186	et	et	PROPN
futech-604	249	187	al	al	PROPN
futech-604	249	188	.	.	PROPN
futech-604	249	189	/future	/future	PUNCT
futech-604	249	190	technology	technology	PROPN
futech-604	249	191	february	february	PROPN
futech-604	249	192	2026|	2026|	NUM
futech-604	249	193	volume	volume	NOUN
futech-604	249	194	05	05	NUM
futech-604	250	1	|	|	ADV
futech-604	250	2	issue	issue	NOUN
futech-604	250	3	01	01	NUM
futech-604	251	1	|	|	NOUN
futech-604	251	2	pages	page	VERB
futech-604	251	3	263	263	NUM
futech-604	251	4	-	-	SYM
futech-604	251	5	277	277	NUM
futech-604	251	6	274	274	NUM
futech-604	251	7	6.3	6.3	NUM
futech-604	251	8	comparative	comparative	ADJ
futech-604	251	9	analysis	analysis	NOUN
futech-604	251	10	a	a	DET
futech-604	251	11	comparative	comparative	ADJ
futech-604	251	12	analysis	analysis	NOUN
futech-604	251	13	with	with	ADP
futech-604	251	14	traditional	traditional	ADJ
futech-604	251	15	mes	me	NOUN
futech-604	251	16	implementations	implementation	NOUN
futech-604	251	17	and	and	CCONJ
futech-604	251	18	contemporary	contemporary	ADJ
futech-604	251	19	intelligent	intelligent	ADJ
futech-604	251	20	manufacturing	manufacturing	NOUN
futech-604	251	21	systems	system	NOUN
futech-604	251	22	reveals	reveal	VERB
futech-604	251	23	the	the	DET
futech-604	251	24	distinctive	distinctive	ADJ
futech-604	251	25	advantages	advantage	NOUN
futech-604	251	26	of	of	ADP
futech-604	251	27	the	the	DET
futech-604	251	28	ai	ai	NOUN
futech-604	251	29	-	-	PUNCT
futech-604	251	30	assisted	assisted	ADJ
futech-604	251	31	,	,	PUNCT
futech-604	251	32	flexible	flexible	ADJ
futech-604	251	33	architecture	architecture	NOUN
futech-604	251	34	.	.	PUNCT
futech-604	252	1	traditional	traditional	ADJ
futech-604	252	2	mes	me	NOUN
futech-604	252	3	typically	typically	ADV
futech-604	252	4	achieves	achieve	VERB
futech-604	252	5	10	10	NUM
futech-604	252	6	-	-	SYM
futech-604	252	7	15	15	NUM
futech-604	252	8	%	%	NOUN
futech-604	252	9	productivity	productivity	NOUN
futech-604	252	10	improvements	improvement	NOUN
futech-604	252	11	and	and	CCONJ
futech-604	252	12	510	510	NUM
futech-604	252	13	%	%	NOUN
futech-604	252	14	quality	quality	NOUN
futech-604	252	15	enhancements	enhancement	NOUN
futech-604	252	16	,	,	PUNCT
futech-604	252	17	while	while	SCONJ
futech-604	252	18	the	the	DET
futech-604	252	19	proposed	propose	VERB
futech-604	252	20	system	system	NOUN
futech-604	252	21	delivered	deliver	VERB
futech-604	252	22	25	25	NUM
futech-604	252	23	%	%	NOUN
futech-604	252	24	productivity	productivity	NOUN
futech-604	252	25	gains	gain	NOUN
futech-604	252	26	and	and	CCONJ
futech-604	252	27	65.7	65.7	NUM
futech-604	252	28	%	%	NOUN
futech-604	252	29	defect	defect	NOUN
futech-604	252	30	reduction	reduction	NOUN
futech-604	252	31	[	[	X
futech-604	252	32	36	36	NUM
futech-604	252	33	]	]	PUNCT
futech-604	252	34	.	.	PUNCT
futech-604	253	1	this	this	DET
futech-604	253	2	performance	performance	NOUN
futech-604	253	3	differential	differential	NOUN
futech-604	253	4	stems	stem	VERB
futech-604	253	5	from	from	ADP
futech-604	253	6	the	the	DET
futech-604	253	7	integration	integration	NOUN
futech-604	253	8	of	of	ADP
futech-604	253	9	real	real	ADJ
futech-604	253	10	-	-	PUNCT
futech-604	253	11	time	time	NOUN
futech-604	253	12	ai	ai	PROPN
futech-604	253	13	inference	inference	NOUN
futech-604	253	14	capabilities	capability	NOUN
futech-604	253	15	with	with	ADP
futech-604	253	16	adaptive	adaptive	ADJ
futech-604	253	17	scheduling	scheduling	NOUN
futech-604	253	18	algorithms	algorithm	NOUN
futech-604	253	19	,	,	PUNCT
futech-604	253	20	enabling	enable	VERB
futech-604	253	21	proactive	proactive	ADJ
futech-604	253	22	rather	rather	ADV
futech-604	253	23	than	than	ADP
futech-604	253	24	reactive	reactive	ADJ
futech-604	253	25	manufacturing	manufacturing	NOUN
futech-604	253	26	management	management	NOUN
futech-604	253	27	.	.	PUNCT
futech-604	254	1	when	when	SCONJ
futech-604	254	2	benchmarked	benchmarke	VERB
futech-604	254	3	against	against	ADP
futech-604	254	4	recent	recent	ADJ
futech-604	254	5	intelligent	intelligent	ADJ
futech-604	254	6	manufacturing	manufacturing	NOUN
futech-604	254	7	implementations	implementation	NOUN
futech-604	254	8	,	,	PUNCT
futech-604	254	9	the	the	DET
futech-604	254	10	system	system	NOUN
futech-604	254	11	demonstrates	demonstrate	VERB
futech-604	254	12	competitive	competitive	ADJ
futech-604	254	13	advantages	advantage	NOUN
futech-604	254	14	in	in	ADP
futech-604	254	15	several	several	ADJ
futech-604	254	16	key	key	ADJ
futech-604	254	17	areas	area	NOUN
futech-604	254	18	.	.	PUNCT
futech-604	255	1	recent	recent	ADJ
futech-604	255	2	studies	study	NOUN
futech-604	255	3	of	of	ADP
futech-604	255	4	cloud	cloud	NOUN
futech-604	255	5	-	-	PUNCT
futech-604	255	6	based	base	VERB
futech-604	255	7	mes	me	NOUN
futech-604	255	8	report	report	VERB
futech-604	255	9	average	average	ADJ
futech-604	255	10	response	response	NOUN
futech-604	255	11	times	time	NOUN
futech-604	255	12	of	of	ADP
futech-604	255	13	200	200	NUM
futech-604	255	14	-	-	PUNCT
futech-604	255	15	500ms	500ms	NOUN
futech-604	255	16	for	for	ADP
futech-604	255	17	critical	critical	ADJ
futech-604	255	18	operations	operation	NOUN
futech-604	255	19	,	,	PUNCT
futech-604	255	20	while	while	SCONJ
futech-604	255	21	the	the	DET
futech-604	255	22	implemented	implement	VERB
futech-604	255	23	system	system	NOUN
futech-604	255	24	maintains	maintain	VERB
futech-604	255	25	sub-100ms	sub-100ms	ADJ
futech-604	255	26	latency	latency	NOUN
futech-604	255	27	for	for	ADP
futech-604	255	28	99.5th	99.5th	NUM
futech-604	255	29	percentile	percentile	ADJ
futech-604	255	30	transactions	transaction	NOUN
futech-604	255	31	[	[	X
futech-604	255	32	37	37	NUM
futech-604	255	33	]	]	PUNCT
futech-604	255	34	.	.	PUNCT
futech-604	256	1	the	the	DET
futech-604	256	2	ability	ability	NOUN
futech-604	256	3	to	to	PART
futech-604	256	4	process	process	VERB
futech-604	256	5	12,500	12,500	NUM
futech-604	256	6	messages	message	NOUN
futech-604	256	7	per	per	ADP
futech-604	256	8	second	second	NOUN
futech-604	256	9	significantly	significantly	ADV
futech-604	256	10	exceeds	exceed	VERB
futech-604	256	11	typical	typical	ADJ
futech-604	256	12	industry	industry	NOUN
futech-604	256	13	implementations	implementation	NOUN
futech-604	256	14	handling	handle	VERB
futech-604	256	15	5,000	5,000	NUM
futech-604	256	16	-	-	SYM
futech-604	256	17	8,000	8,000	NUM
futech-604	256	18	messages	message	NOUN
futech-604	256	19	per	per	ADP
futech-604	256	20	second	second	NOUN
futech-604	256	21	,	,	PUNCT
futech-604	256	22	enabling	enable	VERB
futech-604	256	23	more	more	ADJ
futech-604	256	24	granular	granular	ADJ
futech-604	256	25	process	process	NOUN
futech-604	256	26	monitoring	monitoring	NOUN
futech-604	256	27	and	and	CCONJ
futech-604	256	28	control	control	NOUN
futech-604	256	29	.	.	PUNCT
futech-604	257	1	cost	cost	NOUN
futech-604	257	2	-	-	PUNCT
futech-604	257	3	benefit	benefit	NOUN
futech-604	257	4	analysis	analysis	NOUN
futech-604	257	5	reveals	reveal	VERB
futech-604	257	6	superior	superior	ADJ
futech-604	257	7	return	return	NOUN
futech-604	257	8	on	on	ADP
futech-604	257	9	investment	investment	NOUN
futech-604	257	10	(	(	PUNCT
futech-604	257	11	roi	roi	NOUN
futech-604	257	12	)	)	PUNCT
futech-604	257	13	compared	compare	VERB
futech-604	257	14	to	to	ADP
futech-604	257	15	traditional	traditional	ADJ
futech-604	257	16	automation	automation	NOUN
futech-604	257	17	approaches	approach	NOUN
futech-604	257	18	.	.	PUNCT
futech-604	258	1	while	while	SCONJ
futech-604	258	2	initial	initial	ADJ
futech-604	258	3	implementation	implementation	NOUN
futech-604	258	4	costs	cost	NOUN
futech-604	258	5	were	be	AUX
futech-604	258	6	35	35	NUM
futech-604	258	7	%	%	NOUN
futech-604	258	8	higher	high	ADJ
futech-604	258	9	than	than	ADP
futech-604	258	10	conventional	conventional	ADJ
futech-604	258	11	mes	me	NOUN
futech-604	258	12	due	due	ADP
futech-604	258	13	to	to	ADP
futech-604	258	14	ai	ai	VERB
futech-604	258	15	infrastructure	infrastructure	NOUN
futech-604	258	16	requirements	requirement	NOUN
futech-604	258	17	,	,	PUNCT
futech-604	258	18	the	the	DET
futech-604	258	19	payback	payback	NOUN
futech-604	258	20	period	period	NOUN
futech-604	258	21	was	be	AUX
futech-604	258	22	reduced	reduce	VERB
futech-604	258	23	to	to	ADP
futech-604	258	24	18	18	NUM
futech-604	258	25	months	month	NOUN
futech-604	258	26	compared	compare	VERB
futech-604	258	27	to	to	ADP
futech-604	258	28	the	the	DET
futech-604	258	29	industry	industry	NOUN
futech-604	258	30	average	average	NOUN
futech-604	258	31	of	of	ADP
futech-604	258	32	36	36	NUM
futech-604	258	33	months	month	NOUN
futech-604	258	34	.	.	PUNCT
futech-604	259	1	total	total	ADJ
futech-604	259	2	cost	cost	NOUN
futech-604	259	3	of	of	ADP
futech-604	259	4	ownership	ownership	NOUN
futech-604	259	5	(	(	PUNCT
futech-604	259	6	tco	tco	NOUN
futech-604	259	7	)	)	PUNCT
futech-604	259	8	analysis	analysis	NOUN
futech-604	259	9	over	over	ADP
futech-604	259	10	five	five	NUM
futech-604	259	11	years	year	NOUN
futech-604	259	12	indicates	indicate	VERB
futech-604	259	13	40	40	NUM
futech-604	259	14	%	%	NOUN
futech-604	259	15	lower	low	ADJ
futech-604	259	16	operational	operational	ADJ
futech-604	259	17	costs	cost	NOUN
futech-604	259	18	due	due	ADJ
futech-604	259	19	to	to	ADP
futech-604	259	20	reduced	reduce	VERB
futech-604	259	21	downtime	downtime	NOUN
futech-604	259	22	,	,	PUNCT
futech-604	259	23	improved	improve	VERB
futech-604	259	24	quality	quality	NOUN
futech-604	259	25	,	,	PUNCT
futech-604	259	26	and	and	CCONJ
futech-604	259	27	decreased	decrease	VERB
futech-604	259	28	maintenance	maintenance	NOUN
futech-604	259	29	expenses	expense	NOUN
futech-604	259	30	[	[	X
futech-604	259	31	38	38	NUM
futech-604	259	32	]	]	PUNCT
futech-604	259	33	.	.	PUNCT
futech-604	260	1	the	the	DET
futech-604	260	2	modular	modular	ADJ
futech-604	260	3	microservices	microservice	NOUN
futech-604	260	4	design	design	NOUN
futech-604	260	5	enables	enable	VERB
futech-604	260	6	selective	selective	ADJ
futech-604	260	7	upgrades	upgrade	NOUN
futech-604	260	8	and	and	CCONJ
futech-604	260	9	targeted	target	VERB
futech-604	260	10	technology	technology	NOUN
futech-604	260	11	adoption	adoption	NOUN
futech-604	260	12	without	without	ADP
futech-604	260	13	system	system	NOUN
futech-604	260	14	-	-	PUNCT
futech-604	260	15	wide	wide	ADJ
futech-604	260	16	disruption	disruption	NOUN
futech-604	260	17	,	,	PUNCT
futech-604	260	18	supporting	support	VERB
futech-604	260	19	evolutionary	evolutionary	ADJ
futech-604	260	20	rather	rather	ADV
futech-604	260	21	than	than	ADP
futech-604	260	22	disruptive	disruptive	ADJ
futech-604	260	23	transformation	transformation	NOUN
futech-604	260	24	.	.	PUNCT
futech-604	261	1	interoperability	interoperability	NOUN
futech-604	261	2	with	with	ADP
futech-604	261	3	legacy	legacy	NOUN
futech-604	261	4	systems	system	NOUN
futech-604	261	5	while	while	SCONJ
futech-604	261	6	introducing	introduce	VERB
futech-604	261	7	advanced	advanced	ADJ
futech-604	261	8	capabilities	capability	NOUN
futech-604	261	9	mitigates	mitigate	VERB
futech-604	261	10	a	a	DET
futech-604	261	11	major	major	ADJ
futech-604	261	12	barrier	barrier	NOUN
futech-604	261	13	to	to	ADP
futech-604	261	14	industry	industry	VERB
futech-604	261	15	4.0	4.0	NUM
futech-604	261	16	adoption	adoption	NOUN
futech-604	261	17	,	,	PUNCT
futech-604	261	18	particularly	particularly	ADV
futech-604	261	19	for	for	ADP
futech-604	261	20	small	small	ADJ
futech-604	261	21	and	and	CCONJ
futech-604	261	22	mediumsized	mediumsized	ADJ
futech-604	261	23	enterprises	enterprise	NOUN
futech-604	261	24	operating	operate	VERB
futech-604	261	25	under	under	ADP
futech-604	261	26	capital	capital	NOUN
futech-604	261	27	constraints	constraint	NOUN
futech-604	261	28	.	.	PUNCT
futech-604	262	1	6.4	6.4	NUM
futech-604	262	2	challenges	challenge	NOUN
futech-604	262	3	and	and	CCONJ
futech-604	262	4	solutions	solution	NOUN
futech-604	262	5	implementation	implementation	NOUN
futech-604	262	6	surfaced	surface	VERB
futech-604	262	7	challenges	challenge	NOUN
futech-604	262	8	across	across	ADP
futech-604	262	9	technical	technical	ADJ
futech-604	262	10	,	,	PUNCT
futech-604	262	11	organizational	organizational	ADJ
futech-604	262	12	,	,	PUNCT
futech-604	262	13	and	and	CCONJ
futech-604	262	14	operational	operational	ADJ
futech-604	262	15	domains	domain	NOUN
futech-604	262	16	,	,	PUNCT
futech-604	262	17	requiring	require	VERB
futech-604	262	18	adaptive	adaptive	ADJ
futech-604	262	19	remedies	remedy	NOUN
futech-604	262	20	.	.	PUNCT
futech-604	263	1	technically	technically	ADV
futech-604	263	2	,	,	PUNCT
futech-604	263	3	data	datum	NOUN
futech-604	263	4	quality	quality	NOUN
futech-604	263	5	and	and	CCONJ
futech-604	263	6	integration	integration	NOUN
futech-604	263	7	complexity	complexity	NOUN
futech-604	263	8	dominated	dominate	VERB
futech-604	263	9	.	.	PUNCT
futech-604	264	1	initial	initial	ADJ
futech-604	264	2	sensor	sensor	NOUN
futech-604	264	3	streams	stream	NOUN
futech-604	264	4	exhibited	exhibit	VERB
futech-604	264	5	15	15	NUM
futech-604	264	6	%	%	NOUN
futech-604	264	7	missing	miss	VERB
futech-604	264	8	values	value	NOUN
futech-604	264	9	and	and	CCONJ
futech-604	264	10	8	8	NUM
futech-604	264	11	%	%	NOUN
futech-604	264	12	anomalies	anomaly	NOUN
futech-604	264	13	,	,	PUNCT
futech-604	264	14	motivating	motivate	VERB
futech-604	264	15	a	a	DET
futech-604	264	16	robust	robust	ADJ
futech-604	264	17	preprocessing	preprocessing	NOUN
futech-604	264	18	pipeline	pipeline	NOUN
futech-604	264	19	with	with	ADP
futech-604	264	20	advanced	advanced	ADJ
futech-604	264	21	interpolation	interpolation	NOUN
futech-604	264	22	and	and	CCONJ
futech-604	264	23	outlier	outlier	NOUN
futech-604	264	24	detection	detection	NOUN
futech-604	264	25	.	.	PUNCT
futech-604	265	1	cascaded	cascade	VERB
futech-604	265	2	validation	validation	NOUN
futech-604	265	3	at	at	ADP
futech-604	265	4	edge	edge	NOUN
futech-604	265	5	nodes	node	NOUN
futech-604	265	6	reduced	reduce	VERB
futech-604	265	7	central	central	ADJ
futech-604	265	8	processing	processing	NOUN
futech-604	265	9	by	by	ADP
futech-604	265	10	60	60	NUM
futech-604	265	11	%	%	NOUN
futech-604	265	12	and	and	CCONJ
futech-604	265	13	raised	raise	VERB
futech-604	265	14	completeness	completeness	NOUN
futech-604	265	15	to	to	ADP
futech-604	265	16	98.5	98.5	NUM
futech-604	265	17	%	%	NOUN
futech-604	265	18	.	.	PUNCT
futech-604	266	1	system	system	NOUN
futech-604	266	2	integration	integration	NOUN
futech-604	266	3	was	be	AUX
futech-604	266	4	hindered	hinder	VERB
futech-604	266	5	by	by	ADP
futech-604	266	6	heterogeneous	heterogeneous	ADJ
futech-604	266	7	protocols	protocol	NOUN
futech-604	266	8	and	and	CCONJ
futech-604	266	9	legacy	legacy	NOUN
futech-604	266	10	constraints	constraint	NOUN
futech-604	266	11	.	.	PUNCT
futech-604	267	1	equipment	equipment	NOUN
futech-604	267	2	from	from	ADP
futech-604	267	3	multiple	multiple	ADJ
futech-604	267	4	vendors	vendor	NOUN
futech-604	267	5	relied	rely	VERB
futech-604	267	6	on	on	ADP
futech-604	267	7	proprietary	proprietary	ADJ
futech-604	267	8	interfaces	interface	NOUN
futech-604	267	9	,	,	PUNCT
futech-604	267	10	necessitating	necessitate	VERB
futech-604	267	11	12	12	NUM
futech-604	267	12	custom	custom	NOUN
futech-604	267	13	adapters	adapter	NOUN
futech-604	267	14	.	.	PUNCT
futech-604	268	1	a	a	DET
futech-604	268	2	universal	universal	ADJ
futech-604	268	3	translation	translation	NOUN
futech-604	268	4	layer	layer	NOUN
futech-604	268	5	standardizing	standardize	VERB
futech-604	268	6	on	on	ADP
futech-604	268	7	opc	opc	PROPN
futech-604	268	8	ua	ua	PROPN
futech-604	268	9	enabled	enable	VERB
futech-604	268	10	seamless	seamless	ADJ
futech-604	268	11	connectivity	connectivity	NOUN
futech-604	268	12	while	while	SCONJ
futech-604	268	13	preserving	preserve	VERB
futech-604	268	14	vendorspecific	vendorspecific	NOUN
futech-604	268	15	optimizations	optimization	NOUN
futech-604	268	16	.	.	PUNCT
futech-604	269	1	organizational	organizational	ADJ
futech-604	269	2	resistance	resistance	NOUN
futech-604	269	3	to	to	ADP
futech-604	269	4	ai	ai	VERB
futech-604	269	5	-	-	PUNCT
futech-604	269	6	guided	guide	VERB
futech-604	269	7	actions	action	NOUN
futech-604	269	8	required	require	VERB
futech-604	269	9	structured	structured	ADJ
futech-604	269	10	change	change	NOUN
futech-604	269	11	management	management	NOUN
