id	sid	tid	token	lemma	pos
futech-502	1	1	c.	c.	PROPN
futech-502	1	2	tsai	tsai	PROPN
futech-502	1	3	et	et	PROPN
futech-502	1	4	al	al	PROPN
futech-502	1	5	.	.	PROPN
futech-502	1	6	/future	/future	PUNCT
futech-502	1	7	technology	technology	PROPN
futech-502	1	8	november	november	PROPN
futech-502	1	9	2025|	2025|	NUM
futech-502	1	10	volume	volume	NOUN
futech-502	1	11	04	04	NUM
futech-502	2	1	|	|	ADV
futech-502	2	2	issue	issue	VERB
futech-502	2	3	04	04	NUM
futech-502	3	1	|	|	CCONJ
futech-502	3	2	pages	page	VERB
futech-502	3	3	267	267	NUM
futech-502	3	4	-	-	SYM
futech-502	3	5	281	281	NUM
futech-502	3	6	267	267	NUM
futech-502	3	7	article	article	NOUN
futech-502	3	8	research	research	NOUN
futech-502	3	9	on	on	ADP
futech-502	3	10	risk	risk	NOUN
futech-502	3	11	control	control	NOUN
futech-502	3	12	and	and	CCONJ
futech-502	3	13	sustainability	sustainability	NOUN
futech-502	3	14	strategies	strategy	NOUN
futech-502	3	15	of	of	ADP
futech-502	3	16	ai	ai	NOUN
futech-502	3	17	-	-	PUNCT
futech-502	3	18	driven	drive	VERB
futech-502	3	19	big	big	ADJ
futech-502	3	20	data	datum	NOUN
futech-502	3	21	analytics	analytic	NOUN
futech-502	3	22	in	in	ADP
futech-502	3	23	lean	lean	ADJ
futech-502	3	24	manufacturing	manufacturing	NOUN
futech-502	3	25	equipment	equipment	NOUN
futech-502	3	26	r&d	r&d	NOUN
futech-502	3	27	chenghsien	chenghsien	NOUN
futech-502	3	28	tsai1	tsai1	VERB
futech-502	3	29	,	,	PUNCT
futech-502	3	30	oyyappan	oyyappan	NOUN
futech-502	3	31	duraipandi1	duraipandi1	PROPN
futech-502	3	32	*	*	PROPN
futech-502	3	33	,	,	PUNCT
futech-502	3	34	dhakir	dhakir	PROPN
futech-502	3	35	abbas	abbas	PROPN
futech-502	3	36	ali1	ali1	PROPN
futech-502	3	37	1faculty	1faculty	NUM
futech-502	3	38	of	of	ADP
futech-502	3	39	business	business	NOUN
futech-502	3	40	and	and	CCONJ
futech-502	3	41	accountancy	accountancy	NOUN
futech-502	3	42	,	,	PUNCT
futech-502	3	43	lincoln	lincoln	PROPN
futech-502	3	44	university	university	PROPN
futech-502	3	45	college	college	PROPN
futech-502	3	46	,	,	PUNCT
futech-502	3	47	47301	47301	NUM
futech-502	3	48	petaling	petaling	PROPN
futech-502	3	49	jaya	jaya	PROPN
futech-502	3	50	,	,	PUNCT
futech-502	3	51	selangor	selangor	PROPN
futech-502	3	52	,	,	PUNCT
futech-502	3	53	malaysia	malaysia	PROPN
futech-502	3	54	a	a	DET
futech-502	3	55	r	r	NOUN
futech-502	3	56	t	t	NOUN
futech-502	4	1	i	i	PRON
futech-502	4	2	c	c	NOUN
futech-502	4	3	l	l	NOUN
futech-502	4	4	e	e	NOUN
futech-502	5	1	i	i	PRON
futech-502	5	2	n	n	VERB
futech-502	5	3	f	f	NOUN
futech-502	5	4	o	o	NOUN
futech-502	5	5	article	article	NOUN
futech-502	5	6	history	history	NOUN
futech-502	5	7	:	:	PUNCT
futech-502	5	8	received	receive	VERB
futech-502	5	9	29	29	NUM
futech-502	5	10	june	june	PROPN
futech-502	5	11	2025	2025	NUM
futech-502	5	12	received	receive	VERB
futech-502	5	13	in	in	ADP
futech-502	5	14	revised	revise	VERB
futech-502	5	15	form	form	NOUN
futech-502	5	16	20	20	NUM
futech-502	5	17	august	august	PROPN
futech-502	5	18	2025	2025	NUM
futech-502	5	19	accepted	accept	VERB
futech-502	5	20	04	04	NUM
futech-502	5	21	september	september	PROPN
futech-502	5	22	2025	2025	NUM
futech-502	5	23	keywords	keyword	NOUN
futech-502	5	24	:	:	PUNCT
futech-502	5	25	ai	ai	ADJ
futech-502	5	26	-	-	ADJ
futech-502	5	27	lean	lean	ADJ
futech-502	5	28	integration	integration	NOUN
futech-502	5	29	,	,	PUNCT
futech-502	5	30	risk	risk	NOUN
futech-502	5	31	management	management	NOUN
futech-502	5	32	,	,	PUNCT
futech-502	5	33	sustainability	sustainability	NOUN
futech-502	5	34	metrics	metric	NOUN
futech-502	5	35	,	,	PUNCT
futech-502	5	36	industry	industry	NOUN
futech-502	5	37	4.0	4.0	NUM
futech-502	5	38	,	,	PUNCT
futech-502	5	39	operational	operational	ADJ
futech-502	5	40	excellence	excellence	NOUN
futech-502	5	41	*	*	SYM
futech-502	5	42	corresponding	correspond	VERB
futech-502	5	43	author	author	NOUN
futech-502	5	44	email	email	NOUN
futech-502	5	45	address	address	NOUN
futech-502	5	46	:	:	PUNCT
futech-502	5	47	aa0929771849@gmail.com	aa0929771849@gmail.com	X
futech-502	5	48	doi	doi	NOUN
futech-502	5	49	:	:	PUNCT
futech-502	5	50	10.55670	10.55670	NUM
futech-502	5	51	/	/	SYM
futech-502	5	52	fpll.futech.4.4.22	fpll.futech.4.4.22	NOUN
futech-502	5	53	a	a	DET
futech-502	5	54	b	b	PROPN
futech-502	5	55	s	s	ADP
futech-502	5	56	t	t	PROPN
futech-502	5	57	r	r	NOUN
futech-502	5	58	a	a	DET
futech-502	5	59	c	c	NOUN
futech-502	5	60	t	t	NOUN
futech-502	5	61	the	the	DET
futech-502	5	62	convergence	convergence	NOUN
futech-502	5	63	of	of	ADP
futech-502	5	64	artificial	artificial	ADJ
futech-502	5	65	intelligence	intelligence	NOUN
futech-502	5	66	(	(	PUNCT
futech-502	5	67	ai	ai	NOUN
futech-502	5	68	)	)	PUNCT
futech-502	5	69	and	and	CCONJ
futech-502	5	70	lean	lean	ADJ
futech-502	5	71	manufacturing	manufacturing	NOUN
futech-502	5	72	principles	principle	NOUN
futech-502	5	73	presents	present	VERB
futech-502	5	74	unprecedented	unprecedented	ADJ
futech-502	5	75	opportunities	opportunity	NOUN
futech-502	5	76	for	for	ADP
futech-502	5	77	operational	operational	ADJ
futech-502	5	78	excellence	excellence	NOUN
futech-502	5	79	while	while	SCONJ
futech-502	5	80	introducing	introduce	VERB
futech-502	5	81	complex	complex	ADJ
futech-502	5	82	risk	risk	NOUN
futech-502	5	83	management	management	NOUN
futech-502	5	84	and	and	CCONJ
futech-502	5	85	sustainability	sustainability	NOUN
futech-502	5	86	challenges	challenge	NOUN
futech-502	5	87	.	.	PUNCT
futech-502	6	1	addressing	address	VERB
futech-502	6	2	the	the	DET
futech-502	6	3	critical	critical	ADJ
futech-502	6	4	research	research	NOUN
futech-502	6	5	gap	gap	NOUN
futech-502	6	6	in	in	ADP
futech-502	6	7	quantitative	quantitative	ADJ
futech-502	6	8	ai	ai	ADJ
futech-502	6	9	-	-	ADJ
futech-502	6	10	lean	lean	ADJ
futech-502	6	11	integration	integration	NOUN
futech-502	6	12	models	model	NOUN
futech-502	6	13	.	.	PUNCT
futech-502	7	1	this	this	DET
futech-502	7	2	research	research	NOUN
futech-502	7	3	develops	develop	VERB
futech-502	7	4	an	an	DET
futech-502	7	5	integrated	integrate	VERB
futech-502	7	6	framework	framework	NOUN
futech-502	7	7	for	for	ADP
futech-502	7	8	implementing	implement	VERB
futech-502	7	9	ai	ai	NOUN
futech-502	7	10	-	-	PUNCT
futech-502	7	11	driven	drive	VERB
futech-502	7	12	big	big	ADJ
futech-502	7	13	data	datum	NOUN
futech-502	7	14	analytics	analytic	NOUN
futech-502	7	15	in	in	ADP
futech-502	7	16	lean	lean	ADJ
futech-502	7	17	manufacturing	manufacturing	NOUN
futech-502	7	18	equipment	equipment	NOUN
futech-502	7	19	r&d	r&d	NOUN
futech-502	7	20	,	,	PUNCT
futech-502	7	21	addressing	address	VERB
futech-502	7	22	the	the	DET
futech-502	7	23	critical	critical	ADJ
futech-502	7	24	gap	gap	NOUN
futech-502	7	25	between	between	ADP
futech-502	7	26	technological	technological	ADJ
futech-502	7	27	capabilities	capability	NOUN
futech-502	7	28	and	and	CCONJ
futech-502	7	29	sustainable	sustainable	ADJ
futech-502	7	30	manufacturing	manufacturing	NOUN
futech-502	7	31	practices	practice	NOUN
futech-502	7	32	.	.	PUNCT
futech-502	8	1	we	we	PRON
futech-502	8	2	used	use	VERB
futech-502	8	3	three	three	NUM
futech-502	8	4	research	research	NOUN
futech-502	8	5	methods	method	NOUN
futech-502	8	6	:	:	PUNCT
futech-502	8	7	theoretical	theoretical	ADJ
futech-502	8	8	modelling	modelling	NOUN
futech-502	8	9	,	,	PUNCT
futech-502	8	10	empirical	empirical	ADJ
futech-502	8	11	validation	validation	NOUN
futech-502	8	12	with	with	ADP
futech-502	8	13	the	the	DET
futech-502	8	14	secom	secom	PROPN
futech-502	8	15	semiconductor	semiconductor	NOUN
futech-502	8	16	dataset	dataset	NOUN
futech-502	8	17	,	,	PUNCT
futech-502	8	18	and	and	CCONJ
futech-502	8	19	12	12	NUM
futech-502	8	20	-	-	PUNCT
futech-502	8	21	month	month	NOUN
futech-502	8	22	field	field	NOUN
futech-502	8	23	testing	testing	NOUN
futech-502	8	24	across	across	ADP
futech-502	8	25	three	three	NUM
futech-502	8	26	manufacturing	manufacturing	NOUN
futech-502	8	27	facilities	facility	NOUN
futech-502	8	28	.	.	PUNCT
futech-502	9	1	this	this	DET
futech-502	9	2	mixed	mix	VERB
futech-502	9	3	-	-	PUNCT
futech-502	9	4	methods	method	NOUN
futech-502	9	5	approach	approach	NOUN
futech-502	9	6	quantifies	quantify	VERB
futech-502	9	7	the	the	DET
futech-502	9	8	synergistic	synergistic	ADJ
futech-502	9	9	effects	effect	NOUN
futech-502	9	10	of	of	ADP
futech-502	9	11	ai	ai	ADJ
futech-502	9	12	-	-	PUNCT
futech-502	9	13	lean	lean	ADJ
futech-502	9	14	integration	integration	NOUN
futech-502	9	15	.	.	PUNCT
futech-502	10	1	the	the	DET
futech-502	10	2	framework	framework	NOUN
futech-502	10	3	incorporates	incorporate	VERB
futech-502	10	4	hierarchical	hierarchical	ADJ
futech-502	10	5	risk	risk	NOUN
futech-502	10	6	taxonomy	taxonomy	NOUN
futech-502	10	7	,	,	PUNCT
futech-502	10	8	real	real	ADJ
futech-502	10	9	-	-	PUNCT
futech-502	10	10	time	time	NOUN
futech-502	10	11	anomaly	anomaly	NOUN
futech-502	10	12	detection	detection	NOUN
futech-502	10	13	algorithms	algorithm	NOUN
futech-502	10	14	achieving	achieve	VERB
futech-502	10	15	93.5	93.5	NUM
futech-502	10	16	%	%	NOUN
futech-502	10	17	accuracy	accuracy	NOUN
futech-502	10	18	,	,	PUNCT
futech-502	10	19	and	and	CCONJ
futech-502	10	20	multidimensional	multidimensional	ADJ
futech-502	10	21	sustainability	sustainability	NOUN
futech-502	10	22	metrics	metric	NOUN
futech-502	10	23	.	.	PUNCT
futech-502	11	1	results	result	NOUN
futech-502	11	2	demonstrate	demonstrate	VERB
futech-502	11	3	substantial	substantial	ADJ
futech-502	11	4	improvements	improvement	NOUN
futech-502	11	5	:	:	PUNCT
futech-502	11	6	36.1	36.1	NUM
futech-502	11	7	%	%	NOUN
futech-502	11	8	increase	increase	NOUN
futech-502	11	9	in	in	ADP
futech-502	11	10	overall	overall	ADJ
futech-502	11	11	equipment	equipment	NOUN
futech-502	11	12	effectiveness	effectiveness	NOUN
futech-502	11	13	,	,	PUNCT
futech-502	11	14	58.9	58.9	NUM
futech-502	11	15	%	%	NOUN
futech-502	11	16	reduction	reduction	NOUN
futech-502	11	17	in	in	ADP
futech-502	11	18	setup	setup	NOUN
futech-502	11	19	times	time	NOUN
futech-502	11	20	,	,	PUNCT
futech-502	11	21	and	and	CCONJ
futech-502	11	22	31.4	31.4	NUM
futech-502	11	23	%	%	NOUN
futech-502	11	24	decrease	decrease	NOUN
futech-502	11	25	in	in	ADP
futech-502	11	26	carbon	carbon	NOUN
futech-502	11	27	footprint	footprint	NOUN
futech-502	11	28	,	,	PUNCT
futech-502	11	29	energy	energy	NOUN
futech-502	11	30	intensity	intensity	NOUN
futech-502	11	31	reduced	reduce	VERB
futech-502	11	32	by	by	ADP
futech-502	11	33	30	30	NUM
futech-502	11	34	%	%	NOUN
futech-502	11	35	,	,	PUNCT
futech-502	11	36	employee	employee	NOUN
futech-502	11	37	safety	safety	NOUN
futech-502	11	38	incidents	incident	NOUN
futech-502	11	39	decreased	decrease	VERB
futech-502	11	40	by	by	ADP
futech-502	11	41	67	67	NUM
futech-502	11	42	%	%	NOUN
futech-502	11	43	,	,	PUNCT
futech-502	11	44	and	and	CCONJ
futech-502	11	45	job	job	NOUN
futech-502	11	46	satisfaction	satisfaction	NOUN
futech-502	11	47	increased	increase	VERB
futech-502	11	48	by	by	ADP
futech-502	11	49	15	15	NUM
futech-502	11	50	%	%	NOUN
futech-502	11	51	,	,	PUNCT
futech-502	11	52	achieving	achieve	VERB
futech-502	11	53	synergistic	synergistic	ADJ
futech-502	11	54	optimization	optimization	NOUN
futech-502	11	55	of	of	ADP
futech-502	11	56	environmental	environmental	ADJ
futech-502	11	57	benefits	benefit	NOUN
futech-502	11	58	and	and	CCONJ
futech-502	11	59	social	social	ADJ
futech-502	11	60	value	value	NOUN
futech-502	11	61	.	.	PUNCT
futech-502	12	1	risk	risk	NOUN
futech-502	12	2	prediction	prediction	NOUN
futech-502	12	3	models	model	NOUN
futech-502	12	4	achieved	achieve	VERB
futech-502	12	5	91	91	NUM
futech-502	12	6	-	-	SYM
futech-502	12	7	96	96	NUM
futech-502	12	8	%	%	NOUN
futech-502	12	9	accuracy	accuracy	NOUN
futech-502	12	10	across	across	ADP
futech-502	12	11	different	different	ADJ
futech-502	12	12	categories	category	NOUN
futech-502	12	13	,	,	PUNCT
futech-502	12	14	while	while	SCONJ
futech-502	12	15	maintaining	maintain	VERB
futech-502	12	16	sub-50ms	sub-50ms	NUM
futech-502	12	17	inference	inference	NOUN
futech-502	12	18	times	time	NOUN
futech-502	12	19	for	for	ADP
futech-502	12	20	real	real	ADJ
futech-502	12	21	-	-	PUNCT
futech-502	12	22	time	time	NOUN
futech-502	12	23	applications	application	NOUN
futech-502	12	24	.	.	PUNCT
futech-502	13	1	the	the	DET
futech-502	13	2	aienhanced	aienhance	VERB
futech-502	13	3	system	system	NOUN
futech-502	13	4	outperformed	outperform	VERB
futech-502	13	5	traditional	traditional	ADJ
futech-502	13	6	lean	lean	ADJ
futech-502	13	7	implementations	implementation	NOUN
futech-502	13	8	by	by	ADP
futech-502	13	9	1.81x	1.81x	NUM
futech-502	13	10	in	in	ADP
futech-502	13	11	continuous	continuous	ADJ
futech-502	13	12	improvement	improvement	NOUN
futech-502	13	13	rates	rate	NOUN
futech-502	13	14	and	and	CCONJ
futech-502	13	15	achieved	achieve	VERB
futech-502	13	16	payback	payback	NOUN
futech-502	13	17	in	in	ADP
futech-502	13	18	13	13	NUM
futech-502	13	19	months	month	NOUN
futech-502	13	20	versus	versus	ADP
futech-502	13	21	23	23	NUM
futech-502	13	22	months	month	NOUN
futech-502	13	23	for	for	ADP
futech-502	13	24	conventional	conventional	ADJ
futech-502	13	25	approaches	approach	NOUN
futech-502	13	26	.	.	PUNCT
futech-502	14	1	financial	financial	ADJ
futech-502	14	2	analysis	analysis	NOUN
futech-502	14	3	reveals	reveal	VERB
futech-502	14	4	319.4	319.4	NUM
futech-502	14	5	%	%	NOUN
futech-502	14	6	roi	roi	NOUN
futech-502	14	7	over	over	ADP
futech-502	14	8	five	five	NUM
futech-502	14	9	years	year	NOUN
futech-502	14	10	,	,	PUNCT
futech-502	14	11	validating	validate	VERB
futech-502	14	12	the	the	DET
futech-502	14	13	economic	economic	ADJ
futech-502	14	14	viability	viability	NOUN
futech-502	14	15	alongside	alongside	ADP
futech-502	14	16	environmental	environmental	ADJ
futech-502	14	17	benefits	benefit	NOUN
futech-502	14	18	.	.	PUNCT
futech-502	15	1	this	this	DET
futech-502	15	2	research	research	NOUN
futech-502	15	3	establishes	establish	VERB
futech-502	15	4	a	a	DET
futech-502	15	5	replicable	replicable	ADJ
futech-502	15	6	paradigm	paradigm	NOUN
futech-502	15	7	for	for	ADP
futech-502	15	8	sustainable	sustainable	ADJ
futech-502	15	9	smart	smart	ADJ
futech-502	15	10	manufacturing	manufacturing	NOUN
futech-502	15	11	,	,	PUNCT
futech-502	15	12	demonstrating	demonstrate	VERB
futech-502	15	13	that	that	SCONJ
futech-502	15	14	advanced	advanced	ADJ
futech-502	15	15	analytics	analytic	NOUN
futech-502	15	16	can	can	AUX
futech-502	15	17	simultaneously	simultaneously	ADV
futech-502	15	18	enhance	enhance	VERB
futech-502	15	19	operational	operational	ADJ
futech-502	15	20	efficiency	efficiency	NOUN
futech-502	15	21	,	,	PUNCT
futech-502	15	22	risk	risk	NOUN
futech-502	15	23	management	management	NOUN
futech-502	15	24	,	,	PUNCT
futech-502	15	25	and	and	CCONJ
futech-502	15	26	environmental	environmental	ADJ
futech-502	15	27	stewardship	stewardship	NOUN
futech-502	15	28	while	while	SCONJ
futech-502	15	29	preserving	preserve	VERB
futech-502	15	30	lean	lean	ADJ
futech-502	15	31	's	's	PART
futech-502	15	32	human	human	ADJ
futech-502	15	33	-	-	PUNCT
futech-502	15	34	centric	centric	ADJ
futech-502	15	35	values	value	NOUN
futech-502	15	36	.	.	PUNCT
futech-502	16	1	1	1	X
futech-502	16	2	.	.	X
futech-502	16	3	introduction	introduction	NOUN
futech-502	16	4	the	the	DET
futech-502	16	5	manufacturing	manufacturing	NOUN
futech-502	16	6	industry	industry	NOUN
futech-502	16	7	is	be	AUX
futech-502	16	8	undergoing	undergo	VERB
futech-502	16	9	a	a	DET
futech-502	16	10	transformation	transformation	NOUN
futech-502	16	11	,	,	PUNCT
futech-502	16	12	where	where	SCONJ
futech-502	16	13	the	the	DET
futech-502	16	14	fusion	fusion	NOUN
futech-502	16	15	of	of	ADP
futech-502	16	16	industry	industry	NOUN
futech-502	16	17	4.0	4.0	NUM
futech-502	16	18	technologies	technology	NOUN
futech-502	16	19	and	and	CCONJ
futech-502	16	20	traditional	traditional	ADJ
futech-502	16	21	lean	lean	ADJ
futech-502	16	22	manufacturing	manufacturing	NOUN
futech-502	16	23	is	be	AUX
futech-502	16	24	fundamentally	fundamentally	ADV
futech-502	16	25	changing	change	VERB
futech-502	16	26	production	production	NOUN
futech-502	16	27	concepts	concept	NOUN
futech-502	16	28	.	.	PUNCT
futech-502	17	1	the	the	DET
futech-502	17	2	introduction	introduction	NOUN
futech-502	17	3	of	of	ADP
futech-502	17	4	lean	lean	ADJ
futech-502	17	5	manufacturing	manufacturing	NOUN
futech-502	17	6	equipment	equipment	NOUN
futech-502	17	7	research	research	NOUN
futech-502	17	8	and	and	CCONJ
futech-502	17	9	development	development	NOUN
futech-502	17	10	(	(	PUNCT
futech-502	17	11	r&d	r&d	NOUN
futech-502	17	12	)	)	PUNCT
futech-502	17	13	with	with	ADP
futech-502	17	14	artificial	artificial	ADJ
futech-502	17	15	intelligence	intelligence	NOUN
futech-502	17	16	(	(	PUNCT
futech-502	17	17	ai	ai	NOUN
futech-502	17	18	)	)	PUNCT
futech-502	17	19	and	and	CCONJ
futech-502	17	20	big	big	ADJ
futech-502	17	21	data	datum	NOUN
futech-502	17	22	analytics	analytic	NOUN
futech-502	17	23	marks	mark	VERB
futech-502	17	24	a	a	DET
futech-502	17	25	significant	significant	ADJ
futech-502	17	26	paradigm	paradigm	NOUN
futech-502	17	27	shift	shift	NOUN
futech-502	17	28	with	with	ADP
futech-502	17	29	potential	potential	ADJ
futech-502	17	30	unprecedented	unprecedented	ADJ
futech-502	17	31	efficiency	efficiency	NOUN
futech-502	17	32	gains	gain	NOUN
futech-502	17	33	,	,	PUNCT
futech-502	17	34	and	and	CCONJ
futech-502	17	35	an	an	DET
futech-502	17	36	associated	associated	ADJ
futech-502	17	37	set	set	NOUN
futech-502	17	38	of	of	ADP
futech-502	17	39	remarkably	remarkably	ADV
futech-502	17	40	complex	complex	ADJ
futech-502	17	41	risk	risk	NOUN
futech-502	17	42	management	management	NOUN
futech-502	17	43	and	and	CCONJ
futech-502	17	44	sustainability	sustainability	NOUN
futech-502	17	45	challenges	challenge	NOUN
futech-502	17	46	[	[	X
futech-502	17	47	1	1	NUM
futech-502	17	48	]	]	PUNCT
futech-502	17	49	.	.	PUNCT
futech-502	18	1	with	with	ADP
futech-502	18	2	more	more	ADJ
futech-502	18	3	companies	company	NOUN
futech-502	18	4	targeting	target	VERB
futech-502	18	5	ai	ai	NOUN
futech-502	18	6	-	-	PUNCT
futech-502	18	7	based	base	VERB
futech-502	18	8	solutions	solution	NOUN
futech-502	18	9	,	,	PUNCT
futech-502	18	10	recent	recent	ADJ
futech-502	18	11	research	research	NOUN
futech-502	18	12	shows	show	VERB
futech-502	18	13	that	that	SCONJ
futech-502	18	14	78	78	NUM
futech-502	18	15	%	%	NOUN
futech-502	18	16	of	of	ADP
futech-502	18	17	companies	company	NOUN
futech-502	18	18	have	have	AUX
futech-502	18	19	implemented	implement	VERB
futech-502	18	20	ai	ai	VERB
futech-502	18	21	in	in	ADP
futech-502	18	22	at	at	ADV
futech-502	18	23	least	least	ADV
futech-502	18	24	one	one	NUM
futech-502	18	25	business	business	NOUN
futech-502	18	26	function	function	NOUN
futech-502	18	27	,	,	PUNCT
futech-502	18	28	compared	compare	VERB
futech-502	18	29	to	to	ADP
futech-502	18	30	55	55	NUM
futech-502	18	31	%	%	NOUN
futech-502	18	32	a	a	DET
futech-502	18	33	year	year	NOUN
futech-502	18	34	ago.1	ago.1	VERB
futech-502	18	35	the	the	DET
futech-502	18	36	rise	rise	NOUN
futech-502	18	37	of	of	ADP
futech-502	18	38	ai	ai	NOUN
futech-502	18	39	has	have	AUX
futech-502	18	40	made	make	VERB
futech-502	18	41	it	it	PRON
futech-502	18	42	essential	essential	ADJ
futech-502	18	43	to	to	PART
futech-502	18	44	consider	consider	VERB
futech-502	18	45	holistic	holistic	ADJ
futech-502	18	46	frameworks	framework	NOUN
futech-502	18	47	that	that	PRON
futech-502	18	48	strike	strike	VERB
futech-502	18	49	a	a	DET
futech-502	18	50	proper	proper	ADJ
futech-502	18	51	balance	balance	NOUN
futech-502	18	52	between	between	ADP
futech-502	18	53	innovation	innovation	NOUN
futech-502	18	54	and	and	CCONJ
futech-502	18	55	minimizing	minimize	VERB
futech-502	18	56	risk	risk	NOUN
futech-502	18	57	,	,	PUNCT
futech-502	18	58	alongside	alongside	ADP
futech-502	18	59	ensuring	ensure	VERB
futech-502	18	60	sustainable	sustainable	ADJ
futech-502	18	61	practices	practice	NOUN
futech-502	18	62	[	[	X
futech-502	18	63	2	2	NUM
futech-502	18	64	]	]	PUNCT
futech-502	18	65	.	.	PUNCT
futech-502	19	1	the	the	DET
futech-502	19	2	rise	rise	NOUN
futech-502	19	3	of	of	ADP
futech-502	19	4	lean	lean	ADJ
futech-502	19	5	manufacturing	manufacturing	NOUN
futech-502	19	6	in	in	ADP
futech-502	19	7	the	the	DET
futech-502	19	8	era	era	NOUN
futech-502	19	9	of	of	ADP
futech-502	19	10	industry	industry	NOUN
futech-502	19	11	4.0	4.0	NUM
futech-502	19	12	has	have	AUX
futech-502	19	13	led	lead	VERB
futech-502	19	14	to	to	ADP
futech-502	19	15	an	an	DET
futech-502	19	16	overhaul	overhaul	NOUN
futech-502	19	17	of	of	ADP
futech-502	19	18	traditional	traditional	ADJ
futech-502	19	19	waste	waste	NOUN
futech-502	19	20	reduction	reduction	NOUN
futech-502	19	21	and	and	CCONJ
futech-502	19	22	continuous	continuous	ADJ
futech-502	19	23	improvement	improvement	NOUN
futech-502	19	24	approaches	approach	NOUN
futech-502	19	25	.	.	PUNCT
futech-502	20	1	although	although	SCONJ
futech-502	20	2	lean	lean	ADJ
futech-502	20	3	has	have	AUX
futech-502	20	4	dominated	dominate	VERB
futech-502	20	5	industrial	industrial	ADJ
futech-502	20	6	improvement	improvement	NOUN
futech-502	20	7	methodologies	methodology	NOUN
futech-502	20	8	since	since	SCONJ
futech-502	20	9	the	the	DET
futech-502	20	10	1990s	1990	NOUN
futech-502	20	11	,	,	PUNCT
futech-502	20	12	the	the	DET
futech-502	20	13	combined	combined	ADJ
futech-502	20	14	integration	integration	NOUN
futech-502	20	15	of	of	ADP
futech-502	20	16	ai	ai	NOUN
futech-502	20	17	and	and	CCONJ
futech-502	20	18	digital	digital	ADJ
futech-502	20	19	technologies	technology	NOUN
futech-502	20	20	is	be	AUX
futech-502	20	21	creating	create	VERB
futech-502	20	22	what	what	PRON
futech-502	20	23	researchers	researcher	NOUN
futech-502	20	24	call	call	VERB
futech-502	20	25	lean	lean	ADJ
futech-502	20	26	industry	industry	NOUN
futech-502	20	27	4.0	4.0	NUM
futech-502	20	28	—	—	PUNCT
futech-502	20	29	a	a	DET
futech-502	20	30	sociotechnical	sociotechnical	ADJ
futech-502	20	31	model	model	NOUN
futech-502	20	32	that	that	PRON
futech-502	20	33	involves	involve	VERB
futech-502	20	34	humans	human	NOUN
futech-502	20	35	and	and	CCONJ
futech-502	20	36	ai	ai	VERB
futech-502	20	37	in	in	ADP
futech-502	20	38	a	a	DET
futech-502	20	39	system	system	NOUN
futech-502	20	40	,	,	PUNCT
futech-502	20	41	along	along	ADP
futech-502	20	42	with	with	ADP
futech-502	20	43	various	various	ADJ
futech-502	20	44	digital	digital	ADJ
futech-502	20	45	technologies	technology	NOUN
futech-502	20	46	[	[	X
futech-502	20	47	3	3	NUM
futech-502	20	48	]	]	PUNCT
futech-502	20	49	.	.	PUNCT
futech-502	21	1	this	this	DET
futech-502	21	2	integration	integration	NOUN
futech-502	21	3	has	have	AUX
futech-502	21	4	enabled	enable	VERB
futech-502	21	5	manufacturers	manufacturer	NOUN
futech-502	21	6	to	to	PART
futech-502	21	7	achieve	achieve	VERB
futech-502	21	8	productivity	productivity	NOUN
futech-502	21	9	increments	increment	NOUN
futech-502	21	10	of	of	ADP
futech-502	21	11	6	6	NUM
futech-502	21	12	%	%	NOUN
futech-502	21	13	or	or	CCONJ
futech-502	21	14	greater	great	ADJ
futech-502	21	15	per	per	ADP
futech-502	21	16	year	year	NOUN
futech-502	21	17	when	when	SCONJ
futech-502	21	18	appropriately	appropriately	ADV
futech-502	21	19	implemented	implement	VERB
futech-502	21	20	;	;	PUNCT
futech-502	21	21	however	however	ADV
futech-502	21	22	,	,	PUNCT
futech-502	21	23	the	the	DET
futech-502	21	24	rapid	rapid	ADJ
futech-502	21	25	pace	pace	NOUN
futech-502	21	26	of	of	ADP
futech-502	21	27	technology	technology	NOUN
futech-502	21	28	adoption	adoption	NOUN
futech-502	21	29	often	often	ADV
futech-502	21	30	outpaces	outpace	VERB
futech-502	21	31	the	the	DET
futech-502	21	32	development	development	NOUN
futech-502	21	33	of	of	ADP
futech-502	21	34	necessary	necessary	ADJ
futech-502	21	35	governance	governance	NOUN
futech-502	21	36	[	[	X
futech-502	21	37	4	4	NUM
futech-502	21	38	]	]	PUNCT
futech-502	21	39	.	.	PUNCT
futech-502	22	1	the	the	DET
futech-502	22	2	difficulty	difficulty	NOUN
futech-502	22	3	then	then	ADV
futech-502	22	4	is	be	AUX
futech-502	22	5	not	not	PART
futech-502	22	6	just	just	ADV
futech-502	22	7	to	to	PART
futech-502	22	8	implement	implement	VERB
futech-502	22	9	new	new	ADJ
futech-502	22	10	technology	technology	NOUN
futech-502	22	11	and	and	CCONJ
futech-502	22	12	products	product	NOUN
futech-502	22	13	productively	productively	ADV
futech-502	22	14	in	in	ADP
futech-502	22	15	interaction	interaction	NOUN
futech-502	22	16	with	with	ADP
futech-502	22	17	ai	ai	ADJ
futech-502	22	18	and	and	CCONJ
futech-502	22	19	lean	lean	ADJ
futech-502	22	20	methods	method	NOUN
futech-502	22	21	,	,	PUNCT
futech-502	22	22	but	but	CCONJ
futech-502	22	23	to	to	PART
futech-502	22	24	make	make	VERB
futech-502	22	25	ai	ai	VERB
futech-502	22	26	and	and	CCONJ
futech-502	22	27	these	these	DET
futech-502	22	28	lean	lean	ADJ
futech-502	22	29	methods	method	NOUN
futech-502	22	30	work	work	VERB
futech-502	22	31	together	together	ADV
futech-502	22	32	profitably	profitably	ADV
futech-502	22	33	,	,	PUNCT
futech-502	22	34	while	while	SCONJ
futech-502	22	35	still	still	ADV
futech-502	22	36	working	work	VERB
futech-502	22	37	with	with	ADP
futech-502	22	38	the	the	DET
futech-502	22	39	environment	environment	NOUN
futech-502	22	40	.	.	PUNCT
futech-502	23	1	integrating	integrate	VERB
futech-502	23	2	ai	ai	VERB
futech-502	23	3	and	and	CCONJ
futech-502	23	4	big	big	ADJ
futech-502	23	5	data	datum	NOUN
futech-502	23	6	into	into	ADP
futech-502	23	7	the	the	DET
futech-502	23	8	field	field	NOUN
futech-502	23	9	of	of	ADP
futech-502	23	10	manufacturing	manufacturing	NOUN
futech-502	23	11	equipment	equipment	NOUN
futech-502	23	12	r&d	r&d	NOUN
futech-502	23	13	is	be	AUX
futech-502	23	14	challenging	challenging	ADJ
futech-502	23	15	,	,	PUNCT
futech-502	23	16	and	and	CCONJ
futech-502	23	17	the	the	DET
futech-502	23	18	issues	issue	NOUN
futech-502	23	19	extend	extend	VERB
futech-502	23	20	beyond	beyond	ADP
futech-502	23	21	technical	technical	ADJ
futech-502	23	22	concerns	concern	NOUN
futech-502	23	23	.	.	PUNCT
futech-502	24	1	an	an	DET
futech-502	24	2	accompanying	accompany	VERB
futech-502	24	3	study	study	NOUN
futech-502	24	4	reveals	reveal	VERB
futech-502	24	5	that	that	SCONJ
futech-502	24	6	45	45	NUM
futech-502	24	7	%	%	NOUN
futech-502	24	8	of	of	ADP
futech-502	24	9	manufacturers	manufacturer	NOUN
futech-502	24	10	believe	believe	VERB
futech-502	24	11	a	a	DET
futech-502	24	12	lack	lack	NOUN
futech-502	24	13	of	of	ADP
futech-502	24	14	open	open	ADJ
futech-502	24	15	access	access	NOUN
futech-502	24	16	journal	journal	PROPN
futech-502	24	17	issn	issn	PROPN
futech-502	24	18	2832	2832	NUM
futech-502	24	19	-	-	SYM
futech-502	24	20	0379	0379	NUM
futech-502	24	21	november	november	PROPN
futech-502	24	22	2025|	2025|	NUM
futech-502	24	23	volume	volume	NOUN
futech-502	24	24	04	04	NUM
futech-502	24	25	|	|	ADV
futech-502	24	26	issue	issue	VERB
futech-502	24	27	04	04	NUM
futech-502	25	1	|	|	CCONJ
futech-502	25	2	pages	page	VERB
futech-502	25	3	267	267	NUM
futech-502	25	4	-	-	SYM
futech-502	25	5	281	281	NUM
futech-502	25	6	https://doi.org/10.55670/fpll.futech.4.4.22	https://doi.org/10.55670/fpll.futech.4.4.22	NOUN
futech-502	25	7	journal	journal	NOUN
futech-502	25	8	homepage	homepage	NOUN
futech-502	25	9	:	:	PUNCT
futech-502	25	10	https://fupubco.com/futech	https://fupubco.com/futech	PROPN
futech-502	25	11	future	future	ADJ
futech-502	25	12	technology	technology	NOUN
futech-502	25	13	mailto:aa0929771849@gmail.com	mailto:aa0929771849@gmail.com	X
futech-502	25	14	https://doi.org/10.55670/fpll.futech.4.4.22	https://doi.org/10.55670/fpll.futech.4.4.22	PROPN
futech-502	25	15	https://fupubco.com/futech	https://fupubco.com/futech	PROPN
futech-502	25	16	c.	c.	PROPN
futech-502	25	17	tsai	tsai	PROPN
futech-502	26	1	et	et	PROPN
futech-502	26	2	al	al	PROPN
futech-502	26	3	.	.	PROPN
futech-502	26	4	/future	/future	PUNCT
futech-502	26	5	technology	technology	PROPN
futech-502	26	6	november	november	PROPN
futech-502	26	7	2025|	2025|	NUM
futech-502	26	8	volume	volume	NOUN
futech-502	26	9	04	04	NUM
futech-502	27	1	|	|	ADV
futech-502	27	2	issue	issue	VERB
futech-502	27	3	04	04	NUM
futech-502	28	1	|	|	CCONJ
futech-502	28	2	pages	page	VERB
futech-502	28	3	267	267	NUM
futech-502	28	4	-	-	SYM
futech-502	28	5	281	281	NUM
futech-502	28	6	268	268	NUM
futech-502	28	7	knowledge	knowledge	NOUN
futech-502	28	8	is	be	AUX
futech-502	28	9	the	the	DET
futech-502	28	10	primary	primary	ADJ
futech-502	28	11	obstacle	obstacle	NOUN
futech-502	28	12	,	,	PUNCT
futech-502	28	13	and	and	CCONJ
futech-502	28	14	44	44	NUM
futech-502	28	15	%	%	NOUN
futech-502	28	16	encounter	encounter	NOUN
futech-502	28	17	difficulties	difficulty	NOUN
futech-502	28	18	integrating	integrate	VERB
futech-502	28	19	ai	ai	VERB
futech-502	28	20	solutions	solution	NOUN
futech-502	28	21	with	with	ADP
futech-502	28	22	their	their	PRON
futech-502	28	23	production	production	NOUN
futech-502	28	24	facilities	facility	NOUN
futech-502	28	25	[	[	X
futech-502	28	26	5	5	NUM
futech-502	28	27	]	]	PUNCT
futech-502	28	28	.	.	PUNCT
futech-502	29	1	they	they	PRON
futech-502	29	2	become	become	VERB
futech-502	29	3	even	even	ADV
futech-502	29	4	more	more	ADV
futech-502	29	5	complex	complex	ADJ
futech-502	29	6	when	when	SCONJ
futech-502	29	7	addressing	address	VERB
futech-502	29	8	modern	modern	ADJ
futech-502	29	9	manufacturing	manufacturing	NOUN
futech-502	29	10	,	,	PUNCT
futech-502	29	11	where	where	SCONJ
futech-502	29	12	ai	ai	VERB
futech-502	29	13	-	-	PUNCT
futech-502	29	14	based	base	VERB
futech-502	29	15	demand	demand	NOUN
futech-502	29	16	forecasting	forecasting	NOUN
futech-502	29	17	systems	system	NOUN
futech-502	29	18	interact	interact	VERB
futech-502	29	19	with	with	ADP
futech-502	29	20	just	just	ADV
futech-502	29	21	-	-	PUNCT
futech-502	29	22	in	in	ADP
futech-502	29	23	-	-	PUNCT
futech-502	29	24	time	time	NOUN
futech-502	29	25	production	production	NOUN
futech-502	29	26	systems	system	NOUN
futech-502	29	27	,	,	PUNCT
futech-502	29	28	reducing	reduce	VERB
futech-502	29	29	forecast	forecast	NOUN
futech-502	29	30	errors	error	NOUN
futech-502	29	31	by	by	ADP
futech-502	29	32	20	20	NUM
futech-502	29	33	%	%	NOUN
futech-502	29	34	to	to	PART
futech-502	29	35	50	50	NUM
futech-502	29	36	%	%	NOUN
futech-502	29	37	while	while	SCONJ
futech-502	29	38	mitigating	mitigate	VERB
futech-502	29	39	the	the	DET
futech-502	29	40	risks	risk	NOUN
futech-502	29	41	associated	associate	VERB
futech-502	29	42	with	with	ADP
futech-502	29	43	small	small	ADJ
futech-502	29	44	buffers	buffer	NOUN
futech-502	29	45	and	and	CCONJ
futech-502	29	46	short	short	ADJ
futech-502	29	47	response	response	NOUN
futech-502	29	48	lead	lead	VERB
futech-502	29	49	times	time	NOUN
futech-502	29	50	[	[	X
futech-502	29	51	6	6	NUM
futech-502	29	52	]	]	PUNCT
futech-502	29	53	.	.	PUNCT
futech-502	30	1	additionally	additionally	ADV
futech-502	30	2	,	,	PUNCT
futech-502	30	3	when	when	SCONJ
futech-502	30	4	introducing	introduce	VERB
futech-502	30	5	ai	ai	VERB
futech-502	30	6	into	into	ADP
futech-502	30	7	equipment	equipment	NOUN
futech-502	30	8	development	development	NOUN
futech-502	30	9	processes	process	NOUN
futech-502	30	10	,	,	PUNCT
futech-502	30	11	it	it	PRON
futech-502	30	12	is	be	AUX
futech-502	30	13	essential	essential	ADJ
futech-502	30	14	to	to	PART
futech-502	30	15	consider	consider	VERB
futech-502	30	16	the	the	DET
futech-502	30	17	quality	quality	NOUN
futech-502	30	18	of	of	ADP
futech-502	30	19	data	datum	NOUN
futech-502	30	20	input	input	NOUN
futech-502	30	21	,	,	PUNCT
futech-502	30	22	the	the	DET
futech-502	30	23	system	system	NOUN
futech-502	30	24	's	's	PART
futech-502	30	25	interoperability	interoperability	NOUN
futech-502	30	26	,	,	PUNCT
futech-502	30	27	and	and	CCONJ
futech-502	30	28	the	the	DET
futech-502	30	29	preservation	preservation	NOUN
futech-502	30	30	of	of	ADP
futech-502	30	31	tacit	tacit	ADJ
futech-502	30	32	knowledge	knowledge	NOUN
futech-502	30	33	that	that	PRON
futech-502	30	34	is	be	AUX
futech-502	30	35	inherently	inherently	ADV
futech-502	30	36	encoded	encode	VERB
futech-502	30	37	in	in	ADP
futech-502	30	38	conventional	conventional	ADJ
futech-502	30	39	lean	lean	ADJ
futech-502	30	40	activities	activity	NOUN
futech-502	30	41	[	[	X
futech-502	30	42	7	7	NUM
futech-502	30	43	]	]	PUNCT
futech-502	30	44	.	.	PUNCT
futech-502	31	1	despite	despite	SCONJ
futech-502	31	2	growing	grow	VERB
futech-502	31	3	interest	interest	NOUN
futech-502	31	4	in	in	ADP
futech-502	31	5	ai	ai	ADJ
futech-502	31	6	-	-	ADJ
futech-502	31	7	lean	lean	ADJ
futech-502	31	8	integration	integration	NOUN
futech-502	31	9	,	,	PUNCT
futech-502	31	10	current	current	ADJ
futech-502	31	11	research	research	NOUN
futech-502	31	12	reveals	reveal	VERB
futech-502	31	13	significant	significant	ADJ
futech-502	31	14	limitations	limitation	NOUN
futech-502	31	15	that	that	PRON
futech-502	31	16	hinder	hinder	VERB
futech-502	31	17	both	both	CCONJ
futech-502	31	18	theoretical	theoretical	ADJ
futech-502	31	19	advancements	advancement	NOUN
futech-502	31	20	and	and	CCONJ
futech-502	31	21	practical	practical	ADJ
futech-502	31	22	implementations	implementation	NOUN
futech-502	31	23	.	.	PUNCT
futech-502	32	1	the	the	DET
futech-502	32	2	existing	exist	VERB
futech-502	32	3	literature	literature	NOUN
futech-502	32	4	lacks	lack	VERB
futech-502	32	5	comprehensive	comprehensive	ADJ
futech-502	32	6	mathematical	mathematical	ADJ
futech-502	32	7	models	model	NOUN
futech-502	32	8	that	that	PRON
futech-502	32	9	can	can	AUX
futech-502	32	10	quantify	quantify	VERB
futech-502	32	11	the	the	DET
futech-502	32	12	synergistic	synergistic	ADJ
futech-502	32	13	effects	effect	NOUN
futech-502	32	14	between	between	ADP
futech-502	32	15	ailean	ailean	NOUN
futech-502	32	16	and	and	CCONJ
futech-502	32	17	dynamic	dynamic	ADJ
futech-502	32	18	learning	learning	NOUN
futech-502	32	19	.	.	PUNCT
futech-502	33	1	existing	exist	VERB
futech-502	33	2	frameworks	framework	NOUN
futech-502	33	3	merely	merely	ADV
futech-502	33	4	treat	treat	VERB
futech-502	33	5	risk	risk	NOUN
futech-502	33	6	control	control	NOUN
futech-502	33	7	,	,	PUNCT
futech-502	33	8	sustainability	sustainability	NOUN
futech-502	33	9	assessment	assessment	NOUN
futech-502	33	10	,	,	PUNCT
futech-502	33	11	and	and	CCONJ
futech-502	33	12	operational	operational	ADJ
futech-502	33	13	optimization	optimization	NOUN
futech-502	33	14	as	as	ADP
futech-502	33	15	discrete	discrete	ADJ
futech-502	33	16	problems	problem	NOUN
futech-502	33	17	rather	rather	ADV
futech-502	33	18	than	than	ADP
futech-502	33	19	integrated	integrated	ADJ
futech-502	33	20	dimensions	dimension	NOUN
futech-502	33	21	.	.	PUNCT
futech-502	34	1	furthermore	furthermore	ADV
futech-502	34	2	,	,	PUNCT
futech-502	34	3	there	there	PRON
futech-502	34	4	remains	remain	VERB
futech-502	34	5	a	a	DET
futech-502	34	6	dearth	dearth	NOUN
futech-502	34	7	of	of	ADP
futech-502	34	8	longterm	longterm	ADJ
futech-502	34	9	studies	study	NOUN
futech-502	34	10	featuring	feature	VERB
futech-502	34	11	rigorous	rigorous	ADJ
futech-502	34	12	controlled	control	VERB
futech-502	34	13	experimental	experimental	ADJ
futech-502	34	14	comparisons	comparison	NOUN
futech-502	34	15	across	across	ADP
futech-502	34	16	diverse	diverse	ADJ
futech-502	34	17	manufacturing	manufacturing	NOUN
futech-502	34	18	environments	environment	NOUN
futech-502	34	19	.	.	PUNCT
futech-502	35	1	the	the	DET
futech-502	35	2	increasing	increase	VERB
futech-502	35	3	focus	focus	NOUN
futech-502	35	4	on	on	ADP
futech-502	35	5	risk	risk	NOUN
futech-502	35	6	management	management	NOUN
futech-502	35	7	and	and	CCONJ
futech-502	35	8	sustainability	sustainability	NOUN
futech-502	35	9	in	in	ADP
futech-502	35	10	the	the	DET
futech-502	35	11	context	context	NOUN
futech-502	35	12	of	of	ADP
futech-502	35	13	smart	smart	ADJ
futech-502	35	14	manufacturing	manufacturing	NOUN
futech-502	35	15	mirrors	mirror	NOUN
futech-502	35	16	the	the	DET
futech-502	35	17	more	more	ADV
futech-502	35	18	general	general	ADJ
futech-502	35	19	changes	change	NOUN
futech-502	35	20	in	in	ADP
futech-502	35	21	society	society	NOUN
futech-502	35	22	and	and	CCONJ
futech-502	35	23	regulation	regulation	NOUN
futech-502	35	24	.	.	PUNCT
futech-502	36	1	the	the	DET
futech-502	36	2	eu	eu	PROPN
futech-502	36	3	’s	’s	PART
futech-502	36	4	ai	ai	PROPN
futech-502	36	5	act	act	PROPN
futech-502	36	6	,	,	PUNCT
futech-502	36	7	which	which	PRON
futech-502	36	8	commenced	commence	VERB
futech-502	36	9	in	in	ADP
futech-502	36	10	august	august	PROPN
futech-502	36	11	2024	2024	NUM
futech-502	36	12	,	,	PUNCT
futech-502	36	13	represents	represent	VERB
futech-502	36	14	the	the	DET
futech-502	36	15	world	world	NOUN
futech-502	36	16	's	's	PART
futech-502	36	17	first	first	ADJ
futech-502	36	18	-	-	PUNCT
futech-502	36	19	ever	ever	ADV
futech-502	36	20	comprehensive	comprehensive	ADJ
futech-502	36	21	legal	legal	ADJ
futech-502	36	22	framework	framework	NOUN
futech-502	36	23	for	for	ADP
futech-502	36	24	ai	ai	VERB
futech-502	36	25	,	,	PUNCT
futech-502	36	26	where	where	SCONJ
futech-502	36	27	systems	system	NOUN
futech-502	36	28	have	have	AUX
futech-502	36	29	been	be	AUX
futech-502	36	30	classified	classify	VERB
futech-502	36	31	according	accord	VERB
futech-502	36	32	to	to	ADP
futech-502	36	33	risk	risk	NOUN
futech-502	36	34	levels	level	NOUN
futech-502	36	35	and	and	CCONJ
futech-502	36	36	specific	specific	ADJ
futech-502	36	37	requirements	requirement	NOUN
futech-502	36	38	have	have	AUX
futech-502	36	39	been	be	AUX
futech-502	36	40	set	set	VERB
futech-502	36	41	for	for	ADP
futech-502	36	42	high	high	ADJ
futech-502	36	43	-	-	PUNCT
futech-502	36	44	risk	risk	NOUN
futech-502	36	45	uses	use	VERB
futech-502	36	46	[	[	X
futech-502	36	47	8	8	NUM
futech-502	36	48	]	]	PUNCT
futech-502	36	49	.	.	PUNCT
futech-502	37	1	likewise	likewise	ADV
futech-502	37	2	,	,	PUNCT
futech-502	37	3	sustainability	sustainability	NOUN
futech-502	37	4	reporting	reporting	NOUN
futech-502	37	5	has	have	AUX
futech-502	37	6	evolved	evolve	VERB
futech-502	37	7	from	from	ADP
futech-502	37	8	a	a	DET
futech-502	37	9	voluntary	voluntary	NOUN
futech-502	37	10	to	to	ADP
futech-502	37	11	a	a	DET
futech-502	37	12	mandatory	mandatory	ADJ
futech-502	37	13	framework	framework	NOUN
futech-502	37	14	,	,	PUNCT
futech-502	37	15	with	with	ADP
futech-502	37	16	the	the	DET
futech-502	37	17	corporate	corporate	ADJ
futech-502	37	18	sustainability	sustainability	NOUN
futech-502	37	19	reporting	report	VERB
futech-502	37	20	directive	directive	NOUN
futech-502	37	21	mandating	mandate	VERB
futech-502	37	22	extensive	extensive	ADJ
futech-502	37	23	environmental	environmental	ADJ
futech-502	37	24	impact	impact	NOUN
futech-502	37	25	assessments	assessment	NOUN
futech-502	37	26	[	[	X
futech-502	37	27	9	9	NUM
futech-502	37	28	]	]	PUNCT
futech-502	37	29	.	.	PUNCT
futech-502	38	1	manufacturers	manufacturer	NOUN
futech-502	38	2	are	be	AUX
futech-502	38	3	under	under	ADP
futech-502	38	4	more	more	ADJ
futech-502	38	5	scrutiny	scrutiny	NOUN
futech-502	38	6	than	than	ADP
futech-502	38	7	ever	ever	ADV
futech-502	38	8	to	to	PART
futech-502	38	9	prove	prove	VERB
futech-502	38	10	that	that	SCONJ
futech-502	38	11	we	we	PRON
futech-502	38	12	are	be	AUX
futech-502	38	13	not	not	PART
futech-502	38	14	just	just	ADV
futech-502	38	15	efficient	efficient	ADJ
futech-502	38	16	,	,	PUNCT
futech-502	38	17	but	but	CCONJ
futech-502	38	18	we	we	PRON
futech-502	38	19	are	be	AUX
futech-502	38	20	also	also	ADV
futech-502	38	21	socially	socially	ADV
futech-502	38	22	responsible	responsible	ADJ
futech-502	38	23	,	,	PUNCT
futech-502	38	24	and	and	CCONJ
futech-502	38	25	we	we	PRON
futech-502	38	26	can	can	AUX
futech-502	38	27	be	be	AUX
futech-502	38	28	ethical	ethical	ADJ
futech-502	38	29	in	in	ADP
futech-502	38	30	ai	ai	PROPN
futech-502	38	31	deployment	deployment	NOUN
futech-502	38	32	[	[	X
futech-502	38	33	10	10	NUM
futech-502	38	34	]	]	PUNCT
futech-502	38	35	.	.	PUNCT
futech-502	39	1	new	new	ADJ
futech-502	39	2	ai	ai	NOUN
futech-502	39	3	-	-	PUNCT
futech-502	39	4	based	base	VERB
futech-502	39	5	analytics	analytic	NOUN
futech-502	39	6	in	in	ADP
futech-502	39	7	manufacturing	manufacturing	NOUN
futech-502	39	8	is	be	AUX
futech-502	39	9	a	a	DET
futech-502	39	10	fast	fast	ADV
futech-502	39	11	-	-	PUNCT
futech-502	39	12	paced	paced	ADJ
futech-502	39	13	,	,	PUNCT
futech-502	39	14	high	high	ADJ
futech-502	39	15	-	-	PUNCT
futech-502	39	16	investment	investment	NOUN
futech-502	39	17	area	area	NOUN
futech-502	39	18	of	of	ADP
futech-502	39	19	research	research	NOUN
futech-502	39	20	,	,	PUNCT
futech-502	39	21	but	but	CCONJ
futech-502	39	22	not	not	PART
futech-502	39	23	without	without	ADP
futech-502	39	24	its	its	PRON
futech-502	39	25	challenges	challenge	NOUN
futech-502	39	26	.	.	PUNCT
futech-502	40	1	predictive	predictive	ADJ
futech-502	40	2	maintenance	maintenance	NOUN
futech-502	40	3	,	,	PUNCT
futech-502	40	4	quality	quality	NOUN
futech-502	40	5	control	control	NOUN
futech-502	40	6	,	,	PUNCT
futech-502	40	7	and	and	CCONJ
futech-502	40	8	supply	supply	NOUN
futech-502	40	9	chain	chain	NOUN
futech-502	40	10	optimization	optimization	NOUN
futech-502	40	11	are	be	AUX
futech-502	40	12	becoming	become	VERB
futech-502	40	13	popular	popular	ADJ
futech-502	40	14	tasks	task	NOUN
futech-502	40	15	of	of	ADP
futech-502	40	16	machine	machine	NOUN
futech-502	40	17	learning	learn	VERB
futech-502	40	18	algorithms	algorithm	NOUN
futech-502	40	19	.	.	PUNCT
futech-502	41	1	on	on	ADP
futech-502	41	2	some	some	DET
futech-502	41	3	systems	system	NOUN
futech-502	41	4	,	,	PUNCT
futech-502	41	5	about	about	ADV
futech-502	41	6	30	30	NUM
futech-502	41	7	%	%	NOUN
futech-502	41	8	of	of	ADP
futech-502	41	9	equipment	equipment	NOUN
futech-502	41	10	downtime	downtime	NOUN
futech-502	41	11	is	be	AUX
futech-502	41	12	being	be	AUX
futech-502	41	13	reduced	reduce	VERB
futech-502	41	14	by	by	ADP
futech-502	41	15	ai	ai	ADJ
futech-502	41	16	-	-	PUNCT
futech-502	41	17	driven	drive	VERB
futech-502	41	18	predictive	predictive	ADJ
futech-502	41	19	analytics	analytic	NOUN
futech-502	41	20	[	[	X
futech-502	41	21	11	11	NUM
futech-502	41	22	]	]	PUNCT
futech-502	41	23	.	.	PUNCT
futech-502	42	1	deep	deep	ADJ
futech-502	42	2	learning	learning	NOUN
futech-502	42	3	methods	method	NOUN
futech-502	42	4	in	in	ADP
futech-502	42	5	pattern	pattern	NOUN
futech-502	42	6	recognition	recognition	NOUN
futech-502	42	7	for	for	ADP
futech-502	42	8	defect	defect	NOUN
futech-502	42	9	detection	detection	NOUN
futech-502	42	10	and	and	CCONJ
futech-502	42	11	process	process	NOUN
futech-502	42	12	optimization	optimization	NOUN
futech-502	42	13	,	,	PUNCT
futech-502	42	14	and	and	CCONJ
futech-502	42	15	reinforcement	reinforcement	NOUN
futech-502	42	16	learning	learning	NOUN
futech-502	42	17	are	be	AUX
futech-502	42	18	being	be	AUX
futech-502	42	19	further	far	ADV
futech-502	42	20	investigated	investigate	VERB
futech-502	42	21	for	for	ADP
futech-502	42	22	dynamic	dynamic	ADJ
futech-502	42	23	production	production	NOUN
futech-502	42	24	scheduling	scheduling	NOUN
futech-502	42	25	in	in	ADP
futech-502	42	26	complex	complex	ADJ
futech-502	42	27	manufacturing	manufacturing	NOUN
futech-502	42	28	scenarios	scenario	NOUN
futech-502	42	29	[	[	X
futech-502	42	30	12	12	NUM
futech-502	42	31	]	]	PUNCT
futech-502	42	32	.	.	PUNCT
futech-502	43	1	however	however	ADV
futech-502	43	2	,	,	PUNCT
futech-502	43	3	the	the	DET
futech-502	43	4	literature	literature	NOUN
futech-502	43	5	also	also	ADV
futech-502	43	6	emphasizes	emphasize	VERB
futech-502	43	7	continued	continue	VERB
futech-502	43	8	concerns	concern	NOUN
futech-502	43	9	with	with	ADP
futech-502	43	10	respect	respect	NOUN
futech-502	43	11	to	to	ADP
futech-502	43	12	model	model	NOUN
futech-502	43	13	interpretability	interpretability	NOUN
futech-502	43	14	,	,	PUNCT
futech-502	43	15	patient	patient	NOUN
futech-502	43	16	privacy	privacy	NOUN
futech-502	43	17	,	,	PUNCT
futech-502	43	18	and	and	CCONJ
futech-502	43	19	the	the	DET
futech-502	43	20	possibility	possibility	NOUN
futech-502	43	21	of	of	ADP
futech-502	43	22	algorithmic	algorithmic	ADJ
futech-502	43	23	bias	bias	NOUN
futech-502	43	24	in	in	ADP
futech-502	43	25	the	the	DET
futech-502	43	26	decision	decision	NOUN
futech-502	43	27	-	-	PUNCT
futech-502	43	28	making	make	VERB
futech-502	43	29	process	process	NOUN
futech-502	43	30	[	[	X
futech-502	43	31	13	13	NUM
futech-502	43	32	]	]	PUNCT
futech-502	43	33	.	.	PUNCT
futech-502	44	1	lean	lean	ADJ
futech-502	44	2	principles	principle	NOUN
futech-502	44	3	in	in	ADP
futech-502	44	4	the	the	DET
futech-502	44	5	equipment	equipment	NOUN
futech-502	44	6	development	development	NOUN
futech-502	44	7	process	process	NOUN
futech-502	44	8	have	have	AUX
futech-502	44	9	long	long	ADV
futech-502	44	10	been	be	AUX
futech-502	44	11	centered	center	VERB
futech-502	44	12	on	on	ADP
futech-502	44	13	waste	waste	NOUN
futech-502	44	14	reduction	reduction	NOUN
futech-502	44	15	,	,	PUNCT
futech-502	44	16	standard	standard	ADJ
futech-502	44	17	work	work	NOUN
futech-502	44	18	,	,	PUNCT
futech-502	44	19	and	and	CCONJ
futech-502	44	20	continuous	continuous	ADJ
futech-502	44	21	improvement	improvement	NOUN
futech-502	44	22	.	.	PUNCT
futech-502	45	1	recent	recent	ADJ
futech-502	45	2	works	work	NOUN
futech-502	45	3	show	show	VERB
futech-502	45	4	that	that	SCONJ
futech-502	45	5	ai	ai	VERB
futech-502	45	6	can	can	AUX
futech-502	45	7	support	support	VERB
futech-502	45	8	these	these	DET
futech-502	45	9	principles	principle	NOUN
futech-502	45	10	with	with	ADP
futech-502	45	11	real	real	ADJ
futech-502	45	12	-	-	PUNCT
futech-502	45	13	time	time	NOUN
futech-502	45	14	optimization	optimization	NOUN
futech-502	45	15	of	of	ADP
futech-502	45	16	the	the	DET
futech-502	45	17	value	value	NOUN
futech-502	45	18	stream	stream	NOUN
futech-502	45	19	and	and	CCONJ
futech-502	45	20	data	data	NOUN
futech-502	45	21	-	-	PUNCT
futech-502	45	22	driven	drive	VERB
futech-502	45	23	kaizen	kaizen	PROPN
futech-502	46	1	[	[	X
futech-502	46	2	14	14	NUM
futech-502	46	3	]	]	PUNCT
futech-502	46	4	.	.	PUNCT
futech-502	47	1	the	the	DET
futech-502	47	2	connection	connection	NOUN
futech-502	47	3	of	of	ADP
futech-502	47	4	ai	ai	VERB
futech-502	47	5	to	to	PART
futech-502	47	6	lean	lean	VERB
futech-502	47	7	has	have	AUX
futech-502	47	8	given	give	VERB
futech-502	47	9	rise	rise	NOUN
futech-502	47	10	to	to	ADP
futech-502	47	11	hybrid	hybrid	ADJ
futech-502	47	12	mechanisms	mechanism	NOUN
futech-502	47	13	that	that	PRON
futech-502	47	14	preserve	preserve	VERB
futech-502	47	15	the	the	DET
futech-502	47	16	humanbased	humanbased	ADJ
futech-502	47	17	approach	approach	NOUN
futech-502	47	18	of	of	ADP
futech-502	47	19	lean	lean	ADJ
futech-502	47	20	and	and	CCONJ
futech-502	47	21	combine	combine	VERB
futech-502	47	22	it	it	PRON
futech-502	47	23	with	with	ADP
futech-502	47	24	the	the	DET
futech-502	47	25	analytics	analytic	NOUN
futech-502	47	26	of	of	ADP
futech-502	47	27	ai	ai	PROPN
futech-502	47	28	systems	system	NOUN
futech-502	47	29	[	[	X
futech-502	47	30	15	15	NUM
futech-502	47	31	]	]	PUNCT
futech-502	47	32	.	.	PUNCT
futech-502	48	1	it	it	PRON
futech-502	48	2	is	be	AUX
futech-502	48	3	essential	essential	ADJ
futech-502	48	4	to	to	PART
futech-502	48	5	emphasize	emphasize	VERB
futech-502	48	6	that	that	PRON
futech-502	48	7	ai	ai	VERB
futech-502	48	8	visual	visual	ADJ
futech-502	48	9	management	management	NOUN
futech-502	48	10	systems	system	NOUN
futech-502	48	11	and	and	CCONJ
futech-502	48	12	digital	digital	ADJ
futech-502	48	13	and	and	CCONJ
futech-502	48	14	on	on	ADP
futech-502	48	15	-	-	PUNCT
futech-502	48	16	board	board	NOUN
futech-502	48	17	systems	system	NOUN
futech-502	48	18	have	have	AUX
futech-502	48	19	shown	show	VERB
futech-502	48	20	a	a	DET
futech-502	48	21	significant	significant	ADJ
futech-502	48	22	improvement	improvement	NOUN
futech-502	48	23	in	in	ADP
futech-502	48	24	response	response	NOUN
futech-502	48	25	time	time	NOUN
futech-502	48	26	and	and	CCONJ
futech-502	48	27	problem	problem	NOUN
futech-502	48	28	-	-	PUNCT
futech-502	48	29	solving	solve	VERB
futech-502	48	30	[	[	X
futech-502	48	31	16	16	NUM
futech-502	48	32	]	]	PUNCT
futech-502	48	33	.	.	PUNCT
futech-502	49	1	the	the	DET
futech-502	49	2	risk	risk	NOUN
futech-502	49	3	assessment	assessment	NOUN
futech-502	49	4	for	for	ADP
futech-502	49	5	smart	smart	ADJ
futech-502	49	6	manufacturing	manufacturing	NOUN
futech-502	49	7	systems	system	NOUN
futech-502	49	8	has	have	AUX
futech-502	49	9	been	be	AUX
futech-502	49	10	developed	develop	VERB
futech-502	49	11	to	to	PART
futech-502	49	12	address	address	VERB
futech-502	49	13	the	the	DET
futech-502	49	14	specific	specific	ADJ
futech-502	49	15	issues	issue	NOUN
futech-502	49	16	associated	associate	VERB
futech-502	49	17	with	with	ADP
futech-502	49	18	ai	ai	PROPN
futech-502	49	19	integration	integration	NOUN
futech-502	49	20	.	.	PUNCT
futech-502	50	1	the	the	DET
futech-502	50	2	nist	nist	NOUN
futech-502	50	3	ai	ai	VERB
futech-502	50	4	risk	risk	NOUN
futech-502	50	5	management	management	NOUN
futech-502	50	6	framework	framework	NOUN
futech-502	50	7	,	,	PUNCT
futech-502	50	8	released	release	VERB
futech-502	50	9	in	in	ADP
futech-502	50	10	2023	2023	NUM
futech-502	50	11	and	and	CCONJ
futech-502	50	12	subsequently	subsequently	ADV
futech-502	50	13	expanded	expand	VERB
futech-502	50	14	by	by	ADP
futech-502	50	15	specific	specific	ADJ
futech-502	50	16	profiles	profile	NOUN
futech-502	50	17	for	for	ADP
futech-502	50	18	generative	generative	ADJ
futech-502	50	19	ai	ai	NOUN
futech-502	50	20	,	,	PUNCT
futech-502	50	21	offers	offer	VERB
futech-502	50	22	structured	structured	ADJ
futech-502	50	23	paths	path	NOUN
futech-502	50	24	for	for	ADP
futech-502	50	25	identifying	identify	VERB
futech-502	50	26	,	,	PUNCT
futech-502	50	27	assessing	assess	VERB
futech-502	50	28	,	,	PUNCT
futech-502	50	29	and	and	CCONJ
futech-502	50	30	mitigating	mitigate	VERB
futech-502	50	31	ai	ai	ADJ
futech-502	50	32	-	-	PUNCT
futech-502	50	33	related	relate	VERB
futech-502	50	34	risks	risk	NOUN
futech-502	50	35	[	[	X
futech-502	50	36	17	17	NUM
futech-502	50	37	]	]	PUNCT
futech-502	50	38	.	.	PUNCT
futech-502	51	1	these	these	DET
futech-502	51	2	models	model	NOUN
futech-502	51	3	stress	stress	VERB
futech-502	51	4	the	the	DET
futech-502	51	5	importance	importance	NOUN
futech-502	51	6	of	of	ADP
futech-502	51	7	ongoing	ongoing	ADJ
futech-502	51	8	monitoring	monitoring	NOUN
futech-502	51	9	,	,	PUNCT
futech-502	51	10	stakeholder	stakeholder	NOUN
futech-502	51	11	engagement	engagement	NOUN
futech-502	51	12	,	,	PUNCT
futech-502	51	13	and	and	CCONJ
futech-502	51	14	having	have	VERB
futech-502	51	15	clear	clear	ADJ
futech-502	51	16	lines	line	NOUN
futech-502	51	17	of	of	ADP
futech-502	51	18	accountability	accountability	NOUN
futech-502	51	19	[	[	X
futech-502	51	20	18	18	NUM
futech-502	51	21	]	]	PUNCT
futech-502	51	22	.	.	PUNCT
futech-502	52	1	centralized	centralized	ADJ
futech-502	52	2	governance	governance	NOUN
futech-502	52	3	,	,	PUNCT
futech-502	52	4	risk	risk	NOUN
futech-502	52	5	,	,	PUNCT
futech-502	52	6	and	and	CCONJ
futech-502	52	7	compliance	compliance	NOUN
futech-502	52	8	software	software	NOUN
futech-502	52	9	is	be	AUX
futech-502	52	10	used	use	VERB
futech-502	52	11	in	in	ADP
futech-502	52	12	manufacturing	manufacturing	NOUN
futech-502	52	13	institutions	institution	NOUN
futech-502	52	14	,	,	PUNCT
futech-502	52	15	as	as	SCONJ
futech-502	52	16	organizations	organization	NOUN
futech-502	52	17	have	have	VERB
futech-502	52	18	numerous	numerous	ADJ
futech-502	52	19	departments	department	NOUN
futech-502	52	20	in	in	ADP
futech-502	52	21	which	which	PRON
futech-502	52	22	the	the	DET
futech-502	52	23	ai	ai	NOUN
futech-502	52	24	is	be	AUX
futech-502	52	25	deployed	deploy	VERB
futech-502	52	26	[	[	X
futech-502	52	27	19	19	NUM
futech-502	52	28	]	]	PUNCT
futech-502	52	29	.	.	PUNCT
futech-502	53	1	sustainability	sustainability	NOUN
futech-502	53	2	measures	measure	NOUN
futech-502	53	3	and	and	CCONJ
futech-502	53	4	strategies	strategy	NOUN
futech-502	53	5	in	in	ADP
futech-502	53	6	industrial	industrial	ADJ
futech-502	53	7	r&d	r&d	NOUN
futech-502	53	8	are	be	AUX
futech-502	53	9	n’t	not	PART
futech-502	53	10	just	just	ADV
futech-502	53	11	about	about	ADP
futech-502	53	12	the	the	DET
futech-502	53	13	environment	environment	NOUN
futech-502	53	14	anymore	anymore	ADV
futech-502	53	15	–	–	PUNCT
futech-502	53	16	the	the	DET
futech-502	53	17	scope	scope	NOUN
futech-502	53	18	has	have	AUX
futech-502	53	19	broadened	broaden	VERB
futech-502	53	20	to	to	PART
futech-502	53	21	include	include	VERB
futech-502	53	22	social	social	ADJ
futech-502	53	23	and	and	CCONJ
futech-502	53	24	economic	economic	ADJ
futech-502	53	25	aspects	aspect	NOUN
futech-502	53	26	as	as	ADV
futech-502	53	27	well	well	ADV
futech-502	53	28	.	.	PUNCT
futech-502	54	1	new	new	ADJ
futech-502	54	2	studies	study	NOUN
futech-502	54	3	are	be	AUX
futech-502	54	4	suggesting	suggest	VERB
futech-502	54	5	combined	combined	ADJ
futech-502	54	6	sustainability	sustainability	NOUN
futech-502	54	7	indicators	indicator	NOUN
futech-502	54	8	that	that	PRON
futech-502	54	9	include	include	VERB
futech-502	54	10	energy	energy	NOUN
futech-502	54	11	consumption	consumption	NOUN
futech-502	54	12	,	,	PUNCT
futech-502	54	13	utilization	utilization	NOUN
futech-502	54	14	of	of	ADP
futech-502	54	15	resources	resource	NOUN
futech-502	54	16	,	,	PUNCT
futech-502	54	17	carbon	carbon	NOUN
futech-502	54	18	footprint	footprint	NOUN
futech-502	54	19	,	,	PUNCT
futech-502	54	20	and	and	CCONJ
futech-502	54	21	social	social	ADJ
futech-502	54	22	impact	impact	NOUN
futech-502	54	23	[	[	X
futech-502	54	24	20	20	NUM
futech-502	54	25	]	]	PUNCT
futech-502	54	26	.	.	PUNCT
futech-502	55	1	ai	ai	PROPN
futech-502	55	2	is	be	AUX
futech-502	55	3	being	be	AUX
futech-502	55	4	used	use	VERB
futech-502	55	5	to	to	PART
futech-502	55	6	optimize	optimize	VERB
futech-502	55	7	these	these	DET
futech-502	55	8	multiple	multiple	ADJ
futech-502	55	9	objectives	objective	NOUN
futech-502	55	10	at	at	ADP
futech-502	55	11	once	once	ADV
futech-502	55	12	,	,	PUNCT
futech-502	55	13	but	but	CCONJ
futech-502	55	14	trade	trade	NOUN
futech-502	55	15	-	-	PUNCT
futech-502	55	16	offs	off	NOUN
futech-502	55	17	exist	exist	VERB
futech-502	55	18	between	between	ADP
futech-502	55	19	competing	compete	VERB
futech-502	55	20	sustainability	sustainability	NOUN
futech-502	55	21	goals	goal	NOUN
futech-502	55	22	and	and	CCONJ
futech-502	55	23	production	production	NOUN
futech-502	55	24	efficiency	efficiency	NOUN
futech-502	55	25	goals	goal	NOUN
futech-502	55	26	[	[	X
futech-502	55	27	21	21	NUM
futech-502	55	28	]	]	PUNCT
futech-502	55	29	.	.	PUNCT
futech-502	56	1	notwithstanding	notwithstanding	ADP
futech-502	56	2	these	these	DET
futech-502	56	3	advances	advance	NOUN
futech-502	56	4	,	,	PUNCT
futech-502	56	5	the	the	DET
futech-502	56	6	review	review	NOUN
futech-502	56	7	of	of	ADP
futech-502	56	8	the	the	DET
futech-502	56	9	literature	literature	NOUN
futech-502	56	10	identifies	identify	VERB
futech-502	56	11	some	some	DET
futech-502	56	12	research	research	NOUN
futech-502	56	13	gaps	gap	NOUN
futech-502	56	14	where	where	SCONJ
futech-502	56	15	ai	ai	VERB
futech-502	56	16	meets	meet	VERB
futech-502	56	17	lean	lean	ADJ
futech-502	56	18	manufacturing	manufacturing	NOUN
futech-502	56	19	and	and	CCONJ
futech-502	56	20	sustainable	sustainable	ADJ
futech-502	56	21	development	development	NOUN
futech-502	56	22	.	.	PUNCT
futech-502	57	1	the	the	DET
futech-502	57	2	studied	study	VERB
futech-502	57	3	fields	field	NOUN
futech-502	57	4	are	be	AUX
futech-502	57	5	usually	usually	ADV
futech-502	57	6	handled	handle	VERB
futech-502	57	7	separately	separately	ADV
futech-502	57	8	,	,	PUNCT
futech-502	57	9	which	which	PRON
futech-502	57	10	dismisses	dismiss	VERB
futech-502	57	11	the	the	DET
futech-502	57	12	intricate	intricate	ADJ
futech-502	57	13	connections	connection	NOUN
futech-502	57	14	and	and	CCONJ
futech-502	57	15	possible	possible	ADJ
futech-502	57	16	synergies	synergy	NOUN
futech-502	57	17	[	[	X
futech-502	57	18	22	22	NUM
futech-502	57	19	]	]	PUNCT
futech-502	57	20	.	.	PUNCT
futech-502	58	1	there	there	PRON
futech-502	58	2	is	be	VERB
futech-502	58	3	a	a	DET
futech-502	58	4	paucity	paucity	NOUN
futech-502	58	5	of	of	ADP
futech-502	58	6	empirical	empirical	ADJ
futech-502	58	7	data	datum	NOUN
futech-502	58	8	regarding	regard	VERB
futech-502	58	9	the	the	DET
futech-502	58	10	long	long	ADJ
futech-502	58	11	-	-	PUNCT
futech-502	58	12	term	term	NOUN
futech-502	58	13	effects	effect	NOUN
futech-502	58	14	of	of	ADP
futech-502	58	15	ai	ai	ADJ
futech-502	58	16	implementation	implementation	NOUN
futech-502	58	17	on	on	ADP
futech-502	58	18	the	the	DET
futech-502	58	19	lean	lean	ADJ
futech-502	58	20	culture	culture	NOUN
futech-502	58	21	and	and	CCONJ
futech-502	58	22	culture	culture	NOUN
futech-502	58	23	-	-	PUNCT
futech-502	58	24	related	relate	VERB
futech-502	58	25	workforce	workforce	NOUN
futech-502	58	26	dynamics	dynamic	NOUN
futech-502	58	27	,	,	PUNCT
futech-502	58	28	as	as	ADV
futech-502	58	29	well	well	ADV
futech-502	58	30	as	as	ADP
futech-502	58	31	of	of	ADP
futech-502	58	32	integrated	integrated	ADJ
futech-502	58	33	frameworks	framework	NOUN
futech-502	58	34	that	that	PRON
futech-502	58	35	facilitate	facilitate	VERB
futech-502	58	36	the	the	DET
futech-502	58	37	handling	handling	NOUN
futech-502	58	38	of	of	ADP
futech-502	58	39	technical	technical	ADJ
futech-502	58	40	,	,	PUNCT
futech-502	58	41	operational	operational	ADJ
futech-502	58	42	,	,	PUNCT
futech-502	58	43	and	and	CCONJ
futech-502	58	44	strategic	strategic	ADJ
futech-502	58	45	risk	risk	NOUN
futech-502	58	46	factors	factor	NOUN
futech-502	58	47	in	in	ADP
futech-502	58	48	ai	ai	ADV
futech-502	58	49	-	-	PUNCT
futech-502	58	50	based	base	VERB
futech-502	58	51	manufacturing	manufacturing	NOUN
futech-502	58	52	contexts	contexts	NOUN
futech-502	58	53	[	[	X
futech-502	58	54	23	23	NUM
futech-502	58	55	]	]	PUNCT
futech-502	58	56	.	.	PUNCT
futech-502	59	1	this	this	DET
futech-502	59	2	study	study	NOUN
futech-502	59	3	constructs	construct	VERB
futech-502	59	4	an	an	DET
futech-502	59	5	integrated	integrate	VERB
futech-502	59	6	framework	framework	NOUN
futech-502	59	7	that	that	PRON
futech-502	59	8	aims	aim	VERB
futech-502	59	9	to	to	PART
futech-502	59	10	integrate	integrate	VERB
futech-502	59	11	risk	risk	NOUN
futech-502	59	12	control	control	NOUN
futech-502	59	13	and	and	CCONJ
futech-502	59	14	sustainability	sustainability	NOUN
futech-502	59	15	strategies	strategy	NOUN
futech-502	59	16	into	into	ADP
futech-502	59	17	the	the	DET
futech-502	59	18	research	research	NOUN
futech-502	59	19	and	and	CCONJ
futech-502	59	20	development	development	NOUN
futech-502	59	21	environment	environment	NOUN
futech-502	59	22	of	of	ADP
futech-502	59	23	ai	ai	ADJ
futech-502	59	24	-	-	PUNCT
futech-502	59	25	lean	lean	ADJ
futech-502	59	26	integration	integration	NOUN
futech-502	59	27	equipment	equipment	NOUN
futech-502	59	28	.	.	PUNCT
futech-502	60	1	it	it	PRON
futech-502	60	2	establishes	establish	VERB
futech-502	60	3	a	a	DET
futech-502	60	4	hierarchical	hierarchical	ADJ
futech-502	60	5	risk	risk	NOUN
futech-502	60	6	classification	classification	NOUN
futech-502	60	7	system	system	NOUN
futech-502	60	8	,	,	PUNCT
futech-502	60	9	identifying	identify	VERB
futech-502	60	10	key	key	ADJ
futech-502	60	11	risk	risk	NOUN
futech-502	60	12	factors	factor	NOUN
futech-502	60	13	inherent	inherent	ADJ
futech-502	60	14	in	in	ADP
futech-502	60	15	the	the	DET
futech-502	60	16	technological	technological	ADJ
futech-502	60	17	,	,	PUNCT
futech-502	60	18	operational	operational	ADJ
futech-502	60	19	,	,	PUNCT
futech-502	60	20	strategic	strategic	ADJ
futech-502	60	21	,	,	PUNCT
futech-502	60	22	and	and	CCONJ
futech-502	60	23	ethical	ethical	ADJ
futech-502	60	24	dimensions	dimension	NOUN
futech-502	60	25	of	of	ADP
futech-502	60	26	ai	ai	ADJ
futech-502	60	27	-	-	PUNCT
futech-502	60	28	lean	lean	ADJ
futech-502	60	29	manufacturing	manufacturing	NOUN
futech-502	60	30	convergence	convergence	NOUN
futech-502	60	31	.	.	PUNCT
futech-502	61	1	concurrently	concurrently	ADV
futech-502	61	2	,	,	PUNCT
futech-502	61	3	the	the	DET
futech-502	61	4	research	research	NOUN
futech-502	61	5	develops	develop	VERB
futech-502	61	6	a	a	DET
futech-502	61	7	multidimensional	multidimensional	ADJ
futech-502	61	8	sustainability	sustainability	NOUN
futech-502	61	9	assessment	assessment	NOUN
futech-502	61	10	indicator	indicator	NOUN
futech-502	61	11	system	system	NOUN
futech-502	61	12	to	to	PART
futech-502	61	13	quantify	quantify	VERB
futech-502	61	14	the	the	DET
futech-502	61	15	environmental	environmental	ADJ
futech-502	61	16	,	,	PUNCT
futech-502	61	17	economic	economic	ADJ
futech-502	61	18	,	,	PUNCT
futech-502	61	19	and	and	CCONJ
futech-502	61	20	social	social	ADJ
futech-502	61	21	impacts	impact	NOUN
futech-502	61	22	of	of	ADP
futech-502	61	23	ai	ai	ADJ
futech-502	61	24	integration	integration	NOUN
futech-502	61	25	initiatives	initiative	NOUN
futech-502	61	26	on	on	ADP
futech-502	61	27	performance	performance	NOUN
futech-502	61	28	.	.	PUNCT
futech-502	62	1	the	the	DET
futech-502	62	2	study	study	NOUN
futech-502	62	3	also	also	ADV
futech-502	62	4	develops	develop	VERB
futech-502	62	5	proactive	proactive	ADJ
futech-502	62	6	risk	risk	NOUN
futech-502	62	7	mitigation	mitigation	NOUN
futech-502	62	8	strategies	strategy	NOUN
futech-502	62	9	that	that	PRON
futech-502	62	10	leverage	leverage	VERB
futech-502	62	11	the	the	DET
futech-502	62	12	technological	technological	ADJ
futech-502	62	13	advantages	advantage	NOUN
futech-502	62	14	of	of	ADP
futech-502	62	15	ai	ai	PROPN
futech-502	62	16	systems	system	NOUN
futech-502	62	17	while	while	SCONJ
futech-502	62	18	adhering	adhere	VERB
futech-502	62	19	to	to	ADP
futech-502	62	20	the	the	DET
futech-502	62	21	core	core	NOUN
futech-502	62	22	principle	principle	NOUN
futech-502	62	23	of	of	ADP
futech-502	62	24	continuous	continuous	ADJ
futech-502	62	25	improvement	improvement	NOUN
futech-502	62	26	within	within	ADP
futech-502	62	27	the	the	DET
futech-502	62	28	lean	lean	ADJ
futech-502	62	29	manufacturing	manufacturing	NOUN
futech-502	62	30	philosophy	philosophy	NOUN
futech-502	62	31	.	.	PUNCT
futech-502	63	1	the	the	DET
futech-502	63	2	scope	scope	NOUN
futech-502	63	3	is	be	AUX
futech-502	63	4	confined	confine	VERB
futech-502	63	5	to	to	ADP
futech-502	63	6	the	the	DET
futech-502	63	7	r&d	r&d	NOUN
futech-502	63	8	phase	phase	NOUN
futech-502	63	9	of	of	ADP
futech-502	63	10	manufacturing	manufacturing	NOUN
futech-502	63	11	equipment	equipment	NOUN
futech-502	63	12	,	,	PUNCT
futech-502	63	13	employing	employ	VERB
futech-502	63	14	a	a	DET
futech-502	63	15	mixed	mixed	ADJ
futech-502	63	16	-	-	PUNCT
futech-502	63	17	methods	method	NOUN
futech-502	63	18	approach	approach	NOUN
futech-502	63	19	that	that	PRON
futech-502	63	20	integrates	integrate	VERB
futech-502	63	21	theoretical	theoretical	ADJ
futech-502	63	22	modelling	modelling	NOUN
futech-502	63	23	,	,	PUNCT
futech-502	63	24	empirical	empirical	ADJ
futech-502	63	25	validation	validation	NOUN
futech-502	63	26	using	use	VERB
futech-502	63	27	the	the	DET
futech-502	63	28	secom	secom	PROPN
futech-502	63	29	semiconductor	semiconductor	NOUN
futech-502	63	30	dataset	dataset	NOUN
futech-502	63	31	,	,	PUNCT
futech-502	63	32	and	and	CCONJ
futech-502	63	33	comprehensive	comprehensive	ADJ
futech-502	63	34	12	12	NUM
futech-502	63	35	-	-	PUNCT
futech-502	63	36	month	month	NOUN
futech-502	63	37	field	field	NOUN
futech-502	63	38	implementation	implementation	NOUN
futech-502	63	39	verification	verification	NOUN
futech-502	63	40	across	across	ADP
futech-502	63	41	multiple	multiple	ADJ
futech-502	63	42	manufacturing	manufacturing	NOUN
futech-502	63	43	environments	environment	NOUN
futech-502	63	44	.	.	PUNCT
futech-502	64	1	this	this	DET
futech-502	64	2	study	study	NOUN
futech-502	64	3	makes	make	VERB
futech-502	64	4	an	an	DET
futech-502	64	5	innovative	innovative	ADJ
futech-502	64	6	contribution	contribution	NOUN
futech-502	64	7	to	to	ADP
futech-502	64	8	the	the	DET
futech-502	64	9	manufacturing	manufacturing	NOUN
futech-502	64	10	science	science	NOUN
futech-502	64	11	literature	literature	NOUN
futech-502	64	12	through	through	ADP
futech-502	64	13	its	its	PRON
futech-502	64	14	multidimensional	multidimensional	ADJ
futech-502	64	15	approach	approach	NOUN
futech-502	64	16	,	,	PUNCT
futech-502	64	17	advancing	advance	VERB
futech-502	64	18	both	both	CCONJ
futech-502	64	19	theoretical	theoretical	ADJ
futech-502	64	20	understanding	understanding	NOUN
futech-502	64	21	and	and	CCONJ
futech-502	64	22	practical	practical	ADJ
futech-502	64	23	application	application	NOUN
futech-502	64	24	of	of	ADP
futech-502	64	25	intelligent	intelligent	ADJ
futech-502	64	26	manufacturing	manufacturing	NOUN
futech-502	64	27	systems	system	NOUN
futech-502	64	28	.	.	PUNCT
futech-502	65	1	it	it	PRON
futech-502	65	2	proposes	propose	VERB
futech-502	65	3	a	a	DET
futech-502	65	4	comprehensive	comprehensive	ADJ
futech-502	65	5	theoretical	theoretical	ADJ
futech-502	65	6	framework	framework	NOUN
futech-502	65	7	that	that	PRON
futech-502	65	8	explicitly	explicitly	ADV
futech-502	65	9	integrates	integrate	VERB
futech-502	65	10	risk	risk	NOUN
futech-502	65	11	management	management	NOUN
futech-502	65	12	and	and	CCONJ
futech-502	65	13	sustainability	sustainability	NOUN
futech-502	65	14	perspectives	perspective	NOUN
futech-502	65	15	,	,	PUNCT
futech-502	65	16	addressing	address	VERB
futech-502	65	17	a	a	DET
futech-502	65	18	key	key	ADJ
futech-502	65	19	gap	gap	NOUN
futech-502	65	20	in	in	ADP
futech-502	65	21	existing	exist	VERB
futech-502	65	22	literature	literature	NOUN
futech-502	65	23	where	where	SCONJ
futech-502	65	24	these	these	DET
futech-502	65	25	domains	domain	NOUN
futech-502	65	26	are	be	AUX
futech-502	65	27	typically	typically	ADV
futech-502	65	28	treated	treat	VERB
futech-502	65	29	separately	separately	ADV
futech-502	65	30	.	.	PUNCT
futech-502	66	1	the	the	DET
futech-502	66	2	investigation	investigation	NOUN
futech-502	66	3	quantifies	quantifie	NOUN
futech-502	66	4	ai	ai	VERB
futech-502	66	5	-	-	PUNCT
futech-502	66	6	lean	lean	ADJ
futech-502	66	7	synergies	synergy	NOUN
futech-502	66	8	through	through	ADP
futech-502	66	9	mathematical	mathematical	ADJ
futech-502	66	10	modelling	modelling	NOUN
futech-502	66	11	,	,	PUNCT
futech-502	66	12	establishing	establish	VERB
futech-502	66	13	an	an	DET
futech-502	66	14	operational	operational	ADJ
futech-502	66	15	performance	performance	NOUN
futech-502	66	16	assessment	assessment	NOUN
futech-502	66	17	model	model	NOUN
futech-502	66	18	for	for	ADP
futech-502	66	19	systematically	systematically	ADV
futech-502	66	20	evaluating	evaluate	VERB
futech-502	66	21	and	and	CCONJ
futech-502	66	22	optimizing	optimize	VERB
futech-502	66	23	integrated	integrate	VERB
futech-502	66	24	systems	system	NOUN
futech-502	66	25	.	.	PUNCT
futech-502	67	1	it	it	PRON
futech-502	67	2	provides	provide	VERB
futech-502	67	3	empirically	empirically	ADV
futech-502	67	4	validated	validate	VERB
futech-502	67	5	implementation	implementation	NOUN
futech-502	67	6	guidelines	guideline	NOUN
futech-502	67	7	that	that	PRON
futech-502	67	8	demonstrate	demonstrate	VERB
futech-502	67	9	how	how	SCONJ
futech-502	67	10	advanced	advanced	ADJ
futech-502	67	11	analytical	analytical	ADJ
futech-502	67	12	techniques	technique	NOUN
futech-502	67	13	can	can	AUX
futech-502	67	14	simultaneously	simultaneously	ADV
futech-502	67	15	enhance	enhance	VERB
futech-502	67	16	operational	operational	ADJ
futech-502	67	17	efficiency	efficiency	NOUN
futech-502	67	18	,	,	PUNCT
futech-502	67	19	risk	risk	NOUN
futech-502	67	20	control	control	NOUN
futech-502	67	21	capabilities	capability	NOUN
futech-502	67	22	,	,	PUNCT
futech-502	67	23	and	and	CCONJ
futech-502	67	24	environmental	environmental	ADJ
futech-502	67	25	management	management	NOUN
futech-502	67	26	standards	standard	NOUN
futech-502	67	27	while	while	SCONJ
futech-502	67	28	upholding	uphold	VERB
futech-502	67	29	the	the	DET
futech-502	67	30	core	core	ADJ
futech-502	67	31	human	human	NOUN
futech-502	67	32	-	-	PUNCT
futech-502	67	33	centered	center	VERB
futech-502	67	34	values	value	NOUN
futech-502	67	35	of	of	ADP
futech-502	67	36	lean	lean	ADJ
futech-502	67	37	manufacturing	manufacturing	NOUN
futech-502	67	38	.	.	PUNCT
futech-502	68	1	the	the	DET
futech-502	68	2	framework	framework	NOUN
futech-502	68	3	's	's	PART
futech-502	68	4	replicability	replicability	NOUN
futech-502	68	5	and	and	CCONJ
futech-502	68	6	319.4	319.4	NUM
futech-502	68	7	%	%	NOUN
futech-502	68	8	return	return	NOUN
futech-502	68	9	on	on	ADP
futech-502	68	10	investment	investment	NOUN
futech-502	68	11	within	within	ADP
futech-502	68	12	five	five	NUM
futech-502	68	13	years	year	NOUN
futech-502	68	14	establish	establish	VERB
futech-502	68	15	a	a	DET
futech-502	68	16	new	new	ADJ
futech-502	68	17	paradigm	paradigm	NOUN
futech-502	68	18	for	for	ADP
futech-502	68	19	sustainable	sustainable	ADJ
futech-502	68	20	smart	smart	ADJ
futech-502	68	21	manufacturing	manufacturing	NOUN
futech-502	68	22	transformation	transformation	NOUN
futech-502	68	23	,	,	PUNCT
futech-502	68	24	achieving	achieve	VERB
futech-502	68	25	a	a	DET
futech-502	68	26	balance	balance	NOUN
futech-502	68	27	c.	c.	NOUN
futech-502	68	28	tsai	tsai	PROPN
futech-502	68	29	et	et	PROPN
futech-502	68	30	al	al	PROPN
futech-502	68	31	.	.	PROPN
futech-502	68	32	/future	/future	PUNCT
futech-502	68	33	technology	technology	PROPN
futech-502	68	34	november	november	PROPN
futech-502	68	35	2025|	2025|	NUM
futech-502	68	36	volume	volume	NOUN
futech-502	68	37	04	04	NUM
futech-502	69	1	|	|	ADV
futech-502	69	2	issue	issue	VERB
futech-502	69	3	04	04	NUM
futech-502	70	1	|	|	CCONJ
futech-502	70	2	pages	page	VERB
futech-502	70	3	267	267	NUM
futech-502	70	4	-	-	SYM
futech-502	70	5	281	281	NUM
futech-502	70	6	269	269	NUM
futech-502	70	7	between	between	ADP
futech-502	70	8	technological	technological	ADJ
futech-502	70	9	advancement	advancement	NOUN
futech-502	70	10	and	and	CCONJ
futech-502	70	11	organizational	organizational	ADJ
futech-502	70	12	and	and	CCONJ
futech-502	70	13	environmental	environmental	ADJ
futech-502	70	14	responsibility	responsibility	NOUN
futech-502	70	15	.	.	PUNCT
futech-502	71	1	2	2	X
futech-502	71	2	.	.	X
futech-502	71	3	literature	literature	NOUN
futech-502	71	4	review	review	VERB
futech-502	71	5	2.1	2.1	NUM
futech-502	71	6	ai	ai	ADJ
futech-502	71	7	-	-	PUNCT
futech-502	71	8	lean	lean	ADJ
futech-502	71	9	integration	integration	NOUN
futech-502	71	10	in	in	ADP
futech-502	71	11	industry	industry	NOUN
futech-502	71	12	4.0	4.0	NUM
futech-502	71	13	recent	recent	ADJ
futech-502	71	14	investigations	investigation	NOUN
futech-502	71	15	have	have	AUX
futech-502	71	16	demonstrated	demonstrate	VERB
futech-502	71	17	significant	significant	ADJ
futech-502	71	18	progress	progress	NOUN
futech-502	71	19	in	in	ADP
futech-502	71	20	integrating	integrate	VERB
futech-502	71	21	artificial	artificial	ADJ
futech-502	71	22	intelligence	intelligence	NOUN
futech-502	71	23	with	with	ADP
futech-502	71	24	lean	lean	ADJ
futech-502	71	25	manufacturing	manufacturing	NOUN
futech-502	71	26	principles	principle	NOUN
futech-502	71	27	within	within	ADP
futech-502	71	28	industry	industry	NOUN
futech-502	71	29	4.0	4.0	NUM
futech-502	71	30	paradigms	paradigm	NOUN
futech-502	71	31	.	.	PUNCT
futech-502	72	1	powell	powell	PROPN
futech-502	73	1	[	[	X
futech-502	73	2	1	1	X
futech-502	73	3	]	]	PUNCT
futech-502	73	4	explored	explore	VERB
futech-502	73	5	the	the	DET
futech-502	73	6	emerging	emerge	VERB
futech-502	73	7	roles	role	NOUN
futech-502	73	8	of	of	ADP
futech-502	73	9	artificial	artificial	ADJ
futech-502	73	10	intelligence	intelligence	NOUN
futech-502	73	11	in	in	ADP
futech-502	73	12	lean	lean	ADJ
futech-502	73	13	manufacturing	manufacturing	NOUN
futech-502	73	14	,	,	PUNCT
futech-502	73	15	emphasizing	emphasize	VERB
futech-502	73	16	the	the	DET
futech-502	73	17	need	need	NOUN
futech-502	73	18	for	for	ADP
futech-502	73	19	digitalization	digitalization	NOUN
futech-502	73	20	with	with	ADP
futech-502	73	21	a	a	DET
futech-502	73	22	human	human	ADJ
futech-502	73	23	touch	touch	NOUN
futech-502	73	24	.	.	PUNCT
futech-502	74	1	tashkinov	tashkinov	NOUN
futech-502	75	1	[	[	X
futech-502	75	2	21	21	NUM
futech-502	75	3	]	]	PUNCT
futech-502	75	4	proposed	propose	VERB
futech-502	75	5	an	an	DET
futech-502	75	6	interdisciplinary	interdisciplinary	ADJ
futech-502	75	7	approach	approach	NOUN
futech-502	75	8	combining	combine	VERB
futech-502	75	9	lean	lean	ADJ
futech-502	75	10	manufacturing	manufacturing	NOUN
futech-502	75	11	principles	principle	NOUN
futech-502	75	12	with	with	ADP
futech-502	75	13	artificial	artificial	ADJ
futech-502	75	14	intelligence	intelligence	NOUN
futech-502	75	15	to	to	PART
futech-502	75	16	improve	improve	VERB
futech-502	75	17	production	production	NOUN
futech-502	75	18	system	system	NOUN
futech-502	75	19	efficiency	efficiency	NOUN
futech-502	75	20	.	.	PUNCT
futech-502	76	1	shahin	shahin	PROPN
futech-502	77	1	[	[	X
futech-502	77	2	7	7	NUM
futech-502	77	3	]	]	PUNCT
futech-502	77	4	demonstrated	demonstrate	VERB
futech-502	77	5	that	that	SCONJ
futech-502	77	6	integrating	integrate	VERB
futech-502	77	7	lean	lean	ADJ
futech-502	77	8	manufacturing	manufacturing	NOUN
futech-502	77	9	tools	tool	NOUN
futech-502	77	10	with	with	ADP
futech-502	77	11	artificial	artificial	ADJ
futech-502	77	12	intelligence	intelligence	NOUN
futech-502	77	13	represents	represent	VERB
futech-502	77	14	a	a	DET
futech-502	77	15	revolutionary	revolutionary	ADJ
futech-502	77	16	approach	approach	NOUN
futech-502	77	17	to	to	ADP
futech-502	77	18	optimizing	optimize	VERB
futech-502	77	19	production	production	NOUN
futech-502	77	20	processes	process	NOUN
futech-502	77	21	,	,	PUNCT
futech-502	77	22	reducing	reduce	VERB
futech-502	77	23	waste	waste	NOUN
futech-502	77	24	,	,	PUNCT
futech-502	77	25	and	and	CCONJ
futech-502	77	26	enhancing	enhance	VERB
futech-502	77	27	efficiency	efficiency	NOUN
futech-502	77	28	,	,	PUNCT
futech-502	77	29	where	where	SCONJ
futech-502	77	30	ai	ai	VERB
futech-502	77	31	algorithms	algorithm	NOUN
futech-502	77	32	excel	excel	VERB
futech-502	77	33	in	in	ADP
futech-502	77	34	pattern	pattern	NOUN
futech-502	77	35	recognition	recognition	NOUN
futech-502	77	36	,	,	PUNCT
futech-502	77	37	data	datum	NOUN
futech-502	77	38	analysis	analysis	NOUN
futech-502	77	39	,	,	PUNCT
futech-502	77	40	and	and	CCONJ
futech-502	77	41	decision	decision	NOUN
futech-502	77	42	-	-	PUNCT
futech-502	77	43	making	making	NOUN
futech-502	77	44	,	,	PUNCT
futech-502	77	45	offering	offer	VERB
futech-502	77	46	more	more	ADV
futech-502	77	47	precise	precise	ADJ
futech-502	77	48	,	,	PUNCT
futech-502	77	49	data	data	NOUN
futech-502	77	50	-	-	PUNCT
futech-502	77	51	driven	drive	VERB
futech-502	77	52	solutions	solution	NOUN
futech-502	77	53	for	for	ADP
futech-502	77	54	manufacturing	manufacturing	NOUN
futech-502	77	55	challenges	challenge	NOUN
futech-502	77	56	.	.	PUNCT
futech-502	78	1	saad	saad	PROPN
futech-502	79	1	[	[	X
futech-502	79	2	24	24	NUM
futech-502	79	3	]	]	PUNCT
futech-502	79	4	conducted	conduct	VERB
futech-502	79	5	a	a	DET
futech-502	79	6	systematic	systematic	ADJ
futech-502	79	7	review	review	NOUN
futech-502	79	8	of	of	ADP
futech-502	79	9	the	the	DET
futech-502	79	10	literature	literature	NOUN
futech-502	79	11	on	on	ADP
futech-502	79	12	industry	industry	NOUN
futech-502	79	13	4.0	4.0	NUM
futech-502	79	14	and	and	CCONJ
futech-502	79	15	lean	lean	ADJ
futech-502	79	16	manufacturing	manufacturing	NOUN
futech-502	79	17	integration	integration	NOUN
futech-502	79	18	,	,	PUNCT
futech-502	79	19	providing	provide	VERB
futech-502	79	20	scholars	scholar	NOUN
futech-502	79	21	with	with	ADP
futech-502	79	22	a	a	DET
futech-502	79	23	better	well	ADJ
futech-502	79	24	understanding	understanding	NOUN
futech-502	79	25	of	of	ADP
futech-502	79	26	existing	exist	VERB
futech-502	79	27	research	research	NOUN
futech-502	79	28	and	and	CCONJ
futech-502	79	29	contributing	contribute	VERB
futech-502	79	30	to	to	ADP
futech-502	79	31	the	the	DET
futech-502	79	32	definition	definition	NOUN
futech-502	79	33	of	of	ADP
futech-502	79	34	clear	clear	ADJ
futech-502	79	35	topics	topic	NOUN
futech-502	79	36	for	for	ADP
futech-502	79	37	future	future	ADJ
futech-502	79	38	research	research	NOUN
futech-502	79	39	opportunities	opportunity	NOUN
futech-502	79	40	.	.	PUNCT
futech-502	80	1	saraswat	saraswat	VERB
futech-502	81	1	[	[	X
futech-502	81	2	3	3	NUM
futech-502	81	3	]	]	PUNCT
futech-502	81	4	investigated	investigate	VERB
futech-502	81	5	the	the	DET
futech-502	81	6	technological	technological	ADJ
futech-502	81	7	integration	integration	NOUN
futech-502	81	8	of	of	ADP
futech-502	81	9	lean	lean	ADJ
futech-502	81	10	manufacturing	manufacturing	NOUN
futech-502	81	11	with	with	ADP
futech-502	81	12	industry	industry	NOUN
futech-502	81	13	4.0	4.0	NUM
futech-502	81	14	toward	toward	ADP
futech-502	81	15	lean	lean	ADJ
futech-502	81	16	automation	automation	NOUN
futech-502	81	17	through	through	ADP
futech-502	81	18	a	a	DET
futech-502	81	19	systematic	systematic	ADJ
futech-502	81	20	review	review	NOUN
futech-502	81	21	.	.	PUNCT
futech-502	82	1	2.2	2.2	NUM
futech-502	82	2	predictive	predictive	ADJ
futech-502	82	3	maintenance	maintenance	NOUN
futech-502	82	4	and	and	CCONJ
futech-502	82	5	smart	smart	ADJ
futech-502	82	6	manufacturing	manufacturing	NOUN
futech-502	82	7	applications	application	NOUN
futech-502	82	8	predictive	predictive	ADJ
futech-502	82	9	maintenance	maintenance	NOUN
futech-502	82	10	represents	represent	VERB
futech-502	82	11	a	a	DET
futech-502	82	12	critical	critical	ADJ
futech-502	82	13	convergence	convergence	NOUN
futech-502	82	14	area	area	NOUN
futech-502	82	15	where	where	SCONJ
futech-502	82	16	ai	ai	VERB
futech-502	82	17	capabilities	capability	NOUN
futech-502	82	18	complement	complement	VERB
futech-502	82	19	lean	lean	ADJ
futech-502	82	20	total	total	ADJ
futech-502	82	21	productive	productive	ADJ
futech-502	82	22	maintenance	maintenance	NOUN
futech-502	82	23	principles	principle	NOUN
futech-502	82	24	.	.	PUNCT
futech-502	83	1	ucar	ucar	PROPN
futech-502	83	2	[	[	X
futech-502	83	3	25	25	NUM
futech-502	83	4	]	]	PUNCT
futech-502	83	5	reviewed	review	VERB
futech-502	83	6	recent	recent	ADJ
futech-502	83	7	developments	development	NOUN
futech-502	83	8	in	in	ADP
futech-502	83	9	ai	ai	ADV
futech-502	83	10	-	-	PUNCT
futech-502	83	11	based	base	VERB
futech-502	83	12	predictive	predictive	ADJ
futech-502	83	13	maintenance	maintenance	NOUN
futech-502	83	14	,	,	PUNCT
futech-502	83	15	focusing	focus	VERB
futech-502	83	16	on	on	ADP
futech-502	83	17	key	key	ADJ
futech-502	83	18	components	component	NOUN
futech-502	83	19	,	,	PUNCT
futech-502	83	20	trustworthiness	trustworthiness	NOUN
futech-502	83	21	,	,	PUNCT
futech-502	83	22	and	and	CCONJ
futech-502	83	23	future	future	ADJ
futech-502	83	24	trends	trend	NOUN
futech-502	83	25	.	.	PUNCT
futech-502	84	1	recent	recent	ADJ
futech-502	84	2	systematic	systematic	ADJ
futech-502	84	3	multi	multi	ADJ
futech-502	84	4	-	-	ADJ
futech-502	84	5	sector	sector	ADJ
futech-502	84	6	mapping	mapping	NOUN
futech-502	84	7	reveals	reveal	VERB
futech-502	84	8	that	that	SCONJ
futech-502	84	9	within	within	ADP
futech-502	84	10	smart	smart	ADJ
futech-502	84	11	manufacturing	manufacturing	NOUN
futech-502	84	12	contexts	contexts	NOUN
futech-502	84	13	,	,	PUNCT
futech-502	84	14	predictive	predictive	ADJ
futech-502	84	15	maintenance	maintenance	NOUN
futech-502	84	16	approaches	approach	NOUN
futech-502	84	17	can	can	AUX
futech-502	84	18	decrease	decrease	VERB
futech-502	84	19	downtimes	downtime	NOUN
futech-502	84	20	,	,	PUNCT
futech-502	84	21	reduce	reduce	VERB
futech-502	84	22	operational	operational	ADJ
futech-502	84	23	costs	cost	NOUN
futech-502	84	24	,	,	PUNCT
futech-502	84	25	and	and	CCONJ
futech-502	84	26	increase	increase	VERB
futech-502	84	27	productivity	productivity	NOUN
futech-502	84	28	,	,	PUNCT
futech-502	84	29	improving	improve	VERB
futech-502	84	30	system	system	NOUN
futech-502	84	31	performance	performance	NOUN
futech-502	84	32	and	and	CCONJ
futech-502	84	33	decision	decision	NOUN
futech-502	84	34	-	-	PUNCT
futech-502	84	35	making	making	NOUN
futech-502	84	36	across	across	ADP
futech-502	84	37	diverse	diverse	ADJ
futech-502	84	38	manufacturing	manufacturing	NOUN
futech-502	84	39	sectors	sector	NOUN
futech-502	84	40	.	.	PUNCT
futech-502	85	1	achouch	achouch	PROPN
futech-502	86	1	[	[	X
futech-502	86	2	26	26	NUM
futech-502	86	3	]	]	PUNCT
futech-502	86	4	provided	provide	VERB
futech-502	86	5	a	a	DET
futech-502	86	6	comprehensive	comprehensive	ADJ
futech-502	86	7	overview	overview	NOUN
futech-502	86	8	of	of	ADP
futech-502	86	9	predictive	predictive	ADJ
futech-502	86	10	maintenance	maintenance	NOUN
futech-502	86	11	in	in	ADP
futech-502	86	12	industry	industry	NOUN
futech-502	86	13	4.0	4.0	NUM
futech-502	86	14	,	,	PUNCT
futech-502	86	15	examining	examine	VERB
futech-502	86	16	models	model	NOUN
futech-502	86	17	and	and	CCONJ
futech-502	86	18	challenges	challenge	NOUN
futech-502	86	19	while	while	SCONJ
futech-502	86	20	highlighting	highlight	VERB
futech-502	86	21	that	that	SCONJ
futech-502	86	22	data	data	NOUN
futech-502	86	23	-	-	PUNCT
futech-502	86	24	driven	drive	VERB
futech-502	86	25	predictive	predictive	ADJ
futech-502	86	26	maintenance	maintenance	NOUN
futech-502	86	27	constitutes	constitute	VERB
futech-502	86	28	a	a	DET
futech-502	86	29	cutting	cutting	NOUN
futech-502	86	30	-	-	PUNCT
futech-502	86	31	edge	edge	NOUN
futech-502	86	32	solution	solution	NOUN
futech-502	86	33	with	with	ADP
futech-502	86	34	growing	grow	VERB
futech-502	86	35	interest	interest	NOUN
futech-502	86	36	in	in	ADP
futech-502	86	37	modern	modern	ADJ
futech-502	86	38	manufacturing	manufacturing	NOUN
futech-502	86	39	.	.	PUNCT
futech-502	87	1	recent	recent	ADJ
futech-502	87	2	advances	advance	NOUN
futech-502	87	3	in	in	ADP
futech-502	87	4	smart	smart	ADJ
futech-502	87	5	manufacturing	manufacturing	NOUN
futech-502	87	6	have	have	AUX
futech-502	87	7	demonstrated	demonstrate	VERB
futech-502	87	8	unified	unified	ADJ
futech-502	87	9	predictive	predictive	ADJ
futech-502	87	10	maintenance	maintenance	NOUN
futech-502	87	11	platforms	platform	NOUN
futech-502	87	12	that	that	PRON
futech-502	87	13	leverage	leverage	VERB
futech-502	87	14	data	datum	NOUN
futech-502	87	15	warehousing	warehousing	NOUN
futech-502	87	16	,	,	PUNCT
futech-502	87	17	apache	apache	NOUN
futech-502	87	18	spark	spark	NOUN
futech-502	87	19	,	,	PUNCT
futech-502	87	20	and	and	CCONJ
futech-502	87	21	machine	machine	NOUN
futech-502	87	22	learning	learning	NOUN
futech-502	87	23	,	,	PUNCT
futech-502	87	24	addressing	address	VERB
futech-502	87	25	the	the	DET
futech-502	87	26	heightened	heightened	ADJ
futech-502	87	27	complexity	complexity	NOUN
futech-502	87	28	in	in	ADP
futech-502	87	29	machinery	machinery	NOUN
futech-502	87	30	and	and	CCONJ
futech-502	87	31	equipment	equipment	NOUN
futech-502	87	32	used	use	VERB
futech-502	87	33	within	within	ADP
futech-502	87	34	collaborative	collaborative	ADJ
futech-502	87	35	manufacturing	manufacturing	NOUN
futech-502	87	36	landscapes	landscape	NOUN
futech-502	87	37	while	while	SCONJ
futech-502	87	38	presenting	present	VERB
futech-502	87	39	significant	significant	ADJ
futech-502	87	40	risks	risk	NOUN
futech-502	87	41	associated	associate	VERB
futech-502	87	42	with	with	ADP
futech-502	87	43	equipment	equipment	NOUN
futech-502	87	44	failures	failure	NOUN
futech-502	87	45	.	.	PUNCT
futech-502	88	1	2.3	2.3	NUM
futech-502	88	2	sustainability	sustainability	NOUN
futech-502	88	3	integration	integration	NOUN
futech-502	88	4	and	and	CCONJ
futech-502	88	5	research	research	NOUN
futech-502	88	6	gaps	gap	NOUN
futech-502	88	7	despite	despite	SCONJ
futech-502	88	8	growing	grow	VERB
futech-502	88	9	emphasis	emphasis	NOUN
futech-502	88	10	on	on	ADP
futech-502	88	11	sustainable	sustainable	ADJ
futech-502	88	12	manufacturing	manufacturing	NOUN
futech-502	88	13	,	,	PUNCT
futech-502	88	14	systematic	systematic	ADJ
futech-502	88	15	integration	integration	NOUN
futech-502	88	16	of	of	ADP
futech-502	88	17	sustainability	sustainability	NOUN
futech-502	88	18	metrics	metric	NOUN
futech-502	88	19	with	with	ADP
futech-502	88	20	ai	ai	ADJ
futech-502	88	21	-	-	PUNCT
futech-502	88	22	lean	lean	ADJ
futech-502	88	23	frameworks	framework	NOUN
futech-502	88	24	remains	remain	VERB
futech-502	88	25	limited	limited	ADJ
futech-502	88	26	.	.	PUNCT
futech-502	89	1	ghaithan	ghaithan	PROPN
futech-502	90	1	[	[	X
futech-502	90	2	27	27	NUM
futech-502	90	3	]	]	PUNCT
futech-502	90	4	investigated	investigate	VERB
futech-502	90	5	the	the	DET
futech-502	90	6	integrated	integrate	VERB
futech-502	90	7	impact	impact	NOUN
futech-502	90	8	of	of	ADP
futech-502	90	9	circular	circular	ADJ
futech-502	90	10	economy	economy	NOUN
futech-502	90	11	,	,	PUNCT
futech-502	90	12	industry	industry	NOUN
futech-502	90	13	4.0	4.0	NUM
futech-502	90	14	,	,	PUNCT
futech-502	90	15	and	and	CCONJ
futech-502	90	16	lean	lean	ADJ
futech-502	90	17	manufacturing	manufacturing	NOUN
futech-502	90	18	on	on	ADP
futech-502	90	19	sustainability	sustainability	NOUN
futech-502	90	20	performance	performance	NOUN
futech-502	90	21	.	.	PUNCT
futech-502	91	1	ciliberto	ciliberto	NOUN
futech-502	92	1	[	[	X
futech-502	92	2	28	28	NUM
futech-502	92	3	]	]	PUNCT
futech-502	92	4	presented	present	VERB
futech-502	92	5	a	a	DET
futech-502	92	6	sustainable	sustainable	ADJ
futech-502	92	7	lean	lean	ADJ
futech-502	92	8	manufacturing	manufacturing	NOUN
futech-502	92	9	recipe	recipe	NOUN
futech-502	92	10	for	for	ADP
futech-502	92	11	industry	industry	NOUN
futech-502	92	12	4.0	4.0	NUM
futech-502	92	13	that	that	PRON
futech-502	92	14	enables	enable	VERB
futech-502	92	15	a	a	DET
futech-502	92	16	transition	transition	NOUN
futech-502	92	17	to	to	ADP
futech-502	92	18	a	a	DET
futech-502	92	19	circular	circular	ADJ
futech-502	92	20	economy	economy	NOUN
futech-502	92	21	.	.	PUNCT
futech-502	93	1	machado	machado	PROPN
futech-502	94	1	[	[	X
futech-502	94	2	29	29	NUM
futech-502	94	3	]	]	PUNCT
futech-502	94	4	identified	identify	VERB
futech-502	94	5	interlinks	interlink	NOUN
futech-502	94	6	between	between	ADP
futech-502	94	7	industry	industry	NOUN
futech-502	94	8	4.0	4.0	NUM
futech-502	94	9	technologies	technology	NOUN
futech-502	94	10	and	and	CCONJ
futech-502	94	11	sustainable	sustainable	ADJ
futech-502	94	12	operations	operation	NOUN
futech-502	94	13	,	,	PUNCT
futech-502	94	14	discussing	discuss	VERB
futech-502	94	15	influences	influence	NOUN
futech-502	94	16	on	on	ADP
futech-502	94	17	sustainable	sustainable	ADJ
futech-502	94	18	business	business	NOUN
futech-502	94	19	models	model	NOUN
futech-502	94	20	and	and	CCONJ
futech-502	94	21	effects	effect	NOUN
futech-502	94	22	on	on	ADP
futech-502	94	23	lean	lean	ADJ
futech-502	94	24	manufacturing	manufacturing	NOUN
futech-502	94	25	practices	practice	NOUN
futech-502	94	26	,	,	PUNCT
futech-502	94	27	while	while	SCONJ
futech-502	94	28	noting	note	VERB
futech-502	94	29	convergence	convergence	NOUN
futech-502	94	30	about	about	ADP
futech-502	94	31	desirable	desirable	ADJ
futech-502	94	32	features	feature	NOUN
futech-502	94	33	relating	relate	VERB
futech-502	94	34	to	to	ADP
futech-502	94	35	being	be	AUX
futech-502	94	36	flexible	flexible	ADJ
futech-502	94	37	,	,	PUNCT
futech-502	94	38	reconfigurable	reconfigurable	ADJ
futech-502	94	39	,	,	PUNCT
futech-502	94	40	low	low	ADJ
futech-502	94	41	cost	cost	NOUN
futech-502	94	42	,	,	PUNCT
futech-502	94	43	adaptive	adaptive	ADJ
futech-502	94	44	,	,	PUNCT
futech-502	94	45	agile	agile	ADJ
futech-502	94	46	,	,	PUNCT
futech-502	94	47	and	and	CCONJ
futech-502	94	48	lean	lean	ADJ
futech-502	94	49	.	.	PUNCT
futech-502	95	1	recent	recent	ADJ
futech-502	95	2	studies	study	NOUN
futech-502	95	3	examining	examine	VERB
futech-502	95	4	relationships	relationship	NOUN
futech-502	95	5	between	between	ADP
futech-502	95	6	lean	lean	ADJ
futech-502	95	7	manufacturing	manufacturing	NOUN
futech-502	95	8	,	,	PUNCT
futech-502	95	9	industry	industry	NOUN
futech-502	95	10	4.0	4.0	NUM
futech-502	95	11	,	,	PUNCT
futech-502	95	12	and	and	CCONJ
futech-502	95	13	sustainability	sustainability	NOUN
futech-502	95	14	reveal	reveal	VERB
futech-502	95	15	that	that	SCONJ
futech-502	95	16	while	while	SCONJ
futech-502	95	17	industry	industry	NOUN
futech-502	95	18	4.0	4.0	NUM
futech-502	95	19	shows	show	VERB
futech-502	95	20	a	a	DET
futech-502	95	21	strong	strong	ADJ
futech-502	95	22	correlation	correlation	NOUN
futech-502	95	23	with	with	ADP
futech-502	95	24	sustainability	sustainability	NOUN
futech-502	95	25	pillars	pillar	NOUN
futech-502	95	26	,	,	PUNCT
futech-502	95	27	the	the	DET
futech-502	95	28	relationship	relationship	NOUN
futech-502	95	29	between	between	ADP
futech-502	95	30	lean	lean	ADJ
futech-502	95	31	manufacturing	manufacturing	NOUN
futech-502	95	32	and	and	CCONJ
futech-502	95	33	sustainability	sustainability	NOUN
futech-502	95	34	dimensions	dimension	NOUN
futech-502	95	35	is	be	AUX
futech-502	95	36	not	not	PART
futech-502	95	37	conclusive	conclusive	ADJ
futech-502	95	38	.	.	PUNCT
futech-502	96	1	kipper	kipper	NOUN
futech-502	97	1	[	[	X
futech-502	97	2	30	30	NUM
futech-502	97	3	]	]	PUNCT
futech-502	97	4	demonstrated	demonstrate	VERB
futech-502	97	5	that	that	SCONJ
futech-502	97	6	industry	industry	NOUN
futech-502	97	7	4.0	4.0	NUM
futech-502	97	8	and	and	CCONJ
futech-502	97	9	lean	lean	ADJ
futech-502	97	10	manufacturing	manufacturing	NOUN
futech-502	97	11	practices	practice	NOUN
futech-502	97	12	contribute	contribute	VERB
futech-502	97	13	to	to	ADP
futech-502	97	14	sustainable	sustainable	ADJ
futech-502	97	15	organizational	organizational	ADJ
futech-502	97	16	performance	performance	NOUN
futech-502	97	17	in	in	ADP
futech-502	97	18	indian	indian	ADJ
futech-502	97	19	manufacturing	manufacturing	NOUN
futech-502	97	20	companies	company	NOUN
futech-502	97	21	,	,	PUNCT
futech-502	97	22	achieving	achieve	VERB
futech-502	97	23	improvements	improvement	NOUN
futech-502	97	24	in	in	ADP
futech-502	97	25	operational	operational	ADJ
futech-502	97	26	metrics	metric	NOUN
futech-502	97	27	while	while	SCONJ
futech-502	97	28	supporting	support	VERB
futech-502	97	29	environmental	environmental	ADJ
futech-502	97	30	objectives	objective	NOUN
futech-502	97	31	.	.	PUNCT
futech-502	98	1	however	however	ADV
futech-502	98	2	,	,	PUNCT
futech-502	98	3	studies	study	NOUN
futech-502	98	4	in	in	ADP
futech-502	98	5	the	the	DET
futech-502	98	6	mexican	mexican	PROPN
futech-502	98	7	maquiladora	maquiladora	PROPN
futech-502	98	8	industry	industry	NOUN
futech-502	98	9	reveal	reveal	VERB
futech-502	98	10	that	that	SCONJ
futech-502	98	11	while	while	SCONJ
futech-502	98	12	lean	lean	ADJ
futech-502	98	13	manufacturing	manufacturing	NOUN
futech-502	98	14	tools	tool	NOUN
futech-502	98	15	are	be	AUX
futech-502	98	16	being	be	AUX
futech-502	98	17	applied	apply	VERB
futech-502	98	18	in	in	ADP
futech-502	98	19	production	production	NOUN
futech-502	98	20	lines	line	NOUN
futech-502	98	21	,	,	PUNCT
futech-502	98	22	few	few	ADJ
futech-502	98	23	investigations	investigation	NOUN
futech-502	98	24	have	have	AUX
futech-502	98	25	examined	examine	VERB
futech-502	98	26	the	the	DET
futech-502	98	27	relationships	relationship	NOUN
futech-502	98	28	with	with	ADP
futech-502	98	29	comprehensive	comprehensive	ADJ
futech-502	98	30	sustainability	sustainability	NOUN
futech-502	98	31	dimensions	dimension	NOUN
futech-502	98	32	that	that	PRON
futech-502	98	33	encompass	encompass	VERB
futech-502	98	34	social	social	ADJ
futech-502	98	35	,	,	PUNCT
futech-502	98	36	economic	economic	ADJ
futech-502	98	37	,	,	PUNCT
futech-502	98	38	and	and	CCONJ
futech-502	98	39	environmental	environmental	ADJ
futech-502	98	40	aspects	aspect	NOUN
futech-502	98	41	.	.	PUNCT
futech-502	99	1	research	research	NOUN
futech-502	99	2	gaps	gap	NOUN
futech-502	99	3	identified	identify	VERB
futech-502	99	4	include	include	VERB
futech-502	99	5	the	the	DET
futech-502	99	6	absence	absence	NOUN
futech-502	99	7	of	of	ADP
futech-502	99	8	comprehensive	comprehensive	ADJ
futech-502	99	9	risk	risk	NOUN
futech-502	99	10	taxonomies	taxonomy	NOUN
futech-502	99	11	specific	specific	ADJ
futech-502	99	12	to	to	ADP
futech-502	99	13	ai	ai	ADJ
futech-502	99	14	-	-	PUNCT
futech-502	99	15	lean	lean	ADJ
futech-502	99	16	integration	integration	NOUN
futech-502	99	17	,	,	PUNCT
futech-502	99	18	limited	limited	ADJ
futech-502	99	19	quantification	quantification	NOUN
futech-502	99	20	of	of	ADP
futech-502	99	21	sustainability	sustainability	NOUN
futech-502	99	22	synergies	synergy	NOUN
futech-502	99	23	,	,	PUNCT
futech-502	99	24	and	and	CCONJ
futech-502	99	25	a	a	DET
futech-502	99	26	lack	lack	NOUN
futech-502	99	27	of	of	ADP
futech-502	99	28	longterm	longterm	ADJ
futech-502	99	29	empirical	empirical	ADJ
futech-502	99	30	validation	validation	NOUN
futech-502	99	31	across	across	ADP
futech-502	99	32	multiple	multiple	ADJ
futech-502	99	33	manufacturing	manufacturing	NOUN
futech-502	99	34	contexts	contexts	NOUN
futech-502	99	35	.	.	PUNCT
futech-502	100	1	buer	buer	PROPN
futech-502	101	1	[	[	X
futech-502	101	2	31	31	NUM
futech-502	101	3	]	]	PUNCT
futech-502	101	4	demonstrated	demonstrate	VERB
futech-502	101	5	complementary	complementary	ADJ
futech-502	101	6	effects	effect	NOUN
futech-502	101	7	of	of	ADP
futech-502	101	8	lean	lean	ADJ
futech-502	101	9	manufacturing	manufacturing	NOUN
futech-502	101	10	and	and	CCONJ
futech-502	101	11	digitalization	digitalization	NOUN
futech-502	101	12	on	on	ADP
futech-502	101	13	operational	operational	ADJ
futech-502	101	14	performance	performance	NOUN
futech-502	101	15	.	.	PUNCT
futech-502	102	1	3	3	X
futech-502	102	2	.	.	X
futech-502	102	3	methodology	methodology	NOUN
futech-502	102	4	3.1	3.1	NUM
futech-502	102	5	theoretical	theoretical	ADJ
futech-502	102	6	framework	framework	NOUN
futech-502	102	7	development	development	NOUN
futech-502	102	8	we	we	PRON
futech-502	102	9	developed	develop	VERB
futech-502	102	10	a	a	DET
futech-502	102	11	theoretical	theoretical	ADJ
futech-502	102	12	framework	framework	NOUN
futech-502	102	13	for	for	ADP
futech-502	102	14	ai	ai	ADJ
futech-502	102	15	-	-	PUNCT
futech-502	102	16	lean	lean	ADJ
futech-502	102	17	integration	integration	NOUN
futech-502	102	18	.	.	PUNCT
futech-502	103	1	this	this	DET
futech-502	103	2	framework	framework	NOUN
futech-502	103	3	combines	combine	VERB
futech-502	103	4	proven	prove	VERB
futech-502	103	5	lean	lean	ADJ
futech-502	103	6	principles	principle	NOUN
futech-502	103	7	with	with	ADP
futech-502	103	8	advanced	advanced	ADJ
futech-502	103	9	ai	ai	NOUN
futech-502	103	10	methodologies	methodology	NOUN
futech-502	103	11	.	.	PUNCT
futech-502	104	1	this	this	DET
futech-502	104	2	integration	integration	NOUN
futech-502	104	3	necessitates	necessitate	VERB
futech-502	104	4	careful	careful	ADJ
futech-502	104	5	consideration	consideration	NOUN
futech-502	104	6	of	of	ADP
futech-502	104	7	how	how	SCONJ
futech-502	104	8	traditional	traditional	ADJ
futech-502	104	9	continuous	continuous	ADJ
futech-502	104	10	improvement	improvement	NOUN
futech-502	104	11	paradigms	paradigm	NOUN
futech-502	104	12	can	can	AUX
futech-502	104	13	be	be	AUX
futech-502	104	14	enhanced	enhance	VERB
futech-502	104	15	through	through	ADP
futech-502	104	16	machine	machine	NOUN
futech-502	104	17	learning	learning	NOUN
futech-502	104	18	capabilities	capability	NOUN
futech-502	104	19	while	while	SCONJ
futech-502	104	20	preserving	preserve	VERB
futech-502	104	21	the	the	DET
futech-502	104	22	human	human	ADJ
futech-502	104	23	-	-	PUNCT
futech-502	104	24	centric	centric	ADJ
futech-502	104	25	values	value	NOUN
futech-502	104	26	fundamental	fundamental	ADJ
futech-502	104	27	to	to	PART
futech-502	104	28	lean	lean	VERB
futech-502	104	29	philosophy	philosophy	NOUN
futech-502	104	30	.	.	PUNCT
futech-502	105	1	our	our	PRON
futech-502	105	2	framework	framework	NOUN
futech-502	105	3	construction	construction	NOUN
futech-502	105	4	begins	begin	VERB
futech-502	105	5	with	with	ADP
futech-502	105	6	the	the	DET
futech-502	105	7	mathematical	mathematical	ADJ
futech-502	105	8	formalization	formalization	NOUN
futech-502	105	9	of	of	ADP
futech-502	105	10	lean	lean	ADJ
futech-502	105	11	-	-	PUNCT
futech-502	105	12	ai	ai	NOUN
futech-502	105	13	synergies	synergy	NOUN
futech-502	105	14	,	,	PUNCT
futech-502	105	15	proceeds	proceed	VERB
futech-502	105	16	through	through	ADP
futech-502	105	17	risk	risk	NOUN
futech-502	105	18	categorization	categorization	NOUN
futech-502	105	19	specific	specific	ADJ
futech-502	105	20	to	to	ADP
futech-502	105	21	intelligent	intelligent	ADJ
futech-502	105	22	manufacturing	manufacturing	NOUN
futech-502	105	23	systems	system	NOUN
futech-502	105	24	,	,	PUNCT
futech-502	105	25	and	and	CCONJ
futech-502	105	26	culminates	culminate	VERB
futech-502	105	27	in	in	ADP
futech-502	105	28	a	a	DET
futech-502	105	29	multidimensional	multidimensional	ADJ
futech-502	105	30	sustainability	sustainability	NOUN
futech-502	105	31	assessment	assessment	NOUN
futech-502	105	32	model	model	NOUN
futech-502	105	33	.	.	PUNCT
futech-502	106	1	the	the	DET
futech-502	106	2	integration	integration	NOUN
futech-502	106	3	of	of	ADP
futech-502	106	4	lean	lean	ADJ
futech-502	106	5	principles	principle	NOUN
futech-502	106	6	with	with	ADP
futech-502	106	7	ai	ai	ADJ
futech-502	106	8	-	-	PUNCT
futech-502	106	9	driven	drive	VERB
futech-502	106	10	analytics	analytic	NOUN
futech-502	106	11	represents	represent	VERB
futech-502	106	12	a	a	DET
futech-502	106	13	paradigm	paradigm	NOUN
futech-502	106	14	shift	shift	NOUN
futech-502	106	15	from	from	ADP
futech-502	106	16	reactive	reactive	ADJ
futech-502	106	17	to	to	ADP
futech-502	106	18	predictive	predictive	ADJ
futech-502	106	19	operational	operational	ADJ
futech-502	106	20	management	management	NOUN
futech-502	106	21	.	.	PUNCT
futech-502	107	1	traditional	traditional	ADJ
futech-502	107	2	lean	lean	ADJ
futech-502	107	3	methodologies	methodology	NOUN
futech-502	107	4	focus	focus	VERB
futech-502	107	5	on	on	ADP
futech-502	107	6	waste	waste	NOUN
futech-502	107	7	elimination	elimination	NOUN
futech-502	107	8	through	through	ADP
futech-502	107	9	visual	visual	ADJ
futech-502	107	10	management	management	NOUN
futech-502	107	11	and	and	CCONJ
futech-502	107	12	standardized	standardized	ADJ
futech-502	107	13	work	work	NOUN
futech-502	107	14	.	.	PUNCT
futech-502	108	1	the	the	DET
futech-502	108	2	traditional	traditional	ADJ
futech-502	108	3	value	value	NOUN
futech-502	108	4	stream	stream	NOUN
futech-502	108	5	efficiency	efficiency	NOUN
futech-502	108	6	(	(	PUNCT
futech-502	108	7	vse	vse	NOUN
futech-502	108	8	)	)	PUNCT
futech-502	108	9	formula	formula	NOUN
futech-502	108	10	:	:	PUNCT
futech-502	108	11	ηvsm	ηvsm	NOUN
futech-502	108	12	=	=	NOUN
futech-502	108	13	value	value	NOUN
futech-502	108	14	-	-	PUNCT
futech-502	108	15	added	add	VERB
futech-502	108	16	time	time	NOUN
futech-502	108	17	(	(	PUNCT
futech-502	108	18	vat)/total	vat)/total	ADJ
futech-502	108	19	lead	lead	ADJ
futech-502	108	20	time	time	NOUN
futech-502	108	21	(	(	PUNCT
futech-502	108	22	lt	lt	NOUN
futech-502	108	23	)	)	PUNCT
futech-502	108	24	[	[	X
futech-502	108	25	32	32	NUM
futech-502	108	26	]	]	PUNCT
futech-502	108	27	.	.	PUNCT
futech-502	109	1	while	while	SCONJ
futech-502	109	2	ai	ai	VERB
futech-502	109	3	introduces	introduce	NOUN
futech-502	109	4	capabilities	capability	NOUN
futech-502	109	5	for	for	ADP
futech-502	109	6	pattern	pattern	NOUN
futech-502	109	7	recognition	recognition	NOUN
futech-502	109	8	and	and	CCONJ
futech-502	109	9	optimization	optimization	NOUN
futech-502	109	10	at	at	ADP
futech-502	109	11	scales	scale	NOUN
futech-502	109	12	beyond	beyond	ADP
futech-502	109	13	human	human	ADJ
futech-502	109	14	cognitive	cognitive	ADJ
futech-502	109	15	capacity	capacity	NOUN
futech-502	109	16	.	.	PUNCT
futech-502	110	1	we	we	PRON
futech-502	110	2	propose	propose	VERB
futech-502	110	3	an	an	DET
futech-502	110	4	enhanced	enhance	VERB
futech-502	110	5	value	value	NOUN
futech-502	110	6	stream	stream	NOUN
futech-502	110	7	efficiency	efficiency	NOUN
futech-502	110	8	model	model	NOUN
futech-502	110	9	that	that	PRON
futech-502	110	10	incorporates	incorporate	VERB
futech-502	110	11	ai	ai	VERB
futech-502	110	12	optimization	optimization	NOUN
futech-502	110	13	factors	factor	NOUN
futech-502	110	14	:	:	PUNCT
futech-502	110	15	𝑉𝑆𝐸𝐴𝐼	𝑉𝑆𝐸𝐴𝐼	PROPN
futech-502	110	16	=	=	SYM
futech-502	110	17	𝑉𝐴𝑇	𝑉𝐴𝑇	PROPN
futech-502	110	18	𝐿𝑇	𝐿𝑇	PROPN
futech-502	110	19	×	×	NOUN
futech-502	110	20	(	(	PUNCT
futech-502	110	21	1	1	NUM
futech-502	110	22	+	+	CCONJ
futech-502	110	23	𝛾	𝛾	NOUN
futech-502	110	24	)	)	PUNCT
futech-502	110	25	×	×	NOUN
futech-502	111	1	𝜃	𝜃	NUM
futech-502	111	2	×	×	NOUN
futech-502	111	3	𝜙	𝜙	X
futech-502	111	4	(	(	PUNCT
futech-502	111	5	1	1	NUM
futech-502	111	6	)	)	PUNCT
futech-502	111	7	where	where	SCONJ
futech-502	111	8	𝑉𝑆𝐸𝐴𝐼	𝑉𝑆𝐸𝐴𝐼	NOUN
futech-502	111	9	denotes	denote	VERB
futech-502	111	10	the	the	DET
futech-502	111	11	ai	ai	ADV
futech-502	111	12	-	-	PUNCT
futech-502	111	13	enhanced	enhance	VERB
futech-502	111	14	value	value	NOUN
futech-502	111	15	stream	stream	NOUN
futech-502	111	16	efficiency	efficiency	NOUN
futech-502	111	17	,	,	PUNCT
futech-502	111	18	vat	vat	NOUN
futech-502	111	19	represents	represent	VERB
futech-502	111	20	value	value	NOUN
futech-502	111	21	-	-	PUNCT
futech-502	111	22	added	add	VERB
futech-502	111	23	time	time	NOUN
futech-502	111	24	in	in	ADP
futech-502	111	25	the	the	DET
futech-502	111	26	production	production	NOUN
futech-502	111	27	process	process	NOUN
futech-502	111	28	,	,	PUNCT
futech-502	111	29	lt	lt	PROPN
futech-502	111	30	indicates	indicate	VERB
futech-502	111	31	total	total	ADJ
futech-502	111	32	lead	lead	ADJ
futech-502	111	33	time	time	NOUN
futech-502	111	34	including	include	VERB
futech-502	111	35	processing	processing	NOUN
futech-502	111	36	and	and	CCONJ
futech-502	111	37	waiting	waiting	NOUN
futech-502	111	38	periods	period	NOUN
futech-502	111	39	,	,	PUNCT
futech-502	111	40	𝛾	𝛾	PROPN
futech-502	111	41	is	be	AUX
futech-502	111	42	the	the	DET
futech-502	111	43	ai	ai	ADJ
futech-502	111	44	-	-	PUNCT
futech-502	111	45	driven	drive	VERB
futech-502	111	46	improvement	improvement	NOUN
futech-502	111	47	factor	factor	NOUN
futech-502	111	48	ranging	range	VERB
futech-502	111	49	from	from	ADP
futech-502	111	50	0	0	NUM
futech-502	111	51	to	to	ADP
futech-502	111	52	0.8	0.8	NUM
futech-502	111	53	,	,	PUNCT
futech-502	111	54	𝜃	𝜃	PRON
futech-502	111	55	represents	represent	VERB
futech-502	111	56	the	the	DET
futech-502	111	57	data	datum	NOUN
futech-502	111	58	quality	quality	NOUN
futech-502	111	59	coefficient	coefficient	NOUN
futech-502	111	60	(	(	PUNCT
futech-502	111	61	0	0	NUM
futech-502	111	62	to	to	PART
futech-502	111	63	1	1	NUM
futech-502	111	64	)	)	PUNCT
futech-502	111	65	,	,	PUNCT
futech-502	111	66	and	and	CCONJ
futech-502	111	67	𝜙	𝜙	PRON
futech-502	111	68	denotes	denote	VERB
futech-502	111	69	the	the	DET
futech-502	111	70	human	human	NOUN
futech-502	111	71	-	-	PUNCT
futech-502	111	72	ai	ai	NOUN
futech-502	111	73	collaboration	collaboration	NOUN
futech-502	111	74	effectiveness	effectiveness	NOUN
futech-502	111	75	factor	factor	NOUN
futech-502	111	76	(	(	PUNCT
futech-502	111	77	0.5	0.5	NUM
futech-502	111	78	to	to	ADP
futech-502	111	79	1.5	1.5	NUM
futech-502	111	80	)	)	PUNCT
futech-502	111	81	.	.	PUNCT
futech-502	112	1	the	the	DET
futech-502	112	2	ai	ai	ADJ
futech-502	112	3	-	-	PUNCT
futech-502	112	4	driven	drive	VERB
futech-502	112	5	improvement	improvement	NOUN
futech-502	112	6	factor	factor	NOUN
futech-502	112	7	𝛾	𝛾	AUX
futech-502	112	8	captures	capture	VERB
futech-502	112	9	the	the	DET
futech-502	112	10	incremental	incremental	ADJ
futech-502	112	11	efficiency	efficiency	NOUN
futech-502	112	12	gains	gain	NOUN
futech-502	112	13	achieved	achieve	VERB
futech-502	112	14	through	through	ADP
futech-502	112	15	machine	machine	NOUN
futech-502	112	16	learning	learning	NOUN
futech-502	112	17	applications	application	NOUN
futech-502	112	18	[	[	X
futech-502	112	19	33	33	NUM
futech-502	112	20	]	]	PUNCT
futech-502	112	21	and	and	CCONJ
futech-502	112	22	is	be	AUX
futech-502	112	23	calculated	calculate	VERB
futech-502	112	24	through	through	ADP
futech-502	112	25	the	the	DET
futech-502	112	26	weighted	weight	VERB
futech-502	112	27	sum	sum	NOUN
futech-502	112	28	across	across	ADP
futech-502	112	29	k=1	k=1	PROPN
futech-502	112	30	to	to	ADP
futech-502	112	31	5	5	NUM
futech-502	112	32	dimensions	dimension	NOUN
futech-502	112	33	:	:	PUNCT
futech-502	112	34	𝛾	𝛾	X
futech-502	112	35	=	=	PUNCT
futech-502	112	36	∑	∑	PUNCT
futech-502	112	37	𝛼𝑘	𝛼𝑘	ADV
futech-502	112	38	5	5	NUM
futech-502	112	39	𝑘=1	𝑘=1	NOUN
futech-502	112	40	×	×	NOUN
futech-502	112	41	𝛽𝑘	𝛽𝑘	ADP
futech-502	112	42	×	×	NOUN
futech-502	112	43	(	(	PUNCT
futech-502	112	44	1	1	NUM
futech-502	112	45	−	−	NOUN
futech-502	112	46	𝑒−𝜆𝑘𝑡	𝑒−𝜆𝑘𝑡	ADJ
futech-502	112	47	)	)	PUNCT
futech-502	112	48	(	(	PUNCT
futech-502	112	49	2	2	X
futech-502	112	50	)	)	PUNCT
futech-502	112	51	where	where	SCONJ
futech-502	112	52	𝛼𝑘	𝛼𝑘	PRON
futech-502	112	53	represents	represent	VERB
futech-502	112	54	the	the	DET
futech-502	112	55	potential	potential	ADJ
futech-502	112	56	improvement	improvement	NOUN
futech-502	112	57	in	in	ADP
futech-502	112	58	lean	lean	ADJ
futech-502	112	59	waste	waste	NOUN
futech-502	112	60	category	category	NOUN
futech-502	112	61	k	k	PROPN
futech-502	113	1	(	(	PUNCT
futech-502	113	2	overproduction	overproduction	NOUN
futech-502	113	3	,	,	PUNCT
futech-502	113	4	waiting	waiting	NOUN
futech-502	113	5	,	,	PUNCT
futech-502	113	6	transport	transport	NOUN
futech-502	113	7	,	,	PUNCT
futech-502	113	8	c.	c.	PROPN
futech-502	113	9	tsai	tsai	PROPN
futech-502	114	1	et	et	PROPN
futech-502	114	2	al	al	PROPN
futech-502	114	3	.	.	PROPN
futech-502	114	4	/future	/future	PUNCT
futech-502	114	5	technology	technology	PROPN
futech-502	114	6	november	november	PROPN
futech-502	114	7	2025|	2025|	NUM
futech-502	114	8	volume	volume	NOUN
futech-502	114	9	04	04	NUM
futech-502	115	1	|	|	ADV
futech-502	115	2	issue	issue	VERB
futech-502	115	3	04	04	NUM
futech-502	116	1	|	|	CCONJ
futech-502	116	2	pages	page	VERB
futech-502	116	3	267	267	NUM
futech-502	116	4	-	-	SYM
futech-502	116	5	281	281	NUM
futech-502	116	6	270	270	NUM
futech-502	116	7	overprocessing	overprocessing	ADJ
futech-502	116	8	,	,	PUNCT
futech-502	116	9	inventory	inventory	NOUN
futech-502	116	10	)	)	PUNCT
futech-502	116	11	,	,	PUNCT
futech-502	116	12	𝛽𝑘	𝛽𝑘	ADP
futech-502	116	13	denotes	denote	NOUN
futech-502	116	14	the	the	DET
futech-502	116	15	ai	ai	NOUN
futech-502	116	16	applicability	applicability	NOUN
futech-502	116	17	factor	factor	NOUN
futech-502	116	18	for	for	ADP
futech-502	116	19	waste	waste	NOUN
futech-502	116	20	type	type	NOUN
futech-502	116	21	k	k	PROPN
futech-502	116	22	,	,	PUNCT
futech-502	116	23	𝜆𝑘	𝜆𝑘	VERB
futech-502	116	24	is	be	AUX
futech-502	116	25	the	the	DET
futech-502	116	26	learning	learning	NOUN
futech-502	116	27	rate	rate	NOUN
futech-502	116	28	coefficient	coefficient	NOUN
futech-502	116	29	,	,	PUNCT
futech-502	116	30	and	and	CCONJ
futech-502	116	31	t	t	PROPN
futech-502	116	32	represents	represent	VERB
futech-502	116	33	the	the	DET
futech-502	116	34	time	time	NOUN
futech-502	116	35	since	since	SCONJ
futech-502	116	36	ai	ai	VERB
futech-502	116	37	implementation	implementation	NOUN
futech-502	116	38	.	.	PUNCT
futech-502	117	1	1	1	NUM
futech-502	117	2	−	−	NOUN
futech-502	117	3	𝑒−𝜆𝑘𝑡	𝑒−𝜆𝑘𝑡	VERB
futech-502	117	4	is	be	AUX
futech-502	117	5	the	the	DET
futech-502	117	6	index	index	NOUN
futech-502	117	7	convergence	convergence	NOUN
futech-502	117	8	term	term	NOUN
futech-502	117	9	,	,	PUNCT
futech-502	117	10	modelling	model	VERB
futech-502	117	11	the	the	DET
futech-502	117	12	temporal	temporal	ADJ
futech-502	117	13	evolution	evolution	NOUN
futech-502	117	14	of	of	ADP
futech-502	117	15	learning	learning	NOUN
futech-502	117	16	effects	effect	NOUN
futech-502	117	17	.	.	PUNCT
futech-502	118	1	the	the	DET
futech-502	118	2	core	core	ADJ
futech-502	118	3	distinction	distinction	NOUN
futech-502	118	4	between	between	ADP
futech-502	118	5	aienhanced	aienhance	VERB
futech-502	118	6	models	model	NOUN
futech-502	118	7	and	and	CCONJ
futech-502	118	8	traditional	traditional	ADJ
futech-502	118	9	lean	lean	ADJ
futech-502	118	10	efficiency	efficiency	NOUN
futech-502	118	11	assessments	assessment	NOUN
futech-502	118	12	lies	lie	VERB
futech-502	118	13	in	in	ADP
futech-502	118	14	dynamic	dynamic	ADJ
futech-502	118	15	modelling	modelling	NOUN
futech-502	118	16	capabilities	capability	NOUN
futech-502	118	17	.	.	PUNCT
futech-502	119	1	this	this	DET
futech-502	119	2	formulation	formulation	NOUN
futech-502	119	3	introduces	introduce	VERB
futech-502	119	4	learning	learn	VERB
futech-502	119	5	effect	effect	NOUN
futech-502	119	6	modelling	model	VERB
futech-502	119	7	through	through	ADP
futech-502	119	8	the	the	DET
futech-502	119	9	exponential	exponential	ADJ
futech-502	119	10	convergence	convergence	NOUN
futech-502	119	11	term	term	NOUN
futech-502	119	12	1	1	NUM
futech-502	119	13	−	−	NOUN
futech-502	119	14	𝑒−𝜆𝑘𝑡	𝑒−𝜆𝑘𝑡	VERB
futech-502	119	15	,	,	PUNCT
futech-502	119	16	capturing	capture	VERB
futech-502	119	17	the	the	DET
futech-502	119	18	ai	ai	NOUN
futech-502	119	19	system	system	NOUN
futech-502	119	20	's	's	PART
futech-502	119	21	progressive	progressive	ADJ
futech-502	119	22	improvement	improvement	NOUN
futech-502	119	23	trajectory	trajectory	NOUN
futech-502	119	24	over	over	ADP
futech-502	119	25	time	time	NOUN
futech-502	119	26	,	,	PUNCT
futech-502	119	27	whereas	whereas	SCONJ
futech-502	119	28	traditional	traditional	ADJ
futech-502	119	29	lean	lean	ADJ
futech-502	119	30	methods	method	NOUN
futech-502	119	31	rely	rely	VERB
futech-502	119	32	on	on	ADP
futech-502	119	33	static	static	ADJ
futech-502	119	34	efficiency	efficiency	NOUN
futech-502	119	35	level	level	NOUN
futech-502	119	36	assumptions	assumption	NOUN
futech-502	119	37	.	.	PUNCT
futech-502	120	1	simultaneously	simultaneously	ADV
futech-502	120	2	,	,	PUNCT
futech-502	120	3	its	its	PRON
futech-502	120	4	five	five	NUM
futech-502	120	5	-	-	PUNCT
futech-502	120	6	dimensional	dimensional	ADJ
futech-502	120	7	summation	summation	NOUN
futech-502	120	8	structure	structure	NOUN
futech-502	120	9	provides	provide	VERB
futech-502	120	10	a	a	DET
futech-502	120	11	multifaceted	multifaceted	ADJ
futech-502	120	12	comprehensive	comprehensive	ADJ
futech-502	120	13	evaluation	evaluation	NOUN
futech-502	120	14	,	,	PUNCT
futech-502	120	15	offering	offer	VERB
futech-502	120	16	greater	great	ADJ
futech-502	120	17	breadth	breadth	NOUN
futech-502	120	18	than	than	ADP
futech-502	120	19	conventional	conventional	ADJ
futech-502	120	20	singlemetric	singlemetric	NOUN
futech-502	120	21	approaches	approach	NOUN
futech-502	120	22	.	.	PUNCT
futech-502	121	1	the	the	DET
futech-502	121	2	parameterized	parameterized	ADJ
futech-502	121	3	learning	learning	NOUN
futech-502	121	4	rate	rate	NOUN
futech-502	121	5	𝜆𝑘	𝜆𝑘	X
futech-502	121	6	for	for	ADP
futech-502	121	7	each	each	DET
futech-502	121	8	dimension	dimension	NOUN
futech-502	121	9	permits	permit	VERB
futech-502	121	10	heterogeneous	heterogeneous	ADJ
futech-502	121	11	convergence	convergence	NOUN
futech-502	121	12	speeds	speed	NOUN
futech-502	121	13	across	across	ADP
futech-502	121	14	different	different	ADJ
futech-502	121	15	improvement	improvement	NOUN
futech-502	121	16	aspects	aspect	NOUN
futech-502	121	17	,	,	PUNCT
futech-502	121	18	grounded	ground	VERB
futech-502	121	19	in	in	ADP
futech-502	121	20	empirical	empirical	ADJ
futech-502	121	21	observational	observational	ADJ
futech-502	121	22	data	datum	NOUN
futech-502	121	23	rather	rather	ADV
futech-502	121	24	than	than	ADP
futech-502	121	25	uniform	uniform	ADJ
futech-502	121	26	theoretical	theoretical	ADJ
futech-502	121	27	assumptions	assumption	NOUN
futech-502	121	28	.	.	PUNCT
futech-502	122	1	mathematically	mathematically	ADV
futech-502	122	2	,	,	PUNCT
futech-502	122	3	this	this	DET
futech-502	122	4	method	method	NOUN
futech-502	122	5	constitutes	constitute	VERB
futech-502	122	6	a	a	DET
futech-502	122	7	multidimensional	multidimensional	ADJ
futech-502	122	8	extension	extension	NOUN
futech-502	122	9	of	of	ADP
futech-502	122	10	empirical	empirical	ADJ
futech-502	122	11	learning	learning	NOUN
futech-502	122	12	curve	curve	NOUN
futech-502	122	13	models	model	NOUN
futech-502	122	14	,	,	PUNCT
futech-502	122	15	incorporating	incorporate	VERB
futech-502	122	16	temporal	temporal	ADJ
futech-502	122	17	dynamics	dynamic	NOUN
futech-502	122	18	beyond	beyond	ADP
futech-502	122	19	traditional	traditional	ADJ
futech-502	122	20	static	static	ADJ
futech-502	122	21	computations	computation	NOUN
futech-502	122	22	.	.	PUNCT
futech-502	123	1	however	however	ADV
futech-502	123	2	,	,	PUNCT
futech-502	123	3	it	it	PRON
futech-502	123	4	fundamentally	fundamentally	ADV
futech-502	123	5	represents	represent	VERB
futech-502	123	6	a	a	DET
futech-502	123	7	parametric	parametric	ADJ
futech-502	123	8	refinement	refinement	NOUN
futech-502	123	9	of	of	ADP
futech-502	123	10	existing	exist	VERB
futech-502	123	11	lean	lean	ADJ
futech-502	123	12	efficiency	efficiency	NOUN
futech-502	123	13	assessment	assessment	NOUN
futech-502	123	14	approaches	approach	VERB
futech-502	123	15	rather	rather	ADV
futech-502	123	16	than	than	ADP
futech-502	123	17	a	a	DET
futech-502	123	18	foundational	foundational	ADJ
futech-502	123	19	theoretical	theoretical	ADJ
futech-502	123	20	breakthrough	breakthrough	NOUN
futech-502	123	21	.	.	PUNCT
futech-502	124	1	based	base	VERB
futech-502	124	2	on	on	ADP
futech-502	124	3	12	12	NUM
futech-502	124	4	months	month	NOUN
futech-502	124	5	of	of	ADP
futech-502	124	6	manufacturing	manufacturing	NOUN
futech-502	124	7	site	site	NOUN
futech-502	124	8	validation	validation	NOUN
futech-502	124	9	,	,	PUNCT
futech-502	124	10	this	this	DET
futech-502	124	11	modeling	modeling	NOUN
futech-502	124	12	approach	approach	NOUN
futech-502	124	13	demonstrated	demonstrate	VERB
futech-502	124	14	significant	significant	ADJ
futech-502	124	15	improvements	improvement	NOUN
futech-502	124	16	over	over	ADP
futech-502	124	17	traditional	traditional	ADJ
futech-502	124	18	lean	lean	ADJ
futech-502	124	19	efficiency	efficiency	NOUN
futech-502	124	20	assessments	assessment	NOUN
futech-502	124	21	across	across	ADP
futech-502	124	22	three	three	NUM
futech-502	124	23	manufacturing	manufacturing	NOUN
futech-502	124	24	plants	plant	NOUN
futech-502	124	25	:	:	PUNCT
futech-502	124	26	predictive	predictive	ADJ
futech-502	124	27	accuracy	accuracy	NOUN
futech-502	124	28	increased	increase	VERB
futech-502	124	29	from	from	ADP
futech-502	124	30	78	78	NUM
futech-502	124	31	%	%	NOUN
futech-502	124	32	using	use	VERB
futech-502	124	33	conventional	conventional	ADJ
futech-502	124	34	methods	method	NOUN
futech-502	124	35	to	to	ADP
futech-502	124	36	89	89	NUM
futech-502	124	37	%	%	NOUN
futech-502	124	38	,	,	PUNCT
futech-502	124	39	while	while	SCONJ
futech-502	124	40	response	response	NOUN
futech-502	124	41	times	time	NOUN
futech-502	124	42	were	be	AUX
futech-502	124	43	reduced	reduce	VERB
futech-502	124	44	from	from	ADP
futech-502	124	45	several	several	ADJ
futech-502	124	46	hours	hour	NOUN
futech-502	124	47	for	for	ADP
futech-502	124	48	manual	manual	ADJ
futech-502	124	49	evaluations	evaluation	NOUN
futech-502	124	50	to	to	ADP
futech-502	124	51	real	real	ADJ
futech-502	124	52	-	-	PUNCT
futech-502	124	53	time	time	NOUN
futech-502	124	54	computation	computation	NOUN
futech-502	124	55	.	.	PUNCT
futech-502	125	1	however	however	ADV
futech-502	125	2	,	,	PUNCT
futech-502	125	3	the	the	DET
futech-502	125	4	method	method	NOUN
futech-502	125	5	requires	require	VERB
futech-502	125	6	a	a	DET
futech-502	125	7	minimum	minimum	NOUN
futech-502	125	8	of	of	ADP
futech-502	125	9	six	six	NUM
futech-502	125	10	months	month	NOUN
futech-502	125	11	'	'	PART
futech-502	125	12	historical	historical	ADJ
futech-502	125	13	data	datum	NOUN
futech-502	125	14	for	for	ADP
futech-502	125	15	parameter	parameter	NOUN
futech-502	125	16	𝜆𝑘	𝜆𝑘	PROPN
futech-502	125	17	calibration	calibration	NOUN
futech-502	125	18	to	to	PART
futech-502	125	19	operate	operate	VERB
futech-502	125	20	effectively	effectively	ADV
futech-502	125	21	.	.	PUNCT
futech-502	126	1	the	the	DET
futech-502	126	2	practical	practical	ADJ
futech-502	126	3	efficacy	efficacy	NOUN
futech-502	126	4	of	of	ADP
futech-502	126	5	this	this	DET
futech-502	126	6	mathematical	mathematical	ADJ
futech-502	126	7	extension	extension	NOUN
futech-502	126	8	is	be	AUX
futech-502	126	9	highly	highly	ADV
futech-502	126	10	contingent	contingent	ADJ
futech-502	126	11	upon	upon	SCONJ
futech-502	126	12	the	the	DET
futech-502	126	13	digital	digital	ADJ
futech-502	126	14	maturity	maturity	NOUN
futech-502	126	15	of	of	ADP
futech-502	126	16	the	the	DET
futech-502	126	17	manufacturing	manufacturing	NOUN
futech-502	126	18	environment	environment	NOUN
futech-502	126	19	and	and	CCONJ
futech-502	126	20	the	the	DET
futech-502	126	21	caliber	caliber	NOUN
futech-502	126	22	of	of	ADP
futech-502	126	23	available	available	ADJ
futech-502	126	24	data	datum	NOUN
futech-502	126	25	.	.	PUNCT
futech-502	127	1	in	in	ADP
futech-502	127	2	settings	setting	NOUN
futech-502	127	3	with	with	ADP
futech-502	127	4	inadequate	inadequate	ADJ
futech-502	127	5	digital	digital	ADJ
futech-502	127	6	infrastructure	infrastructure	NOUN
futech-502	127	7	or	or	CCONJ
futech-502	127	8	limited	limited	ADJ
futech-502	127	9	data	datum	NOUN
futech-502	127	10	acquisition	acquisition	NOUN
futech-502	127	11	capabilities	capability	NOUN
futech-502	127	12	,	,	PUNCT
futech-502	127	13	its	its	PRON
futech-502	127	14	advantages	advantage	NOUN
futech-502	127	15	over	over	ADP
futech-502	127	16	conventional	conventional	ADJ
futech-502	127	17	methods	method	NOUN
futech-502	127	18	may	may	AUX
futech-502	127	19	be	be	AUX
futech-502	127	20	markedly	markedly	ADV
futech-502	127	21	diminished	diminish	VERB
futech-502	127	22	or	or	CCONJ
futech-502	127	23	even	even	ADV
futech-502	127	24	negligible	negligible	ADJ
futech-502	127	25	.	.	PUNCT
futech-502	128	1	consequently	consequently	ADV
futech-502	128	2	,	,	PUNCT
futech-502	128	3	its	its	PRON
futech-502	128	4	applicability	applicability	NOUN
futech-502	128	5	is	be	AUX
futech-502	128	6	subject	subject	ADJ
futech-502	128	7	to	to	ADP
futech-502	128	8	clear	clear	ADJ
futech-502	128	9	technical	technical	ADJ
futech-502	128	10	and	and	CCONJ
futech-502	128	11	environmental	environmental	ADJ
futech-502	128	12	constraints	constraint	NOUN
futech-502	128	13	.	.	PUNCT
futech-502	129	1	as	as	SCONJ
futech-502	129	2	illustrated	illustrate	VERB
futech-502	129	3	in	in	ADP
futech-502	129	4	figure	figure	NOUN
futech-502	129	5	1	1	NUM
futech-502	129	6	,	,	PUNCT
futech-502	129	7	the	the	DET
futech-502	129	8	integrated	integrate	VERB
futech-502	129	9	framework	framework	NOUN
futech-502	129	10	creates	create	VERB
futech-502	129	11	synergistic	synergistic	ADJ
futech-502	129	12	value	value	NOUN
futech-502	129	13	through	through	ADP
futech-502	129	14	the	the	DET
futech-502	129	15	convergence	convergence	NOUN
futech-502	129	16	of	of	ADP
futech-502	129	17	traditional	traditional	ADJ
futech-502	129	18	lean	lean	ADJ
futech-502	129	19	methodologies	methodology	NOUN
futech-502	129	20	and	and	CCONJ
futech-502	129	21	ai	ai	VERB
futech-502	129	22	capabilities	capability	NOUN
futech-502	129	23	.	.	PUNCT
futech-502	130	1	this	this	DET
futech-502	130	2	framework	framework	NOUN
futech-502	130	3	validates	validate	VERB
futech-502	130	4	the	the	DET
futech-502	130	5	core	core	NOUN
futech-502	130	6	research	research	NOUN
futech-502	130	7	hypothesis	hypothesis	NOUN
futech-502	130	8	across	across	ADP
futech-502	130	9	three	three	NUM
futech-502	130	10	tiers	tier	NOUN
futech-502	130	11	.	.	PUNCT
futech-502	131	1	the	the	DET
futech-502	131	2	traditional	traditional	ADJ
futech-502	131	3	lean	lean	ADJ
futech-502	131	4	layer	layer	NOUN
futech-502	131	5	(	(	PUNCT
futech-502	131	6	value	value	NOUN
futech-502	131	7	stream	stream	NOUN
futech-502	131	8	mapping	mapping	NOUN
futech-502	131	9	,	,	PUNCT
futech-502	131	10	5s	5s	NUM
futech-502	131	11	visual	visual	ADJ
futech-502	131	12	management	management	NOUN
futech-502	131	13	,	,	PUNCT
futech-502	131	14	continuous	continuous	ADJ
futech-502	131	15	flow	flow	NOUN
futech-502	131	16	,	,	PUNCT
futech-502	131	17	standardized	standardized	ADJ
futech-502	131	18	work	work	NOUN
futech-502	131	19	,	,	PUNCT
futech-502	131	20	improvement	improvement	NOUN
futech-502	131	21	culture	culture	NOUN
futech-502	131	22	)	)	PUNCT
futech-502	131	23	preserves	preserve	VERB
futech-502	131	24	fundamental	fundamental	ADJ
futech-502	131	25	lean	lean	ADJ
futech-502	131	26	production	production	NOUN
futech-502	131	27	principles	principle	NOUN
futech-502	131	28	.	.	PUNCT
futech-502	132	1	the	the	DET
futech-502	132	2	aiaugmented	aiaugmente	VERB
futech-502	132	3	layer	layer	NOUN
futech-502	132	4	(	(	PUNCT
futech-502	132	5	predictive	predictive	ADJ
futech-502	132	6	analytics	analytic	NOUN
futech-502	132	7	,	,	PUNCT
futech-502	132	8	computer	computer	NOUN
futech-502	132	9	vision	vision	NOUN
futech-502	132	10	quality	quality	NOUN
futech-502	132	11	control	control	NOUN
futech-502	132	12	,	,	PUNCT
futech-502	132	13	process	process	NOUN
futech-502	132	14	mining	mining	NOUN
futech-502	132	15	,	,	PUNCT
futech-502	132	16	optimization	optimization	NOUN
futech-502	132	17	algorithms	algorithm	NOUN
futech-502	132	18	,	,	PUNCT
futech-502	132	19	machine	machine	NOUN
futech-502	132	20	learning	learning	NOUN
futech-502	132	21	)	)	PUNCT
futech-502	132	22	delivers	deliver	VERB
futech-502	132	23	intelligent	intelligent	ADJ
futech-502	132	24	analytical	analytical	ADJ
futech-502	132	25	capabilities	capability	NOUN
futech-502	132	26	.	.	PUNCT
futech-502	133	1	while	while	SCONJ
futech-502	133	2	the	the	DET
futech-502	133	3	synergistic	synergistic	ADJ
futech-502	133	4	integration	integration	NOUN
futech-502	133	5	zone	zone	NOUN
futech-502	133	6	(	(	PUNCT
futech-502	133	7	data	data	NOUN
futech-502	133	8	-	-	PUNCT
futech-502	133	9	driven	drive	VERB
futech-502	133	10	improvement	improvement	NOUN
futech-502	133	11	,	,	PUNCT
futech-502	133	12	ai	ai	AUX
futech-502	133	13	-	-	PUNCT
futech-502	133	14	enhanced	enhance	VERB
futech-502	133	15	vsm	vsm	PROPN
futech-502	133	16	,	,	PUNCT
futech-502	133	17	predictive	predictive	ADJ
futech-502	133	18	maintenance	maintenance	NOUN
futech-502	133	19	)	)	PUNCT
futech-502	133	20	achieves	achieve	VERB
futech-502	133	21	its	its	PRON
futech-502	133	22	organic	organic	ADJ
futech-502	133	23	combination	combination	NOUN
futech-502	133	24	.	.	PUNCT
futech-502	134	1	the	the	DET
futech-502	134	2	enhanced	enhance	VERB
futech-502	134	3	manufacturing	manufacturing	NOUN
futech-502	134	4	performance	performance	NOUN
futech-502	134	5	formula	formula	NOUN
futech-502	134	6	(	(	PUNCT
futech-502	134	7	1	1	X
futech-502	134	8	)	)	PUNCT
futech-502	134	9	directly	directly	ADV
futech-502	134	10	quantifies	quantify	VERB
futech-502	134	11	this	this	DET
futech-502	134	12	synergy	synergy	NOUN
futech-502	134	13	.	.	PUNCT
futech-502	135	1	the	the	DET
futech-502	135	2	prominent	prominent	ADJ
futech-502	135	3	role	role	NOUN
futech-502	135	4	of	of	ADP
futech-502	135	5	the	the	DET
futech-502	135	6	human	human	ADJ
futech-502	135	7	-	-	PUNCT
futech-502	135	8	machine	machine	NOUN
futech-502	135	9	collaboration	collaboration	NOUN
futech-502	135	10	factor	factor	NOUN
futech-502	135	11	φ	φ	PROPN
futech-502	135	12	underscores	underscore	VERB
futech-502	135	13	the	the	DET
futech-502	135	14	study	study	NOUN
futech-502	135	15	's	's	PART
futech-502	135	16	key	key	ADJ
futech-502	135	17	argument	argument	NOUN
futech-502	135	18	that	that	SCONJ
futech-502	135	19	human	human	ADJ
futech-502	135	20	-	-	PUNCT
futech-502	135	21	machine	machine	NOUN
futech-502	135	22	collaboration	collaboration	NOUN
futech-502	135	23	is	be	AUX
futech-502	135	24	pivotal	pivotal	ADJ
futech-502	135	25	to	to	ADP
futech-502	135	26	the	the	DET
futech-502	135	27	system	system	NOUN
futech-502	135	28	's	's	PART
futech-502	135	29	success	success	NOUN
futech-502	135	30	.	.	PUNCT
futech-502	136	1	the	the	DET
futech-502	136	2	human	human	NOUN
futech-502	136	3	-	-	PUNCT
futech-502	136	4	ai	ai	NOUN
futech-502	136	5	collaboration	collaboration	NOUN
futech-502	136	6	factor	factor	NOUN
futech-502	136	7	𝜙	𝜙	PROPN
futech-502	136	8	plays	play	VERB
futech-502	136	9	a	a	DET
futech-502	136	10	crucial	crucial	ADJ
futech-502	136	11	role	role	NOUN
futech-502	136	12	in	in	ADP
futech-502	136	13	determining	determine	VERB
futech-502	136	14	overall	overall	ADJ
futech-502	136	15	system	system	NOUN
futech-502	136	16	effectiveness	effectiveness	NOUN
futech-502	136	17	[	[	X
futech-502	136	18	34	34	NUM
futech-502	136	19	]	]	PUNCT
futech-502	136	20	and	and	CCONJ
futech-502	136	21	is	be	AUX
futech-502	136	22	modeled	model	VERB
futech-502	136	23	as	as	ADP
futech-502	136	24	:	:	PUNCT
futech-502	136	25	𝜙	𝜙	NOUN
futech-502	136	26	=	=	SYM
futech-502	136	27	0.5	0.5	NUM
futech-502	136	28	+	+	NUM
futech-502	136	29	0.5	0.5	NUM
futech-502	136	30	×	×	NOUN
futech-502	136	31	tanh(𝑘	tanh(𝑘	PROPN
futech-502	136	32	×	×	NOUN
futech-502	136	33	(	(	PUNCT
futech-502	136	34	𝑇	𝑇	PROPN
futech-502	136	35	+	+	CCONJ
futech-502	136	36	𝐸	𝐸	PROPN
futech-502	136	37	+	+	CCONJ
futech-502	136	38	𝐴	𝐴	PROPN
futech-502	136	39	−	−	PROPN
futech-502	136	40	1.5	1.5	NUM
futech-502	136	41	)	)	PUNCT
futech-502	136	42	)	)	PUNCT
futech-502	137	1	(	(	PUNCT
futech-502	137	2	3	3	X
futech-502	137	3	)	)	PUNCT
futech-502	137	4	where	where	SCONJ
futech-502	137	5	𝑇	𝑇	PROPN
futech-502	137	6	represents	represent	VERB
futech-502	137	7	the	the	DET
futech-502	137	8	trust	trust	NOUN
futech-502	137	9	level	level	NOUN
futech-502	137	10	in	in	ADP
futech-502	137	11	ai	ai	PROPN
futech-502	137	12	systems	system	NOUN
futech-502	137	13	(	(	PUNCT
futech-502	137	14	0	0	NUM
futech-502	137	15	-	-	SYM
futech-502	137	16	1	1	NUM
futech-502	137	17	)	)	PUNCT
futech-502	137	18	,	,	PUNCT
futech-502	137	19	𝐸	𝐸	PROPN
futech-502	137	20	denotes	denote	VERB
futech-502	137	21	employee	employee	NOUN
futech-502	137	22	engagement	engagement	NOUN
futech-502	137	23	with	with	ADP
futech-502	137	24	ai	ai	ADJ
futech-502	137	25	tools	tool	NOUN
futech-502	137	26	(	(	PUNCT
futech-502	137	27	0	0	NUM
futech-502	137	28	-	-	SYM
futech-502	137	29	1	1	NUM
futech-502	137	30	)	)	PUNCT
futech-502	137	31	,	,	PUNCT
futech-502	137	32	𝐴	𝐴	PROPN
futech-502	137	33	indicates	indicate	VERB
futech-502	137	34	the	the	DET
futech-502	137	35	adequacy	adequacy	NOUN
futech-502	137	36	of	of	ADP
futech-502	137	37	ai	ai	PRON
futech-502	137	38	training	training	NOUN
futech-502	137	39	programs	program	NOUN
futech-502	137	40	(	(	PUNCT
futech-502	137	41	0	0	NUM
futech-502	137	42	-	-	SYM
futech-502	137	43	1	1	NUM
futech-502	137	44	)	)	PUNCT
futech-502	137	45	,	,	PUNCT
futech-502	137	46	and	and	CCONJ
futech-502	137	47	𝑘	𝑘	PRON
futech-502	137	48	is	be	AUX
futech-502	137	49	a	a	DET
futech-502	137	50	scaling	scale	VERB
futech-502	137	51	constant	constant	ADJ
futech-502	137	52	typically	typically	ADV
futech-502	137	53	set	set	VERB
futech-502	137	54	to	to	ADP
futech-502	137	55	2	2	NUM
futech-502	137	56	.	.	NOUN
futech-502	137	57	1.5	1.5	NUM
futech-502	137	58	is	be	AUX
futech-502	137	59	the	the	DET
futech-502	137	60	threshold	threshold	NOUN
futech-502	137	61	parameter	parameter	NOUN
futech-502	137	62	,	,	PUNCT
futech-502	137	63	when	when	SCONJ
futech-502	137	64	the	the	DET
futech-502	137	65	sum	sum	NOUN
futech-502	137	66	of	of	ADP
futech-502	137	67	t	t	PROPN
futech-502	137	68	,	,	PUNCT
futech-502	137	69	e	e	PROPN
futech-502	137	70	and	and	CCONJ
futech-502	137	71	a	a	DET
futech-502	137	72	exceeds	exceed	NOUN
futech-502	137	73	1.5	1.5	NUM
futech-502	137	74	,	,	PUNCT
futech-502	137	75	the	the	DET
futech-502	137	76	collaborative	collaborative	ADJ
futech-502	137	77	effect	effect	NOUN
futech-502	137	78	begins	begin	VERB
futech-502	137	79	to	to	PART
futech-502	137	80	increase	increase	VERB
futech-502	137	81	significantly	significantly	ADV
futech-502	137	82	.	.	PUNCT
futech-502	138	1	figure	figure	VERB
futech-502	138	2	1	1	NUM
futech-502	138	3	.	.	PUNCT
futech-502	138	4	integrated	integrate	VERB
futech-502	138	5	lean	lean	ADJ
futech-502	138	6	-	-	PUNCT
futech-502	138	7	ai	ai	NOUN
futech-502	138	8	framework	framework	NOUN
futech-502	138	9	for	for	ADP
futech-502	138	10	manufacturing	manufacturing	NOUN
futech-502	138	11	excellence	excellence	PROPN
futech-502	138	12	c.	c.	PROPN
futech-502	138	13	tsai	tsai	PROPN
futech-502	138	14	et	et	PROPN
futech-502	138	15	al	al	PROPN
futech-502	138	16	.	.	PROPN
futech-502	138	17	/future	/future	PUNCT
futech-502	138	18	technology	technology	PROPN
futech-502	138	19	november	november	PROPN
futech-502	138	20	2025|	2025|	NUM
futech-502	139	1	volume	volume	NOUN
futech-502	139	2	04	04	NUM
futech-502	140	1	|	|	ADV
futech-502	140	2	issue	issue	VERB
futech-502	140	3	04	04	NUM
futech-502	141	1	|	|	CCONJ
futech-502	141	2	pages	page	VERB
futech-502	141	3	267	267	NUM
futech-502	141	4	-	-	SYM
futech-502	141	5	281	281	NUM
futech-502	141	6	271	271	NUM
futech-502	141	7	this	this	DET
futech-502	141	8	formula	formula	NOUN
futech-502	141	9	employs	employ	VERB
futech-502	141	10	the	the	DET
futech-502	141	11	hyperbolic	hyperbolic	ADJ
futech-502	141	12	tangent	tangent	NOUN
futech-502	141	13	function	function	NOUN
futech-502	141	14	(	(	PUNCT
futech-502	141	15	tanh	tanh	NOUN
futech-502	141	16	)	)	PUNCT
futech-502	141	17	to	to	PART
futech-502	141	18	model	model	VERB
futech-502	141	19	the	the	DET
futech-502	141	20	nonlinear	nonlinear	ADJ
futech-502	141	21	characteristics	characteristic	NOUN
futech-502	141	22	of	of	ADP
futech-502	141	23	human	human	ADJ
futech-502	141	24	-	-	PUNCT
futech-502	141	25	machine	machine	NOUN
futech-502	141	26	collaboration	collaboration	NOUN
futech-502	141	27	,	,	PUNCT
futech-502	141	28	yielding	yield	VERB
futech-502	141	29	an	an	DET
futech-502	141	30	output	output	NOUN
futech-502	141	31	range	range	NOUN
futech-502	141	32	approximately	approximately	ADV
futech-502	141	33	between	between	ADP
futech-502	141	34	[	[	X
futech-502	141	35	0,1	0,1	NUM
futech-502	141	36	]	]	PUNCT
futech-502	141	37	.	.	PUNCT
futech-502	142	1	when	when	SCONJ
futech-502	142	2	the	the	DET
futech-502	142	3	sum	sum	NOUN
futech-502	142	4	of	of	ADP
futech-502	142	5	the	the	DET
futech-502	142	6	three	three	NUM
futech-502	142	7	input	input	NOUN
futech-502	142	8	variables	variable	NOUN
futech-502	142	9	is	be	AUX
futech-502	142	10	low	low	ADJ
futech-502	142	11	,	,	PUNCT
futech-502	142	12	the	the	DET
futech-502	142	13	collaboration	collaboration	NOUN
futech-502	142	14	factor	factor	NOUN
futech-502	142	15	approaches	approach	VERB
futech-502	142	16	0.5	0.5	NUM
futech-502	142	17	(	(	PUNCT
futech-502	142	18	neutral	neutral	ADJ
futech-502	142	19	state	state	NOUN
futech-502	142	20	)	)	PUNCT
futech-502	142	21	;	;	PUNCT
futech-502	142	22	when	when	SCONJ
futech-502	142	23	the	the	DET
futech-502	142	24	sum	sum	NOUN
futech-502	142	25	of	of	ADP
futech-502	142	26	the	the	DET
futech-502	142	27	input	input	NOUN
futech-502	142	28	variables	variable	NOUN
futech-502	142	29	is	be	AUX
futech-502	142	30	high	high	ADJ
futech-502	142	31	,	,	PUNCT
futech-502	142	32	the	the	DET
futech-502	142	33	collaboration	collaboration	NOUN
futech-502	142	34	factor	factor	NOUN
futech-502	142	35	gradually	gradually	ADV
futech-502	142	36	approaches	approach	VERB
futech-502	142	37	1	1	NUM
futech-502	142	38	(	(	PUNCT
futech-502	142	39	optimal	optimal	ADJ
futech-502	142	40	collaboration	collaboration	NOUN
futech-502	142	41	state	state	NOUN
futech-502	142	42	)	)	PUNCT
futech-502	142	43	.	.	PUNCT
futech-502	143	1	this	this	DET
futech-502	143	2	s	s	NOUN
futech-502	143	3	-	-	PUNCT
futech-502	143	4	shaped	shape	VERB
futech-502	143	5	curve	curve	NOUN
futech-502	143	6	characteristic	characteristic	ADJ
futech-502	143	7	aligns	align	VERB
futech-502	143	8	with	with	ADP
futech-502	143	9	the	the	DET
futech-502	143	10	observed	observe	VERB
futech-502	143	11	critical	critical	ADJ
futech-502	143	12	point	point	NOUN
futech-502	143	13	effect	effect	NOUN
futech-502	143	14	in	in	ADP
futech-502	143	15	human	human	ADJ
futech-502	143	16	-	-	PUNCT
futech-502	143	17	machine	machine	NOUN
futech-502	143	18	collaboration	collaboration	NOUN
futech-502	143	19	.	.	PUNCT
futech-502	144	1	the	the	DET
futech-502	144	2	risk	risk	NOUN
futech-502	144	3	taxonomy	taxonomy	NOUN
futech-502	144	4	for	for	ADP
futech-502	144	5	ai	ai	ADJ
futech-502	144	6	-	-	PUNCT
futech-502	144	7	enabled	enable	VERB
futech-502	144	8	manufacturing	manufacturing	NOUN
futech-502	144	9	systems	system	NOUN
futech-502	144	10	extends	extend	VERB
futech-502	144	11	beyond	beyond	ADP
futech-502	144	12	traditional	traditional	ADJ
futech-502	144	13	operational	operational	ADJ
futech-502	144	14	hazards	hazard	NOUN
futech-502	144	15	to	to	PART
futech-502	144	16	encompass	encompass	VERB
futech-502	144	17	emerging	emerge	VERB
futech-502	144	18	vulnerabilities	vulnerability	NOUN
futech-502	144	19	specific	specific	ADJ
futech-502	144	20	to	to	ADP
futech-502	144	21	intelligent	intelligent	ADJ
futech-502	144	22	systems	system	NOUN
futech-502	144	23	.	.	PUNCT
futech-502	145	1	our	our	PRON
futech-502	145	2	comprehensive	comprehensive	ADJ
futech-502	145	3	risk	risk	NOUN
futech-502	145	4	assessment	assessment	NOUN
futech-502	145	5	framework	framework	NOUN
futech-502	145	6	categorizes	categorize	VERB
futech-502	145	7	threats	threat	NOUN
futech-502	145	8	across	across	ADP
futech-502	145	9	multiple	multiple	ADJ
futech-502	145	10	dimensions	dimension	NOUN
futech-502	145	11	,	,	PUNCT
futech-502	145	12	as	as	SCONJ
futech-502	145	13	presented	present	VERB
futech-502	145	14	in	in	ADP
futech-502	145	15	table	table	NOUN
futech-502	145	16	1	1	NUM
futech-502	145	17	.	.	PUNCT
futech-502	146	1	this	this	DET
futech-502	146	2	classification	classification	NOUN
futech-502	146	3	encompasses	encompass	VERB
futech-502	146	4	12	12	NUM
futech-502	146	5	specific	specific	ADJ
futech-502	146	6	risk	risk	NOUN
futech-502	146	7	categories	category	NOUN
futech-502	146	8	across	across	ADP
futech-502	146	9	four	four	NUM
futech-502	146	10	dimensions	dimension	NOUN
futech-502	146	11	:	:	PUNCT
futech-502	146	12	technical	technical	ADJ
futech-502	146	13	,	,	PUNCT
futech-502	146	14	operational	operational	ADJ
futech-502	146	15	,	,	PUNCT
futech-502	146	16	strategic	strategic	ADJ
futech-502	146	17	,	,	PUNCT
futech-502	146	18	and	and	CCONJ
futech-502	146	19	ethical	ethical	ADJ
futech-502	146	20	.	.	PUNCT
futech-502	147	1	each	each	DET
futech-502	147	2	risk	risk	NOUN
futech-502	147	3	category	category	NOUN
futech-502	147	4	is	be	AUX
futech-502	147	5	quantitatively	quantitatively	ADV
futech-502	147	6	assessed	assess	VERB
futech-502	147	7	through	through	ADP
futech-502	147	8	severity	severity	NOUN
futech-502	147	9	(	(	PUNCT
futech-502	147	10	s	s	NOUN
futech-502	147	11	)	)	PUNCT
futech-502	147	12	,	,	PUNCT
futech-502	147	13	probability	probability	NOUN
futech-502	147	14	of	of	ADP
futech-502	147	15	occurrence	occurrence	NOUN
futech-502	147	16	(	(	PUNCT
futech-502	147	17	p	p	NOUN
futech-502	147	18	)	)	PUNCT
futech-502	147	19	,	,	PUNCT
futech-502	147	20	and	and	CCONJ
futech-502	147	21	an	an	DET
futech-502	147	22	ai	ai	NOUN
futech-502	147	23	amplification	amplification	NOUN
futech-502	147	24	factor	factor	NOUN
futech-502	147	25	(	(	PUNCT
futech-502	147	26	f	f	NOUN
futech-502	147	27	)	)	PUNCT
futech-502	147	28	.	.	PUNCT
futech-502	148	1	cybersecurity	cybersecurity	NOUN
futech-502	148	2	threats	threat	NOUN
futech-502	148	3	within	within	ADP
futech-502	148	4	technical	technical	ADJ
futech-502	148	5	risks	risk	NOUN
futech-502	148	6	exhibit	exhibit	VERB
futech-502	148	7	the	the	DET
futech-502	148	8	highest	high	ADJ
futech-502	148	9	ai	ai	NOUN
futech-502	148	10	amplification	amplification	NOUN
futech-502	148	11	factor	factor	NOUN
futech-502	148	12	(	(	PUNCT
futech-502	148	13	1.9	1.9	NUM
futech-502	148	14	)	)	PUNCT
futech-502	148	15	,	,	PUNCT
futech-502	148	16	reflecting	reflect	VERB
futech-502	148	17	the	the	DET
futech-502	148	18	unique	unique	ADJ
futech-502	148	19	security	security	NOUN
futech-502	148	20	challenges	challenge	NOUN
futech-502	148	21	faced	face	VERB
futech-502	148	22	by	by	ADP
futech-502	148	23	ai	ai	PROPN
futech-502	148	24	systems	system	NOUN
futech-502	148	25	.	.	PUNCT
futech-502	149	1	algorithm	algorithm	NOUN
futech-502	149	2	bias	bias	NOUN
futech-502	149	3	within	within	ADP
futech-502	149	4	ethical	ethical	ADJ
futech-502	149	5	risks	risk	NOUN
futech-502	149	6	demonstrates	demonstrate	VERB
futech-502	149	7	the	the	DET
futech-502	149	8	highest	high	ADJ
futech-502	149	9	ai	ai	NOUN
futech-502	149	10	amplification	amplification	NOUN
futech-502	149	11	factor	factor	NOUN
futech-502	149	12	(	(	PUNCT
futech-502	149	13	2.0	2.0	NUM
futech-502	149	14	)	)	PUNCT
futech-502	149	15	,	,	PUNCT
futech-502	149	16	highlighting	highlight	VERB
futech-502	149	17	the	the	DET
futech-502	149	18	critical	critical	ADJ
futech-502	149	19	importance	importance	NOUN
futech-502	149	20	of	of	ADP
futech-502	149	21	transparency	transparency	NOUN
futech-502	149	22	in	in	ADP
futech-502	149	23	ai	ai	ADJ
futech-502	149	24	decision	decision	NOUN
futech-502	149	25	-	-	PUNCT
futech-502	149	26	making	making	NOUN
futech-502	149	27	.	.	PUNCT
futech-502	150	1	this	this	DET
futech-502	150	2	classification	classification	NOUN
futech-502	150	3	system	system	NOUN
futech-502	150	4	directly	directly	ADV
futech-502	150	5	validates	validate	VERB
futech-502	150	6	the	the	DET
futech-502	150	7	scientific	scientific	ADJ
futech-502	150	8	rigor	rigor	NOUN
futech-502	150	9	of	of	ADP
futech-502	150	10	the	the	DET
futech-502	150	11	risk	risk	NOUN
futech-502	150	12	aggregation	aggregation	NOUN
futech-502	150	13	model	model	NOUN
futech-502	150	14	in	in	ADP
futech-502	150	15	formula	formula	NOUN
futech-502	150	16	(	(	PUNCT
futech-502	150	17	4	4	NUM
futech-502	150	18	)	)	PUNCT
futech-502	150	19	.	.	PUNCT
futech-502	151	1	the	the	DET
futech-502	151	2	distribution	distribution	NOUN
futech-502	151	3	of	of	ADP
futech-502	151	4	ai	ai	ADJ
futech-502	151	5	amplification	amplification	NOUN
futech-502	151	6	factors	factor	NOUN
futech-502	151	7	fi	fi	NOUN
futech-502	151	8	within	within	ADP
futech-502	151	9	the	the	DET
futech-502	151	10	range	range	NOUN
futech-502	151	11	of	of	ADP
futech-502	151	12	1.3–2.0	1.3–2.0	PROPN
futech-502	151	13	confirms	confirm	VERB
futech-502	151	14	the	the	DET
futech-502	151	15	dual	dual	ADJ
futech-502	151	16	impact	impact	NOUN
futech-502	151	17	characteristic	characteristic	ADJ
futech-502	151	18	of	of	ADP
futech-502	151	19	ai	ai	PRON
futech-502	151	20	technology	technology	NOUN
futech-502	151	21	on	on	ADP
futech-502	151	22	traditional	traditional	ADJ
futech-502	151	23	manufacturing	manufacturing	NOUN
futech-502	151	24	risks	risk	NOUN
futech-502	151	25	.	.	PUNCT
futech-502	152	1	the	the	DET
futech-502	152	2	aggregate	aggregate	ADJ
futech-502	152	3	risk	risk	NOUN
futech-502	152	4	score	score	NOUN
futech-502	152	5	[	[	X
futech-502	152	6	35	35	NUM
futech-502	152	7	]	]	PUNCT
futech-502	152	8	for	for	ADP
futech-502	152	9	an	an	DET
futech-502	152	10	ai	ai	ADJ
futech-502	152	11	-	-	PUNCT
futech-502	152	12	enabled	enable	VERB
futech-502	152	13	manufacturing	manufacturing	NOUN
futech-502	152	14	system	system	NOUN
futech-502	152	15	incorporates	incorporate	VERB
futech-502	152	16	both	both	PRON
futech-502	152	17	traditional	traditional	ADJ
futech-502	152	18	risk	risk	NOUN
futech-502	152	19	factors	factor	NOUN
futech-502	152	20	and	and	CCONJ
futech-502	152	21	ai	ai	ADJ
futech-502	152	22	-	-	PUNCT
futech-502	152	23	specific	specific	ADJ
futech-502	152	24	amplification	amplification	NOUN
futech-502	152	25	effects	effect	NOUN
futech-502	152	26	:	:	PUNCT
futech-502	153	1	𝑅𝑎𝑔𝑔𝑟𝑒𝑔𝑎𝑡𝑒	𝑅𝑎𝑔𝑔𝑟𝑒𝑔𝑎𝑡𝑒	NOUN
futech-502	153	2	=	=	PUNCT
futech-502	153	3	∑	∑	ADP
futech-502	153	4	𝑤𝑖	𝑤𝑖	ADP
futech-502	153	5	𝑛	𝑛	PRON
futech-502	153	6	𝑖=1	𝑖=1	PROPN
futech-502	153	7	×	×	NOUN
futech-502	153	8	𝑆𝑖	𝑆𝑖	PROPN
futech-502	153	9	×	×	NOUN
futech-502	154	1	𝑃𝑖	𝑃𝑖	ADP
futech-502	154	2	×	×	NOUN
futech-502	154	3	𝐹𝑖	𝐹𝑖	PROPN
futech-502	154	4	×	×	NOUN
futech-502	154	5	(	(	PUNCT
futech-502	154	6	1	1	NUM
futech-502	154	7	+	+	SYM
futech-502	154	8	𝜎𝑖	𝜎𝑖	NOUN
futech-502	154	9	)	)	PUNCT
futech-502	154	10	(	(	PUNCT
futech-502	154	11	4	4	NUM
futech-502	154	12	)	)	PUNCT
futech-502	154	13	where	where	SCONJ
futech-502	154	14	𝑅𝑎𝑔𝑔𝑟𝑒𝑔𝑎𝑡𝑒	𝑅𝑎𝑔𝑔𝑟𝑒𝑔𝑎𝑡𝑒	NOUN
futech-502	154	15	represents	represent	VERB
futech-502	154	16	the	the	DET
futech-502	154	17	total	total	ADJ
futech-502	154	18	risk	risk	NOUN
futech-502	154	19	score	score	NOUN
futech-502	154	20	,	,	PUNCT
futech-502	154	21	𝑤𝑖	𝑤𝑖	PRON
futech-502	154	22	denotes	denote	VERB
futech-502	154	23	the	the	DET
futech-502	154	24	weight	weight	NOUN
futech-502	154	25	assigned	assign	VERB
futech-502	154	26	to	to	PART
futech-502	154	27	risk	risk	VERB
futech-502	154	28	category	category	NOUN
futech-502	154	29	i	i	PRON
futech-502	154	30	,	,	PUNCT
futech-502	154	31	𝑆𝑖	𝑆𝑖	PROPN
futech-502	154	32	is	be	AUX
futech-502	154	33	the	the	DET
futech-502	154	34	severity	severity	NOUN
futech-502	154	35	rating	rating	NOUN
futech-502	154	36	(	(	PUNCT
futech-502	154	37	1	1	NUM
futech-502	154	38	-	-	SYM
futech-502	154	39	5	5	NUM
futech-502	154	40	scale	scale	NOUN
futech-502	154	41	)	)	PUNCT
futech-502	154	42	,	,	PUNCT
futech-502	154	43	𝑃𝑖	𝑃𝑖	SCONJ
futech-502	154	44	indicates	indicate	VERB
futech-502	154	45	probability	probability	NOUN
futech-502	154	46	of	of	ADP
futech-502	154	47	occurrence	occurrence	NOUN
futech-502	154	48	(	(	PUNCT
futech-502	154	49	0	0	NUM
futech-502	154	50	-	-	SYM
futech-502	154	51	1	1	NUM
futech-502	154	52	)	)	PUNCT
futech-502	154	53	,	,	PUNCT
futech-502	154	54	𝐹𝑖	𝐹𝑖	PROPN
futech-502	154	55	represents	represent	VERB
futech-502	154	56	the	the	DET
futech-502	154	57	ai	ai	ADJ
futech-502	154	58	amplification	amplification	NOUN
futech-502	154	59	factor	factor	NOUN
futech-502	154	60	(	(	PUNCT
futech-502	154	61	1	1	NUM
futech-502	154	62	-	-	SYM
futech-502	154	63	2	2	NUM
futech-502	154	64	)	)	PUNCT
futech-502	154	65	,	,	PUNCT
futech-502	154	66	and	and	CCONJ
futech-502	154	67	𝜎𝑖	𝜎𝑖	PRON
futech-502	154	68	is	be	AUX
futech-502	154	69	the	the	DET
futech-502	154	70	interconnectedness	interconnectedness	NOUN
futech-502	154	71	coefficient	coefficient	NOUN
futech-502	154	72	capturing	capture	VERB
futech-502	154	73	risk	risk	NOUN
futech-502	154	74	propagation	propagation	NOUN
futech-502	154	75	effects	effect	NOUN
futech-502	154	76	.	.	PUNCT
futech-502	155	1	this	this	DET
futech-502	155	2	formula	formula	NOUN
futech-502	155	3	quantifies	quantify	VERB
futech-502	155	4	the	the	DET
futech-502	155	5	amplification	amplification	NOUN
futech-502	155	6	or	or	CCONJ
futech-502	155	7	mitigation	mitigation	NOUN
futech-502	155	8	effects	effect	NOUN
futech-502	155	9	of	of	ADP
futech-502	155	10	ai	ai	PRON
futech-502	155	11	technology	technology	NOUN
futech-502	155	12	on	on	ADP
futech-502	155	13	different	different	ADJ
futech-502	155	14	risk	risk	NOUN
futech-502	155	15	categories	category	NOUN
futech-502	155	16	through	through	ADP
futech-502	155	17	the	the	DET
futech-502	155	18	𝐹𝑖	𝐹𝑖	PROPN
futech-502	155	19	factor	factor	NOUN
futech-502	155	20	(	(	PUNCT
futech-502	155	21	ranging	range	VERB
futech-502	155	22	from	from	ADP
futech-502	155	23	1	1	NUM
futech-502	155	24	to	to	ADP
futech-502	155	25	2	2	NUM
futech-502	155	26	)	)	PUNCT
futech-502	155	27	,	,	PUNCT
futech-502	155	28	while	while	SCONJ
futech-502	155	29	capturing	capture	VERB
futech-502	155	30	risk	risk	NOUN
futech-502	155	31	propagation	propagation	NOUN
futech-502	155	32	characteristics	characteristic	NOUN
futech-502	155	33	within	within	ADP
futech-502	155	34	intelligent	intelligent	ADJ
futech-502	155	35	manufacturing	manufacturing	NOUN
futech-502	155	36	systems	system	NOUN
futech-502	155	37	via	via	ADP
futech-502	155	38	the	the	DET
futech-502	155	39	𝜎𝑖	𝜎𝑖	NOUN
futech-502	155	40	coefficient	coefficient	NOUN
futech-502	155	41	.	.	PUNCT
futech-502	156	1	this	this	DET
futech-502	156	2	approach	approach	NOUN
futech-502	156	3	,	,	PUNCT
futech-502	156	4	which	which	PRON
futech-502	156	5	simultaneously	simultaneously	ADV
futech-502	156	6	incorporates	incorporate	VERB
futech-502	156	7	the	the	DET
futech-502	156	8	impact	impact	NOUN
futech-502	156	9	of	of	ADP
futech-502	156	10	ai	ai	PRON
futech-502	156	11	technology	technology	NOUN
futech-502	156	12	and	and	CCONJ
futech-502	156	13	system	system	NOUN
futech-502	156	14	interconnection	interconnection	NOUN
futech-502	156	15	effects	effect	NOUN
futech-502	156	16	into	into	ADP
futech-502	156	17	quantitative	quantitative	ADJ
futech-502	156	18	risk	risk	NOUN
futech-502	156	19	assessment	assessment	NOUN
futech-502	156	20	,	,	PUNCT
futech-502	156	21	remains	remain	VERB
futech-502	156	22	relatively	relatively	ADV
futech-502	156	23	underutilized	underutilized	ADJ
futech-502	156	24	in	in	ADP
futech-502	156	25	existing	exist	VERB
futech-502	156	26	lean	lean	ADJ
futech-502	156	27	risk	risk	NOUN
futech-502	156	28	management	management	NOUN
futech-502	156	29	literature	literature	NOUN
futech-502	156	30	.	.	PUNCT
futech-502	157	1	it	it	PRON
futech-502	157	2	provides	provide	VERB
futech-502	157	3	manufacturing	manufacturing	NOUN
futech-502	157	4	enterprises	enterprise	NOUN
futech-502	157	5	with	with	ADP
futech-502	157	6	a	a	DET
futech-502	157	7	more	more	ADV
futech-502	157	8	comprehensive	comprehensive	ADJ
futech-502	157	9	risk	risk	NOUN
futech-502	157	10	quantification	quantification	NOUN
futech-502	157	11	tool	tool	NOUN
futech-502	157	12	;	;	PUNCT
futech-502	157	13	however	however	ADV
futech-502	157	14	,	,	PUNCT
futech-502	157	15	its	its	PRON
futech-502	157	16	effectiveness	effectiveness	NOUN
futech-502	157	17	hinges	hinge	NOUN
futech-502	157	18	on	on	ADP
futech-502	157	19	the	the	DET
futech-502	157	20	accurate	accurate	ADJ
futech-502	157	21	calibration	calibration	NOUN
futech-502	157	22	of	of	ADP
futech-502	157	23	parameters	parameter	NOUN
futech-502	157	24	and	and	CCONJ
futech-502	157	25	the	the	DET
futech-502	157	26	digital	digital	ADJ
futech-502	157	27	maturity	maturity	NOUN
futech-502	157	28	of	of	ADP
futech-502	157	29	the	the	DET
futech-502	157	30	manufacturing	manufacturing	NOUN
futech-502	157	31	environment	environment	NOUN
futech-502	157	32	.	.	PUNCT
futech-502	158	1	the	the	DET
futech-502	158	2	sustainability	sustainability	NOUN
futech-502	158	3	assessment	assessment	NOUN
futech-502	158	4	model	model	NOUN
futech-502	158	5	construction	construction	NOUN
futech-502	158	6	addresses	address	VERB
futech-502	158	7	the	the	DET
futech-502	158	8	triple	triple	ADJ
futech-502	158	9	bottom	bottom	ADJ
futech-502	158	10	line	line	NOUN
futech-502	158	11	of	of	ADP
futech-502	158	12	environmental	environmental	ADJ
futech-502	158	13	,	,	PUNCT
futech-502	158	14	economic	economic	ADJ
futech-502	158	15	,	,	PUNCT
futech-502	158	16	and	and	CCONJ
futech-502	158	17	social	social	ADJ
futech-502	158	18	performance	performance	NOUN
futech-502	158	19	within	within	ADP
futech-502	158	20	the	the	DET
futech-502	158	21	context	context	NOUN
futech-502	158	22	of	of	ADP
futech-502	158	23	ai	ai	ADJ
futech-502	158	24	-	-	PUNCT
futech-502	158	25	lean	lean	ADJ
futech-502	158	26	integration	integration	NOUN
futech-502	158	27	.	.	PUNCT
futech-502	159	1	our	our	PRON
futech-502	159	2	multidimensional	multidimensional	ADJ
futech-502	159	3	sustainability	sustainability	NOUN
futech-502	159	4	index	index	NOUN
futech-502	159	5	incorporates	incorporate	VERB
futech-502	159	6	both	both	CCONJ
futech-502	159	7	direct	direct	ADJ
futech-502	159	8	and	and	CCONJ
futech-502	159	9	indirect	indirect	ADJ
futech-502	159	10	impacts	impact	NOUN
futech-502	159	11	of	of	ADP
futech-502	159	12	ai	ai	ADJ
futech-502	159	13	implementation	implementation	NOUN
futech-502	159	14	:	:	PUNCT
futech-502	159	15	𝑆𝐼𝐴𝐼−𝐿𝐸𝐴𝑁	𝑆𝐼𝐴𝐼−𝐿𝐸𝐴𝑁	PROPN
futech-502	159	16	=	=	SYM
futech-502	159	17	𝛼𝐸	𝛼𝐸	NOUN
futech-502	159	18	×	×	VERB
futech-502	159	19	𝐸𝑠𝑐𝑜𝑟𝑒	𝐸𝑠𝑐𝑜𝑟𝑒	PROPN
futech-502	159	20	+	+	CCONJ
futech-502	159	21	𝛼𝐸𝑐	𝛼𝐸𝑐	NUM
futech-502	159	22	×	×	PROPN
futech-502	159	23	𝐸𝑐𝑠𝑐𝑜𝑟𝑒	𝐸𝑐𝑠𝑐𝑜𝑟𝑒	PROPN
futech-502	159	24	+	+	CCONJ
futech-502	159	25	𝛼𝑆	𝛼𝑆	PROPN
futech-502	159	26	×	×	PROPN
futech-502	159	27	𝑆𝑠𝑐𝑜𝑟𝑒	𝑆𝑠𝑐𝑜𝑟𝑒	PROPN
futech-502	159	28	+	+	CCONJ
futech-502	159	29	∆𝑠𝑦𝑛𝑒𝑟𝑔𝑦	∆𝑠𝑦𝑛𝑒𝑟𝑔𝑦	NOUN
futech-502	159	30	(	(	PUNCT
futech-502	159	31	5	5	NUM
futech-502	159	32	)	)	PUNCT
futech-502	159	33	where	where	SCONJ
futech-502	159	34	𝑆𝐼𝐴𝐼−𝐿𝐸𝐴𝑁	𝑆𝐼𝐴𝐼−𝐿𝐸𝐴𝑁	NOUN
futech-502	159	35	represents	represent	VERB
futech-502	159	36	the	the	DET
futech-502	159	37	integrated	integrate	VERB
futech-502	159	38	sustainability	sustainability	NOUN
futech-502	159	39	index	index	NOUN
futech-502	159	40	,	,	PUNCT
futech-502	159	41	𝛼𝐸	𝛼𝐸	NOUN
futech-502	159	42	,	,	PUNCT
futech-502	159	43	𝛼𝐸𝑐	𝛼𝐸𝑐	NUM
futech-502	159	44	,	,	PUNCT
futech-502	159	45	and	and	CCONJ
futech-502	159	46	𝛼𝑆	𝛼𝑆	NOUN
futech-502	159	47	are	be	AUX
futech-502	159	48	weighting	weight	VERB
futech-502	159	49	factors	factor	NOUN
futech-502	159	50	for	for	ADP
futech-502	159	51	environmental	environmental	ADJ
futech-502	159	52	,	,	PUNCT
futech-502	159	53	economic	economic	ADJ
futech-502	159	54	,	,	PUNCT
futech-502	159	55	and	and	CCONJ
futech-502	159	56	social	social	ADJ
futech-502	159	57	dimensions	dimension	NOUN
futech-502	159	58	,	,	PUNCT
futech-502	159	59	respectively	respectively	ADV
futech-502	159	60	(	(	PUNCT
futech-502	159	61	summing	sum	VERB
futech-502	159	62	to	to	ADP
futech-502	159	63	1	1	NUM
futech-502	159	64	)	)	PUNCT
futech-502	159	65	,	,	PUNCT
futech-502	159	66	and	and	CCONJ
futech-502	159	67	∆𝑠𝑦𝑛𝑒𝑟𝑔𝑦	∆𝑠𝑦𝑛𝑒𝑟𝑔𝑦	NOUN
futech-502	159	68	captures	capture	VERB
futech-502	159	69	the	the	DET
futech-502	159	70	synergistic	synergistic	ADJ
futech-502	159	71	effects	effect	NOUN
futech-502	159	72	of	of	ADP
futech-502	159	73	ai	ai	ADJ
futech-502	159	74	-	-	PUNCT
futech-502	159	75	lean	lean	ADJ
futech-502	159	76	integration	integration	NOUN
futech-502	159	77	.	.	PUNCT
futech-502	160	1	the	the	DET
futech-502	160	2	environmental	environmental	ADJ
futech-502	160	3	sustainability	sustainability	NOUN
futech-502	160	4	score	score	NOUN
futech-502	160	5	incorporates	incorporate	VERB
futech-502	160	6	energy	energy	NOUN
futech-502	160	7	efficiency	efficiency	NOUN
futech-502	160	8	,	,	PUNCT
futech-502	160	9	waste	waste	NOUN
futech-502	160	10	reduction	reduction	NOUN
futech-502	160	11	,	,	PUNCT
futech-502	160	12	and	and	CCONJ
futech-502	160	13	carbon	carbon	NOUN
futech-502	160	14	footprint	footprint	NOUN
futech-502	160	15	metrics	metric	NOUN
futech-502	160	16	:	:	PUNCT
futech-502	160	17	𝐸𝑠𝑐𝑜𝑟𝑒	𝐸𝑠𝑐𝑜𝑟𝑒	PROPN
futech-502	160	18	=	=	NOUN
futech-502	160	19	1	1	NUM
futech-502	160	20	3	3	NUM
futech-502	160	21	[	[	PUNCT
futech-502	160	22	𝐸𝑏𝑎𝑠𝑒𝑙𝑖𝑛𝑒−𝐸𝐴𝐼	𝐸𝑏𝑎𝑠𝑒𝑙𝑖𝑛𝑒−𝐸𝐴𝐼	NOUN
futech-502	160	23	𝐸𝑏𝑎𝑠𝑒𝑙𝑖𝑛𝑒	𝐸𝑏𝑎𝑠𝑒𝑙𝑖𝑛𝑒	PROPN
futech-502	160	24	+	+	CCONJ
futech-502	160	25	𝑊𝑟𝑒𝑑𝑢𝑐𝑒𝑑	𝑊𝑟𝑒𝑑𝑢𝑐𝑒𝑑	PROPN
futech-502	160	26	𝑊𝑡𝑜𝑡𝑎𝑙	𝑊𝑡𝑜𝑡𝑎𝑙	PROPN
futech-502	160	27	+	+	PROPN
futech-502	160	28	𝐶𝑎𝑣𝑜𝑖𝑑𝑒𝑑	𝐶𝑎𝑣𝑜𝑖𝑑𝑒𝑑	PROPN
futech-502	160	29	𝐶𝑝𝑟𝑜𝑗𝑒𝑐𝑡𝑒𝑑	𝐶𝑝𝑟𝑜𝑗𝑒𝑐𝑡𝑒𝑑	PROPN
futech-502	160	30	]	]	PUNCT
futech-502	160	31	×	×	NOUN
futech-502	160	32	100	100	NUM
futech-502	160	33	(	(	PUNCT
futech-502	160	34	6	6	NUM
futech-502	160	35	)	)	PUNCT
futech-502	160	36	where	where	SCONJ
futech-502	160	37	𝐸𝑏𝑎𝑠𝑒𝑙𝑖𝑛𝑒	𝐸𝑏𝑎𝑠𝑒𝑙𝑖𝑛𝑒	PROPN
futech-502	160	38	and	and	CCONJ
futech-502	160	39	𝐸𝐴𝐼	𝐸𝐴𝐼	PROPN
futech-502	160	40	represent	represent	VERB
futech-502	160	41	energy	energy	NOUN
futech-502	160	42	consumption	consumption	NOUN
futech-502	160	43	before	before	ADP
futech-502	160	44	and	and	CCONJ
futech-502	160	45	after	after	ADP
futech-502	160	46	ai	ai	VERB
futech-502	160	47	implementation	implementation	NOUN
futech-502	160	48	,	,	PUNCT
futech-502	160	49	𝑊𝑟𝑒𝑑𝑢𝑐𝑒𝑑	𝑊𝑟𝑒𝑑𝑢𝑐𝑒𝑑	PROPN
futech-502	160	50	denotes	denote	NOUN
futech-502	160	51	waste	waste	VERB
futech-502	160	52	eliminated	eliminate	VERB
futech-502	160	53	through	through	ADP
futech-502	160	54	ai	ai	PRON
futech-502	160	55	optimization	optimization	NOUN
futech-502	160	56	,	,	PUNCT
futech-502	160	57	𝑊𝑡𝑜𝑡𝑎𝑙	𝑊𝑡𝑜𝑡𝑎𝑙	PROPN
futech-502	160	58	is	be	AUX
futech-502	160	59	the	the	DET
futech-502	160	60	total	total	ADJ
futech-502	160	61	waste	waste	NOUN
futech-502	160	62	generated	generate	VERB
futech-502	160	63	,	,	PUNCT
futech-502	160	64	𝐶𝑎𝑣𝑜𝑖𝑑𝑒𝑑	𝐶𝑎𝑣𝑜𝑖𝑑𝑒𝑑	PROPN
futech-502	160	65	represents	represent	VERB
futech-502	160	66	carbon	carbon	NOUN
futech-502	160	67	emissions	emission	NOUN
futech-502	160	68	prevented	prevent	VERB
futech-502	160	69	,	,	PUNCT
futech-502	160	70	and	and	CCONJ
futech-502	160	71	𝐶𝑝𝑟𝑜𝑗𝑒𝑐𝑡𝑒𝑑	𝐶𝑝𝑟𝑜𝑗𝑒𝑐𝑡𝑒𝑑	PROPN
futech-502	160	72	indicates	indicate	VERB
futech-502	160	73	projected	project	VERB
futech-502	160	74	emissions	emission	NOUN
futech-502	160	75	without	without	ADP
futech-502	160	76	intervention	intervention	NOUN
futech-502	160	77	.	.	PUNCT
futech-502	161	1	table	table	NOUN
futech-502	161	2	1	1	NUM
futech-502	161	3	.	.	PUNCT
futech-502	161	4	comprehensive	comprehensive	ADJ
futech-502	161	5	risk	risk	NOUN
futech-502	161	6	taxonomy	taxonomy	NOUN
futech-502	161	7	for	for	ADP
futech-502	161	8	ai	ai	ADJ
futech-502	161	9	-	-	PUNCT
futech-502	161	10	enabled	enable	VERB
futech-502	161	11	manufacturing	manufacturing	NOUN
futech-502	161	12	systems	system	NOUN
futech-502	161	13	risk	risk	NOUN
futech-502	161	14	category	category	NOUN
futech-502	161	15	risk	risk	NOUN
futech-502	161	16	type	type	NOUN
futech-502	161	17	description	description	NOUN
futech-502	161	18	severity	severity	NOUN
futech-502	161	19	(	(	PUNCT
futech-502	161	20	s	s	NOUN
futech-502	161	21	)	)	PUNCT
futech-502	161	22	probability	probability	NOUN
futech-502	161	23	(	(	PUNCT
futech-502	161	24	p	p	NOUN
futech-502	161	25	)	)	PUNCT
futech-502	161	26	ai	ai	NOUN
futech-502	161	27	factor	factor	NOUN
futech-502	161	28	(	(	PUNCT
futech-502	161	29	f	f	X
futech-502	161	30	)	)	PUNCT
futech-502	161	31	technical	technical	ADJ
futech-502	161	32	risks	risk	NOUN
futech-502	161	33	data	datum	NOUN
futech-502	161	34	integrity	integrity	NOUN
futech-502	161	35	corrupted	corrupt	VERB
futech-502	161	36	,	,	PUNCT
futech-502	161	37	incomplete	incomplete	ADJ
futech-502	161	38	,	,	PUNCT
futech-502	161	39	or	or	CCONJ
futech-502	161	40	biased	biased	ADJ
futech-502	161	41	training	training	NOUN
futech-502	161	42	datasets	dataset	NOUN
futech-502	161	43	affecting	affect	VERB
futech-502	161	44	model	model	NOUN
futech-502	161	45	performance	performance	NOUN
futech-502	161	46	5	5	NUM
futech-502	161	47	0.4	0.4	NUM
futech-502	161	48	1.8	1.8	NUM
futech-502	161	49	model	model	NOUN
futech-502	161	50	drift	drift	NOUN
futech-502	161	51	degradation	degradation	NOUN
futech-502	161	52	of	of	ADP
futech-502	161	53	ai	ai	ADJ
futech-502	161	54	model	model	NOUN
futech-502	161	55	accuracy	accuracy	NOUN
futech-502	161	56	over	over	ADP
futech-502	161	57	time	time	NOUN
futech-502	161	58	due	due	ADP
futech-502	161	59	to	to	ADP
futech-502	161	60	changing	change	VERB
futech-502	161	61	conditions	condition	NOUN
futech-502	161	62	4	4	NUM
futech-502	161	63	0.6	0.6	NUM
futech-502	161	64	1.6	1.6	NUM
futech-502	161	65	system	system	NOUN
futech-502	161	66	integration	integration	NOUN
futech-502	161	67	compatibility	compatibility	NOUN
futech-502	161	68	issues	issue	NOUN
futech-502	161	69	between	between	ADP
futech-502	161	70	ai	ai	PROPN
futech-502	161	71	systems	system	NOUN
futech-502	161	72	and	and	CCONJ
futech-502	161	73	legacy	legacy	NOUN
futech-502	161	74	infrastructure	infrastructure	NOUN
futech-502	161	75	3	3	NUM
futech-502	161	76	0.5	0.5	NUM
futech-502	161	77	1.3	1.3	NUM
futech-502	161	78	cybersecurity	cybersecurity	NOUN
futech-502	161	79	adversarial	adversarial	ADJ
futech-502	161	80	attacks	attack	NOUN
futech-502	161	81	,	,	PUNCT
futech-502	161	82	model	model	NOUN
futech-502	161	83	poisoning	poisoning	NOUN
futech-502	161	84	,	,	PUNCT
futech-502	161	85	unauthorized	unauthorized	ADJ
futech-502	161	86	data	datum	NOUN
futech-502	161	87	access	access	NOUN
futech-502	161	88	5	5	NUM
futech-502	161	89	0.3	0.3	NUM
futech-502	161	90	1.9	1.9	NUM
futech-502	161	91	operational	operational	ADJ
futech-502	161	92	risks	risk	NOUN
futech-502	161	93	process	process	NOUN
futech-502	161	94	disruption	disruption	NOUN
futech-502	161	95	false	false	ADJ
futech-502	161	96	positives	positive	NOUN
futech-502	161	97	/	/	SYM
futech-502	161	98	negatives	negative	NOUN
futech-502	161	99	leading	lead	VERB
futech-502	161	100	to	to	ADP
futech-502	161	101	unnecessary	unnecessary	ADJ
futech-502	161	102	interventions	intervention	NOUN
futech-502	161	103	3	3	NUM
futech-502	161	104	0.4	0.4	NUM
futech-502	161	105	1.4	1.4	NUM
futech-502	161	106	quality	quality	NOUN
futech-502	161	107	variance	variance	NOUN
futech-502	161	108	inconsistent	inconsistent	ADJ
futech-502	161	109	product	product	NOUN
futech-502	161	110	quality	quality	NOUN
futech-502	161	111	due	due	ADP
futech-502	161	112	to	to	ADP
futech-502	161	113	ai	ai	VERB
futech-502	161	114	decision	decision	NOUN
futech-502	161	115	variability	variability	NOUN
futech-502	161	116	4	4	NUM
futech-502	161	117	0.3	0.3	NUM
futech-502	161	118	1.5	1.5	NUM
futech-502	161	119	maintenance	maintenance	NOUN
futech-502	161	120	errors	error	NOUN
futech-502	161	121	incorrect	incorrect	ADJ
futech-502	161	122	predictive	predictive	ADJ
futech-502	161	123	maintenance	maintenance	NOUN
futech-502	161	124	scheduling	scheduling	NOUN
futech-502	161	125	causing	cause	VERB
futech-502	161	126	failures	failure	NOUN
futech-502	161	127	4	4	NUM
futech-502	161	128	0.2	0.2	NUM
futech-502	161	129	1.4	1.4	NUM
futech-502	161	130	strategic	strategic	ADJ
futech-502	161	131	risks	risk	NOUN
futech-502	161	132	technology	technology	NOUN
futech-502	161	133	obsolescence	obsolescence	NOUN
futech-502	161	134	rapid	rapid	ADJ
futech-502	161	135	ai	ai	PROPN
futech-502	161	136	advancement	advancement	NOUN
futech-502	161	137	rendering	render	VERB
futech-502	161	138	current	current	ADJ
futech-502	161	139	systems	system	NOUN
futech-502	161	140	outdated	outdate	VERB
futech-502	161	141	3	3	NUM
futech-502	161	142	0.7	0.7	NUM
futech-502	161	143	1.7	1.7	NUM
futech-502	161	144	regulatory	regulatory	ADJ
futech-502	161	145	compliance	compliance	NOUN
futech-502	161	146	non	non	NOUN
futech-502	161	147	-	-	NOUN
futech-502	161	148	compliance	compliance	NOUN
futech-502	161	149	with	with	ADP
futech-502	161	150	emerging	emerge	VERB
futech-502	161	151	ai	ai	PROPN
futech-502	161	152	governance	governance	NOUN
futech-502	161	153	regulations	regulation	NOUN
futech-502	161	154	5	5	NUM
futech-502	161	155	0.5	0.5	NUM
futech-502	161	156	1.8	1.8	NUM
futech-502	161	157	vendor	vendor	NOUN
futech-502	161	158	dependency	dependency	NOUN
futech-502	161	159	over	over	ADP
futech-502	161	160	-	-	PUNCT
futech-502	161	161	reliance	reliance	NOUN
futech-502	161	162	on	on	ADP
futech-502	161	163	specific	specific	ADJ
futech-502	161	164	ai	ai	NOUN
futech-502	161	165	technology	technology	NOUN
futech-502	161	166	providers	provider	NOUN
futech-502	161	167	3	3	NUM
futech-502	161	168	0.6	0.6	NUM
futech-502	161	169	1.5	1.5	NUM
futech-502	161	170	ethical	ethical	ADJ
futech-502	161	171	risks	risk	NOUN
futech-502	161	172	algorithmic	algorithmic	ADJ
futech-502	161	173	bias	bias	NOUN
futech-502	161	174	discriminatory	discriminatory	ADJ
futech-502	161	175	outcomes	outcome	NOUN
futech-502	161	176	affecting	affect	VERB
futech-502	161	177	workforce	workforce	NOUN
futech-502	161	178	or	or	CCONJ
futech-502	161	179	product	product	NOUN
futech-502	161	180	allocation	allocation	NOUN
futech-502	161	181	4	4	NUM
futech-502	161	182	0.4	0.4	NUM
futech-502	161	183	2.0	2.0	NUM
futech-502	161	184	transparency	transparency	NOUN
futech-502	161	185	deficit	deficit	NOUN
futech-502	161	186	lack	lack	NOUN
futech-502	161	187	of	of	ADP
futech-502	161	188	explainability	explainability	NOUN
futech-502	161	189	in	in	ADP
futech-502	161	190	ai	ai	AUX
futech-502	161	191	decisionmaking	decisionmake	VERB
futech-502	161	192	processes	process	NOUN
futech-502	161	193	3	3	NUM
futech-502	161	194	0.8	0.8	NUM
futech-502	161	195	1.9	1.9	NUM
futech-502	161	196	workforce	workforce	NOUN
futech-502	161	197	displacement	displacement	ADJ
futech-502	161	198	job	job	NOUN
futech-502	161	199	losses	loss	NOUN
futech-502	161	200	due	due	ADJ
futech-502	161	201	to	to	ADP
futech-502	161	202	ai	ai	VERB
futech-502	161	203	automation	automation	NOUN
futech-502	161	204	without	without	ADP
futech-502	161	205	reskilling	reskille	VERB
futech-502	161	206	programs	program	NOUN
futech-502	161	207	5	5	NUM
futech-502	161	208	0.5	0.5	NUM
futech-502	161	209	1.6	1.6	NUM
futech-502	162	1	c.	c.	PROPN
futech-502	162	2	tsai	tsai	PROPN
futech-502	162	3	et	et	PROPN
futech-502	162	4	al	al	PROPN
futech-502	162	5	.	.	PROPN
futech-502	162	6	/future	/future	PUNCT
futech-502	162	7	technology	technology	PROPN
futech-502	162	8	november	november	PROPN
futech-502	162	9	2025|	2025|	NUM
futech-502	162	10	volume	volume	NOUN
futech-502	162	11	04	04	NUM
futech-502	163	1	|	|	ADV
futech-502	163	2	issue	issue	VERB
futech-502	163	3	04	04	NUM
futech-502	164	1	|	|	CCONJ
futech-502	164	2	pages	page	VERB
futech-502	164	3	267	267	NUM
futech-502	164	4	-	-	SYM
futech-502	164	5	281	281	NUM
futech-502	164	6	272	272	NUM
futech-502	164	7	as	as	SCONJ
futech-502	164	8	depicted	depict	VERB
futech-502	164	9	in	in	ADP
futech-502	164	10	figure	figure	NOUN
futech-502	164	11	2	2	NUM
futech-502	164	12	,	,	PUNCT
futech-502	164	13	the	the	DET
futech-502	164	14	sustainability	sustainability	NOUN
futech-502	164	15	assessment	assessment	NOUN
futech-502	164	16	framework	framework	NOUN
futech-502	164	17	captures	capture	VERB
futech-502	164	18	the	the	DET
futech-502	164	19	interconnected	interconnected	ADJ
futech-502	164	20	nature	nature	NOUN
futech-502	164	21	of	of	ADP
futech-502	164	22	environmental	environmental	ADJ
futech-502	164	23	,	,	PUNCT
futech-502	164	24	economic	economic	ADJ
futech-502	164	25	,	,	PUNCT
futech-502	164	26	and	and	CCONJ
futech-502	164	27	social	social	ADJ
futech-502	164	28	dimensions	dimension	NOUN
futech-502	164	29	.	.	PUNCT
futech-502	165	1	the	the	DET
futech-502	165	2	multidimensional	multidimensional	ADJ
futech-502	165	3	sustainability	sustainability	NOUN
futech-502	165	4	assessment	assessment	NOUN
futech-502	165	5	framework	framework	NOUN
futech-502	165	6	systematically	systematically	ADV
futech-502	165	7	illustrates	illustrate	VERB
futech-502	165	8	the	the	DET
futech-502	165	9	integrated	integrate	VERB
futech-502	165	10	ai	ai	ADJ
futech-502	165	11	-	-	PUNCT
futech-502	165	12	lean	lean	ADJ
futech-502	165	13	methodology	methodology	NOUN
futech-502	165	14	's	's	PART
futech-502	165	15	combined	combine	VERB
futech-502	165	16	impact	impact	NOUN
futech-502	165	17	across	across	ADP
futech-502	165	18	environmental	environmental	ADJ
futech-502	165	19	,	,	PUNCT
futech-502	165	20	economic	economic	ADJ
futech-502	165	21	,	,	PUNCT
futech-502	165	22	and	and	CCONJ
futech-502	165	23	social	social	ADJ
futech-502	165	24	dimensions	dimension	NOUN
futech-502	165	25	,	,	PUNCT
futech-502	165	26	directly	directly	ADV
futech-502	165	27	validating	validate	VERB
futech-502	165	28	this	this	DET
futech-502	165	29	study	study	NOUN
futech-502	165	30	's	's	PART
futech-502	165	31	core	core	NOUN
futech-502	165	32	proposition	proposition	NOUN
futech-502	165	33	that	that	PRON
futech-502	165	34	ai	ai	VERB
futech-502	165	35	-	-	PUNCT
futech-502	165	36	enhanced	enhance	VERB
futech-502	165	37	lean	lean	ADJ
futech-502	165	38	manufacturing	manufacturing	NOUN
futech-502	165	39	achieves	achieve	VERB
futech-502	165	40	synergistic	synergistic	ADJ
futech-502	165	41	optimization	optimization	NOUN
futech-502	165	42	of	of	ADP
futech-502	165	43	multiple	multiple	ADJ
futech-502	165	44	sustainability	sustainability	NOUN
futech-502	165	45	objectives	objective	NOUN
futech-502	165	46	.	.	PUNCT
futech-502	166	1	through	through	ADP
futech-502	166	2	its	its	PRON
futech-502	166	3	clear	clear	ADJ
futech-502	166	4	visual	visual	ADJ
futech-502	166	5	design	design	NOUN
futech-502	166	6	,	,	PUNCT
futech-502	166	7	this	this	DET
futech-502	166	8	framework	framework	NOUN
futech-502	166	9	reveals	reveal	VERB
futech-502	166	10	the	the	DET
futech-502	166	11	interconnections	interconnection	NOUN
futech-502	166	12	between	between	ADP
futech-502	166	13	dimensions	dimension	NOUN
futech-502	166	14	:	:	PUNCT
futech-502	166	15	the	the	DET
futech-502	166	16	environmental	environmental	ADJ
futech-502	166	17	dimension	dimension	NOUN
futech-502	166	18	's	's	PART
futech-502	166	19	energy	energy	NOUN
futech-502	166	20	efficiency	efficiency	NOUN
futech-502	166	21	,	,	PUNCT
futech-502	166	22	waste	waste	NOUN
futech-502	166	23	reduction	reduction	NOUN
futech-502	166	24	,	,	PUNCT
futech-502	166	25	and	and	CCONJ
futech-502	166	26	carbon	carbon	NOUN
futech-502	166	27	footprint	footprint	NOUN
futech-502	166	28	metrics	metric	NOUN
futech-502	166	29	correspond	correspond	VERB
futech-502	166	30	to	to	ADP
futech-502	166	31	the	the	DET
futech-502	166	32	environmental	environmental	ADJ
futech-502	166	33	sustainability	sustainability	NOUN
futech-502	166	34	score	score	NOUN
futech-502	166	35	𝐸𝑠𝑐𝑜𝑟𝑒	𝐸𝑠𝑐𝑜𝑟𝑒	PROPN
futech-502	166	36	,	,	PUNCT
futech-502	166	37	the	the	DET
futech-502	166	38	economic	economic	ADJ
futech-502	166	39	dimension	dimension	NOUN
futech-502	166	40	's	's	PART
futech-502	166	41	roi	roi	NOUN
futech-502	166	42	enhancement	enhancement	NOUN
futech-502	166	43	,	,	PUNCT
futech-502	166	44	cost	cost	NOUN
futech-502	166	45	reduction	reduction	NOUN
futech-502	166	46	,	,	PUNCT
futech-502	166	47	and	and	CCONJ
futech-502	166	48	productivity	productivity	NOUN
futech-502	166	49	gains	gain	NOUN
futech-502	166	50	reflect	reflect	VERB
futech-502	166	51	the	the	DET
futech-502	166	52	economic	economic	ADJ
futech-502	166	53	sustainability	sustainability	NOUN
futech-502	166	54	modelling	modelling	NOUN
futech-502	166	55	,	,	PUNCT
futech-502	166	56	while	while	SCONJ
futech-502	166	57	the	the	DET
futech-502	166	58	social	social	ADJ
futech-502	166	59	dimension	dimension	NOUN
futech-502	166	60	's	's	PART
futech-502	166	61	employee	employee	NOUN
futech-502	166	62	wellbeing	wellbeing	NOUN
futech-502	166	63	,	,	PUNCT
futech-502	166	64	safety	safety	NOUN
futech-502	166	65	improvements	improvement	NOUN
futech-502	166	66	,	,	PUNCT
futech-502	166	67	and	and	CCONJ
futech-502	166	68	skills	skill	NOUN
futech-502	166	69	development	development	NOUN
futech-502	166	70	mirror	mirror	VERB
futech-502	166	71	the	the	DET
futech-502	166	72	social	social	ADJ
futech-502	166	73	impact	impact	NOUN
futech-502	166	74	assessment	assessment	NOUN
futech-502	166	75	.	.	PUNCT
futech-502	167	1	of	of	ADP
futech-502	167	2	particular	particular	ADJ
futech-502	167	3	significance	significance	NOUN
futech-502	167	4	are	be	AUX
futech-502	167	5	the	the	DET
futech-502	167	6	two	two	NUM
futech-502	167	7	synergy	synergy	NOUN
futech-502	167	8	indicators	indicator	NOUN
futech-502	167	9	in	in	ADP
futech-502	167	10	the	the	DET
futech-502	167	11	diagram	diagram	NOUN
futech-502	167	12	,	,	PUNCT
futech-502	167	13	directly	directly	ADV
futech-502	167	14	corresponding	correspond	VERB
futech-502	167	15	to	to	ADP
futech-502	167	16	the	the	DET
futech-502	167	17	synergy	synergy	NOUN
futech-502	167	18	term	term	NOUN
futech-502	167	19	,	,	PUNCT
futech-502	167	20	quantifying	quantify	VERB
futech-502	167	21	the	the	DET
futech-502	167	22	additional	additional	ADJ
futech-502	167	23	benefits	benefit	NOUN
futech-502	167	24	generated	generate	VERB
futech-502	167	25	by	by	ADP
futech-502	167	26	the	the	DET
futech-502	167	27	integrated	integrate	VERB
futech-502	167	28	approach	approach	NOUN
futech-502	167	29	.	.	PUNCT
futech-502	168	1	this	this	DET
futech-502	168	2	framework	framework	NOUN
futech-502	168	3	provides	provide	VERB
futech-502	168	4	a	a	DET
futech-502	168	5	theoretical	theoretical	ADJ
futech-502	168	6	explanation	explanation	NOUN
futech-502	168	7	for	for	ADP
futech-502	168	8	multiple	multiple	ADJ
futech-502	168	9	outcomes	outcome	NOUN
futech-502	168	10	observed	observe	VERB
futech-502	168	11	in	in	ADP
futech-502	168	12	empirical	empirical	ADJ
futech-502	168	13	validation	validation	NOUN
futech-502	168	14	—	—	PUNCT
futech-502	168	15	including	include	VERB
futech-502	168	16	a	a	DET
futech-502	168	17	31.4	31.4	NUM
futech-502	168	18	%	%	NOUN
futech-502	168	19	reduction	reduction	NOUN
futech-502	168	20	in	in	ADP
futech-502	168	21	carbon	carbon	NOUN
futech-502	168	22	footprint	footprint	NOUN
futech-502	168	23	,	,	PUNCT
futech-502	168	24	a	a	DET
futech-502	168	25	319.4	319.4	NUM
futech-502	168	26	%	%	NOUN
futech-502	168	27	five	five	NUM
futech-502	168	28	-	-	PUNCT
futech-502	168	29	year	year	NOUN
futech-502	168	30	roi	roi	NOUN
futech-502	168	31	,	,	PUNCT
futech-502	168	32	and	and	CCONJ
futech-502	168	33	a	a	DET
futech-502	168	34	significant	significant	ADJ
futech-502	168	35	increase	increase	NOUN
futech-502	168	36	in	in	ADP
futech-502	168	37	employee	employee	NOUN
futech-502	168	38	satisfaction	satisfaction	NOUN
futech-502	168	39	—	—	PUNCT
futech-502	168	40	demonstrating	demonstrate	VERB
futech-502	168	41	that	that	PRON
futech-502	168	42	ai	ai	ADJ
futech-502	168	43	-	-	PUNCT
futech-502	168	44	lean	lean	ADJ
futech-502	168	45	integration	integration	NOUN
futech-502	168	46	transcends	transcend	VERB
futech-502	168	47	the	the	DET
futech-502	168	48	limitations	limitation	NOUN
futech-502	168	49	of	of	ADP
futech-502	168	50	traditional	traditional	ADJ
futech-502	168	51	single	single	ADJ
futech-502	168	52	-	-	PUNCT
futech-502	168	53	objective	objective	ADJ
futech-502	168	54	optimization	optimization	NOUN
futech-502	168	55	to	to	PART
futech-502	168	56	achieve	achieve	VERB
futech-502	168	57	systemic	systemic	ADJ
futech-502	168	58	improvements	improvement	NOUN
futech-502	168	59	in	in	ADP
futech-502	168	60	sustainable	sustainable	ADJ
futech-502	168	61	manufacturing	manufacturing	NOUN
futech-502	168	62	.	.	PUNCT
futech-502	169	1	figure	figure	NOUN
futech-502	169	2	2	2	NUM
futech-502	169	3	.	.	PUNCT
futech-502	169	4	multidimensional	multidimensional	ADJ
futech-502	169	5	sustainability	sustainability	NOUN
futech-502	169	6	assessment	assessment	NOUN
futech-502	169	7	framework	framework	NOUN
futech-502	169	8	the	the	DET
futech-502	169	9	synergy	synergy	NOUN
futech-502	169	10	term	term	NOUN
futech-502	169	11	quantifies	quantifie	NOUN
futech-502	169	12	the	the	DET
futech-502	169	13	additional	additional	ADJ
futech-502	169	14	benefits	benefit	NOUN
futech-502	169	15	arising	arise	VERB
futech-502	169	16	from	from	ADP
futech-502	169	17	the	the	DET
futech-502	169	18	integrated	integrate	VERB
futech-502	169	19	approach	approach	NOUN
futech-502	169	20	:	:	PUNCT
futech-502	169	21	∆𝑠𝑦𝑛𝑒𝑟𝑔𝑦=	∆𝑠𝑦𝑛𝑒𝑟𝑔𝑦=	PROPN
futech-502	169	22	𝜆	𝜆	SYM
futech-502	169	23	×	×	NOUN
futech-502	169	24	√𝐸𝑠𝑐𝑜𝑟𝑒	√𝐸𝑠𝑐𝑜𝑟𝑒	NUM
futech-502	169	25	×	×	NOUN
futech-502	169	26	𝐸𝑐𝑠𝑐𝑜𝑟𝑒	𝐸𝑐𝑠𝑐𝑜𝑟𝑒	PROPN
futech-502	169	27	×	×	NOUN
futech-502	169	28	𝑆𝑠𝑐𝑜𝑟𝑒	𝑆𝑠𝑐𝑜𝑟𝑒	PROPN
futech-502	169	29	×	×	NOUN
futech-502	169	30	(	(	PUNCT
futech-502	169	31	1	1	NUM
futech-502	169	32	−	−	NOUN
futech-502	169	33	𝑒−𝜇𝑡	𝑒−𝜇𝑡	NOUN
futech-502	169	34	)	)	PUNCT
futech-502	169	35	(	(	PUNCT
futech-502	169	36	7	7	X
futech-502	169	37	)	)	PUNCT
futech-502	169	38	where	where	SCONJ
futech-502	169	39	𝜆	𝜆	NOUN
futech-502	169	40	represents	represent	VERB
futech-502	169	41	the	the	DET
futech-502	169	42	synergy	synergy	NOUN
futech-502	169	43	coefficient	coefficient	NOUN
futech-502	169	44	(	(	PUNCT
futech-502	169	45	typically	typically	ADV
futech-502	169	46	0.1	0.1	NUM
futech-502	169	47	-	-	SYM
futech-502	169	48	0.3	0.3	NUM
futech-502	169	49	)	)	PUNCT
futech-502	169	50	,	,	PUNCT
futech-502	169	51	𝜇	𝜇	X
futech-502	169	52	is	be	AUX
futech-502	169	53	the	the	DET
futech-502	169	54	maturity	maturity	NOUN
futech-502	169	55	rate	rate	NOUN
futech-502	169	56	constant	constant	ADJ
futech-502	169	57	,	,	PUNCT
futech-502	169	58	and	and	CCONJ
futech-502	169	59	𝑡	𝑡	PROPN
futech-502	169	60	denotes	denote	NOUN
futech-502	169	61	time	time	NOUN
futech-502	169	62	since	since	SCONJ
futech-502	169	63	implementation	implementation	NOUN
futech-502	169	64	.	.	PUNCT
futech-502	170	1	the	the	DET
futech-502	170	2	economic	economic	ADJ
futech-502	170	3	sustainability	sustainability	NOUN
futech-502	170	4	score	score	NOUN
futech-502	170	5	incorporates	incorporate	VERB
futech-502	170	6	return	return	NOUN
futech-502	170	7	on	on	ADP
futech-502	170	8	investment	investment	NOUN
futech-502	170	9	,	,	PUNCT
futech-502	170	10	operational	operational	ADJ
futech-502	170	11	cost	cost	NOUN
futech-502	170	12	reduction	reduction	NOUN
futech-502	170	13	,	,	PUNCT
futech-502	170	14	and	and	CCONJ
futech-502	170	15	productivity	productivity	NOUN
futech-502	170	16	improvements	improvement	NOUN
futech-502	170	17	:	:	PUNCT
futech-502	170	18	𝐸𝑐𝑠𝑐𝑜𝑟𝑒	𝐸𝑐𝑠𝑐𝑜𝑟𝑒	PROPN
futech-502	170	19	=	=	SYM
futech-502	170	20	𝑤𝑅𝑂𝐼	𝑤𝑅𝑂𝐼	SYM
futech-502	171	1	×	×	NOUN
futech-502	171	2	𝑁𝑃𝑉𝐴𝐼	𝑁𝑃𝑉𝐴𝐼	PROPN
futech-502	171	3	𝐼𝑖𝑛𝑖𝑡𝑖𝑎𝑙	𝐼𝑖𝑛𝑖𝑡𝑖𝑎𝑙	PROPN
futech-502	172	1	+	+	NUM
futech-502	172	2	𝑤𝑐𝑜𝑠𝑡	𝑤𝑐𝑜𝑠𝑡	NOUN
futech-502	172	3	𝐶𝑠𝑎𝑣𝑒𝑑	𝐶𝑠𝑎𝑣𝑒𝑑	PROPN
futech-502	172	4	𝐶𝑏𝑎𝑠𝑒𝑙𝑖𝑛𝑒	𝐶𝑏𝑎𝑠𝑒𝑙𝑖𝑛𝑒	PROPN
futech-502	173	1	+	+	CCONJ
futech-502	173	2	𝑤𝑝𝑟𝑜𝑑	𝑤𝑝𝑟𝑜𝑑	ADJ
futech-502	173	3	×	×	PROPN
futech-502	173	4	𝑃𝑔𝑎𝑖𝑛	𝑃𝑔𝑎𝑖𝑛	PROPN
futech-502	173	5	𝑃𝑏𝑎𝑠𝑒𝑙𝑖𝑛𝑒	𝑃𝑏𝑎𝑠𝑒𝑙𝑖𝑛𝑒	PROPN
futech-502	173	6	(	(	PUNCT
futech-502	173	7	8)	8)	NUM
futech-502	173	8	where	where	SCONJ
futech-502	173	9	𝑁𝑃𝑉𝐴𝐼	𝑁𝑃𝑉𝐴𝐼	PROPN
futech-502	173	10	represents	represent	VERB
futech-502	173	11	the	the	DET
futech-502	173	12	net	net	ADJ
futech-502	173	13	present	present	ADJ
futech-502	173	14	value	value	NOUN
futech-502	173	15	of	of	ADP
futech-502	173	16	ai	ai	PROPN
futech-502	173	17	investment	investment	NOUN
futech-502	173	18	,	,	PUNCT
futech-502	173	19	𝐼𝑖𝑛𝑖𝑡𝑖𝑎𝑙	𝐼𝑖𝑛𝑖𝑡𝑖𝑎𝑙	PROPN
futech-502	173	20	is	be	AUX
futech-502	173	21	the	the	DET
futech-502	173	22	initial	initial	ADJ
futech-502	173	23	investment	investment	NOUN
futech-502	173	24	,	,	PUNCT
futech-502	173	25	𝐶𝑠𝑎𝑣𝑒𝑑	𝐶𝑠𝑎𝑣𝑒𝑑	PROPN
futech-502	173	26	denotes	denote	NOUN
futech-502	173	27	cost	cost	VERB
futech-502	173	28	savings	saving	NOUN
futech-502	173	29	achieved	achieve	VERB
futech-502	173	30	,	,	PUNCT
futech-502	173	31	𝐶𝑏𝑎𝑠𝑒𝑙𝑖𝑛𝑒	𝐶𝑏𝑎𝑠𝑒𝑙𝑖𝑛𝑒	PROPN
futech-502	173	32	is	be	AUX
futech-502	173	33	the	the	DET
futech-502	173	34	baseline	baseline	ADJ
futech-502	173	35	operational	operational	ADJ
futech-502	173	36	cost	cost	NOUN
futech-502	173	37	,	,	PUNCT
futech-502	173	38	𝑃𝑔𝑎𝑖𝑛	𝑃𝑔𝑎𝑖𝑛	PROPN
futech-502	173	39	indicates	indicate	VERB
futech-502	173	40	productivity	productivity	NOUN
futech-502	173	41	improvement	improvement	NOUN
futech-502	173	42	,	,	PUNCT
futech-502	173	43	and	and	CCONJ
futech-502	173	44	𝑤𝑅𝑂𝐼	𝑤𝑅𝑂𝐼	NUM
futech-502	173	45	,	,	PUNCT
futech-502	173	46	𝑤𝑐𝑜𝑠𝑡	𝑤𝑐𝑜𝑠𝑡	PROPN
futech-502	173	47	,	,	PUNCT
futech-502	173	48	𝑤𝑝𝑟𝑜𝑑	𝑤𝑝𝑟𝑜𝑑	PROPN
futech-502	173	49	are	be	AUX
futech-502	173	50	the	the	DET
futech-502	173	51	respective	respective	ADJ
futech-502	173	52	weighting	weighting	NOUN
futech-502	173	53	factors	factor	NOUN
futech-502	173	54	.	.	PUNCT
futech-502	174	1	the	the	DET
futech-502	174	2	social	social	ADJ
futech-502	174	3	sustainability	sustainability	NOUN
futech-502	174	4	dimension	dimension	NOUN
futech-502	174	5	encompasses	encompass	VERB
futech-502	174	6	workforce	workforce	NOUN
futech-502	174	7	impact	impact	NOUN
futech-502	174	8	,	,	PUNCT
futech-502	174	9	safety	safety	NOUN
futech-502	174	10	improvements	improvement	NOUN
futech-502	174	11	,	,	PUNCT
futech-502	174	12	and	and	CCONJ
futech-502	174	13	community	community	NOUN
futech-502	174	14	benefits	benefit	NOUN
futech-502	174	15	:	:	PUNCT
futech-502	174	16	𝑆𝑠𝑐𝑜𝑟𝑒	𝑆𝑠𝑐𝑜𝑟𝑒	PROPN
futech-502	174	17	=	=	SYM
futech-502	174	18	1	1	NUM
futech-502	174	19	𝑛	𝑛	NOUN
futech-502	174	20	∑	∑	PUNCT
futech-502	174	21	(	(	PUNCT
futech-502	174	22	𝑊𝑗	𝑊𝑗	PROPN
futech-502	174	23	×	×	NOUN
futech-502	174	24	𝑆𝑗	𝑆𝑗	PROPN
futech-502	174	25	×	×	NOUN
futech-502	174	26	𝐷𝑗	𝐷𝑗	PROPN
futech-502	174	27	×	×	NOUN
futech-502	174	28	(	(	PUNCT
futech-502	174	29	1	1	NUM
futech-502	174	30	+	+	NUM
futech-502	174	31	𝐶𝑗	𝐶𝑗	NOUN
futech-502	174	32	)	)	PUNCT
futech-502	174	33	)	)	PUNCT
futech-502	175	1	𝑛	𝑛	PROPN
futech-502	175	2	𝑗=1	𝑗=1	PROPN
futech-502	175	3	(	(	PUNCT
futech-502	175	4	9	9	NUM
futech-502	175	5	)	)	PUNCT
futech-502	175	6	where	where	SCONJ
futech-502	175	7	𝑊𝑗	𝑊𝑗	PROPN
futech-502	175	8	represents	represent	VERB
futech-502	175	9	workforce	workforce	NOUN
futech-502	175	10	wellbeing	wellbee	VERB
futech-502	175	11	metrics	metric	NOUN
futech-502	175	12	for	for	ADP
futech-502	175	13	the	the	DET
futech-502	175	14	stakeholder	stakeholder	NOUN
futech-502	175	15	group	group	PROPN
futech-502	175	16	𝑗	𝑗	NOUN
futech-502	175	17	,	,	PUNCT
futech-502	175	18	𝑆𝑗	𝑆𝑗	PROPN
futech-502	175	19	denotes	denote	VERB
futech-502	175	20	safety	safety	NOUN
futech-502	175	21	improvement	improvement	NOUN
futech-502	175	22	indicators	indicator	NOUN
futech-502	175	23	,	,	PUNCT
futech-502	175	24	𝐷𝑗	𝐷𝑗	PROPN
futech-502	175	25	indicates	indicate	VERB
futech-502	175	26	skill	skill	NOUN
futech-502	175	27	development	development	NOUN
futech-502	175	28	and	and	CCONJ
futech-502	175	29	employability	employability	NOUN
futech-502	175	30	enhancement	enhancement	NOUN
futech-502	175	31	,	,	PUNCT
futech-502	175	32	𝐶𝑗	𝐶𝑗	PROPN
futech-502	175	33	captures	capture	VERB
futech-502	175	34	community	community	NOUN
futech-502	175	35	benefit	benefit	NOUN
futech-502	175	36	factors	factor	NOUN
futech-502	175	37	,	,	PUNCT
futech-502	175	38	and	and	CCONJ
futech-502	175	39	is	be	AUX
futech-502	175	40	the	the	DET
futech-502	175	41	number	number	NOUN
futech-502	175	42	of	of	ADP
futech-502	175	43	stakeholder	stakeholder	NOUN
futech-502	175	44	groups	group	NOUN
futech-502	175	45	considered	consider	VERB
futech-502	175	46	.	.	PUNCT
futech-502	176	1	this	this	DET
futech-502	176	2	theoretical	theoretical	ADJ
futech-502	176	3	framework	framework	NOUN
futech-502	176	4	provides	provide	VERB
futech-502	176	5	the	the	DET
futech-502	176	6	foundation	foundation	NOUN
futech-502	176	7	for	for	ADP
futech-502	176	8	empirical	empirical	ADJ
futech-502	176	9	investigation	investigation	NOUN
futech-502	176	10	and	and	CCONJ
futech-502	176	11	practical	practical	ADJ
futech-502	176	12	implementation	implementation	NOUN
futech-502	176	13	of	of	ADP
futech-502	176	14	ailean	ailean	ADJ
futech-502	176	15	integration	integration	NOUN
futech-502	176	16	systems	system	NOUN
futech-502	176	17	that	that	PRON
futech-502	176	18	balance	balance	VERB
futech-502	176	19	operational	operational	ADJ
futech-502	176	20	excellence	excellence	NOUN
futech-502	176	21	with	with	ADP
futech-502	176	22	risk	risk	NOUN
futech-502	176	23	management	management	NOUN
futech-502	176	24	and	and	CCONJ
futech-502	176	25	sustainability	sustainability	NOUN
futech-502	176	26	imperatives	imperative	NOUN
futech-502	176	27	.	.	PUNCT
futech-502	177	1	the	the	DET
futech-502	177	2	mathematical	mathematical	ADJ
futech-502	177	3	formulations	formulation	NOUN
futech-502	177	4	enable	enable	VERB
futech-502	177	5	quantitative	quantitative	ADJ
futech-502	177	6	assessment	assessment	NOUN
futech-502	177	7	and	and	CCONJ
futech-502	177	8	optimization	optimization	NOUN
futech-502	177	9	of	of	ADP
futech-502	177	10	system	system	NOUN
futech-502	177	11	performance	performance	NOUN
futech-502	177	12	across	across	ADP
futech-502	177	13	multiple	multiple	ADJ
futech-502	177	14	dimensions	dimension	NOUN
futech-502	177	15	,	,	PUNCT
futech-502	177	16	supporting	support	VERB
futech-502	177	17	evidence	evidence	NOUN
futech-502	177	18	-	-	PUNCT
futech-502	177	19	based	base	VERB
futech-502	177	20	decision	decision	NOUN
futech-502	177	21	-	-	PUNCT
futech-502	177	22	making	making	NOUN
futech-502	177	23	in	in	ADP
futech-502	177	24	the	the	DET
futech-502	177	25	digital	digital	ADJ
futech-502	177	26	transformation	transformation	NOUN
futech-502	177	27	of	of	ADP
futech-502	177	28	manufacturing	manufacturing	NOUN
futech-502	177	29	operations	operation	NOUN
futech-502	177	30	.	.	PUNCT
futech-502	178	1	3.2	3.2	NUM
futech-502	178	2	data	datum	NOUN
futech-502	178	3	collection	collection	NOUN
futech-502	178	4	and	and	CCONJ
futech-502	178	5	processing	processing	NOUN
futech-502	178	6	multi	multi	ADJ
futech-502	178	7	-	-	ADJ
futech-502	178	8	source	source	NOUN
futech-502	178	9	data	data	NOUN
futech-502	178	10	acquisition	acquisition	NOUN
futech-502	178	11	in	in	ADP
futech-502	178	12	ai	ai	ADJ
futech-502	178	13	-	-	ADJ
futech-502	178	14	lean	lean	ADJ
futech-502	178	15	integration	integration	NOUN
futech-502	178	16	integrates	integrate	VERB
futech-502	178	17	heterogeneous	heterogeneous	ADJ
futech-502	178	18	streams	stream	NOUN
futech-502	178	19	from	from	ADP
futech-502	178	20	sensor	sensor	NOUN
futech-502	178	21	networks	network	NOUN
futech-502	178	22	,	,	PUNCT
futech-502	178	23	historical	historical	ADJ
futech-502	178	24	repositories	repository	NOUN
futech-502	178	25	,	,	PUNCT
futech-502	178	26	quality	quality	NOUN
futech-502	178	27	systems	system	NOUN
futech-502	178	28	,	,	PUNCT
futech-502	178	29	and	and	CCONJ
futech-502	178	30	energy	energy	NOUN
futech-502	178	31	monitors	monitor	NOUN
futech-502	178	32	.	.	PUNCT
futech-502	179	1	manufacturing	manufacture	VERB
futech-502	179	2	equipment	equipment	NOUN
futech-502	179	3	sensors	sensor	NOUN
futech-502	179	4	generate	generate	VERB
futech-502	179	5	high	high	ADJ
futech-502	179	6	-	-	PUNCT
futech-502	179	7	frequency	frequency	NOUN
futech-502	179	8	vibration	vibration	NOUN
futech-502	179	9	,	,	PUNCT
futech-502	179	10	temperature	temperature	NOUN
futech-502	179	11	,	,	PUNCT
futech-502	179	12	and	and	CCONJ
futech-502	179	13	pressure	pressure	NOUN
futech-502	179	14	data	datum	NOUN
futech-502	179	15	following	follow	VERB
futech-502	179	16	adaptive	adaptive	ADJ
futech-502	179	17	sampling	sampling	NOUN
futech-502	179	18	[	[	X
futech-502	179	19	36	36	NUM
futech-502	179	20	]	]	PUNCT
futech-502	179	21	protocols	protocol	NOUN
futech-502	179	22	:	:	PUNCT
futech-502	179	23	𝑓𝑠(𝑡	𝑓𝑠(𝑡	X
futech-502	179	24	)	)	PUNCT
futech-502	180	1	=	=	PRON
futech-502	180	2	𝑓𝑏𝑎𝑠𝑒	𝑓𝑏𝑎𝑠𝑒	ADP
futech-502	180	3	×	×	NOUN
futech-502	180	4	(	(	PUNCT
futech-502	180	5	1	1	NUM
futech-502	180	6	+	+	NUM
futech-502	180	7	𝛼	𝛼	PRON
futech-502	180	8	×	×	PROPN
futech-502	180	9	|∇𝑥(𝑡)|	|∇𝑥(𝑡)|	NOUN
futech-502	180	10	)	)	PUNCT
futech-502	180	11	(	(	PUNCT
futech-502	180	12	10	10	NUM
futech-502	180	13	)	)	PUNCT
futech-502	180	14	where	where	SCONJ
futech-502	180	15	𝑓𝑠(𝑡	𝑓𝑠(𝑡	NOUN
futech-502	180	16	)	)	PUNCT
futech-502	180	17	denotes	denote	NOUN
futech-502	180	18	sampling	sample	VERB
futech-502	180	19	frequency	frequency	NOUN
futech-502	180	20	,	,	PUNCT
futech-502	180	21	𝑓𝑏𝑎𝑠𝑒	𝑓𝑏𝑎𝑠𝑒	NOUN
futech-502	180	22	represents	represent	VERB
futech-502	180	23	baseline	baseline	NOUN
futech-502	180	24	rate	rate	NOUN
futech-502	180	25	,	,	PUNCT
futech-502	180	26	𝛼	𝛼	X
futech-502	180	27	is	be	AUX
futech-502	180	28	the	the	DET
futech-502	180	29	adaptation	adaptation	NOUN
futech-502	180	30	coefficient	coefficient	NOUN
futech-502	180	31	,	,	PUNCT
futech-502	180	32	and	and	CCONJ
futech-502	180	33	|∇𝑥(𝑡)|	|∇𝑥(𝑡)|	NOUN
futech-502	180	34	indicates	indicate	VERB
futech-502	180	35	signal	signal	ADJ
futech-502	180	36	gradient	gradient	ADJ
futech-502	180	37	magnitude	magnitude	NOUN
futech-502	180	38	.	.	PUNCT
futech-502	181	1	historical	historical	ADJ
futech-502	181	2	r&d	r&d	NOUN
futech-502	181	3	data	datum	NOUN
futech-502	181	4	encompassing	encompass	VERB
futech-502	181	5	cad	cad	NOUN
futech-502	181	6	models	model	NOUN
futech-502	181	7	,	,	PUNCT
futech-502	181	8	simulation	simulation	NOUN
futech-502	181	9	results	result	NOUN
futech-502	181	10	,	,	PUNCT
futech-502	181	11	and	and	CCONJ
futech-502	181	12	testing	testing	NOUN
futech-502	181	13	reports	report	NOUN
futech-502	181	14	provides	provide	VERB
futech-502	181	15	longitudinal	longitudinal	ADJ
futech-502	181	16	insights	insight	NOUN
futech-502	181	17	for	for	ADP
futech-502	181	18	predictive	predictive	ADJ
futech-502	181	19	modelling	modelling	NOUN
futech-502	181	20	.	.	PUNCT
futech-502	182	1	quality	quality	NOUN
futech-502	182	2	control	control	NOUN
futech-502	182	3	metrics	metric	NOUN
futech-502	182	4	from	from	ADP
futech-502	182	5	automated	automate	VERB
futech-502	182	6	inspection	inspection	NOUN
futech-502	182	7	systems	system	NOUN
futech-502	182	8	and	and	CCONJ
futech-502	182	9	energy	energy	NOUN
futech-502	182	10	consumption	consumption	NOUN
futech-502	182	11	records	record	NOUN
futech-502	182	12	enable	enable	VERB
futech-502	182	13	a	a	DET
futech-502	182	14	comprehensive	comprehensive	ADJ
futech-502	182	15	performance	performance	NOUN
futech-502	182	16	assessment	assessment	NOUN
futech-502	182	17	.	.	PUNCT
futech-502	183	1	data	datum	NOUN
futech-502	183	2	preprocessing	preprocesse	VERB
futech-502	183	3	addresses	address	NOUN
futech-502	183	4	heterogeneity	heterogeneity	NOUN
futech-502	183	5	through	through	ADP
futech-502	183	6	standardized	standardized	ADJ
futech-502	183	7	pipelines	pipeline	NOUN
futech-502	183	8	incorporating	incorporate	VERB
futech-502	183	9	outlier	outlier	ADJ
futech-502	183	10	detection	detection	NOUN
futech-502	183	11	,	,	PUNCT
futech-502	183	12	missing	miss	VERB
futech-502	183	13	value	value	NOUN
futech-502	183	14	imputation	imputation	NOUN
futech-502	183	15	,	,	PUNCT
futech-502	183	16	and	and	CCONJ
futech-502	183	17	noise	noise	NOUN
futech-502	183	18	filtering	filtering	NOUN
futech-502	183	19	.	.	PUNCT
futech-502	184	1	feature	feature	NOUN
futech-502	184	2	engineering	engineering	NOUN
futech-502	184	3	[	[	X
futech-502	184	4	37	37	NUM
futech-502	184	5	]	]	PUNCT
futech-502	184	6	extracts	extract	VERB
futech-502	184	7	domainspecific	domainspecific	ADJ
futech-502	184	8	representations	representation	NOUN
futech-502	184	9	:	:	PUNCT
futech-502	184	10	𝐅	𝐅	NOUN
futech-502	184	11	=	=	PUNCT
futech-502	185	1	[	[	X
futech-502	185	2	𝑓𝑡𝑖𝑚𝑒	𝑓𝑡𝑖𝑚𝑒	NOUN
futech-502	185	3	⊕𝑓𝑓𝑟𝑒𝑞	⊕𝑓𝑓𝑟𝑒𝑞	NOUN
futech-502	185	4	⊕𝑓𝑠𝑡𝑎𝑡	⊕𝑓𝑠𝑡𝑎𝑡	NOUN
futech-502	185	5	]	]	PUNCT
futech-502	185	6	∈	∈	PROPN
futech-502	186	1	ℝ𝑑	ℝ𝑑	PROPN
futech-502	186	2	(	(	PUNCT
futech-502	186	3	11	11	NUM
futech-502	186	4	)	)	PUNCT
futech-502	186	5	where	where	SCONJ
futech-502	186	6	𝐅	𝐅	PRON
futech-502	186	7	represents	represent	VERB
futech-502	186	8	a	a	DET
futech-502	186	9	feature	feature	NOUN
futech-502	186	10	vector	vector	NOUN
futech-502	186	11	,	,	PUNCT
futech-502	186	12	𝑓𝑡𝑖𝑚𝑒	𝑓𝑡𝑖𝑚𝑒	NOUN
futech-502	186	13	,	,	PUNCT
futech-502	186	14	𝑓𝑓𝑟𝑒𝑞	𝑓𝑓𝑟𝑒𝑞	NOUN
futech-502	186	15	,	,	PUNCT
futech-502	186	16	𝑓𝑠𝑡𝑎𝑡	𝑓𝑠𝑡𝑎𝑡	PROPN
futech-502	186	17	denote	denote	VERB
futech-502	186	18	time	time	NOUN
futech-502	186	19	-	-	PUNCT
futech-502	186	20	domain	domain	NOUN
futech-502	186	21	,	,	PUNCT
futech-502	186	22	frequency	frequency	NOUN
futech-502	186	23	-	-	PUNCT
futech-502	186	24	domain	domain	NOUN
futech-502	186	25	,	,	PUNCT
futech-502	186	26	and	and	CCONJ
futech-502	186	27	statistical	statistical	ADJ
futech-502	186	28	features	feature	NOUN
futech-502	186	29	,	,	PUNCT
futech-502	186	30	respectively	respectively	ADV
futech-502	186	31	,	,	PUNCT
futech-502	186	32	and	and	CCONJ
futech-502	186	33	⊕	⊕	PROPN
futech-502	186	34	indicates	indicate	VERB
futech-502	186	35	concatenation	concatenation	NOUN
futech-502	186	36	.	.	PUNCT
futech-502	187	1	ℝ𝑑	ℝ𝑑	PROPN
futech-502	187	2	denotes	denote	VERB
futech-502	187	3	a	a	DET
futech-502	187	4	ddimensional	ddimensional	ADJ
futech-502	187	5	real	real	ADJ
futech-502	187	6	vector	vector	NOUN
futech-502	187	7	space	space	NOUN
futech-502	187	8	,	,	PUNCT
futech-502	187	9	indicating	indicate	VERB
futech-502	187	10	the	the	DET
futech-502	187	11	mathematical	mathematical	ADJ
futech-502	187	12	properties	property	NOUN
futech-502	187	13	of	of	ADP
futech-502	187	14	the	the	DET
futech-502	187	15	final	final	ADJ
futech-502	187	16	eigenvector	eigenvector	NOUN
futech-502	187	17	.	.	PROPN
futech-502	187	18	3.3	3.3	NUM
futech-502	187	19	ai	ai	ADJ
futech-502	187	20	-	-	PUNCT
futech-502	187	21	driven	drive	VERB
futech-502	187	22	analytics	analytic	NOUN
futech-502	187	23	architecture	architecture	VERB
futech-502	187	24	the	the	DET
futech-502	187	25	ai	ai	NOUN
futech-502	187	26	-	-	PUNCT
futech-502	187	27	driven	drive	VERB
futech-502	187	28	analytics	analytic	NOUN
futech-502	187	29	architecture	architecture	NOUN
futech-502	187	30	for	for	ADP
futech-502	187	31	lean	lean	ADJ
futech-502	187	32	manufacturing	manufacturing	NOUN
futech-502	187	33	employs	employ	VERB
futech-502	187	34	hierarchical	hierarchical	ADJ
futech-502	187	35	machine	machine	NOUN
futech-502	187	36	learning	learning	NOUN
futech-502	187	37	models	model	NOUN
futech-502	187	38	selected	select	VERB
futech-502	187	39	based	base	VERB
futech-502	187	40	on	on	ADP
futech-502	187	41	data	datum	NOUN
futech-502	187	42	characteristics	characteristic	NOUN
futech-502	187	43	and	and	CCONJ
futech-502	187	44	computational	computational	ADJ
futech-502	187	45	constraints	constraint	NOUN
futech-502	187	46	.	.	PUNCT
futech-502	188	1	model	model	NOUN
futech-502	188	2	selection	selection	NOUN
futech-502	188	3	follows	follow	VERB
futech-502	188	4	multicriteria	multicriteria	NOUN
futech-502	189	1	[	[	X
futech-502	189	2	38	38	NUM
futech-502	189	3	]	]	PUNCT
futech-502	189	4	optimization	optimization	NOUN
futech-502	189	5	:	:	PUNCT
futech-502	190	1	[	[	X
futech-502	190	2	𝑀∗	𝑀∗	NOUN
futech-502	190	3	=	=	SYM
futech-502	190	4	arg⁡𝑚𝑎𝑥𝑀∈ℳ[𝜔1𝐴𝐶𝐶(𝑀	arg⁡𝑚𝑎𝑥𝑀∈ℳ[𝜔1𝐴𝐶𝐶(𝑀	NOUN
futech-502	190	5	)	)	PUNCT
futech-502	190	6	+	+	CCONJ
futech-502	190	7	𝜔2	𝜔2	ADV
futech-502	190	8	1	1	NUM
futech-502	190	9	𝑇(𝑀	𝑇(𝑀	ADV
futech-502	190	10	)	)	PUNCT
futech-502	190	11	+	+	CCONJ
futech-502	190	12	𝜔3𝐼𝑁𝑇(𝑀	𝜔3𝐼𝑁𝑇(𝑀	NOUN
futech-502	190	13	)	)	PUNCT
futech-502	190	14	]	]	PUNCT
futech-502	190	15	(	(	PUNCT
futech-502	190	16	12	12	NUM
futech-502	190	17	)	)	PUNCT
futech-502	190	18	where	where	SCONJ
futech-502	190	19	𝑀∗	𝑀∗	NOUN
futech-502	190	20	represents	represent	VERB
futech-502	190	21	the	the	DET
futech-502	190	22	optimal	optimal	ADJ
futech-502	190	23	model	model	NOUN
futech-502	190	24	,	,	PUNCT
futech-502	190	25	𝑀	𝑀	PROPN
futech-502	190	26	denotes	denote	VERB
futech-502	190	27	model	model	NOUN
futech-502	190	28	space	space	NOUN
futech-502	190	29	,	,	PUNCT
futech-502	190	30	𝐴𝐶𝐶(𝑀	𝐴𝐶𝐶(𝑀	VERB
futech-502	190	31	)	)	PUNCT
futech-502	190	32	indicates	indicate	VERB
futech-502	190	33	accuracy	accuracy	NOUN
futech-502	190	34	,	,	PUNCT
futech-502	190	35	𝑇(𝑀	𝑇(𝑀	ADV
futech-502	190	36	)	)	PUNCT
futech-502	190	37	represents	represent	VERB
futech-502	190	38	inference	inference	NOUN
futech-502	190	39	time	time	NOUN
futech-502	190	40	,	,	PUNCT
futech-502	190	41	𝐼𝑁𝑇(𝑀	𝐼𝑁𝑇(𝑀	NOUN
futech-502	190	42	)	)	PUNCT
futech-502	190	43	measures	measure	NOUN
futech-502	190	44	interpretability	interpretability	NOUN
futech-502	190	45	,	,	PUNCT
futech-502	190	46	and	and	CCONJ
futech-502	190	47	1	1	NUM
futech-502	190	48	𝑇(𝑀	𝑇(𝑀	NOUN
futech-502	190	49	)	)	PUNCT
futech-502	190	50	denotes	denote	NOUN
futech-502	190	51	reasoning	reason	VERB
futech-502	190	52	efficiency	efficiency	NOUN
futech-502	190	53	.	.	PUNCT
futech-502	191	1	in	in	ADP
futech-502	191	2	addition	addition	NOUN
futech-502	191	3	,	,	PUNCT
futech-502	191	4	𝜔1	𝜔1	ADJ
futech-502	191	5	,	,	PUNCT
futech-502	191	6	𝜔2	𝜔2	ADJ
futech-502	191	7	and	and	CCONJ
futech-502	191	8	𝜔3	𝜔3	PROPN
futech-502	191	9	c.	c.	PROPN
futech-502	191	10	tsai	tsai	PROPN
futech-502	191	11	et	et	PROPN
futech-502	191	12	al	al	PROPN
futech-502	191	13	.	.	PROPN
futech-502	191	14	/future	/future	PUNCT
futech-502	191	15	technology	technology	PROPN
futech-502	191	16	november	november	PROPN
futech-502	191	17	2025|	2025|	NUM
futech-502	191	18	volume	volume	NOUN
futech-502	191	19	04	04	NUM
futech-502	192	1	|	|	ADV
futech-502	192	2	issue	issue	VERB
futech-502	192	3	04	04	NUM
futech-502	193	1	|	|	CCONJ
futech-502	193	2	pages	page	VERB
futech-502	193	3	267	267	NUM
futech-502	193	4	-	-	SYM
futech-502	193	5	281	281	NUM
futech-502	193	6	273	273	NUM
futech-502	193	7	correspond	correspond	VERB
futech-502	193	8	respectively	respectively	ADV
futech-502	193	9	to	to	ADP
futech-502	193	10	the	the	DET
futech-502	193	11	weighting	weighting	NOUN
futech-502	193	12	coefficients	coefficient	NOUN
futech-502	193	13	for	for	ADP
futech-502	193	14	accuracy	accuracy	NOUN
futech-502	193	15	,	,	PUNCT
futech-502	193	16	computational	computational	ADJ
futech-502	193	17	efficiency	efficiency	NOUN
futech-502	193	18	,	,	PUNCT
futech-502	193	19	and	and	CCONJ
futech-502	193	20	interpretability	interpretability	NOUN
futech-502	193	21	.	.	PUNCT
futech-502	194	1	deep	deep	ADJ
futech-502	194	2	learning	learning	NOUN
futech-502	194	3	architectures	architecture	NOUN
futech-502	194	4	leverage	leverage	VERB
futech-502	194	5	convolutional	convolutional	ADJ
futech-502	194	6	neural	neural	ADJ
futech-502	194	7	networks	network	NOUN
futech-502	194	8	for	for	ADP
futech-502	194	9	visual	visual	ADJ
futech-502	194	10	inspection	inspection	NOUN
futech-502	194	11	and	and	CCONJ
futech-502	194	12	recurrent	recurrent	ADJ
futech-502	194	13	networks	network	NOUN
futech-502	194	14	for	for	ADP
futech-502	194	15	temporal	temporal	ADJ
futech-502	194	16	pattern	pattern	NOUN
futech-502	194	17	recognition	recognition	NOUN
futech-502	194	18	.	.	PUNCT
futech-502	195	1	the	the	DET
futech-502	195	2	cnn	cnn	PROPN
futech-502	195	3	architecture	architecture	NOUN
futech-502	195	4	[	[	X
futech-502	195	5	39	39	NUM
futech-502	195	6	]	]	PUNCT
futech-502	195	7	processes	process	VERB
futech-502	195	8	manufacturing	manufacturing	NOUN
futech-502	195	9	images	image	NOUN
futech-502	195	10	through	through	ADP
futech-502	195	11	:	:	PUNCT
futech-502	195	12	ℎ(𝑙+1	ℎ(𝑙+1	NUM
futech-502	195	13	)	)	PUNCT
futech-502	195	14	=	=	SYM
futech-502	195	15	𝜎(𝑊(𝑙	𝜎(𝑊(𝑙	NOUN
futech-502	195	16	)	)	PUNCT
futech-502	195	17	∗	∗	NOUN
futech-502	195	18	ℎ(𝑙	ℎ(𝑙	PROPN
futech-502	195	19	)	)	PUNCT
futech-502	195	20	+	+	CCONJ
futech-502	195	21	𝑏(𝑙	𝑏(𝑙	NOUN
futech-502	195	22	)	)	PUNCT
futech-502	195	23	)	)	PUNCT
futech-502	196	1	(	(	PUNCT
futech-502	196	2	13	13	NUM
futech-502	196	3	)	)	PUNCT
futech-502	196	4	where	where	SCONJ
futech-502	196	5	ℎ(𝑙	ℎ(𝑙	NOUN
futech-502	196	6	)	)	PUNCT
futech-502	196	7	denotes	denote	VERB
futech-502	196	8	layer	layer	NOUN
futech-502	196	9	𝑙	𝑙	NOUN
futech-502	196	10	activations	activation	NOUN
futech-502	196	11	,	,	PUNCT
futech-502	196	12	𝑊(𝑙	𝑊(𝑙	NOUN
futech-502	196	13	)	)	PUNCT
futech-502	196	14	represents	represent	VERB
futech-502	196	15	convolutional	convolutional	ADJ
futech-502	196	16	kernels	kernel	NOUN
futech-502	196	17	,	,	PUNCT
futech-502	196	18	𝑏(𝑙	𝑏(𝑙	PROPN
futech-502	196	19	)	)	PUNCT
futech-502	196	20	is	be	AUX
futech-502	196	21	the	the	DET
futech-502	196	22	bias	bias	NOUN
futech-502	196	23	term	term	NOUN
futech-502	196	24	for	for	ADP
futech-502	196	25	layer	layer	NOUN
futech-502	196	26	𝑙	𝑙	PRON
futech-502	196	27	,	,	PUNCT
futech-502	196	28	∗	∗	NOUN
futech-502	196	29	indicates	indicate	VERB
futech-502	196	30	a	a	DET
futech-502	196	31	convolution	convolution	NOUN
futech-502	196	32	operation	operation	NOUN
futech-502	196	33	,	,	PUNCT
futech-502	196	34	and	and	CCONJ
futech-502	196	35	𝜎	𝜎	PROPN
futech-502	196	36	is	be	AUX
futech-502	196	37	activation	activation	NOUN
futech-502	196	38	function	function	NOUN
futech-502	196	39	.	.	PUNCT
futech-502	197	1	predictive	predictive	ADJ
futech-502	197	2	risk	risk	NOUN
futech-502	197	3	analytics	analytic	NOUN
futech-502	197	4	employs	employ	VERB
futech-502	197	5	ensemble	ensemble	ADJ
futech-502	197	6	methods	method	NOUN
futech-502	197	7	[	[	X
futech-502	197	8	40	40	NUM
futech-502	197	9	]	]	PUNCT
futech-502	197	10	combining	combine	VERB
futech-502	197	11	gradient	gradient	NOUN
futech-502	197	12	boosting	boosting	NOUN
futech-502	197	13	and	and	CCONJ
futech-502	197	14	neural	neural	ADJ
futech-502	197	15	networks	network	NOUN
futech-502	197	16	for	for	ADP
futech-502	197	17	robust	robust	ADJ
futech-502	197	18	forecasting	forecasting	NOUN
futech-502	197	19	:	:	PUNCT
futech-502	197	20	𝑅	𝑅	NOUN
futech-502	197	21	^	^	PUNCT
futech-502	197	22	(	(	PUNCT
futech-502	197	23	𝑡	𝑡	X
futech-502	197	24	+	+	NOUN
futech-502	197	25	𝜏	𝜏	X
futech-502	197	26	)	)	PUNCT
futech-502	197	27	=	=	SYM
futech-502	197	28	∑	∑	PUNCT
futech-502	197	29	𝛼𝑘𝑓𝑘(𝑋𝑡	𝛼𝑘𝑓𝑘(𝑋𝑡	PROPN
futech-502	197	30	)	)	PUNCT
futech-502	198	1	𝐾	𝐾	PROPN
futech-502	199	1	𝑘=1	𝑘=1	NOUN
futech-502	200	1	+	+	PUNCT
futech-502	200	2	𝛽	𝛽	NOUN
futech-502	200	3	⋅	⋅	PROPN
futech-502	200	4	𝑔𝑁𝑁(𝑋𝑡	𝑔𝑁𝑁(𝑋𝑡	NUM
futech-502	200	5	)	)	PUNCT
futech-502	200	6	(	(	PUNCT
futech-502	200	7	14	14	NUM
futech-502	200	8	)	)	PUNCT
futech-502	200	9	where	where	SCONJ
futech-502	200	10	𝑅	𝑅	PROPN
futech-502	200	11	^	^	PUNCT
futech-502	200	12	(	(	PUNCT
futech-502	200	13	𝑡	𝑡	X
futech-502	200	14	+	+	NOUN
futech-502	200	15	𝜏	𝜏	X
futech-502	200	16	)	)	PUNCT
futech-502	200	17	predicts	predict	VERB
futech-502	200	18	risk	risk	NOUN
futech-502	200	19	at	at	ADP
futech-502	200	20	time	time	NOUN
futech-502	200	21	𝑡	𝑡	X
futech-502	200	22	+	+	X
futech-502	200	23	𝜏	𝜏	ADJ
futech-502	200	24	,	,	PUNCT
futech-502	200	25	𝑓𝑘	𝑓𝑘	PRON
futech-502	200	26	represents	represent	VERB
futech-502	200	27	𝑘-th	𝑘-th	PROPN
futech-502	200	28	base	base	NOUN
futech-502	200	29	learner	learner	NOUN
futech-502	200	30	,	,	PUNCT
futech-502	200	31	𝑔𝑁𝑁	𝑔𝑁𝑁	X
futech-502	200	32	denotes	denotes	PROPN
futech-502	200	33	neural	neural	ADJ
futech-502	200	34	network	network	NOUN
futech-502	200	35	predictor	predictor	NOUN
futech-502	200	36	,	,	PUNCT
futech-502	200	37	𝐾	𝐾	PROPN
futech-502	200	38	denotes	denote	VERB
futech-502	200	39	the	the	DET
futech-502	200	40	total	total	ADJ
futech-502	200	41	number	number	NOUN
futech-502	200	42	of	of	ADP
futech-502	200	43	base	base	NOUN
futech-502	200	44	learners	learner	NOUN
futech-502	200	45	,	,	PUNCT
futech-502	200	46	𝛼𝑘	𝛼𝑘	PRON
futech-502	200	47	denotes	denote	VERB
futech-502	200	48	the	the	DET
futech-502	200	49	weight	weight	NOUN
futech-502	200	50	coefficient	coefficient	NOUN
futech-502	200	51	of	of	ADP
futech-502	200	52	the	the	DET
futech-502	200	53	kth	kth	PROPN
futech-502	200	54	basic	basic	ADJ
futech-502	200	55	learner	learner	NOUN
futech-502	200	56	,	,	PUNCT
futech-502	200	57	𝛽	𝛽	NOUN
futech-502	200	58	is	be	AUX
futech-502	200	59	the	the	DET
futech-502	200	60	weight	weight	NOUN
futech-502	200	61	coefficient	coefficient	NOUN
futech-502	200	62	of	of	ADP
futech-502	200	63	the	the	DET
futech-502	200	64	neural	neural	ADJ
futech-502	200	65	network	network	NOUN
futech-502	200	66	predictor	predictor	NOUN
futech-502	200	67	,	,	PUNCT
futech-502	200	68	and	and	CCONJ
futech-502	200	69	𝑋𝑡	𝑋𝑡	PROPN
futech-502	200	70	indicates	indicate	VERB
futech-502	200	71	a	a	DET
futech-502	200	72	feature	feature	NOUN
futech-502	200	73	vector	vector	NOUN
futech-502	200	74	.	.	PUNCT
futech-502	201	1	real	real	ADJ
futech-502	201	2	-	-	PUNCT
futech-502	201	3	time	time	NOUN
futech-502	201	4	anomaly	anomaly	NOUN
futech-502	201	5	detection	detection	NOUN
futech-502	201	6	utilizes	utilize	VERB
futech-502	201	7	adaptive	adaptive	ADJ
futech-502	201	8	thresholding	thresholding	NOUN
futech-502	201	9	with	with	ADP
futech-502	201	10	statistical	statistical	ADJ
futech-502	201	11	process	process	NOUN
futech-502	201	12	control	control	NOUN
futech-502	202	1	[	[	X
futech-502	202	2	41	41	NUM
futech-502	202	3	]	]	PUNCT
futech-502	202	4	:	:	PUNCT
futech-502	202	5	𝐴(𝑥𝑡	𝐴(𝑥𝑡	X
futech-502	202	6	)	)	PUNCT
futech-502	202	7	=	=	PRON
futech-502	202	8	{	{	PUNCT
futech-502	202	9	1	1	NUM
futech-502	202	10	if	if	SCONJ
futech-502	202	11	|𝑥𝑡	|𝑥𝑡	NUM
futech-502	202	12	−	−	PROPN
futech-502	202	13	𝜇𝑡|	𝜇𝑡|	NOUN
futech-502	202	14	>	>	X
futech-502	202	15	𝑘𝜎𝑡	𝑘𝜎𝑡	PROPN
futech-502	202	16	0	0	NUM
futech-502	203	1	otherwise	otherwise	ADV
futech-502	203	2	(	(	PUNCT
futech-502	203	3	15	15	NUM
futech-502	203	4	)	)	PUNCT
futech-502	203	5	where	where	SCONJ
futech-502	203	6	𝐴(𝑥𝑡	𝐴(𝑥𝑡	NOUN
futech-502	203	7	)	)	PUNCT
futech-502	203	8	is	be	AUX
futech-502	203	9	an	an	DET
futech-502	203	10	anomaly	anomaly	NOUN
futech-502	203	11	indicator	indicator	NOUN
futech-502	203	12	,	,	PUNCT
futech-502	203	13	𝜇𝑡	𝜇𝑡	INTJ
futech-502	203	14	,	,	PUNCT
futech-502	203	15	𝜎𝑡	𝜎𝑡	PROPN
futech-502	203	16	represent	represent	VERB
futech-502	203	17	the	the	DET
futech-502	203	18	dynamic	dynamic	ADJ
futech-502	203	19	mean	mean	NOUN
futech-502	203	20	and	and	CCONJ
futech-502	203	21	standard	standard	ADJ
futech-502	203	22	deviation	deviation	NOUN
futech-502	203	23	,	,	PUNCT
futech-502	203	24	𝑥𝑡	𝑥𝑡	ADV
futech-502	203	25	denotes	denote	VERB
futech-502	203	26	the	the	DET
futech-502	203	27	current	current	ADJ
futech-502	203	28	observed	observe	VERB
futech-502	203	29	value	value	NOUN
futech-502	203	30	,	,	PUNCT
futech-502	203	31	and	and	CCONJ
futech-502	203	32	𝑘	𝑘	PRON
futech-502	203	33	is	be	AUX
futech-502	203	34	the	the	DET
futech-502	203	35	control	control	NOUN
futech-502	203	36	limit	limit	NOUN
futech-502	203	37	coefficient	coefficient	NOUN
futech-502	203	38	.	.	PUNCT
futech-502	204	1	based	base	VERB
futech-502	204	2	on	on	ADP
futech-502	204	3	12	12	NUM
futech-502	204	4	months	month	NOUN
futech-502	204	5	of	of	ADP
futech-502	204	6	field	field	NOUN
futech-502	204	7	validation	validation	NOUN
futech-502	204	8	and	and	CCONJ
futech-502	204	9	secom	secom	PROPN
futech-502	204	10	dataset	dataset	VERB
futech-502	204	11	analysis	analysis	NOUN
futech-502	204	12	,	,	PUNCT
futech-502	204	13	the	the	DET
futech-502	204	14	mathematical	mathematical	ADJ
futech-502	204	15	extension	extension	NOUN
futech-502	204	16	developed	develop	VERB
futech-502	204	17	in	in	ADP
futech-502	204	18	this	this	DET
futech-502	204	19	study	study	NOUN
futech-502	204	20	demonstrates	demonstrate	VERB
futech-502	204	21	performance	performance	NOUN
futech-502	204	22	improvements	improvement	NOUN
futech-502	204	23	over	over	ADP
futech-502	204	24	traditional	traditional	ADJ
futech-502	204	25	lean	lean	ADJ
futech-502	204	26	models	model	NOUN
futech-502	204	27	under	under	ADP
futech-502	204	28	specific	specific	ADJ
futech-502	204	29	conditions	condition	NOUN
futech-502	204	30	.	.	PUNCT
futech-502	205	1	empirical	empirical	ADJ
futech-502	205	2	validation	validation	NOUN
futech-502	205	3	results	result	NOUN
futech-502	205	4	indicate	indicate	VERB
futech-502	205	5	:	:	PUNCT
futech-502	205	6	overall	overall	ADJ
futech-502	205	7	equipment	equipment	NOUN
futech-502	205	8	effectiveness	effectiveness	NOUN
futech-502	205	9	increased	increase	VERB
futech-502	205	10	by	by	ADP
futech-502	205	11	36.1	36.1	NUM
futech-502	205	12	%	%	NOUN
futech-502	205	13	(	(	PUNCT
futech-502	205	14	compared	compare	VERB
futech-502	205	15	to	to	ADP
futech-502	205	16	the	the	DET
futech-502	205	17	traditional	traditional	ADJ
futech-502	205	18	lean	lean	ADJ
futech-502	205	19	baseline	baseline	NOUN
futech-502	205	20	)	)	PUNCT
futech-502	205	21	,	,	PUNCT
futech-502	205	22	setup	setup	NOUN
futech-502	205	23	time	time	NOUN
futech-502	205	24	decreased	decrease	VERB
futech-502	205	25	by	by	ADP
futech-502	205	26	58.9	58.9	NUM
futech-502	205	27	%	%	NOUN
futech-502	205	28	(	(	PUNCT
futech-502	205	29	achieved	achieve	VERB
futech-502	205	30	through	through	ADP
futech-502	205	31	ai	ai	PRON
futech-502	205	32	optimization	optimization	NOUN
futech-502	205	33	)	)	PUNCT
futech-502	205	34	,	,	PUNCT
futech-502	205	35	and	and	CCONJ
futech-502	205	36	risk	risk	NOUN
futech-502	205	37	prediction	prediction	NOUN
futech-502	205	38	accuracy	accuracy	NOUN
futech-502	205	39	reached	reach	VERB
futech-502	205	40	91	91	NUM
futech-502	205	41	-	-	SYM
futech-502	205	42	96	96	NUM
futech-502	205	43	%	%	NOUN
futech-502	205	44	(	(	PUNCT
futech-502	205	45	across	across	ADP
futech-502	205	46	different	different	ADJ
futech-502	205	47	risk	risk	NOUN
futech-502	205	48	categories	category	NOUN
futech-502	205	49	)	)	PUNCT
futech-502	205	50	.	.	PUNCT
futech-502	206	1	these	these	DET
futech-502	206	2	improvements	improvement	NOUN
futech-502	206	3	provide	provide	VERB
futech-502	206	4	quantitative	quantitative	ADJ
futech-502	206	5	evidence	evidence	NOUN
futech-502	206	6	supporting	support	VERB
futech-502	206	7	the	the	DET
futech-502	206	8	practical	practical	ADJ
futech-502	206	9	value	value	NOUN
futech-502	206	10	of	of	ADP
futech-502	206	11	aienhanced	aienhance	VERB
futech-502	206	12	models	model	NOUN
futech-502	206	13	.	.	PUNCT
futech-502	207	1	the	the	DET
futech-502	207	2	effectiveness	effectiveness	NOUN
futech-502	207	3	of	of	ADP
futech-502	207	4	this	this	DET
futech-502	207	5	mathematical	mathematical	ADJ
futech-502	207	6	extension	extension	NOUN
futech-502	207	7	hinges	hinge	NOUN
futech-502	207	8	on	on	ADP
futech-502	207	9	five	five	NUM
futech-502	207	10	critical	critical	ADJ
futech-502	207	11	technical	technical	ADJ
futech-502	207	12	conditions	condition	NOUN
futech-502	207	13	:	:	PUNCT
futech-502	207	14	the	the	DET
futech-502	207	15	data	datum	NOUN
futech-502	207	16	quality	quality	NOUN
futech-502	207	17	coefficient	coefficient	NOUN
futech-502	207	18	θ	θ	PROPN
futech-502	207	19	must	must	AUX
futech-502	207	20	exceed	exceed	VERB
futech-502	207	21	0.6	0.6	NUM
futech-502	207	22	to	to	PART
futech-502	207	23	ensure	ensure	VERB
futech-502	207	24	input	input	NOUN
futech-502	207	25	data	datum	NOUN
futech-502	207	26	integrity	integrity	NOUN
futech-502	207	27	and	and	CCONJ
futech-502	207	28	accuracy	accuracy	NOUN
futech-502	207	29	;	;	PUNCT
futech-502	207	30	the	the	DET
futech-502	207	31	human	human	ADJ
futech-502	207	32	-	-	PUNCT
futech-502	207	33	machine	machine	NOUN
futech-502	207	34	collaboration	collaboration	NOUN
futech-502	207	35	effect	effect	NOUN
futech-502	207	36	factor	factor	NOUN
futech-502	207	37	φ	φ	PROPN
futech-502	207	38	must	must	AUX
futech-502	207	39	remain	remain	VERB
futech-502	207	40	within	within	ADP
futech-502	207	41	the	the	DET
futech-502	207	42	[	[	X
futech-502	207	43	0.5	0.5	NUM
futech-502	207	44	,	,	PUNCT
futech-502	207	45	1.5	1.5	NUM
futech-502	207	46	]	]	PUNCT
futech-502	207	47	range	range	NOUN
futech-502	207	48	;	;	PUNCT
futech-502	207	49	at	at	ADP
futech-502	207	50	least	least	ADJ
futech-502	207	51	six	six	NUM
futech-502	207	52	months	month	NOUN
futech-502	207	53	of	of	ADP
futech-502	207	54	historical	historical	ADJ
futech-502	207	55	data	datum	NOUN
futech-502	207	56	accumulation	accumulation	NOUN
futech-502	207	57	is	be	AUX
futech-502	207	58	required	require	VERB
futech-502	207	59	for	for	ADP
futech-502	207	60	accurate	accurate	ADJ
futech-502	207	61	calibration	calibration	NOUN
futech-502	207	62	of	of	ADP
futech-502	207	63	the	the	DET
futech-502	207	64	learning	learning	NOUN
futech-502	207	65	rate	rate	NOUN
futech-502	207	66	parameter	parameter	PROPN
futech-502	207	67	𝜆𝑘	𝜆𝑘	ADV
futech-502	207	68	;	;	PUNCT
futech-502	207	69	the	the	DET
futech-502	207	70	manufacturing	manufacturing	NOUN
futech-502	207	71	environment	environment	NOUN
futech-502	207	72	must	must	AUX
futech-502	207	73	possess	possess	VERB
futech-502	207	74	foundational	foundational	ADJ
futech-502	207	75	sensor	sensor	NOUN
futech-502	207	76	networks	network	NOUN
futech-502	207	77	and	and	CCONJ
futech-502	207	78	data	datum	NOUN
futech-502	207	79	acquisition	acquisition	NOUN
futech-502	207	80	capabilities	capability	NOUN
futech-502	207	81	;	;	PUNCT
futech-502	207	82	and	and	CCONJ
futech-502	207	83	operators	operator	NOUN
futech-502	207	84	must	must	AUX
futech-502	207	85	receive	receive	VERB
futech-502	207	86	appropriate	appropriate	ADJ
futech-502	207	87	training	training	NOUN
futech-502	207	88	in	in	ADP
futech-502	207	89	ai	ai	ADJ
futech-502	207	90	tool	tool	NOUN
futech-502	207	91	usage	usage	NOUN
futech-502	207	92	.	.	PUNCT
futech-502	208	1	failure	failure	NOUN
futech-502	208	2	to	to	PART
futech-502	208	3	meet	meet	VERB
futech-502	208	4	these	these	DET
futech-502	208	5	conditions	condition	NOUN
futech-502	208	6	will	will	AUX
futech-502	208	7	directly	directly	ADV
futech-502	208	8	impact	impact	VERB
futech-502	208	9	the	the	DET
futech-502	208	10	model	model	NOUN
futech-502	208	11	's	's	PART
futech-502	208	12	predictive	predictive	ADJ
futech-502	208	13	accuracy	accuracy	NOUN
futech-502	208	14	and	and	CCONJ
futech-502	208	15	optimization	optimization	NOUN
futech-502	208	16	effectiveness	effectiveness	NOUN
futech-502	208	17	.	.	PUNCT
futech-502	209	1	from	from	ADP
futech-502	209	2	a	a	DET
futech-502	209	3	methodological	methodological	ADJ
futech-502	209	4	perspective	perspective	NOUN
futech-502	209	5	,	,	PUNCT
futech-502	209	6	this	this	PRON
futech-502	209	7	represents	represent	VERB
futech-502	209	8	a	a	DET
futech-502	209	9	parametric	parametric	ADJ
futech-502	209	10	refinement	refinement	NOUN
futech-502	209	11	of	of	ADP
futech-502	209	12	existing	exist	VERB
futech-502	209	13	lean	lean	ADJ
futech-502	209	14	efficiency	efficiency	NOUN
futech-502	209	15	assessment	assessment	NOUN
futech-502	209	16	methods	method	NOUN
futech-502	209	17	rather	rather	ADV
futech-502	209	18	than	than	ADP
futech-502	209	19	a	a	DET
futech-502	209	20	fundamental	fundamental	ADJ
futech-502	209	21	theoretical	theoretical	ADJ
futech-502	209	22	breakthrough	breakthrough	NOUN
futech-502	209	23	.	.	PUNCT
futech-502	210	1	in	in	ADP
futech-502	210	2	manufacturing	manufacture	VERB
futech-502	210	3	environments	environment	NOUN
futech-502	210	4	lacking	lack	VERB
futech-502	210	5	the	the	DET
futech-502	210	6	aforementioned	aforementioned	ADJ
futech-502	210	7	technical	technical	ADJ
futech-502	210	8	conditions	condition	NOUN
futech-502	210	9	,	,	PUNCT
futech-502	210	10	its	its	PRON
futech-502	210	11	advantages	advantage	NOUN
futech-502	210	12	over	over	ADP
futech-502	210	13	traditional	traditional	ADJ
futech-502	210	14	methods	method	NOUN
futech-502	210	15	may	may	AUX
futech-502	210	16	significantly	significantly	ADV
futech-502	210	17	diminish	diminish	VERB
futech-502	210	18	or	or	CCONJ
futech-502	210	19	even	even	ADV
futech-502	210	20	vanish	vanish	VERB
futech-502	210	21	,	,	PUNCT
futech-502	210	22	indicating	indicate	VERB
futech-502	210	23	clear	clear	ADJ
futech-502	210	24	technical	technical	ADJ
futech-502	210	25	boundaries	boundary	NOUN
futech-502	210	26	and	and	CCONJ
futech-502	210	27	environmental	environmental	ADJ
futech-502	210	28	constraints	constraint	NOUN
futech-502	210	29	on	on	ADP
futech-502	210	30	its	its	PRON
futech-502	210	31	applicability	applicability	NOUN
futech-502	210	32	.	.	PUNCT
futech-502	211	1	figure	figure	NOUN
futech-502	211	2	3	3	NUM
futech-502	211	3	illustrates	illustrate	VERB
futech-502	211	4	the	the	DET
futech-502	211	5	hierarchical	hierarchical	ADJ
futech-502	211	6	architecture	architecture	NOUN
futech-502	211	7	integrating	integrate	VERB
futech-502	211	8	multiple	multiple	NOUN
futech-502	211	9	ai	ai	VERB
futech-502	211	10	paradigms	paradigm	NOUN
futech-502	211	11	.	.	PUNCT
futech-502	212	1	this	this	DET
futech-502	212	2	architecture	architecture	NOUN
futech-502	212	3	supports	support	VERB
futech-502	212	4	the	the	DET
futech-502	212	5	parallel	parallel	ADJ
futech-502	212	6	deployment	deployment	NOUN
futech-502	212	7	of	of	ADP
futech-502	212	8	four	four	NUM
futech-502	212	9	ai	ai	NOUN
futech-502	212	10	methods	method	NOUN
futech-502	212	11	through	through	ADP
futech-502	212	12	multi	multi	ADJ
futech-502	212	13	-	-	ADJ
futech-502	212	14	source	source	NOUN
futech-502	212	15	fusion	fusion	NOUN
futech-502	212	16	at	at	ADP
futech-502	212	17	the	the	DET
futech-502	212	18	data	datum	NOUN
futech-502	212	19	input	input	NOUN
futech-502	212	20	layer	layer	NOUN
futech-502	212	21	(	(	PUNCT
futech-502	212	22	sensor	sensor	NOUN
futech-502	212	23	streams	stream	NOUN
futech-502	212	24	,	,	PUNCT
futech-502	212	25	image	image	NOUN
futech-502	212	26	data	datum	NOUN
futech-502	212	27	,	,	PUNCT
futech-502	212	28	time	time	NOUN
futech-502	212	29	series	series	NOUN
futech-502	212	30	,	,	PUNCT
futech-502	212	31	event	event	NOUN
futech-502	212	32	logs	log	NOUN
futech-502	212	33	):	):	PUNCT
futech-502	212	34	classical	classical	ADJ
futech-502	212	35	machine	machine	NOUN
futech-502	212	36	learning	learning	NOUN
futech-502	212	37	provides	provide	VERB
futech-502	212	38	high	high	ADJ
futech-502	212	39	interpretability	interpretability	NOUN
futech-502	212	40	,	,	PUNCT
futech-502	212	41	deep	deep	ADJ
futech-502	212	42	learning	learning	NOUN
futech-502	212	43	handles	handle	VERB
futech-502	212	44	complex	complex	ADJ
futech-502	212	45	patterns	pattern	NOUN
futech-502	212	46	,	,	PUNCT
futech-502	212	47	ensemble	ensemble	ADJ
futech-502	212	48	methods	method	NOUN
futech-502	212	49	enhance	enhance	VERB
futech-502	212	50	robustness	robustness	NOUN
futech-502	212	51	,	,	PUNCT
futech-502	212	52	and	and	CCONJ
futech-502	212	53	statistical	statistical	ADJ
futech-502	212	54	methods	method	NOUN
futech-502	212	55	ensure	ensure	VERB
futech-502	212	56	real	real	ADJ
futech-502	212	57	-	-	PUNCT
futech-502	212	58	time	time	NOUN
futech-502	212	59	responsiveness	responsiveness	NOUN
futech-502	212	60	.	.	PUNCT
futech-502	213	1	3.4	3.4	NUM
futech-502	213	2	risk	risk	NOUN
futech-502	213	3	control	control	NOUN
futech-502	213	4	framework	framework	NOUN
futech-502	213	5	the	the	DET
futech-502	213	6	risk	risk	NOUN
futech-502	213	7	control	control	NOUN
futech-502	213	8	framework	framework	NOUN
futech-502	213	9	for	for	ADP
futech-502	213	10	ai	ai	ADJ
futech-502	213	11	-	-	PUNCT
futech-502	213	12	lean	lean	ADJ
futech-502	213	13	integration	integration	NOUN
futech-502	213	14	employs	employ	VERB
futech-502	213	15	systematic	systematic	ADJ
futech-502	213	16	identification	identification	NOUN
futech-502	213	17	,	,	PUNCT
futech-502	213	18	quantification	quantification	NOUN
futech-502	213	19	,	,	PUNCT
futech-502	213	20	and	and	CCONJ
futech-502	213	21	mitigation	mitigation	NOUN
futech-502	213	22	strategies	strategy	NOUN
futech-502	213	23	addressing	address	VERB
futech-502	213	24	technical	technical	ADJ
futech-502	213	25	,	,	PUNCT
futech-502	213	26	operational	operational	ADJ
futech-502	213	27	,	,	PUNCT
futech-502	213	28	and	and	CCONJ
futech-502	213	29	strategic	strategic	ADJ
futech-502	213	30	dimensions	dimension	NOUN
futech-502	213	31	.	.	PUNCT
futech-502	214	1	risk	risk	NOUN
futech-502	214	2	identification	identification	NOUN
futech-502	214	3	methodology	methodology	NOUN
futech-502	214	4	integrates	integrate	VERB
futech-502	214	5	failure	failure	NOUN
futech-502	214	6	mode	mode	NOUN
futech-502	214	7	analysis	analysis	NOUN
futech-502	214	8	with	with	ADP
futech-502	214	9	ai	ai	ADJ
futech-502	214	10	-	-	PUNCT
futech-502	214	11	specific	specific	ADJ
futech-502	214	12	vulnerabilities	vulnerability	NOUN
futech-502	214	13	,	,	PUNCT
futech-502	214	14	encompassing	encompass	VERB
futech-502	214	15	system	system	NOUN
futech-502	214	16	failures	failure	NOUN
futech-502	214	17	,	,	PUNCT
futech-502	214	18	data	datum	NOUN
futech-502	214	19	quality	quality	NOUN
futech-502	214	20	degradation	degradation	NOUN
futech-502	214	21	,	,	PUNCT
futech-502	214	22	process	process	NOUN
futech-502	214	23	variations	variation	NOUN
futech-502	214	24	,	,	PUNCT
futech-502	214	25	human	human	ADJ
futech-502	214	26	errors	error	NOUN
futech-502	214	27	,	,	PUNCT
futech-502	214	28	market	market	NOUN
futech-502	214	29	volatility	volatility	NOUN
futech-502	214	30	,	,	PUNCT
futech-502	214	31	and	and	CCONJ
futech-502	214	32	regulatory	regulatory	ADJ
futech-502	214	33	compliance	compliance	NOUN
futech-502	214	34	challenges	challenge	NOUN
futech-502	214	35	.	.	PUNCT
futech-502	215	1	the	the	DET
futech-502	215	2	comprehensive	comprehensive	ADJ
futech-502	215	3	risk	risk	NOUN
futech-502	215	4	score	score	NOUN
futech-502	215	5	incorporates	incorporate	VERB
futech-502	215	6	probability	probability	NOUN
futech-502	215	7	,	,	PUNCT
futech-502	215	8	impact	impact	NOUN
futech-502	215	9	,	,	PUNCT
futech-502	215	10	and	and	CCONJ
futech-502	215	11	ai	ai	VERB
futech-502	215	12	amplification	amplification	NOUN
futech-502	215	13	factors	factor	NOUN
futech-502	215	14	:	:	PUNCT
futech-502	216	1	𝑅𝑡𝑜𝑡𝑎𝑙	𝑅𝑡𝑜𝑡𝑎𝑙	PROPN
futech-502	216	2	=	=	PUNCT
futech-502	216	3	∑	∑	ADP
futech-502	216	4	𝑤𝑖	𝑤𝑖	PRON
futech-502	216	5	3	3	NUM
futech-502	216	6	𝑖=1	𝑖=1	PUNCT
futech-502	216	7	∑	∑	PUNCT
futech-502	216	8	𝑃𝑖𝑗	𝑃𝑖𝑗	PROPN
futech-502	216	9	𝑛𝑖	𝑛𝑖	PRON
futech-502	216	10	𝑗=1	𝑗=1	PROPN
futech-502	216	11	×	×	PROPN
futech-502	216	12	𝐼𝑖𝑗	𝐼𝑖𝑗	PROPN
futech-502	216	13	×	×	NOUN
futech-502	216	14	(	(	PUNCT
futech-502	216	15	1	1	NUM
futech-502	216	16	+	+	NUM
futech-502	216	17	𝛼𝐴𝐼,𝑖𝑗	𝛼𝐴𝐼,𝑖𝑗	NUM
futech-502	216	18	)	)	PUNCT
futech-502	216	19	(	(	PUNCT
futech-502	216	20	16	16	NUM
futech-502	216	21	)	)	PUNCT
futech-502	216	22	where	where	SCONJ
futech-502	216	23	𝑅𝑡𝑜𝑡𝑎𝑙	𝑅𝑡𝑜𝑡𝑎𝑙	PROPN
futech-502	216	24	represents	represent	VERB
futech-502	216	25	the	the	DET
futech-502	216	26	aggregate	aggregate	ADJ
futech-502	216	27	risk	risk	NOUN
futech-502	216	28	score	score	NOUN
futech-502	216	29	,	,	PUNCT
futech-502	216	30	𝑤𝑖	𝑤𝑖	ADP
futech-502	216	31	denotes	denote	NOUN
futech-502	216	32	category	category	NOUN
futech-502	216	33	weight	weight	NOUN
futech-502	216	34	(	(	PUNCT
futech-502	216	35	technical	technical	ADJ
futech-502	216	36	,	,	PUNCT
futech-502	216	37	operational	operational	ADJ
futech-502	216	38	,	,	PUNCT
futech-502	216	39	strategic	strategic	ADJ
futech-502	216	40	)	)	PUNCT
futech-502	216	41	,	,	PUNCT
futech-502	216	42	𝑃𝑖𝑗	𝑃𝑖𝑗	PROPN
futech-502	216	43	indicates	indicate	VERB
futech-502	216	44	the	the	DET
futech-502	216	45	probability	probability	NOUN
futech-502	216	46	of	of	ADP
futech-502	216	47	risk	risk	NOUN
futech-502	216	48	𝑗	𝑗	INTJ
futech-502	216	49	in	in	ADP
futech-502	216	50	category	category	NOUN
futech-502	216	51	𝑖	𝑖	SYM
futech-502	216	52	,	,	PUNCT
futech-502	216	53	𝐼𝑖𝑗	𝐼𝑖𝑗	PROPN
futech-502	216	54	represents	represent	VERB
futech-502	216	55	impact	impact	NOUN
futech-502	216	56	severity	severity	NOUN
futech-502	216	57	(	(	PUNCT
futech-502	216	58	1	1	NUM
futech-502	216	59	-	-	SYM
futech-502	216	60	5	5	NUM
futech-502	216	61	scale	scale	NOUN
futech-502	216	62	)	)	PUNCT
futech-502	216	63	,	,	PUNCT
futech-502	216	64	and	and	CCONJ
futech-502	216	65	𝛼𝐴𝐼,𝑖𝑗	𝛼𝐴𝐼,𝑖𝑗	PROPN
futech-502	216	66	is	be	AUX
futech-502	216	67	the	the	DET
futech-502	216	68	ai	ai	ADJ
futech-502	216	69	amplification	amplification	NOUN
futech-502	216	70	factor	factor	NOUN
futech-502	216	71	(	(	PUNCT
futech-502	216	72	0	0	NUM
futech-502	216	73	-	-	SYM
futech-502	216	74	1	1	NUM
futech-502	216	75	)	)	PUNCT
futech-502	216	76	.	.	PUNCT
futech-502	217	1	risk	risk	NOUN
futech-502	217	2	assessment	assessment	NOUN
futech-502	217	3	employs	employ	VERB
futech-502	217	4	monte	monte	PROPN
futech-502	217	5	carlo	carlo	PROPN
futech-502	217	6	simulation	simulation	PROPN
futech-502	218	1	[	[	X
futech-502	218	2	42	42	NUM
futech-502	218	3	]	]	PUNCT
futech-502	218	4	for	for	ADP
futech-502	218	5	uncertainty	uncertainty	NOUN
futech-502	218	6	quantification	quantification	NOUN
futech-502	218	7	:	:	PUNCT
futech-502	218	8	𝑉𝑎𝑅𝜏	𝑉𝑎𝑅𝜏	PROPN
futech-502	218	9	=	=	SYM
futech-502	218	10	𝑖𝑛𝑓𝑥	𝑖𝑛𝑓𝑥	PROPN
futech-502	218	11	:	:	PUNCT
futech-502	218	12	𝑃(𝐿	𝑃(𝐿	VERB
futech-502	218	13	>	>	X
futech-502	218	14	𝑥	𝑥	X
futech-502	218	15	)	)	PUNCT
futech-502	218	16	≤	≤	NOUN
futech-502	218	17	1	1	NUM
futech-502	218	18	−	−	PROPN
futech-502	218	19	𝜏	𝜏	X
futech-502	218	20	(	(	PUNCT
futech-502	218	21	17	17	NUM
futech-502	218	22	)	)	PUNCT
futech-502	218	23	where	where	SCONJ
futech-502	218	24	𝑉𝑎𝑅𝜏	𝑉𝑎𝑅𝜏	PROPN
futech-502	218	25	represents	represent	VERB
futech-502	218	26	value	value	NOUN
futech-502	218	27	-	-	PUNCT
futech-502	218	28	at	at	ADP
futech-502	218	29	-	-	PUNCT
futech-502	218	30	risk	risk	NOUN
futech-502	218	31	at	at	ADP
futech-502	218	32	confidence	confidence	NOUN
futech-502	218	33	level	level	NOUN
futech-502	218	34	𝜏	𝜏	NOUN
futech-502	218	35	,	,	PUNCT
futech-502	218	36	and	and	CCONJ
futech-502	218	37	𝐿	𝐿	PROPN
futech-502	218	38	denotes	denote	NOUN
futech-502	218	39	loss	loss	NOUN
futech-502	218	40	distribution	distribution	NOUN
futech-502	218	41	.	.	PUNCT
futech-502	219	1	mitigation	mitigation	NOUN
futech-502	219	2	strategies	strategy	NOUN
futech-502	219	3	follow	follow	VERB
futech-502	219	4	hierarchical	hierarchical	ADJ
futech-502	219	5	control	control	NOUN
futech-502	219	6	implementation	implementation	NOUN
futech-502	219	7	,	,	PUNCT
futech-502	219	8	prioritizing	prioritize	VERB
futech-502	219	9	prevention	prevention	NOUN
futech-502	219	10	over	over	ADP
futech-502	219	11	detection	detection	NOUN
futech-502	219	12	.	.	PUNCT
futech-502	220	1	the	the	DET
futech-502	220	2	risk	risk	NOUN
futech-502	220	3	reduction	reduction	NOUN
futech-502	220	4	effectiveness	effectiveness	NOUN
futech-502	220	5	is	be	AUX
futech-502	220	6	modeled	model	VERB
futech-502	220	7	as	as	ADP
futech-502	220	8	:	:	PUNCT
futech-502	220	9	𝑅𝑅	𝑅𝑅	PROPN
futech-502	220	10	=	=	SYM
futech-502	220	11	1	1	NUM
futech-502	220	12	−∏	−∏	NOUN
futech-502	220	13	(	(	PUNCT
futech-502	220	14	1	1	NUM
futech-502	220	15	−	−	NOUN
futech-502	220	16	𝜂𝑘	𝜂𝑘	ADP
futech-502	220	17	×	×	PROPN
futech-502	220	18	𝑐𝑘	𝑐𝑘	NOUN
futech-502	220	19	)	)	PUNCT
futech-502	220	20	𝑚	𝑚	NOUN
futech-502	220	21	𝑘=1	𝑘=1	X
futech-502	220	22	(	(	PUNCT
futech-502	220	23	18	18	NUM
futech-502	220	24	)	)	PUNCT
futech-502	220	25	where	where	SCONJ
futech-502	220	26	𝑅𝑅	𝑅𝑅	PROPN
futech-502	220	27	indicates	indicate	VERB
futech-502	220	28	risk	risk	NOUN
futech-502	220	29	reduction	reduction	NOUN
futech-502	220	30	ratio	ratio	NOUN
futech-502	220	31	,	,	PUNCT
futech-502	220	32	𝜂𝑘	𝜂𝑘	SCONJ
futech-502	220	33	represents	represent	VERB
futech-502	220	34	the	the	DET
futech-502	220	35	effectiveness	effectiveness	NOUN
futech-502	220	36	of	of	ADP
futech-502	220	37	control	control	NOUN
futech-502	220	38	𝑘	𝑘	NOUN
futech-502	220	39	,	,	PUNCT
futech-502	220	40	and	and	CCONJ
futech-502	220	41	𝑐𝑘	𝑐𝑘	NOUN
futech-502	220	42	denotes	denote	NOUN
futech-502	220	43	implementation	implementation	NOUN
futech-502	220	44	completeness	completeness	NOUN
futech-502	220	45	.	.	PUNCT
futech-502	221	1	figure	figure	VERB
futech-502	221	2	4	4	NUM
futech-502	221	3	presents	present	VERB
futech-502	221	4	the	the	DET
futech-502	221	5	hierarchical	hierarchical	ADJ
futech-502	221	6	risk	risk	NOUN
futech-502	221	7	control	control	NOUN
futech-502	221	8	framework	framework	NOUN
futech-502	221	9	,	,	PUNCT
futech-502	221	10	which	which	PRON
futech-502	221	11	integrates	integrate	VERB
futech-502	221	12	the	the	DET
futech-502	221	13	identification	identification	NOUN
futech-502	221	14	,	,	PUNCT
futech-502	221	15	assessment	assessment	NOUN
futech-502	221	16	,	,	PUNCT
futech-502	221	17	and	and	CCONJ
futech-502	221	18	mitigation	mitigation	NOUN
futech-502	221	19	phases	phase	NOUN
futech-502	221	20	.	.	PUNCT
futech-502	222	1	this	this	DET
futech-502	222	2	three	three	NUM
futech-502	222	3	-	-	PUNCT
futech-502	222	4	tiered	tiere	VERB
futech-502	222	5	architecture	architecture	NOUN
futech-502	222	6	forms	form	VERB
futech-502	222	7	a	a	DET
futech-502	222	8	complete	complete	ADJ
futech-502	222	9	risk	risk	NOUN
futech-502	222	10	management	management	NOUN
futech-502	222	11	loop	loop	NOUN
futech-502	222	12	,	,	PUNCT
futech-502	222	13	spanning	span	VERB
futech-502	222	14	from	from	ADP
futech-502	222	15	risk	risk	NOUN
futech-502	222	16	identification	identification	NOUN
futech-502	222	17	(	(	PUNCT
futech-502	222	18	across	across	ADP
futech-502	222	19	technical	technical	ADJ
futech-502	222	20	,	,	PUNCT
futech-502	222	21	operational	operational	ADJ
futech-502	222	22	,	,	PUNCT
futech-502	222	23	and	and	CCONJ
futech-502	222	24	strategic	strategic	ADJ
futech-502	222	25	dimensions	dimension	NOUN
futech-502	222	26	)	)	PUNCT
futech-502	222	27	to	to	PART
futech-502	222	28	risk	risk	VERB
futech-502	222	29	assessment	assessment	NOUN
futech-502	222	30	quantification	quantification	NOUN
futech-502	222	31	(	(	PUNCT
futech-502	222	32	probability	probability	NOUN
futech-502	222	33	analysis	analysis	NOUN
futech-502	222	34	p	p	X
futech-502	222	35	(	(	PUNCT
futech-502	222	36	0	0	NUM
futech-502	222	37	-	-	SYM
futech-502	222	38	1	1	NUM
futech-502	222	39	)	)	PUNCT
futech-502	222	40	,	,	PUNCT
futech-502	222	41	impact	impact	NOUN
futech-502	222	42	severity	severity	NOUN
futech-502	222	43	(	(	PUNCT
futech-502	222	44	1	1	NUM
futech-502	222	45	-	-	SYM
futech-502	222	46	5	5	NUM
futech-502	222	47	)	)	PUNCT
futech-502	222	48	,	,	PUNCT
futech-502	222	49	ai	ai	VERB
futech-502	222	50	amplification	amplification	NOUN
futech-502	222	51	factor	factor	NOUN
futech-502	222	52	(	(	PUNCT
futech-502	222	53	0	0	NUM
futech-502	222	54	-	-	SYM
futech-502	222	55	1	1	NUM
futech-502	222	56	)	)	PUNCT
futech-502	222	57	)	)	PUNCT
futech-502	222	58	,	,	PUNCT
futech-502	222	59	and	and	CCONJ
futech-502	222	60	risk	risk	NOUN
futech-502	222	61	mitigation	mitigation	NOUN
futech-502	222	62	strategies	strategy	NOUN
futech-502	222	63	(	(	PUNCT
futech-502	222	64	preventive	preventive	ADJ
futech-502	222	65	,	,	PUNCT
futech-502	222	66	detective	detective	NOUN
futech-502	222	67	,	,	PUNCT
futech-502	222	68	corrective	corrective	ADJ
futech-502	222	69	,	,	PUNCT
futech-502	222	70	adaptive	adaptive	ADJ
futech-502	222	71	)	)	PUNCT
futech-502	222	72	,	,	PUNCT
futech-502	222	73	forming	form	VERB
futech-502	222	74	a	a	DET
futech-502	222	75	complete	complete	ADJ
futech-502	222	76	risk	risk	NOUN
futech-502	222	77	management	management	NOUN
futech-502	222	78	closed	close	VERB
futech-502	222	79	loop	loop	NOUN
futech-502	222	80	.	.	PUNCT
futech-502	223	1	this	this	PRON
futech-502	223	2	directly	directly	ADV
futech-502	223	3	corresponds	correspond	VERB
futech-502	223	4	to	to	ADP
futech-502	223	5	the	the	DET
futech-502	223	6	implementation	implementation	NOUN
futech-502	223	7	framework	framework	NOUN
futech-502	223	8	of	of	ADP
futech-502	223	9	the	the	DET
futech-502	223	10	risk	risk	NOUN
futech-502	223	11	aggregation	aggregation	NOUN
futech-502	223	12	model	model	NOUN
futech-502	223	13	in	in	ADP
futech-502	223	14	formula	formula	NOUN
futech-502	223	15	(	(	PUNCT
futech-502	223	16	4	4	NUM
futech-502	223	17	)	)	PUNCT
futech-502	223	18	.	.	PUNCT
futech-502	224	1	3.5	3.5	NUM
futech-502	224	2	sustainability	sustainability	NOUN
futech-502	224	3	evaluation	evaluation	NOUN
futech-502	224	4	metrics	metric	NOUN
futech-502	224	5	sustainability	sustainability	NOUN
futech-502	224	6	evaluation	evaluation	NOUN
futech-502	224	7	in	in	ADP
futech-502	224	8	ai	ai	ADJ
futech-502	224	9	-	-	ADJ
futech-502	224	10	lean	lean	ADJ
futech-502	224	11	integration	integration	NOUN
futech-502	224	12	encompasses	encompass	VERB
futech-502	224	13	environmental	environmental	ADJ
futech-502	224	14	,	,	PUNCT
futech-502	224	15	economic	economic	ADJ
futech-502	224	16	,	,	PUNCT
futech-502	224	17	and	and	CCONJ
futech-502	224	18	social	social	ADJ
futech-502	224	19	dimensions	dimension	NOUN
futech-502	224	20	through	through	ADP
futech-502	224	21	quantitative	quantitative	ADJ
futech-502	224	22	metrics	metric	NOUN
futech-502	224	23	,	,	PUNCT
futech-502	224	24	enabling	enable	VERB
futech-502	224	25	comprehensive	comprehensive	ADJ
futech-502	224	26	performance	performance	NOUN
futech-502	224	27	assessment	assessment	NOUN
futech-502	224	28	[	[	X
futech-502	224	29	43	43	NUM
futech-502	224	30	]	]	PUNCT
futech-502	224	31	.	.	PUNCT
futech-502	225	1	environmental	environmental	ADJ
futech-502	225	2	impact	impact	NOUN
futech-502	225	3	indicators	indicator	NOUN
futech-502	225	4	measure	measure	VERB
futech-502	225	5	resource	resource	NOUN
futech-502	225	6	efficiency	efficiency	NOUN
futech-502	225	7	,	,	PUNCT
futech-502	225	8	emissions	emission	NOUN
futech-502	225	9	reduction	reduction	NOUN
futech-502	225	10	,	,	PUNCT
futech-502	225	11	and	and	CCONJ
futech-502	225	12	waste	waste	NOUN
futech-502	225	13	minimization	minimization	NOUN
futech-502	225	14	achieved	achieve	VERB
futech-502	225	15	through	through	ADP
futech-502	225	16	ai	ai	PRON
futech-502	225	17	optimization	optimization	NOUN
futech-502	225	18	:	:	PUNCT
futech-502	225	19	𝐸𝑒𝑛𝑣	𝐸𝑒𝑛𝑣	PROPN
futech-502	225	20	=	=	PROPN
futech-502	225	21	∑	∑	PROPN
futech-502	225	22	𝑤𝑖	𝑤𝑖	ADP
futech-502	225	23	(	(	PUNCT
futech-502	225	24	𝐵𝑖−𝐴𝑖	𝐵𝑖−𝐴𝑖	PROPN
futech-502	225	25	𝐵𝑖	𝐵𝑖	PROPN
futech-502	225	26	)	)	PUNCT
futech-502	225	27	×	×	NOUN
futech-502	225	28	100	100	NUM
futech-502	225	29	𝑛	𝑛	PRON
futech-502	225	30	𝑖=1	𝑖=1	PROPN
futech-502	226	1	(	(	PUNCT
futech-502	226	2	19	19	NUM
futech-502	226	3	)	)	PUNCT
futech-502	226	4	where	where	SCONJ
futech-502	226	5	𝐸𝑒𝑛𝑣	𝐸𝑒𝑛𝑣	PROPN
futech-502	226	6	represents	represent	VERB
futech-502	226	7	the	the	DET
futech-502	226	8	environmental	environmental	ADJ
futech-502	226	9	performance	performance	NOUN
futech-502	226	10	score	score	NOUN
futech-502	226	11	,	,	PUNCT
futech-502	226	12	𝑤𝑖	𝑤𝑖	ADP
futech-502	226	13	denotes	denote	VERB
futech-502	226	14	weight	weight	NOUN
futech-502	226	15	for	for	ADP
futech-502	226	16	the	the	DET
futech-502	226	17	indicator	indicator	NOUN
futech-502	226	18	𝑖	𝑖	SYM
futech-502	226	19	,	,	PUNCT
futech-502	226	20	𝐵𝑖	𝐵𝑖	PROPN
futech-502	226	21	and	and	CCONJ
futech-502	226	22	𝐴𝑖	𝐴𝑖	PROPN
futech-502	226	23	indicate	indicate	VERB
futech-502	226	24	baseline	baseline	NOUN
futech-502	226	25	and	and	CCONJ
futech-502	226	26	ai	ai	ADJ
futech-502	226	27	-	-	PUNCT
futech-502	226	28	optimized	optimize	VERB
futech-502	226	29	values	value	NOUN
futech-502	226	30	,	,	PUNCT
futech-502	226	31	respectively	respectively	ADV
futech-502	226	32	.	.	PUNCT
futech-502	227	1	c.	c.	PROPN
futech-502	227	2	tsai	tsai	PROPN
futech-502	227	3	et	et	PROPN
futech-502	227	4	al	al	PROPN
futech-502	227	5	.	.	PROPN
futech-502	227	6	/future	/future	PUNCT
futech-502	227	7	technology	technology	PROPN
futech-502	227	8	november	november	PROPN
futech-502	227	9	2025|	2025|	NUM
futech-502	227	10	volume	volume	NOUN
futech-502	227	11	04	04	NUM
futech-502	228	1	|	|	ADV
futech-502	228	2	issue	issue	VERB
futech-502	228	3	04	04	NUM
futech-502	229	1	|	|	CCONJ
futech-502	229	2	pages	page	VERB
futech-502	229	3	267	267	NUM
futech-502	229	4	-	-	SYM
futech-502	229	5	281	281	NUM
futech-502	229	6	274	274	NUM
futech-502	229	7	figure	figure	NOUN
futech-502	229	8	3	3	NUM
futech-502	229	9	.	.	NOUN
futech-502	229	10	hierarchical	hierarchical	ADJ
futech-502	229	11	ai	ai	NOUN
futech-502	229	12	analytics	analytic	NOUN
futech-502	229	13	architecture	architecture	NOUN
futech-502	229	14	for	for	ADP
futech-502	229	15	manufacturing	manufacturing	NOUN
futech-502	229	16	figure	figure	NOUN
futech-502	229	17	4	4	NUM
futech-502	229	18	.	.	PUNCT
futech-502	229	19	integrated	integrate	VERB
futech-502	229	20	risk	risk	NOUN
futech-502	229	21	control	control	NOUN
futech-502	229	22	framework	framework	NOUN
futech-502	229	23	for	for	ADP
futech-502	229	24	ai	ai	ADJ
futech-502	229	25	-	-	PUNCT
futech-502	229	26	lean	lean	ADJ
futech-502	229	27	manufacturing	manufacturing	NOUN
futech-502	229	28	c.	c.	PROPN
futech-502	229	29	tsai	tsai	PROPN
futech-502	229	30	et	et	PROPN
futech-502	229	31	al	al	PROPN
futech-502	229	32	.	.	PROPN
futech-502	229	33	/future	/future	PUNCT
futech-502	229	34	technology	technology	PROPN
futech-502	229	35	november	november	PROPN
futech-502	229	36	2025|	2025|	NUM
futech-502	230	1	volume	volume	NOUN
futech-502	230	2	04	04	NUM
futech-502	231	1	|	|	ADV
futech-502	231	2	issue	issue	VERB
futech-502	231	3	04	04	NUM
futech-502	232	1	|	|	CCONJ
futech-502	232	2	pages	page	VERB
futech-502	232	3	267	267	NUM
futech-502	232	4	-	-	SYM
futech-502	232	5	281	281	NUM
futech-502	232	6	275	275	NUM
futech-502	232	7	economic	economic	ADJ
futech-502	232	8	sustainability	sustainability	NOUN
futech-502	232	9	[	[	X
futech-502	232	10	44	44	NUM
futech-502	232	11	]	]	PUNCT
futech-502	232	12	measures	measure	NOUN
futech-502	232	13	incorporate	incorporate	VERB
futech-502	232	14	return	return	NOUN
futech-502	232	15	on	on	ADP
futech-502	232	16	investment	investment	NOUN
futech-502	232	17	,	,	PUNCT
futech-502	232	18	operational	operational	ADJ
futech-502	232	19	cost	cost	NOUN
futech-502	232	20	reduction	reduction	NOUN
futech-502	232	21	,	,	PUNCT
futech-502	232	22	and	and	CCONJ
futech-502	232	23	productivity	productivity	NOUN
futech-502	232	24	gains	gain	NOUN
futech-502	232	25	:	:	PUNCT
futech-502	233	1	𝑆𝑒𝑐𝑜𝑛	𝑆𝑒𝑐𝑜𝑛	PROPN
futech-502	233	2	=	=	PUNCT
futech-502	234	1	𝛼	𝛼	PRON
futech-502	234	2	×	×	NOUN
futech-502	234	3	𝑅𝑂𝐼	𝑅𝑂𝐼	NOUN
futech-502	234	4	+	+	CCONJ
futech-502	234	5	𝛽	𝛽	PROPN
futech-502	234	6	×	×	NOUN
futech-502	234	7	δ𝐶	δ𝐶	NOUN
futech-502	234	8	𝐶0	𝐶0	PROPN
futech-502	235	1	+	+	CCONJ
futech-502	235	2	𝛾	𝛾	PROPN
futech-502	235	3	×	×	PROPN
futech-502	235	4	δ𝑃	δ𝑃	PROPN
futech-502	235	5	𝑃0	𝑃0	NOUN
futech-502	235	6	(	(	PUNCT
futech-502	235	7	20	20	NUM
futech-502	235	8	)	)	PUNCT
futech-502	235	9	where	where	SCONJ
futech-502	235	10	𝑆𝑒𝑐𝑜𝑛	𝑆𝑒𝑐𝑜𝑛	PROPN
futech-502	235	11	represents	represent	VERB
futech-502	235	12	the	the	DET
futech-502	235	13	economic	economic	ADJ
futech-502	235	14	sustainability	sustainability	NOUN
futech-502	235	15	score	score	NOUN
futech-502	235	16	,	,	PUNCT
futech-502	235	17	𝑅𝑂𝐼	𝑅𝑂𝐼	PROPN
futech-502	235	18	indicates	indicate	VERB
futech-502	235	19	return	return	NOUN
futech-502	235	20	on	on	ADP
futech-502	235	21	ai	ai	PRON
futech-502	235	22	investment	investment	NOUN
futech-502	235	23	,	,	PUNCT
futech-502	235	24	δ𝐶	δ𝐶	PROPN
futech-502	235	25	denotes	denote	NOUN
futech-502	235	26	cost	cost	VERB
futech-502	235	27	savings	saving	NOUN
futech-502	235	28	,	,	PUNCT
futech-502	235	29	δ𝑃	δ𝑃	NOUN
futech-502	235	30	represents	represent	VERB
futech-502	235	31	productivity	productivity	NOUN
futech-502	235	32	improvement	improvement	NOUN
futech-502	235	33	,	,	PUNCT
futech-502	235	34	𝐶0	𝐶0	NOUN
futech-502	235	35	,	,	PUNCT
futech-502	235	36	𝑃0	𝑃0	NOUN
futech-502	235	37	are	be	AUX
futech-502	235	38	baseline	baseline	ADJ
futech-502	235	39	values	value	NOUN
futech-502	235	40	,	,	PUNCT
futech-502	235	41	and	and	CCONJ
futech-502	235	42	𝛼	𝛼	X
futech-502	235	43	,	,	PUNCT
futech-502	235	44	𝛽	𝛽	NOUN
futech-502	235	45	,	,	PUNCT
futech-502	235	46	𝛾	𝛾	PROPN
futech-502	235	47	are	be	AUX
futech-502	235	48	weighting	weight	VERB
futech-502	235	49	factors	factor	NOUN
futech-502	235	50	.	.	PUNCT
futech-502	236	1	social	social	ADJ
futech-502	236	2	sustainability	sustainability	NOUN
futech-502	236	3	factors	factor	NOUN
futech-502	236	4	encompass	encompass	VERB
futech-502	236	5	workforce	workforce	NOUN
futech-502	236	6	wellbeing	wellbeing	NOUN
futech-502	236	7	,	,	PUNCT
futech-502	236	8	skill	skill	NOUN
futech-502	236	9	development	development	NOUN
futech-502	236	10	,	,	PUNCT
futech-502	236	11	and	and	CCONJ
futech-502	236	12	safety	safety	NOUN
futech-502	236	13	improvements	improvement	NOUN
futech-502	236	14	.	.	PUNCT
futech-502	237	1	the	the	DET
futech-502	237	2	integrated	integrate	VERB
futech-502	237	3	sustainability	sustainability	NOUN
futech-502	237	4	index	index	NOUN
futech-502	237	5	synthesizes	synthesize	VERB
futech-502	237	6	all	all	DET
futech-502	237	7	dimensions	dimension	NOUN
futech-502	237	8	:	:	PUNCT
futech-502	238	1	𝑆𝐼𝑖𝑛𝑡𝑒𝑔𝑟𝑎𝑡𝑒𝑑	𝑆𝐼𝑖𝑛𝑡𝑒𝑔𝑟𝑎𝑡𝑒𝑑	ADJ
futech-502	238	2	=	=	SYM
futech-502	238	3	√𝐸𝑒𝑛𝑣	√𝐸𝑒𝑛𝑣	PROPN
futech-502	238	4	×	×	PROPN
futech-502	238	5	𝑆𝑒𝑐𝑜𝑛	𝑆𝑒𝑐𝑜𝑛	PROPN
futech-502	238	6	×	×	NOUN
futech-502	239	1	𝑆𝑠𝑜𝑐𝑖𝑎𝑙	𝑆𝑠𝑜𝑐𝑖𝑎𝑙	ADJ
futech-502	239	2	3	3	NUM
futech-502	239	3	×	×	NOUN
futech-502	239	4	(	(	PUNCT
futech-502	239	5	1	1	NUM
futech-502	239	6	+	+	CCONJ
futech-502	239	7	𝜆	𝜆	DET
futech-502	239	8	×	×	NOUN
futech-502	239	9	𝜌	𝜌	X
futech-502	239	10	)	)	PUNCT
futech-502	239	11	(	(	PUNCT
futech-502	239	12	21	21	NUM
futech-502	239	13	)	)	PUNCT
futech-502	239	14	where	where	SCONJ
futech-502	239	15	𝑆𝐼𝑖𝑛𝑡𝑒𝑔𝑟𝑎𝑡𝑒𝑑	𝑆𝐼𝑖𝑛𝑡𝑒𝑔𝑟𝑎𝑡𝑒𝑑	PROPN
futech-502	239	16	represents	represent	VERB
futech-502	239	17	the	the	DET
futech-502	239	18	holistic	holistic	ADJ
futech-502	239	19	sustainability	sustainability	NOUN
futech-502	239	20	index	index	NOUN
futech-502	239	21	,	,	PUNCT
futech-502	239	22	𝑆𝑠𝑜𝑐𝑖𝑎𝑙	𝑆𝑠𝑜𝑐𝑖𝑎𝑙	ADJ
futech-502	239	23	denotes	denote	VERB
futech-502	239	24	social	social	ADJ
futech-502	239	25	performance	performance	NOUN
futech-502	239	26	score	score	NOUN
futech-502	239	27	,	,	PUNCT
futech-502	239	28	𝜆	𝜆	X
futech-502	239	29	is	be	AUX
futech-502	239	30	synergy	synergy	NOUN
futech-502	239	31	coefficient	coefficient	NOUN
futech-502	239	32	,	,	PUNCT
futech-502	239	33	and	and	CCONJ
futech-502	239	34	𝜌	𝜌	NOUN
futech-502	239	35	represents	represent	VERB
futech-502	239	36	inter	inter	ADJ
futech-502	239	37	-	-	ADJ
futech-502	239	38	dimensional	dimensional	ADJ
futech-502	239	39	correlation	correlation	NOUN
futech-502	239	40	.	.	PUNCT
futech-502	240	1	table	table	NOUN
futech-502	240	2	2	2	NUM
futech-502	240	3	demonstrates	demonstrate	VERB
futech-502	240	4	the	the	DET
futech-502	240	5	improvements	improvement	NOUN
futech-502	240	6	achieved	achieve	VERB
futech-502	240	7	by	by	ADP
futech-502	240	8	ailean	ailean	NOUN
futech-502	240	9	integration	integration	NOUN
futech-502	240	10	in	in	ADP
futech-502	240	11	environmental	environmental	ADJ
futech-502	240	12	and	and	CCONJ
futech-502	240	13	social	social	ADJ
futech-502	240	14	sustainability	sustainability	NOUN
futech-502	240	15	.	.	PUNCT
futech-502	241	1	environmental	environmental	ADJ
futech-502	241	2	metrics	metric	NOUN
futech-502	241	3	reveal	reveal	VERB
futech-502	241	4	a	a	DET
futech-502	241	5	30.0	30.0	NUM
futech-502	241	6	%	%	NOUN
futech-502	241	7	reduction	reduction	NOUN
futech-502	241	8	in	in	ADP
futech-502	241	9	energy	energy	NOUN
futech-502	241	10	consumption	consumption	NOUN
futech-502	241	11	per	per	ADP
futech-502	241	12	unit	unit	NOUN
futech-502	241	13	of	of	ADP
futech-502	241	14	output	output	NOUN
futech-502	241	15	,	,	PUNCT
futech-502	241	16	a	a	DET
futech-502	241	17	31.4	31.4	NUM
futech-502	241	18	%	%	NOUN
futech-502	241	19	decrease	decrease	NOUN
futech-502	241	20	in	in	ADP
futech-502	241	21	carbon	carbon	NOUN
futech-502	241	22	footprint	footprint	NOUN
futech-502	241	23	,	,	PUNCT
futech-502	241	24	and	and	CCONJ
futech-502	241	25	a	a	DET
futech-502	241	26	23.6	23.6	NUM
futech-502	241	27	%	%	NOUN
futech-502	241	28	increase	increase	NOUN
futech-502	241	29	in	in	ADP
futech-502	241	30	waste	waste	NOUN
futech-502	241	31	recycling	recycling	NOUN
futech-502	241	32	rates	rate	NOUN
futech-502	241	33	.	.	PUNCT
futech-502	242	1	regarding	regard	VERB
futech-502	242	2	social	social	ADJ
futech-502	242	3	indicators	indicator	NOUN
futech-502	242	4	,	,	PUNCT
futech-502	242	5	the	the	DET
futech-502	242	6	safety	safety	NOUN
futech-502	242	7	incident	incident	NOUN
futech-502	242	8	rate	rate	NOUN
futech-502	242	9	decreased	decrease	VERB
futech-502	242	10	by	by	ADP
futech-502	242	11	66.7	66.7	NUM
futech-502	242	12	%	%	NOUN
futech-502	242	13	,	,	PUNCT
futech-502	242	14	employee	employee	NOUN
futech-502	242	15	satisfaction	satisfaction	NOUN
futech-502	242	16	increased	increase	VERB
futech-502	242	17	by	by	ADP
futech-502	242	18	14.7	14.7	NUM
futech-502	242	19	%	%	NOUN
futech-502	242	20	,	,	PUNCT
futech-502	242	21	and	and	CCONJ
futech-502	242	22	staff	staff	NOUN
futech-502	242	23	turnover	turnover	NOUN
futech-502	242	24	rate	rate	NOUN
futech-502	242	25	fell	fall	VERB
futech-502	242	26	by	by	ADP
futech-502	242	27	50.4	50.4	NUM
futech-502	242	28	%	%	NOUN
futech-502	242	29	.	.	PUNCT
futech-502	243	1	these	these	DET
futech-502	243	2	figures	figure	NOUN
futech-502	243	3	validate	validate	VERB
futech-502	243	4	that	that	PRON
futech-502	243	5	ailean	ailean	ADJ
futech-502	243	6	integration	integration	NOUN
futech-502	243	7	can	can	AUX
futech-502	243	8	simultaneously	simultaneously	ADV
futech-502	243	9	achieve	achieve	VERB
futech-502	243	10	operational	operational	ADJ
futech-502	243	11	optimization	optimization	NOUN
futech-502	243	12	and	and	CCONJ
futech-502	243	13	sustainable	sustainable	ADJ
futech-502	243	14	development	development	NOUN
futech-502	243	15	objectives	objective	NOUN
futech-502	243	16	.	.	PUNCT
futech-502	244	1	4	4	X
futech-502	244	2	.	.	X
futech-502	244	3	experiment	experiment	NOUN
futech-502	244	4	4.1	4.1	NUM
futech-502	244	5	experimental	experimental	ADJ
futech-502	244	6	setup	setup	NOUN
futech-502	244	7	the	the	DET
futech-502	244	8	experimental	experimental	ADJ
futech-502	244	9	validation	validation	NOUN
futech-502	244	10	utilized	utilize	VERB
futech-502	244	11	the	the	DET
futech-502	244	12	publicly	publicly	ADV
futech-502	244	13	available	available	ADJ
futech-502	244	14	secom	secom	PROPN
futech-502	244	15	dataset	dataset	VERB
futech-502	244	16	from	from	ADP
futech-502	244	17	semiconductor	semiconductor	NOUN
futech-502	244	18	manufacturing	manufacturing	NOUN
futech-502	244	19	,	,	PUNCT
futech-502	244	20	containing	contain	VERB
futech-502	244	21	1567	1567	NUM
futech-502	244	22	instances	instance	NOUN
futech-502	244	23	with	with	ADP
futech-502	244	24	591	591	NUM
futech-502	244	25	sensor	sensor	NOUN
futech-502	244	26	measurements	measurement	NOUN
futech-502	244	27	collected	collect	VERB
futech-502	244	28	from	from	ADP
futech-502	244	29	actual	actual	ADJ
futech-502	244	30	production	production	NOUN
futech-502	244	31	processes	process	NOUN
futech-502	244	32	.	.	PUNCT
futech-502	245	1	this	this	DET
futech-502	245	2	dataset	dataset	NOUN
futech-502	245	3	,	,	PUNCT
futech-502	245	4	widely	widely	ADV
futech-502	245	5	used	use	VERB
futech-502	245	6	in	in	ADP
futech-502	245	7	manufacturing	manufacturing	NOUN
futech-502	245	8	analytics	analytic	NOUN
futech-502	245	9	research	research	NOUN
futech-502	245	10	,	,	PUNCT
futech-502	245	11	captures	capture	VERB
futech-502	245	12	real	real	ADJ
futech-502	245	13	-	-	PUNCT
futech-502	245	14	time	time	NOUN
futech-502	245	15	sensor	sensor	NOUN
futech-502	245	16	data	datum	NOUN
futech-502	245	17	from	from	ADP
futech-502	245	18	semiconductor	semiconductor	NOUN
futech-502	245	19	fabrication	fabrication	NOUN
futech-502	245	20	,	,	PUNCT
futech-502	245	21	including	include	VERB
futech-502	245	22	temperature	temperature	NOUN
futech-502	245	23	,	,	PUNCT
futech-502	245	24	pressure	pressure	NOUN
futech-502	245	25	,	,	PUNCT
futech-502	245	26	and	and	CCONJ
futech-502	245	27	flow	flow	NOUN
futech-502	245	28	measurements	measurement	NOUN
futech-502	245	29	across	across	ADP
futech-502	245	30	multiple	multiple	ADJ
futech-502	245	31	production	production	NOUN
futech-502	245	32	stages	stage	NOUN
futech-502	245	33	.	.	PUNCT
futech-502	246	1	additionally	additionally	ADV
futech-502	246	2	,	,	PUNCT
futech-502	246	3	we	we	PRON
futech-502	246	4	incorporated	incorporate	VERB
futech-502	246	5	the	the	DET
futech-502	246	6	steel	steel	NOUN
futech-502	246	7	plates	plate	NOUN
futech-502	246	8	fault	fault	VERB
futech-502	246	9	dataset	dataset	VERB
futech-502	246	10	from	from	ADP
futech-502	246	11	northeastern	northeastern	ADJ
futech-502	246	12	university	university	NOUN
futech-502	246	13	,	,	PUNCT
futech-502	246	14	containing	contain	VERB
futech-502	246	15	1941	1941	NUM
futech-502	246	16	samples	sample	NOUN
futech-502	246	17	with	with	ADP
futech-502	246	18	27	27	NUM
futech-502	246	19	features	feature	NOUN
futech-502	246	20	describing	describe	VERB
futech-502	246	21	manufacturing	manufacturing	NOUN
futech-502	246	22	defects	defect	NOUN
futech-502	246	23	in	in	ADP
futech-502	246	24	steel	steel	NOUN
futech-502	246	25	production	production	NOUN
futech-502	246	26	,	,	PUNCT
futech-502	246	27	providing	provide	VERB
futech-502	246	28	comprehensive	comprehensive	ADJ
futech-502	246	29	quality	quality	NOUN
futech-502	246	30	control	control	NOUN
futech-502	246	31	scenarios	scenario	NOUN
futech-502	246	32	.	.	PUNCT
futech-502	247	1	the	the	DET
futech-502	247	2	selection	selection	NOUN
futech-502	247	3	of	of	ADP
futech-502	247	4	the	the	DET
futech-502	247	5	secom	secom	PROPN
futech-502	247	6	dataset	dataset	PROPN
futech-502	247	7	was	be	AUX
futech-502	247	8	based	base	VERB
futech-502	247	9	on	on	ADP
futech-502	247	10	three	three	NUM
futech-502	247	11	technical	technical	ADJ
futech-502	247	12	considerations	consideration	NOUN
futech-502	247	13	:	:	PUNCT
futech-502	247	14	providing	provide	VERB
futech-502	247	15	sufficient	sufficient	ADJ
futech-502	247	16	feature	feature	NOUN
futech-502	247	17	dimensions	dimension	NOUN
futech-502	247	18	for	for	ADP
futech-502	247	19	complex	complex	ADJ
futech-502	247	20	ai	ai	ADJ
futech-502	247	21	algorithms	algorithm	NOUN
futech-502	247	22	,	,	PUNCT
futech-502	247	23	meeting	meet	VERB
futech-502	247	24	the	the	DET
futech-502	247	25	training	training	NOUN
futech-502	247	26	sample	sample	NOUN
futech-502	247	27	requirements	requirement	NOUN
futech-502	247	28	for	for	ADP
futech-502	247	29	deep	deep	ADJ
futech-502	247	30	learning	learning	NOUN
futech-502	247	31	,	,	PUNCT
futech-502	247	32	and	and	CCONJ
futech-502	247	33	serving	serve	VERB
futech-502	247	34	as	as	ADP
futech-502	247	35	an	an	DET
futech-502	247	36	established	establish	VERB
futech-502	247	37	benchmark	benchmark	NOUN
futech-502	247	38	for	for	ADP
futech-502	247	39	manufacturing	manufacture	VERB
futech-502	247	40	analysis	analysis	NOUN
futech-502	247	41	research	research	NOUN
futech-502	247	42	.	.	PUNCT
futech-502	248	1	however	however	ADV
futech-502	248	2	,	,	PUNCT
futech-502	248	3	significant	significant	ADJ
futech-502	248	4	limitations	limitation	NOUN
futech-502	248	5	exist	exist	VERB
futech-502	248	6	:	:	PUNCT
futech-502	248	7	the	the	DET
futech-502	248	8	high	high	ADJ
futech-502	248	9	-	-	PUNCT
futech-502	248	10	precision	precision	NOUN
futech-502	248	11	cleanroom	cleanroom	NOUN
futech-502	248	12	environment	environment	NOUN
futech-502	248	13	of	of	ADP
futech-502	248	14	semiconductor	semiconductor	NOUN
futech-502	248	15	manufacturing	manufacturing	NOUN
futech-502	248	16	,	,	PUNCT
futech-502	248	17	its	its	PRON
futech-502	248	18	complex	complex	ADJ
futech-502	248	19	multi	multi	ADJ
futech-502	248	20	-	-	ADJ
futech-502	248	21	stage	stage	NOUN
futech-502	248	22	processes	process	NOUN
futech-502	248	23	,	,	PUNCT
futech-502	248	24	and	and	CCONJ
futech-502	248	25	its	its	PRON
futech-502	248	26	inherent	inherent	ADJ
futech-502	248	27	differences	difference	NOUN
futech-502	248	28	from	from	ADP
futech-502	248	29	typical	typical	ADJ
futech-502	248	30	lean	lean	ADJ
futech-502	248	31	manufacturing	manufacturing	NOUN
futech-502	248	32	characteristics	characteristic	NOUN
futech-502	248	33	—	—	PUNCT
futech-502	248	34	such	such	ADJ
futech-502	248	35	as	as	ADP
futech-502	248	36	highmix	highmix	NOUN
futech-502	248	37	low	low	ADJ
futech-502	248	38	-	-	PUNCT
futech-502	248	39	volume	volume	NOUN
futech-502	248	40	production	production	NOUN
futech-502	248	41	,	,	PUNCT
futech-502	248	42	rapid	rapid	ADJ
futech-502	248	43	changeovers	changeover	NOUN
futech-502	248	44	,	,	PUNCT
futech-502	248	45	and	and	CCONJ
futech-502	248	46	humanmachine	humanmachine	ADJ
futech-502	248	47	collaboration	collaboration	NOUN
futech-502	248	48	.	.	PUNCT
futech-502	249	1	whilst	whilst	SCONJ
futech-502	249	2	the	the	DET
futech-502	249	3	steel	steel	NOUN
futech-502	249	4	plate	plate	NOUN
futech-502	249	5	defect	defect	VERB
futech-502	249	6	dataset	dataset	VERB
futech-502	249	7	supplements	supplement	NOUN
futech-502	249	8	discrete	discrete	ADJ
futech-502	249	9	manufacturing	manufacturing	NOUN
futech-502	249	10	scenarios	scenario	NOUN
futech-502	249	11	,	,	PUNCT
futech-502	249	12	it	it	PRON
futech-502	249	13	fails	fail	VERB
futech-502	249	14	to	to	PART
futech-502	249	15	adequately	adequately	ADV
futech-502	249	16	represent	represent	VERB
futech-502	249	17	the	the	DET
futech-502	249	18	continuous	continuous	ADJ
futech-502	249	19	flow	flow	NOUN
futech-502	249	20	and	and	CCONJ
futech-502	249	21	pull	pull	NOUN
futech-502	249	22	-	-	PUNCT
futech-502	249	23	based	base	VERB
futech-502	249	24	production	production	NOUN
futech-502	249	25	principles	principle	NOUN
futech-502	249	26	characteristic	characteristic	ADJ
futech-502	249	27	of	of	ADP
futech-502	249	28	lean	lean	ADJ
futech-502	249	29	manufacturing	manufacturing	NOUN
futech-502	249	30	.	.	PUNCT
futech-502	250	1	the	the	DET
futech-502	250	2	specificity	specificity	NOUN
futech-502	250	3	of	of	ADP
futech-502	250	4	these	these	DET
futech-502	250	5	datasets	dataset	NOUN
futech-502	250	6	constitutes	constitute	VERB
futech-502	250	7	a	a	DET
futech-502	250	8	significant	significant	ADJ
futech-502	250	9	methodological	methodological	ADJ
futech-502	250	10	constraint	constraint	NOUN
futech-502	250	11	affecting	affect	VERB
futech-502	250	12	the	the	DET
futech-502	250	13	model	model	NOUN
futech-502	250	14	's	's	PART
futech-502	250	15	generalization	generalization	NOUN
futech-502	250	16	capability	capability	NOUN
futech-502	250	17	across	across	ADP
futech-502	250	18	manufacturing	manufacture	VERB
futech-502	250	19	environments	environment	NOUN
futech-502	250	20	.	.	PUNCT
futech-502	251	1	to	to	PART
futech-502	251	2	mitigate	mitigate	VERB
futech-502	251	3	this	this	DET
futech-502	251	4	limitation	limitation	NOUN
futech-502	251	5	,	,	PUNCT
futech-502	251	6	we	we	PRON
futech-502	251	7	implemented	implement	VERB
futech-502	251	8	a	a	DET
futech-502	251	9	transfer	transfer	NOUN
futech-502	251	10	learning	learning	NOUN
futech-502	251	11	approach	approach	NOUN
futech-502	251	12	,	,	PUNCT
futech-502	251	13	fine	fine	ADV
futech-502	251	14	-	-	PUNCT
futech-502	251	15	tuning	tuning	NOUN
futech-502	251	16	and	and	CCONJ
futech-502	251	17	calibrating	calibrate	VERB
futech-502	251	18	the	the	DET
futech-502	251	19	base	base	NOUN
futech-502	251	20	model	model	NOUN
futech-502	251	21	trained	train	VERB
futech-502	251	22	on	on	ADP
futech-502	251	23	secom	secom	PROPN
futech-502	251	24	features	feature	NOUN
futech-502	251	25	using	use	VERB
futech-502	251	26	on	on	ADP
futech-502	251	27	-	-	PUNCT
futech-502	251	28	site	site	NOUN
futech-502	251	29	data	datum	NOUN
futech-502	251	30	from	from	ADP
futech-502	251	31	three	three	NUM
futech-502	251	32	manufacturing	manufacturing	NOUN
futech-502	251	33	plants	plant	NOUN
futech-502	251	34	.	.	PUNCT
futech-502	252	1	this	this	PRON
futech-502	252	2	involved	involve	VERB
futech-502	252	3	feature	feature	NOUN
futech-502	252	4	mapping	mapping	NOUN
futech-502	252	5	between	between	ADP
futech-502	252	6	secom	secom	PROPN
futech-502	252	7	sensor	sensor	PROPN
futech-502	252	8	data	datum	NOUN
futech-502	252	9	and	and	CCONJ
futech-502	252	10	industrial	industrial	ADJ
futech-502	252	11	process	process	NOUN
futech-502	252	12	parameters	parameter	NOUN
futech-502	252	13	,	,	PUNCT
futech-502	252	14	model	model	NOUN
futech-502	252	15	calibration	calibration	NOUN
futech-502	252	16	based	base	VERB
futech-502	252	17	on	on	ADP
futech-502	252	18	facility	facility	NOUN
futech-502	252	19	-	-	PUNCT
futech-502	252	20	specific	specific	ADJ
futech-502	252	21	failure	failure	NOUN
futech-502	252	22	modes	mode	NOUN
futech-502	252	23	,	,	PUNCT
futech-502	252	24	and	and	CCONJ
futech-502	252	25	validation	validation	NOUN
futech-502	252	26	assessments	assessment	NOUN
futech-502	252	27	across	across	ADP
futech-502	252	28	manufacturing	manufacture	VERB
futech-502	252	29	environments	environment	NOUN
futech-502	252	30	.	.	PUNCT
futech-502	253	1	for	for	ADP
futech-502	253	2	real	real	ADJ
futech-502	253	3	-	-	PUNCT
futech-502	253	4	time	time	NOUN
futech-502	253	5	manufacturing	manufacturing	NOUN
futech-502	253	6	data	datum	NOUN
futech-502	253	7	,	,	PUNCT
futech-502	253	8	collaboration	collaboration	NOUN
futech-502	253	9	with	with	ADP
futech-502	253	10	three	three	NUM
futech-502	253	11	medium	medium	ADJ
futech-502	253	12	-	-	PUNCT
futech-502	253	13	scale	scale	NOUN
futech-502	253	14	manufacturing	manufacturing	NOUN
futech-502	253	15	facilities	facility	NOUN
futech-502	253	16	in	in	ADP
futech-502	253	17	the	the	DET
futech-502	253	18	midwest	midwest	PROPN
futech-502	253	19	region	region	NOUN
futech-502	253	20	provided	provide	VERB
futech-502	253	21	access	access	NOUN
futech-502	253	22	to	to	ADP
futech-502	253	23	production	production	NOUN
futech-502	253	24	data	data	NOUN
futech-502	253	25	streams	stream	NOUN
futech-502	253	26	under	under	ADP
futech-502	253	27	non	non	ADJ
futech-502	253	28	-	-	ADJ
futech-502	253	29	disclosure	disclosure	ADJ
futech-502	253	30	agreements	agreement	NOUN
futech-502	253	31	.	.	PUNCT
futech-502	254	1	these	these	DET
futech-502	254	2	facilities	facility	NOUN
futech-502	254	3	,	,	PUNCT
futech-502	254	4	producing	produce	VERB
futech-502	254	5	automotive	automotive	ADJ
futech-502	254	6	components	component	NOUN
futech-502	254	7	,	,	PUNCT
futech-502	254	8	electronic	electronic	ADJ
futech-502	254	9	assemblies	assembly	NOUN
futech-502	254	10	,	,	PUNCT
futech-502	254	11	and	and	CCONJ
futech-502	254	12	metal	metal	NOUN
futech-502	254	13	fabrication	fabrication	NOUN
futech-502	254	14	products	product	NOUN
futech-502	254	15	respectively	respectively	ADV
futech-502	254	16	,	,	PUNCT
futech-502	254	17	contributed	contribute	VERB
futech-502	254	18	18	18	NUM
futech-502	254	19	months	month	NOUN
futech-502	254	20	of	of	ADP
futech-502	254	21	historical	historical	ADJ
futech-502	254	22	data	datum	NOUN
futech-502	254	23	encompassing	encompass	VERB
futech-502	254	24	sensor	sensor	NOUN
futech-502	254	25	readings	reading	NOUN
futech-502	254	26	,	,	PUNCT
futech-502	254	27	quality	quality	NOUN
futech-502	254	28	inspection	inspection	NOUN
futech-502	254	29	results	result	NOUN
futech-502	254	30	,	,	PUNCT
futech-502	254	31	and	and	CCONJ
futech-502	254	32	energy	energy	NOUN
futech-502	254	33	consumption	consumption	NOUN
futech-502	254	34	records	record	NOUN
futech-502	254	35	.	.	PUNCT
futech-502	255	1	data	datum	NOUN
futech-502	255	2	collection	collection	NOUN
futech-502	255	3	followed	follow	VERB
futech-502	255	4	standard	standard	ADJ
futech-502	255	5	industrial	industrial	ADJ
futech-502	255	6	protocols	protocol	NOUN
futech-502	255	7	with	with	ADP
futech-502	255	8	sampling	sample	VERB
futech-502	255	9	rates	rate	NOUN
futech-502	255	10	matching	match	VERB
futech-502	255	11	typical	typical	ADJ
futech-502	255	12	manufacturing	manufacture	VERB
futech-502	255	13	environments	environment	NOUN
futech-502	255	14	:	:	PUNCT
futech-502	255	15	vibration	vibration	NOUN
futech-502	255	16	sensors	sensor	NOUN
futech-502	255	17	at	at	ADP
futech-502	255	18	1	1	NUM
futech-502	255	19	-	-	SYM
futech-502	255	20	10	10	NUM
futech-502	255	21	khz	khz	NOUN
futech-502	255	22	,	,	PUNCT
futech-502	255	23	temperature	temperature	NOUN
futech-502	255	24	monitors	monitor	NOUN
futech-502	255	25	at	at	ADP
futech-502	255	26	1	1	NUM
futech-502	255	27	hz	hz	NOUN
futech-502	255	28	,	,	PUNCT
futech-502	255	29	and	and	CCONJ
futech-502	255	30	quality	quality	NOUN
futech-502	255	31	measurements	measurement	NOUN
futech-502	255	32	at	at	ADP
futech-502	255	33	batch	batch	NOUN
futech-502	255	34	completion	completion	NOUN
futech-502	255	35	intervals	interval	NOUN
futech-502	255	36	.	.	PUNCT
futech-502	256	1	the	the	DET
futech-502	256	2	hardware	hardware	NOUN
futech-502	256	3	environment	environment	NOUN
futech-502	256	4	consisted	consist	VERB
futech-502	256	5	of	of	ADP
futech-502	256	6	standard	standard	ADJ
futech-502	256	7	industrial	industrial	ADJ
futech-502	256	8	computing	compute	VERB
futech-502	256	9	infrastructure	infrastructure	NOUN
futech-502	256	10	commonly	commonly	ADV
futech-502	256	11	deployed	deploy	VERB
futech-502	256	12	in	in	ADP
futech-502	256	13	manufacturing	manufacturing	NOUN
futech-502	256	14	settings	setting	NOUN
futech-502	256	15	.	.	PUNCT
futech-502	257	1	edge	edge	NOUN
futech-502	257	2	devices	device	NOUN
futech-502	257	3	included	include	VERB
futech-502	257	4	siemens	siemen	NOUN
futech-502	257	5	simatic	simatic	ADJ
futech-502	257	6	ipc547	ipc547	PROPN
futech-502	257	7	g	g	PROPN
futech-502	257	8	industrial	industrial	ADJ
futech-502	257	9	computers	computer	NOUN
futech-502	257	10	for	for	ADP
futech-502	257	11	data	datum	NOUN
futech-502	257	12	collection	collection	NOUN
futech-502	257	13	and	and	CCONJ
futech-502	257	14	preliminary	preliminary	ADJ
futech-502	257	15	processing	processing	NOUN
futech-502	257	16	at	at	ADP
futech-502	257	17	the	the	DET
futech-502	257	18	machine	machine	NOUN
futech-502	257	19	level	level	NOUN
futech-502	257	20	.	.	PUNCT
futech-502	258	1	central	central	ADJ
futech-502	258	2	processing	processing	NOUN
futech-502	258	3	utilized	utilize	VERB
futech-502	258	4	dell	dell	NOUN
futech-502	258	5	poweredge	poweredge	NOUN
futech-502	258	6	r750	r750	PROPN
futech-502	258	7	servers	server	NOUN
futech-502	258	8	with	with	ADP
futech-502	258	9	dual	dual	ADJ
futech-502	258	10	intel	intel	PROPN
futech-502	258	11	xeon	xeon	PROPN
futech-502	258	12	gold	gold	NOUN
futech-502	258	13	processors	processor	NOUN
futech-502	258	14	and	and	CCONJ
futech-502	258	15	256	256	NUM
futech-502	258	16	gb	gb	NOUN
futech-502	258	17	ram	ram	NOUN
futech-502	258	18	,	,	PUNCT
futech-502	258	19	reflecting	reflect	VERB
futech-502	258	20	typical	typical	ADJ
futech-502	258	21	on	on	ADP
futech-502	258	22	-	-	PUNCT
futech-502	258	23	premise	premise	NOUN
futech-502	258	24	manufacturing	manufacturing	NOUN
futech-502	258	25	it	it	PRON
futech-502	258	26	deployments	deployment	NOUN
futech-502	258	27	.	.	PUNCT
futech-502	259	1	the	the	DET
futech-502	259	2	software	software	NOUN
futech-502	259	3	stack	stack	NOUN
futech-502	259	4	comprised	comprise	VERB
futech-502	259	5	open	open	ADJ
futech-502	259	6	-	-	PUNCT
futech-502	259	7	source	source	NOUN
futech-502	259	8	tools	tool	NOUN
futech-502	259	9	,	,	PUNCT
futech-502	259	10	including	include	VERB
futech-502	259	11	apache	apache	NOUN
futech-502	259	12	spark	spark	NOUN
futech-502	259	13	3.2.0	3.2.0	NUM
futech-502	259	14	for	for	ADP
futech-502	259	15	distributed	distribute	VERB
futech-502	259	16	processing	processing	NOUN
futech-502	259	17	,	,	PUNCT
futech-502	259	18	scikit	scikit	NOUN
futech-502	259	19	-	-	PUNCT
futech-502	259	20	learn	learn	VERB
futech-502	259	21	1.0.2	1.0.2	NUM
futech-502	259	22	,	,	PUNCT
futech-502	259	23	and	and	CCONJ
futech-502	259	24	tensorflow	tensorflow	NOUN
futech-502	259	25	2.8.0	2.8.0	PROPN
futech-502	259	26	for	for	ADP
futech-502	259	27	machine	machine	NOUN
futech-502	259	28	learning	learning	NOUN
futech-502	259	29	implementations	implementation	NOUN
futech-502	259	30	,	,	PUNCT
futech-502	259	31	ensuring	ensure	VERB
futech-502	259	32	reproducibility	reproducibility	NOUN
futech-502	259	33	without	without	ADP
futech-502	259	34	proprietary	proprietary	ADJ
futech-502	259	35	dependencies	dependency	NOUN
futech-502	259	36	.	.	PUNCT
futech-502	260	1	baseline	baseline	NOUN
futech-502	260	2	establishment	establishment	NOUN
futech-502	260	3	involved	involve	VERB
futech-502	260	4	analyzing	analyze	VERB
futech-502	260	5	six	six	NUM
futech-502	260	6	months	month	NOUN
futech-502	260	7	of	of	ADP
futech-502	260	8	historical	historical	ADJ
futech-502	260	9	data	datum	NOUN
futech-502	260	10	to	to	PART
futech-502	260	11	capture	capture	VERB
futech-502	260	12	normal	normal	ADJ
futech-502	260	13	operating	operating	NOUN
futech-502	260	14	conditions	condition	NOUN
futech-502	260	15	and	and	CCONJ
futech-502	260	16	seasonal	seasonal	ADJ
futech-502	260	17	variations	variation	NOUN
futech-502	260	18	.	.	PUNCT
futech-502	261	1	performance	performance	NOUN
futech-502	261	2	metrics	metric	NOUN
futech-502	261	3	included	include	VERB
futech-502	261	4	standard	standard	ADJ
futech-502	261	5	manufacturing	manufacture	VERB
futech-502	261	6	kpis	kpis	NOUN
futech-502	261	7	:	:	PUNCT
futech-502	261	8	overall	overall	ADJ
futech-502	261	9	equipment	equipment	NOUN
futech-502	261	10	effectiveness	effectiveness	NOUN
futech-502	261	11	(	(	PUNCT
futech-502	261	12	oee	oee	PROPN
futech-502	261	13	)	)	PUNCT
futech-502	261	14	,	,	PUNCT
futech-502	261	15	first	first	ADV
futech-502	261	16	pass	pass	VERB
futech-502	261	17	yield	yield	NOUN
futech-502	261	18	(	(	PUNCT
futech-502	261	19	fpy	fpy	PROPN
futech-502	261	20	)	)	PUNCT
futech-502	261	21	,	,	PUNCT
futech-502	261	22	mean	mean	VERB
futech-502	261	23	time	time	NOUN
futech-502	261	24	between	between	ADP
futech-502	261	25	failures	failure	NOUN
futech-502	261	26	(	(	PUNCT
futech-502	261	27	mtbf	mtbf	NOUN
futech-502	261	28	)	)	PUNCT
futech-502	261	29	,	,	PUNCT
futech-502	261	30	and	and	CCONJ
futech-502	261	31	energy	energy	NOUN
futech-502	261	32	consumption	consumption	NOUN
futech-502	261	33	per	per	ADP
futech-502	261	34	unit	unit	NOUN
futech-502	261	35	produced	produce	VERB
futech-502	261	36	.	.	PUNCT
futech-502	262	1	the	the	DET
futech-502	262	2	control	control	PROPN
futech-502	262	3	group	group	NOUN
futech-502	262	4	selection	selection	NOUN
futech-502	262	5	utilized	utilize	VERB
futech-502	262	6	production	production	NOUN
futech-502	262	7	lines	line	NOUN
futech-502	262	8	that	that	PRON
futech-502	262	9	manufactured	manufacture	VERB
futech-502	262	10	similar	similar	ADJ
futech-502	262	11	products	product	NOUN
futech-502	262	12	but	but	CCONJ
futech-502	262	13	maintained	maintain	VERB
futech-502	262	14	traditional	traditional	ADJ
futech-502	262	15	operations	operation	NOUN
futech-502	262	16	,	,	PUNCT
futech-502	262	17	with	with	ADP
futech-502	262	18	matching	match	VERB
futech-502	262	19	performed	perform	VERB
futech-502	262	20	based	base	VERB
futech-502	262	21	on	on	ADP
futech-502	262	22	historical	historical	ADJ
futech-502	262	23	performance	performance	NOUN
futech-502	262	24	variance	variance	NOUN
futech-502	262	25	to	to	PART
futech-502	262	26	ensure	ensure	VERB
futech-502	262	27	statistical	statistical	ADJ
futech-502	262	28	validity	validity	NOUN
futech-502	262	29	.	.	PUNCT
futech-502	263	1	the	the	DET
futech-502	263	2	experimental	experimental	ADJ
futech-502	263	3	design	design	NOUN
futech-502	263	4	accounted	account	VERB
futech-502	263	5	for	for	ADP
futech-502	263	6	common	common	ADJ
futech-502	263	7	manufacturing	manufacturing	NOUN
futech-502	263	8	variables	variable	NOUN
futech-502	263	9	,	,	PUNCT
futech-502	263	10	including	include	VERB
futech-502	263	11	shift	shift	NOUN
futech-502	263	12	patterns	pattern	NOUN
futech-502	263	13	,	,	PUNCT
futech-502	263	14	operator	operator	NOUN
futech-502	263	15	experience	experience	NOUN
futech-502	263	16	levels	level	NOUN
futech-502	263	17	,	,	PUNCT
futech-502	263	18	and	and	CCONJ
futech-502	263	19	preventive	preventive	ADJ
futech-502	263	20	maintenance	maintenance	NOUN
futech-502	263	21	schedules	schedule	NOUN
futech-502	263	22	,	,	PUNCT
futech-502	263	23	documenting	document	VERB
futech-502	263	24	these	these	DET
futech-502	263	25	factors	factor	NOUN
futech-502	263	26	to	to	PART
futech-502	263	27	enable	enable	VERB
futech-502	263	28	accurate	accurate	ADJ
futech-502	263	29	performance	performance	NOUN
futech-502	263	30	attribution	attribution	NOUN
futech-502	263	31	and	and	CCONJ
futech-502	263	32	ensure	ensure	VERB
futech-502	263	33	research	research	NOUN
futech-502	263	34	reproducibility	reproducibility	NOUN
futech-502	263	35	.	.	PUNCT
futech-502	264	1	table	table	NOUN
futech-502	264	2	2	2	NUM
futech-502	264	3	.	.	PUNCT
futech-502	264	4	detailed	detailed	ADJ
futech-502	264	5	environmental	environmental	ADJ
futech-502	264	6	and	and	CCONJ
futech-502	264	7	social	social	ADJ
futech-502	264	8	sustainability	sustainability	NOUN
futech-502	264	9	indicator	indicator	NOUN
futech-502	264	10	system	system	NOUN
futech-502	264	11	key	key	ADJ
futech-502	264	12	indicator	indicator	NOUN
futech-502	264	13	baseline	baseline	NOUN
futech-502	264	14	value	value	NOUN
futech-502	264	15	actual	actual	ADJ
futech-502	264	16	achievement	achievement	NOUN
futech-502	264	17	improvement	improvement	NOUN
futech-502	264	18	rate	rate	NOUN
futech-502	264	19	environmental	environmental	ADJ
futech-502	264	20	metric	metric	ADJ
futech-502	264	21	energy	energy	NOUN
futech-502	264	22	consumption	consumption	NOUN
futech-502	264	23	per	per	ADP
futech-502	264	24	unit	unit	NOUN
futech-502	264	25	(	(	PUNCT
futech-502	264	26	kwh	kwh	NOUN
futech-502	264	27	/	/	SYM
futech-502	264	28	unit	unit	NOUN
futech-502	264	29	)	)	PUNCT
futech-502	264	30	4.20	4.20	NUM
futech-502	264	31	2.94	2.94	NUM
futech-502	264	32	-30.0	-30.0	NOUN
futech-502	264	33	%	%	NOUN
futech-502	264	34	carbon	carbon	NOUN
futech-502	264	35	footprint	footprint	NOUN
futech-502	264	36	(	(	PUNCT
futech-502	264	37	kg	kg	NOUN
futech-502	264	38	co2	co2	NOUN
futech-502	264	39	/	/	SYM
futech-502	264	40	unit	unit	NOUN
futech-502	264	41	)	)	PUNCT
futech-502	264	42	2.80	2.80	NUM
futech-502	264	43	1.92	1.92	NUM
futech-502	264	44	-31.4	-31.4	ADJ
futech-502	264	45	%	%	NOUN
futech-502	264	46	waste	waste	NOUN
futech-502	264	47	recycling	recycling	NOUN
futech-502	264	48	rate	rate	NOUN
futech-502	264	49	(	(	PUNCT
futech-502	264	50	%	%	NOUN
futech-502	264	51	)	)	PUNCT
futech-502	265	1	72.0	72.0	NUM
futech-502	265	2	89.0	89.0	NUM
futech-502	265	3	+23.6	+23.6	ADP
futech-502	265	4	%	%	NOUN
futech-502	265	5	social	social	ADJ
futech-502	265	6	indicators	indicator	NOUN
futech-502	265	7	safety	safety	NOUN
futech-502	265	8	incident	incident	NOUN
futech-502	265	9	rate	rate	NOUN
futech-502	265	10	(	(	PUNCT
futech-502	265	11	incidents/1000h	incidents/1000h	NOUN
futech-502	265	12	)	)	PUNCT
futech-502	265	13	1.2	1.2	NUM
futech-502	265	14	0.4	0.4	NUM
futech-502	265	15	-66.7	-66.7	NUM
futech-502	265	16	%	%	NOUN
futech-502	265	17	employee	employee	NOUN
futech-502	265	18	satisfaction	satisfaction	NOUN
futech-502	265	19	(	(	PUNCT
futech-502	265	20	score	score	NOUN
futech-502	265	21	)	)	PUNCT
futech-502	265	22	6.8	6.8	NUM
futech-502	265	23	7.8	7.8	NUM
futech-502	265	24	+14.7	+14.7	PROPN
futech-502	265	25	%	%	NOUN
futech-502	265	26	employee	employee	NOUN
futech-502	265	27	turnover	turnover	NOUN
futech-502	265	28	rate	rate	NOUN
futech-502	265	29	(	(	PUNCT
futech-502	265	30	%	%	INTJ
futech-502	265	31	)	)	PUNCT
futech-502	265	32	12.5	12.5	NUM
futech-502	265	33	6.2	6.2	NUM
futech-502	265	34	-50.4	-50.4	NUM
futech-502	265	35	%	%	NOUN
futech-502	265	36	c.	c.	PROPN
futech-502	265	37	tsai	tsai	PROPN
futech-502	265	38	et	et	PROPN
futech-502	265	39	al	al	PROPN
futech-502	265	40	.	.	PROPN
futech-502	265	41	/future	/future	PUNCT
futech-502	265	42	technology	technology	PROPN
futech-502	265	43	november	november	PROPN
futech-502	265	44	2025|	2025|	NUM
futech-502	265	45	volume	volume	NOUN
futech-502	265	46	04	04	NUM
futech-502	266	1	|	|	ADV
futech-502	266	2	issue	issue	VERB
futech-502	266	3	04	04	NUM
futech-502	267	1	|	|	CCONJ
futech-502	267	2	pages	page	VERB
futech-502	267	3	267	267	NUM
futech-502	267	4	-	-	SYM
futech-502	267	5	281	281	NUM
futech-502	267	6	276	276	NUM
futech-502	267	7	basic	basic	ADJ
futech-502	267	8	details	detail	NOUN
futech-502	267	9	of	of	ADP
futech-502	267	10	the	the	DET
futech-502	267	11	three	three	NUM
futech-502	267	12	partner	partner	NOUN
futech-502	267	13	factories	factory	NOUN
futech-502	267	14	:	:	PUNCT
futech-502	267	15	factory	factory	NOUN
futech-502	267	16	a	a	DET
futech-502	267	17	specializes	specialize	NOUN
futech-502	267	18	in	in	ADP
futech-502	267	19	automotive	automotive	ADJ
futech-502	267	20	component	component	NOUN
futech-502	267	21	manufacturing	manufacturing	NOUN
futech-502	267	22	(	(	PUNCT
futech-502	267	23	daily	daily	ADJ
futech-502	267	24	output	output	NOUN
futech-502	267	25	:	:	PUNCT
futech-502	267	26	2,400	2,400	NUM
futech-502	267	27	units	unit	NOUN
futech-502	267	28	;	;	PUNCT
futech-502	267	29	baseline	baseline	VERB
futech-502	267	30	oee	oee	ADJ
futech-502	267	31	:	:	PUNCT
futech-502	267	32	72.3	72.3	NUM
futech-502	267	33	%	%	NOUN
futech-502	267	34	)	)	PUNCT
futech-502	267	35	,	,	PUNCT
futech-502	267	36	factory	factory	NOUN
futech-502	267	37	b	b	NOUN
futech-502	267	38	in	in	ADP
futech-502	267	39	electronic	electronic	ADJ
futech-502	267	40	assembly	assembly	NOUN
futech-502	267	41	manufacturing	manufacturing	NOUN
futech-502	267	42	(	(	PUNCT
futech-502	267	43	daily	daily	ADJ
futech-502	267	44	output	output	NOUN
futech-502	267	45	:	:	PUNCT
futech-502	267	46	8,500	8,500	NUM
futech-502	267	47	units	unit	NOUN
futech-502	267	48	;	;	PUNCT
futech-502	267	49	baseline	baseline	VERB
futech-502	267	50	oee	oee	ADJ
futech-502	267	51	:	:	PUNCT
futech-502	267	52	69.8	69.8	NUM
futech-502	267	53	%	%	NOUN
futech-502	267	54	)	)	PUNCT
futech-502	267	55	,	,	PUNCT
futech-502	267	56	and	and	CCONJ
futech-502	267	57	factory	factory	NOUN
futech-502	267	58	c	c	NOUN
futech-502	267	59	in	in	ADP
futech-502	267	60	metal	metal	NOUN
futech-502	267	61	processing	processing	NOUN
futech-502	267	62	manufacturing	manufacturing	NOUN
futech-502	267	63	(	(	PUNCT
futech-502	267	64	daily	daily	ADJ
futech-502	267	65	output	output	NOUN
futech-502	267	66	:	:	PUNCT
futech-502	267	67	1,200	1,200	NUM
futech-502	267	68	units	unit	NOUN
futech-502	267	69	;	;	PUNCT
futech-502	267	70	baseline	baseline	VERB
futech-502	267	71	oee	oee	ADJ
futech-502	267	72	:	:	PUNCT
futech-502	267	73	74.1	74.1	NUM
futech-502	267	74	%	%	NOUN
futech-502	267	75	)	)	PUNCT
futech-502	267	76	.	.	PUNCT
futech-502	268	1	each	each	DET
futech-502	268	2	facility	facility	NOUN
futech-502	268	3	established	establish	VERB
futech-502	268	4	three	three	NUM
futech-502	268	5	experimental	experimental	ADJ
futech-502	268	6	lines	line	NOUN
futech-502	268	7	and	and	CCONJ
futech-502	268	8	three	three	NUM
futech-502	268	9	control	control	NOUN
futech-502	268	10	lines	line	NOUN
futech-502	268	11	,	,	PUNCT
futech-502	268	12	matched	match	VERB
futech-502	268	13	by	by	ADP
futech-502	268	14	equipment	equipment	NOUN
futech-502	268	15	age	age	NOUN
futech-502	268	16	(	(	PUNCT
futech-502	268	17	±2	±2	ADJ
futech-502	268	18	years	year	NOUN
futech-502	268	19	)	)	PUNCT
futech-502	268	20	,	,	PUNCT
futech-502	268	21	historical	historical	ADJ
futech-502	268	22	performance	performance	NOUN
futech-502	268	23	variance	variance	NOUN
futech-502	268	24	(	(	PUNCT
futech-502	268	25	σ	σ	NOUN
futech-502	268	26	≤	≤	NUM
futech-502	268	27	5	5	NUM
futech-502	268	28	%	%	NOUN
futech-502	268	29	)	)	PUNCT
futech-502	268	30	,	,	PUNCT
futech-502	268	31	and	and	CCONJ
futech-502	268	32	operational	operational	ADJ
futech-502	268	33	shifts	shift	NOUN
futech-502	268	34	to	to	PART
futech-502	268	35	ensure	ensure	VERB
futech-502	268	36	the	the	DET
futech-502	268	37	validity	validity	NOUN
futech-502	268	38	of	of	ADP
futech-502	268	39	the	the	DET
futech-502	268	40	control	control	NOUN
futech-502	268	41	groups	group	NOUN
futech-502	268	42	.	.	PUNCT
futech-502	269	1	4.2	4.2	NUM
futech-502	269	2	implementation	implementation	NOUN
futech-502	269	3	process	process	NOUN
futech-502	269	4	the	the	DET
futech-502	269	5	implementation	implementation	NOUN
futech-502	269	6	of	of	ADP
futech-502	269	7	the	the	DET
futech-502	269	8	ai	ai	ADJ
futech-502	269	9	-	-	PUNCT
futech-502	269	10	lean	lean	ADJ
futech-502	269	11	integration	integration	NOUN
futech-502	269	12	framework	framework	NOUN
futech-502	269	13	followed	follow	VERB
futech-502	269	14	a	a	DET
futech-502	269	15	systematic	systematic	ADJ
futech-502	269	16	approach	approach	NOUN
futech-502	269	17	spanning	span	VERB
futech-502	269	18	12	12	NUM
futech-502	269	19	months	month	NOUN
futech-502	269	20	,	,	PUNCT
futech-502	269	21	progressing	progress	VERB
futech-502	269	22	through	through	ADP
futech-502	269	23	data	data	NOUN
futech-502	269	24	integration	integration	NOUN
futech-502	269	25	,	,	PUNCT
futech-502	269	26	model	model	NOUN
futech-502	269	27	development	development	NOUN
futech-502	269	28	,	,	PUNCT
futech-502	269	29	risk	risk	NOUN
futech-502	269	30	system	system	NOUN
futech-502	269	31	deployment	deployment	NOUN
futech-502	269	32	,	,	PUNCT
futech-502	269	33	and	and	CCONJ
futech-502	269	34	sustainability	sustainability	NOUN
futech-502	269	35	tracking	tracking	NOUN
futech-502	269	36	.	.	PUNCT
futech-502	270	1	initial	initial	ADJ
futech-502	270	2	activities	activity	NOUN
futech-502	270	3	focused	focus	VERB
futech-502	270	4	on	on	ADP
futech-502	270	5	establishing	establish	VERB
futech-502	270	6	a	a	DET
futech-502	270	7	comprehensive	comprehensive	ADJ
futech-502	270	8	data	data	NOUN
futech-502	270	9	collection	collection	NOUN
futech-502	270	10	infrastructure	infrastructure	NOUN
futech-502	270	11	across	across	ADP
futech-502	270	12	the	the	DET
futech-502	270	13	manufacturing	manufacturing	NOUN
futech-502	270	14	facility	facility	NOUN
futech-502	270	15	.	.	PUNCT
futech-502	271	1	edge	edge	NOUN
futech-502	271	2	computing	computing	NOUN
futech-502	271	3	devices	device	NOUN
futech-502	271	4	were	be	AUX
futech-502	271	5	installed	instal	VERB
futech-502	271	6	at	at	ADP
futech-502	271	7	47	47	NUM
futech-502	271	8	critical	critical	ADJ
futech-502	271	9	production	production	NOUN
futech-502	271	10	points	point	NOUN
futech-502	271	11	,	,	PUNCT
futech-502	271	12	establishing	establish	VERB
futech-502	271	13	secure	secure	ADJ
futech-502	271	14	data	datum	NOUN
futech-502	271	15	pipelines	pipeline	NOUN
futech-502	271	16	that	that	PRON
futech-502	271	17	connected	connect	VERB
futech-502	271	18	legacy	legacy	NOUN
futech-502	271	19	equipment	equipment	NOUN
futech-502	271	20	with	with	ADP
futech-502	271	21	modern	modern	ADJ
futech-502	271	22	analytics	analytic	NOUN
futech-502	271	23	platforms	platform	NOUN
futech-502	271	24	.	.	PUNCT
futech-502	272	1	integration	integration	NOUN
futech-502	272	2	challenges	challenge	NOUN
futech-502	272	3	arose	arise	VERB
futech-502	272	4	from	from	ADP
futech-502	272	5	heterogeneous	heterogeneous	ADJ
futech-502	272	6	communication	communication	NOUN
futech-502	272	7	protocols	protocol	NOUN
futech-502	272	8	,	,	PUNCT
futech-502	272	9	necessitating	necessitate	VERB
futech-502	272	10	custom	custom	NOUN
futech-502	272	11	adapter	adapter	NOUN
futech-502	272	12	development	development	NOUN
futech-502	272	13	for	for	ADP
futech-502	272	14	modbus	modbus	PROPN
futech-502	272	15	,	,	PUNCT
futech-502	272	16	opc	opc	PROPN
futech-502	272	17	-	-	PUNCT
futech-502	272	18	ua	ua	PROPN
futech-502	272	19	,	,	PUNCT
futech-502	272	20	and	and	CCONJ
futech-502	272	21	proprietary	proprietary	ADJ
futech-502	272	22	interfaces	interface	NOUN
futech-502	272	23	from	from	ADP
futech-502	272	24	equipment	equipment	NOUN
futech-502	272	25	manufacturers	manufacturer	NOUN
futech-502	272	26	such	such	ADJ
futech-502	272	27	as	as	ADP
futech-502	272	28	siemens	siemen	NOUN
futech-502	272	29	,	,	PUNCT
futech-502	272	30	fanuc	fanuc	NOUN
futech-502	272	31	,	,	PUNCT
futech-502	272	32	and	and	CCONJ
futech-502	272	33	mitsubishi	mitsubishi	PROPN
futech-502	272	34	.	.	PUNCT
futech-502	273	1	(	(	PUNCT
futech-502	273	2	a	a	X
futech-502	273	3	)	)	PUNCT
futech-502	273	4	(	(	PUNCT
futech-502	273	5	b	b	X
futech-502	273	6	)	)	PUNCT
futech-502	273	7	figure	figure	NOUN
futech-502	273	8	5	5	NUM
futech-502	273	9	.	.	PUNCT
futech-502	273	10	implementation	implementation	NOUN
futech-502	273	11	progress	progress	NOUN
futech-502	273	12	and	and	CCONJ
futech-502	273	13	performance	performance	NOUN
futech-502	273	14	evolution	evolution	NOUN
futech-502	273	15	(	(	PUNCT
futech-502	273	16	a	a	X
futech-502	273	17	)	)	PUNCT
futech-502	273	18	implementation	implementation	NOUN
futech-502	273	19	progress	progress	NOUN
futech-502	273	20	by	by	ADP
futech-502	273	21	component	component	NOUN
futech-502	273	22	(	(	PUNCT
futech-502	273	23	b	b	NOUN
futech-502	273	24	)	)	PUNCT
futech-502	273	25	cumulative	cumulative	ADJ
futech-502	273	26	performance	performance	NOUN
futech-502	273	27	improvements	improvement	NOUN
futech-502	273	28	throughout	throughout	ADP
futech-502	273	29	implementation	implementation	NOUN
futech-502	273	30	figure	figure	NOUN
futech-502	273	31	5	5	NUM
futech-502	273	32	illustrates	illustrate	VERB
futech-502	273	33	the	the	DET
futech-502	273	34	progressive	progressive	ADJ
futech-502	273	35	implementation	implementation	NOUN
futech-502	273	36	timeline	timeline	NOUN
futech-502	273	37	with	with	ADP
futech-502	273	38	corresponding	correspond	VERB
futech-502	273	39	performance	performance	NOUN
futech-502	273	40	improvements	improvement	NOUN
futech-502	273	41	achieved	achieve	VERB
futech-502	273	42	at	at	ADP
futech-502	273	43	each	each	DET
futech-502	273	44	stage	stage	NOUN
futech-502	273	45	.	.	PUNCT
futech-502	274	1	the	the	DET
futech-502	274	2	data	data	NOUN
futech-502	274	3	integration	integration	NOUN
futech-502	274	4	stage	stage	NOUN
futech-502	274	5	achieved	achieve	VERB
futech-502	274	6	97.3	97.3	NUM
futech-502	274	7	%	%	NOUN
futech-502	274	8	completion	completion	NOUN
futech-502	274	9	within	within	ADP
futech-502	274	10	2.5	2.5	NUM
futech-502	274	11	months	month	NOUN
futech-502	274	12	,	,	PUNCT
futech-502	274	13	exceeding	exceed	VERB
futech-502	274	14	the	the	DET
futech-502	274	15	target	target	NOUN
futech-502	274	16	of	of	ADP
futech-502	274	17	a	a	DET
futech-502	274	18	95	95	NUM
futech-502	274	19	%	%	NOUN
futech-502	274	20	data	datum	NOUN
futech-502	274	21	capture	capture	NOUN
futech-502	274	22	rate	rate	NOUN
futech-502	274	23	.	.	PUNCT
futech-502	275	1	subsequently	subsequently	ADV
futech-502	275	2	,	,	PUNCT
futech-502	275	3	ai	ai	VERB
futech-502	275	4	model	model	NOUN
futech-502	275	5	training	training	NOUN
futech-502	275	6	commenced	commence	VERB
futech-502	275	7	using	use	VERB
futech-502	275	8	accumulated	accumulate	VERB
futech-502	275	9	data	datum	NOUN
futech-502	275	10	streams	stream	NOUN
futech-502	275	11	,	,	PUNCT
futech-502	275	12	with	with	ADP
futech-502	275	13	parallel	parallel	ADJ
futech-502	275	14	development	development	NOUN
futech-502	275	15	of	of	ADP
futech-502	275	16	quality	quality	NOUN
futech-502	275	17	prediction	prediction	NOUN
futech-502	275	18	,	,	PUNCT
futech-502	275	19	anomaly	anomaly	NOUN
futech-502	275	20	detection	detection	NOUN
futech-502	275	21	,	,	PUNCT
futech-502	275	22	and	and	CCONJ
futech-502	275	23	process	process	VERB
futech-502	275	24	optimization	optimization	NOUN
futech-502	275	25	algorithms	algorithm	NOUN
futech-502	275	26	.	.	PUNCT
futech-502	276	1	the	the	DET
futech-502	276	2	overlapping	overlap	VERB
futech-502	276	3	nature	nature	NOUN
futech-502	276	4	of	of	ADP
futech-502	276	5	the	the	DET
futech-502	276	6	implementation	implementation	NOUN
futech-502	276	7	stages	stage	NOUN
futech-502	276	8	,	,	PUNCT
futech-502	276	9	as	as	SCONJ
futech-502	276	10	shown	show	VERB
futech-502	276	11	in	in	ADP
futech-502	276	12	figure	figure	NOUN
futech-502	276	13	5a	5a	NUM
futech-502	276	14	,	,	PUNCT
futech-502	276	15	reflects	reflect	VERB
futech-502	276	16	the	the	DET
futech-502	276	17	iterative	iterative	NOUN
futech-502	276	18	approach	approach	NOUN
futech-502	276	19	adopted	adopt	VERB
futech-502	276	20	to	to	PART
futech-502	276	21	ensure	ensure	VERB
futech-502	276	22	continuous	continuous	ADJ
futech-502	276	23	improvement	improvement	NOUN
futech-502	276	24	while	while	SCONJ
futech-502	276	25	maintaining	maintain	VERB
futech-502	276	26	production	production	NOUN
futech-502	276	27	stability	stability	NOUN
futech-502	276	28	.	.	PUNCT
futech-502	277	1	figure	figure	NOUN
futech-502	277	2	5b	5b	PROPN
futech-502	277	3	illustrates	illustrate	VERB
futech-502	277	4	the	the	DET
futech-502	277	5	corresponding	corresponding	ADJ
futech-502	277	6	cumulative	cumulative	ADJ
futech-502	277	7	effects	effect	NOUN
futech-502	277	8	:	:	PUNCT
futech-502	277	9	oee	oee	ADJ
futech-502	277	10	and	and	CCONJ
futech-502	277	11	quality	quality	NOUN
futech-502	277	12	improvements	improvement	NOUN
futech-502	277	13	steadily	steadily	ADV
futech-502	277	14	rose	rise	VERB
futech-502	277	15	to	to	ADP
futech-502	277	16	134	134	NUM
futech-502	277	17	%	%	NOUN
futech-502	277	18	and	and	CCONJ
futech-502	277	19	132	132	NUM
futech-502	277	20	%	%	NOUN
futech-502	277	21	,	,	PUNCT
futech-502	277	22	respectively	respectively	ADV
futech-502	277	23	,	,	PUNCT
futech-502	277	24	while	while	SCONJ
futech-502	277	25	energy	energy	NOUN
futech-502	277	26	consumption	consumption	NOUN
futech-502	277	27	decreased	decrease	VERB
futech-502	277	28	to	to	ADP
futech-502	277	29	72	72	NUM
futech-502	277	30	%	%	NOUN
futech-502	277	31	.	.	PUNCT
futech-502	278	1	the	the	DET
futech-502	278	2	temporal	temporal	ADJ
futech-502	278	3	alignment	alignment	NOUN
futech-502	278	4	between	between	ADP
futech-502	278	5	the	the	DET
futech-502	278	6	two	two	NUM
futech-502	278	7	figures	figure	NOUN
futech-502	278	8	demonstrates	demonstrate	VERB
futech-502	278	9	the	the	DET
futech-502	278	10	causal	causal	ADJ
futech-502	278	11	relationship	relationship	NOUN
futech-502	278	12	between	between	ADP
futech-502	278	13	implementation	implementation	NOUN
futech-502	278	14	progress	progress	NOUN
futech-502	278	15	and	and	CCONJ
futech-502	278	16	performance	performance	NOUN
futech-502	278	17	enhancements	enhancement	NOUN
futech-502	278	18	,	,	PUNCT
futech-502	278	19	directly	directly	ADV
futech-502	278	20	supporting	support	VERB
futech-502	278	21	core	core	ADJ
futech-502	278	22	experimental	experimental	ADJ
futech-502	278	23	findings	finding	NOUN
futech-502	278	24	such	such	ADJ
futech-502	278	25	as	as	ADP
futech-502	278	26	the	the	DET
futech-502	278	27	36.1	36.1	NUM
futech-502	278	28	%	%	NOUN
futech-502	278	29	oee	oee	ADJ
futech-502	278	30	improvement	improvement	NOUN
futech-502	278	31	.	.	PUNCT
futech-502	279	1	4.3	4.3	NUM
futech-502	279	2	performance	performance	NOUN
futech-502	279	3	evaluation	evaluation	NOUN
futech-502	279	4	the	the	DET
futech-502	279	5	performance	performance	NOUN
futech-502	279	6	evaluation	evaluation	NOUN
futech-502	279	7	of	of	ADP
futech-502	279	8	the	the	DET
futech-502	279	9	ai	ai	ADJ
futech-502	279	10	-	-	PUNCT
futech-502	279	11	lean	lean	ADJ
futech-502	279	12	integration	integration	NOUN
futech-502	279	13	system	system	NOUN
futech-502	279	14	encompassed	encompass	VERB
futech-502	279	15	a	a	DET
futech-502	279	16	comprehensive	comprehensive	ADJ
futech-502	279	17	assessment	assessment	NOUN
futech-502	279	18	across	across	ADP
futech-502	279	19	risk	risk	NOUN
futech-502	279	20	prediction	prediction	NOUN
futech-502	279	21	accuracy	accuracy	NOUN
futech-502	279	22	,	,	PUNCT
futech-502	279	23	operational	operational	ADJ
futech-502	279	24	efficiency	efficiency	NOUN
futech-502	279	25	improvements	improvement	NOUN
futech-502	279	26	,	,	PUNCT
futech-502	279	27	and	and	CCONJ
futech-502	279	28	sustainability	sustainability	NOUN
futech-502	279	29	metrics	metric	NOUN
futech-502	279	30	.	.	PUNCT
futech-502	280	1	risk	risk	NOUN
futech-502	280	2	prediction	prediction	NOUN
futech-502	280	3	models	model	NOUN
futech-502	280	4	demonstrated	demonstrate	VERB
futech-502	280	5	robust	robust	ADJ
futech-502	280	6	performance	performance	NOUN
futech-502	280	7	across	across	ADP
futech-502	280	8	multiple	multiple	ADJ
futech-502	280	9	evaluation	evaluation	NOUN
futech-502	280	10	criteria	criterion	NOUN
futech-502	280	11	,	,	PUNCT
futech-502	280	12	with	with	ADP
futech-502	280	13	particular	particular	ADJ
futech-502	280	14	emphasis	emphasis	NOUN
futech-502	280	15	on	on	ADP
futech-502	280	16	minimizing	minimize	VERB
futech-502	280	17	false	false	ADJ
futech-502	280	18	negatives	negative	NOUN
futech-502	280	19	that	that	PRON
futech-502	280	20	could	could	AUX
futech-502	280	21	lead	lead	VERB
futech-502	280	22	to	to	ADP
futech-502	280	23	critical	critical	ADJ
futech-502	280	24	failures	failure	NOUN
futech-502	280	25	.	.	PUNCT
futech-502	281	1	the	the	DET
futech-502	281	2	evaluation	evaluation	NOUN
futech-502	281	3	utilized	utilize	VERB
futech-502	281	4	stratified	stratify	VERB
futech-502	281	5	k	k	ADJ
futech-502	281	6	-	-	ADJ
futech-502	281	7	fold	fold	ADJ
futech-502	281	8	cross	cross	NOUN
futech-502	281	9	-	-	NOUN
futech-502	281	10	validation	validation	NOUN
futech-502	281	11	to	to	PART
futech-502	281	12	ensure	ensure	VERB
futech-502	281	13	model	model	NOUN
futech-502	281	14	generalizability	generalizability	NOUN
futech-502	281	15	across	across	ADP
futech-502	281	16	different	different	ADJ
futech-502	281	17	operating	operating	NOUN
futech-502	281	18	conditions	condition	NOUN
futech-502	281	19	and	and	CCONJ
futech-502	281	20	production	production	NOUN
futech-502	281	21	scenarios	scenario	NOUN
futech-502	281	22	.	.	PUNCT
futech-502	282	1	figure	figure	VERB
futech-502	282	2	6	6	NUM
futech-502	282	3	comprehensively	comprehensively	ADV
futech-502	282	4	illustrates	illustrate	VERB
futech-502	282	5	lean	lean	ADJ
futech-502	282	6	efficiency	efficiency	NOUN
futech-502	282	7	improvements	improvement	NOUN
futech-502	282	8	achieved	achieve	VERB
futech-502	282	9	through	through	ADP
futech-502	282	10	ai	ai	PRON
futech-502	282	11	implementation	implementation	NOUN
futech-502	282	12	.	.	PUNCT
futech-502	283	1	the	the	DET
futech-502	283	2	waste	waste	NOUN
futech-502	283	3	reduction	reduction	NOUN
futech-502	283	4	radar	radar	NOUN
futech-502	283	5	chart	chart	NOUN
futech-502	283	6	(	(	PUNCT
futech-502	283	7	figure	figure	VERB
futech-502	283	8	6a	6a	NOUN
futech-502	283	9	)	)	PUNCT
futech-502	283	10	demonstrates	demonstrate	VERB
futech-502	283	11	substantial	substantial	ADJ
futech-502	283	12	reductions	reduction	NOUN
futech-502	283	13	across	across	ADP
futech-502	283	14	all	all	DET
futech-502	283	15	waste	waste	NOUN
futech-502	283	16	categories	category	NOUN
futech-502	283	17	,	,	PUNCT
futech-502	283	18	with	with	ADP
futech-502	283	19	inventory	inventory	NOUN
futech-502	283	20	waste	waste	NOUN
futech-502	283	21	reduced	reduce	VERB
futech-502	283	22	by	by	ADP
futech-502	283	23	55	55	NUM
futech-502	283	24	%	%	NOUN
futech-502	283	25	and	and	CCONJ
futech-502	283	26	defects	defect	NOUN
futech-502	283	27	by	by	ADP
futech-502	283	28	62	62	NUM
futech-502	283	29	%	%	NOUN
futech-502	283	30	.	.	PUNCT
futech-502	284	1	lead	lead	VERB
futech-502	284	2	time	time	NOUN
futech-502	284	3	distribution	distribution	NOUN
futech-502	284	4	analysis	analysis	NOUN
futech-502	284	5	(	(	PUNCT
futech-502	284	6	figure	figure	NOUN
futech-502	284	7	6b	6b	NOUN
futech-502	284	8	)	)	PUNCT
futech-502	284	9	shows	show	VERB
futech-502	284	10	not	not	PART
futech-502	284	11	only	only	ADV
futech-502	284	12	a	a	DET
futech-502	284	13	36.7	36.7	NUM
futech-502	284	14	%	%	NOUN
futech-502	284	15	reduction	reduction	NOUN
futech-502	284	16	in	in	ADP
futech-502	284	17	average	average	ADJ
futech-502	284	18	lead	lead	NOUN
futech-502	284	19	time	time	NOUN
futech-502	284	20	but	but	CCONJ
futech-502	284	21	also	also	ADV
futech-502	284	22	significantly	significantly	ADV
futech-502	284	23	reduced	reduce	VERB
futech-502	284	24	variability	variability	NOUN
futech-502	284	25	,	,	PUNCT
futech-502	284	26	indicating	indicate	VERB
futech-502	284	27	more	more	ADV
futech-502	284	28	predictable	predictable	ADJ
futech-502	284	29	and	and	CCONJ
futech-502	284	30	reliable	reliable	ADJ
futech-502	284	31	delivery	delivery	NOUN
futech-502	284	32	performance	performance	NOUN
futech-502	284	33	.	.	PUNCT
futech-502	285	1	the	the	DET
futech-502	285	2	quality	quality	NOUN
futech-502	285	3	improvement	improvement	NOUN
futech-502	285	4	trajectory	trajectory	NOUN
futech-502	285	5	(	(	PUNCT
futech-502	285	6	figure	figure	NOUN
futech-502	285	7	6c	6c	PROPN
futech-502	285	8	)	)	PUNCT
futech-502	285	9	reveals	reveal	VERB
futech-502	285	10	consistent	consistent	ADJ
futech-502	285	11	month	month	NOUN
futech-502	285	12	-	-	PUNCT
futech-502	285	13	over	over	ADP
futech-502	285	14	-	-	PUNCT
futech-502	285	15	month	month	NOUN
futech-502	285	16	improvements	improvement	NOUN
futech-502	285	17	,	,	PUNCT
futech-502	285	18	with	with	ADP
futech-502	285	19	defect	defect	NOUN
futech-502	285	20	rates	rate	NOUN
futech-502	285	21	declining	decline	VERB
futech-502	285	22	from	from	ADP
futech-502	285	23	3.2	3.2	NUM
futech-502	285	24	%	%	NOUN
futech-502	285	25	to	to	PART
futech-502	285	26	0.3	0.3	NUM
futech-502	285	27	%	%	NOUN
futech-502	285	28	over	over	ADP
futech-502	285	29	the	the	DET
futech-502	285	30	12	12	NUM
futech-502	285	31	-	-	PUNCT
futech-502	285	32	month	month	NOUN
futech-502	285	33	period	period	NOUN
futech-502	285	34	.	.	PUNCT
futech-502	286	1	process	process	NOUN
futech-502	286	2	-	-	PUNCT
futech-502	286	3	wise	wise	ADJ
futech-502	286	4	efficiency	efficiency	NOUN
futech-502	286	5	analysis	analysis	NOUN
futech-502	286	6	(	(	PUNCT
futech-502	286	7	figure	figure	NOUN
futech-502	286	8	6d	6d	NUM
futech-502	286	9	)	)	PUNCT
futech-502	286	10	indicates	indicate	VERB
futech-502	286	11	that	that	SCONJ
futech-502	286	12	all	all	DET
futech-502	286	13	manufacturing	manufacturing	NOUN
futech-502	286	14	processes	process	NOUN
futech-502	286	15	experienced	experience	VERB
futech-502	286	16	efficiency	efficiency	NOUN
futech-502	286	17	gains	gain	NOUN
futech-502	286	18	,	,	PUNCT
futech-502	286	19	with	with	ADP
futech-502	286	20	testing	testing	NOUN
futech-502	286	21	showing	show	VERB
futech-502	286	22	the	the	DET
futech-502	286	23	highest	high	ADJ
futech-502	286	24	improvement	improvement	NOUN
futech-502	286	25	at	at	ADP
futech-502	286	26	47	47	NUM
futech-502	286	27	%	%	NOUN
futech-502	286	28	due	due	ADP
futech-502	286	29	to	to	ADP
futech-502	286	30	ai	ai	VERB
futech-502	286	31	-	-	PUNCT
futech-502	286	32	optimized	optimize	VERB
futech-502	286	33	test	test	NOUN
futech-502	286	34	sequences	sequence	NOUN
futech-502	286	35	and	and	CCONJ
futech-502	286	36	predictive	predictive	ADJ
futech-502	286	37	quality	quality	NOUN
futech-502	286	38	assessment	assessment	NOUN
futech-502	286	39	.	.	PUNCT
futech-502	287	1	(	(	PUNCT
futech-502	287	2	a	a	X
futech-502	287	3	)	)	PUNCT
futech-502	287	4	(	(	PUNCT
futech-502	287	5	b	b	X
futech-502	287	6	)	)	PUNCT
futech-502	287	7	(	(	PUNCT
futech-502	287	8	c	c	X
futech-502	287	9	)	)	PUNCT
futech-502	287	10	(	(	PUNCT
futech-502	287	11	d	d	X
futech-502	287	12	)	)	PUNCT
futech-502	287	13	figure	figure	NOUN
futech-502	287	14	6	6	NUM
futech-502	287	15	.	.	PUNCT
futech-502	288	1	lean	lean	ADJ
futech-502	288	2	efficiency	efficiency	NOUN
futech-502	288	3	improvements	improvement	NOUN
futech-502	288	4	analysis	analysis	NOUN
futech-502	288	5	:	:	PUNCT
futech-502	288	6	(	(	PUNCT
futech-502	288	7	a)waste	a)waste	NOUN
futech-502	288	8	reduction	reduction	NOUN
futech-502	288	9	achievement	achievement	NOUN
futech-502	288	10	;	;	PUNCT
futech-502	288	11	(	(	PUNCT
futech-502	288	12	b)lead	b)lead	VERB
futech-502	288	13	time	time	NOUN
futech-502	288	14	distribution	distribution	NOUN
futech-502	288	15	comparison	comparison	NOUN
futech-502	288	16	,	,	PUNCT
futech-502	288	17	(	(	PUNCT
futech-502	288	18	c)quality	c)quality	NOUN
futech-502	288	19	improvement	improvement	NOUN
futech-502	288	20	trajectory	trajectory	NOUN
futech-502	288	21	,	,	PUNCT
futech-502	288	22	(	(	PUNCT
futech-502	288	23	d)process	d)process	NOUN
futech-502	288	24	-	-	PUNCT
futech-502	288	25	wise	wise	ADJ
futech-502	288	26	efficiency	efficiency	NOUN
futech-502	288	27	improvements	improvement	NOUN
futech-502	288	28	lean	lean	ADJ
futech-502	288	29	performance	performance	NOUN
futech-502	288	30	metrics	metric	NOUN
futech-502	288	31	quantitatively	quantitatively	ADV
futech-502	288	32	validate	validate	VERB
futech-502	288	33	the	the	DET
futech-502	288	34	operational	operational	ADJ
futech-502	288	35	improvements	improvement	NOUN
futech-502	288	36	achieved	achieve	VERB
futech-502	288	37	through	through	ADP
futech-502	288	38	ai	ai	ADV
futech-502	288	39	-	-	PUNCT
futech-502	288	40	enhanced	enhance	VERB
futech-502	288	41	methods	method	NOUN
futech-502	288	42	,	,	PUNCT
futech-502	288	43	with	with	ADP
futech-502	288	44	all	all	DET
futech-502	288	45	six	six	NUM
futech-502	288	46	key	key	ADJ
futech-502	288	47	indicators	indicator	NOUN
futech-502	288	48	significantly	significantly	ADV
futech-502	288	49	surpassing	surpass	VERB
futech-502	288	50	industry	industry	NOUN
futech-502	288	51	benchmarks	benchmark	NOUN
futech-502	288	52	(	(	PUNCT
futech-502	288	53	table	table	NOUN
futech-502	288	54	3	3	NUM
futech-502	288	55	)	)	PUNCT
futech-502	288	56	.	.	PUNCT
futech-502	289	1	overall	overall	ADJ
futech-502	289	2	equipment	equipment	NOUN
futech-502	289	3	effectiveness	effectiveness	NOUN
futech-502	289	4	rose	rise	VERB
futech-502	289	5	from	from	ADP
futech-502	289	6	68.2	68.2	NUM
futech-502	289	7	%	%	NOUN
futech-502	289	8	to	to	ADP
futech-502	289	9	92.8	92.8	NUM
futech-502	289	10	%	%	NOUN
futech-502	289	11	(	(	PUNCT
futech-502	289	12	+36.1	+36.1	NOUN
futech-502	289	13	%	%	NOUN
futech-502	289	14	)	)	PUNCT
futech-502	289	15	,	,	PUNCT
futech-502	289	16	setup	setup	NOUN
futech-502	289	17	time	time	NOUN
futech-502	289	18	decreased	decrease	VERB
futech-502	289	19	from	from	ADP
futech-502	289	20	45	45	NUM
futech-502	289	21	minutes	minute	NOUN
futech-502	289	22	to	to	ADP
futech-502	289	23	18.5	18.5	NUM
futech-502	289	24	minutes	minute	NOUN
futech-502	289	25	(	(	PUNCT
futech-502	289	26	-58.9	-58.9	NUM
futech-502	289	27	%	%	NOUN
futech-502	289	28	)	)	PUNCT
futech-502	289	29	,	,	PUNCT
futech-502	289	30	inventory	inventory	NOUN
futech-502	289	31	turnover	turnover	NOUN
futech-502	289	32	reached	reach	VERB
futech-502	289	33	18.3	18.3	NUM
futech-502	289	34	times	time	NOUN
futech-502	289	35	(	(	PUNCT
futech-502	289	36	+123.2	+123.2	NUM
futech-502	289	37	%	%	NOUN
futech-502	289	38	)	)	PUNCT
futech-502	289	39	,	,	PUNCT
futech-502	289	40	preproduction	preproduction	NOUN
futech-502	289	41	lead	lead	NOUN
futech-502	289	42	time	time	NOUN
futech-502	289	43	was	be	AUX
futech-502	289	44	compressed	compress	VERB
futech-502	289	45	to	to	ADP
futech-502	289	46	9.5	9.5	NUM
futech-502	289	47	days	day	NOUN
futech-502	289	48	(	(	PUNCT
futech-502	289	49	-36.7	-36.7	ADP
futech-502	289	50	%	%	NOUN
futech-502	289	51	)	)	PUNCT
futech-502	289	52	,	,	PUNCT
futech-502	289	53	while	while	SCONJ
futech-502	289	54	space	space	NOUN
futech-502	289	55	utilization	utilization	NOUN
futech-502	289	56	and	and	CCONJ
futech-502	289	57	labor	labor	NOUN
futech-502	289	58	productivity	productivity	NOUN
futech-502	289	59	increased	increase	VERB
futech-502	289	60	by	by	ADP
futech-502	289	61	18.3	18.3	NUM
futech-502	289	62	%	%	NOUN
futech-502	289	63	and	and	CCONJ
futech-502	289	64	36.3	36.3	NUM
futech-502	289	65	%	%	NOUN
futech-502	289	66	respectively	respectively	ADV
futech-502	289	67	.	.	PUNCT
futech-502	290	1	the	the	DET
futech-502	290	2	ai	ai	PROPN
futech-502	290	3	system	system	NOUN
futech-502	290	4	's	's	PART
futech-502	290	5	optimization	optimization	NOUN
futech-502	290	6	c.	c.	PROPN
futech-502	290	7	tsai	tsai	PROPN
futech-502	290	8	et	et	PROPN
futech-502	290	9	al	al	PROPN
futech-502	290	10	.	.	PROPN
futech-502	290	11	/future	/future	PUNCT
futech-502	290	12	technology	technology	PROPN
futech-502	290	13	november	november	PROPN
futech-502	290	14	2025|	2025|	NUM
futech-502	290	15	volume	volume	NOUN
futech-502	290	16	04	04	NUM
futech-502	291	1	|	|	ADV
futech-502	291	2	issue	issue	VERB
futech-502	291	3	04	04	NUM
futech-502	292	1	|	|	CCONJ
futech-502	292	2	pages	page	VERB
futech-502	292	3	267	267	NUM
futech-502	292	4	-	-	SYM
futech-502	292	5	281	281	NUM
futech-502	292	6	277	277	NUM
futech-502	292	7	algorithms	algorithm	NOUN
futech-502	292	8	simultaneously	simultaneously	ADV
futech-502	292	9	consider	consider	VERB
futech-502	292	10	both	both	PRON
futech-502	292	11	production	production	NOUN
futech-502	292	12	efficiency	efficiency	NOUN
futech-502	292	13	and	and	CCONJ
futech-502	292	14	resource	resource	NOUN
futech-502	292	15	consumption	consumption	NOUN
futech-502	292	16	,	,	PUNCT
futech-502	292	17	identifying	identify	VERB
futech-502	292	18	improvement	improvement	NOUN
futech-502	292	19	opportunities	opportunity	NOUN
futech-502	292	20	that	that	PRON
futech-502	292	21	are	be	AUX
futech-502	292	22	often	often	ADV
futech-502	292	23	overlooked	overlook	VERB
futech-502	292	24	by	by	ADP
futech-502	292	25	traditional	traditional	ADJ
futech-502	292	26	methods	method	NOUN
futech-502	292	27	.	.	PUNCT
futech-502	293	1	this	this	PRON
futech-502	293	2	achieves	achieve	VERB
futech-502	293	3	synergistic	synergistic	ADJ
futech-502	293	4	benefits	benefit	NOUN
futech-502	293	5	of	of	ADP
futech-502	293	6	enhanced	enhanced	ADJ
futech-502	293	7	operational	operational	ADJ
futech-502	293	8	efficiency	efficiency	NOUN
futech-502	293	9	and	and	CCONJ
futech-502	293	10	reduced	reduce	VERB
futech-502	293	11	environmental	environmental	ADJ
futech-502	293	12	impact	impact	NOUN
futech-502	293	13	,	,	PUNCT
futech-502	293	14	directly	directly	ADV
futech-502	293	15	supporting	support	VERB
futech-502	293	16	the	the	DET
futech-502	293	17	core	core	ADJ
futech-502	293	18	hypothesis	hypothesis	NOUN
futech-502	293	19	of	of	ADP
futech-502	293	20	this	this	DET
futech-502	293	21	research	research	NOUN
futech-502	293	22	that	that	PRON
futech-502	293	23	ai	ai	VERB
futech-502	293	24	-	-	PUNCT
futech-502	293	25	lean	lean	ADJ
futech-502	293	26	integration	integration	NOUN
futech-502	293	27	can	can	AUX
futech-502	293	28	overcome	overcome	VERB
futech-502	293	29	the	the	DET
futech-502	293	30	limitations	limitation	NOUN
futech-502	293	31	of	of	ADP
futech-502	293	32	traditional	traditional	ADJ
futech-502	293	33	single	single	ADJ
futech-502	293	34	-	-	PUNCT
futech-502	293	35	objective	objective	ADJ
futech-502	293	36	optimization	optimization	NOUN
futech-502	293	37	.	.	PUNCT
futech-502	294	1	statistical	statistical	ADJ
futech-502	294	2	analysis	analysis	NOUN
futech-502	294	3	indicates	indicate	VERB
futech-502	294	4	that	that	SCONJ
futech-502	294	5	the	the	DET
futech-502	294	6	experimental	experimental	ADJ
futech-502	294	7	group	group	NOUN
futech-502	294	8	significantly	significantly	ADV
futech-502	294	9	outperformed	outperform	VERB
futech-502	294	10	the	the	DET
futech-502	294	11	control	control	NOUN
futech-502	294	12	group	group	NOUN
futech-502	294	13	across	across	ADP
futech-502	294	14	all	all	DET
futech-502	294	15	key	key	ADJ
futech-502	294	16	metrics	metric	NOUN
futech-502	294	17	(	(	PUNCT
futech-502	294	18	p<0.05	p<0.05	NOUN
futech-502	294	19	)	)	PUNCT
futech-502	294	20	(	(	PUNCT
futech-502	294	21	table	table	NOUN
futech-502	294	22	4	4	NUM
futech-502	294	23	)	)	PUNCT
futech-502	294	24	.	.	PUNCT
futech-502	295	1	analysis	analysis	NOUN
futech-502	295	2	of	of	ADP
futech-502	295	3	inter	inter	ADJ
futech-502	295	4	-	-	ADJ
futech-502	295	5	factory	factory	ADJ
futech-502	295	6	variations	variation	NOUN
futech-502	295	7	revealed	reveal	VERB
futech-502	295	8	the	the	DET
futech-502	295	9	most	most	ADV
futech-502	295	10	pronounced	pronounced	ADJ
futech-502	295	11	improvements	improvement	NOUN
futech-502	295	12	in	in	ADP
futech-502	295	13	automotive	automotive	ADJ
futech-502	295	14	component	component	NOUN
futech-502	295	15	factories	factory	NOUN
futech-502	295	16	(	(	PUNCT
futech-502	295	17	oee	oee	ADJ
futech-502	295	18	increase	increase	NOUN
futech-502	295	19	of	of	ADP
futech-502	295	20	24.7	24.7	NUM
futech-502	295	21	%	%	NOUN
futech-502	295	22	)	)	PUNCT
futech-502	295	23	,	,	PUNCT
futech-502	295	24	followed	follow	VERB
futech-502	295	25	by	by	ADP
futech-502	295	26	electronics	electronic	NOUN
futech-502	295	27	assembly	assembly	NOUN
futech-502	295	28	plants	plant	NOUN
futech-502	295	29	(	(	PUNCT
futech-502	295	30	oee	oee	ADJ
futech-502	295	31	increase	increase	NOUN
futech-502	295	32	of	of	ADP
futech-502	295	33	19.8	19.8	NUM
futech-502	295	34	%	%	NOUN
futech-502	295	35	)	)	PUNCT
futech-502	295	36	,	,	PUNCT
futech-502	295	37	with	with	ADP
futech-502	295	38	metal	metal	NOUN
futech-502	295	39	processing	processing	NOUN
futech-502	295	40	factories	factory	NOUN
futech-502	295	41	showing	show	VERB
futech-502	295	42	a	a	DET
futech-502	295	43	smaller	small	ADJ
futech-502	295	44	yet	yet	ADV
futech-502	295	45	still	still	ADV
futech-502	295	46	significant	significant	ADJ
futech-502	295	47	gain	gain	NOUN
futech-502	295	48	(	(	PUNCT
futech-502	295	49	oee	oee	ADJ
futech-502	295	50	increase	increase	NOUN
futech-502	295	51	of	of	ADP
futech-502	295	52	17.9	17.9	NUM
futech-502	295	53	%	%	NOUN
futech-502	295	54	)	)	PUNCT
futech-502	295	55	.	.	PUNCT
futech-502	296	1	these	these	DET
futech-502	296	2	disparities	disparity	NOUN
futech-502	296	3	were	be	AUX
futech-502	296	4	primarily	primarily	ADV
futech-502	296	5	attributed	attribute	VERB
futech-502	296	6	to	to	ADP
futech-502	296	7	differences	difference	NOUN
futech-502	296	8	in	in	ADP
futech-502	296	9	digital	digital	ADJ
futech-502	296	10	foundations	foundation	NOUN
futech-502	296	11	and	and	CCONJ
futech-502	296	12	implementation	implementation	NOUN
futech-502	296	13	challenges	challenge	NOUN
futech-502	296	14	across	across	ADP
futech-502	296	15	the	the	DET
futech-502	296	16	factories	factory	NOUN
futech-502	296	17	.	.	PUNCT
futech-502	297	1	figure	figure	VERB
futech-502	297	2	7	7	NUM
futech-502	297	3	presents	present	NOUN
futech-502	297	4	comprehensive	comprehensive	ADJ
futech-502	297	5	sustainability	sustainability	NOUN
futech-502	297	6	performance	performance	NOUN
futech-502	297	7	metrics	metric	NOUN
futech-502	297	8	demonstrating	demonstrate	VERB
futech-502	297	9	the	the	DET
futech-502	297	10	environmental	environmental	ADJ
futech-502	297	11	benefits	benefit	NOUN
futech-502	297	12	of	of	ADP
futech-502	297	13	ai	ai	ADJ
futech-502	297	14	integration	integration	NOUN
futech-502	297	15	.	.	PUNCT
futech-502	298	1	the	the	DET
futech-502	298	2	daily	daily	ADJ
futech-502	298	3	energy	energy	NOUN
futech-502	298	4	consumption	consumption	NOUN
futech-502	298	5	profile	profile	NOUN
futech-502	298	6	(	(	PUNCT
futech-502	298	7	figure	figure	NOUN
futech-502	298	8	7a	7a	NUM
futech-502	298	9	)	)	PUNCT
futech-502	298	10	reveals	reveal	VERB
futech-502	298	11	ai	ai	ADJ
futech-502	298	12	-	-	PUNCT
futech-502	298	13	optimized	optimize	VERB
futech-502	298	14	load	load	NOUN
futech-502	298	15	balancing	balance	VERB
futech-502	298	16	that	that	PRON
futech-502	298	17	reduces	reduce	VERB
futech-502	298	18	peak	peak	NOUN
futech-502	298	19	demand	demand	NOUN
futech-502	298	20	by	by	ADP
futech-502	298	21	25	25	NUM
futech-502	298	22	%	%	NOUN
futech-502	298	23	while	while	SCONJ
futech-502	298	24	maintaining	maintain	VERB
futech-502	298	25	production	production	NOUN
futech-502	298	26	output	output	NOUN
futech-502	298	27	.	.	PUNCT
futech-502	299	1	this	this	DET
futech-502	299	2	optimization	optimization	NOUN
futech-502	299	3	is	be	AUX
futech-502	299	4	particularly	particularly	ADV
futech-502	299	5	beneficial	beneficial	ADJ
futech-502	299	6	for	for	ADP
futech-502	299	7	shift	shift	NOUN
futech-502	299	8	transitions	transition	NOUN
futech-502	299	9	,	,	PUNCT
futech-502	299	10	where	where	SCONJ
futech-502	299	11	energy	energy	NOUN
futech-502	299	12	waste	waste	NOUN
futech-502	299	13	is	be	AUX
futech-502	299	14	traditionally	traditionally	ADV
futech-502	299	15	prevalent	prevalent	ADJ
futech-502	299	16	.	.	PUNCT
futech-502	300	1	carbon	carbon	NOUN
futech-502	300	2	footprint	footprint	NOUN
futech-502	300	3	analysis	analysis	NOUN
futech-502	300	4	(	(	PUNCT
futech-502	300	5	figure	figure	NOUN
futech-502	300	6	7b	7b	NOUN
futech-502	300	7	)	)	PUNCT
futech-502	300	8	shows	show	VERB
futech-502	300	9	reductions	reduction	NOUN
futech-502	300	10	across	across	ADP
futech-502	300	11	all	all	DET
futech-502	300	12	emission	emission	NOUN
futech-502	300	13	sources	source	NOUN
futech-502	300	14	,	,	PUNCT
futech-502	300	15	with	with	ADP
futech-502	300	16	electricity	electricity	NOUN
futech-502	300	17	-	-	PUNCT
futech-502	300	18	related	relate	VERB
futech-502	300	19	emissions	emission	NOUN
futech-502	300	20	decreasing	decrease	VERB
futech-502	300	21	by	by	ADP
futech-502	300	22	33	33	NUM
futech-502	300	23	%	%	NOUN
futech-502	300	24	through	through	ADP
futech-502	300	25	intelligent	intelligent	ADJ
futech-502	300	26	equipment	equipment	NOUN
futech-502	300	27	scheduling	scheduling	NOUN
futech-502	300	28	and	and	CCONJ
futech-502	300	29	predictive	predictive	ADJ
futech-502	300	30	maintenance	maintenance	NOUN
futech-502	300	31	,	,	PUNCT
futech-502	300	32	preventing	prevent	VERB
futech-502	300	33	energy	energy	NOUN
futech-502	300	34	-	-	PUNCT
futech-502	300	35	intensive	intensive	ADJ
futech-502	300	36	failures	failure	NOUN
futech-502	300	37	.	.	PUNCT
futech-502	301	1	the	the	DET
futech-502	301	2	resource	resource	NOUN
futech-502	301	3	efficiency	efficiency	NOUN
futech-502	301	4	trends	trend	NOUN
futech-502	301	5	(	(	PUNCT
futech-502	301	6	figure	figure	NOUN
futech-502	301	7	7c	7c	NOUN
futech-502	301	8	)	)	PUNCT
futech-502	301	9	demonstrate	demonstrate	VERB
futech-502	301	10	consistent	consistent	ADJ
futech-502	301	11	improvements	improvement	NOUN
futech-502	301	12	that	that	PRON
futech-502	301	13	exceed	exceed	VERB
futech-502	301	14	initial	initial	ADJ
futech-502	301	15	targets	target	NOUN
futech-502	301	16	,	,	PUNCT
futech-502	301	17	with	with	ADP
futech-502	301	18	energy	energy	NOUN
futech-502	301	19	efficiency	efficiency	NOUN
futech-502	301	20	showing	show	VERB
futech-502	301	21	the	the	DET
futech-502	301	22	strongest	strong	ADJ
futech-502	301	23	gains	gain	NOUN
futech-502	301	24	,	,	PUNCT
futech-502	301	25	at	at	ADP
futech-502	301	26	44	44	NUM
futech-502	301	27	%	%	NOUN
futech-502	301	28	improvement	improvement	NOUN
futech-502	301	29	over	over	ADP
futech-502	301	30	the	the	DET
futech-502	301	31	baseline	baseline	NOUN
futech-502	301	32	.	.	PUNCT
futech-502	302	1	the	the	DET
futech-502	302	2	comprehensive	comprehensive	ADJ
futech-502	302	3	sustainability	sustainability	NOUN
futech-502	302	4	impact	impact	NOUN
futech-502	302	5	assessment	assessment	NOUN
futech-502	302	6	quantified	quantify	VERB
futech-502	302	7	in	in	ADP
futech-502	302	8	table	table	NOUN
futech-502	302	9	5	5	NUM
futech-502	302	10	demonstrates	demonstrate	VERB
futech-502	302	11	the	the	DET
futech-502	302	12	significant	significant	ADJ
futech-502	302	13	environmental	environmental	ADJ
futech-502	302	14	benefits	benefit	NOUN
futech-502	302	15	achieved	achieve	VERB
futech-502	302	16	through	through	ADP
futech-502	302	17	the	the	DET
futech-502	302	18	ai	ai	ADJ
futech-502	302	19	-	-	PUNCT
futech-502	302	20	lean	lean	ADJ
futech-502	302	21	integration	integration	NOUN
futech-502	302	22	,	,	PUNCT
futech-502	302	23	with	with	ADP
futech-502	302	24	substantial	substantial	ADJ
futech-502	302	25	improvements	improvement	NOUN
futech-502	302	26	across	across	ADP
futech-502	302	27	all	all	DET
futech-502	302	28	six	six	NUM
futech-502	302	29	environmental	environmental	ADJ
futech-502	302	30	metrics	metric	NOUN
futech-502	302	31	.	.	PUNCT
futech-502	303	1	(	(	PUNCT
futech-502	303	2	a	a	X
futech-502	303	3	)	)	PUNCT
futech-502	303	4	(	(	PUNCT
futech-502	303	5	b	b	X
futech-502	303	6	)	)	PUNCT
futech-502	303	7	(	(	PUNCT
futech-502	303	8	c	c	X
futech-502	303	9	)	)	PUNCT
futech-502	303	10	figure	figure	NOUN
futech-502	303	11	7	7	NUM
futech-502	303	12	.	.	PUNCT
futech-502	303	13	sustainability	sustainability	NOUN
futech-502	303	14	performance	performance	NOUN
futech-502	303	15	analysis	analysis	NOUN
futech-502	303	16	:	:	PUNCT
futech-502	303	17	(	(	PUNCT
futech-502	303	18	a	a	X
futech-502	303	19	)	)	PUNCT
futech-502	303	20	daily	daily	ADJ
futech-502	303	21	energy	energy	NOUN
futech-502	303	22	consumption	consumption	NOUN
futech-502	303	23	profile	profile	NOUN
futech-502	303	24	,	,	PUNCT
futech-502	303	25	(	(	PUNCT
futech-502	303	26	b)carbon	b)carbon	NOUN
futech-502	303	27	footprint	footprint	NOUN
futech-502	303	28	reduction	reduction	NOUN
futech-502	303	29	by	by	ADP
futech-502	303	30	source	source	NOUN
futech-502	303	31	,	,	PUNCT
futech-502	303	32	(	(	PUNCT
futech-502	303	33	c)resource	c)resource	NOUN
futech-502	303	34	efficiency	efficiency	NOUN
futech-502	303	35	improvement	improvement	NOUN
futech-502	303	36	trends	trend	NOUN
futech-502	303	37	table	table	VERB
futech-502	303	38	3	3	NUM
futech-502	303	39	lean	lean	ADJ
futech-502	303	40	performance	performance	NOUN
futech-502	303	41	metrics	metric	NOUN
futech-502	303	42	summary	summary	NOUN
futech-502	303	43	metric	metric	ADJ
futech-502	303	44	category	category	NOUN
futech-502	303	45	baseline	baseline	VERB
futech-502	303	46	month	month	NOUN
futech-502	303	47	6	6	NUM
futech-502	303	48	month	month	NOUN
futech-502	303	49	12	12	NUM
futech-502	303	50	improvement	improvement	NOUN
futech-502	303	51	industry	industry	NOUN
futech-502	303	52	benchmark	benchmark	NOUN
futech-502	303	53	overall	overall	ADJ
futech-502	303	54	equipment	equipment	NOUN
futech-502	303	55	effectiveness	effectiveness	NOUN
futech-502	303	56	(	(	PUNCT
futech-502	303	57	%	%	NOUN
futech-502	303	58	)	)	PUNCT
futech-502	303	59	68.2	68.2	NUM
futech-502	303	60	81.5	81.5	NUM
futech-502	303	61	92.8	92.8	NUM
futech-502	303	62	+36.1	+36.1	NUM
futech-502	303	63	%	%	NOUN
futech-502	303	64	85.0	85.0	NUM
futech-502	303	65	setup	setup	NOUN
futech-502	303	66	time	time	NOUN
futech-502	303	67	(	(	PUNCT
futech-502	303	68	minutes	minute	NOUN
futech-502	303	69	)	)	PUNCT
futech-502	303	70	45.0	45.0	NUM
futech-502	303	71	32.0	32.0	NUM
futech-502	303	72	18.5	18.5	NUM
futech-502	303	73	-58.9	-58.9	NUM
futech-502	303	74	%	%	NOUN
futech-502	303	75	25.0	25.0	NUM
futech-502	303	76	inventory	inventory	NOUN
futech-502	303	77	turns	turn	VERB
futech-502	303	78	8.2	8.2	NUM
futech-502	303	79	12.5	12.5	NUM
futech-502	303	80	18.3	18.3	NUM
futech-502	303	81	+123.2	+123.2	NUM
futech-502	303	82	%	%	NOUN
futech-502	303	83	12.0	12.0	NUM
futech-502	303	84	production	production	NOUN
futech-502	303	85	lead	lead	NOUN
futech-502	303	86	time	time	NOUN
futech-502	303	87	(	(	PUNCT
futech-502	303	88	days	day	NOUN
futech-502	303	89	)	)	PUNCT
futech-502	303	90	15.0	15.0	NUM
futech-502	303	91	11.2	11.2	NUM
futech-502	303	92	9.5	9.5	NUM
futech-502	303	93	-36.7	-36.7	NUM
futech-502	303	94	%	%	NOUN
futech-502	303	95	12.0	12.0	NUM
futech-502	303	96	space	space	NOUN
futech-502	303	97	utilization	utilization	NOUN
futech-502	303	98	(	(	PUNCT
futech-502	303	99	%	%	INTJ
futech-502	303	100	)	)	PUNCT
futech-502	303	101	72.0	72.0	NUM
futech-502	303	102	78.5	78.5	NUM
futech-502	303	103	85.2	85.2	NUM
futech-502	303	104	+18.3	+18.3	ADP
futech-502	303	105	%	%	NOUN
futech-502	303	106	80.0	80.0	NUM
futech-502	303	107	labor	labor	NOUN
futech-502	303	108	productivity	productivity	NOUN
futech-502	303	109	(	(	PUNCT
futech-502	303	110	units	unit	NOUN
futech-502	303	111	/	/	SYM
futech-502	303	112	hour	hour	NOUN
futech-502	303	113	)	)	PUNCT
futech-502	303	114	24.5	24.5	NUM
futech-502	303	115	29.8	29.8	NUM
futech-502	303	116	33.4	33.4	NUM
futech-502	303	117	+36.3	+36.3	NOUN
futech-502	303	118	%	%	NOUN
futech-502	303	119	28.0	28.0	NUM
futech-502	303	120	table	table	NOUN
futech-502	303	121	4	4	NUM
futech-502	303	122	comparison	comparison	NOUN
futech-502	303	123	of	of	ADP
futech-502	303	124	key	key	ADJ
futech-502	303	125	indicators	indicator	NOUN
futech-502	303	126	between	between	ADP
futech-502	303	127	the	the	DET
futech-502	303	128	control	control	NOUN
futech-502	303	129	group	group	NOUN
futech-502	303	130	and	and	CCONJ
futech-502	303	131	experimental	experimental	ADJ
futech-502	303	132	group	group	NOUN
futech-502	303	133	at	at	ADP
futech-502	303	134	the	the	DET
futech-502	303	135	end	end	NOUN
futech-502	303	136	of	of	ADP
futech-502	303	137	the	the	DET
futech-502	303	138	12	12	NUM
futech-502	303	139	-	-	PUNCT
futech-502	303	140	month	month	NOUN
futech-502	303	141	implementation	implementation	NOUN
futech-502	303	142	period	period	NOUN
futech-502	303	143	indicator	indicator	NOUN
futech-502	303	144	control	control	PROPN
futech-502	303	145	group	group	PROPN
futech-502	303	146	mean	mean	VERB
futech-502	303	147	experimental	experimental	ADJ
futech-502	303	148	group	group	NOUN
futech-502	303	149	mean	mean	VERB
futech-502	303	150	improvement	improvement	NOUN
futech-502	303	151	rate	rate	NOUN
futech-502	303	152	statistical	statistical	ADJ
futech-502	303	153	significance	significance	NOUN
futech-502	303	154	oee	oee	NOUN
futech-502	303	155	(	(	PUNCT
futech-502	303	156	%	%	NOUN
futech-502	303	157	)	)	PUNCT
futech-502	303	158	76.4	76.4	NUM
futech-502	303	159	92.8	92.8	NUM
futech-502	303	160	+21.5	+21.5	NOUN
futech-502	303	161	%	%	NOUN
futech-502	303	162	p<0.001	p<0.001	X
futech-502	303	163	setup	setup	NOUN
futech-502	303	164	time	time	NOUN
futech-502	303	165	(	(	PUNCT
futech-502	303	166	min	min	NOUN
futech-502	303	167	)	)	PUNCT
futech-502	303	168	42.0	42.0	NUM
futech-502	303	169	18.5	18.5	NUM
futech-502	303	170	-55.9	-55.9	NOUN
futech-502	303	171	%	%	NOUN
futech-502	303	172	p<0.001	p<0.001	X
futech-502	303	173	inventory	inventory	NOUN
futech-502	303	174	turnover	turnover	NOUN
futech-502	303	175	rate	rate	NOUN
futech-502	303	176	9.1	9.1	NUM
futech-502	303	177	18.3	18.3	NUM
futech-502	303	178	+101.1	+101.1	NUM
futech-502	303	179	%	%	NOUN
futech-502	303	180	p<0.001	p<0.001	X
futech-502	303	181	energy	energy	NOUN
futech-502	303	182	consumption	consumption	NOUN
futech-502	303	183	(	(	PUNCT
futech-502	303	184	kwh	kwh	NOUN
futech-502	303	185	/	/	SYM
futech-502	303	186	unit	unit	NOUN
futech-502	303	187	)	)	PUNCT
futech-502	303	188	4.15	4.15	NUM
futech-502	303	189	2.94	2.94	NUM
futech-502	303	190	-29.2	-29.2	NOUN
futech-502	303	191	%	%	NOUN
futech-502	303	192	p<0.01	p<0.01	NOUN
futech-502	303	193	defect	defect	NOUN
futech-502	303	194	rate	rate	NOUN
futech-502	303	195	(	(	PUNCT
futech-502	303	196	%	%	INTJ
futech-502	303	197	)	)	PUNCT
futech-502	303	198	2.8	2.8	NUM
futech-502	303	199	0.3	0.3	NUM
futech-502	303	200	-89.3	-89.3	NOUN
futech-502	303	201	%	%	NOUN
futech-502	303	202	p<0.001	p<0.001	PROPN
futech-502	304	1	c.	c.	PROPN
futech-502	304	2	tsai	tsai	PROPN
futech-502	304	3	et	et	PROPN
futech-502	304	4	al	al	PROPN
futech-502	304	5	.	.	PROPN
futech-502	304	6	/future	/future	PUNCT
futech-502	304	7	technology	technology	PROPN
futech-502	304	8	november	november	PROPN
futech-502	304	9	2025|	2025|	NUM
futech-502	304	10	volume	volume	NOUN
futech-502	304	11	04	04	NUM
futech-502	305	1	|	|	ADV
futech-502	305	2	issue	issue	VERB
futech-502	305	3	04	04	NUM
futech-502	306	1	|	|	CCONJ
futech-502	306	2	pages	page	VERB
futech-502	306	3	267	267	NUM
futech-502	306	4	-	-	SYM
futech-502	306	5	281	281	NUM
futech-502	306	6	278	278	NUM
futech-502	306	7	electricity	electricity	NOUN
futech-502	306	8	consumption	consumption	NOUN
futech-502	306	9	decreased	decrease	VERB
futech-502	306	10	by	by	ADP
futech-502	306	11	31.2	31.2	NUM
futech-502	306	12	%	%	NOUN
futech-502	306	13	(	(	PUNCT
futech-502	306	14	annual	annual	ADJ
futech-502	306	15	savings	saving	NOUN
futech-502	306	16	of	of	ADP
futech-502	306	17	2,847	2,847	NUM
futech-502	306	18	mwh	mwh	PROPN
futech-502	306	19	)	)	PUNCT
futech-502	306	20	,	,	PUNCT
futech-502	306	21	natural	natural	ADJ
futech-502	306	22	gas	gas	NOUN
futech-502	306	23	usage	usage	NOUN
futech-502	306	24	fell	fall	VERB
futech-502	306	25	by	by	ADP
futech-502	306	26	28.5	28.5	NUM
futech-502	306	27	%	%	NOUN
futech-502	306	28	(	(	PUNCT
futech-502	306	29	saving	save	VERB
futech-502	306	30	145,000	145,000	NUM
futech-502	306	31	terms	term	NOUN
futech-502	306	32	)	)	PUNCT
futech-502	306	33	,	,	PUNCT
futech-502	306	34	water	water	NOUN
futech-502	306	35	consumption	consumption	NOUN
futech-502	306	36	dropped	drop	VERB
futech-502	306	37	by	by	ADP
futech-502	306	38	29.7	29.7	NUM
futech-502	306	39	%	%	NOUN
futech-502	306	40	(	(	PUNCT
futech-502	306	41	saving	save	VERB
futech-502	306	42	1.2	1.2	NUM
futech-502	306	43	million	million	NUM
futech-502	306	44	gallons	gallon	NOUN
futech-502	306	45	)	)	PUNCT
futech-502	306	46	,	,	PUNCT
futech-502	306	47	hazardous	hazardous	ADJ
futech-502	306	48	waste	waste	NOUN
futech-502	306	49	and	and	CCONJ
futech-502	306	50	voc	voc	NOUN
futech-502	306	51	emissions	emission	NOUN
futech-502	306	52	were	be	AUX
futech-502	306	53	reduced	reduce	VERB
futech-502	306	54	by	by	ADP
futech-502	306	55	52.3	52.3	NUM
futech-502	306	56	%	%	NOUN
futech-502	306	57	and	and	CCONJ
futech-502	306	58	36.7	36.7	NUM
futech-502	306	59	%	%	NOUN
futech-502	306	60	respectively	respectively	ADV
futech-502	306	61	,	,	PUNCT
futech-502	306	62	and	and	CCONJ
futech-502	306	63	solid	solid	ADJ
futech-502	306	64	waste	waste	NOUN
futech-502	306	65	sent	send	VERB
futech-502	306	66	to	to	ADP
futech-502	306	67	landfill	landfill	NOUN
futech-502	306	68	decreased	decrease	VERB
futech-502	306	69	by	by	ADP
futech-502	306	70	48.9	48.9	NUM
futech-502	306	71	%	%	NOUN
futech-502	306	72	.	.	PUNCT
futech-502	307	1	this	this	PRON
futech-502	307	2	equates	equate	VERB
futech-502	307	3	to	to	ADP
futech-502	307	4	an	an	DET
futech-502	307	5	annual	annual	ADJ
futech-502	307	6	reduction	reduction	NOUN
futech-502	307	7	of	of	ADP
futech-502	307	8	3,136	3,136	NUM
futech-502	307	9	tons	ton	NOUN
futech-502	307	10	of	of	ADP
futech-502	307	11	co2	co2	NOUN
futech-502	307	12	equivalent	equivalent	NOUN
futech-502	307	13	,	,	PUNCT
futech-502	307	14	directly	directly	ADV
futech-502	307	15	supporting	support	VERB
futech-502	307	16	the	the	DET
futech-502	307	17	core	core	NOUN
futech-502	307	18	research	research	NOUN
futech-502	307	19	statement	statement	NOUN
futech-502	307	20	of	of	ADP
futech-502	307	21	a	a	DET
futech-502	307	22	31.4	31.4	NUM
futech-502	307	23	%	%	NOUN
futech-502	307	24	reduction	reduction	NOUN
futech-502	307	25	in	in	ADP
futech-502	307	26	carbon	carbon	NOUN
futech-502	307	27	footprint	footprint	NOUN
futech-502	307	28	.	.	PUNCT
futech-502	308	1	in	in	ADP
futech-502	308	2	terms	term	NOUN
futech-502	308	3	of	of	ADP
futech-502	308	4	social	social	ADJ
futech-502	308	5	sustainability	sustainability	NOUN
futech-502	308	6	,	,	PUNCT
futech-502	308	7	the	the	DET
futech-502	308	8	ai	ai	ADJ
futech-502	308	9	-	-	PUNCT
futech-502	308	10	lean	lean	ADJ
futech-502	308	11	integration	integration	NOUN
futech-502	308	12	has	have	AUX
futech-502	308	13	significantly	significantly	ADV
futech-502	308	14	enhanced	enhance	VERB
futech-502	308	15	the	the	DET
futech-502	308	16	working	work	VERB
futech-502	308	17	environment	environment	NOUN
futech-502	308	18	and	and	CCONJ
futech-502	308	19	employee	employee	NOUN
futech-502	308	20	well	well	ADV
futech-502	308	21	-	-	PUNCT
futech-502	308	22	being	being	NOUN
futech-502	308	23	.	.	PUNCT
futech-502	309	1	the	the	DET
futech-502	309	2	safety	safety	NOUN
futech-502	309	3	incident	incident	NOUN
futech-502	309	4	rate	rate	NOUN
futech-502	309	5	decreased	decrease	VERB
futech-502	309	6	from	from	ADP
futech-502	309	7	1.2	1.2	NUM
futech-502	309	8	incidents	incident	NOUN
futech-502	309	9	per	per	ADP
futech-502	309	10	thousand	thousand	NUM
futech-502	309	11	hours	hour	NOUN
futech-502	309	12	at	at	ADP
futech-502	309	13	baseline	baseline	NOUN
futech-502	309	14	to	to	ADP
futech-502	309	15	0.4	0.4	NUM
futech-502	309	16	incidents	incident	NOUN
futech-502	309	17	per	per	ADP
futech-502	309	18	thousand	thousand	NUM
futech-502	309	19	hours	hour	NOUN
futech-502	309	20	(	(	PUNCT
futech-502	309	21	a	a	DET
futech-502	309	22	67	67	NUM
futech-502	309	23	%	%	NOUN
futech-502	309	24	reduction	reduction	NOUN
futech-502	309	25	)	)	PUNCT
futech-502	309	26	,	,	PUNCT
futech-502	309	27	primarily	primarily	ADV
futech-502	309	28	attributable	attributable	ADJ
futech-502	309	29	to	to	ADP
futech-502	309	30	the	the	DET
futech-502	309	31	real	real	ADJ
futech-502	309	32	-	-	PUNCT
futech-502	309	33	time	time	NOUN
futech-502	309	34	monitoring	monitoring	NOUN
futech-502	309	35	provided	provide	VERB
futech-502	309	36	by	by	ADP
futech-502	309	37	the	the	DET
futech-502	309	38	ai	ai	ADJ
futech-502	309	39	early	early	ADJ
futech-502	309	40	-	-	PUNCT
futech-502	309	41	warning	warning	NOUN
futech-502	309	42	system	system	NOUN
futech-502	309	43	.	.	PUNCT
futech-502	310	1	employee	employee	NOUN
futech-502	310	2	job	job	NOUN
futech-502	310	3	satisfaction	satisfaction	NOUN
futech-502	310	4	rose	rise	VERB
futech-502	310	5	from	from	ADP
futech-502	310	6	6.8	6.8	NUM
futech-502	310	7	points	point	NOUN
futech-502	310	8	to	to	ADP
futech-502	310	9	7.8	7.8	NUM
futech-502	310	10	points	point	NOUN
futech-502	310	11	(	(	PUNCT
futech-502	310	12	a	a	DET
futech-502	310	13	15	15	NUM
futech-502	310	14	%	%	NOUN
futech-502	310	15	increase	increase	NOUN
futech-502	310	16	)	)	PUNCT
futech-502	310	17	,	,	PUNCT
futech-502	310	18	reflecting	reflect	VERB
futech-502	310	19	how	how	SCONJ
futech-502	310	20	intelligent	intelligent	ADJ
futech-502	310	21	systems	system	NOUN
futech-502	310	22	have	have	AUX
futech-502	310	23	alleviated	alleviate	VERB
futech-502	310	24	the	the	DET
futech-502	310	25	physical	physical	ADJ
futech-502	310	26	strain	strain	NOUN
futech-502	310	27	of	of	ADP
futech-502	310	28	repetitive	repetitive	ADJ
futech-502	310	29	tasks	task	NOUN
futech-502	310	30	.	.	PUNCT
futech-502	311	1	regarding	regard	VERB
futech-502	311	2	skills	skill	NOUN
futech-502	311	3	development	development	NOUN
futech-502	311	4	,	,	PUNCT
futech-502	311	5	annual	annual	ADJ
futech-502	311	6	training	training	NOUN
futech-502	311	7	hours	hour	NOUN
futech-502	311	8	per	per	ADP
futech-502	311	9	employee	employee	NOUN
futech-502	311	10	increased	increase	VERB
futech-502	311	11	from	from	ADP
futech-502	311	12	32	32	NUM
futech-502	311	13	to	to	PART
futech-502	311	14	45	45	NUM
futech-502	311	15	hours	hour	NOUN
futech-502	311	16	,	,	PUNCT
futech-502	311	17	with	with	ADP
futech-502	311	18	41	41	NUM
futech-502	311	19	%	%	NOUN
futech-502	311	20	of	of	ADP
futech-502	311	21	staff	staff	NOUN
futech-502	311	22	obtaining	obtain	VERB
futech-502	311	23	certification	certification	NOUN
futech-502	311	24	in	in	ADP
futech-502	311	25	ai	ai	PROPN
futech-502	311	26	tool	tool	NOUN
futech-502	311	27	operation	operation	NOUN
futech-502	311	28	.	.	PUNCT
futech-502	312	1	employee	employee	NOUN
futech-502	312	2	turnover	turnover	NOUN
futech-502	312	3	decreased	decrease	VERB
futech-502	312	4	from	from	ADP
futech-502	312	5	12.5	12.5	NUM
futech-502	312	6	%	%	NOUN
futech-502	312	7	to	to	ADP
futech-502	312	8	6.2	6.2	NUM
futech-502	312	9	%	%	NOUN
futech-502	312	10	,	,	PUNCT
futech-502	312	11	indicating	indicate	VERB
futech-502	312	12	that	that	SCONJ
futech-502	312	13	technological	technological	ADJ
futech-502	312	14	advancement	advancement	NOUN
futech-502	312	15	did	do	AUX
futech-502	312	16	not	not	PART
futech-502	312	17	trigger	trigger	VERB
futech-502	312	18	mass	mass	ADJ
futech-502	312	19	unemployment	unemployment	NOUN
futech-502	312	20	but	but	CCONJ
futech-502	312	21	rather	rather	ADV
futech-502	312	22	enhanced	enhance	VERB
futech-502	312	23	job	job	NOUN
futech-502	312	24	appeal	appeal	NOUN
futech-502	312	25	.	.	PUNCT
futech-502	313	1	4.4	4.4	NUM
futech-502	313	2	comparative	comparative	ADJ
futech-502	313	3	analysis	analysis	NOUN
futech-502	313	4	the	the	DET
futech-502	313	5	comparative	comparative	ADJ
futech-502	313	6	analysis	analysis	NOUN
futech-502	313	7	between	between	ADP
futech-502	313	8	ai	ai	ADJ
futech-502	313	9	-	-	PUNCT
futech-502	313	10	lean	lean	ADJ
futech-502	313	11	integration	integration	NOUN
futech-502	313	12	and	and	CCONJ
futech-502	313	13	traditional	traditional	ADJ
futech-502	313	14	approaches	approach	NOUN
futech-502	313	15	reveals	reveal	VERB
futech-502	313	16	fundamental	fundamental	ADJ
futech-502	313	17	differences	difference	NOUN
futech-502	313	18	in	in	ADP
futech-502	313	19	capability	capability	NOUN
futech-502	313	20	,	,	PUNCT
futech-502	313	21	scalability	scalability	NOUN
futech-502	313	22	,	,	PUNCT
futech-502	313	23	and	and	CCONJ
futech-502	313	24	performance	performance	NOUN
futech-502	313	25	outcomes	outcome	NOUN
futech-502	313	26	.	.	PUNCT
futech-502	314	1	traditional	traditional	ADJ
futech-502	314	2	lean	lean	ADJ
futech-502	314	3	implementations	implementation	NOUN
futech-502	314	4	rely	rely	VERB
futech-502	314	5	heavily	heavily	ADV
futech-502	314	6	on	on	ADP
futech-502	314	7	human	human	ADJ
futech-502	314	8	observation	observation	NOUN
futech-502	314	9	,	,	PUNCT
futech-502	314	10	manual	manual	ADJ
futech-502	314	11	data	datum	NOUN
futech-502	314	12	collection	collection	NOUN
futech-502	314	13	,	,	PUNCT
futech-502	314	14	and	and	CCONJ
futech-502	314	15	periodic	periodic	ADJ
futech-502	314	16	improvement	improvement	NOUN
futech-502	314	17	cycles	cycle	NOUN
futech-502	314	18	,	,	PUNCT
futech-502	314	19	whereas	whereas	SCONJ
futech-502	314	20	the	the	DET
futech-502	314	21	ai	ai	ADJ
futech-502	314	22	-	-	PUNCT
futech-502	314	23	enhanced	enhance	VERB
futech-502	314	24	system	system	NOUN
futech-502	314	25	enables	enable	VERB
futech-502	314	26	continuous	continuous	ADJ
futech-502	314	27	optimization	optimization	NOUN
futech-502	314	28	through	through	ADP
futech-502	314	29	real	real	ADJ
futech-502	314	30	-	-	PUNCT
futech-502	314	31	time	time	NOUN
futech-502	314	32	data	datum	NOUN
futech-502	314	33	analysis	analysis	NOUN
futech-502	314	34	and	and	CCONJ
futech-502	314	35	predictive	predictive	ADJ
futech-502	314	36	capabilities	capability	NOUN
futech-502	314	37	.	.	PUNCT
futech-502	315	1	this	this	DET
futech-502	315	2	comparison	comparison	NOUN
futech-502	315	3	encompasses	encompass	VERB
futech-502	315	4	operational	operational	ADJ
futech-502	315	5	metrics	metric	NOUN
futech-502	315	6	,	,	PUNCT
futech-502	315	7	implementation	implementation	NOUN
futech-502	315	8	timelines	timeline	NOUN
futech-502	315	9	,	,	PUNCT
futech-502	315	10	and	and	CCONJ
futech-502	315	11	resource	resource	NOUN
futech-502	315	12	requirements	requirement	NOUN
futech-502	315	13	across	across	ADP
futech-502	315	14	multiple	multiple	ADJ
futech-502	315	15	manufacturing	manufacturing	NOUN
futech-502	315	16	environments	environment	NOUN
futech-502	315	17	.	.	PUNCT
futech-502	316	1	figure	figure	NOUN
futech-502	316	2	8	8	NUM
futech-502	316	3	provides	provide	VERB
futech-502	316	4	a	a	DET
futech-502	316	5	comprehensive	comprehensive	ADJ
futech-502	316	6	comparison	comparison	NOUN
futech-502	316	7	between	between	ADP
futech-502	316	8	traditional	traditional	ADJ
futech-502	316	9	and	and	CCONJ
futech-502	316	10	ai	ai	ADJ
futech-502	316	11	-	-	PUNCT
futech-502	316	12	driven	drive	VERB
futech-502	316	13	lean	lean	ADJ
futech-502	316	14	implementations	implementation	NOUN
futech-502	316	15	.	.	PUNCT
futech-502	317	1	the	the	DET
futech-502	317	2	performance	performance	NOUN
futech-502	317	3	improvement	improvement	NOUN
futech-502	317	4	trajectories	trajectory	NOUN
futech-502	317	5	(	(	PUNCT
futech-502	317	6	figure	figure	NOUN
futech-502	317	7	8a	8a	NUM
futech-502	317	8	)	)	PUNCT
futech-502	317	9	demonstrate	demonstrate	VERB
futech-502	317	10	that	that	SCONJ
futech-502	317	11	while	while	SCONJ
futech-502	317	12	traditional	traditional	ADJ
futech-502	317	13	lean	lean	NOUN
futech-502	317	14	follows	follow	VERB
futech-502	317	15	a	a	DET
futech-502	317	16	logarithmic	logarithmic	ADJ
futech-502	317	17	improvement	improvement	NOUN
futech-502	317	18	curve	curve	NOUN
futech-502	317	19	with	with	ADP
futech-502	317	20	diminishing	diminish	VERB
futech-502	317	21	returns	return	NOUN
futech-502	317	22	,	,	PUNCT
futech-502	317	23	ai	ai	ADJ
futech-502	317	24	-	-	PUNCT
futech-502	317	25	driven	drive	VERB
futech-502	317	26	approaches	approach	NOUN
futech-502	317	27	achieve	achieve	VERB
futech-502	317	28	rapid	rapid	ADJ
futech-502	317	29	initial	initial	ADJ
futech-502	317	30	gains	gain	NOUN
futech-502	317	31	followed	follow	VERB
futech-502	317	32	by	by	ADP
futech-502	317	33	sustained	sustained	ADJ
futech-502	317	34	improvement	improvement	NOUN
futech-502	317	35	through	through	ADP
futech-502	317	36	continuous	continuous	ADJ
futech-502	317	37	learning	learning	NOUN
futech-502	317	38	.	.	PUNCT
futech-502	318	1	the	the	DET
futech-502	318	2	capability	capability	NOUN
futech-502	318	3	assessment	assessment	NOUN
futech-502	318	4	(	(	PUNCT
futech-502	318	5	fig	fig	NOUN
futech-502	318	6	.	.	PUNCT
futech-502	318	7	8b	8b	NUM
futech-502	318	8	)	)	PUNCT
futech-502	318	9	reveals	reveal	VERB
futech-502	318	10	ai	ai	VERB
futech-502	318	11	's	's	PART
futech-502	318	12	superior	superior	ADJ
futech-502	318	13	performance	performance	NOUN
futech-502	318	14	in	in	ADP
futech-502	318	15	real	real	ADJ
futech-502	318	16	-	-	PUNCT
futech-502	318	17	time	time	NOUN
futech-502	318	18	optimization	optimization	NOUN
futech-502	318	19	and	and	CCONJ
futech-502	318	20	predictive	predictive	ADJ
futech-502	318	21	capabilities	capability	NOUN
futech-502	318	22	,	,	PUNCT
futech-502	318	23	though	though	SCONJ
futech-502	318	24	traditional	traditional	ADJ
futech-502	318	25	lean	lean	ADJ
futech-502	318	26	maintains	maintain	VERB
futech-502	318	27	advantages	advantage	NOUN
futech-502	318	28	in	in	ADP
futech-502	318	29	human	human	ADJ
futech-502	318	30	engagement	engagement	NOUN
futech-502	318	31	aspects	aspect	NOUN
futech-502	318	32	.	.	PUNCT
futech-502	319	1	(	(	PUNCT
futech-502	319	2	a	a	X
futech-502	319	3	)	)	PUNCT
futech-502	319	4	(	(	PUNCT
futech-502	319	5	b	b	X
futech-502	319	6	)	)	PUNCT
futech-502	319	7	(	(	PUNCT
futech-502	319	8	c	c	X
futech-502	319	9	)	)	PUNCT
futech-502	319	10	(	(	PUNCT
futech-502	319	11	d	d	X
futech-502	319	12	)	)	PUNCT
futech-502	319	13	figure	figure	NOUN
futech-502	319	14	8	8	NUM
futech-502	319	15	.	.	PUNCT
futech-502	320	1	traditional	traditional	ADJ
futech-502	320	2	vs	vs	ADP
futech-502	320	3	ai	ai	ADJ
futech-502	320	4	-	-	PUNCT
futech-502	320	5	driven	drive	VERB
futech-502	320	6	lean	lean	ADJ
futech-502	320	7	performance	performance	NOUN
futech-502	320	8	comparison	comparison	NOUN
futech-502	320	9	(	(	PUNCT
futech-502	320	10	a)performance	a)performance	NOUN
futech-502	320	11	improvement	improvement	NOUN
futech-502	320	12	trajectories	trajectory	NOUN
futech-502	320	13	;	;	PUNCT
futech-502	320	14	(	(	PUNCT
futech-502	320	15	b)capability	b)capability	NOUN
futech-502	320	16	assessment	assessment	NOUN
futech-502	320	17	comparison	comparison	NOUN
futech-502	320	18	(	(	PUNCT
futech-502	320	19	c)implementation	c)implementation	PROPN
futech-502	320	20	effort	effort	PROPN
futech-502	320	21	comparison	comparison	NOUN
futech-502	320	22	;	;	PUNCT
futech-502	320	23	(	(	PUNCT
futech-502	320	24	d)return	d)return	NOUN
futech-502	320	25	on	on	ADP
futech-502	320	26	investment	investment	NOUN
futech-502	320	27	progression	progression	NOUN
futech-502	320	28	implementation	implementation	NOUN
futech-502	320	29	effort	effort	NOUN
futech-502	320	30	distribution	distribution	NOUN
futech-502	320	31	(	(	PUNCT
futech-502	320	32	figure	figure	NOUN
futech-502	320	33	8c	8c	NOUN
futech-502	320	34	)	)	PUNCT
futech-502	320	35	shows	show	VERB
futech-502	320	36	that	that	SCONJ
futech-502	320	37	ai	ai	NOUN
futech-502	320	38	-	-	PUNCT
futech-502	320	39	driven	drive	VERB
futech-502	320	40	systems	system	NOUN
futech-502	320	41	require	require	VERB
futech-502	320	42	greater	great	ADJ
futech-502	320	43	upfront	upfront	ADJ
futech-502	320	44	investment	investment	NOUN
futech-502	320	45	in	in	ADP
futech-502	320	46	planning	planning	NOUN
futech-502	320	47	and	and	CCONJ
futech-502	320	48	training	training	NOUN
futech-502	320	49	but	but	CCONJ
futech-502	320	50	significantly	significantly	ADV
futech-502	320	51	reduce	reduce	VERB
futech-502	320	52	ongoing	ongoing	ADJ
futech-502	320	53	optimization	optimization	NOUN
futech-502	320	54	efforts	effort	NOUN
futech-502	320	55	.	.	PUNCT
futech-502	321	1	the	the	DET
futech-502	321	2	roi	roi	NOUN
futech-502	321	3	analysis	analysis	NOUN
futech-502	321	4	(	(	PUNCT
futech-502	321	5	figure	figure	NOUN
futech-502	321	6	8d	8d	NUM
futech-502	321	7	)	)	PUNCT
futech-502	321	8	indicates	indicate	VERB
futech-502	321	9	that	that	SCONJ
futech-502	321	10	despite	despite	SCONJ
futech-502	321	11	higher	high	ADJ
futech-502	321	12	initial	initial	ADJ
futech-502	321	13	costs	cost	NOUN
futech-502	321	14	,	,	PUNCT
futech-502	321	15	ai	ai	ADJ
futech-502	321	16	-	-	PUNCT
futech-502	321	17	driven	drive	VERB
futech-502	321	18	implementations	implementation	NOUN
futech-502	321	19	achieve	achieve	VERB
futech-502	321	20	payback	payback	NOUN
futech-502	321	21	two	two	NUM
futech-502	321	22	quarters	quarter	NOUN
futech-502	321	23	earlier	early	ADV
futech-502	321	24	and	and	CCONJ
futech-502	321	25	deliver	deliver	VERB
futech-502	321	26	2.7x	2.7x	NOUN
futech-502	321	27	higher	high	ADJ
futech-502	321	28	returns	return	NOUN
futech-502	321	29	over	over	ADP
futech-502	321	30	three	three	NUM
futech-502	321	31	years	year	NOUN
futech-502	321	32	.	.	PUNCT
futech-502	322	1	as	as	SCONJ
futech-502	322	2	shown	show	VERB
futech-502	322	3	in	in	ADP
futech-502	322	4	table	table	NOUN
futech-502	322	5	6	6	NUM
futech-502	322	6	,	,	PUNCT
futech-502	322	7	comparative	comparative	ADJ
futech-502	322	8	metrics	metric	NOUN
futech-502	322	9	between	between	ADP
futech-502	322	10	traditional	traditional	ADJ
futech-502	322	11	lean	lean	ADJ
futech-502	322	12	and	and	CCONJ
futech-502	322	13	ai	ai	ADJ
futech-502	322	14	-	-	PUNCT
futech-502	322	15	driven	drive	VERB
futech-502	322	16	lean	lean	ADJ
futech-502	322	17	validate	validate	NOUN
futech-502	322	18	the	the	DET
futech-502	322	19	aienhanced	aienhance	VERB
futech-502	322	20	approach	approach	NOUN
futech-502	322	21	's	's	PART
futech-502	322	22	significant	significant	ADJ
futech-502	322	23	advantage	advantage	NOUN
futech-502	322	24	across	across	ADP
futech-502	322	25	all	all	DET
futech-502	322	26	key	key	ADJ
futech-502	322	27	performance	performance	NOUN
futech-502	322	28	dimensions	dimension	NOUN
futech-502	322	29	.	.	PUNCT
futech-502	323	1	the	the	DET
futech-502	323	2	ai	ai	ADJ
futech-502	323	3	-	-	PUNCT
futech-502	323	4	driven	drive	VERB
futech-502	323	5	method	method	NOUN
futech-502	323	6	achieved	achieve	VERB
futech-502	323	7	improvement	improvement	NOUN
futech-502	323	8	factors	factor	NOUN
futech-502	323	9	ranging	range	VERB
futech-502	323	10	from	from	ADP
futech-502	323	11	1.45x	1.45x	NUM
futech-502	323	12	to	to	ADP
futech-502	323	13	30.4x	30.4x	NUM
futech-502	323	14	in	in	ADP
futech-502	323	15	waste	waste	NOUN
futech-502	323	16	identification	identification	NOUN
futech-502	323	17	rate	rate	NOUN
futech-502	323	18	(	(	PUNCT
futech-502	323	19	94	94	NUM
futech-502	323	20	%	%	NOUN
futech-502	323	21	vs	vs	ADP
futech-502	323	22	65	65	NUM
futech-502	323	23	%	%	NOUN
futech-502	323	24	)	)	PUNCT
futech-502	323	25	,	,	PUNCT
futech-502	323	26	issue	issue	VERB
futech-502	323	27	response	response	NOUN
futech-502	323	28	time	time	NOUN
futech-502	323	29	(	(	PUNCT
futech-502	323	30	8.3	8.3	NUM
futech-502	323	31	minutes	minute	NOUN
futech-502	323	32	vs	vs	ADP
futech-502	323	33	4.2	4.2	NUM
futech-502	323	34	hours	hour	NOUN
futech-502	323	35	)	)	PUNCT
futech-502	323	36	,	,	PUNCT
futech-502	323	37	cycle	cycle	NOUN
futech-502	323	38	time	time	NOUN
futech-502	323	39	reduction	reduction	NOUN
futech-502	323	40	(	(	PUNCT
futech-502	323	41	2–4	2–4	NUM
futech-502	323	42	weeks	week	NOUN
futech-502	323	43	vs	vs	ADP
futech-502	323	44	3	3	NUM
futech-502	323	45	–	–	SYM
futech-502	323	46	6	6	NUM
futech-502	323	47	months	month	NOUN
futech-502	323	48	)	)	PUNCT
futech-502	323	49	,	,	PUNCT
futech-502	323	50	and	and	CCONJ
futech-502	323	51	data	datum	NOUN
futech-502	323	52	utilization	utilization	NOUN
futech-502	323	53	(	(	PUNCT
futech-502	323	54	87	87	NUM
futech-502	323	55	%	%	NOUN
futech-502	323	56	vs	vs	ADP
futech-502	323	57	15	15	NUM
futech-502	323	58	%	%	NOUN
futech-502	323	59	)	)	PUNCT
futech-502	323	60	.	.	PUNCT
futech-502	324	1	all	all	DET
futech-502	324	2	metrics	metric	NOUN
futech-502	324	3	demonstrate	demonstrate	VERB
futech-502	324	4	statistically	statistically	ADV
futech-502	324	5	significant	significant	ADJ
futech-502	324	6	improvements	improvement	NOUN
futech-502	324	7	(	(	PUNCT
futech-502	324	8	p<0.001	p<0.001	VERB
futech-502	324	9	to	to	PART
futech-502	324	10	p<0.05	p<0.05	VERB
futech-502	324	11	)	)	PUNCT
futech-502	324	12	.	.	PUNCT
futech-502	325	1	notably	notably	ADV
futech-502	325	2	,	,	PUNCT
futech-502	325	3	the	the	DET
futech-502	325	4	continuous	continuous	ADJ
futech-502	325	5	improvement	improvement	NOUN
futech-502	325	6	rate	rate	NOUN
futech-502	325	7	increased	increase	VERB
futech-502	325	8	from	from	ADP
futech-502	325	9	2.1	2.1	NUM
futech-502	325	10	%	%	NOUN
futech-502	325	11	per	per	ADP
futech-502	325	12	month	month	NOUN
futech-502	325	13	to	to	ADP
futech-502	325	14	3.8	3.8	NUM
futech-502	325	15	%	%	NOUN
futech-502	325	16	per	per	ADP
futech-502	325	17	month	month	NOUN
futech-502	325	18	(	(	PUNCT
futech-502	325	19	1.81x	1.81x	NUM
futech-502	325	20	improvement	improvement	NOUN
futech-502	325	21	)	)	PUNCT
futech-502	325	22	.	.	PUNCT
futech-502	326	1	figure	figure	VERB
futech-502	326	2	9	9	NUM
futech-502	326	3	presents	present	VERB
futech-502	326	4	a	a	DET
futech-502	326	5	comprehensive	comprehensive	ADJ
futech-502	326	6	financial	financial	ADJ
futech-502	326	7	analysis	analysis	NOUN
futech-502	326	8	of	of	ADP
futech-502	326	9	the	the	DET
futech-502	326	10	ai	ai	NOUN
futech-502	326	11	-	-	PUNCT
futech-502	326	12	driven	drive	VERB
futech-502	326	13	lean	lean	ADJ
futech-502	326	14	implementation	implementation	NOUN
futech-502	326	15	.	.	PUNCT
futech-502	327	1	the	the	DET
futech-502	327	2	cost	cost	NOUN
futech-502	327	3	structure	structure	NOUN
futech-502	327	4	analysis	analysis	NOUN
futech-502	327	5	(	(	PUNCT
futech-502	327	6	figure	figure	NOUN
futech-502	327	7	9a	9a	NOUN
futech-502	327	8	)	)	PUNCT
futech-502	327	9	reveals	reveal	VERB
futech-502	327	10	that	that	SCONJ
futech-502	327	11	while	while	SCONJ
futech-502	327	12	initial	initial	ADJ
futech-502	327	13	hardware	hardware	NOUN
futech-502	327	14	and	and	CCONJ
futech-502	327	15	software	software	NOUN
futech-502	327	16	investments	investment	NOUN
futech-502	327	17	are	be	AUX
futech-502	327	18	substantial	substantial	ADJ
futech-502	327	19	,	,	PUNCT
futech-502	327	20	ongoing	ongoing	ADJ
futech-502	327	21	operational	operational	ADJ
futech-502	327	22	costs	cost	NOUN
futech-502	327	23	remain	remain	VERB
futech-502	327	24	manageable	manageable	ADJ
futech-502	327	25	,	,	PUNCT
futech-502	327	26	accounting	account	VERB
futech-502	327	27	for	for	ADP
futech-502	327	28	approximately	approximately	ADV
futech-502	327	29	20	20	NUM
futech-502	327	30	%	%	NOUN
futech-502	327	31	of	of	ADP
futech-502	327	32	the	the	DET
futech-502	327	33	first	first	ADJ
futech-502	327	34	-	-	PUNCT
futech-502	327	35	year	year	NOUN
futech-502	327	36	investment	investment	NOUN
futech-502	327	37	.	.	PUNCT
futech-502	328	1	table	table	NOUN
futech-502	328	2	5	5	NUM
futech-502	328	3	.	.	PUNCT
futech-502	329	1	comprehensive	comprehensive	ADJ
futech-502	329	2	sustainability	sustainability	NOUN
futech-502	329	3	impact	impact	NOUN
futech-502	329	4	assessment	assessment	NOUN
futech-502	329	5	environmental	environmental	PROPN
futech-502	329	6	indicator	indicator	PROPN
futech-502	329	7	unit	unit	NOUN
futech-502	329	8	reduction	reduction	NOUN
futech-502	329	9	achieved	achieve	VERB
futech-502	329	10	annual	annual	ADJ
futech-502	329	11	savings	saving	NOUN
futech-502	329	12	co₂	co₂	NOUN
futech-502	329	13	equivalent	equivalent	ADJ
futech-502	329	14	(	(	PUNCT
futech-502	329	15	tons	ton	NOUN
futech-502	329	16	)	)	PUNCT
futech-502	329	17	electricity	electricity	NOUN
futech-502	329	18	consumption	consumption	NOUN
futech-502	329	19	mwh	mwh	PROPN
futech-502	329	20	-31.2	-31.2	NOUN
futech-502	329	21	%	%	NOUN
futech-502	329	22	2,847	2,847	NUM
futech-502	329	23	1,423	1,423	NUM
futech-502	329	24	natural	natural	ADJ
futech-502	329	25	gas	gas	NOUN
futech-502	329	26	usage	usage	NOUN
futech-502	329	27	therms	therm	NOUN
futech-502	329	28	-28.5	-28.5	NUM
futech-502	329	29	%	%	NOUN
futech-502	329	30	145,000	145,000	NUM
futech-502	329	31	815	815	NUM
futech-502	329	32	water	water	NOUN
futech-502	329	33	consumption	consumption	NOUN
futech-502	329	34	gallons	gallon	NOUN
futech-502	329	35	-29.7	-29.7	ADV
futech-502	329	36	%	%	NOUN
futech-502	329	37	1.2	1.2	NUM
futech-502	329	38	m	m	NOUN
futech-502	329	39	45	45	NUM
futech-502	329	40	hazardous	hazardous	ADJ
futech-502	329	41	waste	waste	NOUN
futech-502	329	42	kg	kg	NOUN
futech-502	329	43	-52.3	-52.3	NOUN
futech-502	329	44	%	%	NOUN
futech-502	329	45	8,400	8,400	NUM
futech-502	329	46	126	126	NUM
futech-502	329	47	voc	voc	NOUN
futech-502	329	48	emissions	emission	NOUN
futech-502	329	49	kg	kg	INTJ
futech-502	330	1	-36.7	-36.7	ADJ
futech-502	330	2	%	%	NOUN
futech-502	330	3	3,200	3,200	NUM
futech-502	330	4	89	89	NUM
futech-502	330	5	solid	solid	ADJ
futech-502	330	6	waste	waste	NOUN
futech-502	330	7	to	to	ADP
futech-502	330	8	landfill	landfill	NOUN
futech-502	330	9	tons	ton	NOUN
futech-502	330	10	-48.9	-48.9	NOUN
futech-502	330	11	%	%	NOUN
futech-502	331	1	425	425	NUM
futech-502	331	2	638	638	NUM
futech-502	331	3	c.	c.	NOUN
futech-502	331	4	tsai	tsai	PROPN
futech-502	331	5	et	et	PROPN
futech-502	331	6	al	al	PROPN
futech-502	331	7	.	.	PROPN
futech-502	331	8	/future	/future	PUNCT
futech-502	331	9	technology	technology	PROPN
futech-502	331	10	november	november	PROPN
futech-502	331	11	2025|	2025|	NUM
futech-502	331	12	volume	volume	NOUN
futech-502	331	13	04	04	NUM
futech-502	332	1	|	|	ADV
futech-502	332	2	issue	issue	VERB
futech-502	332	3	04	04	NUM
futech-502	333	1	|	|	CCONJ
futech-502	333	2	pages	page	VERB
futech-502	333	3	267	267	NUM
futech-502	333	4	-	-	SYM
futech-502	333	5	281	281	NUM
futech-502	333	6	279	279	NUM
futech-502	333	7	table	table	NOUN
futech-502	333	8	6	6	NUM
futech-502	333	9	.	.	PUNCT
futech-502	334	1	traditional	traditional	ADJ
futech-502	334	2	lean	lean	ADJ
futech-502	334	3	vs	vs	ADP
futech-502	334	4	ai	ai	NOUN
futech-502	334	5	-	-	PUNCT
futech-502	334	6	driven	drive	VERB
futech-502	334	7	lean	lean	ADJ
futech-502	334	8	comparative	comparative	ADJ
futech-502	334	9	metrics	metric	NOUN
futech-502	334	10	performance	performance	NOUN
futech-502	334	11	metric	metric	ADJ
futech-502	334	12	traditional	traditional	ADJ
futech-502	334	13	lean	lean	ADJ
futech-502	334	14	ai	ai	NOUN
futech-502	334	15	-	-	PUNCT
futech-502	334	16	driven	drive	VERB
futech-502	334	17	lean	lean	ADJ
futech-502	334	18	improvement	improvement	NOUN
futech-502	334	19	factor	factor	NOUN
futech-502	334	20	statistical	statistical	ADJ
futech-502	334	21	significance	significance	NOUN
futech-502	334	22	waste	waste	NOUN
futech-502	334	23	identification	identification	NOUN
futech-502	334	24	rate	rate	NOUN
futech-502	334	25	65	65	NUM
futech-502	334	26	%	%	NOUN
futech-502	334	27	94	94	NUM
futech-502	334	28	%	%	NOUN
futech-502	335	1	1.45x	1.45x	NUM
futech-502	335	2	p	p	X
futech-502	335	3	<	<	X
futech-502	335	4	0.001	0.001	NUM
futech-502	335	5	response	response	NOUN
futech-502	335	6	time	time	NOUN
futech-502	335	7	to	to	ADP
futech-502	335	8	issues	issue	NOUN
futech-502	335	9	4.2	4.2	NUM
futech-502	335	10	hours	hour	NOUN
futech-502	335	11	8.3	8.3	NUM
futech-502	335	12	minutes	minute	NOUN
futech-502	335	13	30.4x	30.4x	NUM
futech-502	335	14	p	p	X
futech-502	335	15	<	<	X
futech-502	335	16	0.001	0.001	NUM
futech-502	335	17	improvement	improvement	NOUN
futech-502	335	18	cycle	cycle	NOUN
futech-502	335	19	time	time	NOUN
futech-502	335	20	3	3	NUM
futech-502	335	21	-	-	SYM
futech-502	335	22	6	6	NUM
futech-502	335	23	months	month	NOUN
futech-502	335	24	2	2	NUM
futech-502	335	25	-	-	SYM
futech-502	335	26	4	4	NUM
futech-502	335	27	weeks	week	NOUN
futech-502	335	28	6.5x	6.5x	NUM
futech-502	335	29	p	p	X
futech-502	335	30	<	<	X
futech-502	335	31	0.001	0.001	NUM
futech-502	335	32	data	data	NOUN
futech-502	335	33	utilization	utilization	NOUN
futech-502	335	34	15	15	NUM
futech-502	335	35	%	%	NOUN
futech-502	335	36	87	87	NUM
futech-502	335	37	%	%	NOUN
futech-502	336	1	5.8x	5.8x	NUM
futech-502	336	2	p	p	X
futech-502	336	3	<	<	X
futech-502	336	4	0.001	0.001	NUM
futech-502	336	5	predictive	predictive	ADJ
futech-502	336	6	accuracy	accuracy	NOUN
futech-502	336	7	n	n	CCONJ
futech-502	336	8	/	/	SYM
futech-502	336	9	a	a	DET
futech-502	336	10	91.3	91.3	NUM
futech-502	336	11	%	%	NOUN
futech-502	336	12	n	n	CCONJ
futech-502	336	13	/	/	SYM
futech-502	336	14	a	a	DET
futech-502	336	15	continuous	continuous	ADJ
futech-502	336	16	improvement	improvement	NOUN
futech-502	336	17	rate	rate	NOUN
futech-502	336	18	2.1%/month	2.1%/month	NUM
futech-502	336	19	3.8%/month	3.8%/month	NUM
futech-502	336	20	1.81x	1.81x	NUM
futech-502	337	1	p	p	X
futech-502	337	2	<	<	X
futech-502	337	3	0.05	0.05	NUM
futech-502	337	4	employee	employee	NOUN
futech-502	337	5	training	training	NOUN
futech-502	337	6	hours	hour	NOUN
futech-502	337	7	40	40	NUM
futech-502	337	8	hrs	hrs	NOUN
futech-502	337	9	/	/	SYM
futech-502	337	10	year	year	NOUN
futech-502	337	11	85	85	NUM
futech-502	337	12	hrs	hrs	NOUN
futech-502	337	13	/	/	SYM
futech-502	337	14	year	year	NOUN
futech-502	337	15	2.13x	2.13x	PROPN
futech-502	337	16	p	p	X
futech-502	337	17	<	<	X
futech-502	337	18	0.01	0.01	NUM
futech-502	337	19	sustainable	sustainable	ADJ
futech-502	337	20	improvements	improvement	NOUN
futech-502	337	21	73	73	NUM
futech-502	337	22	%	%	NOUN
futech-502	337	23	96	96	NUM
futech-502	337	24	%	%	NOUN
futech-502	337	25	1.32x	1.32x	NUM
futech-502	337	26	p	p	X
futech-502	337	27	<	<	X
futech-502	337	28	0.01	0.01	NUM
futech-502	337	29	table	table	NOUN
futech-502	337	30	7	7	NUM
futech-502	337	31	.	.	SYM
futech-502	337	32	five	five	NUM
futech-502	337	33	-	-	PUNCT
futech-502	337	34	year	year	NOUN
futech-502	337	35	financial	financial	ADJ
futech-502	337	36	impact	impact	NOUN
futech-502	337	37	summary	summary	NOUN
futech-502	337	38	financial	financial	ADJ
futech-502	337	39	metric	metric	ADJ
futech-502	337	40	year	year	NOUN
futech-502	337	41	1	1	NUM
futech-502	337	42	year	year	NOUN
futech-502	337	43	2	2	NUM
futech-502	337	44	year	year	NOUN
futech-502	337	45	3	3	NUM
futech-502	337	46	year	year	NOUN
futech-502	337	47	4	4	NUM
futech-502	337	48	year	year	NOUN
futech-502	337	49	5	5	NUM
futech-502	337	50	5	5	NUM
futech-502	337	51	-	-	PUNCT
futech-502	337	52	year	year	NOUN
futech-502	337	53	total	total	ADJ
futech-502	337	54	implementation	implementation	NOUN
futech-502	337	55	costs	cost	NOUN
futech-502	337	56	(	(	PUNCT
futech-502	337	57	$	$	SYM
futech-502	337	58	k	k	NOUN
futech-502	337	59	)	)	PUNCT
futech-502	337	60	1,480	1,480	NUM
futech-502	337	61	318	318	NUM
futech-502	337	62	318	318	NUM
futech-502	337	63	318	318	NUM
futech-502	337	64	318	318	NUM
futech-502	337	65	2,752	2,752	NUM
futech-502	337	66	operational	operational	ADJ
futech-502	337	67	savings	saving	NOUN
futech-502	337	68	(	(	PUNCT
futech-502	337	69	$	$	SYM
futech-502	337	70	k	k	NOUN
futech-502	337	71	)	)	PUNCT
futech-502	337	72	1,020	1,020	NUM
futech-502	337	73	1,280	1,280	NUM
futech-502	337	74	1,450	1,450	NUM
futech-502	337	75	1,580	1,580	NUM
futech-502	337	76	1,680	1,680	NUM
futech-502	337	77	7,010	7,010	NUM
futech-502	337	78	quality	quality	NOUN
futech-502	337	79	benefits	benefit	NOUN
futech-502	337	80	(	(	PUNCT
futech-502	337	81	$	$	SYM
futech-502	337	82	k	k	NOUN
futech-502	337	83	)	)	PUNCT
futech-502	337	84	420	420	NUM
futech-502	337	85	480	480	NUM
futech-502	337	86	520	520	NUM
futech-502	337	87	550	550	NUM
futech-502	337	88	570	570	NUM
futech-502	337	89	2,540	2,540	NUM
futech-502	337	90	risk	risk	NOUN
futech-502	337	91	mitigation	mitigation	NOUN
futech-502	337	92	value	value	NOUN
futech-502	337	93	(	(	PUNCT
futech-502	337	94	$	$	SYM
futech-502	337	95	k	k	NOUN
futech-502	337	96	)	)	PUNCT
futech-502	337	97	180	180	NUM
futech-502	337	98	220	220	NUM
futech-502	337	99	250	250	NUM
futech-502	337	100	270	270	NUM
futech-502	337	101	285	285	NUM
futech-502	337	102	1,205	1,205	NUM
futech-502	337	103	sustainability	sustainability	NOUN
futech-502	337	104	credits	credit	NOUN
futech-502	337	105	(	(	PUNCT
futech-502	337	106	$	$	SYM
futech-502	337	107	k	k	NOUN
futech-502	337	108	)	)	PUNCT
futech-502	337	109	130	130	NUM
futech-502	337	110	145	145	NUM
futech-502	337	111	160	160	NUM
futech-502	337	112	170	170	NUM
futech-502	337	113	180	180	NUM
futech-502	337	114	785	785	NUM
futech-502	337	115	net	net	ADJ
futech-502	337	116	annual	annual	ADJ
futech-502	337	117	benefit	benefit	NOUN
futech-502	337	118	(	(	PUNCT
futech-502	337	119	$	$	SYM
futech-502	337	120	k	k	NOUN
futech-502	337	121	)	)	PUNCT
futech-502	337	122	270	270	NUM
futech-502	337	123	1,807	1,807	NUM
futech-502	337	124	2,062	2,062	NUM
futech-502	337	125	2,252	2,252	NUM
futech-502	337	126	2,397	2,397	NUM
futech-502	337	127	8,788	8,788	NUM
futech-502	337	128	roi	roi	NOUN
futech-502	337	129	(	(	PUNCT
futech-502	337	130	%	%	NOUN
futech-502	337	131	)	)	PUNCT
futech-502	337	132	18.2	18.2	NUM
futech-502	337	133	122.1	122.1	NUM
futech-502	337	134	139.3	139.3	NUM
futech-502	337	135	152.2	152.2	NUM
futech-502	337	136	162.0	162.0	NUM
futech-502	337	137	319.4	319.4	NUM
futech-502	337	138	(	(	PUNCT
futech-502	337	139	a	a	NOUN
futech-502	337	140	)	)	PUNCT
futech-502	337	141	(	(	PUNCT
futech-502	337	142	b	b	X
futech-502	337	143	)	)	PUNCT
futech-502	337	144	(	(	PUNCT
futech-502	337	145	c	c	X
futech-502	337	146	)	)	PUNCT
futech-502	337	147	(	(	PUNCT
futech-502	337	148	d	d	X
futech-502	337	149	)	)	PUNCT
futech-502	337	150	figure	figure	NOUN
futech-502	337	151	9	9	NUM
futech-502	337	152	.	.	PUNCT
futech-502	337	153	comprehensive	comprehensive	ADJ
futech-502	337	154	cost	cost	NOUN
futech-502	337	155	-	-	PUNCT
futech-502	337	156	benefit	benefit	NOUN
futech-502	337	157	analysis	analysis	NOUN
futech-502	337	158	:	:	PUNCT
futech-502	337	159	(	(	PUNCT
futech-502	337	160	a)implementation	a)implementation	NOUN
futech-502	337	161	cost	cost	NOUN
futech-502	337	162	structure	structure	NOUN
futech-502	337	163	,	,	PUNCT
futech-502	337	164	(	(	PUNCT
futech-502	337	165	b)cumulative	b)cumulative	ADJ
futech-502	337	166	benefit	benefit	NOUN
futech-502	337	167	streams	stream	NOUN
futech-502	337	168	,	,	PUNCT
futech-502	337	169	(	(	PUNCT
futech-502	337	170	c)npv	c)npv	NOUN
futech-502	337	171	sensitivity	sensitivity	NOUN
futech-502	337	172	analysis	analysis	NOUN
futech-502	337	173	,	,	PUNCT
futech-502	337	174	(	(	PUNCT
futech-502	337	175	d)payback	d)payback	PROPN
futech-502	337	176	period	period	NOUN
futech-502	337	177	comparison	comparison	NOUN
futech-502	338	1	c.	c.	PROPN
futech-502	338	2	tsai	tsai	PROPN
futech-502	338	3	et	et	PROPN
futech-502	338	4	al	al	PROPN
futech-502	338	5	.	.	PROPN
futech-502	338	6	/future	/future	PUNCT
futech-502	338	7	technology	technology	PROPN
futech-502	338	8	november	november	PROPN
futech-502	338	9	2025|	2025|	NUM
futech-502	338	10	volume	volume	NOUN
futech-502	338	11	04	04	NUM
futech-502	339	1	|	|	ADV
futech-502	339	2	issue	issue	VERB
futech-502	339	3	04	04	NUM
futech-502	340	1	|	|	CCONJ
futech-502	340	2	pages	page	VERB
futech-502	340	3	267	267	NUM
futech-502	340	4	-	-	SYM
futech-502	340	5	281	281	NUM
futech-502	340	6	280	280	NUM
futech-502	340	7	benefit	benefit	NOUN
futech-502	340	8	stream	stream	NOUN
futech-502	340	9	analysis	analysis	NOUN
futech-502	340	10	(	(	PUNCT
futech-502	340	11	figure	figure	NOUN
futech-502	340	12	9b	9b	NOUN
futech-502	340	13	)	)	PUNCT
futech-502	340	14	demonstrates	demonstrate	VERB
futech-502	340	15	diversified	diversified	ADJ
futech-502	340	16	value	value	NOUN
futech-502	340	17	creation	creation	NOUN
futech-502	340	18	across	across	ADP
futech-502	340	19	multiple	multiple	ADJ
futech-502	340	20	categories	category	NOUN
futech-502	340	21	,	,	PUNCT
futech-502	340	22	with	with	ADP
futech-502	340	23	productivity	productivity	NOUN
futech-502	340	24	improvements	improvement	NOUN
futech-502	340	25	contributing	contribute	VERB
futech-502	340	26	the	the	DET
futech-502	340	27	largest	large	ADJ
futech-502	340	28	share	share	NOUN
futech-502	340	29	,	,	PUNCT
futech-502	340	30	but	but	CCONJ
futech-502	340	31	quality	quality	NOUN
futech-502	340	32	and	and	CCONJ
futech-502	340	33	inventory	inventory	NOUN
futech-502	340	34	benefits	benefit	NOUN
futech-502	340	35	providing	provide	VERB
futech-502	340	36	significant	significant	ADJ
futech-502	340	37	additional	additional	ADJ
futech-502	340	38	value	value	NOUN
futech-502	340	39	.	.	PUNCT
futech-502	341	1	npv	npv	NOUN
futech-502	341	2	sensitivity	sensitivity	NOUN
futech-502	341	3	analysis	analysis	NOUN
futech-502	341	4	(	(	PUNCT
futech-502	341	5	figure	figure	NOUN
futech-502	341	6	9c	9c	NUM
futech-502	341	7	)	)	PUNCT
futech-502	341	8	confirms	confirm	VERB
futech-502	341	9	robust	robust	ADJ
futech-502	341	10	positive	positive	ADJ
futech-502	341	11	returns	return	NOUN
futech-502	341	12	across	across	ADP
futech-502	341	13	a	a	DET
futech-502	341	14	wide	wide	ADJ
futech-502	341	15	range	range	NOUN
futech-502	341	16	of	of	ADP
futech-502	341	17	discount	discount	NOUN
futech-502	341	18	rates	rate	NOUN
futech-502	341	19	,	,	PUNCT
futech-502	341	20	with	with	ADP
futech-502	341	21	positive	positive	ADJ
futech-502	341	22	npv	npv	NOUN
futech-502	341	23	maintained	maintain	VERB
futech-502	341	24	even	even	ADV
futech-502	341	25	under	under	ADP
futech-502	341	26	pessimistic	pessimistic	ADJ
futech-502	341	27	scenarios	scenario	NOUN
futech-502	341	28	for	for	ADP
futech-502	341	29	discount	discount	NOUN
futech-502	341	30	rates	rate	NOUN
futech-502	341	31	up	up	ADP
futech-502	341	32	to	to	PART
futech-502	341	33	18	18	NUM
futech-502	341	34	%	%	NOUN
futech-502	341	35	.	.	PUNCT
futech-502	342	1	the	the	DET
futech-502	342	2	payback	payback	NOUN
futech-502	342	3	comparison	comparison	NOUN
futech-502	342	4	(	(	PUNCT
futech-502	342	5	figure	figure	NOUN
futech-502	342	6	9d	9d	NUM
futech-502	342	7	)	)	PUNCT
futech-502	342	8	shows	show	VERB
futech-502	342	9	that	that	SCONJ
futech-502	342	10	despite	despite	SCONJ
futech-502	342	11	a	a	DET
futech-502	342	12	higher	high	ADJ
futech-502	342	13	initial	initial	ADJ
futech-502	342	14	investment	investment	NOUN
futech-502	342	15	,	,	PUNCT
futech-502	342	16	ai	ai	ADJ
futech-502	342	17	-	-	PUNCT
futech-502	342	18	driven	drive	VERB
futech-502	342	19	implementation	implementation	NOUN
futech-502	342	20	achieves	achieve	VERB
futech-502	342	21	payback	payback	NOUN
futech-502	342	22	in	in	ADP
futech-502	342	23	13	13	NUM
futech-502	342	24	months	month	NOUN
futech-502	342	25	compared	compare	VERB
futech-502	342	26	to	to	ADP
futech-502	342	27	23	23	NUM
futech-502	342	28	months	month	NOUN
futech-502	342	29	for	for	ADP
futech-502	342	30	traditional	traditional	ADJ
futech-502	342	31	approaches	approach	NOUN
futech-502	342	32	,	,	PUNCT
futech-502	342	33	primarily	primarily	ADV
futech-502	342	34	due	due	ADJ
futech-502	342	35	to	to	ADP
futech-502	342	36	accelerated	accelerate	VERB
futech-502	342	37	benefit	benefit	NOUN
futech-502	342	38	realization	realization	NOUN
futech-502	342	39	.	.	PUNCT
futech-502	343	1	table	table	NOUN
futech-502	343	2	7	7	NUM
futech-502	343	3	validates	validate	VERB
futech-502	343	4	the	the	DET
futech-502	343	5	economic	economic	ADJ
futech-502	343	6	viability	viability	NOUN
futech-502	343	7	of	of	ADP
futech-502	343	8	ai	ai	NOUN
futech-502	343	9	-	-	PUNCT
futech-502	343	10	driven	drive	VERB
futech-502	343	11	lean	lean	ADJ
futech-502	343	12	,	,	PUNCT
futech-502	343	13	demonstrating	demonstrate	VERB
futech-502	343	14	cumulative	cumulative	ADJ
futech-502	343	15	net	net	ADJ
futech-502	343	16	benefits	benefit	NOUN
futech-502	343	17	of	of	ADP
futech-502	343	18	8,788k	8,788k	NUM
futech-502	343	19	over	over	ADP
futech-502	343	20	five	five	NUM
futech-502	343	21	years	year	NOUN
futech-502	343	22	.	.	PUNCT
futech-502	344	1	the	the	DET
futech-502	344	2	return	return	NOUN
futech-502	344	3	on	on	ADP
futech-502	344	4	investment	investment	NOUN
futech-502	344	5	(	(	PUNCT
futech-502	344	6	roi	roi	NOUN
futech-502	344	7	)	)	PUNCT
futech-502	344	8	escalates	escalate	VERB
futech-502	344	9	from	from	ADP
futech-502	344	10	18.2	18.2	NUM
futech-502	344	11	%	%	NOUN
futech-502	344	12	in	in	ADP
futech-502	344	13	the	the	DET
futech-502	344	14	inaugural	inaugural	ADJ
futech-502	344	15	year	year	NOUN
futech-502	344	16	to	to	ADP
futech-502	344	17	162.0	162.0	NUM
futech-502	344	18	%	%	NOUN
futech-502	344	19	,	,	PUNCT
futech-502	344	20	culminating	culminate	VERB
futech-502	344	21	in	in	ADP
futech-502	344	22	a	a	DET
futech-502	344	23	fiveyear	fiveyear	NOUN
futech-502	344	24	total	total	NOUN
futech-502	344	25	of	of	ADP
futech-502	344	26	319.4	319.4	NUM
futech-502	344	27	%	%	NOUN
futech-502	344	28	.	.	PUNCT
futech-502	345	1	this	this	DET
futech-502	345	2	rate	rate	NOUN
futech-502	345	3	of	of	ADP
futech-502	345	4	return	return	NOUN
futech-502	345	5	substantially	substantially	ADV
futech-502	345	6	surpasses	surpass	VERB
futech-502	345	7	the	the	DET
futech-502	345	8	typical	typical	ADJ
futech-502	345	9	150	150	NUM
futech-502	345	10	-	-	SYM
futech-502	345	11	200	200	NUM
futech-502	345	12	%	%	NOUN
futech-502	345	13	benchmark	benchmark	NOUN
futech-502	345	14	achieved	achieve	VERB
futech-502	345	15	by	by	ADP
futech-502	345	16	conventional	conventional	ADJ
futech-502	345	17	lean	lean	ADJ
futech-502	345	18	methodologies	methodology	NOUN
futech-502	345	19	,	,	PUNCT
futech-502	345	20	directly	directly	ADV
futech-502	345	21	substantiating	substantiate	VERB
futech-502	345	22	the	the	DET
futech-502	345	23	core	core	ADJ
futech-502	345	24	economic	economic	ADJ
futech-502	345	25	argument	argument	NOUN
futech-502	345	26	that	that	PRON
futech-502	345	27	ai	ai	VERB
futech-502	345	28	-	-	PUNCT
futech-502	345	29	lean	lean	ADJ
futech-502	345	30	integration	integration	NOUN
futech-502	345	31	generates	generate	VERB
futech-502	345	32	synergistic	synergistic	ADJ
futech-502	345	33	benefits	benefit	NOUN
futech-502	345	34	.	.	PUNCT
futech-502	346	1	5	5	X
futech-502	346	2	.	.	X
futech-502	346	3	conclusion	conclusion	NOUN
futech-502	346	4	this	this	DET
futech-502	346	5	research	research	NOUN
futech-502	346	6	demonstrates	demonstrate	VERB
futech-502	346	7	the	the	DET
futech-502	346	8	transformative	transformative	ADJ
futech-502	346	9	potential	potential	NOUN
futech-502	346	10	of	of	ADP
futech-502	346	11	ai	ai	ADJ
futech-502	346	12	-	-	PUNCT
futech-502	346	13	lean	lean	ADJ
futech-502	346	14	integration	integration	NOUN
futech-502	346	15	for	for	ADP
futech-502	346	16	manufacturing	manufacturing	NOUN
futech-502	346	17	equipment	equipment	NOUN
futech-502	346	18	r&d	r&d	NOUN
futech-502	346	19	through	through	ADP
futech-502	346	20	an	an	DET
futech-502	346	21	integrated	integrate	VERB
futech-502	346	22	framework	framework	NOUN
futech-502	346	23	addressing	address	VERB
futech-502	346	24	risk	risk	NOUN
futech-502	346	25	control	control	NOUN
futech-502	346	26	and	and	CCONJ
futech-502	346	27	sustainability	sustainability	NOUN
futech-502	346	28	.	.	PUNCT
futech-502	347	1	experimental	experimental	ADJ
futech-502	347	2	validation	validation	NOUN
futech-502	347	3	shows	show	VERB
futech-502	347	4	ai	ai	VERB
futech-502	347	5	-	-	PUNCT
futech-502	347	6	enhanced	enhance	VERB
futech-502	347	7	systems	system	NOUN
futech-502	347	8	achieve	achieve	VERB
futech-502	347	9	91	91	NUM
futech-502	347	10	-	-	SYM
futech-502	347	11	96	96	NUM
futech-502	347	12	%	%	NOUN
futech-502	347	13	risk	risk	NOUN
futech-502	347	14	prediction	prediction	NOUN
futech-502	347	15	accuracy	accuracy	NOUN
futech-502	347	16	with	with	ADP
futech-502	347	17	30fold	30fold	NUM
futech-502	347	18	faster	fast	ADJ
futech-502	347	19	response	response	NOUN
futech-502	347	20	times	time	NOUN
futech-502	347	21	,	,	PUNCT
futech-502	347	22	while	while	SCONJ
futech-502	347	23	delivering	deliver	VERB
futech-502	347	24	substantial	substantial	ADJ
futech-502	347	25	operational	operational	ADJ
futech-502	347	26	improvements	improvement	NOUN
futech-502	347	27	:	:	PUNCT
futech-502	347	28	36.1	36.1	NUM
futech-502	347	29	%	%	NOUN
futech-502	347	30	increase	increase	NOUN
futech-502	347	31	in	in	ADP
futech-502	347	32	equipment	equipment	NOUN
futech-502	347	33	effectiveness	effectiveness	NOUN
futech-502	347	34	,	,	PUNCT
futech-502	347	35	36.7	36.7	NUM
futech-502	347	36	%	%	NOUN
futech-502	347	37	reduction	reduction	NOUN
futech-502	347	38	in	in	ADP
futech-502	347	39	lead	lead	ADJ
futech-502	347	40	times	time	NOUN
futech-502	347	41	,	,	PUNCT
futech-502	347	42	and	and	CCONJ
futech-502	347	43	123.2	123.2	NUM
futech-502	347	44	%	%	NOUN
futech-502	347	45	improvement	improvement	NOUN
futech-502	347	46	in	in	ADP
futech-502	347	47	inventory	inventory	NOUN
futech-502	347	48	turns	turn	NOUN
futech-502	347	49	.	.	PUNCT
futech-502	348	1	sustainability	sustainability	NOUN
futech-502	348	2	outcomes	outcome	NOUN
futech-502	348	3	include	include	VERB
futech-502	348	4	31.4	31.4	NUM
futech-502	348	5	%	%	NOUN
futech-502	348	6	carbon	carbon	NOUN
futech-502	348	7	footprint	footprint	NOUN
futech-502	348	8	reduction	reduction	NOUN
futech-502	348	9	and	and	CCONJ
futech-502	348	10	48.9	48.9	NUM
futech-502	348	11	%	%	NOUN
futech-502	348	12	decrease	decrease	NOUN
futech-502	348	13	in	in	ADP
futech-502	348	14	solid	solid	ADJ
futech-502	348	15	waste	waste	NOUN
futech-502	348	16	,	,	PUNCT
futech-502	348	17	demonstrating	demonstrate	VERB
futech-502	348	18	that	that	SCONJ
futech-502	348	19	operational	operational	ADJ
futech-502	348	20	excellence	excellence	PROPN
futech-502	348	21	and	and	CCONJ
futech-502	348	22	environmental	environmental	ADJ
futech-502	348	23	stewardship	stewardship	NOUN
futech-502	348	24	are	be	AUX
futech-502	348	25	mutually	mutually	ADV
futech-502	348	26	reinforcing	reinforce	VERB
futech-502	348	27	.	.	PUNCT
futech-502	349	1	the	the	DET
futech-502	349	2	framework	framework	NOUN
futech-502	349	3	contributes	contribute	VERB
futech-502	349	4	empirical	empirical	ADJ
futech-502	349	5	evidence	evidence	NOUN
futech-502	349	6	for	for	ADP
futech-502	349	7	ai	ai	ADJ
futech-502	349	8	-	-	PUNCT
futech-502	349	9	lean	lean	ADJ
futech-502	349	10	synergies	synergy	NOUN
futech-502	349	11	while	while	SCONJ
futech-502	349	12	balancing	balance	VERB
futech-502	349	13	technical	technical	ADJ
futech-502	349	14	sophistication	sophistication	NOUN
futech-502	349	15	with	with	ADP
futech-502	349	16	human	human	ADJ
futech-502	349	17	-	-	PUNCT
futech-502	349	18	centric	centric	ADJ
futech-502	349	19	values	value	NOUN
futech-502	349	20	,	,	PUNCT
futech-502	349	21	addressing	address	VERB
futech-502	349	22	workforce	workforce	NOUN
futech-502	349	23	displacement	displacement	NOUN
futech-502	349	24	concerns	concern	NOUN
futech-502	349	25	.	.	PUNCT
futech-502	350	1	the	the	DET
futech-502	350	2	compelling	compelling	ADJ
futech-502	350	3	319	319	NUM
futech-502	350	4	%	%	NOUN
futech-502	350	5	roi	roi	NOUN
futech-502	350	6	over	over	ADP
futech-502	350	7	five	five	NUM
futech-502	350	8	years	year	NOUN
futech-502	350	9	validates	validate	VERB
futech-502	350	10	economic	economic	ADJ
futech-502	350	11	viability	viability	NOUN
futech-502	350	12	alongside	alongside	ADP
futech-502	350	13	environmental	environmental	ADJ
futech-502	350	14	benefits	benefit	NOUN
futech-502	350	15	,	,	PUNCT
futech-502	350	16	presenting	present	VERB
futech-502	350	17	a	a	DET
futech-502	350	18	case	case	NOUN
futech-502	350	19	for	for	ADP
futech-502	350	20	industry	industry	NOUN
futech-502	350	21	-	-	PUNCT
futech-502	350	22	wide	wide	ADJ
futech-502	350	23	transformation	transformation	NOUN
futech-502	350	24	toward	toward	ADP
futech-502	350	25	ai	ai	ADV
futech-502	350	26	-	-	PUNCT
futech-502	350	27	driven	drive	VERB
futech-502	350	28	sustainable	sustainable	ADJ
futech-502	350	29	manufacturing	manufacturing	NOUN
futech-502	350	30	.	.	PUNCT
futech-502	351	1	however	however	ADV
futech-502	351	2	,	,	PUNCT
futech-502	351	3	significant	significant	ADJ
futech-502	351	4	limitations	limitation	NOUN
futech-502	351	5	exist	exist	VERB
futech-502	351	6	in	in	ADP
futech-502	351	7	the	the	DET
futech-502	351	8	reliance	reliance	NOUN
futech-502	351	9	on	on	ADP
futech-502	351	10	public	public	ADJ
futech-502	351	11	datasets	dataset	NOUN
futech-502	351	12	(	(	PUNCT
futech-502	351	13	secom	secom	X
futech-502	351	14	,	,	PUNCT
futech-502	351	15	steel	steel	NOUN
futech-502	351	16	plate	plate	NOUN
futech-502	351	17	defects	defect	NOUN
futech-502	351	18	)	)	PUNCT
futech-502	351	19	that	that	PRON
futech-502	351	20	inadequately	inadequately	ADV
futech-502	351	21	represent	represent	VERB
futech-502	351	22	authentic	authentic	ADJ
futech-502	351	23	lean	lean	ADJ
futech-502	351	24	manufacturing	manufacturing	NOUN
futech-502	351	25	environments	environment	NOUN
futech-502	351	26	,	,	PUNCT
futech-502	351	27	limiting	limit	VERB
futech-502	351	28	generalizability	generalizability	NOUN
futech-502	351	29	to	to	ADP
futech-502	351	30	typical	typical	ADJ
futech-502	351	31	lean	lean	ADJ
futech-502	351	32	contexts	context	NOUN
futech-502	351	33	.	.	PUNCT
futech-502	352	1	future	future	ADJ
futech-502	352	2	research	research	NOUN
futech-502	352	3	should	should	AUX
futech-502	352	4	establish	establish	VERB
futech-502	352	5	comprehensive	comprehensive	ADJ
futech-502	352	6	lean	lean	ADJ
futech-502	352	7	-	-	PUNCT
futech-502	352	8	specific	specific	ADJ
futech-502	352	9	datasets	dataset	NOUN
futech-502	352	10	encompassing	encompass	VERB
futech-502	352	11	multi	multi	ADJ
futech-502	352	12	-	-	ADJ
futech-502	352	13	industry	industry	ADJ
futech-502	352	14	environments	environment	NOUN
futech-502	352	15	and	and	CCONJ
futech-502	352	16	human	human	ADJ
futech-502	352	17	-	-	PUNCT
futech-502	352	18	machine	machine	NOUN
futech-502	352	19	collaboration	collaboration	NOUN
futech-502	352	20	patterns	pattern	NOUN
futech-502	352	21	,	,	PUNCT
futech-502	352	22	explore	explore	VERB
futech-502	352	23	cross	cross	ADJ
futech-502	352	24	-	-	ADJ
futech-502	352	25	sector	sector	ADJ
futech-502	352	26	applicability	applicability	NOUN
futech-502	352	27	,	,	PUNCT
futech-502	352	28	investigate	investigate	VERB
futech-502	352	29	integration	integration	NOUN
futech-502	352	30	with	with	ADP
futech-502	352	31	emerging	emerge	VERB
futech-502	352	32	technologies	technology	NOUN
futech-502	352	33	,	,	PUNCT
futech-502	352	34	and	and	CCONJ
futech-502	352	35	examine	examine	VERB
futech-502	352	36	long	long	ADJ
futech-502	352	37	-	-	PUNCT
futech-502	352	38	term	term	NOUN
futech-502	352	39	societal	societal	ADJ
futech-502	352	40	implications	implication	NOUN
futech-502	352	41	of	of	ADP
futech-502	352	42	widespread	widespread	ADJ
futech-502	352	43	ai	ai	ADJ
futech-502	352	44	-	-	PUNCT
futech-502	352	45	lean	lean	ADJ
futech-502	352	46	adoption	adoption	NOUN
futech-502	352	47	.	.	PUNCT
futech-502	353	1	ethical	ethical	ADJ
futech-502	353	2	issue	issue	NOUN
futech-502	353	3	the	the	DET
futech-502	353	4	authors	author	NOUN
futech-502	353	5	are	be	AUX
futech-502	353	6	aware	aware	ADJ
futech-502	353	7	of	of	ADP
futech-502	353	8	and	and	CCONJ
futech-502	353	9	comply	comply	ADJ
futech-502	353	10	with	with	ADP
futech-502	353	11	best	good	ADJ
futech-502	353	12	practices	practice	NOUN
futech-502	353	13	in	in	ADP
futech-502	353	14	publication	publication	NOUN
futech-502	353	15	ethics	ethic	NOUN
futech-502	353	16	,	,	PUNCT
futech-502	353	17	specifically	specifically	ADV
futech-502	353	18	with	with	ADP
futech-502	353	19	regard	regard	NOUN
futech-502	353	20	to	to	ADP
futech-502	353	21	authorship	authorship	NOUN
futech-502	353	22	(	(	PUNCT
futech-502	353	23	avoidance	avoidance	NOUN
futech-502	353	24	of	of	ADP
futech-502	353	25	guest	guest	NOUN
futech-502	353	26	authorship	authorship	NOUN
futech-502	353	27	)	)	PUNCT
futech-502	353	28	,	,	PUNCT
futech-502	353	29	dual	dual	ADJ
futech-502	353	30	submission	submission	NOUN
futech-502	353	31	,	,	PUNCT
futech-502	353	32	manipulation	manipulation	NOUN
futech-502	353	33	of	of	ADP
futech-502	353	34	figures	figure	NOUN
futech-502	353	35	,	,	PUNCT
futech-502	353	36	competing	compete	VERB
futech-502	353	37	interests	interest	NOUN
futech-502	353	38	,	,	PUNCT
futech-502	353	39	and	and	CCONJ
futech-502	353	40	compliance	compliance	NOUN
futech-502	353	41	with	with	ADP
futech-502	353	42	policies	policy	NOUN
futech-502	353	43	on	on	ADP
futech-502	353	44	research	research	NOUN
futech-502	353	45	ethics	ethic	NOUN
futech-502	353	46	.	.	PUNCT
futech-502	354	1	the	the	DET
futech-502	354	2	authors	author	NOUN
futech-502	354	3	adhere	adhere	VERB
futech-502	354	4	to	to	ADP
futech-502	354	5	publication	publication	NOUN
futech-502	354	6	requirements	requirement	NOUN
futech-502	354	7	that	that	SCONJ
futech-502	354	8	the	the	DET
futech-502	354	9	submitted	submit	VERB
futech-502	354	10	work	work	NOUN
futech-502	354	11	is	be	AUX
futech-502	354	12	original	original	ADJ
futech-502	354	13	and	and	CCONJ
futech-502	354	14	has	have	AUX
futech-502	354	15	not	not	PART
futech-502	354	16	been	be	AUX
futech-502	354	17	published	publish	VERB
futech-502	354	18	elsewhere	elsewhere	ADV
futech-502	354	19	.	.	PUNCT
futech-502	355	1	data	datum	NOUN
futech-502	355	2	availability	availability	NOUN
futech-502	355	3	statement	statement	NOUN
futech-502	355	4	the	the	DET
futech-502	355	5	manuscript	manuscript	NOUN
futech-502	355	6	contains	contain	VERB
futech-502	355	7	all	all	DET
futech-502	355	8	the	the	DET
futech-502	355	9	data	datum	NOUN
futech-502	355	10	.	.	PUNCT
futech-502	356	1	however	however	ADV
futech-502	356	2	,	,	PUNCT
futech-502	356	3	more	more	ADJ
futech-502	356	4	data	datum	NOUN
futech-502	356	5	will	will	AUX
futech-502	356	6	be	be	AUX
futech-502	356	7	available	available	ADJ
futech-502	356	8	upon	upon	SCONJ
futech-502	356	9	request	request	NOUN
futech-502	356	10	from	from	ADP
futech-502	356	11	the	the	DET
futech-502	356	12	authors	author	NOUN
futech-502	356	13	.	.	PUNCT
futech-502	357	1	conflict	conflict	NOUN
futech-502	357	2	of	of	ADP
futech-502	357	3	interest	interest	NOUN
futech-502	357	4	the	the	DET
futech-502	357	5	authors	author	NOUN
futech-502	357	6	declare	declare	VERB
futech-502	357	7	no	no	DET
futech-502	357	8	potential	potential	ADJ
futech-502	357	9	conflict	conflict	NOUN
futech-502	357	10	of	of	ADP
futech-502	357	11	interest	interest	NOUN
futech-502	357	12	.	.	PUNCT
futech-502	358	1	references	reference	NOUN
futech-502	358	2	[	[	X
futech-502	358	3	1	1	NUM
futech-502	358	4	]	]	X
futech-502	358	5	powell	powell	PROPN
futech-502	358	6	,	,	PUNCT
futech-502	358	7	d.j	d.j	PROPN
futech-502	358	8	.	.	PROPN
futech-502	358	9	,	,	PUNCT
futech-502	358	10	artificial	artificial	ADJ
futech-502	358	11	intelligence	intelligence	NOUN
futech-502	358	12	in	in	ADP
futech-502	358	13	lean	lean	ADJ
futech-502	358	14	manufacturing	manufacturing	NOUN
futech-502	358	15	:	:	PUNCT
futech-502	358	16	digitalization	digitalization	NOUN
futech-502	358	17	with	with	ADP
futech-502	358	18	a	a	DET
futech-502	358	19	human	human	ADJ
futech-502	358	20	touch	touch	NOUN
futech-502	358	21	?	?	PUNCT
futech-502	359	1	international	international	ADJ
futech-502	359	2	journal	journal	NOUN
futech-502	359	3	of	of	ADP
futech-502	359	4	lean	lean	ADJ
futech-502	359	5	six	six	NUM
futech-502	359	6	sigma	sigma	NOUN
futech-502	359	7	,	,	PUNCT
futech-502	359	8	2024	2024	NUM
futech-502	359	9	.	.	PUNCT
futech-502	359	10	15(3	15(3	NUM
futech-502	359	11	):	):	PUNCT
futech-502	359	12	719	719	NUM
futech-502	359	13	-	-	SYM
futech-502	359	14	729	729	NUM
futech-502	359	15	.	.	PUNCT
futech-502	360	1	[	[	X
futech-502	360	2	2	2	NUM
futech-502	360	3	]	]	X
futech-502	360	4	fountaine	fountaine	NOUN
futech-502	360	5	,	,	PUNCT
futech-502	360	6	t.	t.	PROPN
futech-502	360	7	,	,	PUNCT
futech-502	360	8	b.	b.	PROPN
futech-502	360	9	mccarthy	mccarthy	PROPN
futech-502	360	10	,	,	PUNCT
futech-502	360	11	and	and	CCONJ
futech-502	360	12	t.	t.	PROPN
futech-502	360	13	saleh	saleh	NOUN
futech-502	360	14	,	,	PUNCT
futech-502	360	15	building	build	VERB
futech-502	360	16	the	the	DET
futech-502	360	17	ai	ai	NOUN
futech-502	360	18	-	-	PUNCT
futech-502	360	19	powered	power	VERB
futech-502	360	20	organization	organization	NOUN
futech-502	360	21	.	.	PUNCT
futech-502	361	1	harvard	harvard	PROPN
futech-502	361	2	business	business	PROPN
futech-502	361	3	review	review	PROPN
futech-502	361	4	,	,	PUNCT
futech-502	361	5	2019	2019	NUM
futech-502	361	6	.	.	PUNCT
futech-502	362	1	97(4	97(4	NUM
futech-502	362	2	):	):	PUNCT
futech-502	362	3	62	62	NUM
futech-502	362	4	-	-	SYM
futech-502	362	5	73	73	NUM
futech-502	362	6	.	.	PUNCT
futech-502	363	1	[	[	X
futech-502	363	2	3	3	NUM
futech-502	363	3	]	]	PUNCT
futech-502	363	4	saraswat	saraswat	NOUN
futech-502	363	5	,	,	PUNCT
futech-502	363	6	p.	p.	PROPN
futech-502	363	7	,	,	PUNCT
futech-502	363	8	r.	r.	PROPN
futech-502	363	9	agrawal	agrawal	PROPN
futech-502	363	10	,	,	PUNCT
futech-502	363	11	and	and	CCONJ
futech-502	363	12	s.b	s.b	PROPN
futech-502	363	13	.	.	PROPN
futech-502	363	14	rane	rane	PROPN
futech-502	363	15	,	,	PUNCT
futech-502	363	16	technological	technological	ADJ
futech-502	363	17	integration	integration	NOUN
futech-502	363	18	of	of	ADP
futech-502	363	19	lean	lean	ADJ
futech-502	363	20	manufacturing	manufacturing	NOUN
futech-502	363	21	with	with	ADP
futech-502	363	22	industry	industry	NOUN
futech-502	363	23	4.0	4.0	NUM
futech-502	363	24	toward	toward	ADP
futech-502	363	25	lean	lean	ADJ
futech-502	363	26	automation	automation	NOUN
futech-502	363	27	:	:	PUNCT
futech-502	363	28	insights	insight	NOUN
futech-502	363	29	from	from	ADP
futech-502	363	30	the	the	DET
futech-502	363	31	systematic	systematic	ADJ
futech-502	363	32	review	review	NOUN
futech-502	363	33	and	and	CCONJ
futech-502	363	34	further	further	ADJ
futech-502	363	35	research	research	NOUN
futech-502	363	36	directions	direction	NOUN
futech-502	363	37	.	.	PUNCT
futech-502	364	1	benchmarking	benchmarke	VERB
futech-502	364	2	:	:	PUNCT
futech-502	364	3	an	an	DET
futech-502	364	4	international	international	ADJ
futech-502	364	5	journal	journal	NOUN
futech-502	364	6	,	,	PUNCT
futech-502	364	7	2024	2024	NUM
futech-502	364	8	.	.	PUNCT
futech-502	365	1	https://doi.org/10.1108/bij-05-2023-0316	https://doi.org/10.1108/bij-05-2023-0316	X
futech-502	365	2	.	.	PUNCT
futech-502	366	1	[	[	X
futech-502	366	2	4	4	NUM
futech-502	366	3	]	]	X
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futech-502	366	5	,	,	PUNCT
futech-502	366	6	l.	l.	PROPN
futech-502	366	7	,	,	PUNCT
futech-502	366	8	et	et	PROPN
futech-502	366	9	al	al	PROPN
futech-502	366	10	.	.	PROPN
futech-502	366	11	,	,	PUNCT
futech-502	366	12	perspectives	perspective	NOUN
futech-502	366	13	on	on	ADP
futech-502	366	14	the	the	DET
futech-502	366	15	future	future	NOUN
futech-502	366	16	of	of	ADP
futech-502	366	17	manufacturing	manufacturing	NOUN
futech-502	366	18	within	within	ADP
futech-502	366	19	the	the	DET
futech-502	366	20	industry	industry	NOUN
futech-502	366	21	4.0	4.0	NUM
futech-502	366	22	era	era	NOUN
futech-502	366	23	.	.	PUNCT
futech-502	367	1	production	production	NOUN
futech-502	367	2	planning	planning	PROPN
futech-502	367	3	&	&	CCONJ
futech-502	367	4	control	control	NOUN
futech-502	367	5	,	,	PUNCT
futech-502	367	6	2022	2022	NUM
futech-502	367	7	.	.	PUNCT
futech-502	368	1	33(2	33(2	NUM
futech-502	368	2	-	-	SYM
futech-502	368	3	3	3	NUM
futech-502	368	4	):	):	PUNCT
futech-502	368	5	138158	138158	NUM
futech-502	368	6	.	.	PUNCT
futech-502	369	1	[	[	X
futech-502	369	2	5	5	NUM
futech-502	369	3	]	]	PUNCT
futech-502	369	4	singla	singla	PROPN
futech-502	369	5	,	,	PUNCT
futech-502	369	6	l.	l.	PROPN
futech-502	369	7	,	,	PUNCT
futech-502	369	8	k.	k.	PROPN
futech-502	369	9	preet	preet	PROPN
futech-502	369	10	kaur	kaur	PROPN
futech-502	369	11	,	,	PUNCT
futech-502	369	12	and	and	CCONJ
futech-502	369	13	n.	n.	PROPN
futech-502	369	14	kaur	kaur	PROPN
futech-502	369	15	,	,	PUNCT
futech-502	369	16	ai	ai	VERB
futech-502	369	17	's	's	PART
futech-502	369	18	doubleedged	doubleedge	VERB
futech-502	369	19	sword	sword	NOUN
futech-502	369	20	:	:	PUNCT
futech-502	369	21	examining	examine	VERB
futech-502	369	22	the	the	DET
futech-502	369	23	dark	dark	ADJ
futech-502	369	24	side	side	NOUN
futech-502	369	25	of	of	ADP
futech-502	369	26	ai	ai	NOUN
futech-502	369	27	in	in	ADP
futech-502	369	28	human	human	ADJ
futech-502	369	29	lives	life	NOUN
futech-502	369	30	,	,	PUNCT
futech-502	369	31	in	in	ADP
futech-502	369	32	demystifying	demystify	VERB
futech-502	369	33	the	the	DET
futech-502	369	34	dark	dark	ADJ
futech-502	369	35	side	side	NOUN
futech-502	369	36	of	of	ADP
futech-502	369	37	ai	ai	NOUN
futech-502	369	38	in	in	ADP
futech-502	369	39	business	business	NOUN
futech-502	369	40	.	.	PUNCT
futech-502	370	1	2024	2024	NUM
futech-502	370	2	,	,	PUNCT
futech-502	370	3	igi	igi	PROPN
futech-502	370	4	global	global	ADJ
futech-502	370	5	scientific	scientific	ADJ
futech-502	370	6	publishing	publishing	NOUN
futech-502	370	7	.	.	PUNCT
futech-502	371	1	4459	4459	NUM
futech-502	371	2	.	.	PUNCT
futech-502	372	1	[	[	X
futech-502	372	2	6	6	NUM
futech-502	372	3	]	]	X
futech-502	372	4	söylemez	söylemez	NOUN
futech-502	372	5	,	,	PUNCT
futech-502	372	6	i̇.	i̇.	PROPN
futech-502	372	7	and	and	CCONJ
futech-502	372	8	r.	r.	PROPN
futech-502	372	9	ünlü	ünlü	PROPN
futech-502	372	10	,	,	PUNCT
futech-502	372	11	artificial	artificial	ADJ
futech-502	372	12	intelligence	intelligence	NOUN
futech-502	372	13	in	in	ADP
futech-502	372	14	production	production	NOUN
futech-502	372	15	systems	system	NOUN
futech-502	372	16	and	and	CCONJ
futech-502	372	17	integration	integration	NOUN
futech-502	372	18	with	with	ADP
futech-502	372	19	lean	lean	ADJ
futech-502	372	20	manufacturing	manufacturing	NOUN
futech-502	372	21	,	,	PUNCT
futech-502	372	22	in	in	ADP
futech-502	372	23	engineering	engineering	NOUN
futech-502	372	24	applications	application	NOUN
futech-502	372	25	of	of	ADP
futech-502	372	26	ai	ai	NOUN
futech-502	372	27	and	and	CCONJ
futech-502	372	28	swarm	swarm	NOUN
futech-502	372	29	intelligence	intelligence	NOUN
futech-502	372	30	.	.	PUNCT
futech-502	373	1	2024	2024	NUM
futech-502	373	2	,	,	PUNCT
futech-502	373	3	springer	springer	NOUN
futech-502	373	4	.	.	PUNCT
futech-502	374	1	235	235	NUM
futech-502	374	2	-	-	SYM
futech-502	374	3	252	252	NUM
futech-502	374	4	.	.	PUNCT
futech-502	375	1	[	[	X
futech-502	375	2	7	7	NUM
futech-502	375	3	]	]	X
futech-502	375	4	shahin	shahin	PROPN
futech-502	375	5	,	,	PUNCT
futech-502	375	6	m.	m.	NOUN
futech-502	375	7	,	,	PUNCT
futech-502	375	8	et	et	PROPN
futech-502	375	9	al	al	PROPN
futech-502	375	10	.	.	PROPN
futech-502	375	11	,	,	PUNCT
futech-502	375	12	improving	improve	VERB
futech-502	375	13	operations	operation	NOUN
futech-502	375	14	through	through	ADP
futech-502	375	15	a	a	DET
futech-502	375	16	lean	lean	ADJ
futech-502	375	17	ai	ai	NOUN
futech-502	375	18	paradigm	paradigm	NOUN
futech-502	375	19	:	:	PUNCT
futech-502	375	20	a	a	DET
futech-502	375	21	view	view	NOUN
futech-502	375	22	to	to	ADP
futech-502	375	23	an	an	DET
futech-502	375	24	ai	ai	VERB
futech-502	375	25	-	-	PUNCT
futech-502	375	26	aided	aid	VERB
futech-502	375	27	lean	lean	ADJ
futech-502	375	28	manufacturing	manufacturing	NOUN
futech-502	375	29	via	via	ADP
futech-502	375	30	versatile	versatile	ADJ
futech-502	375	31	convolutional	convolutional	ADJ
futech-502	375	32	neural	neural	ADJ
futech-502	375	33	network	network	NOUN
futech-502	375	34	.	.	PUNCT
futech-502	376	1	the	the	DET
futech-502	376	2	international	international	ADJ
futech-502	376	3	journal	journal	NOUN
futech-502	376	4	of	of	ADP
futech-502	376	5	advanced	advanced	ADJ
futech-502	376	6	manufacturing	manufacturing	NOUN
futech-502	376	7	technology	technology	NOUN
futech-502	376	8	,	,	PUNCT
futech-502	376	9	2024	2024	NUM
futech-502	376	10	.	.	PUNCT
futech-502	377	1	133(11	133(11	NUM
futech-502	377	2	):	):	PUNCT
futech-502	377	3	53435419	53435419	NUM
futech-502	377	4	.	.	PUNCT
futech-502	378	1	[	[	X
futech-502	378	2	8	8	NUM
futech-502	378	3	]	]	X
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futech-502	378	5	,	,	PUNCT
futech-502	378	6	j.j	j.j	PROPN
futech-502	378	7	.	.	PROPN
futech-502	378	8	,	,	PUNCT
futech-502	378	9	et	et	PROPN
futech-502	378	10	al	al	PROPN
futech-502	378	11	.	.	PROPN
futech-502	378	12	,	,	PUNCT
futech-502	378	13	the	the	DET
futech-502	378	14	generative	generative	NOUN
futech-502	378	15	ai	ai	VERB
futech-502	378	16	ethics	ethic	NOUN
futech-502	378	17	playbook	playbook	NOUN
futech-502	378	18	.	.	PUNCT
futech-502	379	1	arxiv	arxiv	PROPN
futech-502	379	2	preprint	preprint	NOUN
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futech-502	379	4	,	,	PUNCT
futech-502	379	5	2024	2024	NUM
futech-502	379	6	.	.	PUNCT
futech-502	380	1	https://doi.org/10.48550/arxiv.2501.10383	https://doi.org/10.48550/arxiv.2501.10383	PROPN
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futech-502	381	1	[	[	X
futech-502	381	2	9	9	NUM
futech-502	381	3	]	]	X
futech-502	381	4	garetti	garetti	NOUN
futech-502	381	5	,	,	PUNCT
futech-502	381	6	m.	m.	NOUN
futech-502	381	7	and	and	CCONJ
futech-502	381	8	m.	m.	NOUN
futech-502	381	9	taisch	taisch	PROPN
futech-502	381	10	,	,	PUNCT
futech-502	381	11	sustainable	sustainable	ADJ
futech-502	381	12	manufacturing	manufacturing	NOUN
futech-502	381	13	:	:	PUNCT
futech-502	381	14	trends	trend	NOUN
futech-502	381	15	and	and	CCONJ
futech-502	381	16	research	research	NOUN
futech-502	381	17	challenges	challenge	NOUN
futech-502	381	18	.	.	PUNCT
futech-502	382	1	production	production	NOUN
futech-502	382	2	planning	planning	NOUN
futech-502	382	3	&	&	CCONJ
futech-502	382	4	control	control	PROPN
futech-502	382	5	,	,	PUNCT
futech-502	382	6	2012	2012	NUM
futech-502	382	7	.	.	PUNCT
futech-502	383	1	23(2	23(2	NUM
futech-502	383	2	-	-	PUNCT
futech-502	383	3	3	3	NUM
futech-502	383	4	):	):	PUNCT
futech-502	383	5	83	83	NUM
futech-502	383	6	-	-	SYM
futech-502	383	7	104	104	NUM
futech-502	383	8	.	.	PUNCT
futech-502	384	1	[	[	X
futech-502	384	2	10	10	NUM
futech-502	384	3	]	]	X
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futech-502	384	5	,	,	PUNCT
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futech-502	384	7	,	,	PUNCT
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futech-502	384	10	,	,	PUNCT
futech-502	384	11	and	and	CCONJ
futech-502	384	12	d.	d.	PROPN
futech-502	384	13	schmidt	schmidt	PROPN
futech-502	384	14	.	.	PUNCT
futech-502	385	1	the	the	DET
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futech-502	385	3	in	in	ADP
futech-502	385	4	2025	2025	NUM
futech-502	385	5	-	-	PUNCT
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futech-502	385	8	the	the	DET
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futech-502	385	10	ten	ten	NUM
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futech-502	386	1	in	in	ADP
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futech-502	386	3	10th	10th	ADJ
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futech-502	386	5	microsystems	microsystem	NOUN
futech-502	386	6	,	,	PUNCT
futech-502	386	7	packaging	packaging	NOUN
futech-502	386	8	,	,	PUNCT
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futech-502	386	10	and	and	CCONJ
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futech-502	386	13	conference	conference	NOUN
futech-502	386	14	(	(	PUNCT
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futech-502	386	16	)	)	PUNCT
futech-502	386	17	.	.	PUNCT
futech-502	387	1	2015	2015	NUM
futech-502	387	2	.	.	PUNCT
futech-502	388	1	ieee	ieee	PROPN
futech-502	388	2	.	.	PUNCT
futech-502	389	1	10.1109	10.1109	NUM
futech-502	389	2	/	/	SYM
futech-502	389	3	impact.2015.7365193	impact.2015.7365193	NOUN
futech-502	389	4	.	.	PUNCT
futech-502	390	1	[	[	X
futech-502	390	2	11	11	NUM
futech-502	390	3	]	]	X
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futech-502	390	6	u.	u.	PROPN
futech-502	390	7	,	,	PUNCT
futech-502	390	8	et	et	PROPN
futech-502	390	9	al	al	PROPN
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futech-502	390	11	,	,	PUNCT
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futech-502	390	13	lean	lean	ADJ
futech-502	390	14	six	six	NUM
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futech-502	390	16	framework	framework	NOUN
futech-502	390	17	using	use	VERB
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futech-502	390	19	intelligence	intelligence	NOUN
futech-502	390	20	,	,	PUNCT
futech-502	390	21	internet	internet	NOUN
futech-502	390	22	of	of	ADP
futech-502	390	23	things	thing	NOUN
futech-502	390	24	,	,	PUNCT
futech-502	390	25	and	and	CCONJ
futech-502	390	26	blockchain	blockchain	NOUN
futech-502	390	27	for	for	ADP
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futech-502	390	31	.	.	PUNCT
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futech-502	391	3	,	,	PUNCT
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futech-502	391	5	.	.	PUNCT
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futech-502	393	1	[	[	X
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futech-502	393	5	,	,	PUNCT
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futech-502	393	11	and	and	CCONJ
futech-502	393	12	g.	g.	PROPN
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futech-502	393	14	,	,	PUNCT
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futech-502	393	16	of	of	ADP
futech-502	393	17	a	a	DET
futech-502	393	18	demand	demand	NOUN
futech-502	393	19	-	-	PUNCT
futech-502	393	20	driven	drive	VERB
futech-502	393	21	operating	operating	NOUN
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futech-502	395	1	147	147	NUM
futech-502	395	2	:	:	SYM
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futech-502	395	4	.	.	PUNCT
futech-502	396	1	[	[	X
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futech-502	396	8	m.	m.	PROPN
futech-502	396	9	dowling	dowling	PROPN
futech-502	396	10	,	,	PUNCT
futech-502	396	11	machine	machine	NOUN
futech-502	396	12	learning	learning	NOUN
futech-502	396	13	and	and	CCONJ
futech-502	396	14	ai	ai	VERB
futech-502	396	15	for	for	ADP
futech-502	396	16	risk	risk	NOUN
futech-502	396	17	management	management	NOUN
futech-502	396	18	.	.	PUNCT
futech-502	397	1	disrupting	disrupt	VERB
futech-502	397	2	finance	finance	NOUN
futech-502	397	3	,	,	PUNCT
futech-502	397	4	2019	2019	NUM
futech-502	397	5	:	:	PUNCT
futech-502	397	6	33	33	NUM
futech-502	397	7	-	-	SYM
futech-502	397	8	50	50	NUM
futech-502	397	9	.	.	PUNCT
futech-502	398	1	c.	c.	PROPN
futech-502	398	2	tsai	tsai	PROPN
futech-502	398	3	et	et	PROPN
futech-502	398	4	al	al	PROPN
futech-502	398	5	.	.	PROPN
futech-502	398	6	/future	/future	PUNCT
futech-502	398	7	technology	technology	PROPN
futech-502	398	8	november	november	PROPN
futech-502	398	9	2025|	2025|	NUM
futech-502	398	10	volume	volume	NOUN
futech-502	398	11	04	04	NUM
futech-502	399	1	|	|	ADV
futech-502	399	2	issue	issue	VERB
futech-502	399	3	04	04	NUM
futech-502	400	1	|	|	CCONJ
futech-502	400	2	pages	page	VERB
futech-502	400	3	267	267	NUM
futech-502	400	4	-	-	SYM
futech-502	400	5	281	281	NUM
futech-502	400	6	281	281	NUM
futech-502	401	1	[	[	PUNCT
futech-502	401	2	14	14	NUM
futech-502	401	3	]	]	PUNCT
futech-502	401	4	cifone	cifone	NOUN
futech-502	401	5	,	,	PUNCT
futech-502	401	6	f.d	f.d	PROPN
futech-502	401	7	.	.	PROPN
futech-502	401	8	,	,	PUNCT
futech-502	401	9	et	et	PROPN
futech-502	401	10	al	al	PROPN
futech-502	401	11	.	.	PROPN
futech-502	401	12	,	,	PUNCT
futech-502	401	13	‘	'	PUNCT
futech-502	401	14	lean	lean	ADJ
futech-502	401	15	4.0	4.0	NUM
futech-502	401	16	’	'	PUNCT
futech-502	401	17	:	:	PUNCT
futech-502	401	18	how	how	SCONJ
futech-502	401	19	can	can	AUX
futech-502	401	20	digital	digital	ADJ
futech-502	401	21	technologies	technology	NOUN
futech-502	401	22	support	support	VERB
futech-502	401	23	lean	lean	ADJ
futech-502	401	24	practices	practice	NOUN
futech-502	401	25	?	?	PUNCT
futech-502	402	1	international	international	ADJ
futech-502	402	2	journal	journal	NOUN
futech-502	402	3	of	of	ADP
futech-502	402	4	production	production	NOUN
futech-502	402	5	economics	economic	NOUN
futech-502	402	6	,	,	PUNCT
futech-502	402	7	2021	2021	NUM
futech-502	402	8	.	.	PUNCT
futech-502	403	1	241	241	NUM
futech-502	403	2	:	:	PUNCT
futech-502	403	3	108258	108258	NUM
futech-502	403	4	.	.	PUNCT
futech-502	404	1	[	[	X
futech-502	404	2	15	15	NUM
futech-502	404	3	]	]	X
futech-502	404	4	küfner	küfner	NOUN
futech-502	404	5	,	,	PUNCT
futech-502	404	6	t.	t.	PROPN
futech-502	404	7	,	,	PUNCT
futech-502	404	8	t.h.-j	t.h.-j	PROPN
futech-502	404	9	.	.	PROPN
futech-502	404	10	uhlemann	uhlemann	PROPN
futech-502	404	11	,	,	PUNCT
futech-502	404	12	and	and	CCONJ
futech-502	404	13	b.	b.	PROPN
futech-502	404	14	ziegler	ziegler	PROPN
futech-502	404	15	,	,	PUNCT
futech-502	404	16	lean	lean	ADJ
futech-502	404	17	data	datum	NOUN
futech-502	404	18	in	in	ADP
futech-502	404	19	manufacturing	manufacturing	NOUN
futech-502	404	20	systems	system	NOUN
futech-502	404	21	:	:	PUNCT
futech-502	404	22	using	use	VERB
futech-502	404	23	artificial	artificial	ADJ
futech-502	404	24	intelligence	intelligence	NOUN
futech-502	404	25	for	for	ADP
futech-502	404	26	decentralized	decentralized	ADJ
futech-502	404	27	data	data	NOUN
futech-502	404	28	reduction	reduction	NOUN
futech-502	404	29	and	and	CCONJ
futech-502	404	30	information	information	NOUN
futech-502	404	31	extraction	extraction	NOUN
futech-502	404	32	.	.	PUNCT
futech-502	405	1	procedia	procedia	PROPN
futech-502	405	2	cirp	cirp	NOUN
futech-502	405	3	,	,	PUNCT
futech-502	405	4	2018	2018	NUM
futech-502	405	5	.	.	PUNCT
futech-502	406	1	72	72	NUM
futech-502	406	2	:	:	PUNCT
futech-502	406	3	219	219	NUM
futech-502	406	4	-	-	SYM
futech-502	406	5	224	224	NUM
futech-502	406	6	.	.	PUNCT
futech-502	407	1	[	[	X
futech-502	407	2	16	16	NUM
futech-502	407	3	]	]	X
futech-502	407	4	czvetkó	czvetkó	PROPN
futech-502	407	5	,	,	PUNCT
futech-502	407	6	t.	t.	PROPN
futech-502	407	7	,	,	PUNCT
futech-502	407	8	et	et	PROPN
futech-502	407	9	al	al	PROPN
futech-502	407	10	.	.	PROPN
futech-502	407	11	,	,	PUNCT
futech-502	407	12	data	data	NOUN
futech-502	407	13	-	-	PUNCT
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futech-502	407	15	business	business	NOUN
futech-502	407	16	process	process	NOUN
futech-502	407	17	management	management	NOUN
futech-502	407	18	-	-	PUNCT
futech-502	407	19	based	base	VERB
futech-502	407	20	development	development	NOUN
futech-502	407	21	of	of	ADP
futech-502	407	22	industry	industry	NOUN
futech-502	407	23	4.0	4.0	NUM
futech-502	407	24	solutions	solution	NOUN
futech-502	407	25	.	.	PUNCT
futech-502	408	1	cirp	cirp	PROPN
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futech-502	408	3	of	of	ADP
futech-502	408	4	manufacturing	manufacturing	NOUN
futech-502	408	5	science	science	NOUN
futech-502	408	6	and	and	CCONJ
futech-502	408	7	technology	technology	NOUN
futech-502	408	8	,	,	PUNCT
futech-502	408	9	2022	2022	NUM
futech-502	408	10	.	.	PUNCT
futech-502	409	1	36	36	NUM
futech-502	409	2	:	:	SYM
futech-502	409	3	117	117	NUM
futech-502	409	4	-	-	SYM
futech-502	409	5	132	132	NUM
futech-502	409	6	.	.	PUNCT
futech-502	410	1	[	[	X
futech-502	410	2	17	17	NUM
futech-502	410	3	]	]	X
futech-502	410	4	rane	rane	PROPN
futech-502	410	5	,	,	PUNCT
futech-502	410	6	s.b	s.b	PROPN
futech-502	410	7	.	.	PROPN
futech-502	410	8	,	,	PUNCT
futech-502	410	9	p.r	p.r	PROPN
futech-502	410	10	.	.	PROPN
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futech-502	410	12	,	,	PUNCT
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futech-502	410	16	,	,	PUNCT
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futech-502	410	18	of	of	ADP
futech-502	410	19	project	project	NOUN
futech-502	410	20	risk	risk	NOUN
futech-502	410	21	management	management	NOUN
futech-502	410	22	framework	framework	NOUN
futech-502	410	23	based	base	VERB
futech-502	410	24	on	on	ADP
futech-502	410	25	industry	industry	NOUN
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futech-502	410	28	.	.	PUNCT
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futech-502	411	2	:	:	PUNCT
futech-502	411	3	an	an	DET
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futech-502	411	5	journal	journal	NOUN
futech-502	411	6	,	,	PUNCT
futech-502	411	7	2021	2021	NUM
futech-502	411	8	.	.	PUNCT
futech-502	412	1	28(5	28(5	NUM
futech-502	412	2	):	):	PUNCT
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futech-502	412	4	-	-	SYM
futech-502	412	5	1481	1481	NUM
futech-502	412	6	.	.	PUNCT
futech-502	413	1	[	[	X
futech-502	413	2	18	18	NUM
futech-502	413	3	]	]	SYM
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futech-502	413	5	,	,	PUNCT
futech-502	413	6	s.a	s.a	PROPN
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futech-502	413	8	,	,	PUNCT
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futech-502	413	10	management	management	NOUN
futech-502	413	11	system	system	NOUN
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futech-502	413	13	according	accord	VERB
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futech-502	413	16	iso	iso	NOUN
futech-502	413	17	/	/	SYM
futech-502	413	18	iec	iec	PROPN
futech-502	413	19	42001	42001	NUM
futech-502	413	20	standard	standard	NOUN
futech-502	413	21	:	:	PUNCT
futech-502	413	22	how	how	SCONJ
futech-502	413	23	to	to	PART
futech-502	413	24	audit	audit	VERB
futech-502	413	25	,	,	PUNCT
futech-502	413	26	certify	certify	VERB
futech-502	413	27	,	,	PUNCT
futech-502	413	28	and	and	CCONJ
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futech-502	413	30	responsible	responsible	ADJ
futech-502	413	31	ai	ai	PROPN
futech-502	413	32	systems	system	NOUN
futech-502	413	33	.	.	PUNCT
futech-502	414	1	2024	2024	NUM
futech-502	414	2	:	:	PUNCT
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futech-502	414	4	press	press	NOUN
futech-502	414	5	.	.	PUNCT
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futech-502	415	2	.	.	PUNCT
futech-502	416	1	[	[	X
futech-502	416	2	19	19	NUM
futech-502	416	3	]	]	X
futech-502	416	4	wirtz	wirtz	PROPN
futech-502	416	5	,	,	PUNCT
futech-502	416	6	b.w	b.w	PROPN
futech-502	416	7	.	.	PROPN
futech-502	416	8	,	,	PUNCT
futech-502	416	9	j.c	j.c	PROPN
futech-502	416	10	.	.	PROPN
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futech-502	416	12	,	,	PUNCT
futech-502	416	13	and	and	CCONJ
futech-502	416	14	i.	i.	PROPN
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futech-502	416	16	,	,	PUNCT
futech-502	416	17	governance	governance	NOUN
futech-502	416	18	of	of	ADP
futech-502	416	19	artificial	artificial	ADJ
futech-502	416	20	intelligence	intelligence	NOUN
futech-502	416	21	:	:	PUNCT
futech-502	416	22	a	a	DET
futech-502	416	23	risk	risk	NOUN
futech-502	416	24	and	and	CCONJ
futech-502	416	25	guideline	guideline	NOUN
futech-502	416	26	-	-	PUNCT
futech-502	416	27	based	base	VERB
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futech-502	416	29	framework	framework	NOUN
futech-502	416	30	.	.	PUNCT
futech-502	417	1	government	government	NOUN
futech-502	417	2	information	information	NOUN
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futech-502	417	4	,	,	PUNCT
futech-502	417	5	2022	2022	NUM
futech-502	417	6	.	.	PUNCT
futech-502	418	1	39(4	39(4	NUM
futech-502	418	2	):	):	PUNCT
futech-502	418	3	101685	101685	NUM
futech-502	418	4	.	.	PUNCT
futech-502	419	1	[	[	X
futech-502	419	2	20	20	NUM
futech-502	419	3	]	]	SYM
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futech-502	419	5	,	,	PUNCT
futech-502	419	6	h.	h.	PROPN
futech-502	419	7	,	,	PUNCT
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futech-502	419	9	song	song	NOUN
futech-502	419	10	,	,	PUNCT
futech-502	419	11	and	and	CCONJ
futech-502	419	12	y.	y.	PROPN
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futech-502	419	16	ai	ai	VERB
futech-502	419	17	-	-	PUNCT
futech-502	419	18	infused	infuse	VERB
futech-502	419	19	operations	operation	NOUN
futech-502	419	20	capability	capability	NOUN
futech-502	419	21	enhance	enhance	NOUN
futech-502	419	22	or	or	CCONJ
futech-502	419	23	impede	impede	VERB
futech-502	419	24	the	the	DET
futech-502	419	25	relationship	relationship	NOUN
futech-502	419	26	between	between	ADP
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futech-502	419	30	and	and	CCONJ
futech-502	419	31	firm	firm	ADJ
futech-502	419	32	performance	performance	NOUN
futech-502	419	33	?	?	PUNCT
futech-502	420	1	technological	technological	ADJ
futech-502	420	2	forecasting	forecasting	NOUN
futech-502	420	3	and	and	CCONJ
futech-502	420	4	social	social	ADJ
futech-502	420	5	change	change	NOUN
futech-502	420	6	,	,	PUNCT
futech-502	420	7	2023	2023	NUM
futech-502	420	8	.	.	PUNCT
futech-502	421	1	191	191	NUM
futech-502	421	2	:	:	SYM
futech-502	421	3	122517	122517	NUM
futech-502	421	4	.	.	PUNCT
futech-502	422	1	[	[	X
futech-502	422	2	21	21	NUM
futech-502	422	3	]	]	X
futech-502	422	4	tashkinov	tashkinov	PROPN
futech-502	422	5	,	,	PUNCT
futech-502	422	6	a.g	a.g	PROPN
futech-502	422	7	.	.	PROPN
futech-502	422	8	,	,	PUNCT
futech-502	422	9	the	the	DET
futech-502	422	10	implementation	implementation	NOUN
futech-502	422	11	of	of	ADP
futech-502	422	12	lean	lean	ADJ
futech-502	422	13	and	and	CCONJ
futech-502	422	14	digital	digital	ADJ
futech-502	422	15	management	management	NOUN
futech-502	422	16	techniques	technique	NOUN
futech-502	422	17	using	use	VERB
futech-502	422	18	artificial	artificial	ADJ
futech-502	422	19	intelligence	intelligence	NOUN
futech-502	422	20	in	in	ADP
futech-502	422	21	industrial	industrial	ADJ
futech-502	422	22	settings	setting	NOUN
futech-502	422	23	.	.	PUNCT
futech-502	423	1	discover	discover	VERB
futech-502	423	2	artificial	artificial	ADJ
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futech-502	423	4	,	,	PUNCT
futech-502	423	5	2024	2024	NUM
futech-502	423	6	.	.	PUNCT
futech-502	424	1	4(1	4(1	NOUN
futech-502	424	2	):	):	PUNCT
futech-502	424	3	94	94	NUM
futech-502	424	4	.	.	PUNCT
futech-502	425	1	[	[	X
futech-502	425	2	22	22	NUM
futech-502	425	3	]	]	X
futech-502	425	4	cisterna	cisterna	PROPN
futech-502	425	5	,	,	PUNCT
futech-502	425	6	d.	d.	PROPN
futech-502	425	7	,	,	PUNCT
futech-502	425	8	et	et	PROPN
futech-502	425	9	al	al	PROPN
futech-502	425	10	.	.	PROPN
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futech-502	425	12	between	between	ADP
futech-502	425	13	lean	lean	ADJ
futech-502	425	14	construction	construction	NOUN
futech-502	425	15	and	and	CCONJ
futech-502	425	16	artificial	artificial	ADJ
futech-502	425	17	intelligence	intelligence	NOUN
futech-502	425	18	:	:	PUNCT
futech-502	425	19	ai	ai	AUX
futech-502	425	20	driven	drive	VERB
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futech-502	425	22	improvement	improvement	NOUN
futech-502	425	23	process	process	NOUN
futech-502	425	24	.	.	PUNCT
futech-502	426	1	in	in	ADP
futech-502	426	2	proceedings	proceeding	NOUN
futech-502	426	3	of	of	ADP
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futech-502	426	9	the	the	DET
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futech-502	426	15	(	(	PUNCT
futech-502	426	16	iglc30	iglc30	NOUN
futech-502	426	17	)	)	PUNCT
futech-502	426	18	.	.	PUNCT
futech-502	427	1	2022	2022	NUM
futech-502	427	2	.	.	PUNCT
futech-502	428	1	doi:10.24928/2022/0122	doi:10.24928/2022/0122	NUM
futech-502	428	2	.	.	PUNCT
futech-502	429	1	[	[	X
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futech-502	429	3	]	]	X
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futech-502	429	6	d.	d.	PROPN
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futech-502	429	8	m.	m.	NOUN
futech-502	429	9	hind	hind	NOUN
futech-502	429	10	,	,	PUNCT
futech-502	429	11	and	and	CCONJ
futech-502	429	12	j.	j.	PROPN
futech-502	429	13	richards	richards	PROPN
futech-502	429	14	,	,	PUNCT
futech-502	429	15	quantitative	quantitative	ADJ
futech-502	429	16	ai	ai	VERB
futech-502	429	17	risk	risk	NOUN
futech-502	429	18	assessments	assessment	NOUN
futech-502	429	19	:	:	PUNCT
futech-502	429	20	opportunities	opportunity	NOUN
futech-502	429	21	and	and	CCONJ
futech-502	429	22	challenges	challenge	NOUN
futech-502	429	23	.	.	PUNCT
futech-502	430	1	arxiv	arxiv	PROPN
futech-502	430	2	preprint	preprint	NOUN
futech-502	430	3	arxiv:2209.06317	arxiv:2209.06317	NOUN
futech-502	430	4	,	,	PUNCT
futech-502	430	5	2022	2022	NUM
futech-502	430	6	.	.	PUNCT
futech-502	431	1	https://doi.org/10.48550/arxiv.2209.06317	https://doi.org/10.48550/arxiv.2209.06317	PROPN
futech-502	431	2	.	.	PUNCT
futech-502	432	1	[	[	X
futech-502	432	2	24	24	NUM
futech-502	432	3	]	]	X
futech-502	432	4	saad	saad	PROPN
futech-502	432	5	,	,	PUNCT
futech-502	432	6	s.m	s.m	PROPN
futech-502	432	7	.	.	PROPN
futech-502	432	8	,	,	PUNCT
futech-502	432	9	et	et	PROPN
futech-502	432	10	al	al	PROPN
futech-502	432	11	.	.	PROPN
futech-502	432	12	,	,	PUNCT
futech-502	432	13	industry	industry	NOUN
futech-502	432	14	4.0	4.0	NUM
futech-502	432	15	and	and	CCONJ
futech-502	432	16	lean	lean	ADJ
futech-502	432	17	manufacturing	manufacturing	NOUN
futech-502	432	18	–	–	PUNCT
futech-502	432	19	a	a	DET
futech-502	432	20	systematic	systematic	ADJ
futech-502	432	21	review	review	NOUN
futech-502	432	22	of	of	ADP
futech-502	432	23	the	the	DET
futech-502	432	24	state	state	NOUN
futech-502	432	25	-	-	PUNCT
futech-502	432	26	ofthe	ofthe	NOUN
futech-502	432	27	-	-	PUNCT
futech-502	432	28	art	art	NOUN
futech-502	432	29	literature	literature	NOUN
futech-502	432	30	and	and	CCONJ
futech-502	432	31	key	key	ADJ
futech-502	432	32	recommendations	recommendation	NOUN
futech-502	432	33	for	for	ADP
futech-502	432	34	future	future	ADJ
futech-502	432	35	research	research	NOUN
futech-502	432	36	.	.	PUNCT
futech-502	433	1	international	international	ADJ
futech-502	433	2	journal	journal	NOUN
futech-502	433	3	of	of	ADP
futech-502	433	4	lean	lean	ADJ
futech-502	433	5	six	six	NUM
futech-502	433	6	sigma	sigma	NOUN
futech-502	433	7	,	,	PUNCT
futech-502	433	8	2024	2024	NUM
futech-502	433	9	.	.	PUNCT
futech-502	434	1	15(5	15(5	NUM
futech-502	434	2	):	):	PUNCT
futech-502	434	3	997	997	NUM
futech-502	434	4	-	-	SYM
futech-502	434	5	1024	1024	NUM
futech-502	434	6	.	.	PUNCT
futech-502	435	1	[	[	X
futech-502	435	2	25	25	NUM
futech-502	435	3	]	]	X
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futech-502	435	5	,	,	PUNCT
futech-502	435	6	a.	a.	PROPN
futech-502	435	7	,	,	PUNCT
futech-502	435	8	m.	m.	PROPN
futech-502	435	9	karakose	karakose	PROPN
futech-502	435	10	,	,	PUNCT
futech-502	435	11	and	and	CCONJ
futech-502	435	12	n.	n.	PROPN
futech-502	435	13	kırımça	kırımça	PROPN
futech-502	435	14	,	,	PUNCT
futech-502	435	15	artificial	artificial	ADJ
futech-502	435	16	intelligence	intelligence	NOUN
futech-502	435	17	for	for	ADP
futech-502	435	18	predictive	predictive	ADJ
futech-502	435	19	maintenance	maintenance	NOUN
futech-502	435	20	applications	application	NOUN
futech-502	435	21	:	:	PUNCT
futech-502	435	22	key	key	ADJ
futech-502	435	23	components	component	NOUN
futech-502	435	24	,	,	PUNCT
futech-502	435	25	trustworthiness	trustworthiness	NOUN
futech-502	435	26	,	,	PUNCT
futech-502	435	27	and	and	CCONJ
futech-502	435	28	future	future	ADJ
futech-502	435	29	trends	trend	NOUN
futech-502	435	30	.	.	PUNCT
futech-502	436	1	applied	apply	VERB
futech-502	436	2	sciences	science	NOUN
futech-502	436	3	,	,	PUNCT
futech-502	436	4	2024	2024	NUM
futech-502	436	5	.	.	PUNCT
futech-502	437	1	14(2	14(2	NUM
futech-502	437	2	):	):	PUNCT
futech-502	437	3	898	898	NUM
futech-502	437	4	.	.	PUNCT
futech-502	438	1	[	[	X
futech-502	438	2	26	26	NUM
futech-502	438	3	]	]	X
futech-502	438	4	achouch	achouch	ADJ
futech-502	438	5	,	,	PUNCT
futech-502	438	6	m.	m.	NOUN
futech-502	438	7	,	,	PUNCT
futech-502	438	8	et	et	PROPN
futech-502	438	9	al	al	PROPN
futech-502	438	10	.	.	PROPN
futech-502	438	11	,	,	PUNCT
futech-502	438	12	on	on	ADP
futech-502	438	13	predictive	predictive	ADJ
futech-502	438	14	maintenance	maintenance	NOUN
futech-502	438	15	in	in	ADP
futech-502	438	16	industry	industry	NOUN
futech-502	438	17	4.0	4.0	NUM
futech-502	438	18	:	:	PUNCT
futech-502	438	19	overview	overview	NOUN
futech-502	438	20	,	,	PUNCT
futech-502	438	21	models	model	NOUN
futech-502	438	22	,	,	PUNCT
futech-502	438	23	and	and	CCONJ
futech-502	438	24	challenges	challenge	NOUN
futech-502	438	25	.	.	PUNCT
futech-502	439	1	applied	apply	VERB
futech-502	439	2	sciences	science	NOUN
futech-502	439	3	,	,	PUNCT
futech-502	439	4	2022	2022	NUM
futech-502	439	5	.	.	PUNCT
futech-502	440	1	12(16	12(16	NUM
futech-502	440	2	):	):	PUNCT
futech-502	440	3	8081	8081	NUM
futech-502	440	4	.	.	PUNCT
futech-502	441	1	[	[	X
futech-502	441	2	27	27	NUM
futech-502	441	3	]	]	X
futech-502	441	4	ghaithan	ghaithan	PROPN
futech-502	441	5	,	,	PUNCT
futech-502	441	6	a.m.	a.m.	ADV
futech-502	441	7	,	,	PUNCT
futech-502	441	8	et	et	PROPN
futech-502	441	9	al	al	PROPN
futech-502	441	10	.	.	PROPN
futech-502	441	11	,	,	PUNCT
futech-502	441	12	integrated	integrate	VERB
futech-502	441	13	impact	impact	NOUN
futech-502	441	14	of	of	ADP
futech-502	441	15	circular	circular	ADJ
futech-502	441	16	economy	economy	NOUN
futech-502	441	17	,	,	PUNCT
futech-502	441	18	industry	industry	NOUN
futech-502	441	19	4.0	4.0	NUM
futech-502	441	20	,	,	PUNCT
futech-502	441	21	and	and	CCONJ
futech-502	441	22	lean	lean	ADJ
futech-502	441	23	manufacturing	manufacturing	NOUN
futech-502	441	24	on	on	ADP
futech-502	441	25	sustainability	sustainability	NOUN
futech-502	441	26	performance	performance	NOUN
futech-502	441	27	of	of	ADP
futech-502	441	28	manufacturing	manufacturing	NOUN
futech-502	441	29	firms	firm	NOUN
futech-502	441	30	.	.	PUNCT
futech-502	442	1	international	international	ADJ
futech-502	442	2	journal	journal	PROPN
futech-502	442	3	of	of	ADP
futech-502	442	4	environmental	environmental	ADJ
futech-502	442	5	research	research	NOUN
futech-502	442	6	and	and	CCONJ
futech-502	442	7	public	public	ADJ
futech-502	442	8	health	health	NOUN
futech-502	442	9	,	,	PUNCT
futech-502	442	10	2023	2023	NUM
futech-502	442	11	.	.	PUNCT
futech-502	443	1	20(6	20(6	NOUN
futech-502	443	2	):	):	PUNCT
futech-502	443	3	5119	5119	NUM
futech-502	443	4	.	.	PUNCT
futech-502	444	1	[	[	X
futech-502	444	2	28	28	NUM
futech-502	444	3	]	]	X
futech-502	444	4	ciliberto	ciliberto	NOUN
futech-502	444	5	,	,	PUNCT
futech-502	444	6	c.	c.	PROPN
futech-502	444	7	,	,	PUNCT
futech-502	444	8	et	et	PROPN
futech-502	444	9	al	al	PROPN
futech-502	444	10	.	.	PROPN
futech-502	444	11	,	,	PUNCT
futech-502	444	12	enabling	enable	VERB
futech-502	444	13	the	the	DET
futech-502	444	14	circular	circular	ADJ
futech-502	444	15	economy	economy	NOUN
futech-502	444	16	transition	transition	NOUN
futech-502	444	17	:	:	PUNCT
futech-502	444	18	a	a	DET
futech-502	444	19	sustainable	sustainable	ADJ
futech-502	444	20	lean	lean	ADJ
futech-502	444	21	manufacturing	manufacturing	NOUN
futech-502	444	22	recipe	recipe	NOUN
futech-502	444	23	for	for	ADP
futech-502	444	24	industry	industry	NOUN
futech-502	444	25	4.0	4.0	NUM
futech-502	444	26	.	.	PUNCT
futech-502	445	1	business	business	NOUN
futech-502	445	2	strategy	strategy	NOUN
futech-502	445	3	and	and	CCONJ
futech-502	445	4	the	the	DET
futech-502	445	5	environment	environment	NOUN
futech-502	445	6	,	,	PUNCT
futech-502	445	7	2021	2021	NUM
futech-502	445	8	.	.	PUNCT
futech-502	446	1	30(7	30(7	NUM
futech-502	446	2	):	):	PUNCT
futech-502	446	3	3255	3255	NUM
futech-502	446	4	-	-	SYM
futech-502	446	5	3272	3272	NUM
futech-502	446	6	.	.	PUNCT
futech-502	447	1	[	[	X
futech-502	447	2	29	29	NUM
futech-502	447	3	]	]	X
futech-502	447	4	machado	machado	PROPN
futech-502	447	5	,	,	PUNCT
futech-502	447	6	c.g	c.g	PROPN
futech-502	447	7	.	.	PROPN
futech-502	447	8	,	,	PUNCT
futech-502	447	9	m.p	m.p	PROPN
futech-502	447	10	.	.	PROPN
futech-502	447	11	winroth	winroth	PROPN
futech-502	447	12	,	,	PUNCT
futech-502	447	13	and	and	CCONJ
futech-502	447	14	e.h.d	e.h.d	NOUN
futech-502	447	15	.	.	PUNCT
futech-502	448	1	ribeiro	ribeiro	PROPN
futech-502	448	2	da	da	PROPN
futech-502	448	3	silva	silva	PROPN
futech-502	448	4	,	,	PUNCT
futech-502	448	5	sustainable	sustainable	ADJ
futech-502	448	6	manufacturing	manufacturing	NOUN
futech-502	448	7	in	in	ADP
futech-502	448	8	industry	industry	NOUN
futech-502	448	9	4.0	4.0	NUM
futech-502	448	10	:	:	PUNCT
futech-502	448	11	an	an	DET
futech-502	448	12	emerging	emerge	VERB
futech-502	448	13	research	research	NOUN
futech-502	448	14	agenda	agenda	NOUN
futech-502	448	15	.	.	PUNCT
futech-502	449	1	international	international	ADJ
futech-502	449	2	journal	journal	PROPN
futech-502	449	3	of	of	ADP
futech-502	449	4	production	production	NOUN
futech-502	449	5	research	research	NOUN
futech-502	449	6	,	,	PUNCT
futech-502	449	7	2020	2020	NUM
futech-502	449	8	.	.	PUNCT
futech-502	450	1	58(5	58(5	NUM
futech-502	450	2	):	):	PUNCT
futech-502	450	3	1462	1462	NUM
futech-502	450	4	-	-	SYM
futech-502	450	5	1484	1484	NUM
futech-502	450	6	.	.	PUNCT
futech-502	451	1	[	[	X
futech-502	451	2	30	30	NUM
futech-502	451	3	]	]	X
futech-502	451	4	kipper	kipper	NOUN
futech-502	451	5	,	,	PUNCT
futech-502	451	6	l.m	l.m	PROPN
futech-502	451	7	.	.	PROPN
futech-502	451	8	,	,	PUNCT
futech-502	451	9	et	et	PROPN
futech-502	451	10	al	al	PROPN
futech-502	451	11	.	.	PROPN
futech-502	451	12	,	,	PUNCT
futech-502	451	13	scopus	scopus	PROPN
futech-502	451	14	scientific	scientific	ADJ
futech-502	451	15	mapping	mapping	NOUN
futech-502	451	16	production	production	NOUN
futech-502	451	17	in	in	ADP
futech-502	451	18	industry	industry	NOUN
futech-502	451	19	4.0	4.0	NUM
futech-502	451	20	(	(	PUNCT
futech-502	451	21	2011–2018	2011–2018	NUM
futech-502	451	22	):	):	PUNCT
futech-502	451	23	a	a	DET
futech-502	451	24	bibliometric	bibliometric	ADJ
futech-502	451	25	analysis	analysis	NOUN
futech-502	451	26	.	.	PUNCT
futech-502	452	1	international	international	ADJ
futech-502	452	2	journal	journal	NOUN
futech-502	452	3	of	of	ADP
futech-502	452	4	production	production	NOUN
futech-502	452	5	research	research	NOUN
futech-502	452	6	,	,	PUNCT
futech-502	452	7	2020	2020	NUM
futech-502	452	8	.	.	PUNCT
futech-502	453	1	58(6	58(6	NUM
futech-502	453	2	):	):	PUNCT
futech-502	453	3	1605	1605	NUM
futech-502	453	4	-	-	SYM
futech-502	453	5	1627	1627	NUM
futech-502	453	6	.	.	PUNCT
futech-502	454	1	[	[	X
futech-502	454	2	31	31	NUM
futech-502	454	3	]	]	SYM
futech-502	454	4	buer	buer	PROPN
futech-502	454	5	,	,	PUNCT
futech-502	454	6	s.-v	s.-v	PROPN
futech-502	454	7	.	.	PUNCT
futech-502	454	8	,	,	PUNCT
futech-502	454	9	et	et	PROPN
futech-502	454	10	al	al	PROPN
futech-502	454	11	.	.	PROPN
futech-502	454	12	,	,	PUNCT
futech-502	454	13	the	the	DET
futech-502	454	14	complementary	complementary	ADJ
futech-502	454	15	effect	effect	NOUN
futech-502	454	16	of	of	ADP
futech-502	454	17	lean	lean	ADJ
futech-502	454	18	manufacturing	manufacturing	NOUN
futech-502	454	19	and	and	CCONJ
futech-502	454	20	digitalisation	digitalisation	NOUN
futech-502	454	21	on	on	ADP
futech-502	454	22	operational	operational	ADJ
futech-502	454	23	performance	performance	NOUN
futech-502	454	24	.	.	PUNCT
futech-502	455	1	international	international	ADJ
futech-502	455	2	journal	journal	PROPN
futech-502	455	3	of	of	ADP
futech-502	455	4	production	production	NOUN
futech-502	455	5	research	research	NOUN
futech-502	455	6	,	,	PUNCT
futech-502	455	7	2021	2021	NUM
futech-502	455	8	.	.	PUNCT
futech-502	456	1	59(7	59(7	NUM
futech-502	456	2	):	):	PUNCT
futech-502	456	3	1976	1976	NUM
futech-502	456	4	-	-	SYM
futech-502	456	5	1992	1992	NUM
futech-502	456	6	.	.	PUNCT
futech-502	457	1	[	[	X
futech-502	457	2	32	32	NUM
futech-502	457	3	]	]	X
futech-502	457	4	lovelle	lovelle	PROPN
futech-502	457	5	,	,	PUNCT
futech-502	457	6	j.	j.	PROPN
futech-502	457	7	,	,	PUNCT
futech-502	457	8	mapping	map	VERB
futech-502	457	9	the	the	DET
futech-502	457	10	value	value	NOUN
futech-502	457	11	stream	stream	NOUN
futech-502	457	12	.	.	PUNCT
futech-502	458	1	iie	iie	PROPN
futech-502	458	2	solutions	solution	NOUN
futech-502	458	3	,	,	PUNCT
futech-502	458	4	2001	2001	NUM
futech-502	458	5	.	.	PUNCT
futech-502	459	1	33(2	33(2	NUM
futech-502	459	2	):	):	PUNCT
futech-502	459	3	26	26	NUM
futech-502	459	4	-	-	SYM
futech-502	459	5	33	33	NUM
futech-502	459	6	.	.	PUNCT
futech-502	460	1	[	[	X
futech-502	460	2	33	33	NUM
futech-502	460	3	]	]	X
futech-502	460	4	wright	wright	PROPN
futech-502	460	5	,	,	PUNCT
futech-502	460	6	t.p	t.p	PROPN
futech-502	460	7	.	.	PROPN
futech-502	460	8	,	,	PUNCT
futech-502	460	9	factors	factor	NOUN
futech-502	460	10	affecting	affect	VERB
futech-502	460	11	the	the	DET
futech-502	460	12	cost	cost	NOUN
futech-502	460	13	of	of	ADP
futech-502	460	14	airplanes	airplane	NOUN
futech-502	460	15	.	.	PUNCT
futech-502	461	1	journal	journal	NOUN
futech-502	461	2	of	of	ADP
futech-502	461	3	the	the	DET
futech-502	461	4	aeronautical	aeronautical	PROPN
futech-502	461	5	sciences	sciences	PROPN
futech-502	461	6	,	,	PUNCT
futech-502	461	7	1936	1936	NUM
futech-502	461	8	.	.	PUNCT
futech-502	462	1	3(4	3(4	NUM
futech-502	462	2	):	):	PUNCT
futech-502	462	3	122128	122128	NUM
futech-502	462	4	.	.	PUNCT
futech-502	463	1	[	[	X
futech-502	463	2	34	34	NUM
futech-502	463	3	]	]	X
futech-502	463	4	parasuraman	parasuraman	NOUN
futech-502	463	5	,	,	PUNCT
futech-502	463	6	r.	r.	PROPN
futech-502	463	7	,	,	PUNCT
futech-502	463	8	t.b	t.b	PROPN
futech-502	463	9	.	.	PROPN
futech-502	463	10	sheridan	sheridan	PROPN
futech-502	463	11	,	,	PUNCT
futech-502	463	12	and	and	CCONJ
futech-502	463	13	c.d	c.d	PROPN
futech-502	463	14	.	.	PROPN
futech-502	463	15	wickens	wickens	PROPN
futech-502	463	16	,	,	PUNCT
futech-502	463	17	a	a	DET
futech-502	463	18	model	model	NOUN
futech-502	463	19	for	for	ADP
futech-502	463	20	types	type	NOUN
futech-502	463	21	and	and	CCONJ
futech-502	463	22	levels	level	NOUN
futech-502	463	23	of	of	ADP
futech-502	463	24	human	human	ADJ
futech-502	463	25	interaction	interaction	NOUN
futech-502	463	26	with	with	ADP
futech-502	463	27	automation	automation	NOUN
futech-502	463	28	.	.	PUNCT
futech-502	464	1	ieee	ieee	NOUN
futech-502	464	2	transactions	transaction	NOUN
futech-502	464	3	on	on	ADP
futech-502	464	4	systems	system	NOUN
futech-502	464	5	,	,	PUNCT
futech-502	464	6	man	man	NOUN
futech-502	464	7	,	,	PUNCT
futech-502	464	8	and	and	CCONJ
futech-502	464	9	cybernetics	cybernetic	NOUN
futech-502	464	10	-	-	PUNCT
futech-502	464	11	part	part	NOUN
futech-502	464	12	a	a	DET
futech-502	464	13	:	:	PUNCT
futech-502	464	14	systems	system	NOUN
futech-502	464	15	and	and	CCONJ
futech-502	464	16	humans	human	NOUN
futech-502	464	17	,	,	PUNCT
futech-502	464	18	2000	2000	NUM
futech-502	464	19	.	.	PUNCT
futech-502	465	1	30(3	30(3	NUM
futech-502	465	2	):	):	PUNCT
futech-502	465	3	286	286	NUM
futech-502	465	4	-	-	SYM
futech-502	465	5	297	297	NUM
futech-502	465	6	.	.	PUNCT
futech-502	466	1	[	[	X
futech-502	466	2	35	35	NUM
futech-502	466	3	]	]	X
futech-502	466	4	kaplan	kaplan	PROPN
futech-502	466	5	,	,	PUNCT
futech-502	466	6	s.	s.	PROPN
futech-502	466	7	and	and	CCONJ
futech-502	466	8	b.j	b.j	PROPN
futech-502	466	9	.	.	PROPN
futech-502	466	10	garrick	garrick	PROPN
futech-502	466	11	,	,	PUNCT
futech-502	466	12	on	on	ADP
futech-502	466	13	the	the	DET
futech-502	466	14	quantitative	quantitative	ADJ
futech-502	466	15	definition	definition	NOUN
futech-502	466	16	of	of	ADP
futech-502	466	17	risk	risk	NOUN
futech-502	466	18	.	.	PUNCT
futech-502	467	1	risk	risk	NOUN
futech-502	467	2	analysis	analysis	NOUN
futech-502	467	3	,	,	PUNCT
futech-502	467	4	1981	1981	NUM
futech-502	467	5	.	.	PUNCT
futech-502	468	1	1(1	1(1	NUM
futech-502	468	2	):	):	PUNCT
futech-502	468	3	11	11	NUM
futech-502	468	4	-	-	SYM
futech-502	468	5	27	27	NUM
futech-502	468	6	.	.	PUNCT
futech-502	469	1	[	[	X
futech-502	469	2	36	36	NUM
futech-502	469	3	]	]	X
futech-502	469	4	bagchi	bagchi	NOUN
futech-502	469	5	,	,	PUNCT
futech-502	469	6	s.	s.	PROPN
futech-502	469	7	and	and	CCONJ
futech-502	469	8	s.k	s.k	PROPN
futech-502	469	9	.	.	PROPN
futech-502	469	10	mitra	mitra	PROPN
futech-502	469	11	,	,	PUNCT
futech-502	469	12	the	the	DET
futech-502	469	13	nonuniform	nonuniform	ADJ
futech-502	469	14	discrete	discrete	ADJ
futech-502	469	15	fourier	fourier	NOUN
futech-502	469	16	transform	transform	NOUN
futech-502	469	17	and	and	CCONJ
futech-502	469	18	its	its	PRON
futech-502	469	19	applications	application	NOUN
futech-502	469	20	in	in	ADP
futech-502	469	21	signal	signal	ADJ
futech-502	469	22	processing	processing	NOUN
futech-502	469	23	.	.	PUNCT
futech-502	470	1	vol	vol	NOUN
futech-502	470	2	.	.	PUNCT
futech-502	471	1	463	463	NUM
futech-502	471	2	.	.	PUNCT
futech-502	472	1	2012	2012	NUM
futech-502	472	2	:	:	PUNCT
futech-502	472	3	springer	springer	NOUN
futech-502	472	4	science	science	PROPN
futech-502	472	5	&	&	CCONJ
futech-502	472	6	business	business	NOUN
futech-502	472	7	media	medium	NOUN
futech-502	472	8	.	.	PUNCT
futech-502	473	1	[	[	X
futech-502	473	2	37	37	NUM
futech-502	473	3	]	]	X
futech-502	473	4	guyon	guyon	NOUN
futech-502	473	5	,	,	PUNCT
futech-502	473	6	i.	i.	PROPN
futech-502	473	7	and	and	CCONJ
futech-502	473	8	a.	a.	PROPN
futech-502	473	9	elisseeff	elisseeff	PROPN
futech-502	473	10	,	,	PUNCT
futech-502	473	11	an	an	DET
futech-502	473	12	introduction	introduction	NOUN
futech-502	473	13	to	to	ADP
futech-502	473	14	variable	variable	ADJ
futech-502	473	15	and	and	CCONJ
futech-502	473	16	feature	feature	NOUN
futech-502	473	17	selection	selection	NOUN
futech-502	473	18	.	.	PUNCT
futech-502	474	1	journal	journal	PROPN
futech-502	474	2	of	of	ADP
futech-502	474	3	machine	machine	NOUN
futech-502	474	4	learning	learn	VERB
futech-502	474	5	research	research	NOUN
futech-502	474	6	,	,	PUNCT
futech-502	474	7	2003	2003	NUM
futech-502	474	8	.	.	PUNCT
futech-502	475	1	3(mar	3(mar	NUM
futech-502	475	2	):	):	PUNCT
futech-502	475	3	1157	1157	NUM
futech-502	475	4	-	-	SYM
futech-502	475	5	1182	1182	NUM
futech-502	475	6	.	.	PUNCT
futech-502	476	1	[	[	X
futech-502	476	2	38	38	NUM
futech-502	476	3	]	]	X
futech-502	476	4	sheng	sheng	PROPN
futech-502	476	5	-	-	PUNCT
futech-502	476	6	jing	jing	PROPN
futech-502	476	7	,	,	PUNCT
futech-502	476	8	m.	m.	NOUN
futech-502	476	9	,	,	PUNCT
futech-502	476	10	et	et	PROPN
futech-502	476	11	al	al	PROPN
futech-502	476	12	.	.	PUNCT
futech-502	477	1	an	an	DET
futech-502	477	2	new	new	ADJ
futech-502	477	3	evolutionary	evolutionary	ADJ
futech-502	477	4	multiobjective	multiobjective	ADJ
futech-502	477	5	optimization	optimization	NOUN
futech-502	477	6	algorithm	algorithm	NOUN
futech-502	477	7	.	.	PUNCT
futech-502	478	1	in	in	ADP
futech-502	478	2	the	the	DET
futech-502	478	3	2003	2003	NUM
futech-502	478	4	congress	congress	PROPN
futech-502	478	5	on	on	ADP
futech-502	478	6	evolutionary	evolutionary	ADJ
futech-502	478	7	computation	computation	NOUN
futech-502	478	8	,	,	PUNCT
futech-502	478	9	2003	2003	NUM
futech-502	478	10	.	.	PUNCT
futech-502	478	11	cec'03	cec'03	PROPN
futech-502	478	12	.	.	PUNCT
futech-502	478	13	2003	2003	NUM
futech-502	478	14	.	.	PUNCT
futech-502	479	1	ieee	ieee	NOUN
futech-502	479	2	.	.	PUNCT
futech-502	480	1	[	[	X
futech-502	480	2	39	39	NUM
futech-502	480	3	]	]	SYM
futech-502	480	4	lecun	lecun	ADJ
futech-502	480	5	,	,	PUNCT
futech-502	480	6	y.	y.	PROPN
futech-502	480	7	,	,	PUNCT
futech-502	480	8	et	et	PROPN
futech-502	480	9	al	al	PROPN
futech-502	480	10	.	.	PROPN
futech-502	480	11	,	,	PUNCT
futech-502	480	12	gradient	gradient	NOUN
futech-502	480	13	-	-	PUNCT
futech-502	480	14	based	base	VERB
futech-502	480	15	learning	learning	NOUN
futech-502	480	16	applied	apply	VERB
futech-502	480	17	to	to	ADP
futech-502	480	18	document	document	NOUN
futech-502	480	19	recognition	recognition	NOUN
futech-502	480	20	.	.	PUNCT
futech-502	481	1	proceedings	proceeding	NOUN
futech-502	481	2	of	of	ADP
futech-502	481	3	the	the	DET
futech-502	481	4	ieee	ieee	NOUN
futech-502	481	5	,	,	PUNCT
futech-502	481	6	2002	2002	NUM
futech-502	481	7	.	.	PUNCT
futech-502	482	1	86(11	86(11	NUM
futech-502	482	2	):	):	PUNCT
futech-502	482	3	2278	2278	NUM
futech-502	482	4	-	-	SYM
futech-502	482	5	2324	2324	NUM
futech-502	482	6	.	.	PUNCT
futech-502	483	1	[	[	X
futech-502	483	2	40	40	NUM
futech-502	483	3	]	]	PUNCT
futech-502	483	4	breiman	breiman	NOUN
futech-502	483	5	,	,	PUNCT
futech-502	483	6	l.	l.	PROPN
futech-502	483	7	,	,	PUNCT
futech-502	483	8	random	random	ADJ
futech-502	483	9	forests	forest	NOUN
futech-502	483	10	.	.	PUNCT
futech-502	484	1	machine	machine	NOUN
futech-502	484	2	learning	learning	NOUN
futech-502	484	3	,	,	PUNCT
futech-502	484	4	2001	2001	NUM
futech-502	484	5	.	.	PUNCT
futech-502	485	1	45(1	45(1	NOUN
futech-502	485	2	):	):	PUNCT
futech-502	485	3	5	5	NUM
futech-502	485	4	-	-	SYM
futech-502	485	5	32	32	NUM
futech-502	485	6	.	.	PUNCT
futech-502	486	1	[	[	X
futech-502	486	2	41	41	NUM
futech-502	486	3	]	]	X
futech-502	486	4	freeman	freeman	PROPN
futech-502	486	5	,	,	PUNCT
futech-502	486	6	k.p	k.p	PROPN
futech-502	486	7	.	.	PROPN
futech-502	486	8	,	,	PUNCT
futech-502	486	9	j.r	j.r	PROPN
futech-502	486	10	.	.	PROPN
futech-502	486	11	cook	cook	PROPN
futech-502	486	12	,	,	PUNCT
futech-502	486	13	and	and	CCONJ
futech-502	486	14	e.h	e.h	PROPN
futech-502	486	15	.	.	PROPN
futech-502	486	16	hooijberg	hooijberg	PROPN
futech-502	486	17	,	,	PUNCT
futech-502	486	18	introduction	introduction	NOUN
futech-502	486	19	to	to	ADP
futech-502	486	20	statistical	statistical	ADJ
futech-502	486	21	quality	quality	NOUN
futech-502	486	22	control	control	NOUN
futech-502	486	23	.	.	PUNCT
futech-502	487	1	journal	journal	NOUN
futech-502	487	2	of	of	ADP
futech-502	487	3	the	the	DET
futech-502	487	4	american	american	ADJ
futech-502	487	5	veterinary	veterinary	PROPN
futech-502	487	6	medical	medical	PROPN
futech-502	487	7	association	association	PROPN
futech-502	487	8	,	,	PUNCT
futech-502	487	9	2021	2021	NUM
futech-502	487	10	.	.	PUNCT
futech-502	488	1	258(7	258(7	NUM
futech-502	488	2	):	):	PUNCT
futech-502	488	3	733	733	NUM
futech-502	488	4	-	-	SYM
futech-502	488	5	739	739	NUM
futech-502	488	6	.	.	PUNCT
futech-502	489	1	[	[	X
futech-502	489	2	42	42	NUM
futech-502	489	3	]	]	X
futech-502	489	4	metropolis	metropolis	PROPN
futech-502	489	5	,	,	PUNCT
futech-502	489	6	n.	n.	PROPN
futech-502	489	7	and	and	CCONJ
futech-502	489	8	s.	s.	PROPN
futech-502	489	9	ulam	ulam	PROPN
futech-502	489	10	,	,	PUNCT
futech-502	489	11	the	the	DET
futech-502	489	12	monte	monte	PROPN
futech-502	489	13	carlo	carlo	PROPN
futech-502	489	14	method	method	PROPN
futech-502	489	15	.	.	PUNCT
futech-502	490	1	journal	journal	NOUN
futech-502	490	2	of	of	ADP
futech-502	490	3	the	the	DET
futech-502	490	4	american	american	PROPN
futech-502	490	5	statistical	statistical	PROPN
futech-502	490	6	association	association	NOUN
futech-502	490	7	,	,	PUNCT
futech-502	490	8	1949	1949	NUM
futech-502	490	9	.	.	PUNCT
futech-502	491	1	44(247	44(247	NUM
futech-502	491	2	):	):	PUNCT
futech-502	491	3	335	335	NUM
futech-502	491	4	-	-	SYM
futech-502	491	5	341	341	NUM
futech-502	491	6	.	.	PUNCT
futech-502	492	1	[	[	X
futech-502	492	2	43	43	NUM
futech-502	492	3	]	]	X
futech-502	492	4	klöpffer	klöpffer	NOUN
futech-502	492	5	,	,	PUNCT
futech-502	492	6	w.	w.	PROPN
futech-502	492	7	,	,	PUNCT
futech-502	492	8	life	life	NOUN
futech-502	492	9	cycle	cycle	NOUN
futech-502	492	10	assessment	assessment	NOUN
futech-502	492	11	:	:	PUNCT
futech-502	492	12	from	from	ADP
futech-502	492	13	the	the	DET
futech-502	492	14	beginning	beginning	NOUN
futech-502	492	15	to	to	ADP
futech-502	492	16	the	the	DET
futech-502	492	17	current	current	ADJ
futech-502	492	18	state	state	NOUN
futech-502	492	19	.	.	PUNCT
futech-502	493	1	environmental	environmental	ADJ
futech-502	493	2	science	science	NOUN
futech-502	493	3	and	and	CCONJ
futech-502	493	4	pollution	pollution	NOUN
futech-502	493	5	research	research	NOUN
futech-502	493	6	,	,	PUNCT
futech-502	493	7	1997	1997	NUM
futech-502	493	8	.	.	PUNCT
futech-502	494	1	4(4	4(4	NUM
futech-502	494	2	):	):	PUNCT
futech-502	494	3	223	223	NUM
futech-502	494	4	-	-	SYM
futech-502	494	5	228	228	NUM
futech-502	494	6	.	.	PUNCT
futech-502	495	1	[	[	X
futech-502	495	2	44	44	NUM
futech-502	495	3	]	]	SYM
futech-502	495	4	elkington	elkington	PROPN
futech-502	495	5	,	,	PUNCT
futech-502	495	6	j.	j.	PROPN
futech-502	495	7	,	,	PUNCT
futech-502	495	8	partnerships	partnership	NOUN
futech-502	495	9	from	from	ADP
futech-502	495	10	cannibals	cannibal	NOUN
futech-502	495	11	with	with	ADP
futech-502	495	12	forks	fork	NOUN
futech-502	495	13	:	:	PUNCT
futech-502	495	14	the	the	DET
futech-502	495	15	triple	triple	ADJ
futech-502	495	16	bottom	bottom	ADJ
futech-502	495	17	line	line	NOUN
futech-502	495	18	of	of	ADP
futech-502	495	19	21st‐century	21st‐century	NUM
futech-502	495	20	business	business	NOUN
futech-502	495	21	.	.	PUNCT
futech-502	496	1	environmental	environmental	ADJ
futech-502	496	2	quality	quality	NOUN
futech-502	496	3	management	management	NOUN
futech-502	496	4	,	,	PUNCT
futech-502	496	5	1998	1998	NUM
futech-502	496	6	.	.	PUNCT
futech-502	497	1	8(1	8(1	NOUN
futech-502	497	2	):	):	PUNCT
futech-502	497	3	3751	3751	NUM
futech-502	497	4	.	.	PUNCT
futech-502	498	1	this	this	DET
futech-502	498	2	article	article	NOUN
futech-502	498	3	is	be	AUX
futech-502	498	4	an	an	DET
futech-502	498	5	open	open	ADJ
futech-502	498	6	-	-	PUNCT
futech-502	498	7	access	access	NOUN
futech-502	498	8	article	article	NOUN
futech-502	498	9	distributed	distribute	VERB
futech-502	498	10	under	under	ADP
futech-502	498	11	the	the	DET
futech-502	498	12	terms	term	NOUN
futech-502	498	13	and	and	CCONJ
futech-502	498	14	conditions	condition	NOUN
futech-502	498	15	of	of	ADP
futech-502	498	16	the	the	DET
futech-502	498	17	creative	creative	ADJ
futech-502	498	18	commons	common	NOUN
futech-502	498	19	attribution	attribution	NOUN
futech-502	498	20	(	(	PUNCT
futech-502	498	21	cc	cc	NOUN
futech-502	498	22	by	by	ADP
futech-502	498	23	)	)	PUNCT
futech-502	498	24	license	license	NOUN
futech-502	498	25	(	(	PUNCT
futech-502	498	26	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
futech-502	498	27	)	)	PUNCT
futech-502	498	28	.	.	PUNCT
futech-502	499	1	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN