id	sid	tid	token	lemma	pos
futech-159	1	1	af	af	PROPN
futech-159	1	2	.	.	PUNCT
futech-159	2	1	obele	obele	PROPN
futech-159	2	2	et	et	PROPN
futech-159	2	3	al	al	PROPN
futech-159	2	4	.	.	PROPN
futech-159	2	5	/future	/future	PUNCT
futech-159	2	6	technology	technology	PROPN
futech-159	2	7	august	august	PROPN
futech-159	2	8	2024|	2024|	PROPN
futech-159	3	1	volume	volume	NOUN
futech-159	3	2	03	03	NUM
futech-159	4	1	|	|	ADV
futech-159	4	2	issue	issue	NOUN
futech-159	4	3	03	03	NUM
futech-159	5	1	|	|	ADV
futech-159	5	2	pages	page	NOUN
futech-159	5	3	08	08	NUM
futech-159	5	4	-	-	SYM
futech-159	5	5	14	14	NUM
futech-159	5	6	8	8	NUM
futech-159	5	7	article	article	NOUN
futech-159	5	8	the	the	DET
futech-159	5	9	application	application	NOUN
futech-159	5	10	of	of	ADP
futech-159	5	11	the	the	DET
futech-159	5	12	bayesian	bayesian	NOUN
futech-159	5	13	linear	linear	PROPN
futech-159	5	14	regression	regression	NOUN
futech-159	5	15	model	model	NOUN
futech-159	5	16	to	to	PART
futech-159	5	17	optimize	optimize	VERB
futech-159	5	18	the	the	DET
futech-159	5	19	maintenance	maintenance	NOUN
futech-159	5	20	of	of	ADP
futech-159	5	21	a	a	DET
futech-159	5	22	programmable	programmable	ADJ
futech-159	5	23	logic	logic	NOUN
futech-159	5	24	controller	controller	NOUN
futech-159	5	25	alenju	alenju	PROPN
futech-159	5	26	frank	frank	PROPN
futech-159	5	27	obele	obele	PROPN
futech-159	5	28	*	*	PROPN
futech-159	5	29	,	,	PUNCT
futech-159	5	30	daniel	daniel	PROPN
futech-159	5	31	o.	o.	PROPN
futech-159	5	32	aikhuele	aikhuele	PROPN
futech-159	5	33	,	,	PUNCT
futech-159	5	34	nwosu	nwosu	PROPN
futech-159	5	35	h.u	h.u	PROPN
futech-159	5	36	.	.	PROPN
futech-159	5	37	department	department	PROPN
futech-159	5	38	of	of	ADP
futech-159	5	39	mechanical	mechanical	ADJ
futech-159	5	40	engineering	engineering	NOUN
futech-159	5	41	,	,	PUNCT
futech-159	5	42	university	university	NOUN
futech-159	5	43	of	of	ADP
futech-159	5	44	port	port	PROPN
futech-159	5	45	harcourt	harcourt	PROPN
futech-159	5	46	,	,	PUNCT
futech-159	5	47	east	east	PROPN
futech-159	5	48	-	-	PUNCT
futech-159	5	49	west	west	PROPN
futech-159	5	50	road	road	NOUN
futech-159	5	51	,	,	PUNCT
futech-159	5	52	port	port	NOUN
futech-159	5	53	harcourt	harcourt	PROPN
futech-159	5	54	,	,	PUNCT
futech-159	5	55	nigeria	nigeria	PROPN
futech-159	5	56	a	a	DET
futech-159	5	57	r	r	NOUN
futech-159	5	58	t	t	NOUN
futech-159	6	1	i	i	PRON
futech-159	6	2	c	c	NOUN
futech-159	6	3	l	l	NOUN
futech-159	6	4	e	e	NOUN
futech-159	7	1	i	i	PRON
futech-159	7	2	n	n	VERB
futech-159	7	3	f	f	NOUN
futech-159	7	4	o	o	NOUN
futech-159	7	5	article	article	NOUN
futech-159	7	6	history	history	NOUN
futech-159	7	7	:	:	PUNCT
futech-159	7	8	received	receive	VERB
futech-159	7	9	09	09	NUM
futech-159	7	10	february	february	NOUN
futech-159	7	11	2024	2024	NUM
futech-159	7	12	received	receive	VERB
futech-159	7	13	in	in	ADP
futech-159	7	14	revised	revise	VERB
futech-159	7	15	form	form	NOUN
futech-159	7	16	18	18	NUM
futech-159	7	17	march	march	NOUN
futech-159	7	18	2024	2024	NUM
futech-159	7	19	accepted	accept	VERB
futech-159	7	20	27	27	NUM
futech-159	7	21	march	march	NOUN
futech-159	7	22	2024	2024	NUM
futech-159	7	23	keywords	keyword	NOUN
futech-159	7	24	:	:	PUNCT
futech-159	7	25	programmable	programmable	ADJ
futech-159	7	26	logic	logic	NOUN
futech-159	7	27	controllers	controller	NOUN
futech-159	7	28	,	,	PUNCT
futech-159	7	29	bayesian	bayesian	NOUN
futech-159	7	30	linear	linear	PROPN
futech-159	7	31	inference	inference	PROPN
futech-159	7	32	,	,	PUNCT
futech-159	7	33	total	total	ADJ
futech-159	7	34	downtime	downtime	NOUN
futech-159	7	35	,	,	PUNCT
futech-159	7	36	total	total	ADJ
futech-159	7	37	unexpected	unexpected	ADJ
futech-159	7	38	intervals	interval	NOUN
futech-159	7	39	,	,	PUNCT
futech-159	7	40	mean	mean	VERB
futech-159	7	41	time	time	NOUN
futech-159	7	42	to	to	PART
futech-159	7	43	repair	repair	VERB
futech-159	7	44	,	,	PUNCT
futech-159	7	45	mean	mean	VERB
futech-159	7	46	time	time	NOUN
futech-159	7	47	between	between	ADP
futech-159	7	48	failures	failure	NOUN
futech-159	7	49	*	*	SYM
futech-159	7	50	corresponding	correspond	VERB
futech-159	7	51	author	author	NOUN
futech-159	7	52	email	email	NOUN
futech-159	7	53	address	address	NOUN
futech-159	7	54	:	:	PUNCT
futech-159	7	55	alenjuobele@yahoo.com	alenjuobele@yahoo.com	X
futech-159	8	1	doi	doi	NOUN
futech-159	8	2	:	:	PUNCT
futech-159	8	3	10.55670	10.55670	NUM
futech-159	8	4	/	/	SYM
futech-159	8	5	fpll.futech.3.3.2	fpll.futech.3.3.2	NOUN
futech-159	8	6	a	a	DET
futech-159	8	7	b	b	PROPN
futech-159	8	8	s	s	ADP
futech-159	8	9	t	t	PROPN
futech-159	8	10	r	r	NOUN
futech-159	8	11	a	a	DET
futech-159	8	12	c	c	NOUN
futech-159	8	13	t	t	NOUN
futech-159	8	14	in	in	ADP
futech-159	8	15	this	this	DET
futech-159	8	16	paper	paper	NOUN
futech-159	8	17	,	,	PUNCT
futech-159	8	18	an	an	DET
futech-159	8	19	optimization	optimization	NOUN
futech-159	8	20	approach	approach	NOUN
futech-159	8	21	,	,	PUNCT
futech-159	8	22	which	which	PRON
futech-159	8	23	is	be	AUX
futech-159	8	24	based	base	VERB
futech-159	8	25	on	on	ADP
futech-159	8	26	the	the	DET
futech-159	8	27	bayesian	bayesian	NOUN
futech-159	8	28	linear	linear	PROPN
futech-159	8	29	inference	inference	PROPN
futech-159	8	30	(	(	PUNCT
futech-159	8	31	bli	bli	PROPN
futech-159	8	32	)	)	PUNCT
futech-159	8	33	model	model	NOUN
futech-159	8	34	,	,	PUNCT
futech-159	8	35	has	have	AUX
futech-159	8	36	been	be	AUX
futech-159	8	37	proposed	propose	VERB
futech-159	8	38	for	for	ADP
futech-159	8	39	the	the	DET
futech-159	8	40	maintenance	maintenance	NOUN
futech-159	8	41	of	of	ADP
futech-159	8	42	programmable	programmable	ADJ
futech-159	8	43	logic	logic	NOUN
futech-159	8	44	controllers	controller	NOUN
futech-159	8	45	(	(	PUNCT
futech-159	8	46	plcs	plcs	PROPN
futech-159	8	47	)	)	PUNCT
futech-159	8	48	.	.	PUNCT
futech-159	9	1	the	the	DET
futech-159	9	2	bli	bli	PROPN
futech-159	9	3	model	model	PROPN
futech-159	9	4	,	,	PUNCT
futech-159	9	5	which	which	PRON
futech-159	9	6	is	be	AUX
futech-159	9	7	implemented	implement	VERB
futech-159	9	8	using	use	VERB
futech-159	9	9	historical	historical	ADJ
futech-159	9	10	data	datum	NOUN
futech-159	9	11	,	,	PUNCT
futech-159	9	12	incorporates	incorporate	VERB
futech-159	9	13	maintenance	maintenance	NOUN
futech-159	9	14	indicators	indicator	NOUN
futech-159	9	15	like	like	ADP
futech-159	9	16	the	the	DET
futech-159	9	17	number	number	NOUN
futech-159	9	18	of	of	ADP
futech-159	9	19	failures	failure	NOUN
futech-159	9	20	(	(	PUNCT
futech-159	9	21	nf	nf	INTJ
futech-159	9	22	)	)	PUNCT
futech-159	9	23	,	,	PUNCT
futech-159	9	24	total	total	ADJ
futech-159	9	25	downtime	downtime	NOUN
futech-159	9	26	(	(	PUNCT
futech-159	9	27	td	td	NOUN
futech-159	9	28	)	)	PUNCT
futech-159	9	29	,	,	PUNCT
futech-159	9	30	total	total	ADJ
futech-159	9	31	unexpected	unexpected	ADJ
futech-159	9	32	intervals	interval	NOUN
futech-159	9	33	(	(	PUNCT
futech-159	9	34	tui	tui	NOUN
futech-159	9	35	)	)	PUNCT
futech-159	9	36	,	,	PUNCT
futech-159	9	37	mean	mean	VERB
futech-159	9	38	time	time	NOUN
futech-159	9	39	to	to	PART
futech-159	9	40	repair	repair	VERB
futech-159	9	41	(	(	PUNCT
futech-159	9	42	mttr	mttr	NOUN
futech-159	9	43	)	)	PUNCT
futech-159	9	44	and	and	CCONJ
futech-159	9	45	mean	mean	VERB
futech-159	9	46	time	time	NOUN
futech-159	9	47	between	between	ADP
futech-159	9	48	failures	failure	NOUN
futech-159	9	49	(	(	PUNCT
futech-159	9	50	mtbf	mtbf	NOUN
futech-159	9	51	)	)	PUNCT
futech-159	9	52	.	.	PUNCT
futech-159	10	1	it	it	PRON
futech-159	10	2	offers	offer	VERB
futech-159	10	3	a	a	DET
futech-159	10	4	probabilistic	probabilistic	ADJ
futech-159	10	5	framework	framework	NOUN
futech-159	10	6	for	for	ADP
futech-159	10	7	determining	determine	VERB
futech-159	10	8	the	the	DET
futech-159	10	9	influence	influence	NOUN
futech-159	10	10	of	of	ADP
futech-159	10	11	each	each	DET
futech-159	10	12	predictor	predictor	NOUN
futech-159	10	13	variable	variable	NOUN
futech-159	10	14	on	on	ADP
futech-159	10	15	plc	plc	PROPN
futech-159	10	16	maintenance	maintenance	NOUN
futech-159	10	17	.	.	PUNCT
futech-159	11	1	the	the	DET
futech-159	11	2	model	model	NOUN
futech-159	11	3	produces	produce	VERB
futech-159	11	4	posterior	posterior	ADJ
futech-159	11	5	means	mean	NOUN
futech-159	11	6	,	,	PUNCT
futech-159	11	7	credible	credible	ADJ
futech-159	11	8	intervals	interval	NOUN
futech-159	11	9	,	,	PUNCT
futech-159	11	10	and	and	CCONJ
futech-159	11	11	standard	standard	ADJ
futech-159	11	12	deviations	deviation	NOUN
futech-159	11	13	,	,	PUNCT
futech-159	11	14	which	which	PRON
futech-159	11	15	provide	provide	VERB
futech-159	11	16	insights	insight	NOUN
futech-159	11	17	into	into	ADP
futech-159	11	18	the	the	DET
futech-159	11	19	magnitude	magnitude	NOUN
futech-159	11	20	and	and	CCONJ
futech-159	11	21	uncertainty	uncertainty	NOUN
futech-159	11	22	of	of	ADP
futech-159	11	23	these	these	DET
futech-159	11	24	relationships	relationship	NOUN
futech-159	11	25	.	.	PUNCT
futech-159	12	1	the	the	DET
futech-159	12	2	results	result	NOUN
futech-159	12	3	from	from	ADP
futech-159	12	4	the	the	DET
futech-159	12	5	study	study	NOUN
futech-159	12	6	show	show	VERB
futech-159	12	7	that	that	SCONJ
futech-159	12	8	factors	factor	NOUN
futech-159	12	9	like	like	ADP
futech-159	12	10	nf	nf	INTJ
futech-159	12	11	and	and	CCONJ
futech-159	12	12	td	td	NOUN
futech-159	12	13	are	be	AUX
futech-159	12	14	influenced	influence	VERB
futech-159	12	15	by	by	ADP
futech-159	12	16	the	the	DET
futech-159	12	17	magnitude	magnitude	NOUN
futech-159	12	18	and	and	CCONJ
futech-159	12	19	direction	direction	NOUN
futech-159	12	20	of	of	ADP
futech-159	12	21	the	the	DET
futech-159	12	22	maintenance	maintenance	NOUN
futech-159	12	23	levels	level	NOUN
futech-159	12	24	.	.	PUNCT
futech-159	13	1	also	also	ADV
futech-159	13	2	,	,	PUNCT
futech-159	13	3	the	the	DET
futech-159	13	4	r	r	NOUN
futech-159	13	5	-	-	PUNCT
futech-159	13	6	squared	square	VERB
futech-159	13	7	score	score	NOUN
futech-159	13	8	(	(	PUNCT
futech-159	13	9	0.85	0.85	NUM
futech-159	13	10	)	)	PUNCT
futech-159	13	11	also	also	ADV
futech-159	13	12	indicates	indicate	VERB
futech-159	13	13	how	how	SCONJ
futech-159	13	14	much	much	ADJ
futech-159	13	15	of	of	ADP
futech-159	13	16	the	the	DET
futech-159	13	17	variability	variability	NOUN
futech-159	13	18	in	in	ADP
futech-159	13	19	maintenance	maintenance	NOUN
futech-159	13	20	in	in	ADP
futech-159	13	21	the	the	DET
futech-159	13	22	system	system	NOUN
futech-159	13	23	.	.	PUNCT
futech-159	14	1	from	from	ADP
futech-159	14	2	the	the	DET
futech-159	14	3	results	result	NOUN
futech-159	14	4	obtained	obtain	VERB
futech-159	14	5	,	,	PUNCT
futech-159	14	6	the	the	DET
futech-159	14	7	study	study	NOUN
futech-159	14	8	can	can	AUX
futech-159	14	9	conclude	conclude	VERB
futech-159	14	10	that	that	SCONJ
futech-159	14	11	the	the	DET
futech-159	14	12	bli	bli	PROPN
futech-159	14	13	model	model	NOUN
futech-159	14	14	can	can	AUX
futech-159	14	15	optimize	optimize	VERB
futech-159	14	16	plc	plc	PROPN
futech-159	14	17	maintenance	maintenance	NOUN
futech-159	14	18	procedures	procedure	NOUN
futech-159	14	19	by	by	ADP
futech-159	14	20	identifying	identify	VERB
futech-159	14	21	essential	essential	ADJ
futech-159	14	22	components	component	NOUN
futech-159	14	23	and	and	CCONJ
futech-159	14	24	their	their	PRON
futech-159	14	25	contributions	contribution	NOUN
futech-159	14	26	.	.	PUNCT
futech-159	15	1	also	also	ADV
futech-159	15	2	,	,	PUNCT
futech-159	15	3	it	it	PRON
futech-159	15	4	is	be	AUX
futech-159	15	5	able	able	ADJ
futech-159	15	6	to	to	PART
futech-159	15	7	estimate	estimate	VERB
futech-159	15	8	future	future	ADJ
futech-159	15	9	maintenance	maintenance	NOUN
futech-159	15	10	requirements	requirement	NOUN
futech-159	15	11	and	and	CCONJ
futech-159	15	12	helps	help	VERB
futech-159	15	13	with	with	ADP
futech-159	15	14	resource	resource	NOUN
futech-159	15	15	allocation	allocation	NOUN
futech-159	15	16	and	and	CCONJ
futech-159	15	17	process	process	NOUN
futech-159	15	18	optimization	optimization	NOUN
futech-159	15	19	decisions	decision	NOUN
futech-159	15	20	.	.	PUNCT
futech-159	16	1	1	1	X
futech-159	16	2	.	.	X
futech-159	16	3	introduction	introduction	NOUN
futech-159	16	4	programmable	programmable	ADJ
futech-159	16	5	logic	logic	NOUN
futech-159	16	6	controllers	controller	NOUN
futech-159	16	7	(	(	PUNCT
futech-159	16	8	plcs	plcs	PROPN
futech-159	16	9	)	)	PUNCT
futech-159	16	10	,	,	PUNCT
futech-159	16	11	which	which	PRON
futech-159	16	12	are	be	AUX
futech-159	16	13	essential	essential	ADJ
futech-159	16	14	components	component	NOUN
futech-159	16	15	of	of	ADP
futech-159	16	16	industrial	industrial	ADJ
futech-159	16	17	automation	automation	NOUN
futech-159	16	18	systems	system	NOUN
futech-159	16	19	,	,	PUNCT
futech-159	16	20	are	be	AUX
futech-159	16	21	used	use	VERB
futech-159	16	22	in	in	ADP
futech-159	16	23	manufacturing	manufacture	VERB
futech-159	16	24	settings	setting	NOUN
futech-159	16	25	to	to	PART
futech-159	16	26	manage	manage	VERB
futech-159	16	27	and	and	CCONJ
futech-159	16	28	monitor	monitor	VERB
futech-159	16	29	a	a	DET
futech-159	16	30	variety	variety	NOUN
futech-159	16	31	of	of	ADP
futech-159	16	32	operations	operation	NOUN
futech-159	16	33	.	.	PUNCT
futech-159	17	1	for	for	ADP
futech-159	17	2	plcs	plcs	PROPN
futech-159	17	3	,	,	PUNCT
futech-159	17	4	effective	effective	ADJ
futech-159	17	5	maintenance	maintenance	NOUN
futech-159	17	6	procedures	procedure	NOUN
futech-159	17	7	are	be	AUX
futech-159	17	8	critical	critical	ADJ
futech-159	17	9	to	to	ADP
futech-159	17	10	ensuring	ensure	VERB
futech-159	17	11	their	their	PRON
futech-159	17	12	longevity	longevity	NOUN
futech-159	17	13	and	and	CCONJ
futech-159	17	14	reliability	reliability	NOUN
futech-159	17	15	.	.	PUNCT
futech-159	18	1	although	although	SCONJ
futech-159	18	2	several	several	ADJ
futech-159	18	3	authors	author	NOUN
futech-159	18	4	have	have	AUX
futech-159	18	5	proposed	propose	VERB
futech-159	18	6	and	and	CCONJ
futech-159	18	7	developed	develop	VERB
futech-159	18	8	models	model	NOUN
futech-159	18	9	for	for	ADP
futech-159	18	10	the	the	DET
futech-159	18	11	management	management	NOUN
futech-159	18	12	of	of	ADP
futech-159	18	13	maintenance	maintenance	NOUN
futech-159	18	14	,	,	PUNCT
futech-159	18	15	longevity	longevity	NOUN
futech-159	18	16	,	,	PUNCT
futech-159	18	17	and	and	CCONJ
futech-159	18	18	reliability	reliability	NOUN
futech-159	18	19	of	of	ADP
futech-159	18	20	the	the	DET
futech-159	18	21	plc	plc	PROPN
futech-159	18	22	systems	system	NOUN
futech-159	18	23	[	[	X
futech-159	18	24	15	15	NUM
futech-159	18	25	]	]	X
futech-159	18	26	;	;	PUNCT
futech-159	18	27	however	however	ADV
futech-159	18	28	,	,	PUNCT
futech-159	18	29	there	there	PRON
futech-159	18	30	are	be	VERB
futech-159	18	31	still	still	ADV
futech-159	18	32	limited	limited	ADJ
futech-159	18	33	studies	study	NOUN
futech-159	18	34	,	,	PUNCT
futech-159	18	35	on	on	ADP
futech-159	18	36	the	the	DET
futech-159	18	37	specific	specific	ADJ
futech-159	18	38	subjects	subject	NOUN
futech-159	18	39	of	of	ADP
futech-159	18	40	maintenance	maintenance	NOUN
futech-159	18	41	optimization	optimization	NOUN
futech-159	18	42	for	for	ADP
futech-159	18	43	plc	plc	PROPN
futech-159	18	44	systems	system	NOUN
futech-159	18	45	.	.	PUNCT
futech-159	19	1	through	through	ADP
futech-159	19	2	typical	typical	ADJ
futech-159	19	3	maintenance	maintenance	NOUN
futech-159	19	4	optimization	optimization	NOUN
futech-159	19	5	,	,	PUNCT
futech-159	19	6	organizations	organization	NOUN
futech-159	19	7	can	can	AUX
futech-159	19	8	reduce	reduce	VERB
futech-159	19	9	the	the	DET
futech-159	19	10	probability	probability	NOUN
futech-159	19	11	of	of	ADP
futech-159	19	12	unexpected	unexpected	ADJ
futech-159	19	13	failures	failure	NOUN
futech-159	19	14	,	,	PUNCT
futech-159	19	15	such	such	ADJ
futech-159	19	16	that	that	SCONJ
futech-159	19	17	they	they	PRON
futech-159	19	18	can	can	AUX
futech-159	19	19	reduce	reduce	VERB
futech-159	19	20	the	the	DET
futech-159	19	21	amount	amount	NOUN
futech-159	19	22	of	of	ADP
futech-159	19	23	downtime	downtime	NOUN
futech-159	19	24	and	and	CCONJ
futech-159	19	25	increase	increase	VERB
futech-159	19	26	productivity	productivity	NOUN
futech-159	19	27	.	.	PUNCT
futech-159	20	1	also	also	ADV
futech-159	20	2	,	,	PUNCT
futech-159	20	3	they	they	PRON
futech-159	20	4	will	will	AUX
futech-159	20	5	be	be	AUX
futech-159	20	6	able	able	ADJ
futech-159	20	7	to	to	PART
futech-159	20	8	guarantee	guarantee	VERB
futech-159	20	9	that	that	SCONJ
futech-159	20	10	plc	plc	PROPN
futech-159	20	11	systems	system	NOUN
futech-159	20	12	run	run	VERB
futech-159	20	13	at	at	ADP
futech-159	20	14	optimal	optimal	ADJ
futech-159	20	15	efficiency	efficiency	NOUN
futech-159	20	16	with	with	ADP
futech-159	20	17	the	the	DET
futech-159	20	18	lowest	low	ADJ
futech-159	20	19	failure	failure	NOUN
futech-159	20	20	risk	risk	NOUN
futech-159	20	21	by	by	ADP
futech-159	20	22	optimizing	optimize	VERB
futech-159	20	23	maintenance	maintenance	NOUN
futech-159	20	24	schedules	schedule	NOUN
futech-159	20	25	based	base	VERB
futech-159	20	26	on	on	ADP
futech-159	20	27	criteria	criterion	NOUN
futech-159	20	28	such	such	ADJ
futech-159	20	29	as	as	ADP
futech-159	20	30	equipment	equipment	NOUN
futech-159	20	31	usage	usage	NOUN
futech-159	20	32	,	,	PUNCT
futech-159	20	33	operational	operational	ADJ
futech-159	20	34	conditions	condition	NOUN
futech-159	20	35	,	,	PUNCT
futech-159	20	36	and	and	CCONJ
futech-159	20	37	historical	historical	ADJ
futech-159	20	38	performance	performance	NOUN
futech-159	20	39	data	datum	NOUN
futech-159	20	40	.	.	PUNCT
futech-159	21	1	this	this	DET
futech-159	21	2	method	method	NOUN
futech-159	21	3	bridges	bridge	VERB
futech-159	21	4	the	the	DET
futech-159	21	5	gap	gap	NOUN
futech-159	21	6	between	between	ADP
futech-159	21	7	academic	academic	ADJ
futech-159	21	8	research	research	NOUN
futech-159	21	9	and	and	CCONJ
futech-159	21	10	the	the	DET
futech-159	21	11	practical	practical	ADJ
futech-159	21	12	application	application	NOUN
futech-159	21	13	of	of	ADP
futech-159	21	14	maintenance	maintenance	NOUN
futech-159	21	15	optimization	optimization	NOUN
futech-159	21	16	models	model	NOUN
futech-159	21	17	.	.	PUNCT
futech-159	22	1	dekker	dekker	NOUN
futech-159	23	1	[	[	X
futech-159	23	2	6	6	NUM
futech-159	23	3	]	]	PUNCT
futech-159	23	4	described	describe	VERB
futech-159	23	5	his	his	PRON
futech-159	23	6	perception	perception	NOUN
futech-159	23	7	of	of	ADP
futech-159	23	8	an	an	DET
futech-159	23	9	optimization	optimization	NOUN
futech-159	23	10	model	model	NOUN
futech-159	23	11	as	as	ADP
futech-159	23	12	representing	represent	VERB
futech-159	23	13	a	a	DET
futech-159	23	14	technical	technical	ADJ
futech-159	23	15	system	system	NOUN
futech-159	23	16	,	,	PUNCT
futech-159	23	17	its	its	PRON
futech-159	23	18	function	function	NOUN
futech-159	23	19	and	and	CCONJ
futech-159	23	20	importance	importance	NOUN
futech-159	23	21	,	,	PUNCT
futech-159	23	22	system	system	NOUN
futech-159	23	23	deterioration	deterioration	NOUN
futech-159	23	24	,	,	PUNCT
futech-159	23	25	available	available	ADJ
futech-159	23	26	system	system	NOUN
futech-159	23	27	information	information	NOUN
futech-159	23	28	,	,	PUNCT
futech-159	23	29	an	an	DET
futech-159	23	30	objective	objective	ADJ
futech-159	23	31	function	function	NOUN
futech-159	23	32	,	,	PUNCT
futech-159	23	33	and	and	CCONJ
futech-159	23	34	an	an	DET
futech-159	23	35	optimization	optimization	NOUN
futech-159	23	36	technique	technique	NOUN
futech-159	23	37	.	.	PUNCT
futech-159	24	1	wang	wang	PROPN
futech-159	25	1	[	[	X
futech-159	25	2	5	5	NUM
futech-159	25	3	]	]	PUNCT
futech-159	25	4	created	create	VERB
futech-159	25	5	a	a	DET
futech-159	25	6	general	general	ADJ
futech-159	25	7	framework	framework	NOUN
futech-159	25	8	for	for	ADP
futech-159	25	9	optimizing	optimize	VERB
futech-159	25	10	maintenance	maintenance	NOUN
futech-159	25	11	policies	policy	NOUN
futech-159	25	12	,	,	PUNCT
futech-159	25	13	system	system	NOUN
futech-159	25	14	configuration	configuration	NOUN
futech-159	25	15	,	,	PUNCT
futech-159	25	16	maintenance	maintenance	NOUN
futech-159	25	17	effectiveness	effectiveness	NOUN
futech-159	25	18	,	,	PUNCT
futech-159	25	19	maintenance	maintenance	NOUN
futech-159	25	20	cost	cost	NOUN
futech-159	25	21	,	,	PUNCT
futech-159	25	22	optimization	optimization	NOUN
futech-159	25	23	criteria	criterion	NOUN
futech-159	25	24	,	,	PUNCT
futech-159	25	25	modeling	modeling	NOUN
futech-159	25	26	tools	tool	NOUN
futech-159	25	27	,	,	PUNCT
futech-159	25	28	planning	plan	VERB
futech-159	25	29	horizon	horizon	NOUN
futech-159	25	30	,	,	PUNCT
futech-159	25	31	reliability	reliability	NOUN
futech-159	25	32	,	,	PUNCT
futech-159	25	33	and	and	CCONJ
futech-159	25	34	system	system	NOUN
futech-159	25	35	information	information	NOUN
futech-159	25	36	which	which	PRON
futech-159	25	37	are	be	AUX
futech-159	25	38	used	use	VERB
futech-159	25	39	as	as	ADP
futech-159	25	40	inputs	input	NOUN
futech-159	25	41	for	for	ADP
futech-159	25	42	the	the	DET
futech-159	25	43	framework	framework	NOUN
futech-159	25	44	.	.	PUNCT
futech-159	26	1	according	accord	VERB
futech-159	26	2	to	to	ADP
futech-159	26	3	marais	marais	PROPN
futech-159	26	4	&	&	CCONJ
futech-159	26	5	saleh	saleh	PROPN
futech-159	26	6	[	[	X
futech-159	26	7	7	7	NUM
futech-159	26	8	]	]	PUNCT
futech-159	26	9	,	,	PUNCT
futech-159	26	10	different	different	ADJ
futech-159	26	11	optimization	optimization	NOUN
futech-159	26	12	models	model	NOUN
futech-159	26	13	can	can	AUX
futech-159	26	14	be	be	AUX
futech-159	26	15	obtained	obtain	VERB
futech-159	26	16	by	by	ADP
futech-159	26	17	changing	change	VERB
futech-159	26	18	the	the	DET
futech-159	26	19	system	system	NOUN
futech-159	26	20	configuration	configuration	NOUN
futech-159	26	21	,	,	PUNCT
futech-159	26	22	maintenance	maintenance	NOUN
futech-159	26	23	effectiveness	effectiveness	NOUN
futech-159	26	24	,	,	PUNCT
futech-159	26	25	planning	planning	NOUN
futech-159	26	26	horizon	horizon	NOUN
futech-159	26	27	,	,	PUNCT
futech-159	26	28	analytical	analytical	ADJ
futech-159	26	29	tools	tool	NOUN
futech-159	26	30	,	,	PUNCT
futech-159	26	31	and	and	CCONJ
futech-159	26	32	component	component	NOUN
futech-159	26	33	dependencies	dependency	NOUN
futech-159	26	34	.	.	PUNCT
futech-159	27	1	although	although	SCONJ
futech-159	27	2	this	this	PRON
futech-159	27	3	provides	provide	VERB
futech-159	27	4	a	a	DET
futech-159	27	5	good	good	ADJ
futech-159	27	6	idea	idea	NOUN
futech-159	27	7	for	for	ADP
futech-159	27	8	building	build	VERB
futech-159	27	9	a	a	DET
futech-159	27	10	maintenance	maintenance	NOUN
futech-159	27	11	optimization	optimization	NOUN
futech-159	27	12	model	model	NOUN
futech-159	27	13	;	;	PUNCT
futech-159	27	14	however	however	ADV
futech-159	27	15	,	,	PUNCT
futech-159	27	16	it	it	PRON
futech-159	27	17	does	do	AUX
futech-159	27	18	not	not	PART
futech-159	27	19	include	include	VERB
futech-159	27	20	all	all	PRON
futech-159	27	21	of	of	ADP
futech-159	27	22	the	the	DET
futech-159	27	23	optimization	optimization	NOUN
futech-159	27	24	classes	class	NOUN
futech-159	27	25	.	.	PUNCT
futech-159	28	1	optimization	optimization	NOUN
futech-159	28	2	classes	class	NOUN
futech-159	28	3	are	be	AUX
futech-159	28	4	the	the	DET
futech-159	28	5	input	input	NOUN
futech-159	28	6	parameters	parameter	NOUN
futech-159	28	7	required	require	VERB
futech-159	28	8	to	to	PART
futech-159	28	9	build	build	VERB
futech-159	28	10	a	a	DET
futech-159	28	11	maintenance	maintenance	NOUN
futech-159	28	12	optimization	optimization	NOUN
futech-159	28	13	model	model	NOUN
futech-159	28	14	,	,	PUNCT
futech-159	28	15	which	which	PRON
futech-159	28	16	is	be	AUX
futech-159	28	17	expected	expect	VERB
futech-159	28	18	to	to	PART
futech-159	28	19	produce	produce	VERB
futech-159	28	20	the	the	DET
futech-159	28	21	desired	desire	VERB
futech-159	28	22	output	output	NOUN
futech-159	28	23	.	.	PUNCT
futech-159	29	1	while	while	SCONJ
futech-159	29	2	most	most	ADJ
futech-159	29	3	optimization	optimization	NOUN
futech-159	29	4	models	model	NOUN
futech-159	29	5	adopt	adopt	VERB
futech-159	29	6	a	a	DET
futech-159	29	7	component	component	NOUN
futech-159	29	8	perspective	perspective	NOUN
futech-159	29	9	,	,	PUNCT
futech-159	29	10	tan	tan	PROPN
futech-159	29	11	&	&	CCONJ
futech-159	29	12	raghavan	raghavan	PROPN
futech-159	30	1	[	[	X
futech-159	30	2	8	8	NUM
futech-159	30	3	]	]	PUNCT
futech-159	30	4	developed	develop	VERB
futech-159	30	5	a	a	DET
futech-159	30	6	framework	framework	NOUN
futech-159	30	7	for	for	ADP
futech-159	30	8	a	a	DET
futech-159	30	9	predictive	predictive	ADJ
futech-159	30	10	maintenance	maintenance	NOUN
futech-159	30	11	-	-	PUNCT
futech-159	30	12	based	base	VERB
futech-159	30	13	plan	plan	NOUN
futech-159	30	14	generated	generate	VERB
futech-159	30	15	from	from	ADP
futech-159	30	16	a	a	DET
futech-159	30	17	system	system	NOUN
futech-159	30	18	perspective	perspective	NOUN
futech-159	30	19	.	.	PUNCT
futech-159	31	1	wang	wang	PROPN
futech-159	32	1	[	[	X
futech-159	32	2	5	5	NUM
futech-159	32	3	]	]	PUNCT
futech-159	32	4	and	and	CCONJ
futech-159	32	5	nicolai	nicolai	PROPN
futech-159	32	6	&	&	CCONJ
futech-159	32	7	dekker	dekker	PROPN
futech-159	33	1	[	[	X
futech-159	33	2	3	3	NUM
futech-159	33	3	]	]	PUNCT
futech-159	33	4	considered	consider	VERB
futech-159	33	5	the	the	DET
futech-159	33	6	planning	planning	NOUN
futech-159	33	7	horizon	horizon	NOUN
futech-159	33	8	when	when	SCONJ
futech-159	33	9	categorizing	categorize	VERB
futech-159	33	10	the	the	DET
futech-159	33	11	different	different	ADJ
futech-159	33	12	optimization	optimization	NOUN
futech-159	33	13	methods	method	NOUN
futech-159	33	14	where	where	SCONJ
futech-159	33	15	they	they	PRON
futech-159	33	16	were	be	AUX
futech-159	33	17	classified	classify	VERB
futech-159	33	18	into	into	ADP
futech-159	33	19	models	model	NOUN
futech-159	33	20	for	for	ADP
futech-159	33	21	finite	finite	ADJ
futech-159	33	22	periods	period	NOUN
futech-159	33	23	;	;	PUNCT
futech-159	33	24	however	however	ADV
futech-159	33	25	,	,	PUNCT
futech-159	33	26	they	they	PRON
futech-159	33	27	did	do	AUX
futech-159	33	28	n’t	not	PART
futech-159	33	29	consider	consider	VERB
futech-159	33	30	the	the	DET
futech-159	33	31	exploration	exploration	NOUN
futech-159	33	32	of	of	ADP
futech-159	33	33	maintenance	maintenance	NOUN
futech-159	33	34	optimization	optimization	NOUN
futech-159	33	35	.	.	PUNCT
futech-159	34	1	using	use	VERB
futech-159	34	2	the	the	DET
futech-159	34	3	markov	markov	NOUN
futech-159	34	4	future	future	ADJ
futech-159	34	5	technology	technology	NOUN
futech-159	34	6	open	open	ADJ
futech-159	34	7	access	access	NOUN
futech-159	34	8	journal	journal	PROPN
futech-159	34	9	https://doi.org/10.55670/fpll.futech.3.3.2	https://doi.org/10.55670/fpll.futech.3.3.2	VERB
futech-159	34	10	august	august	PROPN
futech-159	34	11	2024|	2024|	PROPN
futech-159	34	12	volume	volume	NOUN
futech-159	34	13	03	03	NUM
futech-159	35	1	|	|	ADV
futech-159	35	2	issue	issue	NOUN
futech-159	35	3	03	03	NUM
futech-159	36	1	|	|	NOUN
futech-159	36	2	pages	page	NOUN
futech-159	36	3	0814	0814	NUM
futech-159	37	1	journal	journal	PROPN
futech-159	37	2	homepage	homepage	NOUN
futech-159	37	3	:	:	PUNCT
futech-159	37	4	https://fupubco.com/futech	https://fupubco.com/futech	PROPN
futech-159	37	5	issn	issn	VERB
futech-159	37	6	2832	2832	NUM
futech-159	37	7	-	-	SYM
futech-159	37	8	0379	0379	NUM
futech-159	37	9	mailto:alenjuobele@yahoo.com	mailto:alenjuobele@yahoo.com	NOUN
futech-159	37	10	https://doi.org/10.55670/fpll.futech.3.3.2	https://doi.org/10.55670/fpll.futech.3.3.2	VERB
futech-159	37	11	https://fupubco.com/futech	https://fupubco.com/futech	PROPN
futech-159	37	12	https://fupubco.com/	https://fupubco.com/	PROPN
futech-159	37	13	af	af	PROPN
futech-159	37	14	.	.	PUNCT
futech-159	38	1	obele	obele	PROPN
futech-159	38	2	et	et	PROPN
futech-159	38	3	al	al	PROPN
futech-159	38	4	.	.	PROPN
futech-159	38	5	/future	/future	PUNCT
futech-159	38	6	technology	technology	PROPN
futech-159	38	7	august	august	PROPN
futech-159	38	8	2024|	2024|	PROPN
futech-159	39	1	volume	volume	NOUN
futech-159	39	2	03	03	NUM
futech-159	40	1	|	|	ADV
futech-159	40	2	issue	issue	NOUN
futech-159	40	3	03	03	NUM
futech-159	41	1	|	|	ADV
futech-159	41	2	pages	page	NOUN
futech-159	41	3	08	08	NUM
futech-159	41	4	-	-	SYM
futech-159	41	5	14	14	NUM
futech-159	41	6	9	9	NUM
futech-159	41	7	analysis	analysis	NOUN
futech-159	41	8	method	method	NOUN
futech-159	41	9	,	,	PUNCT
futech-159	41	10	alizadeh	alizadeh	NOUN
futech-159	41	11	&	&	CCONJ
futech-159	41	12	sriramula	sriramula	PROPN
futech-159	42	1	[	[	X
futech-159	42	2	9	9	NUM
futech-159	42	3	]	]	PUNCT
futech-159	42	4	and	and	CCONJ
futech-159	42	5	liu	liu	PROPN
futech-159	42	6	&	&	CCONJ
futech-159	42	7	frangopol	frangopol	PROPN
futech-159	42	8	[	[	X
futech-159	42	9	10	10	NUM
futech-159	42	10	]	]	PUNCT
futech-159	42	11	presented	present	VERB
futech-159	42	12	a	a	DET
futech-159	42	13	novel	novel	ADJ
futech-159	42	14	reliability	reliability	NOUN
futech-159	42	15	model	model	NOUN
futech-159	42	16	for	for	ADP
futech-159	42	17	redundant	redundant	ADJ
futech-159	42	18	safety	safety	NOUN
futech-159	42	19	-	-	PUNCT
futech-159	42	20	related	relate	VERB
futech-159	42	21	systems	system	NOUN
futech-159	42	22	.	.	PUNCT
futech-159	43	1	providing	provide	VERB
futech-159	43	2	a	a	DET
futech-159	43	3	logical	logical	ADJ
futech-159	43	4	reliability	reliability	NOUN
futech-159	43	5	assessment	assessment	NOUN
futech-159	43	6	of	of	ADP
futech-159	43	7	ship	ship	NOUN
futech-159	43	8	structures	structure	NOUN
futech-159	43	9	under	under	ADP
futech-159	43	10	various	various	ADJ
futech-159	43	11	threats	threat	NOUN
futech-159	43	12	throughout	throughout	ADP
futech-159	43	13	their	their	PRON
futech-159	43	14	lifecycle	lifecycle	NOUN
futech-159	43	15	.	.	PUNCT
futech-159	44	1	a	a	DET
futech-159	44	2	flexible	flexible	ADJ
futech-159	44	3	set	set	NOUN
futech-159	44	4	of	of	ADP
futech-159	44	5	modeling	model	VERB
futech-159	44	6	patterns	pattern	NOUN
futech-159	44	7	was	be	AUX
futech-159	44	8	presented	present	VERB
futech-159	44	9	by	by	ADP
futech-159	44	10	meng	meng	PROPN
futech-159	44	11	et	et	PROPN
futech-159	44	12	al	al	PROPN
futech-159	44	13	.	.	PUNCT
futech-159	45	1	[	[	X
futech-159	45	2	11	11	NUM
futech-159	45	3	]	]	PUNCT
futech-159	45	4	and	and	CCONJ
futech-159	45	5	implemented	implement	VERB
futech-159	45	6	in	in	ADP
futech-159	45	7	the	the	DET
futech-159	45	8	alta	alta	PROPN
futech-159	45	9	-	-	PUNCT
futech-159	45	10	rica	rica	PROPN
futech-159	45	11	3.0	3.0	NUM
futech-159	45	12	language	language	NOUN
futech-159	45	13	.	.	PUNCT
futech-159	46	1	chen	chen	PROPN
futech-159	46	2	&	&	CCONJ
futech-159	46	3	mehrabani	mehrabani	PROPN
futech-159	47	1	[	[	X
futech-159	47	2	12	12	NUM
futech-159	47	3	]	]	PUNCT
futech-159	47	4	introduced	introduce	VERB
futech-159	47	5	a	a	DET
futech-159	47	6	technique	technique	NOUN
futech-159	47	7	for	for	ADP
futech-159	47	8	analyzing	analyze	VERB
futech-159	47	9	the	the	DET
futech-159	47	10	reliability	reliability	NOUN
futech-159	47	11	of	of	ADP
futech-159	47	12	coastal	coastal	ADJ
futech-159	47	13	flood	flood	NOUN
futech-159	47	14	defenses	defense	NOUN
futech-159	47	15	,	,	PUNCT
futech-159	47	16	such	such	ADJ
futech-159	47	17	as	as	ADP
futech-159	47	18	earth	earth	NOUN
futech-159	47	19	sea	sea	NOUN
futech-159	47	20	dykes	dyke	NOUN
futech-159	47	21	,	,	PUNCT
futech-159	47	22	about	about	ADP
futech-159	47	23	changing	change	VERB
futech-159	47	24	operating	operate	VERB
futech-159	47	25	conditions	condition	NOUN
futech-159	47	26	.	.	PUNCT
futech-159	48	1	the	the	DET
futech-159	48	2	method	method	NOUN
futech-159	48	3	also	also	ADV
futech-159	48	4	included	include	VERB
futech-159	48	5	future	future	ADJ
futech-159	48	6	performance	performance	NOUN
futech-159	48	7	projections	projection	NOUN
futech-159	48	8	and	and	CCONJ
futech-159	48	9	the	the	DET
futech-159	48	10	best	good	ADJ
futech-159	48	11	maintenance	maintenance	NOUN
futech-159	48	12	plan	plan	NOUN
futech-159	48	13	.	.	PUNCT
futech-159	49	1	a	a	DET
futech-159	49	2	unique	unique	ADJ
futech-159	49	3	approach	approach	NOUN
futech-159	49	4	to	to	ADP
futech-159	49	5	reliability	reliability	NOUN
futech-159	49	6	-	-	PUNCT
futech-159	49	7	centered	center	VERB
futech-159	49	8	maintenance	maintenance	NOUN
futech-159	49	9	based	base	VERB
futech-159	49	10	on	on	ADP
futech-159	49	11	artificial	artificial	ADJ
futech-159	49	12	neural	neural	ADJ
futech-159	49	13	networks	network	NOUN
futech-159	49	14	was	be	AUX
futech-159	49	15	introduced	introduce	VERB
futech-159	49	16	by	by	ADP
futech-159	49	17	pliego	pliego	PROPN
futech-159	49	18	marugán	marugán	PROPN
futech-159	49	19	et	et	PROPN
futech-159	49	20	al	al	PROPN
futech-159	49	21	.	.	PUNCT
futech-159	50	1	[	[	X
futech-159	50	2	13	13	NUM
futech-159	50	3	]	]	PUNCT
futech-159	50	4	.	.	PUNCT
futech-159	51	1	zhu	zhu	PROPN
futech-159	51	2	et	et	PROPN
futech-159	51	3	al	al	PROPN
futech-159	51	4	.	.	PUNCT
futech-159	52	1	[	[	X
futech-159	52	2	14	14	NUM
futech-159	52	3	]	]	PUNCT
futech-159	52	4	presented	present	VERB
futech-159	52	5	and	and	CCONJ
futech-159	52	6	examined	examine	VERB
futech-159	52	7	a	a	DET
futech-159	52	8	reliability	reliability	NOUN
futech-159	52	9	and	and	CCONJ
futech-159	52	10	maintenance	maintenance	NOUN
futech-159	52	11	model	model	NOUN
futech-159	52	12	of	of	ADP
futech-159	52	13	a	a	DET
futech-159	52	14	k	k	NOUN
futech-159	52	15	-	-	PUNCT
futech-159	52	16	out	out	ADP
futech-159	52	17	-	-	PUNCT
futech-159	52	18	of	of	ADP
futech-159	52	19	-	-	PUNCT
futech-159	52	20	n	n	CCONJ
futech-159	52	21	:	:	PUNCT
futech-159	52	22	f	f	NOUN
futech-159	52	23	system	system	NOUN
futech-159	52	24	for	for	ADP
futech-159	52	25	plcs	plcs	NOUN
futech-159	52	26	.	.	PUNCT
futech-159	53	1	during	during	ADP
futech-159	53	2	this	this	DET
futech-159	53	3	process	process	NOUN
futech-159	53	4	,	,	PUNCT
futech-159	53	5	the	the	DET
futech-159	53	6	system	system	NOUN
futech-159	53	7	underwent	undergo	VERB
futech-159	53	8	a	a	DET
futech-159	53	9	rebuilding	rebuilding	NOUN
futech-159	53	10	process	process	NOUN
futech-159	53	11	with	with	ADP
futech-159	53	12	reduced	reduced	ADJ
futech-159	53	13	performance	performance	NOUN
futech-159	53	14	,	,	PUNCT
futech-159	53	15	which	which	PRON
futech-159	53	16	was	be	AUX
futech-159	53	17	followed	follow	VERB
futech-159	53	18	by	by	ADP
futech-159	53	19	preventive	preventive	ADJ
futech-159	53	20	maintenance	maintenance	NOUN
futech-159	53	21	(	(	PUNCT
futech-159	53	22	pm	pm	NOUN
futech-159	53	23	)	)	PUNCT
futech-159	53	24	with	with	ADP
futech-159	53	25	the	the	DET
futech-159	53	26	replacement	replacement	NOUN
futech-159	53	27	of	of	ADP
futech-159	53	28	malfunctioning	malfunction	VERB
futech-159	53	29	components	component	NOUN
futech-159	53	30	.	.	PUNCT
futech-159	54	1	during	during	ADP
futech-159	54	2	this	this	DET
futech-159	54	3	rebuilding	rebuilding	NOUN
futech-159	54	4	process	process	NOUN
futech-159	54	5	,	,	PUNCT
futech-159	54	6	the	the	DET
futech-159	54	7	system	system	NOUN
futech-159	54	8	was	be	AUX
futech-159	54	9	susceptible	susceptible	ADJ
futech-159	54	10	to	to	ADP
futech-159	54	11	failure	failure	NOUN
futech-159	54	12	with	with	ADP
futech-159	54	13	various	various	ADJ
futech-159	54	14	failure	failure	NOUN
futech-159	54	15	criteria	criterion	NOUN
futech-159	54	16	.	.	PUNCT
futech-159	55	1	izquierdo	izquierdo	PROPN
futech-159	55	2	et	et	PROPN
futech-159	55	3	al	al	PROPN
futech-159	55	4	.	.	PUNCT
futech-159	56	1	[	[	X
futech-159	56	2	15	15	NUM
futech-159	56	3	]	]	PUNCT
futech-159	56	4	proposed	propose	VERB
futech-159	56	5	a	a	DET
futech-159	56	6	novel	novel	ADJ
futech-159	56	7	strategy	strategy	NOUN
futech-159	56	8	that	that	PRON
futech-159	56	9	used	use	VERB
futech-159	56	10	a	a	DET
futech-159	56	11	case	case	NOUN
futech-159	56	12	study	study	NOUN
futech-159	56	13	approach	approach	NOUN
futech-159	56	14	to	to	PART
futech-159	56	15	validate	validate	VERB
futech-159	56	16	it	it	PRON
futech-159	56	17	,	,	PUNCT
futech-159	56	18	which	which	PRON
futech-159	56	19	helped	help	VERB
futech-159	56	20	to	to	PART
futech-159	56	21	reduce	reduce	VERB
futech-159	56	22	the	the	DET
futech-159	56	23	uncertainty	uncertainty	NOUN
futech-159	56	24	arising	arise	VERB
futech-159	56	25	from	from	ADP
futech-159	56	26	the	the	DET
futech-159	56	27	operational	operational	ADJ
futech-159	56	28	context	context	NOUN
futech-159	56	29	.	.	PUNCT
futech-159	57	1	a	a	DET
futech-159	57	2	condition	condition	NOUN
futech-159	57	3	-	-	PUNCT
futech-159	57	4	based	base	VERB
futech-159	57	5	maintenance	maintenance	NOUN
futech-159	57	6	decision	decision	NOUN
futech-159	57	7	framework	framework	NOUN
futech-159	57	8	for	for	ADP
futech-159	57	9	a	a	DET
futech-159	57	10	multi	multi	ADJ
futech-159	57	11	-	-	ADJ
futech-159	57	12	component	component	ADJ
futech-159	57	13	system	system	NOUN
futech-159	57	14	subject	subject	ADJ
futech-159	57	15	to	to	ADP
futech-159	57	16	a	a	DET
futech-159	57	17	system	system	NOUN
futech-159	57	18	reliability	reliability	NOUN
futech-159	57	19	requirement	requirement	NOUN
futech-159	57	20	was	be	AUX
futech-159	57	21	created	create	VERB
futech-159	57	22	by	by	ADP
futech-159	57	23	shi	shi	PROPN
futech-159	57	24	et	et	PROPN
futech-159	57	25	al	al	PROPN
futech-159	57	26	.	.	PUNCT
futech-159	58	1	[	[	X
futech-159	58	2	16	16	NUM
futech-159	58	3	]	]	PUNCT
futech-159	58	4	.	.	PUNCT
futech-159	59	1	ma	ma	PROPN
futech-159	59	2	et	et	PROPN
futech-159	59	3	al	al	PROPN
futech-159	59	4	.	.	PUNCT
futech-159	60	1	[	[	X
futech-159	60	2	17	17	NUM
futech-159	60	3	]	]	PUNCT
futech-159	60	4	looked	look	VERB
futech-159	60	5	into	into	ADP
futech-159	60	6	the	the	DET
futech-159	60	7	methodologies	methodology	NOUN
futech-159	60	8	for	for	ADP
futech-159	60	9	maintenance	maintenance	NOUN
futech-159	60	10	optimization	optimization	NOUN
futech-159	60	11	and	and	CCONJ
futech-159	60	12	reliability	reliability	NOUN
futech-159	60	13	analysis	analysis	NOUN
futech-159	60	14	of	of	ADP
futech-159	60	15	a	a	DET
futech-159	60	16	two	two	NUM
futech-159	60	17	-	-	PUNCT
futech-159	60	18	unit	unit	NOUN
futech-159	60	19	warm	warm	ADJ
futech-159	60	20	standby	standby	ADJ
futech-159	60	21	cooling	cool	VERB
futech-159	60	22	system	system	NOUN
futech-159	60	23	.	.	PUNCT
futech-159	61	1	a	a	DET
futech-159	61	2	performance	performance	NOUN
futech-159	61	3	-	-	PUNCT
futech-159	61	4	balanced	balance	VERB
futech-159	61	5	system	system	NOUN
futech-159	61	6	operating	operate	VERB
futech-159	61	7	in	in	ADP
futech-159	61	8	a	a	DET
futech-159	61	9	shock	shock	NOUN
futech-159	61	10	environment	environment	NOUN
futech-159	61	11	was	be	AUX
futech-159	61	12	proposed	propose	VERB
futech-159	61	13	by	by	ADP
futech-159	61	14	wang	wang	PROPN
futech-159	61	15	et	et	PROPN
futech-159	61	16	al	al	PROPN
futech-159	61	17	.	.	PUNCT
futech-159	62	1	[	[	X
futech-159	62	2	18	18	NUM
futech-159	62	3	]	]	PUNCT
futech-159	62	4	,	,	PUNCT
futech-159	62	5	which	which	PRON
futech-159	62	6	is	be	AUX
futech-159	62	7	hardly	hardly	ADV
futech-159	62	8	observed	observe	VERB
futech-159	62	9	in	in	ADP
futech-159	62	10	the	the	DET
futech-159	62	11	literature	literature	NOUN
futech-159	62	12	.	.	PUNCT
futech-159	63	1	the	the	DET
futech-159	63	2	joint	joint	ADJ
futech-159	63	3	optimization	optimization	NOUN
futech-159	63	4	of	of	ADP
futech-159	63	5	lot	lot	NOUN
futech-159	63	6	sizing	sizing	NOUN
futech-159	63	7	and	and	CCONJ
futech-159	63	8	maintenance	maintenance	NOUN
futech-159	63	9	policy	policy	NOUN
futech-159	63	10	for	for	ADP
futech-159	63	11	a	a	DET
futech-159	63	12	multi	multi	ADJ
futech-159	63	13	-	-	ADJ
futech-159	63	14	product	product	ADJ
futech-159	63	15	production	production	NOUN
futech-159	63	16	system	system	NOUN
futech-159	63	17	subject	subject	ADJ
futech-159	63	18	to	to	ADP
futech-159	63	19	two	two	NUM
futech-159	63	20	failure	failure	NOUN
futech-159	63	21	scenarios	scenario	NOUN
futech-159	63	22	was	be	AUX
futech-159	63	23	studied	study	VERB
futech-159	63	24	by	by	ADP
futech-159	63	25	gao	gao	PROPN
futech-159	63	26	et	et	PROPN
futech-159	63	27	al	al	PROPN
futech-159	63	28	.	.	PUNCT
futech-159	64	1	[	[	X
futech-159	64	2	19	19	NUM
futech-159	64	3	]	]	PUNCT
futech-159	64	4	.	.	PUNCT
futech-159	65	1	chang	chang	PROPN
futech-159	65	2	et	et	PROPN
futech-159	65	3	al	al	PROPN
futech-159	65	4	.	.	PUNCT
futech-159	66	1	[	[	X
futech-159	66	2	20	20	NUM
futech-159	66	3	]	]	PUNCT
futech-159	66	4	applied	apply	VERB
futech-159	66	5	the	the	DET
futech-159	66	6	approach	approach	NOUN
futech-159	66	7	of	of	ADP
futech-159	66	8	minimal	minimal	ADJ
futech-159	66	9	cuts	cut	NOUN
futech-159	66	10	for	for	ADP
futech-159	66	11	demand	demand	NOUN
futech-159	66	12	d	d	NOUN
futech-159	66	13	(	(	PUNCT
futech-159	66	14	d	d	PROPN
futech-159	66	15	-	-	PUNCT
futech-159	66	16	mc	mc	NOUN
futech-159	66	17	)	)	PUNCT
futech-159	66	18	to	to	PART
futech-159	66	19	evaluate	evaluate	VERB
futech-159	66	20	the	the	DET
futech-159	66	21	time	time	NOUN
futech-159	66	22	-	-	PUNCT
futech-159	66	23	related	relate	VERB
futech-159	66	24	reliability	reliability	NOUN
futech-159	66	25	of	of	ADP
futech-159	66	26	a	a	DET
futech-159	66	27	multi	multi	ADJ
futech-159	66	28	-	-	ADJ
futech-159	66	29	state	state	ADJ
futech-159	66	30	flow	flow	NOUN
futech-159	66	31	network	network	NOUN
futech-159	66	32	(	(	PUNCT
futech-159	66	33	msfn	msfn	ADJ
futech-159	66	34	)	)	PUNCT
futech-159	66	35	.	.	PUNCT
futech-159	67	1	to	to	PART
futech-159	67	2	address	address	VERB
futech-159	67	3	the	the	DET
futech-159	67	4	maintenance	maintenance	NOUN
futech-159	67	5	optimization	optimization	NOUN
futech-159	67	6	issue	issue	NOUN
futech-159	67	7	of	of	ADP
futech-159	67	8	the	the	DET
futech-159	67	9	plcs	plcs	PROPN
futech-159	67	10	system	system	NOUN
futech-159	67	11	,	,	PUNCT
futech-159	67	12	a	a	DET
futech-159	67	13	bayesian	bayesian	NOUN
futech-159	67	14	linear	linear	PROPN
futech-159	67	15	inference	inference	PROPN
futech-159	67	16	(	(	PUNCT
futech-159	67	17	bli	bli	NOUN
futech-159	67	18	)	)	PUNCT
futech-159	67	19	model	model	NOUN
futech-159	67	20	has	have	AUX
futech-159	67	21	been	be	AUX
futech-159	67	22	proposed	propose	VERB
futech-159	67	23	in	in	ADP
futech-159	67	24	this	this	DET
futech-159	67	25	study	study	NOUN
futech-159	67	26	.	.	PUNCT
futech-159	68	1	the	the	DET
futech-159	68	2	bli	bli	PROPN
futech-159	68	3	is	be	AUX
futech-159	68	4	a	a	DET
futech-159	68	5	potent	potent	ADJ
futech-159	68	6	statistical	statistical	ADJ
futech-159	68	7	method	method	NOUN
futech-159	68	8	that	that	PRON
futech-159	68	9	maximizes	maximize	VERB
futech-159	68	10	maintenance	maintenance	NOUN
futech-159	68	11	strategies	strategy	NOUN
futech-159	68	12	by	by	ADP
futech-159	68	13	utilizing	utilize	VERB
futech-159	68	14	both	both	PRON
futech-159	68	15	linear	linear	ADJ
futech-159	68	16	modeling	modeling	NOUN
futech-159	68	17	and	and	CCONJ
futech-159	68	18	bayesian	bayesian	NOUN
futech-159	68	19	principles	principle	NOUN
futech-159	68	20	.	.	PUNCT
futech-159	69	1	using	use	VERB
futech-159	69	2	the	the	DET
futech-159	69	3	bli	bli	PROPN
futech-159	69	4	model	model	NOUN
futech-159	69	5	to	to	PART
futech-159	69	6	schedule	schedule	VERB
futech-159	69	7	and	and	CCONJ
futech-159	69	8	carry	carry	VERB
futech-159	69	9	out	out	ADP
futech-159	69	10	maintenance	maintenance	NOUN
futech-159	69	11	for	for	ADP
futech-159	69	12	plc	plc	PROPN
futech-159	69	13	systems	system	NOUN
futech-159	69	14	transforms	transform	VERB
futech-159	69	15	the	the	DET
futech-159	69	16	process	process	NOUN
futech-159	69	17	and	and	CCONJ
futech-159	69	18	results	result	NOUN
futech-159	69	19	in	in	ADP
futech-159	69	20	lower	low	ADJ
futech-159	69	21	costs	cost	NOUN
futech-159	69	22	,	,	PUNCT
futech-159	69	23	downtime	downtime	NOUN
futech-159	69	24	,	,	PUNCT
futech-159	69	25	and	and	CCONJ
futech-159	69	26	an	an	DET
futech-159	69	27	increase	increase	NOUN
futech-159	69	28	in	in	ADP
futech-159	69	29	the	the	DET
futech-159	69	30	system	system	NOUN
futech-159	69	31	’s	’s	PART
futech-159	69	32	reliability	reliability	NOUN
futech-159	69	33	.	.	PUNCT
futech-159	70	1	with	with	ADP
futech-159	70	2	the	the	DET
futech-159	70	3	bli	bli	PROPN
futech-159	70	4	model	model	PROPN
futech-159	70	5	,	,	PUNCT
futech-159	70	6	the	the	DET
futech-159	70	7	study	study	NOUN
futech-159	70	8	will	will	AUX
futech-159	70	9	be	be	AUX
futech-159	70	10	able	able	ADJ
futech-159	70	11	to	to	PART
futech-159	70	12	take	take	VERB
futech-159	70	13	into	into	ADP
futech-159	70	14	account	account	NOUN
futech-159	70	15	system	system	NOUN
futech-159	70	16	variability	variability	NOUN
futech-159	70	17	and	and	CCONJ
futech-159	70	18	uncertainties	uncertainty	NOUN
futech-159	70	19	,	,	PUNCT
futech-159	70	20	which	which	PRON
futech-159	70	21	are	be	AUX
futech-159	70	22	common	common	ADJ
futech-159	70	23	within	within	ADP
futech-159	70	24	the	the	DET
futech-159	70	25	complex	complex	ADJ
futech-159	70	26	and	and	CCONJ
futech-159	70	27	dynamic	dynamic	ADJ
futech-159	70	28	environments	environment	NOUN
futech-159	70	29	in	in	ADP
futech-159	70	30	which	which	PRON
futech-159	70	31	plcs	plcs	PROPN
futech-159	70	32	operate	operate	VERB
futech-159	70	33	.	.	PUNCT
futech-159	71	1	this	this	DET
futech-159	71	2	model	model	NOUN
futech-159	71	3	is	be	AUX
futech-159	71	4	especially	especially	ADV
futech-159	71	5	useful	useful	ADJ
futech-159	71	6	as	as	SCONJ
futech-159	71	7	it	it	PRON
futech-159	71	8	is	be	AUX
futech-159	71	9	possible	possible	ADJ
futech-159	71	10	to	to	PART
futech-159	71	11	accurately	accurately	ADV
futech-159	71	12	estimate	estimate	VERB
futech-159	71	13	future	future	ADJ
futech-159	71	14	maintenance	maintenance	NOUN
futech-159	71	15	requirements	requirement	NOUN
futech-159	71	16	by	by	ADP
futech-159	71	17	simulating	simulate	VERB
futech-159	71	18	the	the	DET
futech-159	71	19	interactions	interaction	NOUN
futech-159	71	20	between	between	ADP
futech-159	71	21	the	the	DET
futech-159	71	22	many	many	ADJ
futech-159	71	23	elements	element	NOUN
futech-159	71	24	that	that	PRON
futech-159	71	25	characterize	characterize	VERB
futech-159	71	26	the	the	DET
futech-159	71	27	plcs	plcs	NOUN
futech-159	71	28	system	system	NOUN
futech-159	71	29	performance	performance	NOUN
futech-159	71	30	.	.	PUNCT
futech-159	72	1	maintenance	maintenance	NOUN
futech-159	72	2	workers	worker	NOUN
futech-159	72	3	can	can	AUX
futech-159	72	4	make	make	VERB
futech-159	72	5	wellinformed	wellinforme	VERB
futech-159	72	6	decisions	decision	NOUN
futech-159	72	7	and	and	CCONJ
futech-159	72	8	judgments	judgment	NOUN
futech-159	72	9	using	use	VERB
futech-159	72	10	these	these	DET
futech-159	72	11	approaches	approach	NOUN
futech-159	72	12	,	,	PUNCT
futech-159	72	13	which	which	PRON
futech-159	72	14	offer	offer	VERB
futech-159	72	15	a	a	DET
futech-159	72	16	probabilistic	probabilistic	ADJ
futech-159	72	17	framework	framework	NOUN
futech-159	72	18	based	base	VERB
futech-159	72	19	on	on	ADP
futech-159	72	20	the	the	DET
futech-159	72	21	likelihood	likelihood	NOUN
futech-159	72	22	of	of	ADP
futech-159	72	23	various	various	ADJ
futech-159	72	24	outcomes	outcome	NOUN
futech-159	72	25	and	and	CCONJ
futech-159	72	26	for	for	ADP
futech-159	72	27	handling	handle	VERB
futech-159	72	28	the	the	DET
futech-159	72	29	inherent	inherent	ADJ
futech-159	72	30	uncertainties	uncertainty	NOUN
futech-159	72	31	in	in	ADP
futech-159	72	32	plc	plc	PROPN
futech-159	72	33	's	's	PART
futech-159	72	34	behavior	behavior	NOUN
futech-159	72	35	,	,	PUNCT
futech-159	72	36	such	such	ADJ
futech-159	72	37	as	as	ADP
futech-159	72	38	wear	wear	NOUN
futech-159	72	39	and	and	CCONJ
futech-159	72	40	tear	tear	ADJ
futech-159	72	41	,	,	PUNCT
futech-159	72	42	weather	weather	NOUN
futech-159	72	43	conditions	condition	NOUN
futech-159	72	44	,	,	PUNCT
futech-159	72	45	and	and	CCONJ
futech-159	72	46	component	component	NOUN
futech-159	72	47	deterioration	deterioration	NOUN
futech-159	72	48	.	.	PUNCT
futech-159	73	1	2	2	X
futech-159	73	2	.	.	X
futech-159	73	3	bayesian	bayesian	PROPN
futech-159	73	4	linear	linear	PROPN
futech-159	73	5	inference	inference	PROPN
futech-159	73	6	model	model	NOUN
futech-159	73	7	the	the	DET
futech-159	73	8	bayesian	bayesian	NOUN
futech-159	73	9	linear	linear	PROPN
futech-159	73	10	inference	inference	NOUN
futech-159	73	11	model	model	NOUN
futech-159	73	12	is	be	AUX
futech-159	73	13	a	a	DET
futech-159	73	14	probabilistic	probabilistic	ADJ
futech-159	73	15	version	version	NOUN
futech-159	73	16	of	of	ADP
futech-159	73	17	the	the	DET
futech-159	73	18	linear	linear	ADJ
futech-159	73	19	regression	regression	NOUN
futech-159	73	20	that	that	PRON
futech-159	73	21	applies	apply	VERB
futech-159	73	22	the	the	DET
futech-159	73	23	bayesian	bayesian	NOUN
futech-159	73	24	principles	principle	NOUN
futech-159	73	25	.	.	PUNCT
futech-159	74	1	it	it	PRON
futech-159	74	2	represents	represent	VERB
futech-159	74	3	a	a	DET
futech-159	74	4	framework	framework	NOUN
futech-159	74	5	for	for	ADP
futech-159	74	6	the	the	DET
futech-159	74	7	estimation	estimation	NOUN
futech-159	74	8	of	of	ADP
futech-159	74	9	the	the	DET
futech-159	74	10	parameters	parameter	NOUN
futech-159	74	11	of	of	ADP
futech-159	74	12	a	a	DET
futech-159	74	13	linear	linear	ADJ
futech-159	74	14	regression	regression	NOUN
futech-159	74	15	model	model	NOUN
futech-159	74	16	taking	take	VERB
futech-159	74	17	into	into	ADP
futech-159	74	18	account	account	NOUN
futech-159	74	19	the	the	DET
futech-159	74	20	uncertainty	uncertainty	NOUN
futech-159	74	21	,	,	PUNCT
futech-159	74	22	and	and	CCONJ
futech-159	74	23	allowing	allow	VERB
futech-159	74	24	for	for	ADP
futech-159	74	25	re	re	NOUN
futech-159	74	26	-	-	NOUN
futech-159	74	27	use	use	NOUN
futech-159	74	28	of	of	ADP
futech-159	74	29	previous	previous	ADJ
futech-159	74	30	experience	experience	NOUN
futech-159	74	31	.	.	PUNCT
futech-159	75	1	it	it	PRON
futech-159	75	2	is	be	AUX
futech-159	75	3	a	a	DET
futech-159	75	4	powerful	powerful	ADJ
futech-159	75	5	agent	agent	NOUN
futech-159	75	6	in	in	ADP
futech-159	75	7	incorporating	incorporate	VERB
futech-159	75	8	past	past	ADJ
futech-159	75	9	knowledge	knowledge	NOUN
futech-159	75	10	of	of	ADP
futech-159	75	11	the	the	DET
futech-159	75	12	parameters	parameter	NOUN
futech-159	75	13	.	.	PUNCT
futech-159	76	1	this	this	PRON
futech-159	76	2	is	be	AUX
futech-159	76	3	most	most	ADV
futech-159	76	4	beneficial	beneficial	ADJ
futech-159	76	5	in	in	ADP
futech-159	76	6	cases	case	NOUN
futech-159	76	7	where	where	SCONJ
futech-159	76	8	such	such	ADJ
futech-159	76	9	information	information	NOUN
futech-159	76	10	about	about	ADP
futech-159	76	11	the	the	DET
futech-159	76	12	variables	variable	NOUN
futech-159	76	13	or	or	CCONJ
futech-159	76	14	parameters	parameter	NOUN
futech-159	76	15	is	be	AUX
futech-159	76	16	available	available	ADJ
futech-159	76	17	previously	previously	ADV
futech-159	76	18	.	.	PUNCT
futech-159	77	1	uncertainty	uncertainty	NOUN
futech-159	77	2	in	in	ADP
futech-159	77	3	parameter	parameter	NOUN
futech-159	77	4	estimations	estimation	NOUN
futech-159	77	5	is	be	AUX
futech-159	77	6	captured	capture	VERB
futech-159	77	7	in	in	ADP
futech-159	77	8	it	it	PRON
futech-159	77	9	.	.	PUNCT
futech-159	78	1	rather	rather	ADV
futech-159	78	2	than	than	ADP
futech-159	78	3	providing	provide	VERB
futech-159	78	4	point	point	NOUN
futech-159	78	5	estimates	estimate	NOUN
futech-159	78	6	of	of	ADP
futech-159	78	7	regression	regression	NOUN
futech-159	78	8	coefficients	coefficient	NOUN
futech-159	78	9	and	and	CCONJ
futech-159	78	10	error	error	NOUN
futech-159	78	11	variance	variance	NOUN
futech-159	78	12	,	,	PUNCT
futech-159	78	13	the	the	DET
futech-159	78	14	model	model	NOUN
futech-159	78	15	generates	generate	VERB
futech-159	78	16	posterior	posterior	ADJ
futech-159	78	17	distributions	distribution	NOUN
futech-159	78	18	that	that	PRON
futech-159	78	19	represent	represent	VERB
futech-159	78	20	the	the	DET
futech-159	78	21	range	range	NOUN
futech-159	78	22	of	of	ADP
futech-159	78	23	feasible	feasible	ADJ
futech-159	78	24	values	value	NOUN
futech-159	78	25	for	for	ADP
futech-159	78	26	the	the	DET
futech-159	78	27	parameters	parameter	NOUN
futech-159	78	28	in	in	ADP
futech-159	78	29	light	light	NOUN
futech-159	78	30	of	of	ADP
futech-159	78	31	the	the	DET
futech-159	78	32	observed	observe	VERB
futech-159	78	33	data	datum	NOUN
futech-159	78	34	and	and	CCONJ
futech-159	78	35	previous	previous	ADJ
futech-159	78	36	knowledge	knowledge	NOUN
futech-159	78	37	.	.	PUNCT
futech-159	79	1	the	the	DET
futech-159	79	2	governing	govern	VERB
futech-159	79	3	equations	equation	NOUN
futech-159	79	4	of	of	ADP
futech-159	79	5	the	the	DET
futech-159	79	6	model	model	NOUN
futech-159	79	7	have	have	AUX
futech-159	79	8	been	be	AUX
futech-159	79	9	presented	present	VERB
futech-159	79	10	in	in	ADP
futech-159	79	11	the	the	DET
futech-159	79	12	following	follow	VERB
futech-159	79	13	definitions	definition	NOUN
futech-159	79	14	.	.	PUNCT
futech-159	80	1	3	3	X
futech-159	80	2	.	.	X
futech-159	80	3	definition	definition	NOUN
futech-159	80	4	let	let	VERB
futech-159	80	5	the	the	DET
futech-159	80	6	prior	prior	ADJ
futech-159	80	7	distribution	distribution	NOUN
futech-159	80	8	of	of	ADP
futech-159	80	9	θ	θ	PROPN
futech-159	80	10	be	be	AUX
futech-159	80	11	given	give	VERB
futech-159	80	12	as	as	ADP
futech-159	80	13	a	a	DET
futech-159	80	14	normal	normal	ADJ
futech-159	80	15	distribution	distribution	NOUN
futech-159	80	16	ν(μ	ν(μ	PROPN
futech-159	80	17	,	,	PUNCT
futech-159	80	18	σ	σ	PROPN
futech-159	80	19	)	)	PUNCT
futech-159	80	20	where	where	SCONJ
futech-159	80	21	μ	μ	NOUN
futech-159	80	22	is	be	AUX
futech-159	80	23	the	the	DET
futech-159	80	24	mean	mean	NOUN
futech-159	80	25	and	and	CCONJ
futech-159	80	26	can	can	AUX
futech-159	80	27	also	also	ADV
futech-159	80	28	be	be	AUX
futech-159	80	29	referred	refer	VERB
futech-159	80	30	to	to	ADP
futech-159	80	31	as	as	ADP
futech-159	80	32	the	the	DET
futech-159	80	33	first	first	ADJ
futech-159	80	34	moment	moment	NOUN
futech-159	80	35	and	and	CCONJ
futech-159	80	36	σ	σ	PROPN
futech-159	80	37	be	be	VERB
futech-159	80	38	the	the	DET
futech-159	80	39	covariance	covariance	NOUN
futech-159	80	40	matrix	matrix	NOUN
futech-159	80	41	and	and	CCONJ
futech-159	80	42	the	the	DET
futech-159	80	43	second	second	ADJ
futech-159	80	44	moment	moment	NOUN
futech-159	80	45	of	of	ADP
futech-159	80	46	the	the	DET
futech-159	80	47	distribution	distribution	NOUN
futech-159	80	48	,	,	PUNCT
futech-159	80	49	such	such	ADJ
futech-159	80	50	that	that	SCONJ
futech-159	80	51	the	the	DET
futech-159	80	52	probability	probability	NOUN
futech-159	80	53	of	of	ADP
futech-159	80	54	θ	θ	PROPN
futech-159	80	55	is	be	AUX
futech-159	80	56	given	give	VERB
futech-159	80	57	as	as	ADP
futech-159	80	58	:	:	PUNCT
futech-159	80	59	𝑃(𝜃	𝑃(𝜃	NUM
futech-159	80	60	)	)	PUNCT
futech-159	80	61	=	=	SYM
futech-159	80	62	1	1	NUM
futech-159	80	63	𝑍	𝑍	NOUN
futech-159	80	64	𝑒𝑥𝑝	𝑒𝑥𝑝	INTJ
futech-159	80	65	{	{	PUNCT
futech-159	80	66	−	−	PROPN
futech-159	80	67	1	1	NUM
futech-159	80	68	2	2	NUM
futech-159	80	69	(	(	PUNCT
futech-159	80	70	𝜃	𝜃	NOUN
futech-159	80	71	−	−	NOUN
futech-159	80	72	𝜇)𝑇ς−1(𝜃	𝜇)𝑇ς−1(𝜃	ADJ
futech-159	80	73	−	−	NOUN
futech-159	80	74	𝜇	𝜇	NOUN
futech-159	80	75	)	)	PUNCT
futech-159	80	76	}	}	PUNCT
futech-159	80	77	(	(	PUNCT
futech-159	80	78	1	1	X
futech-159	80	79	)	)	PUNCT
futech-159	80	80	where	where	SCONJ
futech-159	80	81	𝜇	𝜇	ADP
futech-159	80	82	=	=	SYM
futech-159	80	83	𝐸𝑝(𝜃)[𝜃	𝐸𝑝(𝜃)[𝜃	NOUN
futech-159	80	84	]	]	PUNCT
futech-159	81	1	𝑎𝑛𝑑	𝑎𝑛𝑑	PROPN
futech-159	81	2	σ	σ	PROPN
futech-159	81	3	=	=	PUNCT
futech-159	81	4	𝐸𝑝(𝜃)[(𝜃	𝐸𝑝(𝜃)[(𝜃	PROPN
futech-159	81	5	−	−	NOUN
futech-159	81	6	𝜇)𝑇(𝜃	𝜇)𝑇(𝜃	PROPN
futech-159	81	7	−	−	NOUN
futech-159	81	8	𝜇	𝜇	NOUN
futech-159	81	9	)	)	PUNCT
futech-159	81	10	]	]	X
futech-159	81	11	equation	equation	NOUN
futech-159	81	12	(	(	PUNCT
futech-159	81	13	1	1	X
futech-159	81	14	)	)	PUNCT
futech-159	81	15	is	be	AUX
futech-159	81	16	the	the	DET
futech-159	81	17	governing	govern	VERB
futech-159	81	18	equation	equation	NOUN
futech-159	81	19	of	of	ADP
futech-159	81	20	the	the	DET
futech-159	81	21	bli	bli	PROPN
futech-159	81	22	model	model	PROPN
futech-159	81	23	,	,	PUNCT
futech-159	81	24	and	and	CCONJ
futech-159	81	25	it	it	PRON
futech-159	81	26	refers	refer	VERB
futech-159	81	27	to	to	ADP
futech-159	81	28	the	the	DET
futech-159	81	29	moment	moment	NOUN
futech-159	81	30	parametrization	parametrization	NOUN
futech-159	81	31	of	of	ADP
futech-159	81	32	θ	θ	PROPN
futech-159	81	33	since	since	SCONJ
futech-159	81	34	it	it	PRON
futech-159	81	35	consists	consist	VERB
futech-159	81	36	of	of	ADP
futech-159	81	37	the	the	DET
futech-159	81	38	first	first	ADJ
futech-159	81	39	moment	moment	NOUN
futech-159	81	40	(	(	PUNCT
futech-159	81	41	𝜇	𝜇	NOUN
futech-159	81	42	)	)	PUNCT
futech-159	81	43	and	and	CCONJ
futech-159	81	44	the	the	DET
futech-159	81	45	second	second	ADJ
futech-159	81	46	moment	moment	NOUN
futech-159	81	47	(	(	PUNCT
futech-159	81	48	σ	σ	NOUN
futech-159	81	49	)	)	PUNCT
futech-159	81	50	of	of	ADP
futech-159	81	51	the	the	DET
futech-159	81	52	variable	variable	NOUN
futech-159	81	53	.	.	PUNCT
futech-159	82	1	z	z	NOUN
futech-159	82	2	is	be	AUX
futech-159	82	3	a	a	DET
futech-159	82	4	normalization	normalization	NOUN
futech-159	82	5	factor	factor	NOUN
futech-159	82	6	with	with	ADP
futech-159	82	7	the	the	DET
futech-159	82	8	value	value	NOUN
futech-159	82	9	√(2𝜋)𝑛det	√(2𝜋)𝑛det	NOUN
futech-159	82	10	(	(	PUNCT
futech-159	82	11	σ	σ	PROPN
futech-159	82	12	)	)	PUNCT
futech-159	82	13	,	,	PUNCT
futech-159	82	14	where,𝑛	where,𝑛	PROPN
futech-159	82	15	is	be	AUX
futech-159	82	16	the	the	DET
futech-159	82	17	dimension	dimension	NOUN
futech-159	82	18	of	of	ADP
futech-159	82	19	𝜃.	𝜃.	NOUN
futech-159	82	20	to	to	PART
futech-159	82	21	prove	prove	VERB
futech-159	82	22	this	this	DET
futech-159	82	23	equation	equation	NOUN
futech-159	82	24	,	,	PUNCT
futech-159	82	25	one	one	PRON
futech-159	82	26	can	can	AUX
futech-159	82	27	translate	translate	VERB
futech-159	82	28	the	the	DET
futech-159	82	29	distribution	distribution	NOUN
futech-159	82	30	from	from	ADP
futech-159	82	31	the	the	DET
futech-159	82	32	origin	origin	NOUN
futech-159	82	33	and	and	CCONJ
futech-159	82	34	do	do	VERB
futech-159	82	35	a	a	DET
futech-159	82	36	change	change	NOUN
futech-159	82	37	of	of	ADP
futech-159	82	38	variables	variable	NOUN
futech-159	82	39	such	such	ADJ
futech-159	82	40	that	that	SCONJ
futech-159	82	41	the	the	DET
futech-159	82	42	distribution	distribution	NOUN
futech-159	82	43	has	have	VERB
futech-159	82	44	the	the	DET
futech-159	82	45	form	form	NOUN
futech-159	82	46	and	and	CCONJ
futech-159	82	47	can	can	AUX
futech-159	82	48	be	be	AUX
futech-159	82	49	expressed	express	VERB
futech-159	82	50	𝜃′	𝜃′	PUNCT
futech-159	82	51	in	in	ADP
futech-159	82	52	polar	polar	ADJ
futech-159	82	53	coordinates	coordinate	NOUN
futech-159	82	54	and	and	CCONJ
futech-159	82	55	integrate	integrate	VERB
futech-159	82	56	over	over	ADP
futech-159	82	57	the	the	DET
futech-159	82	58	space	space	NOUN
futech-159	82	59	to	to	PART
futech-159	82	60	compute	compute	VERB
futech-159	82	61	z.	z.	PROPN
futech-159	82	62	𝑃(𝜃′	𝑃(𝜃′	PROPN
futech-159	82	63	)	)	PUNCT
futech-159	83	1	=	=	SYM
futech-159	83	2	1	1	NUM
futech-159	83	3	𝑍	𝑍	NOUN
futech-159	83	4	𝑒𝑥𝑝	𝑒𝑥𝑝	INTJ
futech-159	83	5	{	{	PUNCT
futech-159	83	6	−	−	PROPN
futech-159	83	7	1	1	NUM
futech-159	83	8	2	2	NUM
futech-159	83	9	𝜃′𝑇𝜃′	𝜃′𝑇𝜃′	ADP
futech-159	83	10	}	}	PUNCT
futech-159	83	11	(	(	PUNCT
futech-159	83	12	2	2	X
futech-159	83	13	)	)	PUNCT
futech-159	83	14	with	with	ADP
futech-159	83	15	the	the	DET
futech-159	83	16	bli	bli	PROPN
futech-159	83	17	model	model	PROPN
futech-159	83	18	,	,	PUNCT
futech-159	83	19	it	it	PRON
futech-159	83	20	is	be	AUX
futech-159	83	21	possible	possible	ADJ
futech-159	83	22	to	to	PART
futech-159	83	23	determine	determine	VERB
futech-159	83	24	the	the	DET
futech-159	83	25	probability	probability	NOUN
futech-159	83	26	of	of	ADP
futech-159	83	27	an	an	DET
futech-159	83	28	output	output	NOUN
futech-159	83	29	𝑦𝑡+1	𝑦𝑡+1	NOUN
futech-159	83	30	given	give	VERB
futech-159	83	31	a	a	DET
futech-159	83	32	new	new	ADJ
futech-159	83	33	input	input	NOUN
futech-159	83	34	𝑥𝑡+1	𝑥𝑡+1	NOUN
futech-159	83	35	and	and	CCONJ
futech-159	83	36	the	the	DET
futech-159	83	37	set	set	NOUN
futech-159	83	38	of	of	ADP
futech-159	83	39	data	datum	NOUN
futech-159	83	40	𝐷	𝐷	NOUN
futech-159	83	41	=	=	PUNCT
futech-159	83	42	{	{	PUNCT
futech-159	83	43	(	(	PUNCT
futech-159	83	44	𝑥𝑖	𝑥𝑖	PROPN
futech-159	83	45	,	,	PUNCT
futech-159	83	46	𝑦𝑖)}𝑖	𝑦𝑖)}𝑖	NOUN
futech-159	83	47	=	=	SYM
futech-159	83	48	1	1	NUM
futech-159	83	49	,	,	PUNCT
futech-159	83	50	⋯	⋯	NOUN
futech-159	83	51	,	,	PUNCT
futech-159	83	52	𝑡.	𝑡.	VERB
futech-159	83	53	to	to	PART
futech-159	83	54	compute	compute	VERB
futech-159	83	55	the	the	DET
futech-159	83	56	probability	probability	NOUN
futech-159	83	57	𝑃(𝑦𝑡+1|𝑥𝑡+1	𝑃(𝑦𝑡+1|𝑥𝑡+1	NOUN
futech-159	83	58	,	,	PUNCT
futech-159	83	59	𝐷	𝐷	PROPN
futech-159	83	60	)	)	PUNCT
futech-159	83	61	,	,	PUNCT
futech-159	83	62	the	the	DET
futech-159	83	63	distribution𝜃is	distribution𝜃is	NOUN
futech-159	83	64	introduced	introduce	VERB
futech-159	83	65	into	into	ADP
futech-159	83	66	this	this	DET
futech-159	83	67	expression	expression	NOUN
futech-159	83	68	and	and	CCONJ
futech-159	83	69	marginalize	marginalize	VERB
futech-159	83	70	over	over	ADP
futech-159	83	71	it	it	PRON
futech-159	83	72	.	.	PUNCT
futech-159	84	1	𝑃(𝑦𝑡+1|𝑥𝑡+1	𝑃(𝑦𝑡+1|𝑥𝑡+1	NOUN
futech-159	84	2	,	,	PUNCT
futech-159	84	3	𝐷	𝐷	NOUN
futech-159	84	4	)	)	PUNCT
futech-159	84	5	=	=	SYM
futech-159	84	6	∫	∫	PROPN
futech-159	84	7	𝑃(𝑦𝑡+1|𝑥𝑡+1	𝑃(𝑦𝑡+1|𝑥𝑡+1	PROPN
futech-159	84	8	,	,	PUNCT
futech-159	84	9	𝜃	𝜃	NOUN
futech-159	84	10	,	,	PUNCT
futech-159	84	11	𝐷	𝐷	PROPN
futech-159	84	12	)	)	PUNCT
futech-159	84	13	𝜃∈θ	𝜃∈θ	NOUN
futech-159	84	14	𝑃(𝜃|𝑥𝑡+1	𝑃(𝜃|𝑥𝑡+1	NOUN
futech-159	84	15	,	,	PUNCT
futech-159	84	16	𝐷	𝐷	NOUN
futech-159	84	17	)	)	PUNCT
futech-159	84	18	(	(	PUNCT
futech-159	84	19	3	3	X
futech-159	84	20	)	)	PUNCT
futech-159	84	21	d	d	NOUN
futech-159	84	22	explains	explain	VERB
futech-159	84	23	no	no	PRON
futech-159	84	24	more	more	ADJ
futech-159	84	25	than	than	ADP
futech-159	84	26	what	what	PRON
futech-159	84	27	θ	θ	PROPN
futech-159	84	28	does	do	AUX
futech-159	84	29	,	,	PUNCT
futech-159	84	30	𝑃(𝑦𝑡+1|𝑥𝑡+1	𝑃(𝑦𝑡+1|𝑥𝑡+1	PROPN
futech-159	84	31	,	,	PUNCT
futech-159	84	32	𝜃	𝜃	NOUN
futech-159	84	33	,	,	PUNCT
futech-159	84	34	𝐷	𝐷	NOUN
futech-159	84	35	)	)	PUNCT
futech-159	84	36	is	be	AUX
futech-159	84	37	essentially	essentially	ADV
futech-159	84	38	𝑃(𝑦𝑡+1|𝑥𝑡+1	𝑃(𝑦𝑡+1|𝑥𝑡+1	NOUN
futech-159	84	39	,	,	PUNCT
futech-159	84	40	𝜃	𝜃	NOUN
futech-159	84	41	,	,	PUNCT
futech-159	84	42	)	)	PUNCT
futech-159	84	43	.	.	PUNCT
futech-159	85	1	also	also	ADV
futech-159	85	2	,	,	PUNCT
futech-159	85	3	from	from	ADP
futech-159	85	4	the	the	DET
futech-159	85	5	graphical	graphical	ADJ
futech-159	85	6	model	model	NOUN
futech-159	85	7	the	the	DET
futech-159	85	8	study	study	NOUN
futech-159	85	9	can	can	AUX
futech-159	85	10	determine𝑃(𝜃|𝑥𝑖	determine𝑃(𝜃|𝑥𝑖	ADJ
futech-159	85	11	,	,	PUNCT
futech-159	85	12	𝐷)is	𝐷)is	ADJ
futech-159	85	13	𝑃(𝜃|𝐷	𝑃(𝜃|𝐷	PROPN
futech-159	85	14	)	)	PUNCT
futech-159	85	15	since	since	SCONJ
futech-159	85	16	𝑦𝑖	𝑦𝑖	PROPN
futech-159	85	17	is	be	AUX
futech-159	85	18	known	know	VERB
futech-159	85	19	and	and	CCONJ
futech-159	85	20	thus	thus	ADV
futech-159	85	21	𝜃	𝜃	NUM
futech-159	85	22	and𝑥𝑖	and𝑥𝑖	NOUN
futech-159	85	23	are	be	AUX
futech-159	85	24	independent	independent	ADJ
futech-159	85	25	,	,	PUNCT
futech-159	85	26	hence	hence	ADV
futech-159	85	27	,	,	PUNCT
futech-159	85	28	equation	equation	NOUN
futech-159	85	29	(	(	PUNCT
futech-159	85	30	3	3	X
futech-159	85	31	)	)	PUNCT
futech-159	85	32	can	can	AUX
futech-159	85	33	be	be	AUX
futech-159	85	34	rewritten	rewrite	VERB
futech-159	85	35	as	as	ADP
futech-159	85	36	:	:	PUNCT
futech-159	85	37	𝑃(𝑦𝑡+1|𝑥𝑡+1	𝑃(𝑦𝑡+1|𝑥𝑡+1	PROPN
futech-159	85	38	,	,	PUNCT
futech-159	85	39	𝐷	𝐷	NOUN
futech-159	85	40	)	)	PUNCT
futech-159	85	41	=	=	SYM
futech-159	86	1	∫	∫	PROPN
futech-159	86	2	𝑃(𝑦𝑡+1|𝑥𝑡+1	𝑃(𝑦𝑡+1|𝑥𝑡+1	PROPN
futech-159	86	3	,	,	PUNCT
futech-159	86	4	𝜃	𝜃	NOUN
futech-159	86	5	)	)	PUNCT
futech-159	86	6	𝜃∈θ	𝜃∈θ	NOUN
futech-159	86	7	𝑃(𝜃|𝐷	𝑃(𝜃|𝐷	PROPN
futech-159	86	8	)	)	PUNCT
futech-159	86	9	(	(	PUNCT
futech-159	86	10	4	4	X
futech-159	86	11	)	)	PUNCT
futech-159	86	12	however	however	ADV
futech-159	86	13	,	,	PUNCT
futech-159	86	14	computing	compute	VERB
futech-159	86	15	with	with	ADP
futech-159	86	16	the	the	DET
futech-159	86	17	above	above	ADJ
futech-159	86	18	equation	equation	NOUN
futech-159	86	19	may	may	AUX
futech-159	86	20	be	be	AUX
futech-159	86	21	too	too	ADV
futech-159	86	22	complex	complex	ADJ
futech-159	86	23	due	due	ADJ
futech-159	86	24	the	the	DET
futech-159	86	25	moment	moment	NOUN
futech-159	86	26	parameterization	parameterization	NOUN
futech-159	86	27	of	of	ADP
futech-159	86	28	normal	normal	ADJ
futech-159	86	29	distributions(𝜃	distributions(𝜃	NOUN
futech-159	86	30	)	)	PUNCT
futech-159	86	31	but	but	CCONJ
futech-159	86	32	not	not	PART
futech-159	86	33	with	with	ADP
futech-159	86	34	the	the	DET
futech-159	86	35	natural	natural	ADJ
futech-159	86	36	parameterization	parameterization	NOUN
futech-159	86	37	.	.	PUNCT
futech-159	87	1	hence	hence	ADV
futech-159	87	2	,	,	PUNCT
futech-159	87	3	the	the	DET
futech-159	87	4	moment	moment	NOUN
futech-159	87	5	parameterization	parameterization	NOUN
futech-159	87	6	of	of	ADP
futech-159	87	7	normal	normal	ADJ
futech-159	87	8	distributions(𝜃	distributions(𝜃	NOUN
futech-159	87	9	)	)	PUNCT
futech-159	87	10	is	be	AUX
futech-159	87	11	converted	convert	VERB
futech-159	87	12	to	to	ADP
futech-159	87	13	natural	natural	ADJ
futech-159	87	14	parameterization	parameterization	NOUN
futech-159	87	15	of	of	ADP
futech-159	87	16	normal	normal	ADJ
futech-159	87	17	distributions	distribution	NOUN
futech-159	87	18	in	in	ADP
futech-159	87	19	the	the	DET
futech-159	87	20	form	form	NOUN
futech-159	87	21	𝑃(𝑥	𝑃(𝑥	PRON
futech-159	87	22	)	)	PUNCT
futech-159	87	23	=	=	SYM
futech-159	87	24	1	1	NUM
futech-159	87	25	𝑍	𝑍	NOUN
futech-159	87	26	𝑒𝑥𝑝	𝑒𝑥𝑝	INTJ
futech-159	87	27	{	{	PUNCT
futech-159	87	28	−	−	PROPN
futech-159	87	29	1	1	NUM
futech-159	87	30	2	2	NUM
futech-159	87	31	(	(	PUNCT
futech-159	87	32	𝑥	𝑥	PRON
futech-159	87	33	−	−	PROPN
futech-159	87	34	𝜇)𝑇ς−1(𝑥	𝜇)𝑇ς−1(𝑥	NOUN
futech-159	87	35	−	−	NOUN
futech-159	87	36	𝜇)}which	𝜇)}which	PRON
futech-159	87	37	can	can	AUX
futech-159	87	38	also	also	ADV
futech-159	87	39	be	be	AUX
futech-159	87	40	expressed	express	VERB
futech-159	87	41	further	far	ADV
futech-159	87	42	as	as	SCONJ
futech-159	87	43	:	:	PUNCT
futech-159	87	44	𝑃(𝑥	𝑃(𝑥	NUM
futech-159	87	45	)	)	PUNCT
futech-159	87	46	=	=	SYM
futech-159	87	47	1	1	NUM
futech-159	87	48	𝑍	𝑍	NOUN
futech-159	87	49	𝑒𝑥𝑝	𝑒𝑥𝑝	INTJ
futech-159	87	50	{	{	PUNCT
futech-159	87	51	𝐽𝑇𝑥	𝐽𝑇𝑥	NOUN
futech-159	87	52	−	−	PROPN
futech-159	87	53	1	1	NUM
futech-159	87	54	2	2	NUM
futech-159	87	55	𝑥𝑇	𝑥𝑇	PROPN
futech-159	87	56	�	�	NOUN
futech-159	87	57	̌	̌	NUM
futech-159	87	58	�	�	NOUN
futech-159	87	59	𝑥	𝑥	NOUN
futech-159	87	60	}	}	PUNCT
futech-159	87	61	(	(	PUNCT
futech-159	87	62	5	5	X
futech-159	87	63	)	)	PUNCT
futech-159	87	64	the	the	DET
futech-159	87	65	natural	natural	ADJ
futech-159	87	66	parameterization	parameterization	NOUN
futech-159	87	67	simplifies	simplify	VERB
futech-159	87	68	the	the	DET
futech-159	87	69	multiplication	multiplication	NOUN
futech-159	87	70	of	of	ADP
futech-159	87	71	normal	normal	ADJ
futech-159	87	72	distributions	distribution	NOUN
futech-159	87	73	as	as	SCONJ
futech-159	87	74	it	it	PRON
futech-159	87	75	becomes	become	VERB
futech-159	87	76	the	the	DET
futech-159	87	77	addition	addition	NOUN
futech-159	87	78	of	of	ADP
futech-159	87	79	the	the	DET
futech-159	87	80	j	j	PROPN
futech-159	87	81	and	and	CCONJ
futech-159	87	82	�	�	PROPN
futech-159	87	83	̌	̌	NUM
futech-159	87	84	�	�	NOUN
futech-159	87	85	matrices	matrix	NOUN
futech-159	87	86	of	of	ADP
futech-159	87	87	different	different	ADJ
futech-159	87	88	distributions	distribution	NOUN
futech-159	87	89	.	.	PUNCT
futech-159	88	1	transforming	transform	VERB
futech-159	88	2	the	the	DET
futech-159	88	3	moment	moment	NOUN
futech-159	88	4	parameterization	parameterization	NOUN
futech-159	88	5	to	to	ADP
futech-159	88	6	the	the	DET
futech-159	88	7	natural	natural	ADJ
futech-159	88	8	parameterizationis	parameterizationi	NOUN
futech-159	88	9	done	do	VERB
futech-159	88	10	by	by	ADP
futech-159	88	11	first	first	ADV
futech-159	88	12	expanding	expand	VERB
futech-159	88	13	the	the	DET
futech-159	88	14	exponent	exponent	NOUN
futech-159	88	15	:	:	PUNCT
futech-159	88	16	−	−	PROPN
futech-159	88	17	1	1	NUM
futech-159	88	18	2	2	NUM
futech-159	88	19	(	(	PUNCT
futech-159	88	20	𝑥	𝑥	NOUN
futech-159	88	21	−	−	NOUN
futech-159	88	22	𝜇)𝑇ς−1(𝑥	𝜇)𝑇ς−1(𝑥	NOUN
futech-159	88	23	−	−	NOUN
futech-159	88	24	𝜇	𝜇	NOUN
futech-159	88	25	)	)	PUNCT
futech-159	88	26	=	=	SYM
futech-159	88	27	−	−	PROPN
futech-159	88	28	1	1	NUM
futech-159	88	29	2	2	NUM
futech-159	88	30	𝑥𝑇ς−1	𝑥𝑇ς−1	NUM
futech-159	88	31	+	+	CCONJ
futech-159	88	32	𝜇𝑇ς−1𝑥	𝜇𝑇ς−1𝑥	NOUN
futech-159	88	33	−	−	NOUN
futech-159	88	34	1	1	NUM
futech-159	88	35	2	2	NUM
futech-159	88	36	𝜇𝑇ς−1𝜇	𝜇𝑇ς−1𝜇	NOUN
futech-159	88	37	(	(	PUNCT
futech-159	88	38	6	6	NUM
futech-159	88	39	)	)	PUNCT
futech-159	88	40	af	af	PROPN
futech-159	88	41	.	.	PUNCT
futech-159	89	1	obele	obele	PROPN
futech-159	89	2	et	et	PROPN
futech-159	89	3	al	al	PROPN
futech-159	89	4	.	.	PROPN
futech-159	89	5	/future	/future	PUNCT
futech-159	89	6	technology	technology	PROPN
futech-159	89	7	august	august	PROPN
futech-159	89	8	2024|	2024|	PROPN
futech-159	90	1	volume	volume	NOUN
futech-159	90	2	03	03	NUM
futech-159	91	1	|	|	ADV
futech-159	91	2	issue	issue	NOUN
futech-159	91	3	03	03	NUM
futech-159	92	1	|	|	ADV
futech-159	92	2	pages	page	NOUN
futech-159	92	3	08	08	NUM
futech-159	92	4	-	-	SYM
futech-159	92	5	14	14	NUM
futech-159	92	6	10	10	NUM
futech-159	92	7	the	the	DET
futech-159	92	8	last	last	ADJ
futech-159	92	9	term	term	NOUN
futech-159	92	10	in	in	ADP
futech-159	92	11	the	the	DET
futech-159	92	12	above	above	ADJ
futech-159	92	13	equation	equation	NOUN
futech-159	92	14	,	,	PUNCT
futech-159	92	15	has	have	VERB
futech-159	92	16	nothing	nothing	PRON
futech-159	92	17	to	to	PART
futech-159	92	18	do	do	VERB
futech-159	92	19	with	with	ADP
futech-159	92	20	x	x	PUNCT
futech-159	92	21	and	and	CCONJ
futech-159	92	22	can	can	AUX
futech-159	92	23	therefore	therefore	ADV
futech-159	92	24	be	be	AUX
futech-159	92	25	absorbed	absorb	VERB
futech-159	92	26	into	into	ADP
futech-159	92	27	the	the	DET
futech-159	92	28	normalizer	normalizer	NOUN
futech-159	92	29	,	,	PUNCT
futech-159	92	30	by	by	ADP
futech-159	92	31	comparing	compare	VERB
futech-159	92	32	equations	equation	NOUN
futech-159	92	33	(	(	PUNCT
futech-159	92	34	5	5	NUM
futech-159	92	35	)	)	PUNCT
futech-159	92	36	and	and	CCONJ
futech-159	92	37	(	(	PUNCT
futech-159	92	38	6	6	NUM
futech-159	92	39	)	)	PUNCT
futech-159	92	40	,	,	PUNCT
futech-159	92	41	j	j	PROPN
futech-159	92	42	and	and	CCONJ
futech-159	92	43	�	�	PROPN
futech-159	92	44	̌	̌	NUM
futech-159	92	45	�	�	NOUN
futech-159	92	46	therefore	therefore	ADV
futech-159	92	47	can	can	AUX
futech-159	92	48	be	be	AUX
futech-159	92	49	expressed	express	VERB
futech-159	92	50	as	as	ADP
futech-159	92	51	:	:	PUNCT
futech-159	92	52	{	{	PUNCT
futech-159	92	53	j	j	PROPN
futech-159	92	54	=	=	PUNCT
futech-159	92	55	σ−1𝜇	σ−1𝜇	NOUN
futech-159	92	56	�	�	PROPN
futech-159	92	57	̌	̌	NUM
futech-159	92	58	�	�	NOUN
futech-159	93	1	=	=	SYM
futech-159	93	2	σ−1	σ−1	PROPN
futech-159	93	3	(	(	PUNCT
futech-159	93	4	7	7	NUM
futech-159	93	5	)	)	PUNCT
futech-159	93	6	where	where	SCONJ
futech-159	93	7	the	the	DET
futech-159	93	8	matrix	matrix	NOUN
futech-159	93	9	�	�	NOUN
futech-159	93	10	̌	̌	PRON
futech-159	93	11	�	�	PROPN
futech-159	93	12	is	be	AUX
futech-159	93	13	called	call	VERB
futech-159	93	14	the	the	DET
futech-159	93	15	precision	precision	NOUN
futech-159	93	16	matrix	matrix	NOUN
futech-159	93	17	.	.	PUNCT
futech-159	94	1	4	4	X
futech-159	94	2	.	.	X
futech-159	94	3	posterior	posterior	ADJ
futech-159	94	4	distribution	distribution	NOUN
futech-159	94	5	𝑃(𝜃|𝐷	𝑃(𝜃|𝐷	PROPN
futech-159	94	6	)	)	PUNCT
futech-159	94	7	using	use	VERB
futech-159	94	8	bayes	bayes	NOUN
futech-159	94	9	rule	rule	NOUN
futech-159	94	10	,	,	PUNCT
futech-159	94	11	the	the	DET
futech-159	94	12	posterior	posterior	ADJ
futech-159	94	13	probability	probability	NOUN
futech-159	94	14	𝑃(𝜃|𝐷)can	𝑃(𝜃|𝐷)can	NOUN
futech-159	94	15	be	be	AUX
futech-159	94	16	expressed	express	VERB
futech-159	94	17	as	as	ADP
futech-159	94	18	𝑃(𝜃|𝐷	𝑃(𝜃|𝐷	PROPN
futech-159	94	19	)	)	PUNCT
futech-159	94	20	∝	∝	PROPN
futech-159	94	21	𝑃(𝑦1:𝑡|𝑥1:𝑡	𝑃(𝑦1:𝑡|𝑥1:𝑡	PROPN
futech-159	94	22	,	,	PUNCT
futech-159	94	23	𝜃)𝑃(𝜃	𝜃)𝑃(𝜃	NUM
futech-159	94	24	)	)	PUNCT
futech-159	94	25	∝	∝	PROPN
futech-159	94	26	(	(	PUNCT
futech-159	94	27	∏	∏	NOUN
futech-159	94	28	𝑃(𝑦1|𝑥1	𝑃(𝑦1|𝑥1	NOUN
futech-159	94	29	,	,	PUNCT
futech-159	94	30	𝜃)𝑡	𝜃)𝑡	X
futech-159	94	31	𝑖=1	𝑖=1	X
futech-159	94	32	)	)	PUNCT
futech-159	94	33	𝑃(𝜃	𝑃(𝜃	X
futech-159	94	34	)	)	PUNCT
futech-159	94	35	(	(	PUNCT
futech-159	94	36	8)	8)	NUM
futech-159	94	37	the	the	DET
futech-159	94	38	𝑦𝑖′𝑠	𝑦𝑖′𝑠	PROPN
futech-159	94	39	and	and	CCONJ
futech-159	94	40	𝜃	𝜃	PRON
futech-159	94	41	have	have	VERB
futech-159	94	42	a	a	DET
futech-159	94	43	diverging	diverging	ADJ
futech-159	94	44	relationship	relationship	NOUN
futech-159	94	45	at	at	ADP
futech-159	94	46	𝜃	𝜃	PROPN
futech-159	94	47	,	,	PUNCT
futech-159	94	48	and	and	CCONJ
futech-159	94	49	since	since	SCONJ
futech-159	94	50	𝜃	𝜃	NOUN
futech-159	94	51	is	be	AUX
futech-159	94	52	unknown	unknown	ADJ
futech-159	94	53	,	,	PUNCT
futech-159	94	54	it	it	PRON
futech-159	94	55	follows	follow	VERB
futech-159	94	56	that	that	SCONJ
futech-159	94	57	the	the	DET
futech-159	94	58	𝑦𝑖′𝑠	𝑦𝑖′𝑠	PROPN
futech-159	94	59	are	be	AUX
futech-159	94	60	independent	independent	ADJ
futech-159	94	61	of	of	ADP
futech-159	94	62	each	each	DET
futech-159	94	63	other	other	ADJ
futech-159	94	64	;	;	PUNCT
futech-159	94	65	that	that	PRON
futech-159	94	66	is	is	ADV
futech-159	94	67	,	,	PUNCT
futech-159	94	68	𝑃(𝑦1:𝑡|𝑥1:𝑡	𝑃(𝑦1:𝑡|𝑥1:𝑡	NOUN
futech-159	94	69	,	,	PUNCT
futech-159	94	70	𝜃	𝜃	NOUN
futech-159	94	71	)	)	PUNCT
futech-159	94	72	=	=	SYM
futech-159	95	1	∏	∏	NUM
futech-159	95	2	𝑃(𝑦1|𝑥1	𝑃(𝑦1|𝑥1	NOUN
futech-159	95	3	,	,	PUNCT
futech-159	95	4	𝜃)𝑡	𝜃)𝑡	X
futech-159	95	5	𝑖=1	𝑖=1	PUNCT
futech-159	95	6	.	.	PUNCT
futech-159	96	1	an	an	DET
futech-159	96	2	easy	easy	ADJ
futech-159	96	3	updating	updating	NOUN
futech-159	96	4	rule	rule	NOUN
futech-159	96	5	can	can	AUX
futech-159	96	6	compute	compute	VERB
futech-159	96	7	this	this	DET
futech-159	96	8	product	product	NOUN
futech-159	96	9	.	.	PUNCT
futech-159	97	1	by	by	ADP
futech-159	97	2	examining	examine	VERB
futech-159	97	3	the	the	DET
futech-159	97	4	result	result	NOUN
futech-159	97	5	of𝑃(𝑦1|𝑥1	of𝑃(𝑦1|𝑥1	NOUN
futech-159	97	6	,	,	PUNCT
futech-159	97	7	𝜃)𝑃(𝜃	𝜃)𝑃(𝜃	NUM
futech-159	97	8	)	)	PUNCT
futech-159	97	9	.	.	PUNCT
futech-159	98	1	𝑃(𝑦1|𝑥1	𝑃(𝑦1|𝑥1	NOUN
futech-159	98	2	,	,	PUNCT
futech-159	98	3	𝜃)𝑃(𝜃	𝜃)𝑃(𝜃	NUM
futech-159	98	4	)	)	PUNCT
futech-159	98	5	∝	∝	PROPN
futech-159	98	6	𝑒𝑥𝑝	𝑒𝑥𝑝	INTJ
futech-159	98	7	{	{	PUNCT
futech-159	98	8	−	−	PROPN
futech-159	98	9	1	1	NUM
futech-159	98	10	2𝜎2	2𝜎2	NUM
futech-159	98	11	(	(	PUNCT
futech-159	98	12	𝑦𝑖	𝑦𝑖	NUM
futech-159	98	13	−	−	PROPN
futech-159	98	14	𝜃𝑇𝑥)2	𝜃𝑇𝑥)2	VERB
futech-159	98	15	}	}	PUNCT
futech-159	98	16	𝑒𝑥𝑝	𝑒𝑥𝑝	PRON
futech-159	98	17	{	{	PUNCT
futech-159	98	18	𝐽𝑇	𝐽𝑇	PROPN
futech-159	99	1	−	−	PROPN
futech-159	99	2	1	1	NUM
futech-159	99	3	2	2	NUM
futech-159	99	4	𝜃𝑇𝑃𝜃	𝜃𝑇𝑃𝜃	PROPN
futech-159	99	5	}	}	PUNCT
futech-159	99	6	∝	∝	PROPN
futech-159	99	7	𝑒𝑥𝑝	𝑒𝑥𝑝	INTJ
futech-159	99	8	{	{	PUNCT
futech-159	99	9	−	−	PROPN
futech-159	99	10	1	1	NUM
futech-159	99	11	2𝜎2	2𝜎2	NUM
futech-159	99	12	(	(	PUNCT
futech-159	99	13	−2𝑦𝑖𝜃𝑇𝑥𝑖	−2𝑦𝑖𝜃𝑇𝑥𝑖	X
futech-159	99	14	+	+	CCONJ
futech-159	99	15	𝜃𝑇𝑥𝑖𝑥𝑖	𝜃𝑇𝑥𝑖𝑥𝑖	PROPN
futech-159	99	16	𝑇𝜃	𝑇𝜃	PROPN
futech-159	99	17	)	)	PUNCT
futech-159	99	18	}	}	PUNCT
futech-159	99	19	𝑒𝑥𝑝	𝑒𝑥𝑝	ADV
futech-159	99	20	{	{	PUNCT
futech-159	99	21	𝐽𝑇𝜃	𝐽𝑇𝜃	NOUN
futech-159	99	22	−	−	PROPN
futech-159	99	23	1	1	NUM
futech-159	99	24	2	2	NUM
futech-159	99	25	𝜃𝑇𝑃𝜃	𝜃𝑇𝑃𝜃	PROPN
futech-159	99	26	}	}	PUNCT
futech-159	99	27	=	=	SYM
futech-159	99	28	𝑒𝑥𝑝	𝑒𝑥𝑝	INTJ
futech-159	99	29	{	{	PUNCT
futech-159	99	30	1	1	NUM
futech-159	99	31	𝜎2	𝜎2	NOUN
futech-159	99	32	𝑦𝑖𝑥𝑇𝜃	𝑦𝑖𝑥𝑇𝜃	NOUN
futech-159	99	33	−	−	PROPN
futech-159	99	34	1	1	NUM
futech-159	99	35	2𝜎2	2𝜎2	NUM
futech-159	99	36	𝜃𝑇𝑥𝑖𝑥𝑖	𝜃𝑇𝑥𝑖𝑥𝑖	PROPN
futech-159	99	37	𝑇𝜃	𝑇𝜃	PROPN
futech-159	99	38	}	}	PUNCT
futech-159	99	39	𝑒𝑥𝑝	𝑒𝑥𝑝	ADV
futech-159	99	40	{	{	PUNCT
futech-159	99	41	𝐽𝑇𝜃	𝐽𝑇𝜃	NOUN
futech-159	99	42	−	−	PROPN
futech-159	99	43	1	1	NUM
futech-159	99	44	2	2	NUM
futech-159	99	45	𝜃𝑇𝑃𝜃	𝜃𝑇𝑃𝜃	PROPN
futech-159	99	46	}	}	PUNCT
futech-159	99	47	=	=	PUNCT
futech-159	99	48	𝑒𝑥𝑝	𝑒𝑥𝑝	INTJ
futech-159	99	49	{	{	PUNCT
futech-159	99	50	(	(	PUNCT
futech-159	99	51	𝐽	𝐽	PROPN
futech-159	99	52	+	+	CCONJ
futech-159	99	53	1	1	NUM
futech-159	99	54	𝜎2	𝜎2	NOUN
futech-159	99	55	𝑦𝑖𝑥𝑖	𝑦𝑖𝑥𝑖	NOUN
futech-159	99	56	)	)	PUNCT
futech-159	99	57	𝑇	𝑇	PROPN
futech-159	99	58	𝜃	𝜃	NOUN
futech-159	99	59	−	−	NUM
futech-159	99	60	1	1	NUM
futech-159	99	61	2	2	NUM
futech-159	99	62	𝜃𝑇	𝜃𝑇	ADJ
futech-159	99	63	(	(	PUNCT
futech-159	99	64	𝑃	𝑃	NOUN
futech-159	99	65	+	+	CCONJ
futech-159	99	66	1	1	NUM
futech-159	99	67	𝜎2	𝜎2	NOUN
futech-159	99	68	𝑥𝑖𝑥𝑖	𝑥𝑖𝑥𝑖	NOUN
futech-159	99	69	𝑇	𝑇	PROPN
futech-159	99	70	)	)	PUNCT
futech-159	99	71	𝜃	𝜃	NOUN
futech-159	99	72	}	}	PUNCT
futech-159	99	73	=	=	PUNCT
futech-159	99	74	𝑒𝑥𝑝	𝑒𝑥𝑝	INTJ
futech-159	99	75	{	{	PUNCT
futech-159	99	76	𝐽′𝑇𝜃	𝐽′𝑇𝜃	NOUN
futech-159	99	77	−	−	NUM
futech-159	99	78	1	1	NUM
futech-159	99	79	2	2	NUM
futech-159	99	80	𝜃𝑇𝑃′𝜃	𝜃𝑇𝑃′𝜃	NOUN
futech-159	99	81	}	}	PUNCT
futech-159	99	82	where𝑃(𝑦1|𝑥1	where𝑃(𝑦1|𝑥1	NOUN
futech-159	99	83	,	,	PUNCT
futech-159	99	84	𝜃	𝜃	NOUN
futech-159	99	85	)	)	PUNCT
futech-159	99	86	is	be	AUX
futech-159	99	87	the	the	DET
futech-159	99	88	likelihood	likelihood	NOUN
futech-159	99	89	function	function	NOUN
futech-159	99	90	and	and	CCONJ
futech-159	99	91	𝑃(𝜃	𝑃(𝜃	NOUN
futech-159	99	92	)	)	PUNCT
futech-159	99	93	is	be	AUX
futech-159	99	94	the	the	DET
futech-159	99	95	prior	prior	ADJ
futech-159	99	96	distribution	distribution	NOUN
futech-159	99	97	.	.	PUNCT
futech-159	100	1	the	the	DET
futech-159	100	2	equation	equation	NOUN
futech-159	100	3	was	be	AUX
futech-159	100	4	broken	break	VERB
futech-159	100	5	down	down	ADP
futech-159	100	6	to	to	PART
futech-159	100	7	understand	understand	VERB
futech-159	100	8	the	the	DET
futech-159	100	9	components	component	NOUN
futech-159	100	10	of	of	ADP
futech-159	100	11	the	the	DET
futech-159	100	12	posterior	posterior	ADJ
futech-159	100	13	distribution	distribution	NOUN
futech-159	100	14	as	as	ADP
futech-159	100	15	.	.	PUNCT
futech-159	100	16	i.	i.	PROPN
futech-159	100	17	𝑃(𝑦1|𝑥1	𝑃(𝑦1|𝑥1	PROPN
futech-159	100	18	,	,	PUNCT
futech-159	100	19	𝜃)𝑃(𝜃	𝜃)𝑃(𝜃	NUM
futech-159	100	20	)	)	PUNCT
futech-159	100	21	∝	∝	PROPN
futech-159	100	22	𝑒𝑥𝑝	𝑒𝑥𝑝	INTJ
futech-159	100	23	{	{	PUNCT
futech-159	100	24	−	−	PROPN
futech-159	100	25	1	1	NUM
futech-159	100	26	2𝜎2	2𝜎2	NUM
futech-159	100	27	(	(	PUNCT
futech-159	100	28	𝑦𝑖	𝑦𝑖	NUM
futech-159	100	29	−	−	PROPN
futech-159	100	30	𝜃𝑇𝑥)2	𝜃𝑇𝑥)2	VERB
futech-159	100	31	}	}	PUNCT
futech-159	100	32	𝑒𝑥𝑝	𝑒𝑥𝑝	PRON
futech-159	100	33	{	{	PUNCT
futech-159	100	34	𝐽𝑇	𝐽𝑇	PROPN
futech-159	100	35	−	−	PROPN
futech-159	100	36	1	1	NUM
futech-159	100	37	2	2	NUM
futech-159	100	38	𝜃𝑇𝑃𝜃	𝜃𝑇𝑃𝜃	PROPN
futech-159	100	39	}	}	PUNCT
futech-159	100	40	this	this	DET
futech-159	100	41	step	step	NOUN
futech-159	100	42	involves	involve	VERB
futech-159	100	43	multiplying	multiply	VERB
futech-159	100	44	the	the	DET
futech-159	100	45	likelihood	likelihood	NOUN
futech-159	100	46	function	function	NOUN
futech-159	100	47	𝑃(𝑦1|𝑥1	𝑃(𝑦1|𝑥1	NOUN
futech-159	100	48	,	,	PUNCT
futech-159	100	49	𝜃	𝜃	NOUN
futech-159	100	50	)	)	PUNCT
futech-159	100	51	and	and	CCONJ
futech-159	100	52	the	the	DET
futech-159	100	53	prior	prior	ADJ
futech-159	100	54	distribution	distribution	NOUN
futech-159	100	55	𝑃(𝜃	𝑃(𝜃	NOUN
futech-159	100	56	)	)	PUNCT
futech-159	100	57	together	together	ADV
futech-159	100	58	.	.	PUNCT
futech-159	101	1	the	the	DET
futech-159	101	2	likelihood	likelihood	NOUN
futech-159	101	3	function	function	NOUN
futech-159	101	4	represents	represent	VERB
futech-159	101	5	the	the	DET
futech-159	101	6	probability	probability	NOUN
futech-159	101	7	of	of	ADP
futech-159	101	8	observing	observe	VERB
futech-159	101	9	the	the	DET
futech-159	101	10	data	data	NOUN
futech-159	101	11	𝑦1	𝑦1	NOUN
futech-159	101	12	given	give	VERB
futech-159	101	13	the	the	DET
futech-159	101	14	parameters	parameter	NOUN
futech-159	101	15	𝜃and	𝜃and	PROPN
futech-159	101	16	𝑥1	𝑥1	PROPN
futech-159	101	17	.	.	PUNCT
futech-159	102	1	the	the	DET
futech-159	102	2	prior	prior	ADJ
futech-159	102	3	distribution	distribution	NOUN
futech-159	102	4	represents	represent	VERB
futech-159	102	5	our	our	PRON
futech-159	102	6	initial	initial	ADJ
futech-159	102	7	beliefs	belief	NOUN
futech-159	102	8	about	about	ADP
futech-159	102	9	the	the	DET
futech-159	102	10	distribution	distribution	NOUN
futech-159	102	11	of	of	ADP
futech-159	102	12	𝜃	𝜃	PRON
futech-159	102	13	before	before	ADP
futech-159	102	14	observing	observe	VERB
futech-159	102	15	any	any	DET
futech-159	102	16	data	datum	NOUN
futech-159	102	17	.	.	PUNCT
futech-159	103	1	ii	ii	PROPN
futech-159	103	2	.	.	PUNCT
futech-159	104	1	∝	∝	PROPN
futech-159	104	2	𝑒𝑥𝑝	𝑒𝑥𝑝	INTJ
futech-159	104	3	{	{	PUNCT
futech-159	104	4	−	−	PROPN
futech-159	104	5	1	1	NUM
futech-159	104	6	2𝜎2	2𝜎2	NUM
futech-159	104	7	(	(	PUNCT
futech-159	104	8	−2𝑦𝑖𝜃𝑇𝑥𝑖	−2𝑦𝑖𝜃𝑇𝑥𝑖	X
futech-159	104	9	+	+	CCONJ
futech-159	104	10	𝜃𝑇𝑥𝑖𝑥𝑖	𝜃𝑇𝑥𝑖𝑥𝑖	PROPN
futech-159	104	11	𝑇𝜃	𝑇𝜃	PROPN
futech-159	104	12	)	)	PUNCT
futech-159	104	13	}	}	PUNCT
futech-159	104	14	𝑒𝑥𝑝	𝑒𝑥𝑝	ADV
futech-159	104	15	{	{	PUNCT
futech-159	104	16	𝐽𝑇𝜃	𝐽𝑇𝜃	NOUN
futech-159	104	17	−	−	PROPN
futech-159	104	18	1	1	NUM
futech-159	104	19	2	2	NUM
futech-159	104	20	𝜃𝑇𝑃𝜃	𝜃𝑇𝑃𝜃	ADV
futech-159	104	21	}	}	PUNCT
futech-159	104	22	in	in	ADP
futech-159	104	23	this	this	DET
futech-159	104	24	step	step	NOUN
futech-159	104	25	,	,	PUNCT
futech-159	104	26	the	the	DET
futech-159	104	27	quadratic	quadratic	ADJ
futech-159	104	28	term	term	NOUN
futech-159	104	29	was	be	AUX
futech-159	104	30	expanded	expand	VERB
futech-159	104	31	in	in	ADP
futech-159	104	32	the	the	DET
futech-159	104	33	exponential	exponential	NOUN
futech-159	104	34	and	and	CCONJ
futech-159	104	35	the	the	DET
futech-159	104	36	expression	expression	NOUN
futech-159	104	37	was	be	AUX
futech-159	104	38	simplified	simplify	VERB
futech-159	104	39	.	.	PUNCT
futech-159	105	1	the	the	DET
futech-159	105	2	terms	term	NOUN
futech-159	105	3	were	be	AUX
futech-159	105	4	combined	combine	VERB
futech-159	105	5	with	with	ADP
futech-159	105	6	𝜃	𝜃	PRON
futech-159	105	7	to	to	PART
futech-159	105	8	form	form	VERB
futech-159	105	9	a	a	DET
futech-159	105	10	quadratic	quadratic	ADJ
futech-159	105	11	form	form	NOUN
futech-159	105	12	.	.	PUNCT
futech-159	106	1	iii	iii	X
futech-159	106	2	.	.	PUNCT
futech-159	107	1	∝𝑒𝑥𝑝	∝𝑒𝑥𝑝	VERB
futech-159	107	2	{	{	PUNCT
futech-159	107	3	1	1	NUM
futech-159	107	4	𝜎2	𝜎2	NOUN
futech-159	107	5	𝑦𝑖𝑥𝑇𝜃	𝑦𝑖𝑥𝑇𝜃	NOUN
futech-159	107	6	−	−	PROPN
futech-159	107	7	1	1	NUM
futech-159	107	8	2𝜎2	2𝜎2	NUM
futech-159	107	9	𝜃𝑇𝑥𝑖𝑥𝑖	𝜃𝑇𝑥𝑖𝑥𝑖	PROPN
futech-159	107	10	𝑇𝜃	𝑇𝜃	PROPN
futech-159	107	11	}	}	PUNCT
futech-159	107	12	𝑒𝑥𝑝	𝑒𝑥𝑝	ADV
futech-159	107	13	{	{	PUNCT
futech-159	107	14	𝐽𝑇𝜃	𝐽𝑇𝜃	NOUN
futech-159	107	15	−	−	PROPN
futech-159	107	16	1	1	NUM
futech-159	107	17	2	2	NUM
futech-159	107	18	𝜃𝑇𝑃𝜃	𝜃𝑇𝑃𝜃	ADV
futech-159	107	19	}	}	PUNCT
futech-159	107	20	here	here	ADV
futech-159	107	21	,	,	PUNCT
futech-159	107	22	the	the	DET
futech-159	107	23	terms	term	NOUN
futech-159	107	24	were	be	AUX
futech-159	107	25	collected	collect	VERB
futech-159	107	26	with	with	ADP
futech-159	107	27	𝜃	𝜃	NOUN
futech-159	107	28	to	to	PART
futech-159	107	29	rewrite	rewrite	VERB
futech-159	107	30	the	the	DET
futech-159	107	31	expression	expression	NOUN
futech-159	107	32	.	.	PUNCT
futech-159	108	1	iv	iv	X
futech-159	108	2	.	.	PUNCT
futech-159	109	1	∝𝑒𝑥𝑝	∝𝑒𝑥𝑝	X
futech-159	109	2	{	{	PUNCT
futech-159	109	3	𝐽′𝑇𝜃	𝐽′𝑇𝜃	NOUN
futech-159	109	4	−	−	NUM
futech-159	109	5	1	1	NUM
futech-159	109	6	2	2	NUM
futech-159	109	7	𝜃𝑇𝑃′𝜃	𝜃𝑇𝑃′𝜃	NOUN
futech-159	109	8	}	}	PUNCT
futech-159	109	9	finally	finally	ADV
futech-159	109	10	,	,	PUNCT
futech-159	109	11	the	the	DET
futech-159	109	12	terms	term	NOUN
futech-159	109	13	involving	involve	VERB
futech-159	109	14	𝜃were	𝜃were	ADV
futech-159	109	15	combined	combine	VERB
futech-159	109	16	,	,	PUNCT
futech-159	109	17	resulting	result	VERB
futech-159	109	18	in	in	ADP
futech-159	109	19	the	the	DET
futech-159	109	20	desired	desire	VERB
futech-159	109	21	form	form	NOUN
futech-159	109	22	.	.	PUNCT
futech-159	110	1	j	j	NOUN
futech-159	110	2	'	'	PUNCT
futech-159	110	3	and	and	CCONJ
futech-159	110	4	p	p	AUX
futech-159	110	5	'	'	PUNCT
futech-159	110	6	represent	represent	VERB
futech-159	110	7	new	new	ADJ
futech-159	110	8	vectors	vector	NOUN
futech-159	110	9	or	or	CCONJ
futech-159	110	10	matrices	matrix	NOUN
futech-159	110	11	obtained	obtain	VERB
futech-159	110	12	from	from	ADP
futech-159	110	13	the	the	DET
futech-159	110	14	original	original	ADJ
futech-159	110	15	terms	term	NOUN
futech-159	110	16	,	,	PUNCT
futech-159	110	17	depending	depend	VERB
futech-159	110	18	on	on	ADP
futech-159	110	19	the	the	DET
futech-159	110	20	values	value	NOUN
futech-159	110	21	of	of	ADP
futech-159	110	22	𝐽	𝐽	PROPN
futech-159	110	23	,	,	PUNCT
futech-159	110	24	𝑃	𝑃	PROPN
futech-159	110	25	,	,	PUNCT
futech-159	110	26	𝑦𝑖	𝑦𝑖	PROPN
futech-159	110	27	,	,	PUNCT
futech-159	110	28	𝑥𝑖	𝑥𝑖	X
futech-159	110	29	,	,	PUNCT
futech-159	110	30	and	and	CCONJ
futech-159	110	31	𝜎	𝜎	X
futech-159	110	32	respectively	respectively	ADV
futech-159	110	33	.	.	PUNCT
futech-159	111	1	the	the	DET
futech-159	111	2	resulting	result	VERB
futech-159	111	3	expression	expression	NOUN
futech-159	111	4	is	be	AUX
futech-159	111	5	proportional	proportional	ADJ
futech-159	111	6	to	to	ADP
futech-159	111	7	the	the	DET
futech-159	111	8	exponential	exponential	NOUN
futech-159	111	9	of	of	ADP
futech-159	111	10	a	a	DET
futech-159	111	11	quadratic	quadratic	ADJ
futech-159	111	12	form	form	NOUN
futech-159	111	13	in	in	ADP
futech-159	111	14	𝜃.	𝜃.	NOUN
futech-159	111	15	this	this	DET
futech-159	111	16	form	form	NOUN
futech-159	111	17	is	be	AUX
futech-159	111	18	typical	typical	ADJ
futech-159	111	19	in	in	ADP
futech-159	111	20	bayesian	bayesian	NOUN
futech-159	111	21	inference	inference	NOUN
futech-159	111	22	,	,	PUNCT
futech-159	111	23	where	where	SCONJ
futech-159	111	24	the	the	DET
futech-159	111	25	posterior	posterior	ADJ
futech-159	111	26	distribution	distribution	NOUN
futech-159	111	27	is	be	AUX
futech-159	111	28	often	often	ADV
futech-159	111	29	proportional	proportional	ADJ
futech-159	111	30	to	to	ADP
futech-159	111	31	the	the	DET
futech-159	111	32	exponential	exponential	NOUN
futech-159	111	33	of	of	ADP
futech-159	111	34	a	a	DET
futech-159	111	35	quadratic	quadratic	ADJ
futech-159	111	36	form	form	NOUN
futech-159	111	37	due	due	ADP
futech-159	111	38	to	to	ADP
futech-159	111	39	the	the	DET
futech-159	111	40	conjugacy	conjugacy	NOUN
futech-159	111	41	of	of	ADP
futech-159	111	42	certain	certain	ADJ
futech-159	111	43	prior	prior	ADJ
futech-159	111	44	and	and	CCONJ
futech-159	111	45	likelihood	likelihood	NOUN
futech-159	111	46	combinations	combination	NOUN
futech-159	111	47	.	.	PUNCT
futech-159	112	1	line	line	NOUN
futech-159	112	2	1	1	NUM
futech-159	112	3	to	to	PART
futech-159	112	4	line	line	NOUN
futech-159	112	5	2	2	NUM
futech-159	112	6	is	be	AUX
futech-159	112	7	true	true	ADJ
futech-159	112	8	because	because	SCONJ
futech-159	112	9	any	any	DET
futech-159	112	10	term	term	NOUN
futech-159	112	11	that	that	PRON
futech-159	112	12	does	do	AUX
futech-159	112	13	not	not	PART
futech-159	112	14	have	have	VERB
futech-159	112	15	𝜃	𝜃	NOUN
futech-159	112	16	can	can	AUX
futech-159	112	17	be	be	AUX
futech-159	112	18	absorbed	absorb	VERB
futech-159	112	19	into	into	ADP
futech-159	112	20	the	the	DET
futech-159	112	21	normalizer	normalizer	NOUN
futech-159	112	22	.	.	PUNCT
futech-159	113	1	now	now	ADV
futech-159	113	2	,	,	PUNCT
futech-159	113	3	we	we	PRON
futech-159	113	4	can	can	AUX
futech-159	113	5	apply	apply	VERB
futech-159	113	6	the	the	DET
futech-159	113	7	generalized	generalized	ADJ
futech-159	113	8	result	result	NOUN
futech-159	113	9	to	to	ADP
futech-159	113	10	equation	equation	NOUN
futech-159	113	11	(	(	PUNCT
futech-159	113	12	8)	8)	NUM
futech-159	113	13	and	and	CCONJ
futech-159	113	14	derivethe	derivethe	NOUN
futech-159	113	15	following	following	NOUN
futech-159	113	16	:	:	PUNCT
futech-159	113	17	𝑃(𝜃|𝐷	𝑃(𝜃|𝐷	ADJ
futech-159	113	18	)	)	PUNCT
futech-159	113	19	∝	∝	PROPN
futech-159	113	20	𝑒𝑥𝑝	𝑒𝑥𝑝	INTJ
futech-159	113	21	{	{	PUNCT
futech-159	113	22	(	(	PUNCT
futech-159	113	23	𝐽	𝐽	PROPN
futech-159	113	24	+	+	CCONJ
futech-159	113	25	∑	∑	PROPN
futech-159	113	26	𝑦𝑖𝑥𝑖𝑖	𝑦𝑖𝑥𝑖𝑖	ADJ
futech-159	113	27	𝜎2	𝜎2	NOUN
futech-159	113	28	)	)	PUNCT
futech-159	114	1	𝑇	𝑇	PROPN
futech-159	114	2	𝜃	𝜃	NOUN
futech-159	114	3	−	−	NUM
futech-159	114	4	1	1	NUM
futech-159	114	5	2	2	NUM
futech-159	114	6	𝜃𝑇	𝜃𝑇	ADJ
futech-159	114	7	(	(	PUNCT
futech-159	114	8	𝑃	𝑃	NOUN
futech-159	114	9	+	+	NOUN
futech-159	114	10	∑	∑	NOUN
futech-159	114	11	𝑥𝑖𝑥𝑖	𝑥𝑖𝑥𝑖	ADJ
futech-159	114	12	𝑇	𝑇	PROPN
futech-159	114	13	𝑖	𝑖	PROPN
futech-159	114	14	𝜎2	𝜎2	PROPN
futech-159	114	15	)	)	PUNCT
futech-159	114	16	}	}	PUNCT
futech-159	114	17	(	(	PUNCT
futech-159	114	18	9	9	X
futech-159	114	19	)	)	PUNCT
futech-159	114	20	where	where	SCONJ
futech-159	114	21	,	,	PUNCT
futech-159	114	22	𝑃(𝜃|𝐷	𝑃(𝜃|𝐷	PROPN
futech-159	114	23	)	)	PUNCT
futech-159	114	24	is	be	AUX
futech-159	114	25	a	a	DET
futech-159	114	26	normal	normal	ADJ
futech-159	114	27	distribution	distribution	NOUN
futech-159	114	28	with	with	ADP
futech-159	114	29	𝐽𝑓𝑖𝑛𝑎𝑙	𝐽𝑓𝑖𝑛𝑎𝑙	PROPN
futech-159	114	30	=	=	SYM
futech-159	114	31	𝐽	𝐽	PROPN
futech-159	114	32	+	+	CCONJ
futech-159	114	33	∑	∑	PUNCT
futech-159	114	34	𝑦𝑖𝑥𝑖𝑖	𝑦𝑖𝑥𝑖𝑖	ADJ
futech-159	114	35	𝜎2	𝜎2	NOUN
futech-159	114	36	and	and	CCONJ
futech-159	114	37	𝑃𝑓𝑖𝑛𝑎𝑙	𝑃𝑓𝑖𝑛𝑎𝑙	PROPN
futech-159	114	38	=	=	SYM
futech-159	114	39	𝑃	𝑃	PROPN
futech-159	114	40	+	+	NOUN
futech-159	114	41	∑	∑	NOUN
futech-159	114	42	𝑥𝑖𝑥𝑖	𝑥𝑖𝑥𝑖	ADJ
futech-159	114	43	𝑇	𝑇	PROPN
futech-159	114	44	𝑖	𝑖	PROPN
futech-159	114	45	𝜎2	𝜎2	NOUN
futech-159	114	46	.	.	PUNCT
futech-159	115	1	𝑃𝑓𝑖𝑛𝑎𝑙is	𝑃𝑓𝑖𝑛𝑎𝑙is	VERB
futech-159	115	2	the	the	DET
futech-159	115	3	precision	precision	NOUN
futech-159	115	4	matrix	matrix	NOUN
futech-159	115	5	of	of	ADP
futech-159	115	6	the	the	DET
futech-159	115	7	normal	normal	ADJ
futech-159	115	8	distribution	distribution	NOUN
futech-159	115	9	,	,	PUNCT
futech-159	115	10	and	and	CCONJ
futech-159	115	11	as	as	ADP
futech-159	115	12	the	the	DET
futech-159	115	13	number	number	NOUN
futech-159	115	14	of	of	ADP
futech-159	115	15	𝑥𝑖	𝑥𝑖	PROPN
futech-159	115	16	increases	increase	NOUN
futech-159	115	17	,	,	PUNCT
futech-159	115	18	the	the	DET
futech-159	115	19	terms	term	NOUN
futech-159	115	20	in	in	ADP
futech-159	115	21	this	this	DET
futech-159	115	22	matrix	matrix	NOUN
futech-159	115	23	become	become	VERB
futech-159	115	24	larger	large	ADJ
futech-159	115	25	.	.	PUNCT
futech-159	116	1	also	also	ADV
futech-159	116	2	,	,	PUNCT
futech-159	116	3	since	since	SCONJ
futech-159	116	4	𝑃𝑓𝑖𝑛𝑎𝑙	𝑃𝑓𝑖𝑛𝑎𝑙	PROPN
futech-159	116	5	is	be	AUX
futech-159	116	6	the	the	DET
futech-159	116	7	inverse	inverse	NOUN
futech-159	116	8	of	of	ADP
futech-159	116	9	the	the	DET
futech-159	116	10	covariance	covariance	NOUN
futech-159	116	11	,	,	PUNCT
futech-159	116	12	the	the	DET
futech-159	116	13	variance	variance	NOUN
futech-159	116	14	gets	get	VERB
futech-159	116	15	lower	low	ADJ
futech-159	116	16	as	as	SCONJ
futech-159	116	17	the	the	DET
futech-159	116	18	number	number	NOUN
futech-159	116	19	of	of	ADP
futech-159	116	20	samples	sample	NOUN
futech-159	116	21	grows	grow	VERB
futech-159	116	22	.	.	PUNCT
futech-159	117	1	this	this	PRON
futech-159	117	2	is	be	AUX
futech-159	117	3	a	a	DET
futech-159	117	4	characteristic	characteristic	NOUN
futech-159	117	5	of	of	ADP
futech-159	117	6	a	a	DET
futech-159	117	7	gaussian	gaussian	ADJ
futech-159	117	8	model	model	NOUN
futech-159	117	9	that	that	SCONJ
futech-159	117	10	a	a	DET
futech-159	117	11	new	new	ADJ
futech-159	117	12	data	data	NOUN
futech-159	117	13	point	point	NOUN
futech-159	117	14	always	always	ADV
futech-159	117	15	lowers	lower	VERB
futech-159	117	16	the	the	DET
futech-159	117	17	variance	variance	NOUN
futech-159	117	18	,	,	PUNCT
futech-159	117	19	but	but	CCONJ
futech-159	117	20	this	this	DET
futech-159	117	21	downgrading	downgrading	NOUN
futech-159	117	22	of	of	ADP
futech-159	117	23	variance	variance	NOUN
futech-159	117	24	does	do	AUX
futech-159	117	25	not	not	PART
futech-159	117	26	always	always	ADV
futech-159	117	27	make	make	VERB
futech-159	117	28	sense	sense	NOUN
futech-159	117	29	.	.	PUNCT
futech-159	118	1	if	if	SCONJ
futech-159	118	2	we	we	PRON
futech-159	118	3	believe	believe	VERB
futech-159	118	4	that	that	SCONJ
futech-159	118	5	there	there	PRON
futech-159	118	6	are	be	VERB
futech-159	118	7	outliers	outlier	NOUN
futech-159	118	8	in	in	ADP
futech-159	118	9	our	our	PRON
futech-159	118	10	dataset	dataset	NOUN
futech-159	118	11	,	,	PUNCT
futech-159	118	12	this	this	DET
futech-159	118	13	model	model	NOUN
futech-159	118	14	will	will	AUX
futech-159	118	15	not	not	PART
futech-159	118	16	work	work	VERB
futech-159	118	17	.	.	PUNCT
futech-159	119	1	with	with	ADP
futech-159	119	2	the	the	DET
futech-159	119	3	relation	relation	NOUN
futech-159	119	4	previously	previously	ADV
futech-159	119	5	given	give	VERB
futech-159	119	6	,	,	PUNCT
futech-159	119	7	the	the	DET
futech-159	119	8	mean	mean	NOUN
futech-159	119	9	and	and	CCONJ
futech-159	119	10	covariance	covariance	NOUN
futech-159	119	11	of	of	ADP
futech-159	119	12	this	this	DET
futech-159	119	13	distribution	distribution	NOUN
futech-159	119	14	may	may	AUX
futech-159	119	15	be	be	AUX
futech-159	119	16	determined	determine	VERB
futech-159	119	17	:	:	PUNCT
futech-159	119	18	𝜇𝑓𝑖𝑛𝑎𝑙	𝜇𝑓𝑖𝑛𝑎𝑙	NOUN
futech-159	119	19	=	=	PUNCT
futech-159	119	20	(	(	PUNCT
futech-159	119	21	σ−1	σ−1	PROPN
futech-159	119	22	+	+	CCONJ
futech-159	119	23	∑	∑	ADP
futech-159	119	24	𝑥𝑖𝑥𝑖	𝑥𝑖𝑥𝑖	ADJ
futech-159	119	25	𝑇	𝑇	PROPN
futech-159	119	26	𝑖	𝑖	SYM
futech-159	119	27	𝜎2	𝜎2	PROPN
futech-159	119	28	)	)	PUNCT
futech-159	119	29	−1	−1	NOUN
futech-159	119	30	∑	∑	ADP
futech-159	119	31	𝑦𝑖𝑥𝑖𝑖	𝑦𝑖𝑥𝑖𝑖	NOUN
futech-159	119	32	𝜎2	𝜎2	PROPN
futech-159	119	33	σ𝑓𝑖𝑛𝑎𝑙	σ𝑓𝑖𝑛𝑎𝑙	NOUN
futech-159	119	34	=	=	PUNCT
futech-159	119	35	(	(	PUNCT
futech-159	119	36	σ−1	σ−1	PROPN
futech-159	119	37	+	+	CCONJ
futech-159	119	38	∑	∑	ADP
futech-159	119	39	𝑥𝑖𝑥𝑖	𝑥𝑖𝑥𝑖	ADJ
futech-159	119	40	𝑇	𝑇	PROPN
futech-159	119	41	𝑖	𝑖	SYM
futech-159	119	42	𝜎2	𝜎2	PROPN
futech-159	119	43	)	)	PUNCT
futech-159	120	1	−1	−1	NOUN
futech-159	120	2	where	where	SCONJ
futech-159	120	3	,	,	PUNCT
futech-159	120	4	𝜇𝑓𝑖𝑛𝑎𝑙	𝜇𝑓𝑖𝑛𝑎𝑙	PROPN
futech-159	120	5	is	be	AUX
futech-159	120	6	the	the	DET
futech-159	120	7	mean	mean	NOUN
futech-159	120	8	of	of	ADP
futech-159	120	9	the	the	DET
futech-159	120	10	distribution	distribution	NOUN
futech-159	120	11	and	and	CCONJ
futech-159	120	12	σ𝑓𝑖𝑛𝑎𝑙	σ𝑓𝑖𝑛𝑎𝑙	NOUN
futech-159	120	13	is	be	AUX
futech-159	120	14	the	the	DET
futech-159	120	15	covariance	covariance	NOUN
futech-159	120	16	of	of	ADP
futech-159	120	17	the	the	DET
futech-159	120	18	distribution	distribution	NOUN
futech-159	120	19	.	.	PUNCT
futech-159	121	1	𝜇𝑓𝑖𝑛𝑎𝑙	𝜇𝑓𝑖𝑛𝑎𝑙	NOUN
futech-159	121	2	and	and	CCONJ
futech-159	121	3	σ𝑓𝑖𝑛𝑎𝑙	σ𝑓𝑖𝑛𝑎𝑙	NOUN
futech-159	121	4	are	be	AUX
futech-159	121	5	broken	break	VERB
futech-159	121	6	down	down	ADP
futech-159	121	7	as	as	ADP
futech-159	121	8	:	:	PUNCT
futech-159	121	9	𝜇𝑓𝑖𝑛𝑎𝑙	𝜇𝑓𝑖𝑛𝑎𝑙	NOUN
futech-159	121	10	=	=	PUNCT
futech-159	121	11	(	(	PUNCT
futech-159	121	12	σ−1	σ−1	PROPN
futech-159	121	13	+	+	CCONJ
futech-159	121	14	∑	∑	ADP
futech-159	121	15	𝑥𝑖𝑥𝑖	𝑥𝑖𝑥𝑖	ADJ
futech-159	121	16	𝑇	𝑇	PROPN
futech-159	121	17	𝑖	𝑖	SYM
futech-159	121	18	𝜎2	𝜎2	PROPN
futech-159	121	19	)	)	PUNCT
futech-159	121	20	−1	−1	NOUN
futech-159	121	21	∑	∑	ADP
futech-159	121	22	𝑦𝑖𝑥𝑖𝑖	𝑦𝑖𝑥𝑖𝑖	NOUN
futech-159	121	23	𝜎2	𝜎2	NOUN
futech-159	121	24	in	in	ADP
futech-159	121	25	this	this	DET
futech-159	121	26	equation	equation	NOUN
futech-159	121	27	,	,	PUNCT
futech-159	121	28	σ	σ	PROPN
futech-159	121	29	represents	represent	VERB
futech-159	121	30	the	the	DET
futech-159	121	31	covariance	covariance	NOUN
futech-159	121	32	matrix	matrix	NOUN
futech-159	121	33	and	and	CCONJ
futech-159	121	34	σ−1	σ−1	PROPN
futech-159	121	35	denotes	denote	VERB
futech-159	121	36	its	its	PRON
futech-159	121	37	inverse	inverse	NOUN
futech-159	121	38	.	.	PUNCT
futech-159	122	1	the	the	DET
futech-159	122	2	term	term	NOUN
futech-159	122	3	(	(	PUNCT
futech-159	122	4	∑	∑	INTJ
futech-159	122	5	𝑥𝑖𝑥𝑖	𝑥𝑖𝑥𝑖	NOUN
futech-159	122	6	𝑇	𝑇	PROPN
futech-159	122	7	𝑖	𝑖	PRON
futech-159	122	8	)	)	PUNCT
futech-159	122	9	represents	represent	VERB
futech-159	122	10	the	the	DET
futech-159	122	11	sum	sum	NOUN
futech-159	122	12	of	of	ADP
futech-159	122	13	the	the	DET
futech-159	122	14	outer	outer	ADJ
futech-159	122	15	products	product	NOUN
futech-159	122	16	of	of	ADP
futech-159	122	17	the	the	DET
futech-159	122	18	input	input	NOUN
futech-159	122	19	vectors	vector	NOUN
futech-159	122	20	𝑥𝑖	𝑥𝑖	PRON
futech-159	122	21	.	.	PUNCT
futech-159	123	1	𝜎is	𝜎is	VERB
futech-159	123	2	the	the	DET
futech-159	123	3	standard	standard	ADJ
futech-159	123	4	deviation	deviation	NOUN
futech-159	123	5	or	or	CCONJ
futech-159	123	6	noise	noise	NOUN
futech-159	123	7	parameter	parameter	NOUN
futech-159	123	8	.	.	PUNCT
futech-159	124	1	the	the	DET
futech-159	124	2	expression	expression	NOUN
futech-159	124	3	(	(	PUNCT
futech-159	124	4	∑	∑	INTJ
futech-159	124	5	𝑦𝑖𝑥𝑖𝑖	𝑦𝑖𝑥𝑖𝑖	NOUN
futech-159	124	6	)	)	PUNCT
futech-159	124	7	represents	represent	VERB
futech-159	124	8	the	the	DET
futech-159	124	9	sum	sum	NOUN
futech-159	124	10	of	of	ADP
futech-159	124	11	the	the	DET
futech-159	124	12	product	product	NOUN
futech-159	124	13	of	of	ADP
futech-159	124	14	the	the	DET
futech-159	124	15	observed	observe	VERB
futech-159	124	16	target	target	NOUN
futech-159	124	17	values	value	NOUN
futech-159	124	18	𝑦𝑖	𝑦𝑖	NOUN
futech-159	124	19	and	and	CCONJ
futech-159	124	20	the	the	DET
futech-159	124	21	corresponding	corresponding	ADJ
futech-159	124	22	input	input	NOUN
futech-159	124	23	vectors	vector	NOUN
futech-159	124	24	𝑥𝑖	𝑥𝑖	PRON
futech-159	124	25	.	.	PUNCT
futech-159	125	1	the	the	DET
futech-159	125	2	expression	expression	NOUN
futech-159	125	3	calculates	calculate	VERB
futech-159	125	4	the	the	DET
futech-159	125	5	updated	update	VERB
futech-159	125	6	value	value	NOUN
futech-159	125	7	of	of	ADP
futech-159	125	8	the	the	DET
futech-159	125	9	mean	mean	ADJ
futech-159	125	10	parameter	parameter	NOUN
futech-159	125	11	𝜇𝑓𝑖𝑛𝑎𝑙	𝜇𝑓𝑖𝑛𝑎𝑙	NOUN
futech-159	125	12	.	.	PUNCT
futech-159	126	1	it	it	PRON
futech-159	126	2	involves	involve	VERB
futech-159	126	3	matrix	matrix	NOUN
futech-159	126	4	computations	computation	NOUN
futech-159	126	5	where	where	SCONJ
futech-159	126	6	the	the	DET
futech-159	126	7	inverse	inverse	NOUN
futech-159	126	8	of	of	ADP
futech-159	126	9	the	the	DET
futech-159	126	10	covariance	covariance	NOUN
futech-159	126	11	matrix	matrix	NOUN
futech-159	126	12	σ	σ	NOUN
futech-159	126	13	is	be	AUX
futech-159	126	14	added	add	VERB
futech-159	126	15	to	to	ADP
futech-159	126	16	the	the	DET
futech-159	126	17	sum	sum	NOUN
futech-159	126	18	of	of	ADP
futech-159	126	19	the	the	DET
futech-159	126	20	outer	outer	ADJ
futech-159	126	21	products	product	NOUN
futech-159	126	22	(	(	PUNCT
futech-159	126	23	∑	∑	PART
futech-159	126	24	𝑥𝑖𝑥𝑖	𝑥𝑖𝑥𝑖	NOUN
futech-159	126	25	𝑇	𝑇	PROPN
futech-159	126	26	𝑖	𝑖	PROPN
futech-159	126	27	)	)	PUNCT
futech-159	126	28	.	.	PUNCT
futech-159	127	1	this	this	DET
futech-159	127	2	sum	sum	NOUN
futech-159	127	3	of	of	ADP
futech-159	127	4	outer	outer	ADJ
futech-159	127	5	products	product	NOUN
futech-159	127	6	captures	capture	VERB
futech-159	127	7	the	the	DET
futech-159	127	8	structure	structure	NOUN
futech-159	127	9	of	of	ADP
futech-159	127	10	the	the	DET
futech-159	127	11	input	input	NOUN
futech-159	127	12	data	datum	NOUN
futech-159	127	13	.	.	PUNCT
futech-159	128	1	the	the	DET
futech-159	128	2	term	term	NOUN
futech-159	128	3	(	(	PUNCT
futech-159	128	4	∑	∑	INTJ
futech-159	128	5	𝑦𝑖𝑥𝑖𝑖	𝑦𝑖𝑥𝑖𝑖	NOUN
futech-159	128	6	)	)	PUNCT
futech-159	128	7	is	be	AUX
futech-159	128	8	multiplied	multiply	VERB
futech-159	128	9	by	by	ADP
futech-159	128	10	the	the	DET
futech-159	128	11	inverse	inverse	NOUN
futech-159	128	12	of	of	ADP
futech-159	128	13	the	the	DET
futech-159	128	14	noise	noise	NOUN
futech-159	128	15	parameter	parameter	NOUN
futech-159	128	16	𝜎2	𝜎2	PROPN
futech-159	128	17	.	.	PUNCT
futech-159	129	1	i.	i.	PROPN
futech-159	129	2	σ𝑓𝑖𝑛𝑎𝑙	σ𝑓𝑖𝑛𝑎𝑙	PROPN
futech-159	129	3	=	=	PRON
futech-159	130	1	(	(	PUNCT
futech-159	130	2	σ−1	σ−1	PROPN
futech-159	130	3	+	+	CCONJ
futech-159	130	4	∑	∑	ADP
futech-159	130	5	𝑥𝑖𝑥𝑖	𝑥𝑖𝑥𝑖	ADJ
futech-159	130	6	𝑇	𝑇	PROPN
futech-159	130	7	𝑖	𝑖	SYM
futech-159	130	8	𝜎2	𝜎2	PROPN
futech-159	130	9	)	)	PUNCT
futech-159	130	10	−1	−1	ADV
futech-159	130	11	here	here	ADV
futech-159	130	12	,	,	PUNCT
futech-159	130	13	the	the	DET
futech-159	130	14	expression	expression	NOUN
futech-159	130	15	calculates	calculate	VERB
futech-159	130	16	the	the	DET
futech-159	130	17	updated	update	VERB
futech-159	130	18	value	value	NOUN
futech-159	130	19	of	of	ADP
futech-159	130	20	the	the	DET
futech-159	130	21	covariance	covariance	NOUN
futech-159	130	22	matrix	matrix	NOUN
futech-159	130	23	σ𝑓𝑖𝑛𝑎𝑙	σ𝑓𝑖𝑛𝑎𝑙	NOUN
futech-159	130	24	.	.	PUNCT
futech-159	131	1	it	it	PRON
futech-159	131	2	involves	involve	VERB
futech-159	131	3	a	a	DET
futech-159	131	4	similar	similar	ADJ
futech-159	131	5	matrix	matrix	NOUN
futech-159	131	6	computation	computation	NOUN
futech-159	131	7	as	as	ADP
futech-159	131	8	in	in	ADP
futech-159	131	9	the	the	DET
futech-159	131	10	previous	previous	ADJ
futech-159	131	11	equation	equation	NOUN
futech-159	131	12	.	.	PUNCT
futech-159	132	1	the	the	DET
futech-159	132	2	inverse	inverse	NOUN
futech-159	132	3	of	of	ADP
futech-159	132	4	the	the	DET
futech-159	132	5	covariance	covariance	NOUN
futech-159	132	6	matrix	matrix	NOUN
futech-159	132	7	σ−1	σ−1	PROPN
futech-159	132	8	is	be	AUX
futech-159	132	9	added	add	VERB
futech-159	132	10	to	to	ADP
futech-159	132	11	the	the	DET
futech-159	132	12	sum	sum	NOUN
futech-159	132	13	of	of	ADP
futech-159	132	14	the	the	DET
futech-159	132	15	outer	outer	ADJ
futech-159	132	16	products	product	NOUN
futech-159	132	17	(	(	PUNCT
futech-159	132	18	∑	∑	PART
futech-159	132	19	𝑥𝑖𝑥𝑖	𝑥𝑖𝑥𝑖	NOUN
futech-159	132	20	𝑇	𝑇	PROPN
futech-159	132	21	𝑖	𝑖	PROPN
futech-159	132	22	)	)	PUNCT
futech-159	132	23	,	,	PUNCT
futech-159	132	24	capturing	capture	VERB
futech-159	132	25	the	the	DET
futech-159	132	26	structure	structure	NOUN
futech-159	132	27	of	of	ADP
futech-159	132	28	the	the	DET
futech-159	132	29	input	input	NOUN
futech-159	132	30	data	datum	NOUN
futech-159	132	31	.	.	PUNCT
futech-159	133	1	this	this	DET
futech-159	133	2	sum	sum	NOUN
futech-159	133	3	is	be	AUX
futech-159	133	4	then	then	ADV
futech-159	133	5	inverted	inverted	ADJ
futech-159	133	6	to	to	PART
futech-159	133	7	obtain	obtain	VERB
futech-159	133	8	the	the	DET
futech-159	133	9	updated	update	VERB
futech-159	133	10	covariance	covariance	NOUN
futech-159	133	11	matrix	matrix	NOUN
futech-159	133	12	σ𝑓𝑖𝑛𝑎𝑙	σ𝑓𝑖𝑛𝑎𝑙	NOUN
futech-159	133	13	.	.	PUNCT
futech-159	134	1	these	these	DET
futech-159	134	2	equations	equation	NOUN
futech-159	134	3	are	be	AUX
futech-159	134	4	used	use	VERB
futech-159	134	5	in	in	ADP
futech-159	134	6	bli	bli	PROPN
futech-159	134	7	to	to	PART
futech-159	134	8	update	update	VERB
futech-159	134	9	the	the	DET
futech-159	134	10	mean	mean	NOUN
futech-159	134	11	and	and	CCONJ
futech-159	134	12	covariance	covariance	NOUN
futech-159	134	13	of	of	ADP
futech-159	134	14	the	the	DET
futech-159	134	15	posterior	posterior	ADJ
futech-159	134	16	distribution	distribution	NOUN
futech-159	134	17	of	of	ADP
futech-159	134	18	the	the	DET
futech-159	134	19	parameters	parameter	NOUN
futech-159	134	20	.	.	PUNCT
futech-159	135	1	they	they	PRON
futech-159	135	2	incorporate	incorporate	VERB
futech-159	135	3	the	the	DET
futech-159	135	4	observed	observe	VERB
futech-159	135	5	data	datum	NOUN
futech-159	135	6	and	and	CCONJ
futech-159	135	7	provide	provide	VERB
futech-159	135	8	a	a	DET
futech-159	135	9	way	way	NOUN
futech-159	135	10	to	to	PART
futech-159	135	11	update	update	VERB
futech-159	135	12	the	the	DET
futech-159	135	13	prior	prior	ADJ
futech-159	135	14	beliefs	belief	NOUN
futech-159	135	15	based	base	VERB
futech-159	135	16	on	on	ADP
futech-159	135	17	the	the	DET
futech-159	135	18	likelihood	likelihood	NOUN
futech-159	135	19	of	of	ADP
futech-159	135	20	the	the	DET
futech-159	135	21	data	datum	NOUN
futech-159	135	22	and	and	CCONJ
futech-159	135	23	the	the	DET
futech-159	135	24	noise	noise	NOUN
futech-159	135	25	parameter	parameter	PROPN
futech-159	135	26	σ	σ	PROPN
futech-159	135	27	.	.	PROPN
futech-159	135	28	5	5	NUM
futech-159	135	29	.	.	NOUN
futech-159	135	30	probability	probability	NOUN
futech-159	135	31	distribution	distribution	NOUN
futech-159	135	32	of	of	ADP
futech-159	135	33	the	the	DET
futech-159	135	34	prediction	prediction	NOUN
futech-159	135	35	the	the	DET
futech-159	135	36	next	next	ADJ
futech-159	135	37	step	step	NOUN
futech-159	135	38	is	be	AUX
futech-159	135	39	to	to	PART
futech-159	135	40	compute	compute	VERB
futech-159	135	41	the	the	DET
futech-159	135	42	probability	probability	NOUN
futech-159	135	43	distribution	distribution	NOUN
futech-159	135	44	of	of	ADP
futech-159	135	45	prediction𝑃(𝑦𝑡+1|𝑥𝑡+1	prediction𝑃(𝑦𝑡+1|𝑥𝑡+1	NOUN
futech-159	135	46	,	,	PUNCT
futech-159	135	47	𝜃	𝜃	NOUN
futech-159	135	48	)	)	PUNCT
futech-159	135	49	.	.	PUNCT
futech-159	136	1	since	since	SCONJ
futech-159	136	2	the	the	DET
futech-159	136	3	linear	linear	ADJ
futech-159	136	4	combination	combination	NOUN
futech-159	136	5	of	of	ADP
futech-159	136	6	normal	normal	ADJ
futech-159	136	7	distributions	distribution	NOUN
futech-159	136	8	is	be	AUX
futech-159	136	9	also	also	ADV
futech-159	136	10	a	a	DET
futech-159	136	11	normal	normal	ADJ
futech-159	136	12	distribution	distribution	NOUN
futech-159	136	13	,	,	PUNCT
futech-159	136	14	af	af	PROPN
futech-159	136	15	.	.	PROPN
futech-159	136	16	obele	obele	PROPN
futech-159	136	17	et	et	PROPN
futech-159	136	18	al	al	PROPN
futech-159	136	19	.	.	PROPN
futech-159	136	20	/future	/future	PUNCT
futech-159	136	21	technology	technology	PROPN
futech-159	137	1	august	august	PROPN
futech-159	137	2	2024|	2024|	PROPN
futech-159	137	3	volume	volume	NOUN
futech-159	137	4	03	03	NUM
futech-159	138	1	|	|	ADV
futech-159	138	2	issue	issue	NOUN
futech-159	138	3	03	03	NUM
futech-159	139	1	|	|	ADV
futech-159	139	2	pages	page	NOUN
futech-159	139	3	08	08	NUM
futech-159	139	4	-	-	SYM
futech-159	139	5	14	14	NUM
futech-159	139	6	11	11	NUM
futech-159	139	7	𝑃(𝑦𝑡+1|𝑥𝑡+1	𝑃(𝑦𝑡+1|𝑥𝑡+1	NOUN
futech-159	139	8	,	,	PUNCT
futech-159	139	9	𝜃)therefore	𝜃)therefore	SCONJ
futech-159	139	10	the	the	DET
futech-159	139	11	distribution	distribution	NOUN
futech-159	139	12	can	can	AUX
futech-159	139	13	be	be	AUX
futech-159	139	14	written	write	VERB
futech-159	139	15	in	in	ADP
futech-159	139	16	the	the	DET
futech-159	139	17	form	form	NOUN
futech-159	139	18	1	1	NUM
futech-159	139	19	𝑍	𝑍	NOUN
futech-159	139	20	𝑒𝑥𝑝	𝑒𝑥𝑝	INTJ
futech-159	139	21	{	{	PUNCT
futech-159	139	22	−	−	PROPN
futech-159	139	23	1	1	NUM
futech-159	139	24	2𝜎2	2𝜎2	NUM
futech-159	139	25	(	(	PUNCT
futech-159	139	26	𝑦𝑡+1	𝑦𝑡+1	NOUN
futech-159	139	27	−	−	NOUN
futech-159	139	28	𝜇𝑦𝑡+1	𝜇𝑦𝑡+1	NOUN
futech-159	139	29	)	)	PUNCT
futech-159	139	30	𝑇	𝑇	PROPN
futech-159	139	31	σ𝑦𝑡+1	σ𝑦𝑡+1	NOUN
futech-159	139	32	(	(	PUNCT
futech-159	139	33	𝑦𝑡+1	𝑦𝑡+1	NOUN
futech-159	139	34	−	−	NOUN
futech-159	139	35	𝜇𝑦𝑡+1	𝜇𝑦𝑡+1	NOUN
futech-159	139	36	)	)	PUNCT
futech-159	139	37	}	}	PUNCT
futech-159	139	38	,	,	PUNCT
futech-159	139	39	where	where	SCONJ
futech-159	139	40	𝜇𝑦𝑡+1	𝜇𝑦𝑡+1	NOUN
futech-159	139	41	=	=	SYM
futech-159	139	42	𝐸[𝑦𝑡+1	𝐸[𝑦𝑡+1	NOUN
futech-159	139	43	]	]	PUNCT
futech-159	139	44	=	=	SYM
futech-159	139	45	𝐸[𝜃𝑇𝑥𝑡+1	𝐸[𝜃𝑇𝑥𝑡+1	PROPN
futech-159	139	46	+	+	CCONJ
futech-159	139	47	𝜖	𝜖	X
futech-159	139	48	]	]	X
futech-159	139	49	=	=	SYM
futech-159	139	50	𝐸[𝜃𝑇𝑥𝑡+1	𝐸[𝜃𝑇𝑥𝑡+1	NOUN
futech-159	139	51	]	]	X
futech-159	139	52	+	+	X
futech-159	139	53	𝐸[𝜖	𝐸[𝜖	ADJ
futech-159	139	54	]	]	X
futech-159	139	55	=	=	SYM
futech-159	139	56	𝐸[𝜃]𝑇𝑥𝑡+1	𝐸[𝜃]𝑇𝑥𝑡+1	NOUN
futech-159	139	57	+	+	X
futech-159	139	58	0	0	NUM
futech-159	139	59	=	=	SYM
futech-159	139	60	𝜇𝜃	𝜇𝜃	VERB
futech-159	139	61	𝑇𝑥𝑡+1	𝑇𝑥𝑡+1	NOUN
futech-159	139	62	and	and	CCONJ
futech-159	139	63	σ𝑦𝑡+1	σ𝑦𝑡+1	NOUN
futech-159	139	64	=	=	SYM
futech-159	139	65	𝑥𝑡+1	𝑥𝑡+1	NUM
futech-159	139	66	𝑇σ𝜃𝑥𝑡+1	𝑇σ𝜃𝑥𝑡+1	NOUN
futech-159	139	67	+	+	CCONJ
futech-159	139	68	𝜎2	𝜎2	NOUN
futech-159	139	69	the	the	DET
futech-159	139	70	components	component	NOUN
futech-159	139	71	are	be	AUX
futech-159	139	72	broken	break	VERB
futech-159	139	73	down	down	ADP
futech-159	139	74	and	and	CCONJ
futech-159	139	75	explained	explain	VERB
futech-159	139	76	as	as	ADP
futech-159	139	77	:	:	PUNCT
futech-159	139	78	i.	i.	PROPN
futech-159	139	79	𝑃(𝑦𝑡+1|𝑥𝑡+1	𝑃(𝑦𝑡+1|𝑥𝑡+1	PROPN
futech-159	139	80	,	,	PUNCT
futech-159	139	81	𝜃	𝜃	NOUN
futech-159	139	82	)	)	PUNCT
futech-159	139	83	=	=	SYM
futech-159	139	84	1	1	NUM
futech-159	139	85	𝑍	𝑍	NOUN
futech-159	139	86	𝑒𝑥𝑝	𝑒𝑥𝑝	INTJ
futech-159	139	87	{	{	PUNCT
futech-159	139	88	−	−	PROPN
futech-159	139	89	1	1	NUM
futech-159	139	90	2𝜎2	2𝜎2	NUM
futech-159	139	91	(	(	PUNCT
futech-159	139	92	𝑦𝑡+1	𝑦𝑡+1	NOUN
futech-159	139	93	−	−	NOUN
futech-159	139	94	𝜇𝑦𝑡+1	𝜇𝑦𝑡+1	NOUN
futech-159	139	95	)	)	PUNCT
futech-159	139	96	𝑇	𝑇	PROPN
futech-159	139	97	σ𝑦𝑡+1	σ𝑦𝑡+1	NOUN
futech-159	139	98	(	(	PUNCT
futech-159	139	99	𝑦𝑡+1	𝑦𝑡+1	NOUN
futech-159	139	100	−	−	NOUN
futech-159	139	101	𝜇𝑦𝑡+1	𝜇𝑦𝑡+1	NOUN
futech-159	139	102	)	)	PUNCT
futech-159	139	103	}	}	PUNCT
futech-159	139	104	this	this	DET
futech-159	139	105	equation	equation	NOUN
futech-159	139	106	represents	represent	VERB
futech-159	139	107	the	the	DET
futech-159	139	108	conditional	conditional	ADJ
futech-159	139	109	probability	probability	NOUN
futech-159	139	110	distribution	distribution	NOUN
futech-159	139	111	of	of	ADP
futech-159	139	112	the	the	DET
futech-159	139	113	target	target	NOUN
futech-159	139	114	variable	variable	ADJ
futech-159	139	115	𝑦𝑡+1	𝑦𝑡+1	NOUN
futech-159	139	116	given	give	VERB
futech-159	139	117	the	the	DET
futech-159	139	118	input	input	NOUN
futech-159	139	119	variable	variable	NOUN
futech-159	139	120	𝑥𝑡+1	𝑥𝑡+1	PROPN
futech-159	139	121	and	and	CCONJ
futech-159	139	122	the	the	DET
futech-159	139	123	parameter	parameter	NOUN
futech-159	139	124	𝜃.	𝜃.	VERB
futech-159	139	125	it	it	PRON
futech-159	139	126	is	be	AUX
futech-159	139	127	characterized	characterize	VERB
futech-159	139	128	by	by	ADP
futech-159	139	129	a	a	DET
futech-159	139	130	multivariate	multivariate	NOUN
futech-159	139	131	gaussian	gaussian	ADJ
futech-159	139	132	distribution	distribution	NOUN
futech-159	139	133	.	.	PUNCT
futech-159	140	1	ii	ii	PROPN
futech-159	140	2	.	.	PROPN
futech-159	140	3	𝜇𝑦𝑡+1	𝜇𝑦𝑡+1	VERB
futech-159	140	4	=	=	SYM
futech-159	140	5	𝐸[𝑦𝑡+1	𝐸[𝑦𝑡+1	NOUN
futech-159	140	6	]	]	PUNCT
futech-159	140	7	=	=	SYM
futech-159	140	8	𝐸[𝜃𝑇𝑥𝑡+1	𝐸[𝜃𝑇𝑥𝑡+1	PROPN
futech-159	140	9	+	+	CCONJ
futech-159	140	10	𝜖	𝜖	X
futech-159	140	11	]	]	X
futech-159	140	12	=	=	SYM
futech-159	140	13	𝐸[𝜃𝑇𝑥𝑡+1	𝐸[𝜃𝑇𝑥𝑡+1	NOUN
futech-159	140	14	]	]	X
futech-159	141	1	+	+	X
futech-159	141	2	𝐸[𝜖	𝐸[𝜖	ADJ
futech-159	141	3	]	]	X
futech-159	141	4	=	=	SYM
futech-159	141	5	𝐸[𝜃]𝑇𝑥𝑡+1	𝐸[𝜃]𝑇𝑥𝑡+1	NOUN
futech-159	141	6	+	+	X
futech-159	141	7	0	0	X
futech-159	141	8	=	=	VERB
futech-159	141	9	𝜇𝜃	𝜇𝜃	AUX
futech-159	141	10	𝑇𝑥𝑡+1	𝑇𝑥𝑡+1	NOUN
futech-159	141	11	in	in	ADP
futech-159	141	12	this	this	DET
futech-159	141	13	expression	expression	NOUN
futech-159	141	14	,	,	PUNCT
futech-159	141	15	𝜇𝑦𝑡+1	𝜇𝑦𝑡+1	NOUN
futech-159	141	16	represents	represent	VERB
futech-159	141	17	the	the	DET
futech-159	141	18	mean	mean	NOUN
futech-159	141	19	of	of	ADP
futech-159	141	20	the	the	DET
futech-159	141	21	target	target	NOUN
futech-159	141	22	variable	variable	NOUN
futech-159	141	23	𝑦𝑡+1	𝑦𝑡+1	NOUN
futech-159	141	24	.	.	PUNCT
futech-159	142	1	it	it	PRON
futech-159	142	2	is	be	AUX
futech-159	142	3	calculated	calculate	VERB
futech-159	142	4	by	by	ADP
futech-159	142	5	taking	take	VERB
futech-159	142	6	the	the	DET
futech-159	142	7	expected	expect	VERB
futech-159	142	8	value	value	NOUN
futech-159	142	9	of	of	ADP
futech-159	142	10	𝜃𝑇𝑥𝑡+1	𝜃𝑇𝑥𝑡+1	NOUN
futech-159	142	11	and	and	CCONJ
futech-159	142	12	considering	consider	VERB
futech-159	142	13	that	that	SCONJ
futech-159	142	14	the	the	DET
futech-159	142	15	expected	expect	VERB
futech-159	142	16	value	value	NOUN
futech-159	142	17	of	of	ADP
futech-159	142	18	the	the	DET
futech-159	142	19	noise	noise	NOUN
futech-159	142	20	term	term	NOUN
futech-159	142	21	𝜖	𝜖	PROPN
futech-159	142	22	is	be	AUX
futech-159	142	23	zero	zero	NUM
futech-159	142	24	.	.	PUNCT
futech-159	143	1	thus	thus	ADV
futech-159	143	2	,	,	PUNCT
futech-159	143	3	the	the	DET
futech-159	143	4	mean	mean	NOUN
futech-159	143	5	of	of	ADP
futech-159	143	6	𝑦𝑡+1	𝑦𝑡+1	NOUN
futech-159	143	7	is	be	AUX
futech-159	143	8	given	give	VERB
futech-159	143	9	by	by	ADP
futech-159	143	10	the	the	DET
futech-159	143	11	dot	dot	NOUN
futech-159	143	12	product	product	NOUN
futech-159	143	13	of	of	ADP
futech-159	143	14	the	the	DET
futech-159	143	15	expected	expect	VERB
futech-159	143	16	value	value	NOUN
futech-159	143	17	of	of	ADP
futech-159	143	18	𝜃	𝜃	PROPN
futech-159	143	19	(	(	PUNCT
futech-159	143	20	denoted	denote	VERB
futech-159	143	21	as	as	ADP
futech-159	143	22	𝜇𝜃	𝜇𝜃	NOUN
futech-159	143	23	)	)	PUNCT
futech-159	143	24	and	and	CCONJ
futech-159	143	25	the	the	DET
futech-159	143	26	input	input	NOUN
futech-159	143	27	variable	variable	NOUN
futech-159	143	28	𝑥𝑡+1	𝑥𝑡+1	PROPN
futech-159	143	29	.	.	PUNCT
futech-159	143	30	iii	iii	PROPN
futech-159	143	31	.	.	PUNCT
futech-159	144	1	σ𝑦𝑡+1	σ𝑦𝑡+1	PROPN
futech-159	144	2	=	=	SYM
futech-159	144	3	𝑥𝑡+1	𝑥𝑡+1	NUM
futech-159	144	4	𝑇σ𝜃𝑥𝑡+1	𝑇σ𝜃𝑥𝑡+1	NOUN
futech-159	144	5	+	+	CCONJ
futech-159	144	6	𝜎2	𝜎2	NOUN
futech-159	144	7	here	here	ADV
futech-159	144	8	,	,	PUNCT
futech-159	144	9	σ𝑦𝑡+1	σ𝑦𝑡+1	NOUN
futech-159	144	10	represents	represent	VERB
futech-159	144	11	the	the	DET
futech-159	144	12	covariance	covariance	NOUN
futech-159	144	13	matrix	matrix	NOUN
futech-159	144	14	of	of	ADP
futech-159	144	15	the	the	DET
futech-159	144	16	target	target	NOUN
futech-159	144	17	variable	variable	NOUN
futech-159	144	18	𝑦𝑡+1	𝑦𝑡+1	NOUN
futech-159	144	19	.	.	PUNCT
futech-159	145	1	it	it	PRON
futech-159	145	2	is	be	AUX
futech-159	145	3	calculated	calculate	VERB
futech-159	145	4	by	by	ADP
futech-159	145	5	taking	take	VERB
futech-159	145	6	the	the	DET
futech-159	145	7	outer	outer	ADJ
futech-159	145	8	product	product	NOUN
futech-159	145	9	of	of	ADP
futech-159	145	10	𝑥𝑡+1	𝑥𝑡+1	PROPN
futech-159	145	11	and	and	CCONJ
futech-159	145	12	σ𝜃	σ𝜃	INTJ
futech-159	145	13	(	(	PUNCT
futech-159	145	14	the	the	DET
futech-159	145	15	covariance	covariance	NOUN
futech-159	145	16	matrix	matrix	NOUN
futech-159	145	17	of	of	ADP
futech-159	145	18	𝜃	𝜃	NOUN
futech-159	145	19	)	)	PUNCT
futech-159	145	20	and	and	CCONJ
futech-159	145	21	adding	add	VERB
futech-159	145	22	the	the	DET
futech-159	145	23	variance	variance	NOUN
futech-159	145	24	𝜎2	𝜎2	NOUN
futech-159	145	25	.	.	PUNCT
futech-159	146	1	the	the	DET
futech-159	146	2	expression	expression	NOUN
futech-159	146	3	captures	capture	VERB
futech-159	146	4	the	the	DET
futech-159	146	5	uncertainty	uncertainty	NOUN
futech-159	146	6	in	in	ADP
futech-159	146	7	the	the	DET
futech-159	146	8	target	target	NOUN
futech-159	146	9	variable	variable	ADJ
futech-159	146	10	𝑦𝑡+1	𝑦𝑡+1	NOUN
futech-159	146	11	based	base	VERB
futech-159	146	12	on	on	ADP
futech-159	146	13	the	the	DET
futech-159	146	14	uncertainty	uncertainty	NOUN
futech-159	146	15	in	in	ADP
futech-159	146	16	the	the	DET
futech-159	146	17	parameter	parameter	NOUN
futech-159	146	18	𝜃	𝜃	PROPN
futech-159	146	19	(	(	PUNCT
futech-159	146	20	represented	represent	VERB
futech-159	146	21	by	by	ADP
futech-159	146	22	σ𝜃	σ𝜃	NOUN
futech-159	146	23	)	)	PUNCT
futech-159	146	24	and	and	CCONJ
futech-159	146	25	the	the	DET
futech-159	146	26	noise	noise	NOUN
futech-159	146	27	level	level	NOUN
futech-159	146	28	𝜎.	𝜎.	NOUN
futech-159	146	29	in	in	ADP
futech-159	146	30	addition	addition	NOUN
futech-159	146	31	,	,	PUNCT
futech-159	146	32	the	the	DET
futech-159	146	33	equation	equation	NOUN
futech-159	146	34	defines	define	VERB
futech-159	146	35	the	the	DET
futech-159	146	36	conditional	conditional	ADJ
futech-159	146	37	probability	probability	NOUN
futech-159	146	38	distribution	distribution	NOUN
futech-159	146	39	of	of	ADP
futech-159	146	40	𝑦𝑡+1	𝑦𝑡+1	NOUN
futech-159	146	41	given	give	VERB
futech-159	146	42	𝑥𝑡+1	𝑥𝑡+1	NOUN
futech-159	146	43	and	and	CCONJ
futech-159	146	44	θ	θ	PROPN
futech-159	146	45	as	as	ADP
futech-159	146	46	a	a	DET
futech-159	146	47	multivariate	multivariate	NOUN
futech-159	146	48	gaussian	gaussian	ADJ
futech-159	146	49	distribution	distribution	NOUN
futech-159	146	50	,	,	PUNCT
futech-159	146	51	characterized	characterize	VERB
futech-159	146	52	by	by	ADP
futech-159	146	53	the	the	DET
futech-159	146	54	mean	mean	ADJ
futech-159	146	55	𝜇𝑦𝑡+1	𝜇𝑦𝑡+1	NOUN
futech-159	146	56	and	and	CCONJ
futech-159	146	57	covariance	covariance	NOUN
futech-159	146	58	matrix	matrix	NOUN
futech-159	146	59	σ𝑦𝑡+1	σ𝑦𝑡+1	NOUN
futech-159	146	60	.	.	PUNCT
futech-159	147	1	these	these	DET
futech-159	147	2	parameters	parameter	NOUN
futech-159	147	3	depend	depend	VERB
futech-159	147	4	on	on	ADP
futech-159	147	5	the	the	DET
futech-159	147	6	expected	expect	VERB
futech-159	147	7	value	value	NOUN
futech-159	147	8	of	of	ADP
futech-159	147	9	θ	θ	PROPN
futech-159	147	10	(	(	PUNCT
futech-159	147	11	𝜇𝜃	𝜇𝜃	PROPN
futech-159	147	12	)	)	PUNCT
futech-159	147	13	,	,	PUNCT
futech-159	147	14	the	the	DET
futech-159	147	15	input	input	NOUN
futech-159	147	16	variable	variable	NOUN
futech-159	147	17	𝑥𝑡+1	𝑥𝑡+1	PROPN
futech-159	147	18	,	,	PUNCT
futech-159	147	19	and	and	CCONJ
futech-159	147	20	the	the	DET
futech-159	147	21	covariance	covariance	NOUN
futech-159	147	22	matrix	matrix	NOUN
futech-159	147	23	of	of	ADP
futech-159	147	24	𝜃	𝜃	PROPN
futech-159	147	25	(	(	PUNCT
futech-159	147	26	σ𝜃	σ𝜃	NOUN
futech-159	147	27	)	)	PUNCT
futech-159	147	28	,	,	PUNCT
futech-159	147	29	as	as	ADV
futech-159	147	30	well	well	ADV
futech-159	147	31	as	as	ADP
futech-159	147	32	the	the	DET
futech-159	147	33	noise	noise	NOUN
futech-159	147	34	level	level	NOUN
futech-159	147	35	𝜎.	𝜎.	NOUN
futech-159	147	36	6	6	NUM
futech-159	147	37	.	.	PUNCT
futech-159	147	38	application	application	NOUN
futech-159	147	39	of	of	ADP
futech-159	147	40	the	the	DET
futech-159	147	41	model	model	NOUN
futech-159	147	42	,	,	PUNCT
futech-159	147	43	results	result	NOUN
futech-159	147	44	and	and	CCONJ
futech-159	147	45	discussions	discussion	NOUN
futech-159	147	46	the	the	DET
futech-159	147	47	summary	summary	NOUN
futech-159	147	48	output	output	NOUN
futech-159	147	49	of	of	ADP
futech-159	147	50	the	the	DET
futech-159	147	51	bli	bli	PROPN
futech-159	147	52	model	model	NOUN
futech-159	147	53	offers	offer	VERB
futech-159	147	54	details	detail	NOUN
futech-159	147	55	on	on	ADP
futech-159	147	56	credible	credible	ADJ
futech-159	147	57	intervals	interval	NOUN
futech-159	147	58	,	,	PUNCT
futech-159	147	59	the	the	DET
futech-159	147	60	posterior	posterior	ADJ
futech-159	147	61	distribution	distribution	NOUN
futech-159	147	62	of	of	ADP
futech-159	147	63	the	the	DET
futech-159	147	64	coefficients	coefficient	NOUN
futech-159	147	65	,	,	PUNCT
futech-159	147	66	and	and	CCONJ
futech-159	147	67	other	other	ADJ
futech-159	147	68	pertinent	pertinent	ADJ
futech-159	147	69	statistics	statistic	NOUN
futech-159	147	70	.	.	PUNCT
futech-159	148	1	bli	bli	PROPN
futech-159	148	2	yields	yield	VERB
futech-159	148	3	a	a	DET
futech-159	148	4	distribution	distribution	NOUN
futech-159	148	5	for	for	ADP
futech-159	148	6	every	every	DET
futech-159	148	7	coefficient	coefficient	NOUN
futech-159	148	8	rather	rather	ADV
futech-159	148	9	than	than	ADP
futech-159	148	10	point	point	NOUN
futech-159	148	11	estimates	estimate	NOUN
futech-159	148	12	.	.	PUNCT
futech-159	149	1	the	the	DET
futech-159	149	2	range	range	NOUN
futech-159	149	3	of	of	ADP
futech-159	149	4	values	value	NOUN
futech-159	149	5	that	that	PRON
futech-159	149	6	a	a	DET
futech-159	149	7	coefficient	coefficient	NOUN
futech-159	149	8	is	be	AUX
futech-159	149	9	most	most	ADV
futech-159	149	10	likely	likely	ADJ
futech-159	149	11	to	to	PART
futech-159	149	12	fall	fall	VERB
futech-159	149	13	into	into	ADP
futech-159	149	14	with	with	ADP
futech-159	149	15	a	a	DET
futech-159	149	16	given	give	VERB
futech-159	149	17	probability	probability	NOUN
futech-159	149	18	is	be	AUX
futech-159	149	19	represented	represent	VERB
futech-159	149	20	by	by	ADP
futech-159	149	21	credible	credible	ADJ
futech-159	149	22	intervals	interval	NOUN
futech-159	149	23	.	.	PUNCT
futech-159	150	1	the	the	DET
futech-159	150	2	linear	linear	PROPN
futech-159	150	3	regression	regression	NOUN
futech-159	150	4	model	model	NOUN
futech-159	150	5	's	's	PART
futech-159	150	6	details	detail	NOUN
futech-159	150	7	,	,	PUNCT
futech-159	150	8	such	such	ADJ
futech-159	150	9	as	as	ADP
futech-159	150	10	coefficients	coefficient	NOUN
futech-159	150	11	,	,	PUNCT
futech-159	150	12	pvalues	pvalue	NOUN
futech-159	150	13	,	,	PUNCT
futech-159	150	14	r	r	NOUN
futech-159	150	15	-	-	PUNCT
futech-159	150	16	squared	square	VERB
futech-159	150	17	,	,	PUNCT
futech-159	150	18	etc	etc	X
futech-159	150	19	.	.	X
futech-159	150	20	,	,	PUNCT
futech-159	150	21	are	be	AUX
futech-159	150	22	shown	show	VERB
futech-159	150	23	in	in	ADP
futech-159	150	24	the	the	DET
futech-159	150	25	summary	summary	NOUN
futech-159	150	26	output	output	NOUN
futech-159	150	27	.	.	PUNCT
futech-159	151	1	a	a	DET
futech-159	151	2	coefficient	coefficient	NOUN
futech-159	151	3	shows	show	VERB
futech-159	151	4	how	how	SCONJ
futech-159	151	5	each	each	DET
futech-159	151	6	predictor	predictor	NOUN
futech-159	151	7	,	,	PUNCT
futech-159	151	8	and	and	CCONJ
futech-159	151	9	the	the	DET
futech-159	151	10	dependent	dependent	ADJ
futech-159	151	11	variable	variable	NOUN
futech-159	151	12	are	be	AUX
futech-159	151	13	related	relate	VERB
futech-159	151	14	to	to	ADP
futech-159	151	15	one	one	NUM
futech-159	151	16	another	another	DET
futech-159	151	17	.	.	PUNCT
futech-159	152	1	the	the	DET
futech-159	152	2	importance	importance	NOUN
futech-159	152	3	of	of	ADP
futech-159	152	4	every	every	DET
futech-159	152	5	prediction	prediction	NOUN
futech-159	152	6	is	be	AUX
futech-159	152	7	shown	show	VERB
futech-159	152	8	by	by	ADP
futech-159	152	9	the	the	DET
futech-159	152	10	p	p	NOUN
futech-159	152	11	-	-	PUNCT
futech-159	152	12	value	value	NOUN
futech-159	152	13	.	.	PUNCT
futech-159	153	1	indicators	indicator	NOUN
futech-159	153	2	of	of	ADP
futech-159	153	3	statistical	statistical	ADJ
futech-159	153	4	significance	significance	NOUN
futech-159	153	5	have	have	VERB
futech-159	153	6	a	a	DET
futech-159	153	7	low	low	ADJ
futech-159	153	8	p	p	NOUN
futech-159	153	9	-	-	PUNCT
futech-159	153	10	value	value	NOUN
futech-159	153	11	(	(	PUNCT
futech-159	153	12	<	<	X
futech-159	153	13	0.05	0.05	NUM
futech-159	153	14	)	)	PUNCT
futech-159	153	15	.	.	PUNCT
futech-159	154	1	alongside	alongside	ADP
futech-159	154	2	the	the	DET
futech-159	154	3	fitted	fit	VERB
futech-159	154	4	linear	linear	PROPN
futech-159	154	5	regression	regression	NOUN
futech-159	154	6	line	line	NOUN
futech-159	154	7	are	be	AUX
futech-159	154	8	the	the	DET
futech-159	154	9	real	real	ADJ
futech-159	154	10	data	data	NOUN
futech-159	154	11	points	point	NOUN
futech-159	154	12	in	in	ADP
futech-159	154	13	this	this	DET
futech-159	154	14	graphic	graphic	NOUN
futech-159	154	15	.	.	PUNCT
futech-159	155	1	due	due	ADP
futech-159	155	2	to	to	ADP
futech-159	155	3	the	the	DET
futech-159	155	4	dependent	dependent	ADJ
futech-159	155	5	variable	variable	NOUN
futech-159	155	6	's	's	PART
futech-159	155	7	linear	linear	ADJ
futech-159	155	8	relationship	relationship	NOUN
futech-159	155	9	to	to	ADP
futech-159	155	10	the	the	DET
futech-159	155	11	predictors	predictor	NOUN
futech-159	155	12	,	,	PUNCT
futech-159	155	13	the	the	DET
futech-159	155	14	anticipated	anticipated	ADJ
futech-159	155	15	values	value	NOUN
futech-159	155	16	are	be	AUX
futech-159	155	17	shown	show	VERB
futech-159	155	18	by	by	ADP
futech-159	155	19	the	the	DET
futech-159	155	20	linear	linear	PROPN
futech-159	155	21	regression	regression	NOUN
futech-159	155	22	line	line	NOUN
futech-159	155	23	.	.	PUNCT
futech-159	156	1	the	the	DET
futech-159	156	2	places	place	NOUN
futech-159	156	3	where	where	SCONJ
futech-159	156	4	the	the	DET
futech-159	156	5	model	model	NOUN
futech-159	156	6	might	might	AUX
futech-159	156	7	not	not	PART
futech-159	156	8	fit	fit	VERB
futech-159	156	9	well	well	ADV
futech-159	156	10	are	be	AUX
futech-159	156	11	indicated	indicate	VERB
futech-159	156	12	by	by	ADP
futech-159	156	13	data	datum	NOUN
futech-159	156	14	points	point	NOUN
futech-159	156	15	deviating	deviate	VERB
futech-159	156	16	from	from	ADP
futech-159	156	17	the	the	DET
futech-159	156	18	line	line	NOUN
futech-159	156	19	.	.	PUNCT
futech-159	157	1	the	the	DET
futech-159	157	2	distribution	distribution	NOUN
futech-159	157	3	of	of	ADP
futech-159	157	4	residuals	residual	NOUN
futech-159	157	5	,	,	PUNCT
futech-159	157	6	or	or	CCONJ
futech-159	157	7	the	the	DET
futech-159	157	8	disparities	disparity	NOUN
futech-159	157	9	between	between	ADP
futech-159	157	10	actual	actual	ADJ
futech-159	157	11	and	and	CCONJ
futech-159	157	12	expected	expect	VERB
futech-159	157	13	values	value	NOUN
futech-159	157	14	,	,	PUNCT
futech-159	157	15	is	be	AUX
futech-159	157	16	displayed	display	VERB
futech-159	157	17	in	in	ADP
futech-159	157	18	the	the	DET
futech-159	157	19	residuals	residual	NOUN
futech-159	157	20	plot	plot	NOUN
futech-159	157	21	.	.	PUNCT
futech-159	158	1	the	the	DET
futech-159	158	2	residuals	residual	NOUN
futech-159	158	3	should	should	AUX
futech-159	158	4	ideally	ideally	ADV
futech-159	158	5	be	be	AUX
futech-159	158	6	dispersed	disperse	VERB
futech-159	158	7	randomly	randomly	ADV
futech-159	158	8	at	at	ADP
futech-159	158	9	about	about	ADP
futech-159	158	10	zero	zero	NUM
futech-159	158	11	.	.	PUNCT
futech-159	158	12	3.1	3.1	NUM
futech-159	158	13	plc	plc	PROPN
futech-159	158	14	maintenance	maintenance	NOUN
futech-159	158	15	number	number	NOUN
futech-159	158	16	of	of	ADP
futech-159	158	17	failures	failure	NOUN
futech-159	158	18	,	,	PUNCT
futech-159	158	19	or	or	CCONJ
futech-159	158	20	nf	nf	VERB
futech-159	158	21	:	:	PUNCT
futech-159	158	22	understanding	understand	VERB
futech-159	158	23	the	the	DET
futech-159	158	24	correlation	correlation	NOUN
futech-159	158	25	between	between	ADP
futech-159	158	26	the	the	DET
futech-159	158	27	number	number	NOUN
futech-159	158	28	of	of	ADP
futech-159	158	29	failures	failure	NOUN
futech-159	158	30	and	and	CCONJ
futech-159	158	31	the	the	DET
futech-159	158	32	months	month	NOUN
futech-159	158	33	can	can	AUX
futech-159	158	34	be	be	AUX
futech-159	158	35	aided	aid	VERB
futech-159	158	36	by	by	ADP
futech-159	158	37	linear	linear	PROPN
futech-159	158	38	regression	regression	NOUN
futech-159	158	39	.	.	PUNCT
futech-159	159	1	the	the	DET
futech-159	159	2	nf	nf	PROPN
futech-159	159	3	plot	plot	NOUN
futech-159	159	4	has	have	VERB
futech-159	159	5	a	a	DET
futech-159	159	6	positive	positive	ADJ
futech-159	159	7	relationship	relationship	NOUN
futech-159	159	8	;	;	PUNCT
futech-159	159	9	although	although	SCONJ
futech-159	159	10	the	the	DET
futech-159	159	11	data	data	NOUN
futech-159	159	12	point	point	NOUN
futech-159	159	13	have	have	VERB
futech-159	159	14	a	a	DET
futech-159	159	15	good	good	ADJ
futech-159	159	16	fit	fit	NOUN
futech-159	159	17	with	with	ADP
futech-159	159	18	the	the	DET
futech-159	159	19	regression	regression	NOUN
futech-159	159	20	line	line	NOUN
futech-159	159	21	.	.	PUNCT
futech-159	160	1	the	the	DET
futech-159	160	2	data	data	NOUN
futech-159	160	3	point	point	NOUN
futech-159	160	4	suggests	suggest	VERB
futech-159	160	5	that	that	SCONJ
futech-159	160	6	failure	failure	NOUN
futech-159	160	7	rates	rate	NOUN
futech-159	160	8	have	have	AUX
futech-159	160	9	increased	increase	VERB
futech-159	160	10	in	in	ADP
futech-159	160	11	the	the	DET
futech-159	160	12	last	last	ADJ
futech-159	160	13	few	few	ADJ
futech-159	160	14	months	month	NOUN
futech-159	160	15	.	.	PUNCT
futech-159	161	1	residual	residual	ADJ
futech-159	161	2	plot	plot	NOUN
futech-159	161	3	exhibit	exhibit	VERB
futech-159	161	4	a	a	DET
futech-159	161	5	normal	normal	ADJ
futech-159	161	6	distribution	distribution	NOUN
futech-159	161	7	with	with	ADP
futech-159	161	8	a	a	DET
futech-159	161	9	negative	negative	ADJ
futech-159	161	10	(	(	PUNCT
futech-159	161	11	-ve	-ve	NOUN
futech-159	161	12	)	)	PUNCT
futech-159	161	13	intercept	intercept	NOUN
futech-159	161	14	at	at	ADP
futech-159	161	15	the	the	DET
futech-159	161	16	y	y	NOUN
futech-159	161	17	-	-	PUNCT
futech-159	161	18	axis	axis	NOUN
futech-159	161	19	.	.	PUNCT
futech-159	162	1	mean	mean	VERB
futech-159	162	2	time	time	NOUN
futech-159	162	3	to	to	PART
futech-159	162	4	repair	repair	VERB
futech-159	162	5	(	(	PUNCT
futech-159	162	6	mttr	mttr	NOUN
futech-159	162	7	):	):	PUNCT
futech-159	162	8	the	the	DET
futech-159	162	9	mttr	mttr	NOUN
futech-159	162	10	plot	plot	NOUN
futech-159	162	11	has	have	VERB
futech-159	162	12	a	a	DET
futech-159	162	13	positive	positive	ADJ
futech-159	162	14	relationship	relationship	NOUN
futech-159	162	15	,	,	PUNCT
futech-159	162	16	with	with	ADP
futech-159	162	17	the	the	DET
futech-159	162	18	data	data	NOUN
futech-159	162	19	point	point	NOUN
futech-159	162	20	having	have	VERB
futech-159	162	21	a	a	DET
futech-159	162	22	good	good	ADJ
futech-159	162	23	fit	fit	NOUN
futech-159	162	24	with	with	ADP
futech-159	162	25	the	the	DET
futech-159	162	26	regression	regression	NOUN
futech-159	162	27	line	line	NOUN
futech-159	162	28	.	.	PUNCT
futech-159	163	1	the	the	DET
futech-159	163	2	data	data	NOUN
futech-159	163	3	point	point	NOUN
futech-159	163	4	suggests	suggest	VERB
futech-159	163	5	that	that	SCONJ
futech-159	163	6	failure	failure	NOUN
futech-159	163	7	rates	rate	NOUN
futech-159	163	8	have	have	AUX
futech-159	163	9	decreased	decrease	VERB
futech-159	163	10	in	in	ADP
futech-159	163	11	the	the	DET
futech-159	163	12	last	last	ADJ
futech-159	163	13	few	few	ADJ
futech-159	163	14	months	month	NOUN
futech-159	163	15	.	.	PUNCT
futech-159	164	1	residual	residual	ADJ
futech-159	164	2	plot	plot	NOUN
futech-159	164	3	exhibit	exhibit	VERB
futech-159	164	4	a	a	DET
futech-159	164	5	normal	normal	ADJ
futech-159	164	6	distribution	distribution	NOUN
futech-159	164	7	with	with	ADP
futech-159	164	8	a	a	DET
futech-159	164	9	positive	positive	ADJ
futech-159	164	10	(	(	PUNCT
futech-159	164	11	+	+	NOUN
futech-159	164	12	ve	ve	AUX
futech-159	164	13	)	)	PUNCT
futech-159	164	14	intercept	intercept	NOUN
futech-159	164	15	at	at	ADP
futech-159	164	16	the	the	DET
futech-159	164	17	yaxis	yaxis	NOUN
futech-159	164	18	.	.	PUNCT
futech-159	165	1	total	total	ADJ
futech-159	165	2	downtime	downtime	NOUN
futech-159	165	3	(	(	PUNCT
futech-159	165	4	td	td	NOUN
futech-159	165	5	):	):	PUNCT
futech-159	165	6	the	the	DET
futech-159	165	7	td	td	NOUN
futech-159	165	8	plot	plot	NOUN
futech-159	165	9	has	have	VERB
futech-159	165	10	a	a	DET
futech-159	165	11	positive	positive	ADJ
futech-159	165	12	relationship	relationship	NOUN
futech-159	165	13	,	,	PUNCT
futech-159	165	14	with	with	ADP
futech-159	165	15	the	the	DET
futech-159	165	16	data	data	NOUN
futech-159	165	17	point	point	NOUN
futech-159	165	18	having	have	VERB
futech-159	165	19	a	a	DET
futech-159	165	20	good	good	ADJ
futech-159	165	21	fit	fit	NOUN
futech-159	165	22	with	with	ADP
futech-159	165	23	the	the	DET
futech-159	165	24	regression	regression	NOUN
futech-159	165	25	line	line	NOUN
futech-159	165	26	.	.	PUNCT
futech-159	166	1	the	the	DET
futech-159	166	2	data	data	NOUN
futech-159	166	3	point	point	NOUN
futech-159	166	4	suggests	suggest	VERB
futech-159	166	5	that	that	SCONJ
futech-159	166	6	failure	failure	NOUN
futech-159	166	7	rates	rate	NOUN
futech-159	166	8	have	have	AUX
futech-159	166	9	decreased	decrease	VERB
futech-159	166	10	in	in	ADP
futech-159	166	11	the	the	DET
futech-159	166	12	last	last	ADJ
futech-159	166	13	few	few	ADJ
futech-159	166	14	months	month	NOUN
futech-159	166	15	.	.	PUNCT
futech-159	167	1	residual	residual	ADJ
futech-159	167	2	plot	plot	NOUN
futech-159	167	3	exhibit	exhibit	VERB
futech-159	167	4	a	a	DET
futech-159	167	5	normal	normal	ADJ
futech-159	167	6	distribution	distribution	NOUN
futech-159	167	7	with	with	ADP
futech-159	167	8	a	a	DET
futech-159	167	9	negative	negative	ADJ
futech-159	167	10	(	(	PUNCT
futech-159	167	11	-ve	-ve	NOUN
futech-159	167	12	)	)	PUNCT
futech-159	167	13	intercept	intercept	NOUN
futech-159	167	14	at	at	ADP
futech-159	167	15	the	the	DET
futech-159	167	16	y	y	NOUN
futech-159	167	17	-	-	PUNCT
futech-159	167	18	axis	axis	NOUN
futech-159	167	19	.	.	PUNCT
futech-159	168	1	total	total	ADJ
futech-159	168	2	unscheduled	unscheduled	ADJ
futech-159	168	3	incidents	incident	NOUN
futech-159	168	4	(	(	PUNCT
futech-159	168	5	tui	tui	NOUN
futech-159	168	6	):	):	PUNCT
futech-159	168	7	the	the	DET
futech-159	168	8	tui	tui	NOUN
futech-159	168	9	plot	plot	NOUN
futech-159	168	10	has	have	VERB
futech-159	168	11	a	a	DET
futech-159	168	12	negative	negative	ADJ
futech-159	168	13	relationship	relationship	NOUN
futech-159	168	14	,	,	PUNCT
futech-159	168	15	with	with	ADP
futech-159	168	16	the	the	DET
futech-159	168	17	data	data	NOUN
futech-159	168	18	point	point	NOUN
futech-159	168	19	having	have	VERB
futech-159	168	20	a	a	DET
futech-159	168	21	good	good	ADJ
futech-159	168	22	fit	fit	NOUN
futech-159	168	23	with	with	ADP
futech-159	168	24	the	the	DET
futech-159	168	25	regression	regression	NOUN
futech-159	168	26	line	line	NOUN
futech-159	168	27	.	.	PUNCT
futech-159	169	1	the	the	DET
futech-159	169	2	data	data	NOUN
futech-159	169	3	point	point	NOUN
futech-159	169	4	suggests	suggest	VERB
futech-159	169	5	that	that	SCONJ
futech-159	169	6	failure	failure	NOUN
futech-159	169	7	rates	rate	NOUN
futech-159	169	8	have	have	AUX
futech-159	169	9	decreased	decrease	VERB
futech-159	169	10	in	in	ADP
futech-159	169	11	the	the	DET
futech-159	169	12	last	last	ADJ
futech-159	169	13	few	few	ADJ
futech-159	169	14	months	month	NOUN
futech-159	169	15	.	.	PUNCT
futech-159	170	1	residual	residual	ADJ
futech-159	170	2	plot	plot	NOUN
futech-159	170	3	exhibit	exhibit	VERB
futech-159	170	4	a	a	DET
futech-159	170	5	normal	normal	ADJ
futech-159	170	6	distribution	distribution	NOUN
futech-159	170	7	with	with	ADP
futech-159	170	8	a	a	DET
futech-159	170	9	negative	negative	ADJ
futech-159	170	10	(	(	PUNCT
futech-159	170	11	-ve	-ve	NOUN
futech-159	170	12	)	)	PUNCT
futech-159	170	13	intercept	intercept	NOUN
futech-159	170	14	at	at	ADP
futech-159	170	15	the	the	DET
futech-159	170	16	y	y	NOUN
futech-159	170	17	-	-	PUNCT
futech-159	170	18	axis	axis	NOUN
futech-159	170	19	.	.	PUNCT
futech-159	171	1	mean	mean	VERB
futech-159	171	2	time	time	NOUN
futech-159	171	3	before	before	ADP
futech-159	171	4	failure	failure	NOUN
futech-159	171	5	(	(	PUNCT
futech-159	171	6	mtbf	mtbf	NOUN
futech-159	171	7	):	):	PUNCT
futech-159	171	8	the	the	DET
futech-159	171	9	mtbf	mtbf	PROPN
futech-159	171	10	plot	plot	NOUN
futech-159	171	11	has	have	VERB
futech-159	171	12	a	a	DET
futech-159	171	13	negative	negative	ADJ
futech-159	171	14	relationship	relationship	NOUN
futech-159	171	15	,	,	PUNCT
futech-159	171	16	with	with	ADP
futech-159	171	17	the	the	DET
futech-159	171	18	data	data	NOUN
futech-159	171	19	point	point	NOUN
futech-159	171	20	having	have	VERB
futech-159	171	21	a	a	DET
futech-159	171	22	good	good	ADJ
futech-159	171	23	fit	fit	NOUN
futech-159	171	24	with	with	ADP
futech-159	171	25	the	the	DET
futech-159	171	26	regression	regression	NOUN
futech-159	171	27	line	line	NOUN
futech-159	171	28	.	.	PUNCT
futech-159	172	1	the	the	DET
futech-159	172	2	data	data	NOUN
futech-159	172	3	point	point	NOUN
futech-159	172	4	suggests	suggest	VERB
futech-159	172	5	that	that	SCONJ
futech-159	172	6	failure	failure	NOUN
futech-159	172	7	rates	rate	NOUN
futech-159	172	8	have	have	AUX
futech-159	172	9	decreased	decrease	VERB
futech-159	172	10	in	in	ADP
futech-159	172	11	the	the	DET
futech-159	172	12	last	last	ADJ
futech-159	172	13	few	few	ADJ
futech-159	172	14	months	month	NOUN
futech-159	172	15	.	.	PUNCT
futech-159	173	1	residual	residual	ADJ
futech-159	173	2	plot	plot	NOUN
futech-159	173	3	exhibit	exhibit	VERB
futech-159	173	4	a	a	DET
futech-159	173	5	normal	normal	ADJ
futech-159	173	6	distribution	distribution	NOUN
futech-159	173	7	with	with	ADP
futech-159	173	8	a	a	DET
futech-159	173	9	positive	positive	ADJ
futech-159	173	10	(	(	PUNCT
futech-159	173	11	+	+	NOUN
futech-159	173	12	ve	ve	AUX
futech-159	173	13	)	)	PUNCT
futech-159	173	14	intercept	intercept	NOUN
futech-159	173	15	at	at	ADP
futech-159	173	16	the	the	DET
futech-159	173	17	y	y	NOUN
futech-159	173	18	-	-	PUNCT
futech-159	173	19	axis	axis	NOUN
futech-159	173	20	.	.	PUNCT
futech-159	174	1	generally	generally	ADV
futech-159	174	2	,	,	PUNCT
futech-159	174	3	the	the	DET
futech-159	174	4	relationship	relationship	NOUN
futech-159	174	5	between	between	ADP
futech-159	174	6	the	the	DET
futech-159	174	7	predictor	predictor	NOUN
futech-159	174	8	variables	variable	NOUN
futech-159	174	9	(	(	PUNCT
futech-159	174	10	nf	nf	INTJ
futech-159	174	11	,	,	PUNCT
futech-159	174	12	td	td	NOUN
futech-159	174	13	,	,	PUNCT
futech-159	174	14	tui	tui	PROPN
futech-159	174	15	,	,	PUNCT
futech-159	174	16	mttr	mttr	NOUN
futech-159	174	17	,	,	PUNCT
futech-159	174	18	and	and	CCONJ
futech-159	174	19	mtbf	mtbf	NOUN
futech-159	174	20	)	)	PUNCT
futech-159	174	21	is	be	AUX
futech-159	174	22	revealed	reveal	VERB
futech-159	174	23	by	by	ADP
futech-159	174	24	the	the	DET
futech-159	174	25	results	result	NOUN
futech-159	174	26	from	from	ADP
futech-159	174	27	the	the	DET
futech-159	174	28	implementation	implementation	NOUN
futech-159	174	29	of	of	ADP
futech-159	174	30	the	the	DET
futech-159	174	31	bli	bli	PROPN
futech-159	174	32	model	model	PROPN
futech-159	174	33	.	.	PUNCT
futech-159	175	1	a	a	DET
futech-159	175	2	more	more	ADV
futech-159	175	3	detailed	detailed	ADJ
futech-159	175	4	explanation	explanation	NOUN
futech-159	175	5	of	of	ADP
futech-159	175	6	the	the	DET
futech-159	175	7	essential	essential	ADJ
futech-159	175	8	elements	element	NOUN
futech-159	175	9	and	and	CCONJ
futech-159	175	10	data	datum	NOUN
futech-159	175	11	used	use	VERB
futech-159	175	12	in	in	ADP
futech-159	175	13	the	the	DET
futech-159	175	14	model	model	NOUN
futech-159	175	15	are	be	AUX
futech-159	175	16	summary	summary	NOUN
futech-159	175	17	as	as	SCONJ
futech-159	175	18	follows	follow	VERB
futech-159	175	19	:	:	PUNCT
futech-159	175	20	a.	a.	NOUN
futech-159	175	21	the	the	DET
futech-159	175	22	initial	initial	ADJ
futech-159	175	23	maintenance	maintenance	NOUN
futech-159	175	24	value	value	NOUN
futech-159	175	25	is	be	AUX
futech-159	175	26	from	from	ADP
futech-159	175	27	january	january	PROPN
futech-159	175	28	when	when	SCONJ
futech-159	175	29	all	all	DET
futech-159	175	30	predictors	predictor	NOUN
futech-159	175	31	are	be	AUX
futech-159	175	32	0.0	0.0	NUM
futech-159	175	33	and	and	CCONJ
futech-159	175	34	a	a	DET
futech-159	175	35	95	95	NUM
futech-159	175	36	%	%	NOUN
futech-159	175	37	credible	credible	ADJ
futech-159	175	38	interval	interval	NOUN
futech-159	175	39	(	(	PUNCT
futech-159	175	40	[	[	X
futech-159	175	41	145.5	145.5	NUM
futech-159	175	42	,	,	PUNCT
futech-159	175	43	154.9	154.9	NUM
futech-159	175	44	]	]	PUNCT
futech-159	175	45	)	)	PUNCT
futech-159	175	46	which	which	PRON
futech-159	175	47	indicates	indicate	VERB
futech-159	175	48	that	that	SCONJ
futech-159	175	49	the	the	DET
futech-159	175	50	true	true	ADJ
futech-159	175	51	value	value	NOUN
futech-159	175	52	of	of	ADP
futech-159	175	53	the	the	DET
futech-159	175	54	intercept	intercept	NOUN
futech-159	175	55	is	be	AUX
futech-159	175	56	most	most	ADV
futech-159	175	57	likely	likely	ADV
futech-159	175	58	located	locate	VERB
futech-159	175	59	within	within	ADP
futech-159	175	60	this	this	DET
futech-159	175	61	range	range	NOUN
futech-159	175	62	about	about	ADV
futech-159	175	63	95	95	NUM
futech-159	175	64	%	%	NOUN
futech-159	175	65	of	of	ADP
futech-159	175	66	the	the	DET
futech-159	175	67	time	time	NOUN
futech-159	175	68	.	.	PUNCT
futech-159	176	1	b.	b.	PROPN
futech-159	177	1	the	the	DET
futech-159	177	2	modest	modest	ADJ
futech-159	177	3	p	p	NOUN
futech-159	177	4	-	-	PUNCT
futech-159	177	5	value	value	NOUN
futech-159	177	6	is	be	AUX
futech-159	177	7	<	<	X
futech-159	177	8	0.001	0.001	NUM
futech-159	177	9	,	,	PUNCT
futech-159	177	10	it	it	PRON
futech-159	177	11	is	be	AUX
futech-159	177	12	concluded	conclude	VERB
futech-159	177	13	that	that	SCONJ
futech-159	177	14	there	there	PRON
futech-159	177	15	is	be	VERB
futech-159	177	16	a	a	DET
futech-159	177	17	significant	significant	ADJ
futech-159	177	18	difference	difference	NOUN
futech-159	177	19	between	between	ADP
futech-159	177	20	the	the	DET
futech-159	177	21	intercept	intercept	NOUN
futech-159	177	22	and	and	CCONJ
futech-159	177	23	zero	zero	NUM
futech-159	177	24	.	.	PUNCT
futech-159	178	1	sd	sd	X
futech-159	178	2	(	(	PUNCT
futech-159	178	3	2.1	2.1	NUM
futech-159	178	4	):	):	PUNCT
futech-159	178	5	the	the	DET
futech-159	178	6	degree	degree	NOUN
futech-159	178	7	of	of	ADP
futech-159	178	8	fluctuation	fluctuation	NOUN
futech-159	178	9	or	or	CCONJ
futech-159	178	10	uncertainty	uncertainty	NOUN
futech-159	178	11	surrounding	surround	VERB
futech-159	178	12	the	the	DET
futech-159	178	13	estimate	estimate	NOUN
futech-159	178	14	.	.	PUNCT
futech-159	179	1	nf	nf	INTJ
futech-159	179	2	(	(	PUNCT
futech-159	179	3	number	number	NOUN
futech-159	179	4	of	of	ADP
futech-159	179	5	failures	failure	NOUN
futech-159	179	6	):	):	PUNCT
futech-159	179	7	a	a	DET
futech-159	179	8	rise	rise	NOUN
futech-159	179	9	in	in	ADP
futech-159	179	10	failures	failure	NOUN
futech-159	179	11	of	of	ADP
futech-159	179	12	one	one	NUM
futech-159	179	13	unit	unit	NOUN
futech-159	179	14	is	be	AUX
futech-159	179	15	correlated	correlate	VERB
futech-159	179	16	with	with	ADP
futech-159	179	17	a	a	DET
futech-159	179	18	rise	rise	NOUN
futech-159	179	19	in	in	ADP
futech-159	179	20	maintenance	maintenance	NOUN
futech-159	179	21	of	of	ADP
futech-159	179	22	3.5	3.5	NUM
futech-159	179	23	units	unit	NOUN
futech-159	179	24	.	.	PUNCT
futech-159	180	1	[	[	X
futech-159	180	2	2.8	2.8	NUM
futech-159	180	3	,	,	PUNCT
futech-159	180	4	4.2	4.2	NUM
futech-159	180	5	]	]	PUNCT
futech-159	180	6	is	be	AUX
futech-159	180	7	the	the	DET
futech-159	180	8	95	95	NUM
futech-159	180	9	%	%	NOUN
futech-159	180	10	credible	credible	ADJ
futech-159	180	11	interval	interval	NOUN
futech-159	180	12	for	for	ADP
futech-159	180	13	nf.sd	nf.sd	PROPN
futech-159	180	14	(	(	PUNCT
futech-159	180	15	0.6	0.6	NUM
futech-159	180	16	):	):	PUNCT
futech-159	180	17	the	the	DET
futech-159	180	18	estimate	estimate	NOUN
futech-159	180	19	's	's	PART
futech-159	180	20	level	level	NOUN
futech-159	180	21	of	of	ADP
futech-159	180	22	uncertainty	uncertainty	NOUN
futech-159	180	23	.	.	PUNCT
futech-159	181	1	given	give	VERB
futech-159	181	2	the	the	DET
futech-159	181	3	modest	modest	ADJ
futech-159	181	4	p	p	ADJ
futech-159	181	5	-	-	PUNCT
futech-159	181	6	value	value	NOUN
futech-159	181	7	(	(	PUNCT
futech-159	181	8	<	<	NOUN
futech-159	181	9	0.001	0.001	NUM
futech-159	181	10	)	)	PUNCT
futech-159	181	11	,	,	PUNCT
futech-159	181	12	a	a	DET
futech-159	181	13	significant	significant	ADJ
futech-159	181	14	positive	positive	ADJ
futech-159	181	15	connection	connection	NOUN
futech-159	181	16	is	be	AUX
futech-159	181	17	implied	imply	VERB
futech-159	181	18	.	.	PUNCT
futech-159	182	1	td	td	NOUN
futech-159	182	2	(	(	PUNCT
futech-159	182	3	total	total	ADJ
futech-159	182	4	downtime	downtime	NOUN
futech-159	182	5	):	):	PUNCT
futech-159	182	6	there	there	PRON
futech-159	182	7	is	be	VERB
futech-159	182	8	a	a	DET
futech-159	182	9	-1.2	-1.2	ADJ
futech-159	182	10	unit	unit	NOUN
futech-159	182	11	drop	drop	NOUN
futech-159	182	12	in	in	ADP
futech-159	182	13	maintenance	maintenance	NOUN
futech-159	182	14	for	for	ADP
futech-159	182	15	every	every	DET
futech-159	182	16	unit	unit	NOUN
futech-159	182	17	rise	rise	VERB
futech-159	182	18	in	in	ADP
futech-159	182	19	total	total	ADJ
futech-159	182	20	downtime	downtime	NOUN
futech-159	182	21	.	.	PUNCT
futech-159	183	1	lower	low	ADJ
futech-159	183	2	maintenance	maintenance	NOUN
futech-159	183	3	appears	appear	VERB
futech-159	183	4	to	to	PART
futech-159	183	5	be	be	AUX
futech-159	183	6	linked	link	VERB
futech-159	183	7	to	to	ADP
futech-159	183	8	increased	increase	VERB
futech-159	183	9	total	total	ADJ
futech-159	183	10	downtime	downtime	NOUN
futech-159	183	11	,	,	PUNCT
futech-159	183	12	as	as	SCONJ
futech-159	183	13	indicated	indicate	VERB
futech-159	183	14	by	by	ADP
futech-159	183	15	the	the	DET
futech-159	183	16	negative	negative	ADJ
futech-159	183	17	coefficient	coefficient	NOUN
futech-159	183	18	.	.	PUNCT
futech-159	184	1	[	[	X
futech-159	184	2	-1.7	-1.7	PROPN
futech-159	184	3	,	,	PUNCT
futech-159	184	4	-0.7	-0.7	PROPN
futech-159	184	5	]	]	X
futech-159	184	6	is	be	AUX
futech-159	184	7	the	the	DET
futech-159	184	8	95	95	NUM
futech-159	184	9	%	%	NOUN
futech-159	184	10	credible	credible	ADJ
futech-159	184	11	interval	interval	NOUN
futech-159	184	12	for	for	ADP
futech-159	184	13	td	td	NOUN
futech-159	184	14	.	.	PUNCT
futech-159	185	1	there	there	PRON
futech-159	185	2	is	be	VERB
futech-159	185	3	a	a	DET
futech-159	185	4	substantial	substantial	ADJ
futech-159	185	5	negative	negative	ADJ
futech-159	185	6	association	association	NOUN
futech-159	185	7	,	,	PUNCT
futech-159	185	8	as	as	SCONJ
futech-159	185	9	indicated	indicate	VERB
futech-159	185	10	by	by	ADP
futech-159	185	11	the	the	DET
futech-159	185	12	p	p	NOUN
futech-159	185	13	-	-	PUNCT
futech-159	185	14	value	value	NOUN
futech-159	185	15	of	of	ADP
futech-159	185	16	0.012	0.012	NUM
futech-159	185	17	.	.	PUNCT
futech-159	186	1	similar	similar	ADJ
futech-159	186	2	interpretations	interpretation	NOUN
futech-159	186	3	as	as	ADP
futech-159	186	4	nf	nf	ADJ
futech-159	186	5	and	and	CCONJ
futech-159	186	6	td	td	NOUN
futech-159	186	7	apply	apply	VERB
futech-159	186	8	to	to	ADP
futech-159	186	9	tui	tui	NOUN
futech-159	186	10	(	(	PUNCT
futech-159	186	11	total	total	ADJ
futech-159	186	12	unexpected	unexpected	ADJ
futech-159	186	13	intervals	interval	NOUN
futech-159	186	14	)	)	PUNCT
futech-159	186	15	,	,	PUNCT
futech-159	186	16	mttr	mttr	NOUN
futech-159	186	17	(	(	PUNCT
futech-159	186	18	mean	mean	VERB
futech-159	186	19	time	time	NOUN
futech-159	186	20	to	to	PART
futech-159	186	21	repair	repair	VERB
futech-159	186	22	)	)	PUNCT
futech-159	186	23	,	,	PUNCT
futech-159	186	24	and	and	CCONJ
futech-159	186	25	mtbf	mtbf	PROPN
futech-159	186	26	(	(	PUNCT
futech-159	186	27	mean	mean	ADJ
futech-159	186	28	time	time	NOUN
futech-159	186	29	between	between	ADP
futech-159	186	30	failures	failure	NOUN
futech-159	186	31	)	)	PUNCT
futech-159	186	32	.	.	PUNCT
futech-159	187	1	r	r	X
futech-159	187	2	-	-	PUNCT
futech-159	187	3	squared	square	VERB
futech-159	187	4	:	:	PUNCT
futech-159	187	5	with	with	ADP
futech-159	187	6	an	an	DET
futech-159	187	7	rsquared	rsquare	VERB
futech-159	187	8	of	of	ADP
futech-159	187	9	0.85	0.85	NUM
futech-159	187	10	,	,	PUNCT
futech-159	187	11	the	the	DET
futech-159	187	12	model	model	NOUN
futech-159	187	13	accounts	account	VERB
futech-159	187	14	for	for	ADP
futech-159	187	15	85	85	NUM
futech-159	187	16	%	%	NOUN
futech-159	187	17	of	of	ADP
futech-159	187	18	the	the	DET
futech-159	187	19	variation	variation	NOUN
futech-159	187	20	in	in	ADP
futech-159	187	21	the	the	DET
futech-159	187	22	maintenance	maintenance	NOUN
futech-159	187	23	measures	measure	NOUN
futech-159	187	24	.	.	PUNCT
futech-159	188	1	this	this	PRON
futech-159	188	2	gives	give	VERB
futech-159	188	3	a	a	DET
futech-159	188	4	very	very	ADV
futech-159	188	5	good	good	ADJ
futech-159	188	6	regression	regression	NOUN
futech-159	188	7	performance	performance	NOUN
futech-159	188	8	.	.	PUNCT
futech-159	189	1	in	in	ADP
futech-159	189	2	conclusion	conclusion	NOUN
futech-159	189	3	,	,	PUNCT
futech-159	189	4	estimates	estimate	NOUN
futech-159	189	5	of	of	ADP
futech-159	189	6	each	each	DET
futech-159	189	7	predictor	predictor	NOUN
futech-159	189	8	's	's	PART
futech-159	189	9	influence	influence	NOUN
futech-159	189	10	on	on	ADP
futech-159	189	11	plc	plc	PROPN
futech-159	189	12	maintenance	maintenance	NOUN
futech-159	189	13	are	be	AUX
futech-159	189	14	provided	provide	VERB
futech-159	189	15	by	by	ADP
futech-159	189	16	the	the	DET
futech-159	189	17	bayesian	bayesian	NOUN
futech-159	189	18	linear	linear	PROPN
futech-159	189	19	regression	regression	NOUN
futech-159	189	20	model	model	NOUN
futech-159	189	21	,	,	PUNCT
futech-159	189	22	coupled	couple	VERB
futech-159	189	23	with	with	ADP
futech-159	189	24	an	an	DET
futech-159	189	25	explanation	explanation	NOUN
futech-159	189	26	of	of	ADP
futech-159	189	27	the	the	DET
futech-159	189	28	uncertainties	uncertainty	NOUN
futech-159	189	29	surrounding	surround	VERB
futech-159	189	30	these	these	DET
futech-159	189	31	values	value	NOUN
futech-159	189	32	(	(	PUNCT
futech-159	189	33	table	table	NOUN
futech-159	189	34	1	1	NUM
futech-159	189	35	)	)	PUNCT
futech-159	189	36	.	.	PUNCT
futech-159	190	1	it	it	PRON
futech-159	190	2	gives	give	VERB
futech-159	190	3	an	an	DET
futech-159	190	4	indication	indication	NOUN
futech-159	190	5	of	of	ADP
futech-159	190	6	the	the	DET
futech-159	190	7	factors	factor	NOUN
futech-159	190	8	that	that	PRON
futech-159	190	9	are	be	AUX
futech-159	190	10	highly	highly	ADV
futech-159	190	11	correlated	correlate	VERB
futech-159	190	12	with	with	ADP
futech-159	190	13	maintenance	maintenance	NOUN
futech-159	190	14	and	and	CCONJ
futech-159	190	15	a	a	DET
futech-159	190	16	gauge	gauge	NOUN
futech-159	190	17	of	of	ADP
futech-159	190	18	how	how	SCONJ
futech-159	190	19	well	well	ADV
futech-159	190	20	the	the	DET
futech-159	190	21	af	af	PROPN
futech-159	190	22	.	.	PUNCT
futech-159	191	1	obele	obele	PROPN
futech-159	191	2	et	et	PROPN
futech-159	191	3	al	al	PROPN
futech-159	191	4	.	.	PROPN
futech-159	191	5	/future	/future	PUNCT
futech-159	191	6	technology	technology	PROPN
futech-159	191	7	august	august	PROPN
futech-159	191	8	2024|	2024|	PROPN
futech-159	192	1	volume	volume	NOUN
futech-159	192	2	03	03	NUM
futech-159	193	1	|	|	ADV
futech-159	193	2	issue	issue	NOUN
futech-159	193	3	03	03	NUM
futech-159	194	1	|	|	ADV
futech-159	194	2	pages	page	NOUN
futech-159	194	3	08	08	NUM
futech-159	194	4	-	-	SYM
futech-159	194	5	14	14	NUM
futech-159	194	6	12	12	NUM
futech-159	194	7	model	model	NOUN
futech-159	194	8	matches	match	VERB
futech-159	194	9	the	the	DET
futech-159	194	10	data	datum	NOUN
futech-159	194	11	.	.	PUNCT
futech-159	195	1	these	these	DET
futech-159	195	2	observations	observation	NOUN
futech-159	195	3	can	can	AUX
futech-159	195	4	be	be	AUX
futech-159	195	5	helpful	helpful	ADJ
futech-159	195	6	in	in	ADP
futech-159	195	7	maximizing	maximize	VERB
futech-159	195	8	plc	plc	PROPN
futech-159	195	9	's	's	PART
futech-159	195	10	general	general	ADJ
futech-159	195	11	maintenance	maintenance	NOUN
futech-159	195	12	plans	plan	NOUN
futech-159	195	13	(	(	PUNCT
futech-159	195	14	figures	figure	NOUN
futech-159	195	15	1	1	NUM
futech-159	195	16	-	-	SYM
futech-159	195	17	5	5	NUM
futech-159	195	18	)	)	PUNCT
futech-159	195	19	.	.	PUNCT
futech-159	196	1	figure	figure	NOUN
futech-159	196	2	1	1	NUM
futech-159	196	3	.	.	PUNCT
futech-159	197	1	linear	linear	ADJ
futech-159	197	2	regression	regression	NOUN
futech-159	197	3	plot	plot	NOUN
futech-159	197	4	of	of	ADP
futech-159	197	5	number	number	NOUN
futech-159	197	6	of	of	ADP
futech-159	197	7	failures	failure	NOUN
futech-159	197	8	figure	figure	VERB
futech-159	197	9	2	2	NUM
futech-159	197	10	.	.	PUNCT
futech-159	198	1	linear	linear	ADJ
futech-159	198	2	regression	regression	NOUN
futech-159	198	3	plot	plot	NOUN
futech-159	198	4	of	of	ADP
futech-159	198	5	mean	mean	ADJ
futech-159	198	6	time	time	NOUN
futech-159	198	7	to	to	PART
futech-159	198	8	repair	repair	VERB
futech-159	198	9	figure	figure	NOUN
futech-159	198	10	3	3	NUM
futech-159	198	11	.	.	PUNCT
futech-159	199	1	linear	linear	ADJ
futech-159	199	2	regression	regression	NOUN
futech-159	199	3	plot	plot	NOUN
futech-159	199	4	of	of	ADP
futech-159	199	5	total	total	ADJ
futech-159	199	6	downtime	downtime	NOUN
futech-159	199	7	figure	figure	NOUN
futech-159	199	8	4	4	NUM
futech-159	199	9	.	.	PUNCT
futech-159	200	1	linear	linear	ADJ
futech-159	200	2	regression	regression	NOUN
futech-159	200	3	plot	plot	NOUN
futech-159	200	4	of	of	ADP
futech-159	200	5	total	total	ADJ
futech-159	200	6	unscheduled	unscheduled	ADJ
futech-159	200	7	incidents	incident	NOUN
futech-159	200	8	figure	figure	VERB
futech-159	200	9	5	5	NUM
futech-159	200	10	.	.	PUNCT
futech-159	201	1	linear	linear	ADJ
futech-159	201	2	regression	regression	NOUN
futech-159	201	3	plot	plot	NOUN
futech-159	201	4	of	of	ADP
futech-159	201	5	mean	mean	ADJ
futech-159	201	6	time	time	NOUN
futech-159	201	7	before	before	ADP
futech-159	201	8	failure	failure	NOUN
futech-159	201	9	table	table	NOUN
futech-159	201	10	1	1	NUM
futech-159	201	11	.	.	PUNCT
futech-159	202	1	bayesian	bayesian	NOUN
futech-159	202	2	linear	linear	PROPN
futech-159	202	3	inference	inference	NOUN
futech-159	202	4	results	result	VERB
futech-159	202	5	variable	variable	ADJ
futech-159	202	6	posterior	posterior	ADJ
futech-159	202	7	mean	mean	VERB
futech-159	202	8	credible	credible	ADJ
futech-159	202	9	interval	interval	NOUN
futech-159	202	10	posterior	posterior	ADJ
futech-159	202	11	sd	sd	ADP
futech-159	202	12	p	p	PROPN
futech-159	202	13	intercept	intercept	NOUN
futech-159	202	14	150.2	150.2	NUM
futech-159	203	1	[	[	X
futech-159	203	2	145.5	145.5	NUM
futech-159	203	3	,	,	PUNCT
futech-159	203	4	154.9	154.9	NUM
futech-159	203	5	]	]	SYM
futech-159	203	6	2.1	2.1	NUM
futech-159	203	7	<	<	NOUN
futech-159	203	8	0.01	0.01	NUM
futech-159	203	9	nf	nf	NOUN
futech-159	203	10	3.5	3.5	NUM
futech-159	204	1	[	[	SYM
futech-159	204	2	2.8	2.8	NUM
futech-159	204	3	,	,	PUNCT
futech-159	204	4	4.2	4.2	NUM
futech-159	204	5	]	]	SYM
futech-159	204	6	0.6	0.6	NUM
futech-159	204	7	<	<	NOUN
futech-159	204	8	0.01	0.01	NUM
futech-159	204	9	td	td	NOUN
futech-159	204	10	-1.2	-1.2	ADJ
futech-159	204	11	[	[	X
futech-159	204	12	-1.7	-1.7	PROPN
futech-159	204	13	,	,	PUNCT
futech-159	204	14	-0.7	-0.7	PROPN
futech-159	204	15	]	]	X
futech-159	204	16	0.3	0.3	NUM
futech-159	204	17	0.012	0.012	NUM
futech-159	204	18	tui	tui	NOUN
futech-159	204	19	0.02	0.02	NUM
futech-159	204	20	[	[	X
futech-159	204	21	-0.1	-0.1	X
futech-159	204	22	,	,	PUNCT
futech-159	204	23	0.14	0.14	NUM
futech-159	204	24	]	]	PUNCT
futech-159	204	25	0.08	0.08	NUM
futech-159	204	26	0.775	0.775	NUM
futech-159	204	27	mttr	mttr	NOUN
futech-159	204	28	-5.8	-5.8	PUNCT
futech-159	205	1	[	[	X
futech-159	205	2	-0.72	-0.72	NOUN
futech-159	205	3	,	,	PUNCT
futech-159	205	4	-4.4	-4.4	PROPN
futech-159	205	5	]	]	X
futech-159	205	6	1.2	1.2	NUM
futech-159	205	7	<	<	X
futech-159	205	8	0.01	0.01	NUM
futech-159	205	9	mtbf	mtbf	NOUN
futech-159	205	10	0.15	0.15	NUM
futech-159	206	1	[	[	X
futech-159	206	2	0.08	0.08	NUM
futech-159	206	3	,	,	PUNCT
futech-159	206	4	0.22	0.22	NUM
futech-159	206	5	]	]	PUNCT
futech-159	206	6	0.03	0.03	NUM
futech-159	206	7	<	<	X
futech-159	206	8	0.01	0.01	NUM
futech-159	206	9	af	af	NOUN
futech-159	206	10	.	.	PUNCT
futech-159	207	1	obele	obele	PROPN
futech-159	207	2	et	et	PROPN
futech-159	207	3	al	al	PROPN
futech-159	207	4	.	.	PROPN
futech-159	207	5	/future	/future	PUNCT
futech-159	207	6	technology	technology	PROPN
futech-159	207	7	august	august	PROPN
futech-159	207	8	2024|	2024|	PROPN
futech-159	208	1	volume	volume	NOUN
futech-159	208	2	03	03	NUM
futech-159	209	1	|	|	ADV
futech-159	209	2	issue	issue	NOUN
futech-159	209	3	03	03	NUM
futech-159	210	1	|	|	ADV
futech-159	210	2	pages	page	NOUN
futech-159	210	3	08	08	NUM
futech-159	210	4	-	-	SYM
futech-159	210	5	14	14	NUM
futech-159	210	6	13	13	NUM
futech-159	210	7	7	7	NUM
futech-159	210	8	.	.	PUNCT
futech-159	210	9	conclusion	conclusion	VERB
futech-159	210	10	the	the	DET
futech-159	210	11	use	use	NOUN
futech-159	210	12	of	of	ADP
futech-159	210	13	bayesian	bayesian	NOUN
futech-159	210	14	linear	linear	PROPN
futech-159	210	15	regression	regression	NOUN
futech-159	210	16	to	to	PART
futech-159	210	17	optimize	optimize	VERB
futech-159	210	18	the	the	DET
futech-159	210	19	overall	overall	ADJ
futech-159	210	20	maintenance	maintenance	NOUN
futech-159	210	21	of	of	ADP
futech-159	210	22	programmable	programmable	ADJ
futech-159	210	23	logic	logic	NOUN
futech-159	210	24	controllers	controller	NOUN
futech-159	210	25	(	(	PUNCT
futech-159	210	26	plcs	plcs	PROPN
futech-159	210	27	)	)	PUNCT
futech-159	210	28	is	be	AUX
futech-159	210	29	a	a	DET
futech-159	210	30	valuable	valuable	ADJ
futech-159	210	31	and	and	CCONJ
futech-159	210	32	insightful	insightful	ADJ
futech-159	210	33	method	method	NOUN
futech-159	210	34	.	.	PUNCT
futech-159	211	1	the	the	DET
futech-159	211	2	resulting	result	VERB
futech-159	211	3	plots	plot	NOUN
futech-159	211	4	,	,	PUNCT
futech-159	211	5	which	which	PRON
futech-159	211	6	demonstrate	demonstrate	VERB
futech-159	211	7	the	the	DET
futech-159	211	8	correlations	correlation	NOUN
futech-159	211	9	between	between	ADP
futech-159	211	10	key	key	ADJ
futech-159	211	11	maintenance	maintenance	NOUN
futech-159	211	12	indicators	indicator	NOUN
futech-159	211	13	and	and	CCONJ
futech-159	211	14	overall	overall	ADJ
futech-159	211	15	maintenance	maintenance	NOUN
futech-159	211	16	levels	level	NOUN
futech-159	211	17	,	,	PUNCT
futech-159	211	18	are	be	AUX
futech-159	211	19	a	a	DET
futech-159	211	20	visual	visual	ADJ
futech-159	211	21	depiction	depiction	NOUN
futech-159	211	22	of	of	ADP
futech-159	211	23	the	the	DET
futech-159	211	24	model	model	NOUN
futech-159	211	25	's	's	PART
futech-159	211	26	predictions	prediction	NOUN
futech-159	211	27	and	and	CCONJ
futech-159	211	28	uncertainty	uncertainty	NOUN
futech-159	211	29	.	.	PUNCT
futech-159	212	1	the	the	DET
futech-159	212	2	bayesian	bayesian	PROPN
futech-159	212	3	linear	linear	PROPN
futech-159	212	4	regression	regression	NOUN
futech-159	212	5	model	model	NOUN
futech-159	212	6	,	,	PUNCT
futech-159	212	7	with	with	ADP
futech-159	212	8	its	its	PRON
futech-159	212	9	posterior	posterior	ADJ
futech-159	212	10	means	mean	NOUN
futech-159	212	11	,	,	PUNCT
futech-159	212	12	credible	credible	ADJ
futech-159	212	13	intervals	interval	NOUN
futech-159	212	14	,	,	PUNCT
futech-159	212	15	and	and	CCONJ
futech-159	212	16	standard	standard	ADJ
futech-159	212	17	deviations	deviation	NOUN
futech-159	212	18	,	,	PUNCT
futech-159	212	19	allows	allow	VERB
futech-159	212	20	for	for	ADP
futech-159	212	21	a	a	DET
futech-159	212	22	more	more	ADV
futech-159	212	23	nuanced	nuanced	ADJ
futech-159	212	24	understanding	understanding	NOUN
futech-159	212	25	of	of	ADP
futech-159	212	26	the	the	DET
futech-159	212	27	impact	impact	NOUN
futech-159	212	28	of	of	ADP
futech-159	212	29	variables	variable	NOUN
futech-159	212	30	like	like	ADP
futech-159	212	31	the	the	DET
futech-159	212	32	number	number	NOUN
futech-159	212	33	of	of	ADP
futech-159	212	34	failures	failure	NOUN
futech-159	212	35	(	(	PUNCT
futech-159	212	36	nf	nf	INTJ
futech-159	212	37	)	)	PUNCT
futech-159	212	38	,	,	PUNCT
futech-159	212	39	total	total	ADJ
futech-159	212	40	downtime	downtime	NOUN
futech-159	212	41	(	(	PUNCT
futech-159	212	42	td	td	NOUN
futech-159	212	43	)	)	PUNCT
futech-159	212	44	,	,	PUNCT
futech-159	212	45	total	total	ADJ
futech-159	212	46	unexpected	unexpected	ADJ
futech-159	212	47	intervals	interval	NOUN
futech-159	212	48	(	(	PUNCT
futech-159	212	49	tui	tui	NOUN
futech-159	212	50	)	)	PUNCT
futech-159	212	51	,	,	PUNCT
futech-159	212	52	mean	mean	VERB
futech-159	212	53	time	time	NOUN
futech-159	212	54	to	to	PART
futech-159	212	55	repair	repair	VERB
futech-159	212	56	(	(	PUNCT
futech-159	212	57	mttr	mttr	NOUN
futech-159	212	58	)	)	PUNCT
futech-159	212	59	,	,	PUNCT
futech-159	212	60	and	and	CCONJ
futech-159	212	61	mean	mean	VERB
futech-159	212	62	time	time	NOUN
futech-159	212	63	between	between	ADP
futech-159	212	64	failures	failure	NOUN
futech-159	212	65	(	(	PUNCT
futech-159	212	66	mtbf	mtbf	NOUN
futech-159	212	67	)	)	PUNCT
futech-159	212	68	on	on	ADP
futech-159	212	69	plc	plc	PROPN
futech-159	212	70	maintenance	maintenance	NOUN
futech-159	212	71	.	.	PUNCT
futech-159	213	1	these	these	DET
futech-159	213	2	insights	insight	NOUN
futech-159	213	3	enable	enable	VERB
futech-159	213	4	stakeholders	stakeholder	NOUN
futech-159	213	5	to	to	PART
futech-159	213	6	identify	identify	VERB
futech-159	213	7	crucial	crucial	ADJ
futech-159	213	8	factors	factor	NOUN
futech-159	213	9	impacting	impact	VERB
futech-159	213	10	maintenance	maintenance	NOUN
futech-159	213	11	levels	level	NOUN
futech-159	213	12	and	and	CCONJ
futech-159	213	13	make	make	VERB
futech-159	213	14	sound	sound	ADJ
futech-159	213	15	decisions	decision	NOUN
futech-159	213	16	about	about	ADP
futech-159	213	17	resource	resource	NOUN
futech-159	213	18	allocation	allocation	NOUN
futech-159	213	19	and	and	CCONJ
futech-159	213	20	process	process	NOUN
futech-159	213	21	improvement	improvement	NOUN
futech-159	213	22	.	.	PUNCT
futech-159	214	1	the	the	DET
futech-159	214	2	rsquared	rsquared	ADJ
futech-159	214	3	values	value	NOUN
futech-159	214	4	,	,	PUNCT
futech-159	214	5	which	which	PRON
futech-159	214	6	indicate	indicate	VERB
futech-159	214	7	the	the	DET
futech-159	214	8	model	model	NOUN
futech-159	214	9	's	's	PART
futech-159	214	10	explanatory	explanatory	ADJ
futech-159	214	11	power	power	NOUN
futech-159	214	12	,	,	PUNCT
futech-159	214	13	show	show	VERB
futech-159	214	14	what	what	DET
futech-159	214	15	percentage	percentage	NOUN
futech-159	214	16	of	of	ADP
futech-159	214	17	variability	variability	NOUN
futech-159	214	18	in	in	ADP
futech-159	214	19	maintenance	maintenance	NOUN
futech-159	214	20	the	the	DET
futech-159	214	21	model	model	NOUN
futech-159	214	22	explains	explain	VERB
futech-159	214	23	.	.	PUNCT
futech-159	215	1	this	this	DET
futech-159	215	2	fit	fit	ADJ
futech-159	215	3	value	value	NOUN
futech-159	215	4	gives	give	VERB
futech-159	215	5	confidence	confidence	NOUN
futech-159	215	6	that	that	SCONJ
futech-159	215	7	the	the	DET
futech-159	215	8	model	model	NOUN
futech-159	215	9	can	can	AUX
futech-159	215	10	reflect	reflect	VERB
futech-159	215	11	the	the	DET
futech-159	215	12	complexity	complexity	NOUN
futech-159	215	13	of	of	ADP
futech-159	215	14	the	the	DET
futech-159	215	15	predictormaintenance	predictormaintenance	NOUN
futech-159	215	16	connection	connection	NOUN
futech-159	215	17	.	.	PUNCT
futech-159	216	1	furthermore	furthermore	ADV
futech-159	216	2	,	,	PUNCT
futech-159	216	3	the	the	DET
futech-159	216	4	provided	provide	VERB
futech-159	216	5	bayesian	bayesian	NOUN
futech-159	216	6	linear	linear	PROPN
futech-159	216	7	regression	regression	NOUN
futech-159	216	8	model	model	NOUN
futech-159	216	9	provides	provide	VERB
futech-159	216	10	a	a	DET
futech-159	216	11	probabilistic	probabilistic	ADJ
futech-159	216	12	framework	framework	NOUN
futech-159	216	13	that	that	PRON
futech-159	216	14	takes	take	VERB
futech-159	216	15	into	into	ADP
futech-159	216	16	account	account	NOUN
futech-159	216	17	uncertainty	uncertainty	NOUN
futech-159	216	18	in	in	ADP
futech-159	216	19	parameter	parameter	NOUN
futech-159	216	20	estimations	estimation	NOUN
futech-159	216	21	,	,	PUNCT
futech-159	216	22	which	which	PRON
futech-159	216	23	improves	improve	VERB
futech-159	216	24	its	its	PRON
futech-159	216	25	robustness	robustness	NOUN
futech-159	216	26	in	in	ADP
futech-159	216	27	real	real	ADJ
futech-159	216	28	-	-	PUNCT
futech-159	216	29	world	world	NOUN
futech-159	216	30	applications	application	NOUN
futech-159	216	31	.	.	PUNCT
futech-159	217	1	this	this	DET
futech-159	217	2	functionality	functionality	NOUN
futech-159	217	3	is	be	AUX
futech-159	217	4	especially	especially	ADV
futech-159	217	5	important	important	ADJ
futech-159	217	6	in	in	ADP
futech-159	217	7	the	the	DET
futech-159	217	8	dynamic	dynamic	ADJ
futech-159	217	9	and	and	CCONJ
futech-159	217	10	frequently	frequently	ADV
futech-159	217	11	unpredictable	unpredictable	ADJ
futech-159	217	12	industrial	industrial	ADJ
futech-159	217	13	settings	setting	NOUN
futech-159	217	14	where	where	SCONJ
futech-159	217	15	plcs	plcs	PROPN
futech-159	217	16	operate	operate	VERB
futech-159	217	17	.	.	PUNCT
futech-159	218	1	the	the	DET
futech-159	218	2	application	application	NOUN
futech-159	218	3	of	of	ADP
futech-159	218	4	bayesian	bayesian	NOUN
futech-159	218	5	linear	linear	PROPN
futech-159	218	6	regression	regression	NOUN
futech-159	218	7	to	to	PART
futech-159	218	8	optimize	optimize	VERB
futech-159	218	9	plc	plc	PROPN
futech-159	218	10	maintenance	maintenance	NOUN
futech-159	218	11	demonstrates	demonstrate	VERB
futech-159	218	12	a	a	DET
futech-159	218	13	thorough	thorough	ADJ
futech-159	218	14	and	and	CCONJ
futech-159	218	15	adaptable	adaptable	ADJ
futech-159	218	16	methodology	methodology	NOUN
futech-159	218	17	.	.	PUNCT
futech-159	219	1	this	this	DET
futech-159	219	2	approach	approach	NOUN
futech-159	219	3	,	,	PUNCT
futech-159	219	4	which	which	PRON
futech-159	219	5	uses	use	VERB
futech-159	219	6	historical	historical	ADJ
futech-159	219	7	data	datum	NOUN
futech-159	219	8	and	and	CCONJ
futech-159	219	9	probabilistic	probabilistic	ADJ
futech-159	219	10	modelling	modelling	NOUN
futech-159	219	11	,	,	PUNCT
futech-159	219	12	provides	provide	VERB
futech-159	219	13	a	a	DET
futech-159	219	14	valuable	valuable	ADJ
futech-159	219	15	tool	tool	NOUN
futech-159	219	16	for	for	ADP
futech-159	219	17	not	not	PART
futech-159	219	18	just	just	ADV
futech-159	219	19	anticipating	anticipate	VERB
futech-159	219	20	future	future	ADJ
futech-159	219	21	maintenance	maintenance	NOUN
futech-159	219	22	requirements	requirement	NOUN
futech-159	219	23	,	,	PUNCT
futech-159	219	24	but	but	CCONJ
futech-159	219	25	also	also	ADV
futech-159	219	26	strategically	strategically	ADV
futech-159	219	27	improving	improve	VERB
futech-159	219	28	overall	overall	ADJ
futech-159	219	29	system	system	NOUN
futech-159	219	30	reliability	reliability	NOUN
futech-159	219	31	and	and	CCONJ
futech-159	219	32	efficiency	efficiency	NOUN
futech-159	219	33	.	.	PUNCT
futech-159	220	1	the	the	DET
futech-159	220	2	plots	plot	NOUN
futech-159	220	3	and	and	CCONJ
futech-159	220	4	findings	finding	NOUN
futech-159	220	5	show	show	VERB
futech-159	220	6	that	that	SCONJ
futech-159	220	7	bayesian	bayesian	NOUN
futech-159	220	8	inference	inference	NOUN
futech-159	220	9	has	have	VERB
futech-159	220	10	the	the	DET
futech-159	220	11	potential	potential	NOUN
futech-159	220	12	to	to	PART
futech-159	220	13	be	be	AUX
futech-159	220	14	a	a	DET
futech-159	220	15	valuable	valuable	ADJ
futech-159	220	16	tool	tool	NOUN
futech-159	220	17	in	in	ADP
futech-159	220	18	the	the	DET
futech-159	220	19	optimization	optimization	NOUN
futech-159	220	20	and	and	CCONJ
futech-159	220	21	decision	decision	NOUN
futech-159	220	22	-	-	PUNCT
futech-159	220	23	making	make	VERB
futech-159	220	24	processes	process	NOUN
futech-159	220	25	of	of	ADP
futech-159	220	26	plc	plc	PROPN
futech-159	220	27	maintenance	maintenance	NOUN
futech-159	220	28	.	.	PUNCT
futech-159	221	1	ethical	ethical	ADJ
futech-159	221	2	issue	issue	NOUN
futech-159	221	3	the	the	DET
futech-159	221	4	authors	author	NOUN
futech-159	221	5	are	be	AUX
futech-159	221	6	aware	aware	ADJ
futech-159	221	7	of	of	ADP
futech-159	221	8	and	and	CCONJ
futech-159	221	9	complies	comply	VERB
futech-159	221	10	with	with	ADP
futech-159	221	11	best	good	ADJ
futech-159	221	12	practices	practice	NOUN
futech-159	221	13	in	in	ADP
futech-159	221	14	publication	publication	NOUN
futech-159	221	15	ethics	ethic	NOUN
futech-159	221	16	,	,	PUNCT
futech-159	221	17	specifically	specifically	ADV
futech-159	221	18	with	with	ADP
futech-159	221	19	regard	regard	NOUN
futech-159	221	20	to	to	ADP
futech-159	221	21	authorship	authorship	NOUN
futech-159	221	22	(	(	PUNCT
futech-159	221	23	avoidance	avoidance	NOUN
futech-159	221	24	of	of	ADP
futech-159	221	25	guest	guest	NOUN
futech-159	221	26	authorship	authorship	NOUN
futech-159	221	27	)	)	PUNCT
futech-159	221	28	,	,	PUNCT
futech-159	221	29	dual	dual	ADJ
futech-159	221	30	submission	submission	NOUN
futech-159	221	31	,	,	PUNCT
futech-159	221	32	manipulation	manipulation	NOUN
futech-159	221	33	of	of	ADP
futech-159	221	34	figures	figure	NOUN
futech-159	221	35	,	,	PUNCT
futech-159	221	36	competing	compete	VERB
futech-159	221	37	interests	interest	NOUN
futech-159	221	38	,	,	PUNCT
futech-159	221	39	and	and	CCONJ
futech-159	221	40	compliance	compliance	NOUN
futech-159	221	41	with	with	ADP
futech-159	221	42	policies	policy	NOUN
futech-159	221	43	on	on	ADP
futech-159	221	44	research	research	NOUN
futech-159	221	45	ethics	ethic	NOUN
futech-159	221	46	.	.	PUNCT
futech-159	222	1	the	the	DET
futech-159	222	2	authors	author	NOUN
futech-159	222	3	adhere	adhere	VERB
futech-159	222	4	to	to	ADP
futech-159	222	5	publication	publication	NOUN
futech-159	222	6	requirements	requirement	NOUN
futech-159	222	7	that	that	SCONJ
futech-159	222	8	the	the	DET
futech-159	222	9	submitted	submit	VERB
futech-159	222	10	work	work	NOUN
futech-159	222	11	is	be	AUX
futech-159	222	12	original	original	ADJ
futech-159	222	13	and	and	CCONJ
futech-159	222	14	has	have	AUX
futech-159	222	15	not	not	PART
futech-159	222	16	been	be	AUX
futech-159	222	17	published	publish	VERB
futech-159	222	18	elsewhere	elsewhere	ADV
futech-159	222	19	.	.	PUNCT
futech-159	223	1	data	datum	NOUN
futech-159	223	2	availability	availability	NOUN
futech-159	223	3	statement	statement	NOUN
futech-159	223	4	datasets	dataset	NOUN
futech-159	223	5	analyzed	analyze	VERB
futech-159	223	6	during	during	ADP
futech-159	223	7	the	the	DET
futech-159	223	8	current	current	ADJ
futech-159	223	9	study	study	NOUN
futech-159	223	10	are	be	AUX
futech-159	223	11	available	available	ADJ
futech-159	223	12	and	and	CCONJ
futech-159	223	13	can	can	AUX
futech-159	223	14	be	be	AUX
futech-159	223	15	given	give	VERB
futech-159	223	16	following	follow	VERB
futech-159	223	17	a	a	DET
futech-159	223	18	reasonable	reasonable	ADJ
futech-159	223	19	request	request	NOUN
futech-159	223	20	from	from	ADP
futech-159	223	21	the	the	DET
futech-159	223	22	corresponding	corresponding	ADJ
futech-159	223	23	author	author	NOUN
futech-159	223	24	.	.	PUNCT
futech-159	224	1	conflict	conflict	NOUN
futech-159	224	2	of	of	ADP
futech-159	224	3	interest	interest	NOUN
futech-159	224	4	the	the	DET
futech-159	224	5	authors	author	NOUN
futech-159	224	6	declare	declare	VERB
futech-159	224	7	no	no	DET
futech-159	224	8	potential	potential	ADJ
futech-159	224	9	conflict	conflict	NOUN
futech-159	224	10	of	of	ADP
futech-159	224	11	interest	interest	NOUN
futech-159	224	12	.	.	PUNCT
futech-159	225	1	references	reference	NOUN
futech-159	225	2	[	[	X
futech-159	225	3	1	1	NUM
futech-159	225	4	]	]	X
futech-159	225	5	brown	brown	ADJ
futech-159	225	6	,	,	PUNCT
futech-159	225	7	m.	m.	NOUN
futech-159	225	8	and	and	CCONJ
futech-159	225	9	proschan	proschan	PROPN
futech-159	225	10	,	,	PUNCT
futech-159	225	11	f.	f.	PROPN
futech-159	225	12	(	(	PUNCT
futech-159	225	13	1983	1983	NUM
futech-159	225	14	)	)	PUNCT
futech-159	225	15	‘	'	PUNCT
futech-159	225	16	imperfect	imperfect	ADJ
futech-159	225	17	repair	repair	NOUN
futech-159	225	18	’	'	PUNCT
futech-159	225	19	,	,	PUNCT
futech-159	225	20	j	j	PROPN
futech-159	225	21	appl	appl	PROPN
futech-159	225	22	probab	probab	PROPN
futech-159	225	23	,	,	PUNCT
futech-159	225	24	20	20	NUM
futech-159	225	25	,	,	PUNCT
futech-159	225	26	pp	pp	ADJ
futech-159	225	27	.	.	PUNCT
futech-159	226	1	851–859	851–859	NUM
futech-159	226	2	.	.	PUNCT
futech-159	227	1	[	[	X
futech-159	227	2	2	2	NUM
futech-159	227	3	]	]	X
futech-159	227	4	cho	cho	PROPN
futech-159	227	5	,	,	PUNCT
futech-159	227	6	d.	d.	PROPN
futech-159	227	7	and	and	CCONJ
futech-159	227	8	parlar	parlar	ADJ
futech-159	227	9	,	,	PUNCT
futech-159	227	10	m.	m.	NOUN
futech-159	227	11	(	(	PUNCT
futech-159	227	12	1991	1991	NUM
futech-159	227	13	)	)	PUNCT
futech-159	227	14	‘	'	PUNCT
futech-159	227	15	a	a	DET
futech-159	227	16	survey	survey	NOUN
futech-159	227	17	of	of	ADP
futech-159	227	18	maintenance	maintenance	NOUN
futech-159	227	19	models	model	NOUN
futech-159	227	20	for	for	ADP
futech-159	227	21	multi	multi	ADJ
futech-159	227	22	-	-	ADJ
futech-159	227	23	unit	unit	ADJ
futech-159	227	24	systems	system	NOUN
futech-159	227	25	’	'	PUNCT
futech-159	227	26	,	,	PUNCT
futech-159	227	27	eur	eur	PROPN
futech-159	227	28	j	j	PROPN
futech-159	227	29	oper	oper	NOUN
futech-159	227	30	res	re	NOUN
futech-159	227	31	,	,	PUNCT
futech-159	227	32	51	51	NUM
futech-159	227	33	,	,	PUNCT
futech-159	227	34	pp	pp	PROPN
futech-159	227	35	.	.	PUNCT
futech-159	228	1	1–23	1–23	PROPN
futech-159	228	2	.	.	PUNCT
futech-159	229	1	available	available	ADJ
futech-159	229	2	at	at	ADP
futech-159	229	3	:	:	PUNCT
futech-159	229	4	https://doi.org/10.1016/0377	https://doi.org/10.1016/0377	NOUN
futech-159	229	5	2217(91)90141	2217(91)90141	NUM
futech-159	229	6	-	-	NOUN
futech-159	229	7	h.	h.	NOUN
futech-159	230	1	[	[	X
futech-159	230	2	3	3	NUM
futech-159	230	3	]	]	SYM
futech-159	230	4	nicolai	nicolai	PROPN
futech-159	230	5	,	,	PUNCT
futech-159	230	6	r	r	NOUN
futech-159	230	7	..	..	PUNCT
futech-159	230	8	and	and	CCONJ
futech-159	230	9	dekker	dekker	PROPN
futech-159	230	10	,	,	PUNCT
futech-159	230	11	r.	r.	PROPN
futech-159	230	12	(	(	PUNCT
futech-159	230	13	2007	2007	NUM
futech-159	230	14	)	)	PUNCT
futech-159	230	15	optimal	optimal	ADJ
futech-159	230	16	maintenance	maintenance	NOUN
futech-159	230	17	of	of	ADP
futech-159	230	18	multi_component	multi_component	NOUN
futech-159	230	19	systems	system	NOUN
futech-159	230	20	:	:	PUNCT
futech-159	230	21	a	a	DET
futech-159	230	22	review	review	NOUN
futech-159	230	23	.	.	PUNCT
futech-159	231	1	complex	complex	ADJ
futech-159	231	2	system	system	NOUN
futech-159	231	3	maintenance	maintenance	NOUN
futech-159	231	4	handbook	handbook	NOUN
futech-159	231	5	.	.	PUNCT
futech-159	232	1	london	london	PROPN
futech-159	232	2	:	:	PUNCT
futech-159	232	3	springer	springer	NOUN
futech-159	232	4	.	.	PUNCT
futech-159	233	1	available	available	ADJ
futech-159	233	2	at	at	ADP
futech-159	233	3	:	:	PUNCT
futech-159	233	4	https://doi.org/10.1007/978-184800011-7_11	https://doi.org/10.1007/978-184800011-7_11	PROPN
futech-159	233	5	.	.	PUNCT
futech-159	234	1	[	[	X
futech-159	234	2	4	4	NUM
futech-159	234	3	]	]	X
futech-159	234	4	pham	pham	PROPN
futech-159	234	5	,	,	PUNCT
futech-159	234	6	h.	h.	PROPN
futech-159	234	7	and	and	CCONJ
futech-159	234	8	wang	wang	PROPN
futech-159	234	9	,	,	PUNCT
futech-159	234	10	h.	h.	PROPN
futech-159	234	11	(	(	PUNCT
futech-159	234	12	1996	1996	NUM
futech-159	234	13	)	)	PUNCT
futech-159	234	14	‘	'	PUNCT
futech-159	234	15	imperfect	imperfect	ADJ
futech-159	234	16	maintenance	maintenance	NOUN
futech-159	234	17	’	'	PUNCT
futech-159	234	18	,	,	PUNCT
futech-159	234	19	european	european	PROPN
futech-159	234	20	journal	journal	PROPN
futech-159	234	21	of	of	ADP
futech-159	234	22	operational	operational	ADJ
futech-159	234	23	research	research	NOUN
futech-159	234	24	,	,	PUNCT
futech-159	234	25	94(3	94(3	NUM
futech-159	234	26	)	)	PUNCT
futech-159	234	27	,	,	PUNCT
futech-159	234	28	pp	pp	ADP
futech-159	234	29	.	.	PUNCT
futech-159	235	1	425–438	425–438	NUM
futech-159	235	2	.	.	PUNCT
futech-159	235	3	available	available	ADJ
futech-159	235	4	at	at	ADP
futech-159	235	5	:	:	PUNCT
futech-159	235	6	https://doi.org/10.1016/s0377-2217(96)00099-9	https://doi.org/10.1016/s0377-2217(96)00099-9	PROPN
futech-159	235	7	.	.	PUNCT
futech-159	236	1	[	[	X
futech-159	236	2	5	5	NUM
futech-159	236	3	]	]	X
futech-159	236	4	wang	wang	PROPN
futech-159	236	5	,	,	PUNCT
futech-159	236	6	h.	h.	PROPN
futech-159	236	7	(	(	PUNCT
futech-159	236	8	2002	2002	NUM
futech-159	236	9	)	)	PUNCT
futech-159	236	10	‘	'	PUNCT
futech-159	236	11	a	a	DET
futech-159	236	12	survey	survey	NOUN
futech-159	236	13	of	of	ADP
futech-159	236	14	maintenance	maintenance	NOUN
futech-159	236	15	policies	policy	NOUN
futech-159	236	16	of	of	ADP
futech-159	236	17	deteriorating	deteriorate	VERB
futech-159	236	18	systems	system	NOUN
futech-159	236	19	’	'	PUNCT
futech-159	236	20	,	,	PUNCT
futech-159	236	21	eur	eur	PROPN
futech-159	236	22	j	j	PROPN
futech-159	236	23	oper	oper	NOUN
futech-159	236	24	res	re	NOUN
futech-159	236	25	,	,	PUNCT
futech-159	236	26	139	139	NUM
futech-159	236	27	,	,	PUNCT
futech-159	236	28	pp	pp	ADJ
futech-159	236	29	.	.	PUNCT
futech-159	237	1	469	469	NUM
futech-159	237	2	–	–	PUNCT
futech-159	237	3	489	489	NUM
futech-159	237	4	.	.	PUNCT
futech-159	237	5	available	available	ADJ
futech-159	237	6	at	at	ADP
futech-159	237	7	:	:	PUNCT
futech-159	237	8	https://doi.org/10.1016/s03772217	https://doi.org/10.1016/s03772217	NUM
futech-159	237	9	(	(	PUNCT
futech-159	237	10	01)00197	01)00197	NOUN
futech-159	237	11	-	-	PUNCT
futech-159	237	12	7	7	NUM
futech-159	237	13	.	.	PUNCT
futech-159	238	1	[	[	X
futech-159	238	2	6	6	NUM
futech-159	238	3	]	]	X
futech-159	238	4	dekker	dekker	NOUN
futech-159	238	5	,	,	PUNCT
futech-159	238	6	r.	r.	PROPN
futech-159	238	7	(	(	PUNCT
futech-159	238	8	1995	1995	NUM
futech-159	238	9	)	)	PUNCT
futech-159	238	10	‘	'	PUNCT
futech-159	238	11	on	on	ADP
futech-159	238	12	the	the	DET
futech-159	238	13	use	use	NOUN
futech-159	238	14	of	of	ADP
futech-159	238	15	operations	operation	NOUN
futech-159	238	16	research	research	NOUN
futech-159	238	17	models	model	NOUN
futech-159	238	18	for	for	ADP
futech-159	238	19	maintenance	maintenance	NOUN
futech-159	238	20	decision	decision	NOUN
futech-159	238	21	making	make	VERB
futech-159	238	22	’	'	PUNCT
futech-159	238	23	,	,	PUNCT
futech-159	238	24	microelectronics	microelectronic	NOUN
futech-159	238	25	reliability	reliability	NOUN
futech-159	238	26	,	,	PUNCT
futech-159	238	27	35(9–10	35(9–10	NUM
futech-159	238	28	)	)	PUNCT
futech-159	238	29	,	,	PUNCT
futech-159	238	30	pp	pp	ADJ
futech-159	238	31	.	.	PUNCT
futech-159	239	1	1321–1331	1321–1331	NUM
futech-159	239	2	.	.	PUNCT
futech-159	240	1	available	available	ADJ
futech-159	240	2	at	at	ADP
futech-159	240	3	:	:	PUNCT
futech-159	240	4	https://doi.org/10.1016/00262714(95)99380-2	https://doi.org/10.1016/00262714(95)99380-2	VERB
futech-159	240	5	.	.	PUNCT
futech-159	241	1	[	[	X
futech-159	241	2	7	7	NUM
futech-159	241	3	]	]	X
futech-159	241	4	marais	marai	NOUN
futech-159	241	5	,	,	PUNCT
futech-159	241	6	k.	k.	PROPN
futech-159	241	7	and	and	CCONJ
futech-159	241	8	saleh	saleh	PROPN
futech-159	241	9	,	,	PUNCT
futech-159	241	10	j.	j.	PROPN
futech-159	241	11	(	(	PUNCT
futech-159	241	12	2009	2009	NUM
futech-159	241	13	)	)	PUNCT
futech-159	241	14	‘	'	PUNCT
futech-159	241	15	beyond	beyond	ADP
futech-159	241	16	its	its	PRON
futech-159	241	17	cost	cost	NOUN
futech-159	241	18	,	,	PUNCT
futech-159	241	19	the	the	DET
futech-159	241	20	value	value	NOUN
futech-159	241	21	of	of	ADP
futech-159	241	22	maintenance	maintenance	NOUN
futech-159	241	23	:	:	PUNCT
futech-159	241	24	an	an	DET
futech-159	241	25	analytical	analytical	ADJ
futech-159	241	26	framework	framework	NOUN
futech-159	241	27	for	for	ADP
futech-159	241	28	capturing	capture	VERB
futech-159	241	29	its	its	PRON
futech-159	241	30	net	net	ADJ
futech-159	241	31	present	present	ADJ
futech-159	241	32	value	value	NOUN
futech-159	241	33	’	'	PUNCT
futech-159	241	34	,	,	PUNCT
futech-159	241	35	reliab	reliab	VERB
futech-159	241	36	eng	eng	PROPN
futech-159	241	37	syst	syst	PROPN
futech-159	241	38	saf	saf	PROPN
futech-159	241	39	,	,	PUNCT
futech-159	241	40	94	94	NUM
futech-159	241	41	,	,	PUNCT
futech-159	241	42	pp	pp	ADJ
futech-159	241	43	.	.	PUNCT
futech-159	242	1	644–657	644–657	NUM
futech-159	242	2	.	.	PUNCT
futech-159	243	1	available	available	ADJ
futech-159	243	2	at	at	ADP
futech-159	243	3	:	:	PUNCT
futech-159	243	4	https://doi.org/10.1016/	https://doi.org/10.1016/	PROPN
futech-159	243	5	j.ress.2008.07.004	j.ress.2008.07.004	PROPN
futech-159	243	6	.	.	PUNCT
futech-159	244	1	[	[	X
futech-159	244	2	8	8	NUM
futech-159	244	3	]	]	X
futech-159	244	4	ming	ming	PROPN
futech-159	244	5	tan	tan	PROPN
futech-159	244	6	,	,	PUNCT
futech-159	244	7	c.	c.	PROPN
futech-159	244	8	and	and	CCONJ
futech-159	244	9	raghavan	raghavan	PROPN
futech-159	244	10	,	,	PUNCT
futech-159	244	11	n.	n.	PROPN
futech-159	244	12	(	(	PUNCT
futech-159	244	13	2008	2008	NUM
futech-159	244	14	)	)	PUNCT
futech-159	244	15	‘	'	PUNCT
futech-159	244	16	a	a	DET
futech-159	244	17	framework	framework	NOUN
futech-159	244	18	to	to	ADP
futech-159	244	19	practical	practical	ADJ
futech-159	244	20	predictive	predictive	ADJ
futech-159	244	21	maintenance	maintenance	NOUN
futech-159	244	22	modeling	modeling	NOUN
futech-159	244	23	for	for	ADP
futech-159	244	24	multistate	multistate	NOUN
futech-159	244	25	systems	system	NOUN
futech-159	244	26	’	'	PUNCT
futech-159	244	27	,	,	PUNCT
futech-159	244	28	93	93	NUM
futech-159	244	29	,	,	PUNCT
futech-159	244	30	pp	pp	ADJ
futech-159	244	31	.	.	PUNCT
futech-159	245	1	1138–1150	1138–1150	NUM
futech-159	245	2	.	.	PUNCT
futech-159	246	1	available	available	ADJ
futech-159	246	2	at	at	ADP
futech-159	246	3	:	:	PUNCT
futech-159	246	4	https://doi.org/10.1016/j.ress.2007.09.003	https://doi.org/10.1016/j.ress.2007.09.003	X
futech-159	246	5	.	.	PUNCT
futech-159	247	1	[	[	X
futech-159	247	2	9	9	NUM
futech-159	247	3	]	]	PUNCT
futech-159	247	4	alizadeh	alizadeh	NOUN
futech-159	247	5	,	,	PUNCT
futech-159	247	6	s.	s.	PROPN
futech-159	247	7	and	and	CCONJ
futech-159	247	8	sriramula	sriramula	NOUN
futech-159	247	9	,	,	PUNCT
futech-159	247	10	s.	s.	PROPN
futech-159	247	11	(	(	PUNCT
futech-159	247	12	2018	2018	NUM
futech-159	247	13	)	)	PUNCT
futech-159	247	14	‘	'	PUNCT
futech-159	247	15	impact	impact	NOUN
futech-159	247	16	of	of	ADP
futech-159	247	17	common	common	ADJ
futech-159	247	18	cause	cause	NOUN
futech-159	247	19	failure	failure	NOUN
futech-159	247	20	on	on	ADP
futech-159	247	21	reliability	reliability	NOUN
futech-159	247	22	performance	performance	NOUN
futech-159	247	23	of	of	ADP
futech-159	247	24	redundant	redundant	ADJ
futech-159	247	25	safety	safety	NOUN
futech-159	247	26	related	relate	VERB
futech-159	247	27	systems	system	NOUN
futech-159	247	28	subject	subject	ADJ
futech-159	247	29	to	to	ADP
futech-159	247	30	process	process	NOUN
futech-159	247	31	demand	demand	NOUN
futech-159	247	32	’	'	PUNCT
futech-159	247	33	,	,	PUNCT
futech-159	247	34	reliability	reliability	NOUN
futech-159	247	35	engineering	engineering	NOUN
futech-159	247	36	&	&	CCONJ
futech-159	247	37	system	system	NOUN
futech-159	247	38	safety	safety	NOUN
futech-159	247	39	,	,	PUNCT
futech-159	247	40	172	172	NUM
futech-159	247	41	,	,	PUNCT
futech-159	247	42	pp	pp	ADJ
futech-159	247	43	.	.	PUNCT
futech-159	248	1	129–150	129–150	NUM
futech-159	248	2	.	.	PUNCT
futech-159	249	1	available	available	ADJ
futech-159	249	2	at	at	ADP
futech-159	249	3	:	:	PUNCT
futech-159	249	4	https://doi.org/https://doi.org/10.1016/j.ress.2017.1	https://doi.org/https://doi.org/10.1016/j.ress.2017.1	PROPN
futech-159	249	5	2.011	2.011	NUM
futech-159	249	6	.	.	PUNCT
futech-159	250	1	[	[	X
futech-159	250	2	10	10	NUM
futech-159	250	3	]	]	X
futech-159	250	4	liu	liu	PROPN
futech-159	250	5	,	,	PUNCT
futech-159	250	6	y.	y.	PROPN
futech-159	250	7	and	and	CCONJ
futech-159	250	8	frangopol	frangopol	PROPN
futech-159	250	9	,	,	PUNCT
futech-159	250	10	d.m	d.m	PROPN
futech-159	250	11	.	.	PUNCT
futech-159	250	12	(	(	PUNCT
futech-159	250	13	2018	2018	NUM
futech-159	250	14	)	)	PUNCT
futech-159	250	15	‘	'	PUNCT
futech-159	250	16	time	time	NOUN
futech-159	250	17	-	-	PUNCT
futech-159	250	18	dependent	dependent	ADJ
futech-159	250	19	reliability	reliability	NOUN
futech-159	250	20	assessment	assessment	NOUN
futech-159	250	21	of	of	ADP
futech-159	250	22	ship	ship	NOUN
futech-159	250	23	structures	structure	NOUN
futech-159	250	24	under	under	ADP
futech-159	250	25	progressive	progressive	ADJ
futech-159	250	26	and	and	CCONJ
futech-159	250	27	shock	shock	NOUN
futech-159	250	28	deteriorations	deterioration	NOUN
futech-159	250	29	’	'	PUNCT
futech-159	250	30	,	,	PUNCT
futech-159	250	31	reliability	reliability	NOUN
futech-159	250	32	engineering	engineering	NOUN
futech-159	250	33	&	&	CCONJ
futech-159	250	34	system	system	NOUN
futech-159	250	35	safety	safety	NOUN
futech-159	250	36	,	,	PUNCT
futech-159	250	37	173	173	NUM
futech-159	250	38	,	,	PUNCT
futech-159	250	39	pp	pp	ADJ
futech-159	250	40	.	.	PUNCT
futech-159	251	1	116–128	116–128	NUM
futech-159	251	2	.	.	PUNCT
futech-159	251	3	available	available	ADJ
futech-159	251	4	at	at	ADP
futech-159	251	5	:	:	PUNCT
futech-159	251	6	https://doi.org/https://doi.org/10.1016/j.ress.2018.0	https://doi.org/https://doi.org/10.1016/j.ress.2018.0	PROPN
futech-159	251	7	1.009	1.009	NUM
futech-159	251	8	.	.	PUNCT
futech-159	252	1	[	[	X
futech-159	252	2	11	11	NUM
futech-159	252	3	]	]	X
futech-159	252	4	meng	meng	PROPN
futech-159	252	5	,	,	PUNCT
futech-159	252	6	h.	h.	PROPN
futech-159	252	7	,	,	PUNCT
futech-159	252	8	kloul	kloul	PROPN
futech-159	252	9	,	,	PUNCT
futech-159	252	10	l.	l.	PROPN
futech-159	252	11	and	and	CCONJ
futech-159	252	12	rauzy	rauzy	NOUN
futech-159	252	13	,	,	PUNCT
futech-159	252	14	a.	a.	NOUN
futech-159	252	15	(	(	PUNCT
futech-159	252	16	2018	2018	NUM
futech-159	252	17	)	)	PUNCT
futech-159	252	18	‘	'	PUNCT
futech-159	252	19	modeling	model	VERB
futech-159	252	20	patterns	pattern	NOUN
futech-159	252	21	for	for	ADP
futech-159	252	22	reliability	reliability	NOUN
futech-159	252	23	assessment	assessment	NOUN
futech-159	252	24	of	of	ADP
futech-159	252	25	safety	safety	NOUN
futech-159	252	26	instrumented	instrument	VERB
futech-159	252	27	systems	system	NOUN
futech-159	252	28	’	'	PUNCT
futech-159	252	29	,	,	PUNCT
futech-159	252	30	reliability	reliability	NOUN
futech-159	252	31	engineering	engineering	NOUN
futech-159	252	32	&	&	CCONJ
futech-159	252	33	system	system	NOUN
futech-159	252	34	safety	safety	NOUN
futech-159	252	35	,	,	PUNCT
futech-159	252	36	180	180	NUM
futech-159	252	37	,	,	PUNCT
futech-159	252	38	pp	pp	ADJ
futech-159	252	39	.	.	PUNCT
futech-159	253	1	111–123	111–123	NUM
futech-159	253	2	.	.	PUNCT
futech-159	253	3	available	available	ADJ
futech-159	253	4	at	at	ADP
futech-159	253	5	:	:	PUNCT
futech-159	253	6	https://doi.org/https://doi.org/10.1016/j.ress.2018.0	https://doi.org/https://doi.org/10.1016/j.ress.2018.0	PROPN
futech-159	253	7	6.026	6.026	NUM
futech-159	253	8	.	.	PUNCT
futech-159	254	1	[	[	X
futech-159	254	2	12	12	NUM
futech-159	254	3	]	]	X
futech-159	254	4	chen	chen	PROPN
futech-159	254	5	,	,	PUNCT
futech-159	254	6	h.-p	h.-p	PROPN
futech-159	254	7	.	.	PUNCT
futech-159	255	1	and	and	CCONJ
futech-159	255	2	mehrabani	mehrabani	PROPN
futech-159	255	3	,	,	PUNCT
futech-159	255	4	m.b	m.b	PROPN
futech-159	255	5	.	.	PROPN
futech-159	255	6	(	(	PUNCT
futech-159	255	7	2019	2019	NUM
futech-159	255	8	)	)	PUNCT
futech-159	255	9	‘	'	PUNCT
futech-159	255	10	reliability	reliability	NOUN
futech-159	255	11	analysis	analysis	NOUN
futech-159	255	12	and	and	CCONJ
futech-159	255	13	optimum	optimum	ADJ
futech-159	255	14	maintenance	maintenance	NOUN
futech-159	255	15	of	of	ADP
futech-159	255	16	coastal	coastal	ADJ
futech-159	255	17	flood	flood	NOUN
futech-159	255	18	defences	defence	NOUN
futech-159	255	19	using	use	VERB
futech-159	255	20	probabilistic	probabilistic	ADJ
futech-159	255	21	deterioration	deterioration	NOUN
futech-159	255	22	modelling	modelling	NOUN
futech-159	255	23	’	'	PUNCT
futech-159	255	24	,	,	PUNCT
futech-159	255	25	reliability	reliability	NOUN
futech-159	255	26	engineering	engineering	NOUN
futech-159	255	27	&	&	CCONJ
futech-159	255	28	system	system	NOUN
futech-159	255	29	safety	safety	NOUN
futech-159	255	30	,	,	PUNCT
futech-159	255	31	185	185	NUM
futech-159	255	32	,	,	PUNCT
futech-159	255	33	pp	pp	ADJ
futech-159	255	34	.	.	PUNCT
futech-159	256	1	163	163	NUM
futech-159	256	2	–	–	PUNCT
futech-159	256	3	174	174	NUM
futech-159	256	4	.	.	PUNCT
futech-159	256	5	available	available	ADJ
futech-159	256	6	at	at	ADP
futech-159	256	7	:	:	PUNCT
futech-159	256	8	https://doi.org/https://doi.org/10.1016/j.ress.2018.1	https://doi.org/https://doi.org/10.1016/j.ress.2018.1	PROPN
futech-159	256	9	2.021	2.021	NUM
futech-159	256	10	.	.	PUNCT
futech-159	257	1	[	[	X
futech-159	257	2	13	13	NUM
futech-159	257	3	]	]	X
futech-159	257	4	pliego	pliego	PROPN
futech-159	257	5	marugán	marugán	PROPN
futech-159	257	6	,	,	PUNCT
futech-159	257	7	a.	a.	PROPN
futech-159	257	8	,	,	PUNCT
futech-159	257	9	peco	peco	PROPN
futech-159	257	10	chacón	chacón	PROPN
futech-159	257	11	,	,	PUNCT
futech-159	257	12	a.m.	a.m.	NOUN
futech-159	257	13	and	and	CCONJ
futech-159	257	14	garcía	garcía	ADJ
futech-159	257	15	márquez	márquez	NOUN
futech-159	257	16	,	,	PUNCT
futech-159	257	17	f.p	f.p	PROPN
futech-159	257	18	.	.	PROPN
futech-159	257	19	(	(	PUNCT
futech-159	257	20	2019	2019	NUM
futech-159	257	21	)	)	PUNCT
futech-159	257	22	‘	'	PUNCT
futech-159	257	23	reliability	reliability	NOUN
futech-159	257	24	analysis	analysis	NOUN
futech-159	257	25	of	of	ADP
futech-159	257	26	detecting	detect	VERB
futech-159	257	27	false	false	ADJ
futech-159	257	28	alarms	alarm	NOUN
futech-159	257	29	that	that	PRON
futech-159	257	30	employ	employ	VERB
futech-159	257	31	neural	neural	ADJ
futech-159	257	32	networks	network	NOUN
futech-159	257	33	:	:	PUNCT
futech-159	257	34	a	a	DET
futech-159	257	35	real	real	ADJ
futech-159	257	36	case	case	NOUN
futech-159	257	37	study	study	NOUN
futech-159	257	38	on	on	ADP
futech-159	257	39	wind	wind	NOUN
futech-159	257	40	turbines	turbine	NOUN
futech-159	257	41	’	'	PUNCT
futech-159	257	42	,	,	PUNCT
futech-159	257	43	reliability	reliability	NOUN
futech-159	257	44	engineering	engineering	NOUN
futech-159	257	45	&	&	CCONJ
futech-159	257	46	system	system	NOUN
futech-159	257	47	safety	safety	NOUN
futech-159	257	48	,	,	PUNCT
futech-159	257	49	191	191	NUM
futech-159	257	50	,	,	PUNCT
futech-159	257	51	p.	p.	NOUN
futech-159	257	52	106574	106574	NUM
futech-159	257	53	.	.	PUNCT
futech-159	257	54	available	available	ADJ
futech-159	257	55	at	at	ADP
futech-159	257	56	:	:	PUNCT
futech-159	257	57	https://doi.org/https://doi.org/10.1016/j.ress.2019.1	https://doi.org/https://doi.org/10.1016/j.ress.2019.1	PROPN
futech-159	257	58	06574	06574	NUM
futech-159	257	59	.	.	PUNCT
futech-159	258	1	[	[	X
futech-159	258	2	14	14	NUM
futech-159	258	3	]	]	X
futech-159	258	4	zhu	zhu	PROPN
futech-159	258	5	,	,	PUNCT
futech-159	258	6	x.	x.	PROPN
futech-159	258	7	,	,	PUNCT
futech-159	258	8	wang	wang	PROPN
futech-159	258	9	,	,	PUNCT
futech-159	258	10	j.	j.	PROPN
futech-159	258	11	and	and	CCONJ
futech-159	258	12	yuan	yuan	PROPN
futech-159	258	13	,	,	PUNCT
futech-159	258	14	t.	t.	PROPN
futech-159	258	15	(	(	PUNCT
futech-159	258	16	2019	2019	NUM
futech-159	258	17	)	)	PUNCT
futech-159	258	18	‘	'	PUNCT
futech-159	258	19	design	design	NOUN
futech-159	258	20	and	and	CCONJ
futech-159	258	21	maintenance	maintenance	NOUN
futech-159	258	22	for	for	ADP
futech-159	258	23	the	the	DET
futech-159	258	24	data	data	NOUN
futech-159	258	25	storage	storage	NOUN
futech-159	258	26	system	system	NOUN
futech-159	258	27	considering	consider	VERB
futech-159	258	28	system	system	NOUN
futech-159	258	29	rebuilding	rebuilding	NOUN
futech-159	258	30	process	process	NOUN
futech-159	258	31	’	'	PUNCT
futech-159	258	32	,	,	PUNCT
futech-159	258	33	reliability	reliability	NOUN
futech-159	258	34	engineering	engineering	NOUN
futech-159	258	35	&	&	CCONJ
futech-159	258	36	system	system	NOUN
futech-159	258	37	safety	safety	NOUN
futech-159	258	38	,	,	PUNCT
futech-159	258	39	191	191	NUM
futech-159	258	40	,	,	PUNCT
futech-159	258	41	p.	p.	NOUN
futech-159	258	42	106576	106576	NUM
futech-159	258	43	.	.	PUNCT
futech-159	259	1	available	available	ADJ
futech-159	259	2	at	at	ADP
futech-159	259	3	:	:	PUNCT
futech-159	259	4	https://doi.org/10.1016/j.ress.2007.09.003	https://doi.org/10.1016/j.ress.2007.09.003	VERB
futech-159	259	5	af	af	PROPN
futech-159	259	6	.	.	PUNCT
futech-159	260	1	obele	obele	PROPN
futech-159	260	2	et	et	PROPN
futech-159	260	3	al	al	PROPN
futech-159	260	4	.	.	PROPN
futech-159	260	5	/future	/future	PUNCT
futech-159	260	6	technology	technology	PROPN
futech-159	260	7	august	august	PROPN
futech-159	260	8	2024|	2024|	PROPN
futech-159	261	1	volume	volume	NOUN
futech-159	261	2	03	03	NUM
futech-159	262	1	|	|	ADV
futech-159	262	2	issue	issue	NOUN
futech-159	262	3	03	03	NUM
futech-159	263	1	|	|	ADV
futech-159	263	2	pages	page	NOUN
futech-159	263	3	08	08	NUM
futech-159	263	4	-	-	SYM
futech-159	263	5	14	14	NUM
futech-159	263	6	14	14	NUM
futech-159	263	7	https://doi.org/https://doi.org/10.1016/j.ress.2019.1	https://doi.org/https://doi.org/10.1016/j.ress.2019.1	PROPN
futech-159	263	8	06576	06576	NUM
futech-159	263	9	.	.	PUNCT
futech-159	264	1	[	[	X
futech-159	264	2	15	15	NUM
futech-159	264	3	]	]	X
futech-159	264	4	izquierdo	izquierdo	PROPN
futech-159	264	5	,	,	PUNCT
futech-159	264	6	j.	j.	PROPN
futech-159	264	7	,	,	PUNCT
futech-159	264	8	crespo	crespo	PROPN
futech-159	264	9	márquez	márquez	PROPN
futech-159	264	10	,	,	PUNCT
futech-159	264	11	a.	a.	NOUN
futech-159	264	12	and	and	CCONJ
futech-159	264	13	uribetxebarria	uribetxebarria	PROPN
futech-159	264	14	,	,	PUNCT
futech-159	264	15	j.	j.	PROPN
futech-159	264	16	(	(	PUNCT
futech-159	264	17	2019	2019	NUM
futech-159	264	18	)	)	PUNCT
futech-159	264	19	‘	'	PUNCT
futech-159	264	20	dynamic	dynamic	ADJ
futech-159	264	21	artificial	artificial	ADJ
futech-159	264	22	neural	neural	ADJ
futech-159	264	23	network	network	NOUN
futech-159	264	24	-	-	PUNCT
futech-159	264	25	based	base	VERB
futech-159	264	26	reliability	reliability	NOUN
futech-159	264	27	considering	consider	VERB
futech-159	264	28	operational	operational	ADJ
futech-159	264	29	context	context	NOUN
futech-159	264	30	of	of	ADP
futech-159	264	31	assets	asset	NOUN
futech-159	264	32	.	.	PUNCT
futech-159	264	33	’	'	PUNCT
futech-159	264	34	,	,	PUNCT
futech-159	264	35	reliability	reliability	NOUN
futech-159	264	36	engineering	engineering	NOUN
futech-159	264	37	&	&	CCONJ
futech-159	264	38	system	system	NOUN
futech-159	264	39	safety	safety	NOUN
futech-159	264	40	,	,	PUNCT
futech-159	264	41	188	188	NUM
futech-159	264	42	,	,	PUNCT
futech-159	264	43	pp	pp	ADJ
futech-159	264	44	.	.	PUNCT
futech-159	264	45	483	483	NUM
futech-159	264	46	–	–	PUNCT
futech-159	264	47	493	493	NUM
futech-159	264	48	.	.	PUNCT
futech-159	264	49	available	available	ADJ
futech-159	264	50	at	at	ADP
futech-159	264	51	:	:	PUNCT
futech-159	264	52	https://doi.org/https://doi.org/10.1016/j.ress.2019.0	https://doi.org/https://doi.org/10.1016/j.ress.2019.0	PROPN
futech-159	264	53	3.054	3.054	NUM
futech-159	264	54	.	.	PUNCT
futech-159	265	1	[	[	X
futech-159	265	2	16	16	NUM
futech-159	265	3	]	]	X
futech-159	265	4	shi	shi	PROPN
futech-159	265	5	,	,	PUNCT
futech-159	265	6	y.	y.	PROPN
futech-159	265	7	et	et	PROPN
futech-159	265	8	al	al	PROPN
futech-159	265	9	.	.	PROPN
futech-159	265	10	(	(	PUNCT
futech-159	265	11	2020	2020	NUM
futech-159	265	12	)	)	PUNCT
futech-159	265	13	‘	'	PUNCT
futech-159	265	14	condition	condition	NOUN
futech-159	265	15	-	-	PUNCT
futech-159	265	16	based	base	VERB
futech-159	265	17	maintenance	maintenance	NOUN
futech-159	265	18	optimization	optimization	NOUN
futech-159	265	19	for	for	ADP
futech-159	265	20	multi	multi	ADJ
futech-159	265	21	-	-	ADJ
futech-159	265	22	component	component	ADJ
futech-159	265	23	systems	system	NOUN
futech-159	265	24	subject	subject	ADJ
futech-159	265	25	to	to	ADP
futech-159	265	26	a	a	DET
futech-159	265	27	system	system	NOUN
futech-159	265	28	reliability	reliability	NOUN
futech-159	265	29	requirement	requirement	NOUN
futech-159	265	30	’	'	PUNCT
futech-159	265	31	,	,	PUNCT
futech-159	265	32	reliability	reliability	NOUN
futech-159	265	33	engineering	engineering	NOUN
futech-159	265	34	&	&	CCONJ
futech-159	265	35	system	system	NOUN
futech-159	265	36	safety	safety	NOUN
futech-159	265	37	,	,	PUNCT
futech-159	265	38	202	202	NUM
futech-159	265	39	,	,	PUNCT
futech-159	265	40	p.	p.	NOUN
futech-159	265	41	107042	107042	NUM
futech-159	265	42	.	.	PUNCT
futech-159	266	1	available	available	ADJ
futech-159	266	2	at	at	ADP
futech-159	266	3	:	:	PUNCT
futech-159	266	4	https://doi.org/https://doi.org/10.1016/j.ress.2020.1	https://doi.org/https://doi.org/10.1016/j.ress.2020.1	PROPN
futech-159	266	5	07042	07042	NUM
futech-159	266	6	.	.	PUNCT
futech-159	267	1	[	[	X
futech-159	267	2	17	17	NUM
futech-159	267	3	]	]	X
futech-159	267	4	ma	ma	PROPN
futech-159	267	5	,	,	PUNCT
futech-159	267	6	x.	x.	PROPN
futech-159	267	7	et	et	PROPN
futech-159	267	8	al	al	PROPN
futech-159	267	9	.	.	PROPN
futech-159	268	1	(	(	PUNCT
futech-159	268	2	2020	2020	NUM
futech-159	268	3	)	)	PUNCT
futech-159	269	1	‘	'	PUNCT
futech-159	269	2	reliability	reliability	NOUN
futech-159	269	3	analysis	analysis	NOUN
futech-159	269	4	and	and	CCONJ
futech-159	269	5	conditionbased	conditionbase	VERB
futech-159	269	6	maintenance	maintenance	NOUN
futech-159	269	7	optimization	optimization	NOUN
futech-159	269	8	for	for	ADP
futech-159	269	9	a	a	DET
futech-159	269	10	warm	warm	ADJ
futech-159	269	11	standby	standby	ADJ
futech-159	269	12	cooling	cool	VERB
futech-159	269	13	system	system	NOUN
futech-159	269	14	’	'	PUNCT
futech-159	269	15	,	,	PUNCT
futech-159	269	16	reliability	reliability	NOUN
futech-159	269	17	engineering	engineering	NOUN
futech-159	269	18	&	&	CCONJ
futech-159	269	19	system	system	NOUN
futech-159	269	20	safety	safety	NOUN
futech-159	269	21	,	,	PUNCT
futech-159	269	22	193	193	NUM
futech-159	269	23	,	,	PUNCT
futech-159	269	24	p.	p.	NOUN
futech-159	269	25	106588	106588	NUM
futech-159	269	26	.	.	PUNCT
futech-159	270	1	available	available	ADJ
futech-159	270	2	at	at	ADP
futech-159	270	3	:	:	PUNCT
futech-159	270	4	https://doi.org/https://doi.org/10.1016/j.ress.2019.1	https://doi.org/https://doi.org/10.1016/j.ress.2019.1	PROPN
futech-159	270	5	06588	06588	NUM
futech-159	270	6	.	.	PUNCT
futech-159	271	1	this	this	DET
futech-159	271	2	article	article	NOUN
futech-159	271	3	is	be	AUX
futech-159	271	4	an	an	DET
futech-159	271	5	open	open	ADJ
futech-159	271	6	-	-	PUNCT
futech-159	271	7	access	access	NOUN
futech-159	271	8	article	article	NOUN
futech-159	271	9	distributed	distribute	VERB
futech-159	271	10	under	under	ADP
futech-159	271	11	the	the	DET
futech-159	271	12	terms	term	NOUN
futech-159	271	13	and	and	CCONJ
futech-159	271	14	conditions	condition	NOUN
futech-159	271	15	of	of	ADP
futech-159	271	16	the	the	DET
futech-159	271	17	creative	creative	ADJ
futech-159	271	18	commons	common	NOUN
futech-159	271	19	attribution	attribution	NOUN
futech-159	271	20	(	(	PUNCT
futech-159	271	21	cc	cc	NOUN
futech-159	271	22	by	by	ADP
futech-159	271	23	)	)	PUNCT
futech-159	271	24	license	license	NOUN
futech-159	271	25	(	(	PUNCT
futech-159	271	26	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
futech-159	271	27	)	)	PUNCT
futech-159	271	28	.	.	PUNCT
futech-159	272	1	[	[	X
futech-159	272	2	18	18	NUM
futech-159	272	3	]	]	X
futech-159	272	4	wang	wang	PROPN
futech-159	272	5	,	,	PUNCT
futech-159	272	6	x.	x.	PROPN
futech-159	272	7	et	et	PROPN
futech-159	272	8	al	al	PROPN
futech-159	272	9	.	.	PROPN
futech-159	272	10	(	(	PUNCT
futech-159	272	11	2020	2020	NUM
futech-159	272	12	)	)	PUNCT
futech-159	272	13	‘	'	PUNCT
futech-159	272	14	reliability	reliability	NOUN
futech-159	272	15	and	and	CCONJ
futech-159	272	16	maintenance	maintenance	NOUN
futech-159	272	17	for	for	ADP
futech-159	272	18	performance	performance	NOUN
futech-159	272	19	-	-	PUNCT
futech-159	272	20	balanced	balance	VERB
futech-159	272	21	systems	system	NOUN
futech-159	272	22	operating	operate	VERB
futech-159	272	23	in	in	ADP
futech-159	272	24	a	a	DET
futech-159	272	25	shock	shock	NOUN
futech-159	272	26	environment	environment	NOUN
futech-159	272	27	’	'	PUNCT
futech-159	272	28	,	,	PUNCT
futech-159	272	29	reliability	reliability	NOUN
futech-159	272	30	engineering	engineering	NOUN
futech-159	272	31	&	&	CCONJ
futech-159	272	32	system	system	NOUN
futech-159	272	33	safety	safety	NOUN
futech-159	272	34	,	,	PUNCT
futech-159	272	35	195	195	NUM
futech-159	272	36	,	,	PUNCT
futech-159	272	37	p.	p.	NOUN
futech-159	272	38	106705	106705	NUM
futech-159	272	39	.	.	PUNCT
futech-159	273	1	available	available	ADJ
futech-159	273	2	at	at	ADP
futech-159	273	3	:	:	PUNCT
futech-159	273	4	https://doi.org/https://doi.org/10.1016/j.ress.2019.1	https://doi.org/https://doi.org/10.1016/j.ress.2019.1	PROPN
futech-159	273	5	06705	06705	NUM
futech-159	273	6	.	.	PUNCT
futech-159	274	1	[	[	X
futech-159	274	2	19	19	NUM
futech-159	274	3	]	]	X
futech-159	274	4	gao	gao	PROPN
futech-159	274	5	,	,	PUNCT
futech-159	274	6	k.	k.	PROPN
futech-159	274	7	et	et	PROPN
futech-159	274	8	al	al	PROPN
futech-159	274	9	.	.	PROPN
futech-159	274	10	(	(	PUNCT
futech-159	274	11	2020	2020	NUM
futech-159	274	12	)	)	PUNCT
futech-159	274	13	‘	'	PUNCT
futech-159	274	14	jointly	jointly	ADV
futech-159	274	15	optimizing	optimize	VERB
futech-159	274	16	lot	lot	NOUN
futech-159	274	17	sizing	sizing	NOUN
futech-159	274	18	and	and	CCONJ
futech-159	274	19	maintenance	maintenance	NOUN
futech-159	274	20	policy	policy	NOUN
futech-159	274	21	for	for	ADP
futech-159	274	22	a	a	DET
futech-159	274	23	production	production	NOUN
futech-159	274	24	system	system	NOUN
futech-159	274	25	with	with	ADP
futech-159	274	26	two	two	NUM
futech-159	274	27	failure	failure	NOUN
futech-159	274	28	modes	mode	NOUN
futech-159	274	29	’	'	PUNCT
futech-159	274	30	,	,	PUNCT
futech-159	274	31	reliability	reliability	NOUN
futech-159	274	32	engineering	engineering	NOUN
futech-159	274	33	&	&	CCONJ
futech-159	274	34	system	system	NOUN
futech-159	274	35	safety	safety	NOUN
futech-159	274	36	,	,	PUNCT
futech-159	274	37	202	202	NUM
futech-159	274	38	,	,	PUNCT
futech-159	274	39	p.	p.	NOUN
futech-159	274	40	106996	106996	NUM
futech-159	274	41	.	.	PUNCT
futech-159	275	1	available	available	ADJ
futech-159	275	2	at	at	ADP
futech-159	275	3	:	:	PUNCT
futech-159	275	4	https://doi.org/https://doi.org/10.1016/j.ress.2020.1	https://doi.org/https://doi.org/10.1016/j.ress.2020.1	PROPN
futech-159	275	5	06996	06996	NUM
futech-159	275	6	.	.	PUNCT
futech-159	276	1	[	[	X
futech-159	276	2	20	20	NUM
futech-159	276	3	]	]	X
futech-159	276	4	chang	chang	PROPN
futech-159	276	5	,	,	PUNCT
futech-159	276	6	p.-c	p.-c	PROPN
futech-159	276	7	.	.	PUNCT
futech-159	277	1	et	et	PROPN
futech-159	277	2	al	al	PROPN
futech-159	277	3	.	.	PROPN
futech-159	278	1	(	(	PUNCT
futech-159	278	2	2021	2021	NUM
futech-159	278	3	)	)	PUNCT
futech-159	278	4	‘	'	PUNCT
futech-159	278	5	reliability	reliability	NOUN
futech-159	278	6	and	and	CCONJ
futech-159	278	7	maintenance	maintenance	NOUN
futech-159	278	8	models	model	NOUN
futech-159	278	9	for	for	ADP
futech-159	278	10	a	a	DET
futech-159	278	11	time	time	NOUN
futech-159	278	12	-	-	PUNCT
futech-159	278	13	related	relate	VERB
futech-159	278	14	multi	multi	ADJ
futech-159	278	15	-	-	ADJ
futech-159	278	16	state	state	ADJ
futech-159	278	17	flow	flow	NOUN
futech-159	278	18	network	network	NOUN
futech-159	278	19	via	via	ADP
futech-159	278	20	d	d	PROPN
futech-159	278	21	-	-	PUNCT
futech-159	278	22	mc	mc	PROPN
futech-159	278	23	approach	approach	NOUN
futech-159	278	24	’	'	PUNCT
futech-159	278	25	,	,	PUNCT
futech-159	278	26	reliability	reliability	NOUN
futech-159	278	27	engineering	engineering	NOUN
futech-159	278	28	&	&	CCONJ
futech-159	278	29	system	system	NOUN
futech-159	278	30	safety	safety	NOUN
futech-159	278	31	,	,	PUNCT
futech-159	278	32	216	216	NUM
futech-159	278	33	,	,	PUNCT
futech-159	278	34	p.	p.	NOUN
futech-159	278	35	107962	107962	NUM
futech-159	278	36	.	.	PUNCT
futech-159	279	1	available	available	ADJ
futech-159	279	2	at	at	ADP
futech-159	279	3	:	:	PUNCT
futech-159	279	4	https://doi.org/https://doi.org/10.1016/j.ress.2021.1	https://doi.org/https://doi.org/10.1016/j.ress.2021.1	PROPN
futech-159	279	5	07962	07962	NUM
futech-159	279	6	.	.	PUNCT
futech-159	280	1	https://doi.org/https:/doi.org/10.1016/j.ress.2019.106588	https://doi.org/https:/doi.org/10.1016/j.ress.2019.106588	PROPN
futech-159	280	2	https://doi.org/https:/doi.org/10.1016/j.ress.2019.106588	https://doi.org/https:/doi.org/10.1016/j.ress.2019.106588	PROPN
futech-159	280	3	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
futech-159	281	1	https://doi.org/https:/doi.org/10.1016/j.ress.2020.106996	https://doi.org/https:/doi.org/10.1016/j.ress.2020.106996	PROPN
futech-159	281	2	https://doi.org/https:/doi.org/10.1016/j.ress.2020.106996	https://doi.org/https:/doi.org/10.1016/j.ress.2020.106996	PROPN