futech-604	269	12	.	.	PUNCT
futech-604	270	1	early	early	ADJ
futech-604	270	2	operator	operator	NOUN
futech-604	270	3	skepticism	skepticism	NOUN
futech-604	270	4	produced	produce	VERB
futech-604	270	5	a	a	DET
futech-604	270	6	40	40	NUM
futech-604	270	7	%	%	NOUN
futech-604	270	8	override	override	NOUN
futech-604	270	9	rate	rate	NOUN
futech-604	270	10	.	.	PUNCT
futech-604	271	1	deploying	deploy	VERB
futech-604	271	2	explainable	explainable	ADJ
futech-604	271	3	ai	ai	NOUN
futech-604	271	4	views	view	NOUN
futech-604	271	5	that	that	SCONJ
futech-604	271	6	exposed	expose	VERB
futech-604	271	7	decision	decision	NOUN
futech-604	271	8	rationales	rationale	NOUN
futech-604	271	9	lowered	lower	VERB
futech-604	271	10	overrides	override	VERB
futech-604	271	11	to	to	ADP
futech-604	271	12	12	12	NUM
futech-604	271	13	%	%	NOUN
futech-604	271	14	within	within	ADP
futech-604	271	15	three	three	NUM
futech-604	271	16	months	month	NOUN
futech-604	271	17	.	.	PUNCT
futech-604	272	1	continuous	continuous	ADJ
futech-604	272	2	training	training	NOUN
futech-604	272	3	—	—	PUNCT
futech-604	272	4	hands	hand	NOUN
futech-604	272	5	-	-	PUNCT
futech-604	272	6	on	on	ADP
futech-604	272	7	workshops	workshop	NOUN
futech-604	272	8	and	and	CCONJ
futech-604	272	9	success	success	NOUN
futech-604	272	10	-	-	PUNCT
futech-604	272	11	story	story	NOUN
futech-604	272	12	sharing	sharing	NOUN
futech-604	272	13	—	—	PUNCT
futech-604	272	14	further	far	ADV
futech-604	272	15	improved	improve	VERB
futech-604	272	16	acceptance	acceptance	NOUN
futech-604	272	17	.	.	PUNCT
futech-604	273	1	computational	computational	ADJ
futech-604	273	2	resource	resource	NOUN
futech-604	273	3	pressure	pressure	NOUN
futech-604	273	4	emerged	emerge	VERB
futech-604	273	5	during	during	ADP
futech-604	273	6	peaks	peak	NOUN
futech-604	273	7	:	:	PUNCT
futech-604	273	8	concurrent	concurrent	ADJ
futech-604	273	9	inference	inference	NOUN
futech-604	273	10	pushed	push	VERB
futech-604	273	11	gpu	gpu	NOUN
futech-604	273	12	utilization	utilization	NOUN
futech-604	273	13	to	to	ADP
futech-604	273	14	95	95	NUM
futech-604	273	15	%	%	NOUN
futech-604	273	16	.	.	PUNCT
futech-604	274	1	dynamic	dynamic	ADJ
futech-604	274	2	allocation	allocation	NOUN
futech-604	274	3	based	base	VERB
futech-604	274	4	on	on	ADP
futech-604	274	5	priority	priority	NOUN
futech-604	274	6	queuing	queuing	NOUN
futech-604	274	7	and	and	CCONJ
futech-604	274	8	model	model	NOUN
futech-604	274	9	complexity	complexity	NOUN
futech-604	274	10	maintained	maintain	VERB
futech-604	274	11	latency	latency	NOUN
futech-604	274	12	within	within	ADP
futech-604	274	13	bounds	bound	NOUN
futech-604	274	14	.	.	PUNCT
futech-604	275	1	an	an	DET
futech-604	275	2	edge	edge	NOUN
futech-604	275	3	-	-	PUNCT
futech-604	275	4	cloud	cloud	NOUN
futech-604	275	5	hybrid	hybrid	NOUN
futech-604	275	6	distributed	distribute	VERB
futech-604	275	7	loads	load	NOUN
futech-604	275	8	and	and	CCONJ
futech-604	275	9	reduced	reduce	VERB
futech-604	275	10	central	central	ADJ
futech-604	275	11	gpu	gpu	NOUN
futech-604	275	12	requirements	requirement	NOUN
futech-604	275	13	by	by	ADP
futech-604	275	14	45	45	NUM
futech-604	275	15	%	%	NOUN
futech-604	275	16	.	.	PUNCT
futech-604	276	1	cybersecurity	cybersecurity	NOUN
futech-604	276	2	challenges	challenge	NOUN
futech-604	276	3	required	require	VERB
futech-604	276	4	specialized	specialized	ADJ
futech-604	276	5	mitigation	mitigation	NOUN
futech-604	276	6	:	:	PUNCT
futech-604	276	7	(	(	PUNCT
futech-604	276	8	i	i	NOUN
futech-604	276	9	)	)	PUNCT
futech-604	276	10	ai	ai	VERB
futech-604	276	11	model	model	NOUN
futech-604	276	12	integrity	integrity	NOUN
futech-604	276	13	threats	threat	NOUN
futech-604	276	14	mitigated	mitigate	VERB
futech-604	276	15	through	through	ADP
futech-604	276	16	cryptographic	cryptographic	ADJ
futech-604	276	17	signing	signing	NOUN
futech-604	276	18	and	and	CCONJ
futech-604	276	19	blockchain	blockchain	PROPN
futech-604	276	20	-	-	PUNCT
futech-604	276	21	based	base	VERB
futech-604	276	22	provenance	provenance	NOUN
futech-604	276	23	tracking	tracking	NOUN
futech-604	276	24	(	(	PUNCT
futech-604	276	25	3	3	NUM
futech-604	276	26	tampering	tamper	VERB
futech-604	276	27	attempts	attempt	NOUN
futech-604	276	28	blocked	block	VERB
futech-604	276	29	)	)	PUNCT
futech-604	276	30	;	;	PUNCT
futech-604	276	31	(	(	PUNCT
futech-604	276	32	ii	ii	NOUN
futech-604	276	33	)	)	PUNCT
futech-604	276	34	data	datum	NOUN
futech-604	276	35	exfiltration	exfiltration	NOUN
futech-604	276	36	risks	risk	NOUN
futech-604	276	37	addressed	address	VERB
futech-604	276	38	via	via	ADP
futech-604	276	39	aes-256	aes-256	PROPN
futech-604	276	40	encryption	encryption	NOUN
futech-604	276	41	,	,	PUNCT
futech-604	276	42	tls	tls	PROPN
futech-604	276	43	1.3	1.3	NUM
futech-604	276	44	,	,	PUNCT
futech-604	276	45	and	and	CCONJ
futech-604	276	46	network	network	NOUN
futech-604	276	47	micro	micro	NOUN
futech-604	276	48	-	-	NOUN
futech-604	276	49	segmentation	segmentation	NOUN
futech-604	276	50	;	;	PUNCT
futech-604	276	51	(	(	PUNCT
futech-604	276	52	iii	iii	X
futech-604	276	53	)	)	PUNCT
futech-604	276	54	real	real	ADJ
futech-604	276	55	-	-	PUNCT
futech-604	276	56	time	time	NOUN
futech-604	276	57	control	control	NOUN
futech-604	276	58	attacks	attack	NOUN
futech-604	276	59	prevented	prevent	VERB
futech-604	276	60	using	use	VERB
futech-604	276	61	anomalous	anomalous	ADJ
futech-604	276	62	command	command	NOUN
futech-604	276	63	detection	detection	NOUN
futech-604	276	64	(	(	PUNCT
futech-604	276	65	7	7	NUM
futech-604	276	66	suspicious	suspicious	ADJ
futech-604	276	67	sequences	sequence	NOUN
futech-604	276	68	identified	identify	VERB
futech-604	276	69	)	)	PUNCT
futech-604	276	70	.	.	PUNCT
futech-604	277	1	following	follow	VERB
futech-604	277	2	nist	nist	NOUN
futech-604	277	3	cybersecurity	cybersecurity	NOUN
futech-604	277	4	framework	framework	NOUN
futech-604	277	5	and	and	CCONJ
futech-604	277	6	iec	iec	PROPN
futech-604	277	7	62443	62443	NUM
futech-604	277	8	standards	standard	NOUN
futech-604	277	9	,	,	PUNCT
futech-604	277	10	the	the	DET
futech-604	277	11	system	system	NOUN
futech-604	277	12	implemented	implement	VERB
futech-604	277	13	continuous	continuous	ADJ
futech-604	277	14	authentication	authentication	NOUN
futech-604	277	15	,	,	PUNCT
futech-604	277	16	least	least	ADJ
futech-604	277	17	-	-	PUNCT
futech-604	277	18	privilege	privilege	NOUN
futech-604	277	19	access	access	NOUN
futech-604	277	20	control	control	NOUN
futech-604	277	21	(	(	PUNCT
futech-604	277	22	237	237	NUM
futech-604	277	23	operator	operator	NOUN
futech-604	277	24	accounts	account	NOUN
futech-604	277	25	,	,	PUNCT
futech-604	277	26	45	45	NUM
futech-604	277	27	plc	plc	PROPN
futech-604	277	28	service	service	NOUN
futech-604	277	29	accounts	account	NOUN
futech-604	277	30	)	)	PUNCT
futech-604	277	31	,	,	PUNCT
futech-604	277	32	network	network	NOUN
futech-604	277	33	segmentation	segmentation	NOUN
futech-604	277	34	via	via	ADP
futech-604	277	35	software	software	NOUN
futech-604	277	36	-	-	PUNCT
futech-604	277	37	defined	define	VERB
futech-604	277	38	networking	networking	NOUN
futech-604	277	39	,	,	PUNCT
futech-604	277	40	and	and	CCONJ
futech-604	277	41	behavioral	behavioral	ADJ
futech-604	277	42	analytics	analytic	NOUN
futech-604	277	43	detecting	detect	VERB
futech-604	277	44	12	12	NUM
futech-604	277	45	anomalous	anomalous	ADJ
futech-604	277	46	access	access	NOUN
futech-604	277	47	patterns	pattern	NOUN
futech-604	277	48	.	.	PUNCT
futech-604	278	1	6.5	6.5	NUM
futech-604	278	2	theoretical	theoretical	ADJ
futech-604	278	3	implications	implication	NOUN
futech-604	278	4	the	the	DET
futech-604	278	5	research	research	NOUN
futech-604	278	6	contributes	contribute	VERB
futech-604	278	7	significant	significant	ADJ
futech-604	278	8	theoretical	theoretical	ADJ
futech-604	278	9	advancements	advancement	NOUN
futech-604	278	10	to	to	ADP
futech-604	278	11	manufacturing	manufacturing	NOUN
futech-604	278	12	systems	system	NOUN
futech-604	278	13	theory	theory	NOUN
futech-604	278	14	by	by	ADP
futech-604	278	15	demonstrating	demonstrate	VERB
futech-604	278	16	the	the	DET
futech-604	278	17	viability	viability	NOUN
futech-604	278	18	of	of	ADP
futech-604	278	19	distributed	distribute	VERB
futech-604	278	20	intelligence	intelligence	NOUN
futech-604	278	21	architectures	architecture	NOUN
futech-604	278	22	for	for	ADP
futech-604	278	23	achieving	achieve	VERB
futech-604	278	24	flexible	flexible	ADJ
futech-604	278	25	automation	automation	NOUN
futech-604	278	26	.	.	PUNCT
futech-604	279	1	the	the	DET
futech-604	279	2	successful	successful	ADJ
futech-604	279	3	integration	integration	NOUN
futech-604	279	4	of	of	ADP
futech-604	279	5	ai	ai	PRON
futech-604	279	6	cognitive	cognitive	ADJ
futech-604	279	7	capabilities	capability	NOUN
futech-604	279	8	with	with	ADP
futech-604	279	9	traditional	traditional	ADJ
futech-604	279	10	mes	me	NOUN
futech-604	279	11	functions	function	NOUN
futech-604	279	12	validates	validate	VERB
futech-604	279	13	the	the	DET
futech-604	279	14	conceptual	conceptual	ADJ
futech-604	279	15	framework	framework	NOUN
futech-604	279	16	of	of	ADP
futech-604	279	17	cognitive	cognitive	ADJ
futech-604	279	18	manufacturing	manufacturing	NOUN
futech-604	279	19	systems	system	NOUN
futech-604	279	20	,	,	PUNCT
futech-604	279	21	extending	extend	VERB
futech-604	279	22	cps	cps	PROPN
futech-604	279	23	theory	theory	NOUN
futech-604	279	24	beyond	beyond	ADP
futech-604	279	25	simple	simple	ADJ
futech-604	279	26	automation	automation	NOUN
futech-604	279	27	to	to	PART
futech-604	279	28	encompass	encompass	VERB
futech-604	279	29	adaptive	adaptive	ADJ
futech-604	279	30	learning	learning	NOUN
futech-604	279	31	and	and	CCONJ
futech-604	279	32	autonomous	autonomous	ADJ
futech-604	279	33	optimization	optimization	NOUN
futech-604	279	34	[	[	X
futech-604	279	35	39	39	NUM
futech-604	279	36	]	]	PUNCT
futech-604	279	37	.	.	PUNCT
futech-604	280	1	the	the	DET
futech-604	280	2	findings	finding	NOUN
futech-604	280	3	challenge	challenge	VERB
futech-604	280	4	existing	exist	VERB
futech-604	280	5	assumptions	assumption	NOUN
futech-604	280	6	regarding	regard	VERB
futech-604	280	7	the	the	DET
futech-604	280	8	trade	trade	NOUN
futech-604	280	9	-	-	PUNCT
futech-604	280	10	off	off	NOUN
futech-604	280	11	between	between	ADP
futech-604	280	12	flexibility	flexibility	NOUN
futech-604	280	13	and	and	CCONJ
futech-604	280	14	efficiency	efficiency	NOUN
futech-604	280	15	in	in	ADP
futech-604	280	16	manufacturing	manufacturing	NOUN
futech-604	280	17	systems	system	NOUN
futech-604	280	18	.	.	PUNCT
futech-604	281	1	traditional	traditional	ADJ
futech-604	281	2	theory	theory	NOUN
futech-604	281	3	posits	posit	VERB
futech-604	281	4	inverse	inverse	ADJ
futech-604	281	5	relationships	relationship	NOUN
futech-604	281	6	between	between	ADP
futech-604	281	7	these	these	DET
futech-604	281	8	objectives	objective	NOUN
futech-604	281	9	,	,	PUNCT
futech-604	281	10	yet	yet	CCONJ
futech-604	281	11	the	the	DET
futech-604	281	12	implemented	implement	VERB
futech-604	281	13	system	system	NOUN
futech-604	281	14	achieved	achieve	VERB
futech-604	281	15	simultaneous	simultaneous	ADJ
futech-604	281	16	improvements	improvement	NOUN
futech-604	281	17	in	in	ADP
futech-604	281	18	both	both	DET
futech-604	281	19	dimensions	dimension	NOUN
futech-604	281	20	through	through	ADP
futech-604	281	21	aimediated	aimediate	VERB
futech-604	281	22	dynamic	dynamic	ADJ
futech-604	281	23	optimization	optimization	NOUN
futech-604	281	24	.	.	PUNCT
futech-604	282	1	this	this	PRON
futech-604	282	2	suggests	suggest	VERB
futech-604	282	3	a	a	DET
futech-604	282	4	need	need	NOUN
futech-604	282	5	to	to	PART
futech-604	282	6	reconceptualize	reconceptualize	VERB
futech-604	282	7	manufacturing	manufacturing	NOUN
futech-604	282	8	system	system	NOUN
futech-604	282	9	design	design	NOUN
futech-604	282	10	principles	principle	NOUN
futech-604	282	11	,	,	PUNCT
futech-604	282	12	incorporating	incorporate	VERB
futech-604	282	13	intelligence	intelligence	NOUN
futech-604	282	14	as	as	ADP
futech-604	282	15	a	a	DET
futech-604	282	16	fundamental	fundamental	ADJ
futech-604	282	17	rather	rather	ADV
futech-604	282	18	than	than	ADP
futech-604	282	19	auxiliary	auxiliary	ADJ
futech-604	282	20	component	component	NOUN
futech-604	282	21	[	[	X
futech-604	282	22	40	40	NUM
futech-604	282	23	]	]	PUNCT
futech-604	282	24	.	.	PUNCT
futech-604	283	1	the	the	DET
futech-604	283	2	research	research	NOUN
futech-604	283	3	establishes	establish	VERB
futech-604	283	4	new	new	ADJ
futech-604	283	5	theoretical	theoretical	ADJ
futech-604	283	6	constructs	construct	NOUN
futech-604	283	7	for	for	ADP
futech-604	283	8	understanding	understand	VERB
futech-604	283	9	human	human	ADJ
futech-604	283	10	-	-	PUNCT
futech-604	283	11	ai	ai	NOUN
futech-604	283	12	collaboration	collaboration	NOUN
futech-604	283	13	in	in	ADP
futech-604	283	14	manufacturing	manufacturing	NOUN
futech-604	283	15	contexts	contexts	NOUN
futech-604	283	16	.	.	PUNCT
futech-604	284	1	the	the	DET
futech-604	284	2	observed	observe	VERB
futech-604	284	3	evolution	evolution	NOUN
futech-604	284	4	from	from	ADP
futech-604	284	5	initial	initial	ADJ
futech-604	284	6	resistance	resistance	NOUN
futech-604	284	7	to	to	ADP
futech-604	284	8	productive	productive	ADJ
futech-604	284	9	partnership	partnership	NOUN
futech-604	284	10	suggests	suggest	VERB
futech-604	284	11	staged	stage	VERB
futech-604	284	12	acceptance	acceptance	NOUN
futech-604	284	13	models	model	NOUN
futech-604	284	14	requiring	require	VERB
futech-604	284	15	further	further	ADJ
futech-604	284	16	theoretical	theoretical	ADJ
futech-604	284	17	development	development	NOUN
futech-604	284	18	.	.	PUNCT
futech-604	285	1	these	these	DET
futech-604	285	2	findings	finding	NOUN
futech-604	285	3	contribute	contribute	VERB
futech-604	285	4	to	to	ADP
futech-604	285	5	emerging	emerge	VERB
futech-604	285	6	theories	theory	NOUN
futech-604	285	7	of	of	ADP
futech-604	285	8	augmented	augmented	ADJ
futech-604	285	9	intelligence	intelligence	NOUN
futech-604	285	10	in	in	ADP
futech-604	285	11	industrial	industrial	ADJ
futech-604	285	12	applications	application	NOUN
futech-604	285	13	.	.	PUNCT
futech-604	286	1	6.6	6.6	NUM
futech-604	286	2	practical	practical	ADJ
futech-604	286	3	implications	implication	NOUN
futech-604	286	4	for	for	ADP
futech-604	286	5	industry	industry	NOUN
futech-604	286	6	the	the	DET
futech-604	286	7	demonstrated	demonstrate	VERB
futech-604	286	8	success	success	NOUN
futech-604	286	9	provides	provide	VERB
futech-604	286	10	actionable	actionable	ADJ
futech-604	286	11	insights	insight	NOUN
futech-604	286	12	for	for	ADP
futech-604	286	13	manufacturing	manufacturing	NOUN
futech-604	286	14	practitioners	practitioner	NOUN
futech-604	286	15	considering	consider	VERB
futech-604	286	16	intelligent	intelligent	ADJ
futech-604	286	17	system	system	NOUN
futech-604	286	18	implementations	implementation	NOUN
futech-604	286	19	.	.	PUNCT
futech-604	287	1	organizations	organization	NOUN
futech-604	287	2	should	should	AUX
futech-604	287	3	prioritize	prioritize	VERB
futech-604	287	4	data	data	NOUN
futech-604	287	5	infrastructure	infrastructure	NOUN
futech-604	287	6	development	development	NOUN
futech-604	287	7	before	before	SCONJ
futech-604	287	8	ai	ai	VERB
futech-604	287	9	deployment	deployment	NOUN
futech-604	287	10	,	,	PUNCT
futech-604	287	11	as	as	SCONJ
futech-604	287	12	data	datum	NOUN
futech-604	287	13	quality	quality	NOUN
futech-604	287	14	directly	directly	ADV
futech-604	287	15	impacts	impact	VERB
futech-604	287	16	system	system	NOUN
futech-604	287	17	effectiveness	effectiveness	NOUN
futech-604	287	18	.	.	PUNCT
futech-604	288	1	the	the	DET
futech-604	288	2	phased	phase	VERB
futech-604	288	3	implementation	implementation	NOUN
futech-604	288	4	approach	approach	NOUN
futech-604	288	5	,	,	PUNCT
futech-604	288	6	beginning	begin	VERB
futech-604	288	7	with	with	ADP
futech-604	288	8	pilot	pilot	NOUN
futech-604	288	9	deployments	deployment	NOUN
futech-604	288	10	on	on	ADP
futech-604	288	11	representative	representative	ADJ
futech-604	288	12	production	production	NOUN
futech-604	288	13	lines	line	NOUN
futech-604	288	14	,	,	PUNCT
futech-604	288	15	reduces	reduce	VERB
futech-604	288	16	risk	risk	NOUN
futech-604	288	17	while	while	SCONJ
futech-604	288	18	building	build	VERB
futech-604	288	19	organizational	organizational	ADJ
futech-604	288	20	capabilities	capability	NOUN
futech-604	288	21	and	and	CCONJ
futech-604	288	22	confidence	confidence	NOUN
futech-604	288	23	[	[	X
futech-604	288	24	41	41	NUM
futech-604	288	25	]	]	PUNCT
futech-604	288	26	.	.	PUNCT
futech-604	289	1	investment	investment	NOUN
futech-604	289	2	strategies	strategy	NOUN
futech-604	289	3	should	should	AUX
futech-604	289	4	balance	balance	VERB
futech-604	289	5	immediate	immediate	ADJ
futech-604	289	6	automation	automation	NOUN
futech-604	289	7	needs	need	VERB
futech-604	289	8	with	with	ADP
futech-604	289	9	long	long	ADJ
futech-604	289	10	-	-	PUNCT
futech-604	289	11	term	term	NOUN
futech-604	289	12	flexibility	flexibility	NOUN
futech-604	289	13	requirements	requirement	NOUN
futech-604	289	14	.	.	PUNCT
futech-604	290	1	the	the	DET
futech-604	290	2	modular	modular	ADJ
futech-604	290	3	architecture	architecture	NOUN
futech-604	290	4	approach	approach	NOUN
futech-604	290	5	enables	enable	VERB
futech-604	290	6	incremental	incremental	ADJ
futech-604	290	7	capability	capability	NOUN
futech-604	290	8	addition	addition	NOUN
futech-604	290	9	without	without	ADP
futech-604	290	10	wholesale	wholesale	ADJ
futech-604	290	11	system	system	NOUN
futech-604	290	12	replacement	replacement	NOUN
futech-604	290	13	,	,	PUNCT
futech-604	290	14	protecting	protect	VERB
futech-604	290	15	capital	capital	NOUN
futech-604	290	16	investments	investment	NOUN
futech-604	290	17	while	while	SCONJ
futech-604	290	18	maintaining	maintain	VERB
futech-604	290	19	technological	technological	ADJ
futech-604	290	20	currency	currency	NOUN
futech-604	290	21	.	.	PUNCT
futech-604	291	1	manufacturing	manufacture	VERB
futech-604	291	2	leaders	leader	NOUN
futech-604	291	3	should	should	AUX
futech-604	291	4	allocate	allocate	VERB
futech-604	291	5	20	20	NUM
futech-604	291	6	-	-	SYM
futech-604	291	7	30	30	NUM
futech-604	291	8	%	%	NOUN
futech-604	291	9	of	of	ADP
futech-604	291	10	digitalization	digitalization	NOUN
futech-604	291	11	budgets	budget	NOUN
futech-604	291	12	to	to	PART
futech-604	291	13	workforce	workforce	PROPN
futech-604	291	14	development	development	NOUN
futech-604	291	15	,	,	PUNCT
futech-604	291	16	as	as	SCONJ
futech-604	291	17	human	human	ADJ
futech-604	291	18	factors	factor	NOUN
futech-604	291	19	significantly	significantly	ADV
futech-604	291	20	influence	influence	VERB
futech-604	291	21	implementation	implementation	NOUN
futech-604	291	22	success	success	NOUN
futech-604	292	1	[	[	X
futech-604	292	2	42	42	NUM
futech-604	292	3	]	]	PUNCT
futech-604	292	4	.	.	PUNCT
futech-604	293	1	strategic	strategic	ADJ
futech-604	293	2	partnerships	partnership	NOUN
futech-604	293	3	with	with	ADP
futech-604	293	4	technology	technology	NOUN
futech-604	293	5	providers	provider	NOUN
futech-604	293	6	accelerate	accelerate	VERB
futech-604	293	7	implementation	implementation	NOUN
futech-604	293	8	while	while	SCONJ
futech-604	293	9	reducing	reduce	VERB
futech-604	293	10	technical	technical	ADJ
futech-604	293	11	risks	risk	NOUN
futech-604	293	12	.	.	PUNCT
futech-604	294	1	however	however	ADV
futech-604	294	2	,	,	PUNCT
futech-604	294	3	organizations	organization	NOUN
futech-604	294	4	must	must	AUX
futech-604	294	5	maintain	maintain	VERB
futech-604	294	6	internal	internal	ADJ
futech-604	294	7	competencies	competency	NOUN
futech-604	294	8	in	in	ADP
futech-604	294	9	system	system	NOUN
futech-604	294	10	architecture	architecture	NOUN
futech-604	294	11	and	and	CCONJ
futech-604	294	12	data	datum	NOUN
futech-604	294	13	management	management	NOUN
futech-604	294	14	to	to	PART
futech-604	294	15	avoid	avoid	VERB
futech-604	294	16	vendor	vendor	NOUN
futech-604	294	17	lock	lock	NOUN
futech-604	294	18	-	-	PUNCT
futech-604	294	19	in	in	NOUN
futech-604	294	20	and	and	CCONJ
futech-604	294	21	ensure	ensure	VERB
futech-604	294	22	sustainable	sustainable	ADJ
futech-604	294	23	competitive	competitive	ADJ
futech-604	294	24	advantages	advantage	NOUN
futech-604	294	25	.	.	PUNCT
futech-604	295	1	the	the	DET
futech-604	295	2	development	development	NOUN
futech-604	295	3	of	of	ADP
futech-604	295	4	cross	cross	ADJ
futech-604	295	5	-	-	ADJ
futech-604	295	6	functional	functional	ADJ
futech-604	295	7	teams	team	NOUN
futech-604	295	8	combining	combine	VERB
futech-604	295	9	operational	operational	ADJ
futech-604	295	10	expertise	expertise	NOUN
futech-604	295	11	with	with	ADP
futech-604	295	12	data	datum	NOUN
futech-604	295	13	science	science	NOUN
futech-604	295	14	capabilities	capability	NOUN
futech-604	295	15	proves	prove	VERB
futech-604	295	16	essential	essential	ADJ
futech-604	295	17	for	for	ADP
futech-604	295	18	maximizing	maximize	VERB
futech-604	295	19	aichenghsien	aichenghsien	PROPN
futech-604	295	20	tsai	tsai	PROPN
futech-604	295	21	et	et	PROPN
futech-604	295	22	al	al	PROPN
futech-604	295	23	.	.	PROPN
futech-604	295	24	/future	/future	PUNCT
futech-604	295	25	technology	technology	PROPN
futech-604	295	26	february	february	PROPN
futech-604	295	27	2026|	2026|	NUM
futech-604	295	28	volume	volume	NOUN
futech-604	295	29	05	05	NUM
futech-604	296	1	|	|	ADV
futech-604	296	2	issue	issue	NOUN
futech-604	296	3	01	01	NUM
futech-604	297	1	|	|	NOUN
futech-604	297	2	pages	page	VERB
futech-604	297	3	263	263	NUM
futech-604	297	4	-	-	SYM
futech-604	297	5	277	277	NUM
futech-604	297	6	275	275	NUM
futech-604	297	7	driven	drive	VERB
futech-604	297	8	manufacturing	manufacturing	NOUN
futech-604	297	9	benefits	benefit	NOUN
futech-604	297	10	.	.	PUNCT
futech-604	298	1	small	small	ADJ
futech-604	298	2	and	and	CCONJ
futech-604	298	3	medium	medium	NOUN
futech-604	298	4	manufacturers	manufacturer	NOUN
futech-604	298	5	can	can	AUX
futech-604	298	6	leverage	leverage	VERB
futech-604	298	7	cloud	cloud	NOUN
futech-604	298	8	-	-	PUNCT
futech-604	298	9	based	base	VERB
futech-604	298	10	deployment	deployment	NOUN
futech-604	298	11	models	model	NOUN
futech-604	298	12	to	to	PART
futech-604	298	13	access	access	VERB
futech-604	298	14	advanced	advanced	ADJ
futech-604	298	15	capabilities	capability	NOUN
futech-604	298	16	without	without	ADP
futech-604	298	17	prohibitive	prohibitive	ADJ
futech-604	298	18	infrastructure	infrastructure	NOUN
futech-604	298	19	investments	investment	NOUN
futech-604	298	20	.	.	PUNCT
futech-604	299	1	the	the	DET
futech-604	299	2	demonstrated	demonstrate	VERB
futech-604	299	3	scalability	scalability	NOUN
futech-604	299	4	from	from	ADP
futech-604	299	5	single	single	ADJ
futech-604	299	6	-	-	PUNCT
futech-604	299	7	line	line	NOUN
futech-604	299	8	pilots	pilot	NOUN
futech-604	299	9	to	to	ADP
futech-604	299	10	multi	multi	ADJ
futech-604	299	11	-	-	ADJ
futech-604	299	12	line	line	ADJ
futech-604	299	13	deployments	deployment	NOUN
futech-604	299	14	provides	provide	VERB
futech-604	299	15	a	a	DET
futech-604	299	16	roadmap	roadmap	NOUN
futech-604	299	17	for	for	ADP
futech-604	299	18	gradual	gradual	ADJ
futech-604	299	19	digital	digital	ADJ
futech-604	299	20	transformation	transformation	NOUN
futech-604	299	21	aligned	align	VERB
futech-604	299	22	with	with	ADP
futech-604	299	23	business	business	NOUN
futech-604	299	24	growth	growth	NOUN
futech-604	299	25	and	and	CCONJ
futech-604	299	26	market	market	NOUN
futech-604	299	27	opportunities	opportunity	NOUN
futech-604	299	28	.	.	PUNCT
futech-604	300	1	6.7	6.7	NUM
futech-604	300	2	research	research	NOUN
futech-604	300	3	limitations	limitation	NOUN
futech-604	300	4	the	the	DET
futech-604	300	5	research	research	NOUN
futech-604	300	6	exhibits	exhibit	VERB
futech-604	300	7	several	several	ADJ
futech-604	300	8	limitations	limitation	NOUN
futech-604	300	9	requiring	require	VERB
futech-604	300	10	acknowledgment	acknowledgment	NOUN
futech-604	300	11	for	for	ADP
futech-604	300	12	the	the	DET
futech-604	300	13	appropriate	appropriate	ADJ
futech-604	300	14	interpretation	interpretation	NOUN
futech-604	300	15	of	of	ADP
futech-604	300	16	findings	finding	NOUN
futech-604	300	17	.	.	PUNCT
futech-604	301	1	the	the	DET
futech-604	301	2	implementation	implementation	NOUN
futech-604	301	3	occurred	occur	VERB
futech-604	301	4	within	within	ADP
futech-604	301	5	a	a	DET
futech-604	301	6	single	single	ADJ
futech-604	301	7	manufacturing	manufacturing	NOUN
futech-604	301	8	facility	facility	NOUN
futech-604	301	9	producing	produce	VERB
futech-604	301	10	electronic	electronic	ADJ
futech-604	301	11	enclosures	enclosure	NOUN
futech-604	301	12	,	,	PUNCT
futech-604	301	13	potentially	potentially	ADV
futech-604	301	14	limiting	limit	VERB
futech-604	301	15	generalizability	generalizability	NOUN
futech-604	301	16	to	to	ADP
futech-604	301	17	other	other	ADJ
futech-604	301	18	manufacturing	manufacturing	NOUN
futech-604	301	19	contexts	contexts	NOUN
futech-604	301	20	.	.	PUNCT
futech-604	302	1	process	process	NOUN
futech-604	302	2	-	-	PUNCT
futech-604	302	3	intensive	intensive	ADJ
futech-604	302	4	industries	industry	NOUN
futech-604	302	5	with	with	ADP
futech-604	302	6	continuous	continuous	ADJ
futech-604	302	7	production	production	NOUN
futech-604	302	8	may	may	AUX
futech-604	302	9	experience	experience	VERB
futech-604	302	10	different	different	ADJ
futech-604	302	11	implementation	implementation	NOUN
futech-604	302	12	challenges	challenge	NOUN
futech-604	302	13	and	and	CCONJ
futech-604	302	14	benefit	benefit	NOUN
futech-604	302	15	profiles	profile	NOUN
futech-604	302	16	.	.	PUNCT
futech-604	303	1	the	the	DET
futech-604	303	2	evaluation	evaluation	NOUN
futech-604	303	3	period	period	NOUN
futech-604	303	4	of	of	ADP
futech-604	303	5	30	30	NUM
futech-604	303	6	days	day	NOUN
futech-604	303	7	for	for	ADP
futech-604	303	8	pilot	pilot	NOUN
futech-604	303	9	testing	testing	NOUN
futech-604	303	10	and	and	CCONJ
futech-604	303	11	12	12	NUM
futech-604	303	12	weeks	week	NOUN
futech-604	303	13	for	for	ADP
futech-604	303	14	full	full	ADJ
futech-604	303	15	implementation	implementation	NOUN
futech-604	303	16	may	may	AUX
futech-604	303	17	not	not	PART
futech-604	303	18	capture	capture	VERB
futech-604	303	19	long	long	ADJ
futech-604	303	20	-	-	PUNCT
futech-604	303	21	term	term	NOUN
futech-604	303	22	performance	performance	NOUN
futech-604	303	23	variations	variation	NOUN
futech-604	303	24	or	or	CCONJ
futech-604	303	25	degradation	degradation	NOUN
futech-604	303	26	patterns	pattern	NOUN
futech-604	303	27	.	.	PUNCT
futech-604	304	1	seasonal	seasonal	ADJ
futech-604	304	2	demand	demand	NOUN
futech-604	304	3	fluctuations	fluctuation	NOUN
futech-604	304	4	,	,	PUNCT
futech-604	304	5	equipment	equipment	NOUN
futech-604	304	6	aging	age	VERB
futech-604	304	7	effects	effect	NOUN
futech-604	304	8	,	,	PUNCT
futech-604	304	9	and	and	CCONJ
futech-604	304	10	evolving	evolve	VERB
futech-604	304	11	worker	worker	NOUN
futech-604	304	12	expertise	expertise	NOUN
futech-604	304	13	could	could	AUX
futech-604	304	14	influence	influence	VERB
futech-604	304	15	sustained	sustained	ADJ
futech-604	304	16	performance	performance	NOUN
futech-604	304	17	metrics	metric	NOUN
futech-604	304	18	.	.	PUNCT
futech-604	305	1	extended	extend	VERB
futech-604	305	2	longitudinal	longitudinal	ADJ
futech-604	305	3	studies	study	NOUN
futech-604	305	4	would	would	AUX
futech-604	305	5	provide	provide	VERB
futech-604	305	6	more	more	ADJ
futech-604	305	7	comprehensive	comprehensive	ADJ
futech-604	305	8	performance	performance	NOUN
futech-604	305	9	assessments	assessment	NOUN
futech-604	305	10	[	[	X
futech-604	305	11	43	43	NUM
futech-604	305	12	]	]	PUNCT
futech-604	305	13	.	.	PUNCT
futech-604	306	1	technical	technical	ADJ
futech-604	306	2	limitations	limitation	NOUN
futech-604	306	3	include	include	VERB
futech-604	306	4	dependence	dependence	NOUN
futech-604	306	5	on	on	ADP
futech-604	306	6	high	high	ADJ
futech-604	306	7	-	-	PUNCT
futech-604	306	8	quality	quality	NOUN
futech-604	306	9	sensor	sensor	NOUN
futech-604	306	10	data	datum	NOUN
futech-604	306	11	and	and	CCONJ
futech-604	306	12	reliable	reliable	ADJ
futech-604	306	13	network	network	NOUN
futech-604	306	14	connectivity	connectivity	NOUN
futech-604	306	15	.	.	PUNCT
futech-604	307	1	manufacturing	manufacture	VERB
futech-604	307	2	environments	environment	NOUN
futech-604	307	3	with	with	ADP
futech-604	307	4	harsh	harsh	ADJ
futech-604	307	5	conditions	condition	NOUN
futech-604	307	6	or	or	CCONJ
futech-604	307	7	limited	limited	ADJ
futech-604	307	8	infrastructure	infrastructure	NOUN
futech-604	307	9	may	may	AUX
futech-604	307	10	face	face	VERB
futech-604	307	11	additional	additional	ADJ
futech-604	307	12	implementation	implementation	NOUN
futech-604	307	13	barriers	barrier	NOUN
futech-604	307	14	not	not	PART
futech-604	307	15	addressed	address	VERB
futech-604	307	16	in	in	ADP
futech-604	307	17	this	this	DET
futech-604	307	18	research	research	NOUN
futech-604	307	19	.	.	PUNCT
futech-604	308	1	the	the	DET
futech-604	308	2	computational	computational	ADJ
futech-604	308	3	requirements	requirement	NOUN
futech-604	308	4	for	for	ADP
futech-604	308	5	real	real	ADJ
futech-604	308	6	-	-	PUNCT
futech-604	308	7	time	time	NOUN
futech-604	308	8	ai	ai	PROPN
futech-604	308	9	inference	inference	NOUN
futech-604	308	10	may	may	AUX
futech-604	308	11	prove	prove	VERB
futech-604	308	12	prohibitive	prohibitive	ADJ
futech-604	308	13	for	for	ADP
futech-604	308	14	resource	resource	NOUN
futech-604	308	15	-	-	PUNCT
futech-604	308	16	constrained	constrain	VERB
futech-604	308	17	organizations	organization	NOUN
futech-604	308	18	,	,	PUNCT
futech-604	308	19	suggesting	suggest	VERB
futech-604	308	20	a	a	DET
futech-604	308	21	need	need	NOUN
futech-604	308	22	for	for	ADP
futech-604	308	23	further	further	ADJ
futech-604	308	24	optimization	optimization	NOUN
futech-604	308	25	research	research	NOUN
futech-604	308	26	[	[	X
futech-604	308	27	44	44	NUM
futech-604	308	28	]	]	PUNCT
futech-604	308	29	.	.	PUNCT
futech-604	309	1	section	section	NOUN
futech-604	309	2	7	7	NUM
futech-604	309	3	synthesizes	synthesize	VERB
futech-604	309	4	these	these	DET
futech-604	309	5	findings	finding	NOUN
futech-604	309	6	into	into	ADP
futech-604	309	7	conclusions	conclusion	NOUN
futech-604	309	8	,	,	PUNCT
futech-604	309	9	articulates	articulate	VERB
futech-604	309	10	principal	principal	ADJ
futech-604	309	11	contributions	contribution	NOUN
futech-604	309	12	,	,	PUNCT
futech-604	309	13	and	and	CCONJ
futech-604	309	14	identifies	identify	VERB
futech-604	309	15	future	future	ADJ
futech-604	309	16	research	research	NOUN
futech-604	309	17	directions	direction	NOUN
futech-604	309	18	.	.	PUNCT
futech-604	310	1	7	7	X
futech-604	310	2	.	.	X
futech-604	310	3	conclusion	conclusion	NOUN
futech-604	310	4	this	this	DET
futech-604	310	5	research	research	NOUN
futech-604	310	6	successfully	successfully	ADV
futech-604	310	7	developed	develop	VERB
futech-604	310	8	and	and	CCONJ
futech-604	310	9	implemented	implement	VERB
futech-604	310	10	an	an	DET
futech-604	310	11	ai	ai	VERB
futech-604	310	12	-	-	PUNCT
futech-604	310	13	assisted	assist	VERB
futech-604	310	14	flexible	flexible	ADJ
futech-604	310	15	manufacturing	manufacturing	NOUN
futech-604	310	16	execution	execution	NOUN
futech-604	310	17	system	system	NOUN
futech-604	310	18	that	that	PRON
futech-604	310	19	addresses	address	VERB
futech-604	310	20	critical	critical	ADJ
futech-604	310	21	limitations	limitation	NOUN
futech-604	310	22	of	of	ADP
futech-604	310	23	traditional	traditional	ADJ
futech-604	310	24	mes	me	NOUN
futech-604	310	25	architectures	architecture	NOUN
futech-604	310	26	in	in	ADP
futech-604	310	27	the	the	DET
futech-604	310	28	industry	industry	NOUN
futech-604	310	29	4.0	4.0	NUM
futech-604	310	30	era	era	NOUN
futech-604	310	31	.	.	PUNCT
futech-604	311	1	the	the	DET
futech-604	311	2	proposed	propose	VERB
futech-604	311	3	framework	framework	NOUN
futech-604	311	4	,	,	PUNCT
futech-604	311	5	integrating	integrate	VERB
futech-604	311	6	real	real	ADJ
futech-604	311	7	-	-	PUNCT
futech-604	311	8	time	time	NOUN
futech-604	311	9	data	datum	NOUN
futech-604	311	10	visualization	visualization	NOUN
futech-604	311	11	,	,	PUNCT
futech-604	311	12	digital	digital	ADJ
futech-604	311	13	twin	twin	ADJ
futech-604	311	14	technology	technology	NOUN
futech-604	311	15	,	,	PUNCT
futech-604	311	16	and	and	CCONJ
futech-604	311	17	distributed	distribute	VERB
futech-604	311	18	ai	ai	VERB
futech-604	311	19	intelligence	intelligence	NOUN
futech-604	311	20	,	,	PUNCT
futech-604	311	21	achieved	achieve	VERB
futech-604	311	22	all	all	DET
futech-604	311	23	design	design	NOUN
futech-604	311	24	objectives	objective	NOUN
futech-604	311	25	while	while	SCONJ
futech-604	311	26	demonstrating	demonstrate	VERB
futech-604	311	27	superior	superior	ADJ
futech-604	311	28	performance	performance	NOUN
futech-604	311	29	metrics	metric	NOUN
futech-604	311	30	across	across	ADP
futech-604	311	31	multiple	multiple	ADJ
futech-604	311	32	dimensions	dimension	NOUN
futech-604	311	33	.	.	PUNCT
futech-604	312	1	the	the	DET
futech-604	312	2	implementation	implementation	NOUN
futech-604	312	3	significantly	significantly	ADV
futech-604	312	4	exceeded	exceed	VERB
futech-604	312	5	industry	industry	NOUN
futech-604	312	6	benchmarks	benchmark	NOUN
futech-604	312	7	across	across	ADP
futech-604	312	8	all	all	DET
futech-604	312	9	performance	performance	NOUN
futech-604	312	10	metrics	metric	NOUN
futech-604	312	11	.	.	PUNCT
futech-604	313	1	the	the	DET
futech-604	313	2	research	research	NOUN
futech-604	313	3	contributes	contribute	VERB
futech-604	313	4	theoretical	theoretical	ADJ
futech-604	313	5	advancements	advancement	NOUN
futech-604	313	6	by	by	ADP
futech-604	313	7	establishing	establish	VERB
futech-604	313	8	cognitive	cognitive	ADJ
futech-604	313	9	manufacturing	manufacturing	NOUN
futech-604	313	10	systems	system	NOUN
futech-604	313	11	as	as	ADP
futech-604	313	12	a	a	DET
futech-604	313	13	viable	viable	ADJ
futech-604	313	14	extension	extension	NOUN
futech-604	313	15	of	of	ADP
futech-604	313	16	cyber	cyber	NOUN
futech-604	313	17	-	-	PUNCT
futech-604	313	18	physical	physical	ADJ
futech-604	313	19	systems	system	NOUN
futech-604	313	20	theory	theory	NOUN
futech-604	313	21	,	,	PUNCT
futech-604	313	22	demonstrating	demonstrate	VERB
futech-604	313	23	that	that	SCONJ
futech-604	313	24	distributed	distribute	VERB
futech-604	313	25	intelligence	intelligence	NOUN
futech-604	313	26	architectures	architecture	NOUN
futech-604	313	27	can	can	AUX
futech-604	313	28	achieve	achieve	VERB
futech-604	313	29	simultaneous	simultaneous	ADJ
futech-604	313	30	improvements	improvement	NOUN
futech-604	313	31	in	in	ADP
futech-604	313	32	both	both	DET
futech-604	313	33	flexibility	flexibility	NOUN
futech-604	313	34	and	and	CCONJ
futech-604	313	35	efficiency	efficiency	NOUN
futech-604	313	36	,	,	PUNCT
futech-604	313	37	challenging	challenge	VERB
futech-604	313	38	traditional	traditional	ADJ
futech-604	313	39	trade	trade	NOUN
futech-604	313	40	-	-	PUNCT
futech-604	313	41	off	off	ADP
futech-604	313	42	assumptions	assumption	NOUN
futech-604	313	43	.	.	PUNCT
futech-604	314	1	for	for	ADP
futech-604	314	2	practitioners	practitioner	NOUN
futech-604	314	3	,	,	PUNCT
futech-604	314	4	the	the	DET
futech-604	314	5	modular	modular	ADJ
futech-604	314	6	microservices	microservice	NOUN
futech-604	314	7	architecture	architecture	NOUN
futech-604	314	8	and	and	CCONJ
futech-604	314	9	phased	phase	VERB
futech-604	314	10	implementation	implementation	NOUN
futech-604	314	11	approach	approach	NOUN
futech-604	314	12	provide	provide	VERB
futech-604	314	13	a	a	DET
futech-604	314	14	practical	practical	ADJ
futech-604	314	15	roadmap	roadmap	NOUN
futech-604	314	16	for	for	ADP
futech-604	314	17	digital	digital	ADJ
futech-604	314	18	transformation	transformation	NOUN
futech-604	314	19	,	,	PUNCT
futech-604	314	20	particularly	particularly	ADV
futech-604	314	21	beneficial	beneficial	ADJ
futech-604	314	22	for	for	ADP
futech-604	314	23	small	small	ADJ
futech-604	314	24	and	and	CCONJ
futech-604	314	25	medium	medium	ADJ
futech-604	314	26	enterprises	enterprise	NOUN
futech-604	314	27	seeking	seek	VERB
futech-604	314	28	evolutionary	evolutionary	ADJ
futech-604	314	29	rather	rather	ADV
futech-604	314	30	than	than	ADP
futech-604	314	31	revolutionary	revolutionary	ADJ
futech-604	314	32	change	change	NOUN
futech-604	314	33	.	.	PUNCT
futech-604	315	1	while	while	SCONJ
futech-604	315	2	the	the	DET
futech-604	315	3	evaluation	evaluation	NOUN
futech-604	315	4	period	period	NOUN
futech-604	315	5	and	and	CCONJ
futech-604	315	6	single	single	ADJ
futech-604	315	7	-	-	PUNCT
futech-604	315	8	facility	facility	NOUN
futech-604	315	9	implementation	implementation	NOUN
futech-604	315	10	present	present	ADJ
futech-604	315	11	limitations	limitation	NOUN
futech-604	315	12	regarding	regard	VERB
futech-604	315	13	long	long	ADJ
futech-604	315	14	-	-	PUNCT
futech-604	315	15	term	term	NOUN
futech-604	315	16	performance	performance	NOUN
futech-604	315	17	assessment	assessment	NOUN
futech-604	315	18	and	and	CCONJ
futech-604	315	19	cross	cross	ADJ
futech-604	315	20	-	-	ADJ
futech-604	315	21	industry	industry	ADJ
futech-604	315	22	generalizability	generalizability	NOUN
futech-604	315	23	,	,	PUNCT
futech-604	315	24	the	the	DET
futech-604	315	25	demonstrated	demonstrate	VERB
futech-604	315	26	benefits	benefit	NOUN
futech-604	315	27	justify	justify	VERB
futech-604	315	28	continued	continued	ADJ
futech-604	315	29	investigation	investigation	NOUN
futech-604	315	30	.	.	PUNCT
futech-604	316	1	future	future	ADJ
futech-604	316	2	research	research	NOUN
futech-604	316	3	should	should	AUX
futech-604	316	4	focus	focus	VERB
futech-604	316	5	on	on	ADP
futech-604	316	6	developing	develop	VERB
futech-604	316	7	industry	industry	NOUN
futech-604	316	8	-	-	PUNCT
futech-604	316	9	specific	specific	ADJ
futech-604	316	10	optimization	optimization	NOUN
futech-604	316	11	algorithms	algorithm	NOUN
futech-604	316	12	and	and	CCONJ
futech-604	316	13	exploring	explore	VERB
futech-604	316	14	federated	federated	ADJ
futech-604	316	15	learning	learning	NOUN
futech-604	316	16	approaches	approach	NOUN
futech-604	316	17	for	for	ADP
futech-604	316	18	multi	multi	ADJ
futech-604	316	19	-	-	ADJ
futech-604	316	20	site	site	ADJ
futech-604	316	21	deployments	deployment	NOUN
futech-604	316	22	while	while	SCONJ
futech-604	316	23	maintaining	maintain	VERB
futech-604	316	24	data	data	NOUN
futech-604	316	25	privacy	privacy	NOUN
futech-604	316	26	and	and	CCONJ
futech-604	316	27	competitive	competitive	ADJ
futech-604	316	28	advantages	advantage	NOUN
futech-604	316	29	in	in	ADP
futech-604	316	30	increasingly	increasingly	ADV
futech-604	316	31	connected	connect	VERB
futech-604	316	32	manufacturing	manufacturing	NOUN
futech-604	316	33	ecosystems	ecosystem	NOUN
futech-604	316	34	.	.	PUNCT
futech-604	317	1	ethical	ethical	ADJ
futech-604	317	2	issue	issue	NOUN
futech-604	317	3	the	the	DET
futech-604	317	4	authors	author	NOUN
futech-604	317	5	are	be	AUX
futech-604	317	6	aware	aware	ADJ
futech-604	317	7	of	of	ADP
futech-604	317	8	and	and	CCONJ
futech-604	317	9	comply	comply	ADJ
futech-604	317	10	with	with	ADP
futech-604	317	11	best	good	ADJ
futech-604	317	12	practices	practice	NOUN
futech-604	317	13	in	in	ADP
futech-604	317	14	publication	publication	NOUN
futech-604	317	15	ethics	ethic	NOUN
futech-604	317	16	,	,	PUNCT
futech-604	317	17	specifically	specifically	ADV
futech-604	317	18	regarding	regard	VERB
futech-604	317	19	authorship	authorship	NOUN
futech-604	317	20	(	(	PUNCT
futech-604	317	21	avoidance	avoidance	NOUN
futech-604	317	22	of	of	ADP
futech-604	317	23	guest	guest	NOUN
futech-604	317	24	authorship	authorship	NOUN
futech-604	317	25	)	)	PUNCT
futech-604	317	26	,	,	PUNCT
futech-604	317	27	dual	dual	ADJ
futech-604	317	28	submission	submission	NOUN
futech-604	317	29	,	,	PUNCT
futech-604	317	30	manipulation	manipulation	NOUN
futech-604	317	31	of	of	ADP
futech-604	317	32	figures	figure	NOUN
futech-604	317	33	,	,	PUNCT
futech-604	317	34	competing	compete	VERB
futech-604	317	35	interests	interest	NOUN
futech-604	317	36	,	,	PUNCT
futech-604	317	37	and	and	CCONJ
futech-604	317	38	compliance	compliance	NOUN
futech-604	317	39	with	with	ADP
futech-604	317	40	research	research	NOUN
futech-604	317	41	ethics	ethic	NOUN
futech-604	317	42	policies	policy	NOUN
futech-604	317	43	.	.	PUNCT
futech-604	318	1	the	the	DET
futech-604	318	2	authors	author	NOUN
futech-604	318	3	adhere	adhere	VERB
futech-604	318	4	to	to	ADP
futech-604	318	5	publication	publication	NOUN
futech-604	318	6	requirements	requirement	NOUN
futech-604	318	7	that	that	SCONJ
futech-604	318	8	the	the	DET
futech-604	318	9	submitted	submit	VERB
futech-604	318	10	work	work	NOUN
futech-604	318	11	is	be	AUX
futech-604	318	12	original	original	ADJ
futech-604	318	13	and	and	CCONJ
futech-604	318	14	has	have	AUX
futech-604	318	15	not	not	PART
futech-604	318	16	been	be	AUX
futech-604	318	17	published	publish	VERB
futech-604	318	18	elsewhere	elsewhere	ADV
futech-604	318	19	.	.	PUNCT
futech-604	319	1	data	datum	NOUN
futech-604	319	2	availability	availability	NOUN
futech-604	319	3	statement	statement	NOUN
futech-604	319	4	the	the	DET
futech-604	319	5	manuscript	manuscript	NOUN
futech-604	319	6	contains	contain	VERB
futech-604	319	7	all	all	DET
futech-604	319	8	the	the	DET
futech-604	319	9	data	datum	NOUN
futech-604	319	10	.	.	PUNCT
futech-604	320	1	however	however	ADV
futech-604	320	2	,	,	PUNCT
futech-604	320	3	more	more	ADJ
futech-604	320	4	data	datum	NOUN
futech-604	320	5	will	will	AUX
futech-604	320	6	be	be	AUX
futech-604	320	7	available	available	ADJ
futech-604	320	8	upon	upon	SCONJ
futech-604	320	9	request	request	NOUN
futech-604	320	10	from	from	ADP
futech-604	320	11	the	the	DET
futech-604	320	12	authors	author	NOUN
futech-604	320	13	.	.	PUNCT
futech-604	321	1	conflict	conflict	NOUN
futech-604	321	2	of	of	ADP
futech-604	321	3	interest	interest	NOUN
futech-604	321	4	the	the	DET
futech-604	321	5	authors	author	NOUN
futech-604	321	6	declare	declare	VERB
futech-604	321	7	no	no	DET
futech-604	321	8	potential	potential	ADJ
futech-604	321	9	conflict	conflict	NOUN
futech-604	321	10	of	of	ADP
futech-604	321	11	interest	interest	NOUN
futech-604	321	12	.	.	PUNCT
futech-604	322	1	references	reference	NOUN
futech-604	322	2	[	[	X
futech-604	322	3	1	1	NUM
futech-604	322	4	]	]	PUNCT
futech-604	322	5	a.	a.	NOUN
futech-604	322	6	shojaeinasab	shojaeinasab	VERB
futech-604	322	7	et	et	PROPN
futech-604	322	8	al	al	PROPN
futech-604	322	9	.	.	PROPN
futech-604	322	10	,	,	PUNCT
futech-604	322	11	"	"	PUNCT
futech-604	322	12	intelligent	intelligent	ADJ
futech-604	322	13	manufacturing	manufacturing	NOUN
futech-604	322	14	execution	execution	NOUN
futech-604	322	15	systems	system	NOUN
futech-604	322	16	:	:	PUNCT
futech-604	322	17	a	a	DET
futech-604	322	18	systematic	systematic	ADJ
futech-604	322	19	review	review	NOUN
futech-604	322	20	,	,	PUNCT
futech-604	322	21	"	"	PUNCT
futech-604	322	22	journal	journal	NOUN
futech-604	322	23	of	of	ADP
futech-604	322	24	manufacturing	manufacturing	NOUN
futech-604	322	25	systems	system	NOUN
futech-604	322	26	,	,	PUNCT
futech-604	322	27	vol	vol	NOUN
futech-604	322	28	.	.	PROPN
futech-604	322	29	62	62	NUM
futech-604	322	30	,	,	PUNCT
futech-604	322	31	pp	pp	ADJ
futech-604	322	32	.	.	PUNCT
futech-604	323	1	503	503	NUM
futech-604	323	2	-	-	SYM
futech-604	323	3	522	522	NUM
futech-604	323	4	,	,	PUNCT
futech-604	323	5	2022	2022	NUM
futech-604	323	6	,	,	PUNCT
futech-604	323	7	doi	doi	NOUN
futech-604	323	8	:	:	PUNCT
futech-604	323	9	10.1016	10.1016	NUM
futech-604	323	10	/	/	SYM
futech-604	323	11	j.jmsy.2022.01.004	j.jmsy.2022.01.004	PROPN
futech-604	323	12	.	.	PUNCT
futech-604	324	1	[	[	X
futech-604	324	2	2	2	NUM
futech-604	324	3	]	]	PUNCT
futech-604	324	4	a.	a.	NOUN
futech-604	324	5	tariq	tariq	PROPN
futech-604	324	6	,	,	PUNCT
futech-604	324	7	s.	s.	PROPN
futech-604	324	8	a.	a.	PROPN
futech-604	324	9	khan	khan	PROPN
futech-604	324	10	,	,	PUNCT
futech-604	325	1	w.	w.	PROPN
futech-604	325	2	h.	h.	PROPN
futech-604	325	3	but	but	CCONJ
futech-604	325	4	,	,	PUNCT
futech-604	325	5	a.	a.	PROPN
futech-604	325	6	javaid	javaid	PROPN
futech-604	325	7	,	,	PUNCT
futech-604	325	8	and	and	CCONJ
futech-604	325	9	t.	t.	PROPN
futech-604	325	10	shehryar	shehryar	PROPN
futech-604	325	11	,	,	PUNCT
futech-604	325	12	"	"	PUNCT
futech-604	325	13	an	an	DET
futech-604	325	14	iot	iot	NOUN
futech-604	325	15	-	-	PUNCT
futech-604	325	16	enabled	enable	VERB
futech-604	325	17	real	real	ADJ
futech-604	325	18	-	-	PUNCT
futech-604	325	19	time	time	NOUN
futech-604	325	20	dynamic	dynamic	ADJ
futech-604	325	21	scheduler	scheduler	NOUN
futech-604	325	22	for	for	ADP
futech-604	325	23	flexible	flexible	ADJ
futech-604	325	24	job	job	NOUN
futech-604	325	25	shop	shop	NOUN
futech-604	325	26	scheduling	scheduling	NOUN
futech-604	325	27	(	(	PUNCT
futech-604	325	28	fjss	fjss	NOUN
futech-604	325	29	)	)	PUNCT
futech-604	325	30	in	in	ADP
futech-604	325	31	an	an	DET
futech-604	325	32	industry	industry	NOUN
futech-604	325	33	4.0	4.0	NUM
futech-604	325	34	-	-	PUNCT
futech-604	325	35	based	base	VERB
futech-604	325	36	manufacturing	manufacturing	NOUN
futech-604	325	37	execution	execution	NOUN
futech-604	325	38	system	system	NOUN
futech-604	325	39	(	(	PUNCT
futech-604	325	40	mes	mes	X
futech-604	325	41	4.0	4.0	NUM
futech-604	325	42	)	)	PUNCT
futech-604	325	43	,	,	PUNCT
futech-604	325	44	"	"	PUNCT
futech-604	325	45	ieee	ieee	NOUN
futech-604	325	46	access	access	NOUN
futech-604	325	47	,	,	PUNCT
futech-604	325	48	vol	vol	NOUN
futech-604	325	49	.	.	PROPN
futech-604	325	50	12	12	NUM
futech-604	325	51	,	,	PUNCT
futech-604	325	52	pp	pp	ADJ
futech-604	325	53	.	.	PUNCT
futech-604	325	54	49653	49653	NUM
futech-604	325	55	-	-	SYM
futech-604	325	56	49666	49666	NUM
futech-604	325	57	,	,	PUNCT
futech-604	325	58	2024	2024	NUM
futech-604	325	59	,	,	PUNCT
futech-604	325	60	doi	doi	NOUN
futech-604	325	61	:	:	PUNCT
futech-604	325	62	10.1109	10.1109	NUM
futech-604	325	63	/	/	SYM
futech-604	325	64	access.2024.3378838	access.2024.3378838	NOUN
futech-604	325	65	.	.	PUNCT
futech-604	326	1	[	[	X
futech-604	326	2	3	3	X
futech-604	326	3	]	]	X
futech-604	326	4	l.	l.	PROPN
futech-604	326	5	allen	allen	PROPN
futech-604	326	6	,	,	PUNCT
futech-604	326	7	j.	j.	PROPN
futech-604	326	8	atkinson	atkinson	PROPN
futech-604	326	9	,	,	PUNCT
futech-604	326	10	d.	d.	PROPN
futech-604	326	11	jayasundara	jayasundara	PROPN
futech-604	326	12	,	,	PUNCT
futech-604	326	13	j.	j.	PROPN
futech-604	326	14	cordiner	cordiner	PROPN
futech-604	326	15	,	,	PUNCT
futech-604	326	16	and	and	CCONJ
futech-604	326	17	p.	p.	PROPN
futech-604	326	18	z.	z.	PROPN
futech-604	326	19	moghadam	moghadam	PROPN
futech-604	326	20	,	,	PUNCT
futech-604	326	21	"	"	PUNCT
futech-604	326	22	data	data	NOUN
futech-604	326	23	visualization	visualization	NOUN
futech-604	326	24	for	for	ADP
futech-604	326	25	industry	industry	NOUN
futech-604	326	26	4.0	4.0	NUM
futech-604	326	27	:	:	PUNCT
futech-604	326	28	a	a	DET
futech-604	326	29	stepping	step	VERB
futech-604	326	30	-	-	PUNCT
futech-604	326	31	stone	stone	NOUN
futech-604	326	32	toward	toward	ADP
futech-604	326	33	a	a	DET
futech-604	326	34	digital	digital	ADJ
futech-604	326	35	future	future	NOUN
futech-604	326	36	,	,	PUNCT
futech-604	326	37	bridging	bridge	VERB
futech-604	326	38	the	the	DET
futech-604	326	39	gap	gap	NOUN
futech-604	326	40	between	between	ADP
futech-604	326	41	academia	academia	NOUN
futech-604	326	42	and	and	CCONJ
futech-604	326	43	industry	industry	NOUN
futech-604	326	44	,	,	PUNCT
futech-604	326	45	"	"	PUNCT
futech-604	326	46	patterns	pattern	NOUN
futech-604	326	47	,	,	PUNCT
futech-604	326	48	vol	vol	NOUN
futech-604	326	49	.	.	PROPN
futech-604	326	50	2	2	NUM
futech-604	326	51	,	,	PUNCT
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futech-604	326	53	.	.	NOUN
futech-604	326	54	5	5	NUM
futech-604	326	55	,	,	PUNCT
futech-604	326	56	2021	2021	NUM
futech-604	326	57	,	,	PUNCT
futech-604	326	58	doi	doi	NOUN
futech-604	326	59	:	:	PUNCT
futech-604	326	60	10.1016	10.1016	NUM
futech-604	326	61	/	/	SYM
futech-604	326	62	j.patter.2021.100266	j.patter.2021.100266	NOUN
futech-604	326	63	.	.	PUNCT
futech-604	327	1	[	[	X
futech-604	327	2	4	4	X
futech-604	327	3	]	]	PUNCT
futech-604	327	4	h.	h.	PROPN
futech-604	327	5	wang	wang	PROPN
futech-604	327	6	,	,	PUNCT
futech-604	327	7	z.	z.	PROPN
futech-604	327	8	yang	yang	PROPN
futech-604	327	9	,	,	PUNCT
futech-604	327	10	q.	q.	PROPN
futech-604	327	11	zhang	zhang	PROPN
futech-604	327	12	,	,	PUNCT
futech-604	327	13	q.	q.	PROPN
futech-604	327	14	sun	sun	PROPN
futech-604	327	15	,	,	PUNCT
futech-604	327	16	and	and	CCONJ
futech-604	327	17	e.	e.	PROPN
futech-604	327	18	lim	lim	PROPN
futech-604	327	19	,	,	PUNCT
futech-604	327	20	"	"	PUNCT
futech-604	327	21	a	a	DET
futech-604	327	22	digital	digital	ADJ
futech-604	327	23	twin	twin	ADJ
futech-604	327	24	platform	platform	NOUN
futech-604	327	25	integrating	integrating	NOUN
futech-604	327	26	process	process	NOUN
futech-604	327	27	parameter	parameter	NOUN
futech-604	327	28	simulation	simulation	NOUN
futech-604	327	29	solution	solution	NOUN
futech-604	327	30	for	for	ADP
futech-604	327	31	intelligent	intelligent	ADJ
futech-604	327	32	manufacturing	manufacturing	NOUN
futech-604	327	33	,	,	PUNCT
futech-604	327	34	"	"	PUNCT
futech-604	327	35	electronics	electronic	NOUN
futech-604	327	36	,	,	PUNCT
futech-604	327	37	vol	vol	NOUN
futech-604	327	38	.	.	PROPN
futech-604	327	39	13	13	NUM
futech-604	327	40	,	,	PUNCT
futech-604	327	41	no	no	INTJ
futech-604	327	42	.	.	NOUN
futech-604	327	43	4	4	NUM
futech-604	327	44	,	,	PUNCT
futech-604	327	45	p.	p.	NOUN
futech-604	327	46	802	802	NUM
futech-604	327	47	,	,	PUNCT
futech-604	327	48	2024	2024	NUM
futech-604	327	49	,	,	PUNCT
futech-604	327	50	doi	doi	NOUN
futech-604	327	51	:	:	PUNCT
futech-604	327	52	10.3390	10.3390	NUM
futech-604	327	53	/	/	SYM
futech-604	327	54	electronics13040802	electronics13040802	NOUN
futech-604	327	55	.	.	PUNCT
futech-604	328	1	[	[	X
futech-604	328	2	5	5	X
futech-604	328	3	]	]	PUNCT
futech-604	328	4	s.	s.	PROPN
futech-604	328	5	mantravadi	mantravadi	PROPN
futech-604	328	6	and	and	CCONJ
futech-604	328	7	c.	c.	PROPN
futech-604	328	8	møller	møller	NOUN
futech-604	328	9	,	,	PUNCT
futech-604	328	10	"	"	PUNCT
futech-604	328	11	an	an	DET
futech-604	328	12	overview	overview	NOUN
futech-604	328	13	of	of	ADP
futech-604	328	14	nextgeneration	nextgeneration	NOUN
futech-604	328	15	manufacturing	manufacturing	NOUN
futech-604	328	16	execution	execution	NOUN
futech-604	328	17	systems	system	NOUN
futech-604	328	18	:	:	PUNCT
futech-604	328	19	how	how	SCONJ
futech-604	328	20	important	important	ADJ
futech-604	328	21	is	be	AUX
futech-604	328	22	mes	me	NOUN
futech-604	328	23	for	for	ADP
futech-604	328	24	industry	industry	NOUN
futech-604	328	25	4.0	4.0	NUM
futech-604	328	26	?	?	PUNCT
futech-604	328	27	,	,	PUNCT
futech-604	328	28	"	"	PUNCT
futech-604	328	29	procedia	procedia	NOUN
futech-604	328	30	manufacturing	manufacturing	NOUN
futech-604	328	31	,	,	PUNCT
futech-604	328	32	vol	vol	NOUN
futech-604	328	33	.	.	PROPN
futech-604	328	34	30	30	NUM
futech-604	328	35	,	,	PUNCT
futech-604	328	36	pp	pp	ADJ
futech-604	328	37	.	.	PUNCT
futech-604	329	1	588	588	NUM
futech-604	329	2	-	-	SYM
futech-604	329	3	595	595	NUM
futech-604	329	4	,	,	PUNCT
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futech-604	329	6	,	,	PUNCT
futech-604	329	7	doi	doi	NOUN
futech-604	329	8	:	:	PUNCT
futech-604	329	9	10.1016	10.1016	NUM
futech-604	329	10	/	/	SYM
futech-604	329	11	j.promfg.2019.02.083	j.promfg.2019.02.083	X
futech-604	329	12	.	.	PUNCT
futech-604	330	1	[	[	X
futech-604	330	2	6	6	NUM
futech-604	330	3	]	]	PUNCT
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futech-604	330	29	model	model	NOUN
futech-604	330	30	for	for	ADP
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futech-604	330	32	-	-	PUNCT
futech-604	330	33	physical	physical	ADJ
futech-604	330	34	production	production	NOUN
futech-604	330	35	systems	system	NOUN
futech-604	330	36	,	,	PUNCT
futech-604	330	37	"	"	PUNCT
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futech-604	330	40	,	,	PUNCT
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futech-604	331	1	[	[	X
futech-604	331	2	7	7	X
futech-604	331	3	]	]	X
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futech-604	331	5	dieguez	dieguez	NOUN
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futech-604	331	7	m.	m.	NOUN
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futech-604	331	9	malheiro	malheiro	PROPN
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futech-604	331	11	n.	n.	NOUN
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futech-604	331	15	j.	j.	PROPN
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futech-604	331	17	,	,	PUNCT
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futech-604	331	21	review	review	NOUN
futech-604	331	22	on	on	ADP
futech-604	331	23	manufacturing	manufacture	VERB
futech-604	331	24	execution	execution	NOUN
futech-604	331	25	systems	system	NOUN
futech-604	331	26	in	in	ADP
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futech-604	331	28	era	era	NOUN
futech-604	331	29	of	of	ADP
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futech-604	331	31	4.0	4.0	NUM
futech-604	331	32	:	:	PUNCT
futech-604	331	33	a	a	DET
futech-604	331	34	bibliometric	bibliometric	ADJ
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futech-604	331	36	,	,	PUNCT
futech-604	331	37	"	"	PUNCT
futech-604	331	38	in	in	ADP
futech-604	331	39	international	international	ADJ
futech-604	331	40	conference	conference	NOUN
futech-604	331	41	innovation	innovation	NOUN
futech-604	331	42	in	in	ADP
futech-604	331	43	engineering	engineering	NOUN
futech-604	331	44	,	,	PUNCT
futech-604	331	45	2025	2025	NUM
futech-604	331	46	:	:	PUNCT
futech-604	331	47	springer	springer	NOUN
futech-604	331	48	,	,	PUNCT
futech-604	331	49	pp	pp	ADJ
futech-604	331	50	.	.	PUNCT
futech-604	331	51	298310	298310	NUM
futech-604	331	52	,	,	PUNCT
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futech-604	331	54	:	:	PUNCT
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futech-604	331	56	-	-	SYM
futech-604	331	57	3	3	NUM
futech-604	331	58	-	-	PUNCT
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futech-604	331	60	-	-	PUNCT
futech-604	331	61	94484	94484	NUM
futech-604	331	62	-	-	PUNCT
futech-604	331	63	0_24	0_24	NUM
futech-604	331	64	.	.	PUNCT
futech-604	332	1	[	[	X
futech-604	332	2	8	8	NUM
futech-604	332	3	]	]	X
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futech-604	332	9	,	,	PUNCT
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futech-604	332	23	systems	system	NOUN
futech-604	332	24	,	,	PUNCT
futech-604	332	25	"	"	PUNCT
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futech-604	332	28	,	,	PUNCT
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futech-604	332	30	.	.	PROPN
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futech-604	332	36	,	,	PUNCT
futech-604	332	37	pp	pp	ADJ
futech-604	332	38	.	.	PUNCT
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futech-604	333	2	-	-	SYM
futech-604	333	3	658	658	NUM
futech-604	333	4	,	,	PUNCT
futech-604	333	5	2021	2021	NUM
futech-604	333	6	,	,	PUNCT
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futech-604	333	8	:	:	PUNCT
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futech-604	333	10	/	/	SYM
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futech-604	334	3	]	]	PUNCT
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futech-604	334	10	h.	h.	PROPN
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futech-604	334	17	"	"	PUNCT
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futech-604	334	21	twin	twin	NOUN
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futech-604	334	26	,	,	PUNCT
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futech-604	334	31	"	"	PUNCT
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futech-604	334	34	manufacturing	manufacturing	NOUN
futech-604	334	35	systems	system	NOUN
futech-604	334	36	,	,	PUNCT
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futech-604	334	38	.	.	PROPN
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futech-604	336	2	-	-	SYM
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futech-604	336	6	,	,	PUNCT
futech-604	336	7	doi	doi	NOUN
futech-604	336	8	:	:	PUNCT
futech-604	337	1	10.1016	10.1016	NUM
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futech-604	338	1	|	|	ADV
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futech-604	338	3	01	01	NUM
futech-604	339	1	|	|	NOUN
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futech-604	339	4	-	-	SYM
futech-604	339	5	277	277	NUM
futech-604	339	6	276	276	NUM
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futech-604	339	8	10	10	NUM
futech-604	339	9	]	]	X
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futech-604	339	22	t.	t.	PROPN
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futech-604	339	35	processes	process	NOUN
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futech-604	340	37	,	,	PUNCT
futech-604	340	38	doi	doi	NOUN
futech-604	340	39	:	:	PUNCT
futech-604	340	40	10.1007	10.1007	NUM
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futech-604	340	43	-	-	PUNCT
futech-604	340	44	025	025	NUM
futech-604	340	45	-	-	PUNCT
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futech-604	340	49	.	.	PUNCT
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futech-604	341	2	12	12	NUM
futech-604	341	3	]	]	PUNCT
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futech-604	342	11	,	,	PUNCT
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futech-604	342	13	:	:	PUNCT
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futech-604	343	2	13	13	NUM
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futech-604	343	13	s.	s.	PROPN
futech-604	343	14	sun	sun	PROPN
futech-604	343	15	,	,	PUNCT
futech-604	343	16	s.	s.	PROPN
futech-604	343	17	si	si	PROPN
futech-604	343	18	,	,	PUNCT
futech-604	343	19	and	and	CCONJ
futech-604	343	20	t.	t.	PROPN
futech-604	343	21	yang	yang	PROPN
futech-604	343	22	,	,	PUNCT
futech-604	343	23	"	"	PUNCT
futech-604	343	24	real	real	ADJ
futech-604	343	25	-	-	PUNCT
futech-604	343	26	time	time	NOUN
futech-604	343	27	information	information	NOUN
futech-604	343	28	capturing	capturing	NOUN
futech-604	343	29	and	and	CCONJ
futech-604	343	30	integration	integration	NOUN
futech-604	343	31	framework	framework	NOUN
futech-604	343	32	of	of	ADP
futech-604	343	33	the	the	DET
futech-604	343	34	internet	internet	NOUN
futech-604	343	35	of	of	ADP
futech-604	343	36	manufacturing	manufacturing	NOUN
futech-604	343	37	things	thing	NOUN
futech-604	343	38	,	,	PUNCT
futech-604	343	39	"	"	PUNCT
futech-604	343	40	international	international	ADJ
futech-604	343	41	journal	journal	NOUN
futech-604	343	42	of	of	ADP
futech-604	343	43	computer	computer	NOUN
futech-604	343	44	integrated	integrate	VERB
futech-604	343	45	manufacturing	manufacturing	NOUN
futech-604	343	46	,	,	PUNCT
futech-604	343	47	vol	vol	NOUN
futech-604	343	48	.	.	PROPN
futech-604	343	49	28	28	NUM
futech-604	343	50	,	,	PUNCT
futech-604	343	51	no	no	INTJ
futech-604	343	52	.	.	NOUN
futech-604	343	53	8	8	NUM
futech-604	343	54	,	,	PUNCT
futech-604	343	55	pp	pp	ADJ
futech-604	343	56	.	.	PUNCT
futech-604	343	57	811	811	NUM
futech-604	343	58	-	-	SYM
futech-604	343	59	822	822	NUM
futech-604	343	60	,	,	PUNCT
futech-604	343	61	2015	2015	NUM
futech-604	343	62	,	,	PUNCT
futech-604	343	63	doi	doi	NOUN
futech-604	343	64	:	:	PUNCT
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futech-604	343	66	.	.	PUNCT
futech-604	344	1	[	[	X
futech-604	344	2	14	14	NUM
futech-604	344	3	]	]	PUNCT
futech-604	344	4	j.	j.	PROPN
futech-604	344	5	wang	wang	PROPN
futech-604	344	6	,	,	PUNCT
futech-604	344	7	c.	c.	PROPN
futech-604	344	8	xu	xu	PROPN
futech-604	344	9	,	,	PUNCT
futech-604	344	10	j.	j.	PROPN
futech-604	344	11	zhang	zhang	PROPN
futech-604	344	12	,	,	PUNCT
futech-604	344	13	and	and	CCONJ
futech-604	344	14	r.	r.	PROPN
futech-604	344	15	zhong	zhong	PROPN
futech-604	344	16	,	,	PUNCT
futech-604	344	17	"	"	PUNCT
futech-604	344	18	big	big	ADJ
futech-604	344	19	data	datum	NOUN
futech-604	344	20	analytics	analytic	NOUN
futech-604	344	21	for	for	ADP
futech-604	344	22	intelligent	intelligent	ADJ
futech-604	344	23	manufacturing	manufacturing	NOUN
futech-604	344	24	systems	system	NOUN
futech-604	344	25	:	:	PUNCT
futech-604	344	26	a	a	DET
futech-604	344	27	review	review	NOUN
futech-604	344	28	,	,	PUNCT
futech-604	344	29	"	"	PUNCT
futech-604	344	30	journal	journal	NOUN
futech-604	344	31	of	of	ADP
futech-604	344	32	manufacturing	manufacturing	NOUN
futech-604	344	33	systems	system	NOUN
futech-604	344	34	,	,	PUNCT
futech-604	344	35	vol	vol	NOUN
futech-604	344	36	.	.	PROPN
futech-604	344	37	62	62	NUM
futech-604	344	38	,	,	PUNCT
futech-604	344	39	pp	pp	ADJ
futech-604	344	40	.	.	PUNCT
futech-604	345	1	738	738	NUM
futech-604	345	2	-	-	SYM
futech-604	345	3	752	752	NUM
futech-604	345	4	,	,	PUNCT
futech-604	345	5	2022	2022	NUM
futech-604	345	6	,	,	PUNCT
futech-604	345	7	doi	doi	NOUN
futech-604	345	8	:	:	PUNCT
futech-604	345	9	10.1016	10.1016	NUM
futech-604	345	10	/	/	SYM
futech-604	345	11	j.jmsy.2021.03.005	j.jmsy.2021.03.005	PROPN
futech-604	345	12	.	.	PUNCT
futech-604	346	1	[	[	X
futech-604	346	2	15	15	X
futech-604	346	3	]	]	PUNCT
futech-604	346	4	t.	t.	NOUN
futech-604	346	5	zigart	zigart	NOUN
futech-604	346	6	,	,	PUNCT
futech-604	346	7	g.	g.	PROPN
futech-604	346	8	kormann	kormann	PROPN
futech-604	346	9	-	-	PUNCT
futech-604	346	10	hainzl	hainzl	PROPN
futech-604	346	11	,	,	PUNCT
futech-604	346	12	h.	h.	PROPN
futech-604	346	13	lovasz	lovasz	PROPN
futech-604	346	14	-	-	PUNCT
futech-604	346	15	bukvova	bukvova	PROPN
futech-604	346	16	,	,	PUNCT
futech-604	346	17	m.	m.	NOUN
futech-604	346	18	hölzl	hölzl	NOUN
futech-604	346	19	,	,	PUNCT
futech-604	346	20	t.	t.	PROPN
futech-604	346	21	moser	moser	PROPN
futech-604	346	22	,	,	PUNCT
futech-604	346	23	and	and	CCONJ
futech-604	346	24	s.	s.	PROPN
futech-604	346	25	schlund	schlund	VERB
futech-604	346	26	,	,	PUNCT
futech-604	346	27	"	"	PUNCT
futech-604	346	28	from	from	ADP
futech-604	346	29	lab	lab	NOUN
futech-604	346	30	to	to	ADP
futech-604	346	31	industry	industry	NOUN
futech-604	346	32	:	:	PUNCT
futech-604	346	33	lessons	lesson	NOUN
futech-604	346	34	learned	learn	VERB
futech-604	346	35	from	from	ADP
futech-604	346	36	the	the	DET
futech-604	346	37	evaluation	evaluation	NOUN
futech-604	346	38	of	of	ADP
futech-604	346	39	augmented	augment	VERB
futech-604	346	40	and	and	CCONJ
futech-604	346	41	virtual	virtual	ADJ
futech-604	346	42	reality	reality	NOUN
futech-604	346	43	use	use	NOUN
futech-604	346	44	cases	case	NOUN
futech-604	346	45	in	in	ADP
futech-604	346	46	the	the	DET
futech-604	346	47	austrian	austrian	ADJ
futech-604	346	48	manufacturing	manufacturing	NOUN
futech-604	346	49	industry	industry	NOUN
futech-604	346	50	,	,	PUNCT
futech-604	346	51	"	"	PUNCT
futech-604	346	52	production	production	NOUN
futech-604	346	53	&	&	CCONJ
futech-604	346	54	manufacturing	manufacturing	NOUN
futech-604	346	55	research	research	NOUN
futech-604	346	56	,	,	PUNCT
futech-604	346	57	vol	vol	NOUN
futech-604	346	58	.	.	PROPN
futech-604	346	59	11	11	NUM
futech-604	346	60	,	,	PUNCT
futech-604	346	61	no	no	INTJ
futech-604	346	62	.	.	NOUN
futech-604	346	63	1	1	NUM
futech-604	346	64	,	,	PUNCT
futech-604	346	65	p.	p.	NOUN
futech-604	346	66	2286345	2286345	NUM
futech-604	346	67	,	,	PUNCT
futech-604	346	68	2023	2023	NUM
futech-604	346	69	,	,	PUNCT
futech-604	346	70	doi	doi	NOUN
futech-604	346	71	:	:	PUNCT
futech-604	346	72	10.1080/21693277.2023.2286345	10.1080/21693277.2023.2286345	NUM
futech-604	346	73	.	.	PUNCT
futech-604	347	1	[	[	X
futech-604	347	2	16	16	NUM
futech-604	347	3	]	]	PUNCT
futech-604	347	4	v.	v.	ADP
futech-604	347	5	m.	m.	NOUN
futech-604	347	6	tabim	tabim	PROPN
futech-604	347	7	,	,	PUNCT
futech-604	347	8	n.	n.	PROPN
futech-604	347	9	f.	f.	PROPN
futech-604	347	10	ayala	ayala	PROPN
futech-604	347	11	,	,	PUNCT
futech-604	347	12	g.	g.	PROPN
futech-604	347	13	a.	a.	PROPN
futech-604	347	14	marodin	marodin	PROPN
futech-604	347	15	,	,	PUNCT
futech-604	347	16	g.	g.	PROPN
futech-604	347	17	b.	b.	PROPN
futech-604	347	18	benitez	benitez	PROPN
futech-604	347	19	,	,	PUNCT
futech-604	347	20	and	and	CCONJ
futech-604	347	21	a.	a.	PROPN
futech-604	347	22	g.	g.	PROPN
futech-604	347	23	frank	frank	PROPN
futech-604	347	24	,	,	PUNCT
futech-604	347	25	"	"	PUNCT
futech-604	347	26	implementing	implement	VERB
futech-604	347	27	manufacturing	manufacturing	NOUN
futech-604	347	28	execution	execution	NOUN
futech-604	347	29	systems	system	NOUN
futech-604	347	30	(	(	PUNCT
futech-604	347	31	mes	me	NOUN
futech-604	347	32	)	)	PUNCT
futech-604	347	33	for	for	ADP
futech-604	347	34	industry	industry	NOUN
futech-604	347	35	4.0	4.0	NUM
futech-604	347	36	:	:	PUNCT
futech-604	347	37	overcoming	overcome	VERB
futech-604	347	38	buyer	buyer	NOUN
futech-604	347	39	-	-	PUNCT
futech-604	347	40	provider	provider	NOUN
futech-604	347	41	information	information	NOUN
futech-604	347	42	asymmetries	asymmetry	NOUN
futech-604	347	43	through	through	ADP
futech-604	347	44	knowledge	knowledge	NOUN
futech-604	347	45	sharing	sharing	NOUN
futech-604	347	46	dynamics	dynamic	NOUN
futech-604	347	47	,	,	PUNCT
futech-604	347	48	"	"	PUNCT
futech-604	347	49	computers	computer	NOUN
futech-604	347	50	&	&	CCONJ
futech-604	347	51	industrial	industrial	ADJ
futech-604	347	52	engineering	engineering	NOUN
futech-604	347	53	,	,	PUNCT
futech-604	347	54	vol	vol	NOUN
futech-604	347	55	.	.	PROPN
futech-604	347	56	196	196	NUM
futech-604	347	57	,	,	PUNCT
futech-604	347	58	p.	p.	NOUN
futech-604	347	59	110483	110483	NUM
futech-604	347	60	,	,	PUNCT
futech-604	347	61	2024	2024	NUM
futech-604	347	62	,	,	PUNCT
futech-604	347	63	doi	doi	NOUN
futech-604	347	64	:	:	PUNCT
futech-604	347	65	10.1016	10.1016	NUM
futech-604	347	66	/	/	SYM
futech-604	347	67	j.cie.2024.110483	j.cie.2024.110483	PROPN
futech-604	347	68	.	.	PUNCT
futech-604	348	1	[	[	X
futech-604	348	2	17	17	NUM
futech-604	348	3	]	]	PUNCT
futech-604	348	4	x.	x.	NOUN
futech-604	348	5	wang	wang	PROPN
futech-604	348	6	,	,	PUNCT
futech-604	348	7	y.	y.	PROPN
futech-604	348	8	guo	guo	PROPN
futech-604	348	9	,	,	PUNCT
futech-604	348	10	and	and	CCONJ
futech-604	348	11	y.	y.	PROPN
futech-604	348	12	gao	gao	PROPN
futech-604	348	13	,	,	PUNCT
futech-604	348	14	"	"	PUNCT
futech-604	348	15	unmanned	unmanned	ADJ
futech-604	348	16	autonomous	autonomous	ADJ
futech-604	348	17	intelligent	intelligent	ADJ
futech-604	348	18	system	system	NOUN
futech-604	348	19	in	in	ADP
futech-604	348	20	6	6	NUM
futech-604	348	21	g	g	NOUN
futech-604	348	22	non	non	ADJ
futech-604	348	23	-	-	ADJ
futech-604	348	24	terrestrial	terrestrial	ADJ
futech-604	348	25	network	network	NOUN
futech-604	348	26	,	,	PUNCT
futech-604	348	27	"	"	PUNCT
futech-604	348	28	information	information	NOUN
futech-604	348	29	,	,	PUNCT
futech-604	348	30	vol	vol	NOUN
futech-604	348	31	.	.	PROPN
futech-604	348	32	15	15	NUM
futech-604	348	33	,	,	PUNCT
futech-604	348	34	no	no	INTJ
futech-604	348	35	.	.	NOUN
futech-604	348	36	1	1	NUM
futech-604	348	37	,	,	PUNCT
futech-604	348	38	p.	p.	NOUN
futech-604	348	39	38	38	NUM
futech-604	348	40	,	,	PUNCT
futech-604	348	41	2024	2024	NUM
futech-604	348	42	,	,	PUNCT
futech-604	348	43	doi	doi	NOUN
futech-604	348	44	:	:	PUNCT
futech-604	348	45	10.3390	10.3390	NUM
futech-604	348	46	/	/	SYM
futech-604	348	47	info15010038	info15010038	PROPN
futech-604	348	48	.	.	PUNCT
futech-604	349	1	[	[	X
futech-604	349	2	18	18	NUM
futech-604	349	3	]	]	PUNCT
futech-604	349	4	a.	a.	NOUN
futech-604	349	5	hevner	hevner	NOUN
futech-604	349	6	and	and	CCONJ
futech-604	349	7	s.	s.	PROPN
futech-604	349	8	chatterjee	chatterjee	PROPN
futech-604	349	9	,	,	PUNCT
futech-604	349	10	design	design	NOUN
futech-604	349	11	research	research	NOUN
futech-604	349	12	in	in	ADP
futech-604	349	13	information	information	NOUN
futech-604	349	14	systems	system	NOUN
futech-604	349	15	:	:	PUNCT
futech-604	349	16	theory	theory	NOUN
futech-604	349	17	and	and	CCONJ
futech-604	349	18	practice	practice	NOUN
futech-604	349	19	.	.	PUNCT
futech-604	350	1	springer	springer	NOUN
futech-604	350	2	science	science	PROPN
futech-604	350	3	&	&	CCONJ
futech-604	350	4	business	business	NOUN
futech-604	350	5	media	medium	NOUN
futech-604	350	6	,	,	PUNCT
futech-604	350	7	2010	2010	NUM
futech-604	350	8	.	.	PUNCT
futech-604	351	1	[	[	X
futech-604	351	2	19	19	NUM
futech-604	351	3	]	]	PUNCT
futech-604	351	4	k.	k.	PROPN
futech-604	351	5	peffers	peffers	PROPN
futech-604	351	6	,	,	PUNCT
futech-604	351	7	t.	t.	PROPN
futech-604	351	8	tuunanen	tuunanen	NOUN
futech-604	351	9	,	,	PUNCT
futech-604	351	10	m.	m.	NOUN
futech-604	351	11	a.	a.	NOUN
futech-604	351	12	rothenberger	rothenberger	NOUN
futech-604	351	13	,	,	PUNCT
futech-604	351	14	and	and	CCONJ
futech-604	351	15	s.	s.	PROPN
futech-604	351	16	chatterjee	chatterjee	PROPN
futech-604	351	17	,	,	PUNCT
futech-604	351	18	"	"	PUNCT
futech-604	351	19	a	a	DET
futech-604	351	20	design	design	NOUN
futech-604	351	21	science	science	NOUN
futech-604	351	22	research	research	NOUN
futech-604	351	23	methodology	methodology	NOUN
futech-604	351	24	for	for	ADP
futech-604	351	25	information	information	NOUN
futech-604	351	26	systems	system	NOUN
futech-604	351	27	research	research	NOUN
futech-604	351	28	,	,	PUNCT
futech-604	351	29	"	"	PUNCT
futech-604	351	30	journal	journal	NOUN
futech-604	351	31	of	of	ADP
futech-604	351	32	management	management	NOUN
futech-604	351	33	information	information	NOUN
futech-604	351	34	systems	system	NOUN
futech-604	351	35	,	,	PUNCT
futech-604	351	36	vol	vol	NOUN
futech-604	351	37	.	.	PROPN
futech-604	352	1	24	24	NUM
futech-604	352	2	,	,	PUNCT
futech-604	352	3	no	no	INTJ
futech-604	352	4	.	.	NOUN
futech-604	352	5	3	3	NUM
futech-604	352	6	,	,	PUNCT
futech-604	352	7	pp	pp	ADJ
futech-604	352	8	.	.	PUNCT
futech-604	353	1	45	45	NUM
futech-604	353	2	-	-	SYM
futech-604	353	3	77	77	NUM
futech-604	353	4	,	,	PUNCT
futech-604	353	5	2007	2007	NUM
futech-604	353	6	,	,	PUNCT
futech-604	353	7	doi	doi	NOUN
futech-604	353	8	:	:	PUNCT
futech-604	353	9	10.2753	10.2753	NUM
futech-604	353	10	/	/	SYM
futech-604	353	11	mis0742	mis0742	NOUN
futech-604	353	12	-	-	PUNCT
futech-604	353	13	1222240302	1222240302	NUM
futech-604	353	14	.	.	PUNCT
futech-604	354	1	[	[	X
futech-604	354	2	20	20	NUM
futech-604	354	3	]	]	PUNCT
futech-604	354	4	a.	a.	NOUN
futech-604	354	5	bompota	bompota	PROPN
futech-604	354	6	,	,	PUNCT
futech-604	354	7	"	"	PUNCT
futech-604	354	8	a	a	DET
futech-604	354	9	theoretical	theoretical	ADJ
futech-604	354	10	and	and	CCONJ
futech-604	354	11	empirical	empirical	ADJ
futech-604	354	12	comparative	comparative	ADJ
futech-604	354	13	analysis	analysis	NOUN
futech-604	354	14	of	of	ADP
futech-604	354	15	waterfall	waterfall	NOUN
futech-604	354	16	,	,	PUNCT
futech-604	354	17	agile	agile	ADJ
futech-604	354	18	and	and	CCONJ
futech-604	354	19	hybrid	hybrid	ADJ
futech-604	354	20	project	project	NOUN
futech-604	354	21	management	management	NOUN
futech-604	354	22	methods	method	NOUN
futech-604	354	23	in	in	ADP
futech-604	354	24	digital	digital	ADJ
futech-604	354	25	projects	project	NOUN
futech-604	354	26	:	:	PUNCT
futech-604	354	27	the	the	DET
futech-604	354	28	case	case	NOUN
futech-604	354	29	of	of	ADP
futech-604	354	30	consolut	consolut	NOUN
futech-604	354	31	,	,	PUNCT
futech-604	354	32	"	"	PUNCT
futech-604	354	33	m.s	m.s	PROPN
futech-604	354	34	.	.	PROPN
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futech-604	354	36	,	,	PUNCT
futech-604	354	37	dept	dept	NOUN
futech-604	354	38	.	.	PROPN
futech-604	354	39	applied	apply	VERB
futech-604	354	40	informatics	informatics	PROPN
futech-604	354	41	,	,	PUNCT
futech-604	354	42	univ	univ	PROPN
futech-604	354	43	.	.	PROPN
futech-604	354	44	of	of	ADP
futech-604	354	45	macedonia	macedonia	PROPN
futech-604	354	46	,	,	PUNCT
futech-604	354	47	thessaloniki	thessaloniki	PROPN
futech-604	354	48	,	,	PUNCT
futech-604	354	49	greece	greece	PROPN
futech-604	354	50	,	,	PUNCT
futech-604	354	51	2023	2023	NUM
futech-604	354	52	.	.	PUNCT
futech-604	355	1	[	[	X
futech-604	355	2	online	online	X
futech-604	355	3	]	]	X
futech-604	355	4	.	.	PUNCT
futech-604	356	1	available	available	ADJ
futech-604	356	2	:	:	PUNCT
futech-604	356	3	https://dspace.lib.uom.gr/handle/2159/29724	https://dspace.lib.uom.gr/handle/2159/29724	PROPN
futech-604	356	4	[	[	X
futech-604	356	5	21	21	NUM
futech-604	356	6	]	]	PUNCT
futech-604	356	7	k.	k.	PROPN
futech-604	356	8	l.	l.	PROPN
futech-604	356	9	yépez	yépez	PROPN
futech-604	356	10	zambrano	zambrano	PROPN
futech-604	356	11	,	,	PUNCT
futech-604	356	12	"	"	PUNCT
futech-604	356	13	tecnologías	tecnologías	PROPN
futech-604	356	14	de	de	X
futech-604	356	15	comunicaciones	comunicacione	NOUN
futech-604	356	16	:	:	PUNCT
futech-604	356	17	prototipo	prototipo	PROPN
futech-604	356	18	para	para	PROPN
futech-604	356	19	adquisición	adquisición	PROPN
futech-604	356	20	de	de	X
futech-604	356	21	datos	datos	X
futech-604	356	22	de	de	PROPN
futech-604	356	23	un	un	PROPN
futech-604	356	24	sistema	sistema	PROPN
futech-604	356	25	de	de	PROPN
futech-604	356	26	semáforos	semáforos	PROPN
futech-604	356	27	para	para	PROPN
futech-604	356	28	administración	administración	PROPN
futech-604	356	29	de	de	PROPN
futech-604	356	30	tráfico	tráfico	PROPN
futech-604	356	31	vehicular	vehicular	ADJ
futech-604	356	32	en	en	X
futech-604	356	33	una	una	PROPN
futech-604	356	34	ciudad	ciudad	PROPN
futech-604	356	35	inteligente	inteligente	PROPN
futech-604	356	36	,	,	PUNCT
futech-604	356	37	"	"	PUNCT
futech-604	356	38	b.s	b.s	PROPN
futech-604	356	39	.	.	PROPN
futech-604	356	40	thesis	thesis	PROPN
futech-604	356	41	,	,	PUNCT
futech-604	356	42	facultad	facultad	PROPN
futech-604	356	43	de	de	PROPN
futech-604	356	44	ingeniería	ingeniería	PROPN
futech-604	356	45	eléctrica	eléctrica	PROPN
futech-604	356	46	y	y	PROPN
futech-604	356	47	electrónica	electrónica	PROPN
futech-604	356	48	,	,	PUNCT
futech-604	356	49	escuela	escuela	PROPN
futech-604	356	50	politécnica	politécnica	PROPN
futech-604	356	51	nacional	nacional	PROPN
futech-604	356	52	,	,	PUNCT
futech-604	356	53	quito	quito	PROPN
futech-604	356	54	,	,	PUNCT
futech-604	356	55	ecuador	ecuador	PROPN
futech-604	356	56	,	,	PUNCT
futech-604	356	57	2024	2024	NUM
futech-604	356	58	.	.	PUNCT
futech-604	357	1	[	[	X
futech-604	357	2	22	22	NUM
futech-604	357	3	]	]	PUNCT
futech-604	357	4	k.	k.	PROPN
futech-604	357	5	kaur	kaur	PROPN
futech-604	357	6	,	,	PUNCT
futech-604	357	7	s.	s.	PROPN
futech-604	357	8	garg	garg	PROPN
futech-604	357	9	,	,	PUNCT
futech-604	357	10	g.	g.	PROPN
futech-604	357	11	kaddoum	kaddoum	PROPN
futech-604	357	12	,	,	PUNCT
futech-604	357	13	s.	s.	PROPN
futech-604	357	14	h.	h.	PROPN
futech-604	357	15	ahmed	ahmed	PROPN
futech-604	357	16	,	,	PUNCT
futech-604	357	17	and	and	CCONJ
futech-604	357	18	m.	m.	PROPN
futech-604	357	19	atiquzzaman	atiquzzaman	PROPN
futech-604	357	20	,	,	PUNCT
futech-604	357	21	"	"	PUNCT
futech-604	357	22	keids	keid	NOUN
futech-604	357	23	:	:	PUNCT
futech-604	357	24	kubernetes	kubernete	NOUN
futech-604	357	25	-	-	PUNCT
futech-604	357	26	based	base	VERB
futech-604	357	27	energy	energy	NOUN
futech-604	357	28	and	and	CCONJ
futech-604	357	29	interference	interference	NOUN
futech-604	357	30	driven	drive	VERB
futech-604	357	31	scheduler	scheduler	NOUN
futech-604	357	32	for	for	ADP
futech-604	357	33	industrial	industrial	ADJ
futech-604	357	34	iot	iot	NOUN
futech-604	357	35	in	in	ADP
futech-604	357	36	edge	edge	NOUN
futech-604	357	37	-	-	PUNCT
futech-604	357	38	cloud	cloud	NOUN
futech-604	357	39	ecosystem	ecosystem	NOUN
futech-604	357	40	,	,	PUNCT
futech-604	357	41	"	"	PUNCT
futech-604	357	42	ieee	ieee	NOUN
futech-604	357	43	internet	internet	NOUN
futech-604	357	44	of	of	ADP
futech-604	357	45	things	thing	NOUN
futech-604	357	46	journal	journal	NOUN
futech-604	357	47	,	,	PUNCT
futech-604	357	48	vol	vol	NOUN
futech-604	357	49	.	.	PROPN
futech-604	357	50	7	7	NUM
futech-604	357	51	,	,	PUNCT
futech-604	357	52	no	no	INTJ
futech-604	357	53	.	.	NOUN
futech-604	357	54	5	5	NUM
futech-604	357	55	,	,	PUNCT
futech-604	357	56	pp	pp	ADJ
futech-604	357	57	.	.	PUNCT
futech-604	358	1	4228	4228	NUM
futech-604	358	2	-	-	SYM
futech-604	358	3	4237	4237	NUM
futech-604	358	4	,	,	PUNCT
futech-604	358	5	2019	2019	NUM
futech-604	358	6	,	,	PUNCT
futech-604	358	7	doi	doi	NOUN
futech-604	358	8	:	:	PUNCT
futech-604	358	9	10.1109	10.1109	NUM
futech-604	358	10	/	/	SYM
futech-604	358	11	jiot.2019.2939534	jiot.2019.2939534	ADJ
futech-604	358	12	.	.	PUNCT
futech-604	359	1	[	[	X
futech-604	359	2	23	23	NUM
futech-604	359	3	]	]	PUNCT
futech-604	359	4	t.	t.	PROPN
futech-604	359	5	p.	p.	PROPN
futech-604	359	6	raptis	raptis	NOUN
futech-604	359	7	and	and	CCONJ
futech-604	359	8	a.	a.	NOUN
futech-604	359	9	passarella	passarella	PROPN
futech-604	359	10	,	,	PUNCT
futech-604	359	11	"	"	PUNCT
futech-604	359	12	a	a	DET
futech-604	359	13	survey	survey	NOUN
futech-604	359	14	on	on	ADP
futech-604	359	15	networked	networked	ADJ
futech-604	359	16	data	datum	NOUN
futech-604	359	17	streaming	streaming	NOUN
futech-604	359	18	with	with	ADP
futech-604	359	19	apache	apache	PROPN
futech-604	359	20	kafka	kafka	PROPN
futech-604	359	21	,	,	PUNCT
futech-604	359	22	"	"	PUNCT
futech-604	359	23	ieee	ieee	NOUN
futech-604	359	24	access	access	NOUN
futech-604	359	25	,	,	PUNCT
futech-604	359	26	vol	vol	NOUN
futech-604	359	27	.	.	PROPN
futech-604	359	28	11	11	NUM
futech-604	359	29	,	,	PUNCT
futech-604	359	30	pp	pp	ADJ
futech-604	359	31	.	.	PUNCT
futech-604	359	32	85333	85333	NUM
futech-604	359	33	-	-	SYM
futech-604	359	34	85350	85350	NUM
futech-604	359	35	,	,	PUNCT
futech-604	359	36	2023	2023	NUM
futech-604	359	37	,	,	PUNCT
futech-604	359	38	doi	doi	NOUN
futech-604	359	39	:	:	PUNCT
futech-604	359	40	10.1109	10.1109	NUM
futech-604	359	41	/	/	SYM
futech-604	359	42	access.2023.3303810	access.2023.3303810	NOUN
futech-604	359	43	.	.	PUNCT
futech-604	360	1	[	[	X
futech-604	360	2	24	24	NUM
futech-604	360	3	]	]	X
futech-604	360	4	p.	p.	NOUN
futech-604	360	5	strelec	strelec	PROPN
futech-604	360	6	,	,	PUNCT
futech-604	360	7	t.	t.	PROPN
futech-604	360	8	horak	horak	PROPN
futech-604	360	9	,	,	PUNCT
futech-604	360	10	s.	s.	PROPN
futech-604	360	11	kovac	kovac	PROPN
futech-604	360	12	,	,	PUNCT
futech-604	360	13	e.	e.	PROPN
futech-604	360	14	nemlaha	nemlaha	PROPN
futech-604	360	15	,	,	PUNCT
futech-604	360	16	and	and	CCONJ
futech-604	360	17	p.	p.	PROPN
futech-604	360	18	tanuska	tanuska	PROPN
futech-604	360	19	,	,	PUNCT
futech-604	360	20	"	"	PUNCT
futech-604	360	21	iiot	iiot	ADJ
futech-604	360	22	device	device	NOUN
futech-604	360	23	prototype	prototype	NOUN
futech-604	360	24	design	design	NOUN
futech-604	360	25	using	use	VERB
futech-604	360	26	state	state	NOUN
futech-604	360	27	machine	machine	NOUN
futech-604	360	28	according	accord	VERB
futech-604	360	29	to	to	ADP
futech-604	360	30	opc	opc	PROPN
futech-604	360	31	ua	ua	PROPN
futech-604	360	32	,	,	PUNCT
futech-604	360	33	"	"	PUNCT
futech-604	360	34	ieee	ieee	NOUN
futech-604	360	35	access	access	NOUN
futech-604	360	36	,	,	PUNCT
futech-604	360	37	vol	vol	NOUN
futech-604	360	38	.	.	PROPN
futech-604	360	39	10	10	NUM
futech-604	360	40	,	,	PUNCT
futech-604	360	41	pp	pp	ADJ
futech-604	360	42	.	.	PUNCT
futech-604	360	43	134004	134004	NUM
futech-604	360	44	-	-	SYM
futech-604	360	45	134017	134017	NUM
futech-604	360	46	,	,	PUNCT
futech-604	360	47	2022	2022	NUM
futech-604	360	48	,	,	PUNCT
futech-604	360	49	doi	doi	NOUN
futech-604	360	50	:	:	PUNCT
futech-604	360	51	10.1109	10.1109	NUM
futech-604	360	52	/	/	SYM
futech-604	360	53	access.2022.3233147	access.2022.3233147	PROPN
futech-604	360	54	.	.	PUNCT
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futech-604	361	2	25	25	NUM
futech-604	361	3	]	]	PUNCT
futech-604	361	4	m.	m.	NOUN
futech-604	361	5	benková	benková	PROPN
futech-604	361	6	,	,	PUNCT
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futech-604	361	9	,	,	PUNCT
futech-604	361	10	and	and	CCONJ
futech-604	361	11	g.	g.	PROPN
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futech-604	361	13	,	,	PUNCT
futech-604	361	14	"	"	PUNCT
futech-604	361	15	process	process	NOUN
futech-604	361	16	capability	capability	NOUN
futech-604	361	17	evaluation	evaluation	NOUN
futech-604	361	18	using	use	VERB
futech-604	361	19	capability	capability	NOUN
futech-604	361	20	indices	index	NOUN
futech-604	361	21	as	as	ADP
futech-604	361	22	a	a	DET
futech-604	361	23	part	part	NOUN
futech-604	361	24	of	of	ADP
futech-604	361	25	statistical	statistical	ADJ
futech-604	361	26	process	process	NOUN
futech-604	361	27	control	control	NOUN
futech-604	361	28	,	,	PUNCT
futech-604	361	29	"	"	PUNCT
futech-604	361	30	mathematics	mathematic	NOUN
futech-604	361	31	,	,	PUNCT
futech-604	361	32	vol	vol	NOUN
futech-604	361	33	.	.	PROPN
futech-604	361	34	12	12	NUM
futech-604	361	35	,	,	PUNCT
futech-604	361	36	no	no	INTJ
futech-604	361	37	.	.	NOUN
futech-604	361	38	11	11	NUM
futech-604	361	39	,	,	PUNCT
futech-604	361	40	p.	p.	NOUN
futech-604	361	41	1679	1679	NUM
futech-604	361	42	,	,	PUNCT
futech-604	361	43	2024	2024	NUM
futech-604	361	44	,	,	PUNCT
futech-604	361	45	doi	doi	NOUN
futech-604	361	46	:	:	PUNCT
futech-604	361	47	doi	doi	NOUN
futech-604	361	48	:	:	PUNCT
futech-604	361	49	10.3390	10.3390	NUM
futech-604	361	50	/	/	SYM
futech-604	361	51	math12111679	math12111679	NOUN
futech-604	361	52	.	.	PUNCT
futech-604	362	1	[	[	X
futech-604	362	2	26	26	NUM
futech-604	362	3	]	]	X
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futech-604	362	5	reali	reali	PROPN
futech-604	362	6	,	,	PUNCT
futech-604	362	7	r.	r.	PROPN
futech-604	362	8	lolatto	lolatto	PROPN
futech-604	362	9	,	,	PUNCT
futech-604	362	10	s.	s.	PROPN
futech-604	362	11	coelli	coelli	PROPN
futech-604	362	12	,	,	PUNCT
futech-604	362	13	g.	g.	PROPN
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futech-604	362	15	,	,	PUNCT
futech-604	362	16	and	and	CCONJ
futech-604	362	17	a.	a.	NOUN
futech-604	362	18	m.	m.	NOUN
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futech-604	362	20	,	,	PUNCT
futech-604	362	21	"	"	PUNCT
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futech-604	362	24	from	from	ADP
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futech-604	362	27	:	:	PUNCT
futech-604	362	28	a	a	DET
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futech-604	362	30	comparison	comparison	NOUN
futech-604	362	31	of	of	ADP
futech-604	362	32	practical	practical	ADJ
futech-604	362	33	interpolation	interpolation	NOUN
futech-604	362	34	and	and	CCONJ
futech-604	362	35	breathextraction	breathextraction	NOUN
futech-604	362	36	techniques	technique	NOUN
futech-604	362	37	at	at	ADP
futech-604	362	38	different	different	ADJ
futech-604	362	39	sampling	sampling	NOUN
futech-604	362	40	rates	rate	NOUN
futech-604	362	41	,	,	PUNCT
futech-604	362	42	"	"	PUNCT
futech-604	362	43	sensors	sensor	NOUN
futech-604	362	44	,	,	PUNCT
futech-604	362	45	vol	vol	NOUN
futech-604	362	46	.	.	PROPN
futech-604	363	1	22	22	NUM
futech-604	363	2	,	,	PUNCT
futech-604	363	3	no	no	INTJ
futech-604	363	4	.	.	NOUN
futech-604	363	5	4	4	NUM
futech-604	363	6	,	,	PUNCT
futech-604	363	7	p.	p.	NOUN
futech-604	363	8	1428	1428	NUM
futech-604	363	9	,	,	PUNCT
futech-604	363	10	2022	2022	NUM
futech-604	363	11	,	,	PUNCT
futech-604	363	12	doi	doi	NOUN
futech-604	363	13	:	:	PUNCT
futech-604	363	14	10.3390	10.3390	NUM
futech-604	363	15	/	/	SYM
futech-604	363	16	s22041428	s22041428	PROPN
futech-604	363	17	.	.	PUNCT
futech-604	364	1	[	[	X
futech-604	364	2	27	27	NUM
futech-604	364	3	]	]	X
futech-604	364	4	x.	x.	NOUN
futech-604	364	5	sun	sun	PROPN
futech-604	364	6	,	,	PUNCT
futech-604	364	7	y.	y.	PROPN
futech-604	364	8	he	he	PRON
futech-604	364	9	,	,	PUNCT
futech-604	364	10	d.	d.	PROPN
futech-604	364	11	wu	wu	PROPN
futech-604	364	12	,	,	PUNCT
futech-604	364	13	and	and	CCONJ
futech-604	364	14	j.	j.	PROPN
futech-604	364	15	z.	z.	PROPN
futech-604	364	16	huang	huang	PROPN
futech-604	364	17	,	,	PUNCT
futech-604	364	18	"	"	PUNCT
futech-604	364	19	survey	survey	NOUN
futech-604	364	20	of	of	ADP
futech-604	364	21	distributed	distribute	VERB
futech-604	364	22	computing	computing	NOUN
futech-604	364	23	frameworks	framework	NOUN
futech-604	364	24	for	for	ADP
futech-604	364	25	supporting	support	VERB
futech-604	364	26	big	big	ADJ
futech-604	364	27	data	datum	NOUN
futech-604	364	28	analysis	analysis	NOUN
futech-604	364	29	,	,	PUNCT
futech-604	364	30	"	"	PUNCT
futech-604	364	31	big	big	ADJ
futech-604	364	32	data	datum	NOUN
futech-604	364	33	mining	mining	NOUN
futech-604	364	34	and	and	CCONJ
futech-604	364	35	analytics	analytic	NOUN
futech-604	364	36	,	,	PUNCT
futech-604	364	37	vol	vol	NOUN
futech-604	364	38	.	.	PROPN
futech-604	365	1	6	6	NUM
futech-604	365	2	,	,	PUNCT
futech-604	365	3	no	no	INTJ
futech-604	365	4	.	.	NOUN
futech-604	365	5	2	2	NUM
futech-604	365	6	,	,	PUNCT
futech-604	365	7	pp	pp	ADJ
futech-604	365	8	.	.	PUNCT
futech-604	366	1	154	154	NUM
futech-604	366	2	-	-	SYM
futech-604	366	3	169	169	NUM
futech-604	366	4	,	,	PUNCT
futech-604	366	5	2023	2023	NUM
futech-604	366	6	,	,	PUNCT
futech-604	366	7	doi	doi	NOUN
futech-604	366	8	:	:	PUNCT
futech-604	366	9	10.26599	10.26599	NUM
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futech-604	366	12	.	.	PUNCT
futech-604	367	1	[	[	X
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futech-604	367	3	]	]	X
futech-604	367	4	d.	d.	PROPN
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futech-604	367	6	,	,	PUNCT
futech-604	367	7	k.	k.	PROPN
futech-604	367	8	c.	c.	PROPN
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futech-604	367	10	,	,	PUNCT
futech-604	367	11	and	and	CCONJ
futech-604	367	12	s.	s.	PROPN
futech-604	367	13	kumaraguru	kumaraguru	PROPN
futech-604	367	14	,	,	PUNCT
futech-604	367	15	"	"	PUNCT
futech-604	367	16	methods	method	NOUN
futech-604	367	17	and	and	CCONJ
futech-604	367	18	tools	tool	NOUN
futech-604	367	19	for	for	ADP
futech-604	367	20	performance	performance	NOUN
futech-604	367	21	assurance	assurance	NOUN
futech-604	367	22	of	of	ADP
futech-604	367	23	smart	smart	ADJ
futech-604	367	24	manufacturing	manufacturing	NOUN
futech-604	367	25	systems	system	NOUN
futech-604	367	26	,	,	PUNCT
futech-604	367	27	"	"	PUNCT
futech-604	367	28	journal	journal	NOUN
futech-604	367	29	of	of	ADP
futech-604	367	30	research	research	NOUN
futech-604	367	31	of	of	ADP
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futech-604	367	34	institute	institute	PROPN
futech-604	367	35	of	of	ADP
futech-604	367	36	standards	standard	NOUN
futech-604	367	37	and	and	CCONJ
futech-604	367	38	technology	technology	NOUN
futech-604	367	39	,	,	PUNCT
futech-604	367	40	vol	vol	NOUN
futech-604	367	41	.	.	PROPN
futech-604	367	42	121	121	NUM
futech-604	367	43	,	,	PUNCT
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futech-604	367	46	,	,	PUNCT
futech-604	367	47	2016	2016	NUM
futech-604	367	48	,	,	PUNCT
futech-604	367	49	doi	doi	NOUN
futech-604	367	50	:	:	PUNCT
futech-604	367	51	10.6028	10.6028	NUM
futech-604	367	52	/	/	SYM
futech-604	367	53	jres.121.013	jres.121.013	PROPN
futech-604	367	54	.	.	PUNCT
futech-604	368	1	[	[	X
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futech-604	368	3	]	]	X
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futech-604	368	5	authors	authors	PROPN
futech-604	368	6	,	,	PUNCT
futech-604	368	7	"	"	PUNCT
futech-604	368	8	prometheus	prometheus	NOUN
futech-604	368	9	monitoring	monitor	VERB
futech-604	368	10	system	system	NOUN
futech-604	368	11	&	&	CCONJ
futech-604	368	12	time	time	PROPN
futech-604	368	13	series	series	PROPN
futech-604	368	14	database	database	PROPN
futech-604	368	15	,	,	PUNCT
futech-604	368	16	"	"	PUNCT
futech-604	368	17	2017	2017	NUM
futech-604	368	18	.	.	PUNCT
futech-604	369	1	[	[	X
futech-604	369	2	online	online	X
futech-604	369	3	]	]	X
futech-604	369	4	.	.	PUNCT
futech-604	370	1	available	available	ADJ
futech-604	370	2	:	:	PUNCT
futech-604	370	3	https://prometheus.io/	https://prometheus.io/	PROPN
futech-604	370	4	[	[	X
futech-604	370	5	30	30	NUM
futech-604	370	6	]	]	PUNCT
futech-604	370	7	x.	x.	NOUN
futech-604	370	8	lv	lv	PROPN
futech-604	370	9	,	,	PUNCT
futech-604	370	10	l.	l.	PROPN
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futech-604	370	12	,	,	PUNCT
futech-604	370	13	y.	y.	PROPN
futech-604	370	14	he	he	PRON
futech-604	370	15	,	,	PUNCT
futech-604	370	16	z.	z.	PROPN
futech-604	370	17	he	he	PRON
futech-604	370	18	,	,	PUNCT
futech-604	370	19	and	and	CCONJ
futech-604	370	20	d.	d.	PROPN
futech-604	370	21	k.	k.	PROPN
futech-604	370	22	lin	lin	PROPN
futech-604	370	23	,	,	PUNCT
futech-604	370	24	"	"	PUNCT
futech-604	370	25	joint	joint	ADJ
futech-604	370	26	optimization	optimization	NOUN
futech-604	370	27	of	of	ADP
futech-604	370	28	production	production	NOUN
futech-604	370	29	,	,	PUNCT
futech-604	370	30	maintenance	maintenance	NOUN
futech-604	370	31	,	,	PUNCT
futech-604	370	32	and	and	CCONJ
futech-604	370	33	quality	quality	NOUN
futech-604	370	34	control	control	NOUN
futech-604	370	35	considering	consider	VERB
futech-604	370	36	the	the	DET
futech-604	370	37	product	product	NOUN
futech-604	370	38	quality	quality	NOUN
futech-604	370	39	variance	variance	NOUN
futech-604	370	40	of	of	ADP
futech-604	370	41	a	a	DET
futech-604	370	42	degraded	degraded	ADJ
futech-604	370	43	system	system	NOUN
futech-604	370	44	,	,	PUNCT
futech-604	370	45	"	"	PUNCT
futech-604	370	46	frontiers	frontier	NOUN
futech-604	370	47	of	of	ADP
futech-604	370	48	engineering	engineering	NOUN
futech-604	370	49	management	management	NOUN
futech-604	370	50	,	,	PUNCT
futech-604	370	51	vol	vol	NOUN
futech-604	370	52	.	.	PROPN
futech-604	370	53	11	11	NUM
futech-604	370	54	,	,	PUNCT
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futech-604	370	56	.	.	NOUN
futech-604	370	57	3	3	NUM
futech-604	370	58	,	,	PUNCT
futech-604	370	59	pp	pp	ADJ
futech-604	370	60	.	.	PUNCT
futech-604	371	1	413	413	NUM
futech-604	371	2	-	-	SYM
futech-604	371	3	429	429	NUM
futech-604	371	4	,	,	PUNCT
futech-604	371	5	2024	2024	NUM
futech-604	371	6	,	,	PUNCT
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futech-604	371	8	:	:	PUNCT
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futech-604	371	10	/	/	SYM
futech-604	371	11	s42524	s42524	NOUN
futech-604	371	12	-	-	PUNCT
futech-604	371	13	024	024	NUM
futech-604	371	14	-	-	PUNCT
futech-604	371	15	3103	3103	NUM
futech-604	371	16	-	-	SYM
futech-604	371	17	1	1	NUM
futech-604	371	18	.	.	PUNCT
futech-604	372	1	[	[	X
futech-604	372	2	31	31	NUM
futech-604	372	3	]	]	X
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futech-604	372	5	electrotechnical	electrotechnical	ADJ
futech-604	372	6	commission	commission	NOUN
futech-604	372	7	,	,	PUNCT
futech-604	372	8	"	"	PUNCT
futech-604	372	9	functional	functional	ADJ
futech-604	372	10	safety	safety	NOUN
futech-604	372	11	of	of	ADP
futech-604	372	12	electrical	electrical	ADJ
futech-604	372	13	/	/	SYM
futech-604	372	14	electronic	electronic	ADJ
futech-604	372	15	/	/	SYM
futech-604	372	16	programmable	programmable	ADJ
futech-604	372	17	electronic	electronic	ADJ
futech-604	372	18	safety	safety	NOUN
futech-604	372	19	-	-	PUNCT
futech-604	372	20	related	relate	VERB
futech-604	372	21	systems	system	NOUN
futech-604	372	22	,	,	PUNCT
futech-604	372	23	"	"	PUNCT
futech-604	372	24	iec	iec	PROPN
futech-604	372	25	61508	61508	NUM
futech-604	372	26	,	,	PUNCT
futech-604	372	27	2010	2010	NUM
futech-604	372	28	.	.	PUNCT
futech-604	373	1	[	[	X
futech-604	373	2	online	online	X
futech-604	373	3	]	]	X
futech-604	373	4	.	.	PUNCT
futech-604	374	1	available	available	ADJ
futech-604	374	2	:	:	PUNCT
futech-604	374	3	https://webstore.iec.ch/publication/5515	https://webstore.iec.ch/publication/5515	X
futech-604	375	1	[	[	X
futech-604	375	2	32	32	NUM
futech-604	375	3	]	]	PUNCT
futech-604	375	4	h.	h.	PROPN
futech-604	375	5	xu	xu	PROPN
futech-604	375	6	,	,	PUNCT
futech-604	375	7	w.	w.	PROPN
futech-604	375	8	yu	yu	PROPN
futech-604	375	9	,	,	PUNCT
futech-604	375	10	d.	d.	PROPN
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futech-604	375	12	,	,	PUNCT
futech-604	375	13	and	and	CCONJ
futech-604	375	14	n.	n.	NOUN
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futech-604	375	16	,	,	PUNCT
futech-604	375	17	"	"	PUNCT
futech-604	375	18	a	a	DET
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futech-604	375	20	on	on	ADP
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futech-604	375	22	internet	internet	NOUN
futech-604	375	23	of	of	ADP
futech-604	375	24	things	thing	NOUN
futech-604	375	25	:	:	PUNCT
futech-604	375	26	a	a	DET
futech-604	375	27	cyber	cyber	NOUN
futech-604	375	28	-	-	PUNCT
futech-604	375	29	physical	physical	ADJ
futech-604	375	30	systems	system	NOUN
futech-604	375	31	perspective	perspective	NOUN
futech-604	375	32	,	,	PUNCT
futech-604	375	33	"	"	PUNCT
futech-604	375	34	ieee	ieee	NOUN
futech-604	375	35	access	access	NOUN
futech-604	375	36	,	,	PUNCT
futech-604	375	37	vol	vol	NOUN
futech-604	375	38	.	.	PROPN
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futech-604	375	40	,	,	PUNCT
futech-604	375	41	pp	pp	ADJ
futech-604	375	42	.	.	PUNCT
futech-604	375	43	7823878259	7823878259	NUM
futech-604	375	44	,	,	PUNCT
futech-604	375	45	2018	2018	NUM
futech-604	375	46	,	,	PUNCT
futech-604	375	47	doi	doi	NOUN
futech-604	375	48	:	:	PUNCT
futech-604	375	49	10.1109	10.1109	NUM
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futech-604	375	51	access.2018.2884906	access.2018.2884906	NOUN
futech-604	375	52	.	.	PUNCT
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futech-604	376	2	33	33	NUM
futech-604	376	3	]	]	PUNCT
futech-604	376	4	s.	s.	PROPN
futech-604	376	5	deng	deng	PROPN
futech-604	376	6	,	,	PUNCT
futech-604	376	7	h.	h.	PROPN
futech-604	376	8	zhao	zhao	PROPN
futech-604	376	9	,	,	PUNCT
futech-604	376	10	w.	w.	PROPN
futech-604	376	11	fang	fang	PROPN
futech-604	376	12	,	,	PUNCT
futech-604	376	13	j.	j.	PROPN
futech-604	376	14	yin	yin	PROPN
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futech-604	376	16	s.	s.	PROPN
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futech-604	376	20	a.	a.	PROPN
futech-604	376	21	y.	y.	PROPN
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futech-604	376	24	"	"	PUNCT
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futech-604	376	27	:	:	PUNCT
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futech-604	376	31	edge	edge	NOUN
futech-604	376	32	computing	computing	NOUN
futech-604	376	33	and	and	CCONJ
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futech-604	376	35	intelligence	intelligence	NOUN
futech-604	376	36	,	,	PUNCT
futech-604	376	37	"	"	PUNCT
futech-604	376	38	ieee	ieee	NOUN
futech-604	376	39	internet	internet	NOUN
futech-604	376	40	of	of	ADP
futech-604	376	41	things	thing	NOUN
futech-604	376	42	journal	journal	NOUN
futech-604	376	43	,	,	PUNCT
futech-604	376	44	vol	vol	NOUN
futech-604	376	45	.	.	PROPN
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futech-604	376	53	.	.	PUNCT
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futech-604	377	2	-	-	SYM
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futech-604	377	4	,	,	PUNCT
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futech-604	378	1	|	|	ADV
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futech-604	379	1	|	|	NOUN
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futech-604	379	4	-	-	SYM
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futech-604	379	6	277	277	NUM
futech-604	379	7	doi	doi	NOUN
futech-604	379	8	:	:	PUNCT
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futech-604	379	10	/	/	SYM
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futech-604	379	12	/	/	SYM
futech-604	379	13	jiot.2020.298	jiot.2020.298	X
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futech-604	379	15	.	.	PUNCT
futech-604	380	1	[	[	X
futech-604	380	2	34	34	NUM
futech-604	380	3	]	]	X
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futech-604	380	8	saifullah	saifullah	PROPN
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futech-604	380	10	s.	s.	PROPN
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futech-604	380	13	u.	u.	PROPN
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futech-604	380	15	,	,	PUNCT
futech-604	380	16	and	and	CCONJ
futech-604	380	17	m.	m.	NOUN
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futech-604	380	22	internet	internet	NOUN
futech-604	380	23	of	of	ADP
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futech-604	380	25	:	:	PUNCT
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futech-604	380	45	.	.	NOUN
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futech-604	380	47	,	,	PUNCT
futech-604	380	48	pp	pp	ADJ
futech-604	380	49	.	.	PUNCT
futech-604	381	1	4724	4724	NUM
futech-604	381	2	-	-	SYM
futech-604	381	3	4734	4734	NUM
futech-604	381	4	,	,	PUNCT
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futech-604	381	6	,	,	PUNCT
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futech-604	381	8	:	:	PUNCT
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futech-604	382	3	]	]	PUNCT
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futech-604	382	31	,	,	PUNCT
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futech-604	382	39	,	,	PUNCT
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futech-604	382	44	,	,	PUNCT
futech-604	382	45	doi	doi	NOUN
futech-604	382	46	:	:	PUNCT
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futech-604	382	48	/	/	SYM
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futech-604	382	51	02200374	02200374	NUM
futech-604	382	52	-	-	PUNCT
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futech-604	383	1	[	[	X
futech-604	383	2	36	36	NUM
futech-604	383	3	]	]	X
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futech-604	383	5	x.	x.	PROPN
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futech-604	383	8	j.	j.	PROPN
futech-604	383	9	krüger	krüger	PROPN
futech-604	383	10	,	,	PUNCT
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futech-604	383	12	merklein	merklein	PROPN
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futech-604	383	14	h.-c	h.-c	PROPN
futech-604	383	15	.	.	PUNCT
futech-604	384	1	möhring	möhre	VERB
futech-604	384	2	,	,	PUNCT
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futech-604	384	4	j.	j.	PROPN
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futech-604	384	6	,	,	PUNCT
futech-604	384	7	"	"	PUNCT
futech-604	384	8	artificial	artificial	ADJ
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futech-604	384	11	manufacturing	manufacturing	NOUN
futech-604	384	12	:	:	PUNCT
futech-604	384	13	state	state	NOUN
futech-604	384	14	of	of	ADP
futech-604	384	15	the	the	DET
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futech-604	384	24	"	"	PUNCT
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futech-604	385	4	.	.	NOUN
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futech-604	385	6	,	,	PUNCT
futech-604	385	7	pp	pp	ADJ
futech-604	385	8	.	.	PUNCT
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futech-604	386	2	-	-	SYM
futech-604	386	3	749	749	NUM
futech-604	386	4	,	,	PUNCT
futech-604	386	5	2024	2024	NUM
futech-604	386	6	,	,	PUNCT
futech-604	386	7	doi	doi	NOUN
futech-604	386	8	:	:	PUNCT
futech-604	386	9	10.1016	10.1016	NUM
futech-604	386	10	/	/	SYM
futech-604	386	11	j.cirp.2024.04.101	j.cirp.2024.04.101	PROPN
futech-604	386	12	.	.	PUNCT
futech-604	387	1	[	[	X
futech-604	387	2	37	37	NUM
futech-604	387	3	]	]	X
futech-604	387	4	c.	c.	PROPN
futech-604	387	5	li	li	PROPN
futech-604	387	6	,	,	PUNCT
futech-604	387	7	p.	p.	PROPN
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futech-604	387	9	,	,	PUNCT
futech-604	387	10	y.	y.	PROPN
futech-604	387	11	yin	yin	PROPN
futech-604	387	12	,	,	PUNCT
futech-604	387	13	b.	b.	PROPN
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futech-604	387	15	,	,	PUNCT
futech-604	387	16	and	and	CCONJ
futech-604	387	17	l.	l.	PROPN
futech-604	387	18	wang	wang	PROPN
futech-604	387	19	,	,	PUNCT
futech-604	387	20	"	"	PUNCT
futech-604	387	21	deep	deep	ADJ
futech-604	387	22	reinforcement	reinforcement	NOUN
futech-604	387	23	learning	learning	NOUN
futech-604	387	24	in	in	ADP
futech-604	387	25	smart	smart	ADJ
futech-604	387	26	manufacturing	manufacturing	NOUN
futech-604	387	27	:	:	PUNCT
futech-604	387	28	a	a	DET
futech-604	387	29	review	review	NOUN
futech-604	387	30	and	and	CCONJ
futech-604	387	31	prospects	prospect	NOUN
futech-604	387	32	,	,	PUNCT
futech-604	387	33	"	"	PUNCT
futech-604	387	34	cirp	cirp	ADJ
futech-604	387	35	journal	journal	NOUN
futech-604	387	36	of	of	ADP
futech-604	387	37	manufacturing	manufacturing	NOUN
futech-604	387	38	science	science	NOUN
futech-604	387	39	and	and	CCONJ
futech-604	387	40	technology	technology	NOUN
futech-604	387	41	,	,	PUNCT
futech-604	387	42	vol	vol	NOUN
futech-604	387	43	.	.	PROPN
futech-604	387	44	40	40	NUM
futech-604	387	45	,	,	PUNCT
futech-604	387	46	pp	pp	ADJ
futech-604	387	47	.	.	PUNCT
futech-604	387	48	75	75	NUM
futech-604	387	49	-	-	SYM
futech-604	387	50	101	101	NUM
futech-604	387	51	,	,	PUNCT
futech-604	387	52	2023	2023	NUM
futech-604	387	53	,	,	PUNCT
futech-604	387	54	doi	doi	NOUN
futech-604	387	55	:	:	PUNCT
futech-604	387	56	10.1016	10.1016	NUM
futech-604	387	57	/	/	SYM
futech-604	387	58	j.cirpj.2022.11.003	j.cirpj.2022.11.003	PROPN
futech-604	387	59	.	.	PUNCT
futech-604	388	1	[	[	X
futech-604	388	2	38	38	NUM
futech-604	388	3	]	]	PUNCT
futech-604	388	4	j.	j.	PROPN
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futech-604	388	6	,	,	PUNCT
futech-604	388	7	m.	m.	NOUN
futech-604	388	8	azamfar	azamfar	ADV
futech-604	388	9	,	,	PUNCT
futech-604	388	10	and	and	CCONJ
futech-604	388	11	j.	j.	PROPN
futech-604	388	12	singh	singh	PROPN
futech-604	388	13	,	,	PUNCT
futech-604	388	14	"	"	PUNCT
futech-604	388	15	a	a	DET
futech-604	388	16	blockchain	blockchain	NOUN
futech-604	388	17	enabled	enable	VERB
futech-604	388	18	cyber	cyber	ADJ
futech-604	388	19	-	-	PUNCT
futech-604	388	20	physical	physical	ADJ
futech-604	388	21	system	system	NOUN
futech-604	388	22	architecture	architecture	NOUN
futech-604	388	23	for	for	ADP
futech-604	388	24	industry	industry	NOUN
futech-604	388	25	4.0	4.0	NUM
futech-604	388	26	manufacturing	manufacturing	NOUN
futech-604	388	27	systems	system	NOUN
futech-604	388	28	,	,	PUNCT
futech-604	388	29	"	"	PUNCT
futech-604	388	30	manufacturing	manufacturing	NOUN
futech-604	388	31	letters	letter	NOUN
futech-604	388	32	,	,	PUNCT
futech-604	388	33	vol	vol	NOUN
futech-604	388	34	.	.	PROPN
futech-604	388	35	20	20	NUM
futech-604	388	36	,	,	PUNCT
futech-604	388	37	pp	pp	ADJ
futech-604	388	38	.	.	PUNCT
futech-604	389	1	34	34	NUM
futech-604	389	2	-	-	SYM
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futech-604	389	4	,	,	PUNCT
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futech-604	389	6	,	,	PUNCT
futech-604	389	7	doi	doi	NOUN
futech-604	389	8	:	:	PUNCT
futech-604	389	9	10.1016	10.1016	NUM
futech-604	389	10	/	/	SYM
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futech-604	390	1	[	[	X
futech-604	390	2	39	39	NUM
futech-604	390	3	]	]	PUNCT
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futech-604	390	6	,	,	PUNCT
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futech-604	390	9	,	,	PUNCT
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futech-604	390	12	,	,	PUNCT
futech-604	390	13	w.	w.	PROPN
futech-604	390	14	jiang	jiang	PROPN
futech-604	390	15	,	,	PUNCT
futech-604	390	16	j.	j.	PROPN
futech-604	390	17	fu	fu	PROPN
futech-604	390	18	,	,	PUNCT
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futech-604	390	20	s.	s.	PROPN
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futech-604	390	22	,	,	PUNCT
futech-604	390	23	"	"	PUNCT
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futech-604	390	26	mid	mid	ADJ
futech-604	390	27	-	-	ADJ
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futech-604	390	31	detection	detection	NOUN
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futech-604	390	33	for	for	ADP
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futech-604	390	36	body	body	NOUN
futech-604	390	37	surface	surface	NOUN
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futech-604	390	39	"	"	PUNCT
futech-604	390	40	journal	journal	NOUN
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futech-604	390	42	manufacturing	manufacturing	NOUN
futech-604	390	43	systems	system	NOUN
futech-604	390	44	,	,	PUNCT
futech-604	390	45	vol	vol	NOUN
futech-604	390	46	.	.	PROPN
futech-604	390	47	72	72	NUM
futech-604	390	48	,	,	PUNCT
futech-604	390	49	pp	pp	ADJ
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futech-604	390	52	-	-	SYM
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futech-604	390	56	,	,	PUNCT
futech-604	390	57	doi	doi	NOUN
futech-604	390	58	:	:	PUNCT
futech-604	390	59	10.1016	10.1016	NUM
futech-604	390	60	/	/	SYM
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futech-604	391	3	]	]	PUNCT
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futech-604	391	9	,	,	PUNCT
futech-604	391	10	s.	s.	PROPN
futech-604	391	11	d.	d.	PROPN
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futech-604	391	17	and	and	CCONJ
futech-604	391	18	a.	a.	NOUN
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futech-604	391	21	"	"	PUNCT
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futech-604	391	23	and	and	CCONJ
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futech-604	391	25	in	in	ADP
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futech-604	391	27	manufacturing	manufacturing	NOUN
futech-604	391	28	:	:	PUNCT
futech-604	391	29	a	a	DET
futech-604	391	30	systematic	systematic	ADJ
futech-604	391	31	review	review	NOUN
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futech-604	391	33	key	key	ADJ
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futech-604	391	35	from	from	ADP
futech-604	391	36	2019	2019	NUM
futech-604	391	37	to	to	ADP
futech-604	391	38	2024	2024	NUM
futech-604	391	39	,	,	PUNCT
futech-604	391	40	"	"	PUNCT
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futech-604	391	42	,	,	PUNCT
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futech-604	391	55	,	,	PUNCT
futech-604	391	56	doi	doi	NOUN
futech-604	391	57	:	:	PUNCT
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futech-604	392	2	41	41	NUM
futech-604	392	3	]	]	PUNCT
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futech-604	393	2	,	,	PUNCT
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futech-604	393	4	.	.	PUNCT
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futech-604	395	1	chen	chen	PROPN
futech-604	395	2	,	,	PUNCT
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futech-604	395	5	.	.	PUNCT
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futech-604	396	2	,	,	PUNCT
futech-604	396	3	"	"	PUNCT
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futech-604	396	9	:	:	PUNCT
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futech-604	396	11	-	-	PUNCT
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futech-604	396	13	ai	ai	NOUN
futech-604	396	14	integration	integration	NOUN
futech-604	396	15	for	for	ADP
futech-604	396	16	sustainable	sustainable	ADJ
futech-604	396	17	and	and	CCONJ
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futech-604	396	19	manufacturing	manufacturing	NOUN
futech-604	396	20	,	,	PUNCT
futech-604	396	21	"	"	PUNCT
futech-604	396	22	processes	process	NOUN
futech-604	396	23	,	,	PUNCT
futech-604	396	24	vol	vol	NOUN
futech-604	396	25	.	.	PROPN
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futech-604	396	27	,	,	PUNCT
futech-604	396	28	no	no	INTJ
futech-604	396	29	.	.	NOUN
futech-604	396	30	12	12	NUM
futech-604	396	31	,	,	PUNCT
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futech-604	396	33	2723	2723	NUM
futech-604	396	34	,	,	PUNCT
futech-604	396	35	2024	2024	NUM
futech-604	396	36	,	,	PUNCT
futech-604	396	37	doi	doi	NOUN
futech-604	396	38	:	:	PUNCT
futech-604	396	39	10.3390	10.3390	NUM
futech-604	396	40	/	/	SYM
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futech-604	396	42	.	.	PUNCT
futech-604	397	1	[	[	X
futech-604	397	2	42	42	NUM
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futech-604	397	8	świetlicka	świetlicka	NOUN
futech-604	397	9	,	,	PUNCT
futech-604	397	10	"	"	PUNCT
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futech-604	397	12	of	of	ADP
futech-604	397	13	industrial	industrial	ADJ
futech-604	397	14	systems	system	NOUN
futech-604	397	15	—	—	PUNCT
futech-604	397	16	a	a	DET
futech-604	397	17	2023	2023	NUM
futech-604	397	18	report	report	NOUN
futech-604	397	19	,	,	PUNCT
futech-604	397	20	"	"	PUNCT
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futech-604	397	22	,	,	PUNCT
futech-604	397	23	vol	vol	NOUN
futech-604	397	24	.	.	PROPN
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futech-604	397	26	,	,	PUNCT
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futech-604	397	30	,	,	PUNCT
futech-604	397	31	p.	p.	NOUN
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futech-604	397	34	2024	2024	NUM
futech-604	397	35	,	,	PUNCT
futech-604	397	36	doi	doi	NOUN
futech-604	397	37	:	:	PUNCT
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futech-604	397	39	/	/	SYM
futech-604	397	40	electronics13071191	electronics13071191	PROPN
futech-604	397	41	.	.	PUNCT
futech-604	398	1	[	[	X
futech-604	398	2	43	43	NUM
futech-604	398	3	]	]	X
futech-604	398	4	t.	t.	PROPN
futech-604	398	5	khan	khan	PROPN
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futech-604	398	7	u.	u.	PROPN
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futech-604	398	9	,	,	PUNCT
futech-604	398	10	a.	a.	PROPN
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futech-604	398	21	pandey	pandey	PROPN
futech-604	398	22	,	,	PUNCT
futech-604	398	23	"	"	PUNCT
futech-604	398	24	data	data	NOUN
futech-604	398	25	-	-	PUNCT
futech-604	398	26	driven	drive	VERB
futech-604	398	27	digital	digital	ADJ
futech-604	398	28	twin	twin	ADJ
futech-604	398	29	framework	framework	NOUN
futech-604	398	30	for	for	ADP
futech-604	398	31	predictive	predictive	ADJ
futech-604	398	32	maintenance	maintenance	NOUN
futech-604	398	33	of	of	ADP
futech-604	398	34	smart	smart	ADJ
futech-604	398	35	manufacturing	manufacturing	NOUN
futech-604	398	36	systems	system	NOUN
futech-604	398	37	,	,	PUNCT
futech-604	398	38	"	"	PUNCT
futech-604	398	39	machines	machine	NOUN
futech-604	398	40	,	,	PUNCT
futech-604	398	41	vol	vol	NOUN
futech-604	398	42	.	.	PROPN
futech-604	398	43	13	13	NUM
futech-604	398	44	,	,	PUNCT
futech-604	398	45	no	no	INTJ
futech-604	398	46	.	.	NOUN
futech-604	398	47	6	6	NUM
futech-604	398	48	,	,	PUNCT
futech-604	398	49	p.	p.	NOUN
futech-604	398	50	481	481	NUM
futech-604	398	51	,	,	PUNCT
futech-604	398	52	2025	2025	NUM
futech-604	398	53	,	,	PUNCT
futech-604	398	54	doi	doi	NOUN
futech-604	398	55	:	:	PUNCT
futech-604	398	56	10.3390	10.3390	NUM
futech-604	398	57	/	/	SYM
futech-604	398	58	machines13060481	machines13060481	NOUN
futech-604	398	59	.	.	PUNCT
futech-604	399	1	[	[	X
futech-604	399	2	44	44	NUM
futech-604	399	3	]	]	X
futech-604	399	4	y.	y.	PROPN
futech-604	399	5	lu	lu	PROPN
futech-604	399	6	,	,	PUNCT
futech-604	399	7	x.	x.	PROPN
futech-604	399	8	xu	xu	PROPN
futech-604	399	9	,	,	PUNCT
futech-604	399	10	and	and	CCONJ
futech-604	399	11	l.	l.	PROPN
futech-604	399	12	wang	wang	PROPN
futech-604	399	13	,	,	PUNCT
futech-604	399	14	"	"	PUNCT
futech-604	399	15	smart	smart	ADJ
futech-604	399	16	manufacturing	manufacturing	NOUN
futech-604	399	17	process	process	NOUN
futech-604	399	18	and	and	CCONJ
futech-604	399	19	system	system	NOUN
futech-604	399	20	automation	automation	NOUN
futech-604	399	21	–	–	PUNCT
futech-604	399	22	a	a	DET
futech-604	399	23	critical	critical	ADJ
futech-604	399	24	review	review	NOUN
futech-604	399	25	of	of	ADP
futech-604	399	26	the	the	DET
futech-604	399	27	standards	standard	NOUN
futech-604	399	28	and	and	CCONJ
futech-604	399	29	envisioned	envision	VERB
futech-604	399	30	scenarios	scenario	NOUN
futech-604	399	31	,	,	PUNCT
futech-604	399	32	"	"	PUNCT
futech-604	399	33	journal	journal	NOUN
futech-604	399	34	of	of	ADP
futech-604	399	35	manufacturing	manufacturing	NOUN
futech-604	399	36	systems	system	NOUN
futech-604	399	37	,	,	PUNCT
futech-604	399	38	vol	vol	NOUN
futech-604	399	39	.	.	PROPN
futech-604	400	1	56	56	NUM
futech-604	400	2	,	,	PUNCT
futech-604	400	3	pp	pp	ADJ
futech-604	400	4	.	.	PUNCT
futech-604	401	1	312	312	NUM
futech-604	401	2	-	-	SYM
futech-604	401	3	325	325	NUM
futech-604	401	4	,	,	PUNCT
futech-604	401	5	2020	2020	NUM
futech-604	401	6	,	,	PUNCT
futech-604	401	7	doi	doi	NOUN
futech-604	401	8	:	:	PUNCT
futech-604	401	9	10.1016	10.1016	NUM
futech-604	401	10	/	/	SYM
futech-604	401	11	j.jmsy.2020.06.010	j.jmsy.2020.06.010	NOUN
futech-604	401	12	.	.	PUNCT
futech-604	402	1	this	this	DET
futech-604	402	2	article	article	NOUN
futech-604	402	3	is	be	AUX
futech-604	402	4	an	an	DET
futech-604	402	5	open	open	ADJ
futech-604	402	6	-	-	PUNCT
futech-604	402	7	access	access	NOUN
futech-604	402	8	article	article	NOUN
futech-604	402	9	distributed	distribute	VERB
futech-604	402	10	under	under	ADP
futech-604	402	11	the	the	DET
futech-604	402	12	terms	term	NOUN
futech-604	402	13	and	and	CCONJ
futech-604	402	14	conditions	condition	NOUN
futech-604	402	15	of	of	ADP
futech-604	402	16	the	the	DET
futech-604	402	17	creative	creative	ADJ
futech-604	402	18	commons	common	NOUN
futech-604	402	19	attribution	attribution	NOUN
futech-604	402	20	(	(	PUNCT
futech-604	402	21	cc	cc	NOUN
futech-604	402	22	by	by	ADP
futech-604	402	23	)	)	PUNCT
futech-604	402	24	license	license	NOUN
futech-604	402	25	(	(	PUNCT
futech-604	402	26	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
futech-604	402	27	)	)	PUNCT
futech-604	402	28	.	.	PUNCT
futech-604	403	1	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN