id	sid	tid	token	lemma	pos
ajema-2907	1	1	376	376	NUM
ajema-2907	1	2	journal	journal	NOUN
ajema-2907	1	3	of	of	ADP
ajema-2907	1	4	engineering	engineering	NOUN
ajema-2907	1	5	,	,	PUNCT
ajema-2907	1	6	mechanics	mechanic	NOUN
ajema-2907	1	7	and	and	CCONJ
ajema-2907	1	8	architecture	architecture	NOUN
ajema-2907	1	9	www	www	NOUN
ajema-2907	1	10	.	.	PUNCT
ajema-2907	2	1	grnjournal.us	grnjournal.us	PROPN
ajema-2907	2	2	american	american	PROPN
ajema-2907	2	3	journal	journal	PROPN
ajema-2907	2	4	of	of	ADP
ajema-2907	2	5	engineering	engineering	NOUN
ajema-2907	2	6	,	,	PUNCT
ajema-2907	2	7	mechanics	mechanic	NOUN
ajema-2907	2	8	and	and	CCONJ
ajema-2907	2	9	architecture	architecture	NOUN
ajema-2907	2	10	volume	volume	NOUN
ajema-2907	2	11	1	1	NUM
ajema-2907	2	12	,	,	PUNCT
ajema-2907	2	13	issue	issue	NOUN
ajema-2907	2	14	10	10	NUM
ajema-2907	2	15	,	,	PUNCT
ajema-2907	2	16	2023	2023	NUM
ajema-2907	2	17	issn	issn	X
ajema-2907	2	18	(	(	PUNCT
ajema-2907	2	19	e	e	NOUN
ajema-2907	2	20	):	):	PUNCT
ajema-2907	2	21	2993	2993	NUM
ajema-2907	2	22	-	-	SYM
ajema-2907	2	23	2637	2637	NUM
ajema-2907	2	24	ai	ai	NOUN
ajema-2907	2	25	-	-	PUNCT
ajema-2907	2	26	driven	drive	VERB
ajema-2907	2	27	predictive	predictive	ADJ
ajema-2907	2	28	maintenance	maintenance	NOUN
ajema-2907	2	29	:	:	PUNCT
ajema-2907	2	30	enhancing	enhance	VERB
ajema-2907	2	31	reliability	reliability	NOUN
ajema-2907	2	32	and	and	CCONJ
ajema-2907	2	33	cost	cost	NOUN
ajema-2907	2	34	efficiency	efficiency	NOUN
ajema-2907	2	35	in	in	ADP
ajema-2907	2	36	enterprise	enterprise	NOUN
ajema-2907	2	37	it	it	PRON
ajema-2907	2	38	infrastructure	infrastructure	NOUN
ajema-2907	2	39	mei	mei	PROPN
ajema-2907	2	40	lin	lin	PROPN
ajema-2907	2	41	zhang	zhang	PROPN
ajema-2907	2	42	department	department	PROPN
ajema-2907	2	43	of	of	ADP
ajema-2907	2	44	computer	computer	NOUN
ajema-2907	2	45	science	science	NOUN
ajema-2907	2	46	and	and	CCONJ
ajema-2907	2	47	technology	technology	NOUN
ajema-2907	2	48	,	,	PUNCT
ajema-2907	2	49	tsinghua	tsinghua	PROPN
ajema-2907	2	50	university	university	PROPN
ajema-2907	2	51	,	,	PUNCT
ajema-2907	2	52	beijing	beijing	PROPN
ajema-2907	2	53	,	,	PUNCT
ajema-2907	2	54	china	china	PROPN
ajema-2907	2	55	dr	dr	PROPN
ajema-2907	2	56	.	.	PROPN
ajema-2907	2	57	rajiv	rajiv	PROPN
ajema-2907	2	58	menon	menon	PROPN
ajema-2907	2	59	department	department	PROPN
ajema-2907	2	60	of	of	ADP
ajema-2907	2	61	artificial	artificial	ADJ
ajema-2907	2	62	intelligence	intelligence	NOUN
ajema-2907	2	63	and	and	CCONJ
ajema-2907	2	64	data	datum	NOUN
ajema-2907	2	65	science	science	NOUN
ajema-2907	2	66	,	,	PUNCT
ajema-2907	2	67	indian	indian	PROPN
ajema-2907	2	68	institute	institute	PROPN
ajema-2907	2	69	of	of	ADP
ajema-2907	2	70	technology	technology	PROPN
ajema-2907	2	71	(	(	PUNCT
ajema-2907	2	72	iit	iit	PROPN
ajema-2907	2	73	)	)	PUNCT
ajema-2907	2	74	delhi	delhi	PROPN
ajema-2907	2	75	,	,	PUNCT
ajema-2907	2	76	new	new	PROPN
ajema-2907	2	77	delhi	delhi	PROPN
ajema-2907	2	78	,	,	PUNCT
ajema-2907	2	79	india	india	PROPN
ajema-2907	2	80	michael	michael	PROPN
ajema-2907	2	81	anderson	anderson	PROPN
ajema-2907	2	82	department	department	PROPN
ajema-2907	2	83	of	of	ADP
ajema-2907	2	84	electrical	electrical	ADJ
ajema-2907	2	85	and	and	CCONJ
ajema-2907	2	86	computer	computer	NOUN
ajema-2907	2	87	engineering	engineering	NOUN
ajema-2907	2	88	,	,	PUNCT
ajema-2907	2	89	massachusetts	massachusetts	PROPN
ajema-2907	2	90	institute	institute	PROPN
ajema-2907	2	91	of	of	ADP
ajema-2907	2	92	technology	technology	PROPN
ajema-2907	2	93	(	(	PUNCT
ajema-2907	2	94	mit	mit	NOUN
ajema-2907	2	95	)	)	PUNCT
ajema-2907	2	96	,	,	PUNCT
ajema-2907	2	97	cambridge	cambridge	PROPN
ajema-2907	2	98	,	,	PUNCT
ajema-2907	2	99	usa	usa	PROPN
ajema-2907	2	100	abstract	abstract	NOUN
ajema-2907	2	101	:	:	PUNCT
ajema-2907	2	102	enterprise	enterprise	NOUN
ajema-2907	2	103	it	it	PRON
ajema-2907	2	104	infrastructure	infrastructure	NOUN
ajema-2907	2	105	—	—	PUNCT
ajema-2907	2	106	spanning	span	VERB
ajema-2907	2	107	data	datum	NOUN
ajema-2907	2	108	centers	center	NOUN
ajema-2907	2	109	,	,	PUNCT
ajema-2907	2	110	cloud	cloud	NOUN
ajema-2907	2	111	platforms	platform	NOUN
ajema-2907	2	112	,	,	PUNCT
ajema-2907	2	113	and	and	CCONJ
ajema-2907	2	114	missioncritical	missioncritical	ADJ
ajema-2907	2	115	networks	network	NOUN
ajema-2907	2	116	—	—	PUNCT
ajema-2907	2	117	faces	face	VERB
ajema-2907	2	118	mounting	mount	VERB
ajema-2907	2	119	pressures	pressure	NOUN
ajema-2907	2	120	from	from	ADP
ajema-2907	2	121	escalating	escalate	VERB
ajema-2907	2	122	workloads	workload	NOUN
ajema-2907	2	123	,	,	PUNCT
ajema-2907	2	124	cybersecurity	cybersecurity	NOUN
ajema-2907	2	125	risks	risk	NOUN
ajema-2907	2	126	,	,	PUNCT
ajema-2907	2	127	and	and	CCONJ
ajema-2907	2	128	stringent	stringent	ADJ
ajema-2907	2	129	uptime	uptime	NOUN
ajema-2907	2	130	requirements	requirement	NOUN
ajema-2907	2	131	.	.	PUNCT
ajema-2907	3	1	traditional	traditional	ADJ
ajema-2907	3	2	maintenance	maintenance	NOUN
ajema-2907	3	3	strategies	strategy	NOUN
ajema-2907	3	4	,	,	PUNCT
ajema-2907	3	5	whether	whether	SCONJ
ajema-2907	3	6	reactive	reactive	ADJ
ajema-2907	3	7	or	or	CCONJ
ajema-2907	3	8	preventive	preventive	ADJ
ajema-2907	3	9	,	,	PUNCT
ajema-2907	3	10	often	often	ADV
ajema-2907	3	11	lead	lead	VERB
ajema-2907	3	12	to	to	ADP
ajema-2907	3	13	costly	costly	ADJ
ajema-2907	3	14	downtimes	downtime	NOUN
ajema-2907	3	15	,	,	PUNCT
ajema-2907	3	16	resource	resource	NOUN
ajema-2907	3	17	inefficiencies	inefficiency	NOUN
ajema-2907	3	18	,	,	PUNCT
ajema-2907	3	19	and	and	CCONJ
ajema-2907	3	20	compliance	compliance	NOUN
ajema-2907	3	21	risks	risk	NOUN
ajema-2907	3	22	.	.	PUNCT
ajema-2907	4	1	recent	recent	ADJ
ajema-2907	4	2	studies	study	NOUN
ajema-2907	4	3	estimate	estimate	VERB
ajema-2907	4	4	that	that	SCONJ
ajema-2907	4	5	unplanned	unplanne	VERB
ajema-2907	4	6	it	it	PRON
ajema-2907	4	7	downtime	downtime	NOUN
ajema-2907	4	8	costs	cost	VERB
ajema-2907	4	9	enterprises	enterprise	NOUN
ajema-2907	4	10	over	over	ADP
ajema-2907	4	11	$	$	SYM
ajema-2907	4	12	5,600	5,600	NUM
ajema-2907	4	13	per	per	ADP
ajema-2907	4	14	minute	minute	NOUN
ajema-2907	4	15	,	,	PUNCT
ajema-2907	4	16	while	while	SCONJ
ajema-2907	4	17	nearly	nearly	ADV
ajema-2907	4	18	60	60	NUM
ajema-2907	4	19	%	%	NOUN
ajema-2907	4	20	of	of	ADP
ajema-2907	4	21	outages	outage	NOUN
ajema-2907	4	22	could	could	AUX
ajema-2907	4	23	be	be	AUX
ajema-2907	4	24	anticipated	anticipate	VERB
ajema-2907	4	25	with	with	ADP
ajema-2907	4	26	predictive	predictive	ADJ
ajema-2907	4	27	insights	insight	NOUN
ajema-2907	4	28	.	.	PUNCT
ajema-2907	5	1	this	this	DET
ajema-2907	5	2	paper	paper	NOUN
ajema-2907	5	3	explores	explore	VERB
ajema-2907	5	4	the	the	DET
ajema-2907	5	5	role	role	NOUN
ajema-2907	5	6	of	of	ADP
ajema-2907	5	7	ai	ai	ADJ
ajema-2907	5	8	-	-	PUNCT
ajema-2907	5	9	driven	drive	VERB
ajema-2907	5	10	predictive	predictive	ADJ
ajema-2907	5	11	maintenance	maintenance	NOUN
ajema-2907	5	12	in	in	ADP
ajema-2907	5	13	transforming	transform	VERB
ajema-2907	5	14	it	it	PRON
ajema-2907	5	15	operations	operation	NOUN
ajema-2907	5	16	by	by	ADP
ajema-2907	5	17	shifting	shift	VERB
ajema-2907	5	18	from	from	ADP
ajema-2907	5	19	static	static	ADJ
ajema-2907	5	20	monitoring	monitoring	NOUN
ajema-2907	5	21	toward	toward	ADP
ajema-2907	5	22	proactive	proactive	ADJ
ajema-2907	5	23	,	,	PUNCT
ajema-2907	5	24	data	data	NOUN
ajema-2907	5	25	-	-	PUNCT
ajema-2907	5	26	driven	drive	VERB
ajema-2907	5	27	reliability	reliability	NOUN
ajema-2907	5	28	engineering	engineering	NOUN
ajema-2907	5	29	.	.	PUNCT
ajema-2907	6	1	the	the	DET
ajema-2907	6	2	proposed	propose	VERB
ajema-2907	6	3	approach	approach	NOUN
ajema-2907	6	4	integrates	integrate	VERB
ajema-2907	6	5	machine	machine	NOUN
ajema-2907	6	6	learning	learning	NOUN
ajema-2907	6	7	models	model	NOUN
ajema-2907	6	8	,	,	PUNCT
ajema-2907	6	9	anomaly	anomaly	NOUN
ajema-2907	6	10	detection	detection	NOUN
ajema-2907	6	11	,	,	PUNCT
ajema-2907	6	12	and	and	CCONJ
ajema-2907	6	13	time	time	NOUN
ajema-2907	6	14	-	-	PUNCT
ajema-2907	6	15	series	series	NOUN
ajema-2907	6	16	forecasting	forecasting	NOUN
ajema-2907	6	17	to	to	PART
ajema-2907	6	18	monitor	monitor	VERB
ajema-2907	6	19	hardware	hardware	NOUN
ajema-2907	6	20	health	health	NOUN
ajema-2907	6	21	,	,	PUNCT
ajema-2907	6	22	application	application	NOUN
ajema-2907	6	23	performance	performance	NOUN
ajema-2907	6	24	,	,	PUNCT
ajema-2907	6	25	and	and	CCONJ
ajema-2907	6	26	network	network	NOUN
ajema-2907	6	27	reliability	reliability	NOUN
ajema-2907	6	28	.	.	PUNCT
ajema-2907	7	1	by	by	ADP
ajema-2907	7	2	leveraging	leverage	VERB
ajema-2907	7	3	telemetry	telemetry	NOUN
ajema-2907	7	4	data	datum	NOUN
ajema-2907	7	5	from	from	ADP
ajema-2907	7	6	servers	server	NOUN
ajema-2907	7	7	,	,	PUNCT
ajema-2907	7	8	storage	storage	NOUN
ajema-2907	7	9	arrays	array	NOUN
ajema-2907	7	10	,	,	PUNCT
ajema-2907	7	11	power	power	NOUN
ajema-2907	7	12	and	and	CCONJ
ajema-2907	7	13	cooling	cool	VERB
ajema-2907	7	14	systems	system	NOUN
ajema-2907	7	15	,	,	PUNCT
ajema-2907	7	16	and	and	CCONJ
ajema-2907	7	17	hybrid	hybrid	ADJ
ajema-2907	7	18	cloud	cloud	NOUN
ajema-2907	7	19	environments	environment	NOUN
ajema-2907	7	20	,	,	PUNCT
ajema-2907	7	21	predictive	predictive	ADJ
ajema-2907	7	22	models	model	NOUN
ajema-2907	7	23	can	can	AUX
ajema-2907	7	24	identify	identify	VERB
ajema-2907	7	25	early	early	ADJ
ajema-2907	7	26	warning	warning	NOUN
ajema-2907	7	27	signals	signal	NOUN
ajema-2907	7	28	such	such	ADJ
ajema-2907	7	29	as	as	ADP
ajema-2907	7	30	latency	latency	NOUN
ajema-2907	7	31	drifts	drift	NOUN
ajema-2907	7	32	,	,	PUNCT
ajema-2907	7	33	cpu	cpu	PROPN
ajema-2907	7	34	/	/	SYM
ajema-2907	7	35	gpu	gpu	NOUN
ajema-2907	7	36	overheating	overheating	ADJ
ajema-2907	7	37	,	,	PUNCT
ajema-2907	7	38	disk	disk	NOUN
ajema-2907	7	39	i	i	NOUN
ajema-2907	7	40	/	/	SYM
ajema-2907	7	41	o	o	NOUN
ajema-2907	7	42	degradation	degradation	NOUN
ajema-2907	7	43	,	,	PUNCT
ajema-2907	7	44	and	and	CCONJ
ajema-2907	7	45	abnormal	abnormal	ADJ
ajema-2907	7	46	energy	energy	NOUN
ajema-2907	7	47	consumption	consumption	NOUN
ajema-2907	7	48	.	.	PUNCT
ajema-2907	8	1	advanced	advanced	ADJ
ajema-2907	8	2	techniques	technique	NOUN
ajema-2907	8	3	—	—	PUNCT
ajema-2907	8	4	including	include	VERB
ajema-2907	8	5	deep	deep	ADJ
ajema-2907	8	6	learning	learning	NOUN
ajema-2907	8	7	for	for	ADP
ajema-2907	8	8	multivariate	multivariate	NOUN
ajema-2907	8	9	sensor	sensor	NOUN
ajema-2907	8	10	fusion	fusion	NOUN
ajema-2907	8	11	,	,	PUNCT
ajema-2907	8	12	reinforcement	reinforcement	NOUN
ajema-2907	8	13	learning	learning	NOUN
ajema-2907	8	14	for	for	ADP
ajema-2907	8	15	dynamic	dynamic	ADJ
ajema-2907	8	16	resource	resource	NOUN
ajema-2907	8	17	scheduling	scheduling	NOUN
ajema-2907	8	18	,	,	PUNCT
ajema-2907	8	19	and	and	CCONJ
ajema-2907	8	20	edge	edge	NOUN
ajema-2907	8	21	-	-	PUNCT
ajema-2907	8	22	ai	ai	NOUN
ajema-2907	8	23	for	for	ADP
ajema-2907	8	24	localized	localized	ADJ
ajema-2907	8	25	anomaly	anomaly	NOUN
ajema-2907	8	26	detection	detection	NOUN
ajema-2907	8	27	—	—	PUNCT
ajema-2907	8	28	are	be	AUX
ajema-2907	8	29	applied	apply	VERB
ajema-2907	8	30	to	to	PART
ajema-2907	8	31	optimize	optimize	VERB
ajema-2907	8	32	both	both	DET
ajema-2907	8	33	performance	performance	NOUN
ajema-2907	8	34	and	and	CCONJ
ajema-2907	8	35	cost	cost	NOUN
ajema-2907	8	36	.	.	PUNCT
ajema-2907	9	1	a	a	DET
ajema-2907	9	2	case	case	NOUN
ajema-2907	9	3	study	study	NOUN
ajema-2907	9	4	of	of	ADP
ajema-2907	9	5	a	a	DET
ajema-2907	9	6	global	global	ADJ
ajema-2907	9	7	bfsi	bfsi	ADJ
ajema-2907	9	8	enterprise	enterprise	NOUN
ajema-2907	9	9	with	with	ADP
ajema-2907	9	10	25,000	25,000	NUM
ajema-2907	9	11	+	+	NUM
ajema-2907	9	12	servers	server	NOUN
ajema-2907	9	13	and	and	CCONJ
ajema-2907	9	14	50	50	NUM
ajema-2907	9	15	pb	pb	ADP
ajema-2907	9	16	of	of	ADP
ajema-2907	9	17	data	datum	NOUN
ajema-2907	9	18	assets	asset	NOUN
ajema-2907	9	19	demonstrates	demonstrate	VERB
ajema-2907	9	20	tangible	tangible	ADJ
ajema-2907	9	21	outcomes	outcome	NOUN
ajema-2907	9	22	:	:	PUNCT
ajema-2907	9	23	a	a	DET
ajema-2907	9	24	40	40	NUM
ajema-2907	9	25	%	%	NOUN
ajema-2907	9	26	reduction	reduction	NOUN
ajema-2907	9	27	in	in	ADP
ajema-2907	9	28	unplanned	unplanned	ADJ
ajema-2907	9	29	outages	outage	NOUN
ajema-2907	9	30	,	,	PUNCT
ajema-2907	9	31	25	25	NUM
ajema-2907	9	32	%	%	NOUN
ajema-2907	9	33	lower	low	ADJ
ajema-2907	9	34	infrastructure	infrastructure	NOUN
ajema-2907	9	35	maintenance	maintenance	NOUN
ajema-2907	9	36	costs	cost	NOUN
ajema-2907	9	37	,	,	PUNCT
ajema-2907	9	38	and	and	CCONJ
ajema-2907	9	39	improved	improved	ADJ
ajema-2907	9	40	compliance	compliance	NOUN
ajema-2907	9	41	with	with	ADP
ajema-2907	9	42	itil	itil	PROPN
ajema-2907	9	43	,	,	PUNCT
ajema-2907	9	44	iso	iso	NOUN
ajema-2907	9	45	27001	27001	NUM
ajema-2907	9	46	,	,	PUNCT
ajema-2907	9	47	and	and	CCONJ
ajema-2907	9	48	soc	soc	NOUN
ajema-2907	9	49	2	2	NUM
ajema-2907	9	50	frameworks	framework	NOUN
ajema-2907	9	51	.	.	PUNCT
ajema-2907	10	1	additionally	additionally	ADV
ajema-2907	10	2	,	,	PUNCT
ajema-2907	10	3	predictive	predictive	ADJ
ajema-2907	10	4	maintenance	maintenance	NOUN
ajema-2907	10	5	enabled	enable	VERB
ajema-2907	10	6	sustainable	sustainable	ADJ
ajema-2907	10	7	it	it	PRON
ajema-2907	10	8	operations	operation	NOUN
ajema-2907	10	9	,	,	PUNCT
ajema-2907	10	10	cutting	cut	VERB
ajema-2907	10	11	energy	energy	NOUN
ajema-2907	10	12	waste	waste	NOUN
ajema-2907	10	13	by	by	ADP
ajema-2907	10	14	18	18	NUM
ajema-2907	10	15	%	%	NOUN
ajema-2907	10	16	through	through	ADP
ajema-2907	10	17	proactive	proactive	ADJ
ajema-2907	10	18	cooling	cool	VERB
ajema-2907	10	19	system	system	NOUN
ajema-2907	10	20	adjustments	adjustment	NOUN
ajema-2907	10	21	.	.	PUNCT
ajema-2907	11	1	findings	finding	NOUN
ajema-2907	11	2	reveal	reveal	VERB
ajema-2907	11	3	that	that	SCONJ
ajema-2907	11	4	ai	ai	NOUN
ajema-2907	11	5	-	-	PUNCT
ajema-2907	11	6	driven	drive	VERB
ajema-2907	11	7	predictive	predictive	ADJ
ajema-2907	11	8	maintenance	maintenance	NOUN
ajema-2907	11	9	not	not	PART
ajema-2907	11	10	only	only	ADV
ajema-2907	11	11	enhances	enhance	VERB
ajema-2907	11	12	system	system	NOUN
ajema-2907	11	13	reliability	reliability	NOUN
ajema-2907	11	14	and	and	CCONJ
ajema-2907	11	15	operational	operational	ADJ
ajema-2907	11	16	resilience	resilience	NOUN
ajema-2907	11	17	,	,	PUNCT
ajema-2907	11	18	but	but	CCONJ
ajema-2907	11	19	also	also	ADV
ajema-2907	11	20	delivers	deliver	VERB
ajema-2907	11	21	significant	significant	ADJ
ajema-2907	11	22	financial	financial	ADJ
ajema-2907	11	23	and	and	CCONJ
ajema-2907	11	24	sustainability	sustainability	NOUN
ajema-2907	11	25	value	value	NOUN
ajema-2907	11	26	for	for	ADP
ajema-2907	11	27	enterprises	enterprise	NOUN
ajema-2907	11	28	.	.	PUNCT
ajema-2907	12	1	beyond	beyond	ADP
ajema-2907	12	2	technical	technical	ADJ
ajema-2907	12	3	gains	gain	NOUN
ajema-2907	12	4	,	,	PUNCT
ajema-2907	12	5	it	it	PRON
ajema-2907	12	6	strengthens	strengthen	VERB
ajema-2907	12	7	business	business	NOUN
ajema-2907	12	8	continuity	continuity	NOUN
ajema-2907	12	9	,	,	PUNCT
ajema-2907	12	10	customer	customer	NOUN
ajema-2907	12	11	trust	trust	NOUN
ajema-2907	12	12	,	,	PUNCT
ajema-2907	12	13	and	and	CCONJ
ajema-2907	12	14	regulatory	regulatory	ADJ
ajema-2907	12	15	alignment	alignment	NOUN
ajema-2907	12	16	.	.	PUNCT
ajema-2907	13	1	the	the	DET
ajema-2907	13	2	paper	paper	NOUN
ajema-2907	13	3	concludes	conclude	VERB
ajema-2907	13	4	with	with	ADP
ajema-2907	13	5	a	a	DET
ajema-2907	13	6	roadmap	roadmap	NOUN
ajema-2907	13	7	for	for	ADP
ajema-2907	13	8	adopting	adopt	VERB
ajema-2907	13	9	predictive	predictive	ADJ
ajema-2907	13	10	maintenance	maintenance	NOUN
ajema-2907	13	11	at	at	ADP
ajema-2907	13	12	scale	scale	NOUN
ajema-2907	13	13	,	,	PUNCT
ajema-2907	13	14	highlighting	highlight	VERB
ajema-2907	13	15	cloud	cloud	ADJ
ajema-2907	13	16	-	-	PUNCT
ajema-2907	13	17	native	native	ADJ
ajema-2907	13	18	monitoring	monitoring	NOUN
ajema-2907	13	19	pipelines	pipeline	NOUN
ajema-2907	13	20	,	,	PUNCT
ajema-2907	13	21	explainable	explainable	ADJ
ajema-2907	13	22	ai	ai	VERB
ajema-2907	13	23	for	for	ADP
ajema-2907	13	24	auditability	auditability	NOUN
ajema-2907	13	25	,	,	PUNCT
ajema-2907	13	26	and	and	CCONJ
ajema-2907	13	27	integration	integration	NOUN
ajema-2907	13	28	with	with	ADP
ajema-2907	13	29	it	it	PRON
ajema-2907	13	30	service	service	NOUN
ajema-2907	13	31	management	management	NOUN
ajema-2907	13	32	(	(	PUNCT
ajema-2907	13	33	itsm	itsm	NOUN
ajema-2907	13	34	)	)	PUNCT
ajema-2907	13	35	platforms	platform	NOUN
ajema-2907	13	36	as	as	ADP
ajema-2907	13	37	critical	critical	ADJ
ajema-2907	13	38	enablers	enabler	NOUN
ajema-2907	13	39	for	for	ADP
ajema-2907	13	40	future	future	ADJ
ajema-2907	13	41	enterprise	enterprise	NOUN
ajema-2907	13	42	it	it	PRON
ajema-2907	13	43	ecosystems	ecosystem	VERB
ajema-2907	13	44	.	.	PUNCT
ajema-2907	14	1	377	377	NUM
ajema-2907	14	2	journal	journal	NOUN
ajema-2907	14	3	of	of	ADP
ajema-2907	14	4	engineering	engineering	NOUN
ajema-2907	14	5	,	,	PUNCT
ajema-2907	14	6	mechanics	mechanic	NOUN
ajema-2907	14	7	and	and	CCONJ
ajema-2907	14	8	architecture	architecture	NOUN
ajema-2907	14	9	www	www	NOUN
ajema-2907	14	10	.	.	PUNCT
ajema-2907	15	1	grnjournal.us	grnjournal.us	X
ajema-2907	15	2	1	1	NUM
ajema-2907	15	3	.	.	PUNCT
ajema-2907	15	4	introduction	introduction	NOUN
ajema-2907	15	5	enterprise	enterprise	NOUN
ajema-2907	15	6	it	it	PRON
ajema-2907	15	7	infrastructures	infrastructure	NOUN
ajema-2907	15	8	have	have	AUX
ajema-2907	15	9	evolved	evolve	VERB
ajema-2907	15	10	into	into	ADP
ajema-2907	15	11	the	the	DET
ajema-2907	15	12	backbone	backbone	NOUN
ajema-2907	15	13	of	of	ADP
ajema-2907	15	14	modern	modern	ADJ
ajema-2907	15	15	digital	digital	ADJ
ajema-2907	15	16	economies	economy	NOUN
ajema-2907	15	17	,	,	PUNCT
ajema-2907	15	18	powering	power	VERB
ajema-2907	15	19	mission	mission	NOUN
ajema-2907	15	20	-	-	PUNCT
ajema-2907	15	21	critical	critical	ADJ
ajema-2907	15	22	services	service	NOUN
ajema-2907	15	23	across	across	ADP
ajema-2907	15	24	sectors	sector	NOUN
ajema-2907	15	25	such	such	ADJ
ajema-2907	15	26	as	as	ADP
ajema-2907	15	27	banking	banking	NOUN
ajema-2907	15	28	and	and	CCONJ
ajema-2907	15	29	financial	financial	ADJ
ajema-2907	15	30	services	service	NOUN
ajema-2907	15	31	(	(	PUNCT
ajema-2907	15	32	bfsi	bfsi	ADV
ajema-2907	15	33	)	)	PUNCT
ajema-2907	15	34	,	,	PUNCT
ajema-2907	15	35	healthcare	healthcare	PROPN
ajema-2907	15	36	,	,	PUNCT
ajema-2907	15	37	telecommunications	telecommunication	NOUN
ajema-2907	15	38	,	,	PUNCT
ajema-2907	15	39	and	and	CCONJ
ajema-2907	15	40	manufacturing	manufacturing	NOUN
ajema-2907	15	41	.	.	PUNCT
ajema-2907	16	1	these	these	DET
ajema-2907	16	2	industries	industry	NOUN
ajema-2907	16	3	rely	rely	VERB
ajema-2907	16	4	heavily	heavily	ADV
ajema-2907	16	5	on	on	ADP
ajema-2907	16	6	complex	complex	ADJ
ajema-2907	16	7	it	it	PRON
ajema-2907	16	8	ecosystems	ecosystem	NOUN
ajema-2907	16	9	—	—	PUNCT
ajema-2907	16	10	ranging	range	VERB
ajema-2907	16	11	from	from	ADP
ajema-2907	16	12	high	high	ADJ
ajema-2907	16	13	-	-	PUNCT
ajema-2907	16	14	performance	performance	NOUN
ajema-2907	16	15	data	datum	NOUN
ajema-2907	16	16	centers	center	NOUN
ajema-2907	16	17	and	and	CCONJ
ajema-2907	16	18	distributed	distribute	VERB
ajema-2907	16	19	cloudnative	cloudnative	ADJ
ajema-2907	16	20	platforms	platform	NOUN
ajema-2907	16	21	to	to	ADP
ajema-2907	16	22	hybrid	hybrid	ADJ
ajema-2907	16	23	environments	environment	NOUN
ajema-2907	16	24	that	that	PRON
ajema-2907	16	25	integrate	integrate	VERB
ajema-2907	16	26	legacy	legacy	NOUN
ajema-2907	16	27	systems	system	NOUN
ajema-2907	16	28	with	with	ADP
ajema-2907	16	29	modern	modern	ADJ
ajema-2907	16	30	digital	digital	ADJ
ajema-2907	16	31	services	service	NOUN
ajema-2907	16	32	.	.	PUNCT
ajema-2907	17	1	the	the	DET
ajema-2907	17	2	operational	operational	ADJ
ajema-2907	17	3	resilience	resilience	NOUN
ajema-2907	17	4	of	of	ADP
ajema-2907	17	5	these	these	DET
ajema-2907	17	6	infrastructures	infrastructure	NOUN
ajema-2907	17	7	is	be	AUX
ajema-2907	17	8	not	not	PART
ajema-2907	17	9	only	only	ADV
ajema-2907	17	10	central	central	ADJ
ajema-2907	17	11	to	to	ADP
ajema-2907	17	12	customer	customer	NOUN
ajema-2907	17	13	trust	trust	NOUN
ajema-2907	17	14	but	but	CCONJ
ajema-2907	17	15	also	also	ADV
ajema-2907	17	16	directly	directly	ADV
ajema-2907	17	17	linked	link	VERB
ajema-2907	17	18	to	to	ADP
ajema-2907	17	19	business	business	NOUN
ajema-2907	17	20	continuity	continuity	NOUN
ajema-2907	17	21	,	,	PUNCT
ajema-2907	17	22	regulatory	regulatory	ADJ
ajema-2907	17	23	compliance	compliance	NOUN
ajema-2907	17	24	,	,	PUNCT
ajema-2907	17	25	and	and	CCONJ
ajema-2907	17	26	financial	financial	ADJ
ajema-2907	17	27	stability	stability	NOUN
ajema-2907	17	28	.	.	PUNCT
ajema-2907	18	1	despite	despite	SCONJ
ajema-2907	18	2	ongoing	ongoing	ADJ
ajema-2907	18	3	investments	investment	NOUN
ajema-2907	18	4	in	in	ADP
ajema-2907	18	5	monitoring	monitoring	NOUN
ajema-2907	18	6	and	and	CCONJ
ajema-2907	18	7	preventive	preventive	ADJ
ajema-2907	18	8	controls	control	NOUN
ajema-2907	18	9	,	,	PUNCT
ajema-2907	18	10	organizations	organization	NOUN
ajema-2907	18	11	continue	continue	VERB
ajema-2907	18	12	to	to	PART
ajema-2907	18	13	face	face	VERB
ajema-2907	18	14	unexpected	unexpected	ADJ
ajema-2907	18	15	outages	outage	NOUN
ajema-2907	18	16	,	,	PUNCT
ajema-2907	18	17	escalating	escalate	VERB
ajema-2907	18	18	maintenance	maintenance	NOUN
ajema-2907	18	19	costs	cost	NOUN
ajema-2907	18	20	,	,	PUNCT
ajema-2907	18	21	and	and	CCONJ
ajema-2907	18	22	service	service	NOUN
ajema-2907	18	23	-	-	PUNCT
ajema-2907	18	24	level	level	NOUN
ajema-2907	18	25	agreement	agreement	NOUN
ajema-2907	18	26	(	(	PUNCT
ajema-2907	18	27	sla	sla	PROPN
ajema-2907	18	28	)	)	PUNCT
ajema-2907	18	29	breaches	breach	NOUN
ajema-2907	18	30	.	.	PUNCT
ajema-2907	19	1	industry	industry	NOUN
ajema-2907	19	2	studies	study	NOUN
ajema-2907	19	3	report	report	VERB
ajema-2907	19	4	that	that	SCONJ
ajema-2907	19	5	unplanned	unplanned	ADJ
ajema-2907	19	6	downtime	downtime	NOUN
ajema-2907	19	7	can	can	AUX
ajema-2907	19	8	cost	cost	VERB
ajema-2907	19	9	enterprises	enterprise	NOUN
ajema-2907	19	10	an	an	DET
ajema-2907	19	11	average	average	NOUN
ajema-2907	19	12	of	of	ADP
ajema-2907	19	13	$	$	SYM
ajema-2907	19	14	5,600	5,600	NUM
ajema-2907	19	15	per	per	ADP
ajema-2907	19	16	minute	minute	NOUN
ajema-2907	19	17	,	,	PUNCT
ajema-2907	19	18	with	with	ADP
ajema-2907	19	19	critical	critical	ADJ
ajema-2907	19	20	sectors	sector	NOUN
ajema-2907	19	21	such	such	ADJ
ajema-2907	19	22	as	as	ADP
ajema-2907	19	23	bfsi	bfsi	PROPN
ajema-2907	19	24	and	and	CCONJ
ajema-2907	19	25	healthcare	healthcare	NOUN
ajema-2907	19	26	suffering	suffer	VERB
ajema-2907	19	27	even	even	ADV
ajema-2907	19	28	higher	high	ADJ
ajema-2907	19	29	losses	loss	NOUN
ajema-2907	19	30	due	due	ADP
ajema-2907	19	31	to	to	ADP
ajema-2907	19	32	regulatory	regulatory	ADJ
ajema-2907	19	33	penalties	penalty	NOUN
ajema-2907	19	34	and	and	CCONJ
ajema-2907	19	35	reputational	reputational	ADJ
ajema-2907	19	36	damage	damage	NOUN
ajema-2907	19	37	.	.	PUNCT
ajema-2907	20	1	traditional	traditional	ADJ
ajema-2907	20	2	approaches	approach	NOUN
ajema-2907	20	3	—	—	PUNCT
ajema-2907	20	4	such	such	ADJ
ajema-2907	20	5	as	as	ADP
ajema-2907	20	6	reactive	reactive	ADJ
ajema-2907	20	7	maintenance	maintenance	NOUN
ajema-2907	20	8	(	(	PUNCT
ajema-2907	20	9	fixing	fix	VERB
ajema-2907	20	10	issues	issue	NOUN
ajema-2907	20	11	post	post	ADJ
ajema-2907	20	12	-	-	NOUN
ajema-2907	20	13	failure	failure	NOUN
ajema-2907	20	14	)	)	PUNCT
ajema-2907	20	15	or	or	CCONJ
ajema-2907	20	16	preventive	preventive	ADJ
ajema-2907	20	17	maintenance	maintenance	NOUN
ajema-2907	20	18	(	(	PUNCT
ajema-2907	20	19	scheduled	schedule	VERB
ajema-2907	20	20	servicing)—lack	servicing)—lack	NOUN
ajema-2907	20	21	the	the	DET
ajema-2907	20	22	intelligence	intelligence	NOUN
ajema-2907	20	23	to	to	PART
ajema-2907	20	24	anticipate	anticipate	VERB
ajema-2907	20	25	failures	failure	NOUN
ajema-2907	20	26	under	under	ADP
ajema-2907	20	27	dynamic	dynamic	ADJ
ajema-2907	20	28	workloads	workload	NOUN
ajema-2907	20	29	and	and	CCONJ
ajema-2907	20	30	changing	change	VERB
ajema-2907	20	31	operating	operate	VERB
ajema-2907	20	32	conditions	condition	NOUN
ajema-2907	20	33	.	.	PUNCT
ajema-2907	21	1	as	as	ADP
ajema-2907	21	2	a	a	DET
ajema-2907	21	3	result	result	NOUN
ajema-2907	21	4	,	,	PUNCT
ajema-2907	21	5	it	it	PRON
ajema-2907	21	6	operations	operation	NOUN
ajema-2907	21	7	teams	team	NOUN
ajema-2907	21	8	often	often	ADV
ajema-2907	21	9	remain	remain	VERB
ajema-2907	21	10	trapped	trapped	ADJ
ajema-2907	21	11	in	in	ADP
ajema-2907	21	12	a	a	DET
ajema-2907	21	13	cycle	cycle	NOUN
ajema-2907	21	14	of	of	ADP
ajema-2907	21	15	firefighting	firefighting	NOUN
ajema-2907	21	16	,	,	PUNCT
ajema-2907	21	17	responding	respond	VERB
ajema-2907	21	18	to	to	ADP
ajema-2907	21	19	crises	crisis	NOUN
ajema-2907	21	20	rather	rather	ADV
ajema-2907	21	21	than	than	ADP
ajema-2907	21	22	proactively	proactively	ADV
ajema-2907	21	23	preventing	prevent	VERB
ajema-2907	21	24	them	they	PRON
ajema-2907	21	25	.	.	PUNCT
ajema-2907	22	1	to	to	PART
ajema-2907	22	2	address	address	VERB
ajema-2907	22	3	this	this	PRON
ajema-2907	22	4	,	,	PUNCT
ajema-2907	22	5	enterprises	enterprise	NOUN
ajema-2907	22	6	are	be	AUX
ajema-2907	22	7	increasingly	increasingly	ADV
ajema-2907	22	8	adopting	adopt	VERB
ajema-2907	22	9	ai	ai	ADJ
ajema-2907	22	10	-	-	PUNCT
ajema-2907	22	11	driven	drive	VERB
ajema-2907	22	12	predictive	predictive	ADJ
ajema-2907	22	13	maintenance	maintenance	NOUN
ajema-2907	22	14	frameworks	framework	NOUN
ajema-2907	22	15	that	that	PRON
ajema-2907	22	16	apply	apply	VERB
ajema-2907	22	17	advanced	advanced	ADJ
ajema-2907	22	18	analytics	analytic	NOUN
ajema-2907	22	19	,	,	PUNCT
ajema-2907	22	20	machine	machine	NOUN
ajema-2907	22	21	learning	learning	NOUN
ajema-2907	22	22	(	(	PUNCT
ajema-2907	22	23	ml	ml	NOUN
ajema-2907	22	24	)	)	PUNCT
ajema-2907	22	25	,	,	PUNCT
ajema-2907	22	26	and	and	CCONJ
ajema-2907	22	27	anomaly	anomaly	NOUN
ajema-2907	22	28	detection	detection	NOUN
ajema-2907	22	29	to	to	ADP
ajema-2907	22	30	infrastructure	infrastructure	NOUN
ajema-2907	22	31	telemetry	telemetry	NOUN
ajema-2907	22	32	data	datum	NOUN
ajema-2907	22	33	.	.	PUNCT
ajema-2907	23	1	unlike	unlike	ADP
ajema-2907	23	2	static	static	ADJ
ajema-2907	23	3	preventive	preventive	ADJ
ajema-2907	23	4	strategies	strategy	NOUN
ajema-2907	23	5	,	,	PUNCT
ajema-2907	23	6	predictive	predictive	ADJ
ajema-2907	23	7	maintenance	maintenance	NOUN
ajema-2907	23	8	anticipates	anticipate	VERB
ajema-2907	23	9	failures	failure	NOUN
ajema-2907	23	10	before	before	SCONJ
ajema-2907	23	11	they	they	PRON
ajema-2907	23	12	occur	occur	VERB
ajema-2907	23	13	,	,	PUNCT
ajema-2907	23	14	enabling	enable	VERB
ajema-2907	23	15	timely	timely	ADJ
ajema-2907	23	16	interventions	intervention	NOUN
ajema-2907	23	17	that	that	PRON
ajema-2907	23	18	minimize	minimize	VERB
ajema-2907	23	19	downtime	downtime	NOUN
ajema-2907	23	20	,	,	PUNCT
ajema-2907	23	21	reduce	reduce	VERB
ajema-2907	23	22	costs	cost	NOUN
ajema-2907	23	23	,	,	PUNCT
ajema-2907	23	24	and	and	CCONJ
ajema-2907	23	25	optimize	optimize	VERB
ajema-2907	23	26	resource	resource	NOUN
ajema-2907	23	27	allocation	allocation	NOUN
ajema-2907	23	28	.	.	PUNCT
ajema-2907	24	1	by	by	ADP
ajema-2907	24	2	analyzing	analyze	VERB
ajema-2907	24	3	massive	massive	ADJ
ajema-2907	24	4	volumes	volume	NOUN
ajema-2907	24	5	of	of	ADP
ajema-2907	24	6	heterogeneous	heterogeneous	ADJ
ajema-2907	24	7	data	datum	NOUN
ajema-2907	24	8	—	—	PUNCT
ajema-2907	24	9	from	from	ADP
ajema-2907	24	10	cpu	cpu	NOUN
ajema-2907	24	11	and	and	CCONJ
ajema-2907	24	12	memory	memory	NOUN
ajema-2907	24	13	utilization	utilization	NOUN
ajema-2907	24	14	,	,	PUNCT
ajema-2907	24	15	network	network	NOUN
ajema-2907	24	16	latency	latency	NOUN
ajema-2907	24	17	,	,	PUNCT
ajema-2907	24	18	and	and	CCONJ
ajema-2907	24	19	disk	disk	NOUN
ajema-2907	24	20	i	i	PROPN
ajema-2907	24	21	/	/	SYM
ajema-2907	24	22	o	o	NOUN
ajema-2907	24	23	patterns	pattern	NOUN
ajema-2907	24	24	to	to	ADP
ajema-2907	24	25	cooling	cool	VERB
ajema-2907	24	26	system	system	NOUN
ajema-2907	24	27	performance	performance	NOUN
ajema-2907	24	28	and	and	CCONJ
ajema-2907	24	29	power	power	NOUN
ajema-2907	24	30	supply	supply	NOUN
ajema-2907	24	31	stability	stability	NOUN
ajema-2907	24	32	—	—	PUNCT
ajema-2907	24	33	ai	ai	NOUN
ajema-2907	24	34	models	model	NOUN
ajema-2907	24	35	can	can	AUX
ajema-2907	24	36	uncover	uncover	VERB
ajema-2907	24	37	subtle	subtle	ADJ
ajema-2907	24	38	signals	signal	NOUN
ajema-2907	24	39	of	of	ADP
ajema-2907	24	40	degradation	degradation	NOUN
ajema-2907	24	41	that	that	PRON
ajema-2907	24	42	human	human	ADJ
ajema-2907	24	43	operators	operator	NOUN
ajema-2907	24	44	or	or	CCONJ
ajema-2907	24	45	rule	rule	NOUN
ajema-2907	24	46	-	-	PUNCT
ajema-2907	24	47	based	base	VERB
ajema-2907	24	48	monitoring	monitoring	NOUN
ajema-2907	24	49	systems	system	NOUN
ajema-2907	24	50	might	might	AUX
ajema-2907	24	51	miss	miss	VERB
ajema-2907	24	52	.	.	PUNCT
ajema-2907	25	1	the	the	DET
ajema-2907	25	2	objective	objective	NOUN
ajema-2907	25	3	of	of	ADP
ajema-2907	25	4	this	this	DET
ajema-2907	25	5	paper	paper	NOUN
ajema-2907	25	6	is	be	AUX
ajema-2907	25	7	to	to	PART
ajema-2907	25	8	demonstrate	demonstrate	VERB
ajema-2907	25	9	how	how	SCONJ
ajema-2907	25	10	ai	ai	AUX
ajema-2907	25	11	-	-	PUNCT
ajema-2907	25	12	driven	drive	VERB
ajema-2907	25	13	predictive	predictive	ADJ
ajema-2907	25	14	maintenance	maintenance	NOUN
ajema-2907	25	15	enhances	enhance	VERB
ajema-2907	25	16	it	it	PRON
ajema-2907	25	17	infrastructure	infrastructure	NOUN
ajema-2907	25	18	reliability	reliability	NOUN
ajema-2907	25	19	,	,	PUNCT
ajema-2907	25	20	reduces	reduce	VERB
ajema-2907	25	21	operational	operational	ADJ
ajema-2907	25	22	expenditure	expenditure	NOUN
ajema-2907	25	23	(	(	PUNCT
ajema-2907	25	24	opex	opex	PROPN
ajema-2907	25	25	)	)	PUNCT
ajema-2907	25	26	,	,	PUNCT
ajema-2907	25	27	and	and	CCONJ
ajema-2907	25	28	ensures	ensure	VERB
ajema-2907	25	29	compliance	compliance	NOUN
ajema-2907	25	30	with	with	ADP
ajema-2907	25	31	global	global	ADJ
ajema-2907	25	32	regulatory	regulatory	ADJ
ajema-2907	25	33	standards	standard	NOUN
ajema-2907	25	34	.	.	PUNCT
ajema-2907	26	1	we	we	PRON
ajema-2907	26	2	explore	explore	VERB
ajema-2907	26	3	architectural	architectural	ADJ
ajema-2907	26	4	principles	principle	NOUN
ajema-2907	26	5	,	,	PUNCT
ajema-2907	26	6	enabling	enable	VERB
ajema-2907	26	7	technologies	technology	NOUN
ajema-2907	26	8	,	,	PUNCT
ajema-2907	26	9	and	and	CCONJ
ajema-2907	26	10	case	case	NOUN
ajema-2907	26	11	studies	study	NOUN
ajema-2907	26	12	that	that	PRON
ajema-2907	26	13	illustrate	illustrate	VERB
ajema-2907	26	14	the	the	DET
ajema-2907	26	15	transformative	transformative	ADJ
ajema-2907	26	16	potential	potential	NOUN
ajema-2907	26	17	of	of	ADP
ajema-2907	26	18	predictive	predictive	ADJ
ajema-2907	26	19	analytics	analytic	NOUN
ajema-2907	26	20	in	in	ADP
ajema-2907	26	21	enterprise	enterprise	NOUN
ajema-2907	26	22	-	-	PUNCT
ajema-2907	26	23	scale	scale	NOUN
ajema-2907	26	24	it	it	PRON
ajema-2907	26	25	environments	environment	VERB
ajema-2907	26	26	.	.	PUNCT
ajema-2907	27	1	the	the	DET
ajema-2907	27	2	scope	scope	NOUN
ajema-2907	27	3	covers	cover	VERB
ajema-2907	27	4	enterprise	enterprise	NOUN
ajema-2907	27	5	data	datum	NOUN
ajema-2907	27	6	centers	center	NOUN
ajema-2907	27	7	,	,	PUNCT
ajema-2907	27	8	cloud	cloud	NOUN
ajema-2907	27	9	-	-	PUNCT
ajema-2907	27	10	native	native	ADJ
ajema-2907	27	11	infrastructures	infrastructure	NOUN
ajema-2907	27	12	,	,	PUNCT
ajema-2907	27	13	and	and	CCONJ
ajema-2907	27	14	hybrid	hybrid	NOUN
ajema-2907	27	15	it	it	PRON
ajema-2907	27	16	ecosystems	ecosystem	VERB
ajema-2907	27	17	that	that	PRON
ajema-2907	27	18	are	be	AUX
ajema-2907	27	19	increasingly	increasingly	ADV
ajema-2907	27	20	becoming	become	VERB
ajema-2907	27	21	the	the	DET
ajema-2907	27	22	standard	standard	NOUN
ajema-2907	27	23	in	in	ADP
ajema-2907	27	24	regulated	regulated	ADJ
ajema-2907	27	25	industries	industry	NOUN
ajema-2907	27	26	.	.	PUNCT
ajema-2907	28	1	through	through	ADP
ajema-2907	28	2	this	this	DET
ajema-2907	28	3	lens	len	NOUN
ajema-2907	28	4	,	,	PUNCT
ajema-2907	28	5	we	we	PRON
ajema-2907	28	6	show	show	VERB
ajema-2907	28	7	how	how	SCONJ
ajema-2907	28	8	predictive	predictive	ADJ
ajema-2907	28	9	maintenance	maintenance	NOUN
ajema-2907	28	10	moves	move	VERB
ajema-2907	28	11	it	it	PRON
ajema-2907	28	12	operations	operation	NOUN
ajema-2907	28	13	from	from	ADP
ajema-2907	28	14	reactive	reactive	ADJ
ajema-2907	28	15	monitoring	monitoring	NOUN
ajema-2907	28	16	toward	toward	ADP
ajema-2907	28	17	proactive	proactive	ADJ
ajema-2907	28	18	,	,	PUNCT
ajema-2907	28	19	self	self	NOUN
ajema-2907	28	20	-	-	PUNCT
ajema-2907	28	21	healing	heal	VERB
ajema-2907	28	22	ecosystems	ecosystem	NOUN
ajema-2907	28	23	,	,	PUNCT
ajema-2907	28	24	providing	provide	VERB
ajema-2907	28	25	measurable	measurable	ADJ
ajema-2907	28	26	benefits	benefit	NOUN
ajema-2907	28	27	in	in	ADP
ajema-2907	28	28	uptime	uptime	NOUN
ajema-2907	28	29	,	,	PUNCT
ajema-2907	28	30	cost	cost	NOUN
ajema-2907	28	31	efficiency	efficiency	NOUN
ajema-2907	28	32	,	,	PUNCT
ajema-2907	28	33	sustainability	sustainability	NOUN
ajema-2907	28	34	,	,	PUNCT
ajema-2907	28	35	and	and	CCONJ
ajema-2907	28	36	compliance	compliance	NOUN
ajema-2907	28	37	readiness	readiness	NOUN
ajema-2907	28	38	.	.	PUNCT
ajema-2907	29	1	2	2	X
ajema-2907	29	2	.	.	X
ajema-2907	29	3	background	background	NOUN
ajema-2907	29	4	and	and	CCONJ
ajema-2907	29	5	motivation	motivation	NOUN
ajema-2907	29	6	enterprise	enterprise	NOUN
ajema-2907	29	7	it	it	PRON
ajema-2907	29	8	operations	operation	NOUN
ajema-2907	29	9	have	have	AUX
ajema-2907	29	10	historically	historically	ADV
ajema-2907	29	11	relied	rely	VERB
ajema-2907	29	12	on	on	ADP
ajema-2907	29	13	reactive	reactive	ADJ
ajema-2907	29	14	and	and	CCONJ
ajema-2907	29	15	preventive	preventive	ADJ
ajema-2907	29	16	maintenance	maintenance	NOUN
ajema-2907	29	17	models	model	NOUN
ajema-2907	29	18	,	,	PUNCT
ajema-2907	29	19	each	each	PRON
ajema-2907	29	20	with	with	ADP
ajema-2907	29	21	inherent	inherent	ADJ
ajema-2907	29	22	limitations	limitation	NOUN
ajema-2907	29	23	that	that	PRON
ajema-2907	29	24	hinder	hinder	VERB
ajema-2907	29	25	efficiency	efficiency	NOUN
ajema-2907	29	26	and	and	CCONJ
ajema-2907	29	27	reliability	reliability	NOUN
ajema-2907	29	28	.	.	PUNCT
ajema-2907	30	1	reactive	reactive	ADJ
ajema-2907	30	2	maintenance	maintenance	NOUN
ajema-2907	30	3	,	,	PUNCT
ajema-2907	30	4	where	where	SCONJ
ajema-2907	30	5	failures	failure	NOUN
ajema-2907	30	6	are	be	AUX
ajema-2907	30	7	addressed	address	VERB
ajema-2907	30	8	only	only	ADV
ajema-2907	30	9	after	after	SCONJ
ajema-2907	30	10	they	they	PRON
ajema-2907	30	11	occur	occur	VERB
ajema-2907	30	12	,	,	PUNCT
ajema-2907	30	13	leads	lead	VERB
ajema-2907	30	14	to	to	ADP
ajema-2907	30	15	unexpected	unexpected	ADJ
ajema-2907	30	16	downtime	downtime	NOUN
ajema-2907	30	17	,	,	PUNCT
ajema-2907	30	18	disrupted	disrupt	VERB
ajema-2907	30	19	services	service	NOUN
ajema-2907	30	20	,	,	PUNCT
ajema-2907	30	21	and	and	CCONJ
ajema-2907	30	22	significant	significant	ADJ
ajema-2907	30	23	financial	financial	ADJ
ajema-2907	30	24	losses	loss	NOUN
ajema-2907	30	25	.	.	PUNCT
ajema-2907	31	1	for	for	ADP
ajema-2907	31	2	example	example	NOUN
ajema-2907	31	3	,	,	PUNCT
ajema-2907	31	4	studies	study	NOUN
ajema-2907	31	5	in	in	ADP
ajema-2907	31	6	bfsi	bfsi	PROPN
ajema-2907	31	7	institutions	institution	NOUN
ajema-2907	31	8	indicate	indicate	VERB
ajema-2907	31	9	that	that	SCONJ
ajema-2907	31	10	one	one	NUM
ajema-2907	31	11	hour	hour	NOUN
ajema-2907	31	12	of	of	ADP
ajema-2907	31	13	unplanned	unplanned	ADJ
ajema-2907	31	14	it	it	PRON
ajema-2907	31	15	downtime	downtime	NOUN
ajema-2907	31	16	can	can	AUX
ajema-2907	31	17	cost	cost	VERB
ajema-2907	31	18	over	over	ADP
ajema-2907	31	19	$	$	SYM
ajema-2907	31	20	300,000	300,000	NUM
ajema-2907	31	21	,	,	PUNCT
ajema-2907	31	22	not	not	PART
ajema-2907	31	23	including	include	VERB
ajema-2907	31	24	reputational	reputational	ADJ
ajema-2907	31	25	damage	damage	NOUN
ajema-2907	31	26	and	and	CCONJ
ajema-2907	31	27	regulatory	regulatory	ADJ
ajema-2907	31	28	penalties	penalty	NOUN
ajema-2907	31	29	.	.	PUNCT
ajema-2907	32	1	preventive	preventive	ADJ
ajema-2907	32	2	maintenance	maintenance	NOUN
ajema-2907	32	3	,	,	PUNCT
ajema-2907	32	4	which	which	PRON
ajema-2907	32	5	schedules	schedule	VERB
ajema-2907	32	6	servicing	service	VERB
ajema-2907	32	7	at	at	ADP
ajema-2907	32	8	fixed	fix	VERB
ajema-2907	32	9	intervals	interval	NOUN
ajema-2907	32	10	,	,	PUNCT
ajema-2907	32	11	reduces	reduce	VERB
ajema-2907	32	12	some	some	DET
ajema-2907	32	13	risk	risk	NOUN
ajema-2907	32	14	but	but	CCONJ
ajema-2907	32	15	introduces	introduce	VERB
ajema-2907	32	16	operational	operational	ADJ
ajema-2907	32	17	inefficiencies	inefficiency	NOUN
ajema-2907	32	18	.	.	PUNCT
ajema-2907	33	1	over	over	ADP
ajema-2907	33	2	-	-	PUNCT
ajema-2907	33	3	maintenance	maintenance	NOUN
ajema-2907	33	4	of	of	ADP
ajema-2907	33	5	healthy	healthy	ADJ
ajema-2907	33	6	systems	system	NOUN
ajema-2907	33	7	consumes	consume	VERB
ajema-2907	33	8	valuable	valuable	ADJ
ajema-2907	33	9	resources	resource	NOUN
ajema-2907	33	10	,	,	PUNCT
ajema-2907	33	11	increases	increase	VERB
ajema-2907	33	12	operational	operational	ADJ
ajema-2907	33	13	expenditure	expenditure	NOUN
ajema-2907	33	14	,	,	PUNCT
ajema-2907	33	15	and	and	CCONJ
ajema-2907	33	16	fails	fail	VERB
ajema-2907	33	17	to	to	PART
ajema-2907	33	18	adapt	adapt	VERB
ajema-2907	33	19	to	to	ADP
ajema-2907	33	20	dynamic	dynamic	ADJ
ajema-2907	33	21	workloads	workload	NOUN
ajema-2907	33	22	or	or	CCONJ
ajema-2907	33	23	component	component	NOUN
ajema-2907	33	24	-	-	PUNCT
ajema-2907	33	25	specific	specific	ADJ
ajema-2907	33	26	degradation	degradation	NOUN
ajema-2907	33	27	patterns	pattern	NOUN
ajema-2907	33	28	.	.	PUNCT
ajema-2907	34	1	both	both	DET
ajema-2907	34	2	models	model	NOUN
ajema-2907	34	3	struggle	struggle	VERB
ajema-2907	34	4	to	to	PART
ajema-2907	34	5	scale	scale	VERB
ajema-2907	34	6	effectively	effectively	ADV
ajema-2907	34	7	in	in	ADP
ajema-2907	34	8	complex	complex	ADJ
ajema-2907	34	9	,	,	PUNCT
ajema-2907	34	10	hybrid	hybrid	ADJ
ajema-2907	34	11	it	it	PRON
ajema-2907	34	12	environments	environment	VERB
ajema-2907	34	13	where	where	SCONJ
ajema-2907	34	14	workloads	workload	NOUN
ajema-2907	34	15	fluctuate	fluctuate	VERB
ajema-2907	34	16	rapidly	rapidly	ADV
ajema-2907	34	17	and	and	CCONJ
ajema-2907	34	18	systems	system	NOUN
ajema-2907	34	19	are	be	AUX
ajema-2907	34	20	interdependent	interdependent	ADJ
ajema-2907	34	21	.	.	PUNCT
ajema-2907	35	1	modern	modern	ADJ
ajema-2907	35	2	enterprises	enterprise	NOUN
ajema-2907	35	3	face	face	VERB
ajema-2907	35	4	increasing	increase	VERB
ajema-2907	35	5	pressures	pressure	NOUN
ajema-2907	35	6	from	from	ADP
ajema-2907	35	7	regulatory	regulatory	ADJ
ajema-2907	35	8	frameworks	framework	NOUN
ajema-2907	35	9	such	such	ADJ
ajema-2907	35	10	as	as	ADP
ajema-2907	35	11	basel	basel	PROPN
ajema-2907	35	12	iii	iii	PROPN
ajema-2907	35	13	,	,	PUNCT
ajema-2907	35	14	gdpr	gdpr	NOUN
ajema-2907	35	15	,	,	PUNCT
ajema-2907	35	16	hipaa	hipaa	NOUN
ajema-2907	35	17	,	,	PUNCT
ajema-2907	35	18	pci	pci	ADJ
ajema-2907	35	19	dss	dss	NOUN
ajema-2907	35	20	,	,	PUNCT
ajema-2907	35	21	and	and	CCONJ
ajema-2907	35	22	iso	iso	NOUN
ajema-2907	35	23	/	/	SYM
ajema-2907	35	24	iec	iec	PROPN
ajema-2907	35	25	20000	20000	NUM
ajema-2907	35	26	standards	standard	NOUN
ajema-2907	35	27	.	.	PUNCT
ajema-2907	36	1	these	these	DET
ajema-2907	36	2	regulations	regulation	NOUN
ajema-2907	36	3	mandate	mandate	VERB
ajema-2907	36	4	high	high	ADJ
ajema-2907	36	5	378	378	NUM
ajema-2907	36	6	journal	journal	NOUN
ajema-2907	36	7	of	of	ADP
ajema-2907	36	8	engineering	engineering	NOUN
ajema-2907	36	9	,	,	PUNCT
ajema-2907	36	10	mechanics	mechanic	NOUN
ajema-2907	36	11	and	and	CCONJ
ajema-2907	36	12	architecture	architecture	NOUN
ajema-2907	36	13	www	www	NOUN
ajema-2907	36	14	.	.	PUNCT
ajema-2907	37	1	grnjournal.us	grnjournal.us	X
ajema-2907	37	2	availability	availability	NOUN
ajema-2907	37	3	,	,	PUNCT
ajema-2907	37	4	auditability	auditability	NOUN
ajema-2907	37	5	,	,	PUNCT
ajema-2907	37	6	and	and	CCONJ
ajema-2907	37	7	operational	operational	ADJ
ajema-2907	37	8	continuity	continuity	NOUN
ajema-2907	37	9	,	,	PUNCT
ajema-2907	37	10	placing	place	VERB
ajema-2907	37	11	additional	additional	ADJ
ajema-2907	37	12	emphasis	emphasis	NOUN
ajema-2907	37	13	on	on	ADP
ajema-2907	37	14	proactive	proactive	ADJ
ajema-2907	37	15	risk	risk	NOUN
ajema-2907	37	16	mitigation	mitigation	NOUN
ajema-2907	37	17	in	in	ADP
ajema-2907	37	18	it	it	PRON
ajema-2907	37	19	infrastructure	infrastructure	NOUN
ajema-2907	37	20	.	.	PUNCT
ajema-2907	38	1	traditional	traditional	ADJ
ajema-2907	38	2	approaches	approach	NOUN
ajema-2907	38	3	often	often	ADV
ajema-2907	38	4	fall	fall	VERB
ajema-2907	38	5	short	short	ADJ
ajema-2907	38	6	in	in	ADP
ajema-2907	38	7	ensuring	ensure	VERB
ajema-2907	38	8	compliance	compliance	NOUN
ajema-2907	38	9	with	with	ADP
ajema-2907	38	10	these	these	DET
ajema-2907	38	11	stringent	stringent	ADJ
ajema-2907	38	12	requirements	requirement	NOUN
ajema-2907	38	13	,	,	PUNCT
ajema-2907	38	14	especially	especially	ADV
ajema-2907	38	15	in	in	ADP
ajema-2907	38	16	real	real	ADJ
ajema-2907	38	17	-	-	PUNCT
ajema-2907	38	18	time	time	NOUN
ajema-2907	38	19	monitoring	monitor	VERB
ajema-2907	38	20	scenarios	scenario	NOUN
ajema-2907	38	21	where	where	SCONJ
ajema-2907	38	22	manual	manual	ADJ
ajema-2907	38	23	intervention	intervention	NOUN
ajema-2907	38	24	can	can	AUX
ajema-2907	38	25	not	not	PART
ajema-2907	38	26	keep	keep	VERB
ajema-2907	38	27	pace	pace	NOUN
ajema-2907	38	28	with	with	ADP
ajema-2907	38	29	system	system	NOUN
ajema-2907	38	30	complexity	complexity	NOUN
ajema-2907	38	31	.	.	PUNCT
ajema-2907	39	1	the	the	DET
ajema-2907	39	2	strategic	strategic	ADJ
ajema-2907	39	3	opportunity	opportunity	NOUN
ajema-2907	39	4	lies	lie	VERB
ajema-2907	39	5	in	in	ADP
ajema-2907	39	6	aiand	aiand	NOUN
ajema-2907	39	7	ml	ml	NOUN
ajema-2907	39	8	-	-	PUNCT
ajema-2907	39	9	powered	power	VERB
ajema-2907	39	10	predictive	predictive	ADJ
ajema-2907	39	11	maintenance	maintenance	NOUN
ajema-2907	39	12	,	,	PUNCT
ajema-2907	39	13	which	which	PRON
ajema-2907	39	14	leverages	leverage	VERB
ajema-2907	39	15	historical	historical	ADJ
ajema-2907	39	16	telemetry	telemetry	NOUN
ajema-2907	39	17	,	,	PUNCT
ajema-2907	39	18	real	real	ADJ
ajema-2907	39	19	-	-	PUNCT
ajema-2907	39	20	time	time	NOUN
ajema-2907	39	21	monitoring	monitoring	NOUN
ajema-2907	39	22	,	,	PUNCT
ajema-2907	39	23	and	and	CCONJ
ajema-2907	39	24	anomaly	anomaly	NOUN
ajema-2907	39	25	detection	detection	NOUN
ajema-2907	39	26	to	to	PART
ajema-2907	39	27	anticipate	anticipate	VERB
ajema-2907	39	28	failures	failure	NOUN
ajema-2907	39	29	before	before	SCONJ
ajema-2907	39	30	they	they	PRON
ajema-2907	39	31	occur	occur	VERB
ajema-2907	39	32	.	.	PUNCT
ajema-2907	40	1	predictive	predictive	ADJ
ajema-2907	40	2	maintenance	maintenance	NOUN
ajema-2907	40	3	transforms	transform	VERB
ajema-2907	40	4	it	it	PRON
ajema-2907	40	5	operations	operation	NOUN
ajema-2907	40	6	from	from	ADP
ajema-2907	40	7	a	a	DET
ajema-2907	40	8	reactive	reactive	ADJ
ajema-2907	40	9	cost	cost	NOUN
ajema-2907	40	10	center	center	NOUN
ajema-2907	40	11	into	into	ADP
ajema-2907	40	12	a	a	DET
ajema-2907	40	13	proactive	proactive	ADJ
ajema-2907	40	14	risk	risk	NOUN
ajema-2907	40	15	management	management	NOUN
ajema-2907	40	16	capability	capability	NOUN
ajema-2907	40	17	,	,	PUNCT
ajema-2907	40	18	enabling	enable	VERB
ajema-2907	40	19	enterprises	enterprise	NOUN
ajema-2907	40	20	to	to	PART
ajema-2907	40	21	:	:	PUNCT
ajema-2907	40	22	a.	a.	NOUN
ajema-2907	40	23	reduce	reduce	VERB
ajema-2907	40	24	unplanned	unplanned	ADJ
ajema-2907	40	25	outages	outage	NOUN
ajema-2907	40	26	,	,	PUNCT
ajema-2907	40	27	minimizing	minimize	VERB
ajema-2907	40	28	financial	financial	ADJ
ajema-2907	40	29	losses	loss	NOUN
ajema-2907	40	30	and	and	CCONJ
ajema-2907	40	31	operational	operational	ADJ
ajema-2907	40	32	disruption	disruption	NOUN
ajema-2907	40	33	.	.	PUNCT
ajema-2907	41	1	b.	b.	PROPN
ajema-2907	41	2	optimize	optimize	NOUN
ajema-2907	41	3	maintenance	maintenance	NOUN
ajema-2907	41	4	schedules	schedule	NOUN
ajema-2907	41	5	,	,	PUNCT
ajema-2907	41	6	lowering	lower	VERB
ajema-2907	41	7	operational	operational	ADJ
ajema-2907	41	8	expenditure	expenditure	NOUN
ajema-2907	41	9	and	and	CCONJ
ajema-2907	41	10	extending	extend	VERB
ajema-2907	41	11	hardware	hardware	NOUN
ajema-2907	41	12	life	life	NOUN
ajema-2907	41	13	cycles	cycle	NOUN
ajema-2907	41	14	.	.	PUNCT
ajema-2907	42	1	c.	c.	NOUN
ajema-2907	42	2	ensure	ensure	VERB
ajema-2907	42	3	sla	sla	PROPN
ajema-2907	42	4	compliance	compliance	NOUN
ajema-2907	42	5	,	,	PUNCT
ajema-2907	42	6	meeting	meet	VERB
ajema-2907	42	7	regulatory	regulatory	ADJ
ajema-2907	42	8	expectations	expectation	NOUN
ajema-2907	42	9	for	for	ADP
ajema-2907	42	10	uptime	uptime	NOUN
ajema-2907	42	11	and	and	CCONJ
ajema-2907	42	12	reliability	reliability	NOUN
ajema-2907	42	13	.	.	PUNCT
ajema-2907	43	1	d.	d.	PROPN
ajema-2907	43	2	enhance	enhance	VERB
ajema-2907	43	3	operational	operational	ADJ
ajema-2907	43	4	visibility	visibility	NOUN
ajema-2907	43	5	,	,	PUNCT
ajema-2907	43	6	providing	provide	VERB
ajema-2907	43	7	actionable	actionable	ADJ
ajema-2907	43	8	insights	insight	NOUN
ajema-2907	43	9	for	for	ADP
ajema-2907	43	10	decision	decision	NOUN
ajema-2907	43	11	-	-	PUNCT
ajema-2907	43	12	makers	maker	NOUN
ajema-2907	43	13	and	and	CCONJ
ajema-2907	43	14	it	it	PRON
ajema-2907	43	15	teams	team	NOUN
ajema-2907	43	16	.	.	PUNCT
ajema-2907	44	1	by	by	ADP
ajema-2907	44	2	integrating	integrate	VERB
ajema-2907	44	3	ai	ai	VERB
ajema-2907	44	4	-	-	PUNCT
ajema-2907	44	5	driven	drive	VERB
ajema-2907	44	6	analytics	analytic	NOUN
ajema-2907	44	7	with	with	ADP
ajema-2907	44	8	monitoring	monitor	VERB
ajema-2907	44	9	systems	system	NOUN
ajema-2907	44	10	across	across	ADP
ajema-2907	44	11	servers	server	NOUN
ajema-2907	44	12	,	,	PUNCT
ajema-2907	44	13	storage	storage	NOUN
ajema-2907	44	14	,	,	PUNCT
ajema-2907	44	15	networks	network	NOUN
ajema-2907	44	16	,	,	PUNCT
ajema-2907	44	17	and	and	CCONJ
ajema-2907	44	18	cloud	cloud	ADJ
ajema-2907	44	19	-	-	PUNCT
ajema-2907	44	20	native	native	ADJ
ajema-2907	44	21	components	component	NOUN
ajema-2907	44	22	,	,	PUNCT
ajema-2907	44	23	enterprises	enterprise	NOUN
ajema-2907	44	24	can	can	AUX
ajema-2907	44	25	build	build	VERB
ajema-2907	44	26	resilient	resilient	ADJ
ajema-2907	44	27	,	,	PUNCT
ajema-2907	44	28	self	self	NOUN
ajema-2907	44	29	-	-	PUNCT
ajema-2907	44	30	healing	healing	NOUN
ajema-2907	44	31	it	it	PRON
ajema-2907	44	32	environments	environment	VERB
ajema-2907	44	33	that	that	PRON
ajema-2907	44	34	align	align	VERB
ajema-2907	44	35	operational	operational	ADJ
ajema-2907	44	36	efficiency	efficiency	NOUN
ajema-2907	44	37	with	with	ADP
ajema-2907	44	38	compliance	compliance	NOUN
ajema-2907	44	39	mandates	mandate	NOUN
ajema-2907	44	40	.	.	PUNCT
ajema-2907	45	1	this	this	DET
ajema-2907	45	2	shift	shift	NOUN
ajema-2907	45	3	is	be	AUX
ajema-2907	45	4	particularly	particularly	ADV
ajema-2907	45	5	critical	critical	ADJ
ajema-2907	45	6	in	in	ADP
ajema-2907	45	7	sectors	sector	NOUN
ajema-2907	45	8	such	such	ADJ
ajema-2907	45	9	as	as	ADP
ajema-2907	45	10	bfsi	bfsi	PROPN
ajema-2907	45	11	,	,	PUNCT
ajema-2907	45	12	healthcare	healthcare	PROPN
ajema-2907	45	13	,	,	PUNCT
ajema-2907	45	14	telecom	telecom	NOUN
ajema-2907	45	15	,	,	PUNCT
ajema-2907	45	16	and	and	CCONJ
ajema-2907	45	17	manufacturing	manufacturing	NOUN
ajema-2907	45	18	,	,	PUNCT
ajema-2907	45	19	where	where	SCONJ
ajema-2907	45	20	downtime	downtime	NOUN
ajema-2907	45	21	or	or	CCONJ
ajema-2907	45	22	failure	failure	NOUN
ajema-2907	45	23	can	can	AUX
ajema-2907	45	24	have	have	VERB
ajema-2907	45	25	cascading	cascade	VERB
ajema-2907	45	26	impacts	impact	NOUN
ajema-2907	45	27	on	on	ADP
ajema-2907	45	28	customer	customer	NOUN
ajema-2907	45	29	trust	trust	NOUN
ajema-2907	45	30	,	,	PUNCT
ajema-2907	45	31	regulatory	regulatory	ADJ
ajema-2907	45	32	adherence	adherence	NOUN
ajema-2907	45	33	,	,	PUNCT
ajema-2907	45	34	and	and	CCONJ
ajema-2907	45	35	overall	overall	ADJ
ajema-2907	45	36	business	business	NOUN
ajema-2907	45	37	continuity	continuity	NOUN
ajema-2907	45	38	3	3	NUM
ajema-2907	45	39	.	.	PUNCT
ajema-2907	45	40	conceptual	conceptual	ADJ
ajema-2907	45	41	foundations	foundation	NOUN
ajema-2907	45	42	of	of	ADP
ajema-2907	45	43	ai	ai	NOUN
ajema-2907	45	44	-	-	PUNCT
ajema-2907	45	45	driven	drive	VERB
ajema-2907	45	46	predictive	predictive	ADJ
ajema-2907	45	47	maintenance	maintenance	NOUN
ajema-2907	45	48	ai	ai	ADJ
ajema-2907	45	49	-	-	PUNCT
ajema-2907	45	50	driven	drive	VERB
ajema-2907	45	51	predictive	predictive	ADJ
ajema-2907	45	52	maintenance	maintenance	NOUN
ajema-2907	45	53	leverages	leverage	NOUN
ajema-2907	45	54	advanced	advanced	ADJ
ajema-2907	45	55	analytics	analytic	NOUN
ajema-2907	45	56	and	and	CCONJ
ajema-2907	45	57	machine	machine	NOUN
ajema-2907	45	58	learning	learn	VERB
ajema-2907	45	59	to	to	PART
ajema-2907	45	60	anticipate	anticipate	VERB
ajema-2907	45	61	it	it	PRON
ajema-2907	45	62	infrastructure	infrastructure	NOUN
ajema-2907	45	63	failures	failure	NOUN
ajema-2907	45	64	before	before	SCONJ
ajema-2907	45	65	they	they	PRON
ajema-2907	45	66	occur	occur	VERB
ajema-2907	45	67	,	,	PUNCT
ajema-2907	45	68	enabling	enable	VERB
ajema-2907	45	69	proactive	proactive	ADJ
ajema-2907	45	70	interventions	intervention	NOUN
ajema-2907	45	71	that	that	PRON
ajema-2907	45	72	reduce	reduce	VERB
ajema-2907	45	73	downtime	downtime	NOUN
ajema-2907	45	74	and	and	CCONJ
ajema-2907	45	75	operational	operational	ADJ
ajema-2907	45	76	costs	cost	NOUN
ajema-2907	45	77	.	.	PUNCT
ajema-2907	46	1	the	the	DET
ajema-2907	46	2	conceptual	conceptual	ADJ
ajema-2907	46	3	foundations	foundation	NOUN
ajema-2907	46	4	are	be	AUX
ajema-2907	46	5	built	build	VERB
ajema-2907	46	6	around	around	ADP
ajema-2907	46	7	the	the	DET
ajema-2907	46	8	following	follow	VERB
ajema-2907	46	9	key	key	ADJ
ajema-2907	46	10	principles	principle	NOUN
ajema-2907	46	11	:	:	PUNCT
ajema-2907	46	12	a.	a.	NOUN
ajema-2907	46	13	anomaly	anomaly	PROPN
ajema-2907	46	14	detection	detection	NOUN
ajema-2907	46	15	ai	ai	VERB
ajema-2907	46	16	models	model	NOUN
ajema-2907	46	17	analyze	analyze	VERB
ajema-2907	46	18	system	system	NOUN
ajema-2907	46	19	logs	log	NOUN
ajema-2907	46	20	,	,	PUNCT
ajema-2907	46	21	performance	performance	NOUN
ajema-2907	46	22	metrics	metric	NOUN
ajema-2907	46	23	,	,	PUNCT
ajema-2907	46	24	and	and	CCONJ
ajema-2907	46	25	sensor	sensor	NOUN
ajema-2907	46	26	readings	reading	NOUN
ajema-2907	46	27	to	to	PART
ajema-2907	46	28	detect	detect	VERB
ajema-2907	46	29	deviations	deviation	NOUN
ajema-2907	46	30	from	from	ADP
ajema-2907	46	31	normal	normal	ADJ
ajema-2907	46	32	operational	operational	ADJ
ajema-2907	46	33	behavior	behavior	NOUN
ajema-2907	46	34	.	.	PUNCT
ajema-2907	47	1	techniques	technique	NOUN
ajema-2907	47	2	such	such	ADJ
ajema-2907	47	3	as	as	ADP
ajema-2907	47	4	autoencoders	autoencoder	NOUN
ajema-2907	47	5	,	,	PUNCT
ajema-2907	47	6	clustering	clustering	NOUN
ajema-2907	47	7	,	,	PUNCT
ajema-2907	47	8	and	and	CCONJ
ajema-2907	47	9	isolation	isolation	NOUN
ajema-2907	47	10	forests	forest	NOUN
ajema-2907	47	11	identify	identify	VERB
ajema-2907	47	12	abnormal	abnormal	ADJ
ajema-2907	47	13	cpu	cpu	NOUN
ajema-2907	47	14	spikes	spike	NOUN
ajema-2907	47	15	,	,	PUNCT
ajema-2907	47	16	memory	memory	NOUN
ajema-2907	47	17	leaks	leak	NOUN
ajema-2907	47	18	,	,	PUNCT
ajema-2907	47	19	storage	storage	NOUN
ajema-2907	47	20	bottlenecks	bottleneck	NOUN
ajema-2907	47	21	,	,	PUNCT
ajema-2907	47	22	or	or	CCONJ
ajema-2907	47	23	unusual	unusual	ADJ
ajema-2907	47	24	network	network	NOUN
ajema-2907	47	25	traffic	traffic	NOUN
ajema-2907	47	26	patterns	pattern	NOUN
ajema-2907	47	27	.	.	PUNCT
ajema-2907	48	1	early	early	ADJ
ajema-2907	48	2	detection	detection	NOUN
ajema-2907	48	3	of	of	ADP
ajema-2907	48	4	these	these	DET
ajema-2907	48	5	anomalies	anomaly	NOUN
ajema-2907	48	6	allows	allow	VERB
ajema-2907	48	7	it	it	PRON
ajema-2907	48	8	teams	team	NOUN
ajema-2907	48	9	to	to	PART
ajema-2907	48	10	address	address	VERB
ajema-2907	48	11	issues	issue	NOUN
ajema-2907	48	12	before	before	SCONJ
ajema-2907	48	13	they	they	PRON
ajema-2907	48	14	escalate	escalate	VERB
ajema-2907	48	15	into	into	ADP
ajema-2907	48	16	critical	critical	ADJ
ajema-2907	48	17	failures	failure	NOUN
ajema-2907	48	18	.	.	PUNCT
ajema-2907	49	1	b.	b.	PROPN
ajema-2907	49	2	time	time	PROPN
ajema-2907	49	3	-	-	PUNCT
ajema-2907	49	4	series	series	NOUN
ajema-2907	49	5	forecasting	forecasting	NOUN
ajema-2907	49	6	predictive	predictive	ADJ
ajema-2907	49	7	maintenance	maintenance	NOUN
ajema-2907	49	8	relies	rely	VERB
ajema-2907	49	9	heavily	heavily	ADV
ajema-2907	49	10	on	on	ADP
ajema-2907	49	11	time	time	NOUN
ajema-2907	49	12	-	-	PUNCT
ajema-2907	49	13	series	series	NOUN
ajema-2907	49	14	analysis	analysis	NOUN
ajema-2907	49	15	to	to	PART
ajema-2907	49	16	identify	identify	VERB
ajema-2907	49	17	gradual	gradual	ADJ
ajema-2907	49	18	degradation	degradation	NOUN
ajema-2907	49	19	trends	trend	NOUN
ajema-2907	49	20	in	in	ADP
ajema-2907	49	21	it	it	PRON
ajema-2907	49	22	systems	system	NOUN
ajema-2907	49	23	.	.	PUNCT
ajema-2907	50	1	using	use	VERB
ajema-2907	50	2	models	model	NOUN
ajema-2907	50	3	such	such	ADJ
ajema-2907	50	4	as	as	ADP
ajema-2907	50	5	arima	arima	NOUN
ajema-2907	50	6	,	,	PUNCT
ajema-2907	50	7	lstm	lstm	NOUN
ajema-2907	50	8	,	,	PUNCT
ajema-2907	50	9	and	and	CCONJ
ajema-2907	50	10	prophet	prophet	NOUN
ajema-2907	50	11	,	,	PUNCT
ajema-2907	50	12	enterprises	enterprise	NOUN
ajema-2907	50	13	can	can	AUX
ajema-2907	50	14	forecast	forecast	VERB
ajema-2907	50	15	resource	resource	NOUN
ajema-2907	50	16	exhaustion	exhaustion	NOUN
ajema-2907	50	17	,	,	PUNCT
ajema-2907	50	18	hardware	hardware	NOUN
ajema-2907	50	19	wear	wear	NOUN
ajema-2907	50	20	,	,	PUNCT
ajema-2907	50	21	and	and	CCONJ
ajema-2907	50	22	performance	performance	NOUN
ajema-2907	50	23	deterioration	deterioration	NOUN
ajema-2907	50	24	.	.	PUNCT
ajema-2907	51	1	for	for	ADP
ajema-2907	51	2	instance	instance	NOUN
ajema-2907	51	3	,	,	PUNCT
ajema-2907	51	4	predicting	predict	VERB
ajema-2907	51	5	disk	disk	NOUN
ajema-2907	51	6	latency	latency	NOUN
ajema-2907	51	7	trends	trend	NOUN
ajema-2907	51	8	can	can	AUX
ajema-2907	51	9	prevent	prevent	VERB
ajema-2907	51	10	storage	storage	NOUN
ajema-2907	51	11	failures	failure	NOUN
ajema-2907	51	12	,	,	PUNCT
ajema-2907	51	13	while	while	SCONJ
ajema-2907	51	14	forecasting	forecast	VERB
ajema-2907	51	15	cpu	cpu	NOUN
ajema-2907	51	16	temperature	temperature	NOUN
ajema-2907	51	17	fluctuations	fluctuation	NOUN
ajema-2907	51	18	can	can	AUX
ajema-2907	51	19	avoid	avoid	VERB
ajema-2907	51	20	server	server	NOUN
ajema-2907	51	21	overheating	overheating	ADJ
ajema-2907	51	22	.	.	PUNCT
ajema-2907	52	1	c.	c.	PROPN
ajema-2907	52	2	root	root	PROPN
ajema-2907	52	3	cause	cause	VERB
ajema-2907	52	4	analysis	analysis	NOUN
ajema-2907	52	5	(	(	PUNCT
ajema-2907	52	6	rca	rca	NOUN
ajema-2907	52	7	)	)	PUNCT
ajema-2907	52	8	once	once	SCONJ
ajema-2907	52	9	anomalies	anomaly	NOUN
ajema-2907	52	10	or	or	CCONJ
ajema-2907	52	11	potential	potential	ADJ
ajema-2907	52	12	failures	failure	NOUN
ajema-2907	52	13	are	be	AUX
ajema-2907	52	14	detected	detect	VERB
ajema-2907	52	15	,	,	PUNCT
ajema-2907	52	16	ai	ai	ADJ
ajema-2907	52	17	-	-	PUNCT
ajema-2907	52	18	driven	drive	VERB
ajema-2907	52	19	rca	rca	NOUN
ajema-2907	52	20	identifies	identify	VERB
ajema-2907	52	21	underlying	underlie	VERB
ajema-2907	52	22	causes	cause	NOUN
ajema-2907	52	23	by	by	ADP
ajema-2907	52	24	correlating	correlate	VERB
ajema-2907	52	25	multiple	multiple	ADJ
ajema-2907	52	26	telemetry	telemetry	NOUN
ajema-2907	52	27	sources	source	NOUN
ajema-2907	52	28	.	.	PUNCT
ajema-2907	53	1	machine	machine	NOUN
ajema-2907	53	2	learning	learning	NOUN
ajema-2907	53	3	models	model	NOUN
ajema-2907	53	4	can	can	AUX
ajema-2907	53	5	uncover	uncover	VERB
ajema-2907	53	6	patterns	pattern	NOUN
ajema-2907	53	7	that	that	SCONJ
ajema-2907	53	8	humans	human	NOUN
ajema-2907	53	9	might	might	AUX
ajema-2907	53	10	overlook	overlook	VERB
ajema-2907	53	11	,	,	PUNCT
ajema-2907	53	12	such	such	ADJ
ajema-2907	53	13	as	as	ADP
ajema-2907	53	14	the	the	DET
ajema-2907	53	15	interaction	interaction	NOUN
ajema-2907	53	16	between	between	ADP
ajema-2907	53	17	network	network	NOUN
ajema-2907	53	18	congestion	congestion	NOUN
ajema-2907	53	19	and	and	CCONJ
ajema-2907	53	20	application	application	NOUN
ajema-2907	53	21	response	response	NOUN
ajema-2907	53	22	delays	delay	NOUN
ajema-2907	53	23	.	.	PUNCT
ajema-2907	54	1	rca	rca	PROPN
ajema-2907	54	2	allows	allow	VERB
ajema-2907	54	3	targeted	target	VERB
ajema-2907	54	4	interventions	intervention	NOUN
ajema-2907	54	5	,	,	PUNCT
ajema-2907	54	6	optimizing	optimize	VERB
ajema-2907	54	7	maintenance	maintenance	NOUN
ajema-2907	54	8	efforts	effort	NOUN
ajema-2907	54	9	and	and	CCONJ
ajema-2907	54	10	minimizing	minimize	VERB
ajema-2907	54	11	unnecessary	unnecessary	ADJ
ajema-2907	54	12	hardware	hardware	NOUN
ajema-2907	54	13	replacements	replacement	NOUN
ajema-2907	54	14	.	.	PUNCT
ajema-2907	55	1	d.	d.	PROPN
ajema-2907	55	2	high	high	ADV
ajema-2907	55	3	-	-	PUNCT
ajema-2907	55	4	dimensional	dimensional	ADJ
ajema-2907	55	5	telemetry	telemetry	NOUN
ajema-2907	55	6	handling	handling	NOUN
ajema-2907	55	7	enterprise	enterprise	NOUN
ajema-2907	55	8	it	it	PRON
ajema-2907	55	9	environments	environment	NOUN
ajema-2907	55	10	generate	generate	VERB
ajema-2907	55	11	massive	massive	ADJ
ajema-2907	55	12	,	,	PUNCT
ajema-2907	55	13	high	high	ADJ
ajema-2907	55	14	-	-	PUNCT
ajema-2907	55	15	dimensional	dimensional	ADJ
ajema-2907	55	16	data	datum	NOUN
ajema-2907	55	17	streams	stream	NOUN
ajema-2907	55	18	,	,	PUNCT
ajema-2907	55	19	including	include	VERB
ajema-2907	55	20	logs	log	NOUN
ajema-2907	55	21	,	,	PUNCT
ajema-2907	55	22	metrics	metric	NOUN
ajema-2907	55	23	,	,	PUNCT
ajema-2907	55	24	traces	trace	NOUN
ajema-2907	55	25	,	,	PUNCT
ajema-2907	55	26	and	and	CCONJ
ajema-2907	55	27	event	event	NOUN
ajema-2907	55	28	histories	history	NOUN
ajema-2907	55	29	.	.	PUNCT
ajema-2907	56	1	ai	ai	VERB
ajema-2907	56	2	models	model	NOUN
ajema-2907	56	3	are	be	AUX
ajema-2907	56	4	uniquely	uniquely	ADV
ajema-2907	56	5	suited	suited	ADJ
ajema-2907	56	6	to	to	PART
ajema-2907	56	7	process	process	VERB
ajema-2907	56	8	this	this	DET
ajema-2907	56	9	complexity	complexity	NOUN
ajema-2907	56	10	,	,	PUNCT
ajema-2907	56	11	capturing	capture	VERB
ajema-2907	56	12	hidden	hidden	ADJ
ajema-2907	56	13	patterns	pattern	NOUN
ajema-2907	56	14	and	and	CCONJ
ajema-2907	56	15	correlations	correlation	NOUN
ajema-2907	56	16	that	that	SCONJ
ajema-2907	56	17	traditional	traditional	ADJ
ajema-2907	56	18	monitoring	monitoring	NOUN
ajema-2907	56	19	tools	tool	NOUN
ajema-2907	56	20	can	can	AUX
ajema-2907	56	21	not	not	PART
ajema-2907	56	22	.	.	PUNCT
ajema-2907	57	1	by	by	ADP
ajema-2907	57	2	379	379	NUM
ajema-2907	57	3	journal	journal	NOUN
ajema-2907	57	4	of	of	ADP
ajema-2907	57	5	engineering	engineering	NOUN
ajema-2907	57	6	,	,	PUNCT
ajema-2907	57	7	mechanics	mechanic	NOUN
ajema-2907	57	8	and	and	CCONJ
ajema-2907	57	9	architecture	architecture	NOUN
ajema-2907	57	10	www	www	NOUN
ajema-2907	57	11	.	.	PUNCT
ajema-2907	58	1	grnjournal.us	grnjournal.us	X
ajema-2907	58	2	integrating	integrate	VERB
ajema-2907	58	3	structured	structure	VERB
ajema-2907	58	4	and	and	CCONJ
ajema-2907	58	5	unstructured	unstructured	ADJ
ajema-2907	58	6	data	datum	NOUN
ajema-2907	58	7	,	,	PUNCT
ajema-2907	58	8	predictive	predictive	ADJ
ajema-2907	58	9	maintenance	maintenance	NOUN
ajema-2907	58	10	systems	system	NOUN
ajema-2907	58	11	deliver	deliver	VERB
ajema-2907	58	12	actionable	actionable	ADJ
ajema-2907	58	13	,	,	PUNCT
ajema-2907	58	14	context	context	NOUN
ajema-2907	58	15	-	-	PUNCT
ajema-2907	58	16	aware	aware	ADJ
ajema-2907	58	17	insights	insight	NOUN
ajema-2907	58	18	.	.	PUNCT
ajema-2907	59	1	e.	e.	PROPN
ajema-2907	59	2	data	data	PROPN
ajema-2907	59	3	sources	source	NOUN
ajema-2907	59	4	for	for	ADP
ajema-2907	59	5	predictive	predictive	ADJ
ajema-2907	59	6	analytics	analytic	NOUN
ajema-2907	59	7	successful	successful	ADJ
ajema-2907	59	8	ai	ai	VERB
ajema-2907	59	9	-	-	PUNCT
ajema-2907	59	10	driven	drive	VERB
ajema-2907	59	11	maintenance	maintenance	NOUN
ajema-2907	59	12	requires	require	VERB
ajema-2907	59	13	rich	rich	ADJ
ajema-2907	59	14	and	and	CCONJ
ajema-2907	59	15	diverse	diverse	ADJ
ajema-2907	59	16	datasets	dataset	NOUN
ajema-2907	59	17	:	:	PUNCT
ajema-2907	59	18	➢	➢	VERB
ajema-2907	59	19	system	system	NOUN
ajema-2907	59	20	logs	log	NOUN
ajema-2907	59	21	:	:	PUNCT
ajema-2907	59	22	event	event	NOUN
ajema-2907	59	23	histories	history	NOUN
ajema-2907	59	24	,	,	PUNCT
ajema-2907	59	25	error	error	NOUN
ajema-2907	59	26	codes	code	NOUN
ajema-2907	59	27	,	,	PUNCT
ajema-2907	59	28	warnings	warning	NOUN
ajema-2907	59	29	.	.	PUNCT
ajema-2907	60	1	➢	➢	PROPN
ajema-2907	60	2	cpu	cpu	PROPN
ajema-2907	60	3	,	,	PUNCT
ajema-2907	60	4	memory	memory	NOUN
ajema-2907	60	5	,	,	PUNCT
ajema-2907	60	6	and	and	CCONJ
ajema-2907	60	7	storage	storage	NOUN
ajema-2907	60	8	metrics	metric	NOUN
ajema-2907	60	9	:	:	PUNCT
ajema-2907	60	10	utilization	utilization	NOUN
ajema-2907	60	11	patterns	pattern	NOUN
ajema-2907	60	12	,	,	PUNCT
ajema-2907	60	13	iops	iop	NOUN
ajema-2907	60	14	,	,	PUNCT
ajema-2907	60	15	latency	latency	NOUN
ajema-2907	60	16	.	.	PUNCT
ajema-2907	61	1	➢	➢	PROPN
ajema-2907	61	2	network	network	PROPN
ajema-2907	61	3	telemetry	telemetry	NOUN
ajema-2907	61	4	:	:	PUNCT
ajema-2907	62	1	throughput	throughput	NOUN
ajema-2907	62	2	,	,	PUNCT
ajema-2907	62	3	packet	packet	NOUN
ajema-2907	62	4	loss	loss	NOUN
ajema-2907	62	5	,	,	PUNCT
ajema-2907	62	6	latency	latency	NOUN
ajema-2907	62	7	trends	trend	NOUN
ajema-2907	62	8	.	.	PUNCT
ajema-2907	63	1	➢	➢	VERB
ajema-2907	63	2	application	application	NOUN
ajema-2907	63	3	traces	trace	NOUN
ajema-2907	63	4	:	:	PUNCT
ajema-2907	63	5	api	api	NOUN
ajema-2907	63	6	response	response	NOUN
ajema-2907	63	7	times	time	NOUN
ajema-2907	63	8	,	,	PUNCT
ajema-2907	63	9	transaction	transaction	NOUN
ajema-2907	63	10	failures	failure	NOUN
ajema-2907	63	11	,	,	PUNCT
ajema-2907	63	12	error	error	NOUN
ajema-2907	63	13	propagation	propagation	NOUN
ajema-2907	63	14	.	.	PUNCT
ajema-2907	64	1	➢	➢	VERB
ajema-2907	64	2	environmental	environmental	ADJ
ajema-2907	64	3	sensors	sensor	NOUN
ajema-2907	64	4	(	(	PUNCT
ajema-2907	64	5	for	for	ADP
ajema-2907	64	6	data	data	NOUN
ajema-2907	64	7	centers	center	NOUN
ajema-2907	64	8	):	):	PUNCT
ajema-2907	64	9	temperature	temperature	NOUN
ajema-2907	64	10	,	,	PUNCT
ajema-2907	64	11	humidity	humidity	NOUN
ajema-2907	64	12	,	,	PUNCT
ajema-2907	64	13	and	and	CCONJ
ajema-2907	64	14	power	power	NOUN
ajema-2907	64	15	usage	usage	NOUN
ajema-2907	64	16	patterns	pattern	NOUN
ajema-2907	64	17	.	.	PUNCT
ajema-2907	65	1	by	by	ADP
ajema-2907	65	2	combining	combine	VERB
ajema-2907	65	3	these	these	DET
ajema-2907	65	4	sources	source	NOUN
ajema-2907	65	5	,	,	PUNCT
ajema-2907	65	6	ai	ai	ADJ
ajema-2907	65	7	-	-	PUNCT
ajema-2907	65	8	driven	drive	VERB
ajema-2907	65	9	models	model	NOUN
ajema-2907	65	10	can	can	AUX
ajema-2907	65	11	provide	provide	VERB
ajema-2907	65	12	comprehensive	comprehensive	ADJ
ajema-2907	65	13	risk	risk	NOUN
ajema-2907	65	14	assessments	assessment	NOUN
ajema-2907	65	15	,	,	PUNCT
ajema-2907	65	16	predict	predict	VERB
ajema-2907	65	17	potential	potential	ADJ
ajema-2907	65	18	system	system	NOUN
ajema-2907	65	19	failures	failure	NOUN
ajema-2907	65	20	,	,	PUNCT
ajema-2907	65	21	and	and	CCONJ
ajema-2907	65	22	recommend	recommend	VERB
ajema-2907	65	23	maintenance	maintenance	NOUN
ajema-2907	65	24	actions	action	NOUN
ajema-2907	65	25	with	with	ADP
ajema-2907	65	26	precision	precision	NOUN
ajema-2907	65	27	.	.	PUNCT
ajema-2907	66	1	the	the	DET
ajema-2907	66	2	integration	integration	NOUN
ajema-2907	66	3	of	of	ADP
ajema-2907	66	4	anomaly	anomaly	NOUN
ajema-2907	66	5	detection	detection	NOUN
ajema-2907	66	6	,	,	PUNCT
ajema-2907	66	7	forecasting	forecasting	NOUN
ajema-2907	66	8	,	,	PUNCT
ajema-2907	66	9	and	and	CCONJ
ajema-2907	66	10	rca	rca	PROPN
ajema-2907	66	11	forms	form	NOUN
ajema-2907	66	12	a	a	DET
ajema-2907	66	13	closed	closed	ADJ
ajema-2907	66	14	-	-	PUNCT
ajema-2907	66	15	loop	loop	NOUN
ajema-2907	66	16	predictive	predictive	ADJ
ajema-2907	66	17	maintenance	maintenance	NOUN
ajema-2907	66	18	ecosystem	ecosystem	NOUN
ajema-2907	66	19	that	that	PRON
ajema-2907	66	20	aligns	align	VERB
ajema-2907	66	21	operational	operational	ADJ
ajema-2907	66	22	reliability	reliability	NOUN
ajema-2907	66	23	with	with	ADP
ajema-2907	66	24	cost	cost	NOUN
ajema-2907	66	25	efficiency	efficiency	NOUN
ajema-2907	66	26	and	and	CCONJ
ajema-2907	66	27	compliance	compliance	NOUN
ajema-2907	66	28	mandates	mandate	NOUN
ajema-2907	66	29	.	.	PUNCT
ajema-2907	67	1	4	4	X
ajema-2907	67	2	.	.	X
ajema-2907	67	3	architecture	architecture	NOUN
ajema-2907	67	4	of	of	ADP
ajema-2907	67	5	ai	ai	NOUN
ajema-2907	67	6	-	-	PUNCT
ajema-2907	67	7	powered	power	VERB
ajema-2907	67	8	predictive	predictive	ADJ
ajema-2907	67	9	maintenance	maintenance	NOUN
ajema-2907	67	10	pipeline	pipeline	NOUN
ajema-2907	67	11	the	the	DET
ajema-2907	67	12	architecture	architecture	NOUN
ajema-2907	67	13	of	of	ADP
ajema-2907	67	14	an	an	DET
ajema-2907	67	15	ai	ai	NOUN
ajema-2907	67	16	-	-	PUNCT
ajema-2907	67	17	powered	power	VERB
ajema-2907	67	18	predictive	predictive	ADJ
ajema-2907	67	19	maintenance	maintenance	NOUN
ajema-2907	67	20	pipeline	pipeline	NOUN
ajema-2907	67	21	is	be	AUX
ajema-2907	67	22	designed	design	VERB
ajema-2907	67	23	to	to	PART
ajema-2907	67	24	ingest	ingest	VERB
ajema-2907	67	25	,	,	PUNCT
ajema-2907	67	26	process	process	NOUN
ajema-2907	67	27	,	,	PUNCT
ajema-2907	67	28	analyze	analyze	VERB
ajema-2907	67	29	,	,	PUNCT
ajema-2907	67	30	and	and	CCONJ
ajema-2907	67	31	act	act	VERB
ajema-2907	67	32	upon	upon	SCONJ
ajema-2907	67	33	it	it	PRON
ajema-2907	67	34	infrastructure	infrastructure	NOUN
ajema-2907	67	35	telemetry	telemetry	NOUN
ajema-2907	67	36	in	in	ADP
ajema-2907	67	37	real	real	ADJ
ajema-2907	67	38	time	time	NOUN
ajema-2907	67	39	,	,	PUNCT
ajema-2907	67	40	ensuring	ensure	VERB
ajema-2907	67	41	reliability	reliability	NOUN
ajema-2907	67	42	,	,	PUNCT
ajema-2907	67	43	operational	operational	ADJ
ajema-2907	67	44	efficiency	efficiency	NOUN
ajema-2907	67	45	,	,	PUNCT
ajema-2907	67	46	and	and	CCONJ
ajema-2907	67	47	compliance	compliance	NOUN
ajema-2907	67	48	.	.	PUNCT
ajema-2907	68	1	the	the	DET
ajema-2907	68	2	pipeline	pipeline	NOUN
ajema-2907	68	3	is	be	AUX
ajema-2907	68	4	composed	compose	VERB
ajema-2907	68	5	of	of	ADP
ajema-2907	68	6	several	several	ADJ
ajema-2907	68	7	integrated	integrated	ADJ
ajema-2907	68	8	layers	layer	NOUN
ajema-2907	68	9	:	:	PUNCT
ajema-2907	68	10	a.	a.	NOUN
ajema-2907	68	11	data	data	PROPN
ajema-2907	68	12	ingestion	ingestion	NOUN
ajema-2907	68	13	layer	layer	NOUN
ajema-2907	68	14	this	this	DET
ajema-2907	68	15	layer	layer	NOUN
ajema-2907	68	16	collects	collect	VERB
ajema-2907	68	17	data	datum	NOUN
ajema-2907	68	18	from	from	ADP
ajema-2907	68	19	a	a	DET
ajema-2907	68	20	wide	wide	ADJ
ajema-2907	68	21	array	array	NOUN
ajema-2907	68	22	of	of	ADP
ajema-2907	68	23	enterprise	enterprise	NOUN
ajema-2907	68	24	it	it	PRON
ajema-2907	68	25	sources	source	VERB
ajema-2907	68	26	to	to	PART
ajema-2907	68	27	ensure	ensure	VERB
ajema-2907	68	28	comprehensive	comprehensive	ADJ
ajema-2907	68	29	visibility	visibility	NOUN
ajema-2907	68	30	into	into	ADP
ajema-2907	68	31	system	system	NOUN
ajema-2907	68	32	health	health	NOUN
ajema-2907	68	33	:	:	PUNCT
ajema-2907	68	34	➢	➢	VERB
ajema-2907	68	35	syslog	syslog	PROPN
ajema-2907	68	36	and	and	CCONJ
ajema-2907	68	37	snmp	snmp	PROPN
ajema-2907	68	38	feeds	feed	VERB
ajema-2907	68	39	from	from	ADP
ajema-2907	68	40	servers	server	NOUN
ajema-2907	68	41	,	,	PUNCT
ajema-2907	68	42	switches	switch	NOUN
ajema-2907	68	43	,	,	PUNCT
ajema-2907	68	44	and	and	CCONJ
ajema-2907	68	45	storage	storage	NOUN
ajema-2907	68	46	devices	device	NOUN
ajema-2907	68	47	.	.	PUNCT
ajema-2907	69	1	➢	➢	VERB
ajema-2907	69	2	cloud	cloud	NOUN
ajema-2907	69	3	monitoring	monitoring	NOUN
ajema-2907	69	4	apis	apis	ADJ
ajema-2907	69	5	from	from	ADP
ajema-2907	69	6	platforms	platform	NOUN
ajema-2907	69	7	such	such	ADJ
ajema-2907	69	8	as	as	ADP
ajema-2907	69	9	aws	aws	PROPN
ajema-2907	69	10	cloudwatch	cloudwatch	NOUN
ajema-2907	69	11	,	,	PUNCT
ajema-2907	69	12	azure	azure	NOUN
ajema-2907	69	13	monitor	monitor	NOUN
ajema-2907	69	14	,	,	PUNCT
ajema-2907	69	15	or	or	CCONJ
ajema-2907	69	16	gcp	gcp	PROPN
ajema-2907	69	17	stackdriver	stackdriver	NOUN
ajema-2907	69	18	.	.	PUNCT
ajema-2907	70	1	➢	➢	VERB
ajema-2907	70	2	application	application	NOUN
ajema-2907	70	3	performance	performance	NOUN
ajema-2907	70	4	monitoring	monitoring	NOUN
ajema-2907	70	5	(	(	PUNCT
ajema-2907	70	6	apm	apm	NOUN
ajema-2907	70	7	)	)	PUNCT
ajema-2907	70	8	tools	tool	NOUN
ajema-2907	70	9	like	like	ADP
ajema-2907	70	10	dynatrace	dynatrace	NOUN
ajema-2907	70	11	,	,	PUNCT
ajema-2907	70	12	appdynamics	appdynamic	NOUN
ajema-2907	70	13	,	,	PUNCT
ajema-2907	70	14	and	and	CCONJ
ajema-2907	70	15	new	new	ADJ
ajema-2907	70	16	relic	relic	NOUN
ajema-2907	70	17	for	for	ADP
ajema-2907	70	18	capturing	capture	VERB
ajema-2907	70	19	application	application	NOUN
ajema-2907	70	20	-	-	PUNCT
ajema-2907	70	21	level	level	NOUN
ajema-2907	70	22	metrics	metric	NOUN
ajema-2907	70	23	and	and	CCONJ
ajema-2907	70	24	traces	trace	NOUN
ajema-2907	70	25	.	.	PUNCT
ajema-2907	71	1	➢	➢	VERB
ajema-2907	71	2	sensor	sensor	NOUN
ajema-2907	71	3	telemetry	telemetry	NOUN
ajema-2907	71	4	for	for	ADP
ajema-2907	71	5	environmental	environmental	ADJ
ajema-2907	71	6	factors	factor	NOUN
ajema-2907	71	7	in	in	ADP
ajema-2907	71	8	data	datum	NOUN
ajema-2907	71	9	centers	center	NOUN
ajema-2907	71	10	,	,	PUNCT
ajema-2907	71	11	such	such	ADJ
ajema-2907	71	12	as	as	ADP
ajema-2907	71	13	temperature	temperature	NOUN
ajema-2907	71	14	,	,	PUNCT
ajema-2907	71	15	humidity	humidity	NOUN
ajema-2907	71	16	,	,	PUNCT
ajema-2907	71	17	and	and	CCONJ
ajema-2907	71	18	power	power	NOUN
ajema-2907	71	19	usage	usage	NOUN
ajema-2907	71	20	.	.	PUNCT
ajema-2907	72	1	b.	b.	NOUN
ajema-2907	72	2	processing	processing	NOUN
ajema-2907	72	3	layer	layer	NOUN
ajema-2907	72	4	this	this	DET
ajema-2907	72	5	layer	layer	NOUN
ajema-2907	72	6	handles	handle	VERB
ajema-2907	72	7	the	the	DET
ajema-2907	72	8	high	high	ADJ
ajema-2907	72	9	-	-	PUNCT
ajema-2907	72	10	velocity	velocity	NOUN
ajema-2907	72	11	,	,	PUNCT
ajema-2907	72	12	high	high	ADJ
ajema-2907	72	13	-	-	PUNCT
ajema-2907	72	14	volume	volume	NOUN
ajema-2907	72	15	data	datum	NOUN
ajema-2907	72	16	streams	stream	NOUN
ajema-2907	72	17	:	:	PUNCT
ajema-2907	72	18	➢	➢	VERB
ajema-2907	72	19	streaming	streaming	NOUN
ajema-2907	72	20	pipelines	pipeline	NOUN
ajema-2907	72	21	(	(	PUNCT
ajema-2907	72	22	kafka	kafka	PROPN
ajema-2907	72	23	,	,	PUNCT
ajema-2907	72	24	spark	spark	NOUN
ajema-2907	72	25	streaming	streaming	NOUN
ajema-2907	72	26	)	)	PUNCT
ajema-2907	72	27	for	for	ADP
ajema-2907	72	28	near	near	ADP
ajema-2907	72	29	real	real	ADJ
ajema-2907	72	30	-	-	PUNCT
ajema-2907	72	31	time	time	NOUN
ajema-2907	72	32	anomaly	anomaly	NOUN
ajema-2907	72	33	detection	detection	NOUN
ajema-2907	72	34	and	and	CCONJ
ajema-2907	72	35	alerts	alert	NOUN
ajema-2907	72	36	.	.	PUNCT
ajema-2907	73	1	➢	➢	NOUN
ajema-2907	73	2	batch	batch	NOUN
ajema-2907	73	3	pipelines	pipeline	NOUN
ajema-2907	73	4	for	for	ADP
ajema-2907	73	5	historical	historical	ADJ
ajema-2907	73	6	trend	trend	NOUN
ajema-2907	73	7	analysis	analysis	NOUN
ajema-2907	73	8	,	,	PUNCT
ajema-2907	73	9	model	model	NOUN
ajema-2907	73	10	training	training	NOUN
ajema-2907	73	11	,	,	PUNCT
ajema-2907	73	12	and	and	CCONJ
ajema-2907	73	13	long	long	ADJ
ajema-2907	73	14	-	-	PUNCT
ajema-2907	73	15	term	term	NOUN
ajema-2907	73	16	forecasting	forecasting	NOUN
ajema-2907	73	17	.	.	PUNCT
ajema-2907	74	1	➢	➢	PROPN
ajema-2907	74	2	data	datum	NOUN
ajema-2907	74	3	normalization	normalization	NOUN
ajema-2907	74	4	and	and	CCONJ
ajema-2907	74	5	enrichment	enrichment	NOUN
ajema-2907	74	6	to	to	PART
ajema-2907	74	7	ensure	ensure	VERB
ajema-2907	74	8	consistency	consistency	NOUN
ajema-2907	74	9	across	across	ADP
ajema-2907	74	10	diverse	diverse	ADJ
ajema-2907	74	11	sources	source	NOUN
ajema-2907	74	12	.	.	PUNCT
ajema-2907	75	1	c.	c.	NOUN
ajema-2907	75	2	modeling	modeling	NOUN
ajema-2907	75	3	layer	layer	NOUN
ajema-2907	75	4	the	the	DET
ajema-2907	75	5	core	core	NOUN
ajema-2907	75	6	of	of	ADP
ajema-2907	75	7	predictive	predictive	ADJ
ajema-2907	75	8	maintenance	maintenance	NOUN
ajema-2907	75	9	lies	lie	VERB
ajema-2907	75	10	in	in	ADP
ajema-2907	75	11	intelligent	intelligent	ADJ
ajema-2907	75	12	ai	ai	VERB
ajema-2907	75	13	/	/	SYM
ajema-2907	75	14	ml	ml	NOUN
ajema-2907	75	15	models	model	NOUN
ajema-2907	75	16	that	that	PRON
ajema-2907	75	17	analyze	analyze	VERB
ajema-2907	75	18	it	it	PRON
ajema-2907	75	19	telemetry	telemetry	NOUN
ajema-2907	75	20	:	:	PUNCT
ajema-2907	75	21	➢	➢	VERB
ajema-2907	75	22	time	time	NOUN
ajema-2907	75	23	-	-	PUNCT
ajema-2907	75	24	series	series	NOUN
ajema-2907	75	25	forecasting	forecasting	NOUN
ajema-2907	75	26	models	model	NOUN
ajema-2907	75	27	(	(	PUNCT
ajema-2907	75	28	lstm	lstm	NOUN
ajema-2907	75	29	,	,	PUNCT
ajema-2907	75	30	prophet	prophet	NOUN
ajema-2907	75	31	)	)	PUNCT
ajema-2907	75	32	to	to	PART
ajema-2907	75	33	predict	predict	VERB
ajema-2907	75	34	resource	resource	NOUN
ajema-2907	75	35	degradation	degradation	NOUN
ajema-2907	75	36	and	and	CCONJ
ajema-2907	75	37	performance	performance	NOUN
ajema-2907	75	38	trends	trend	NOUN
ajema-2907	75	39	.	.	PUNCT
ajema-2907	76	1	➢	➢	PROPN
ajema-2907	76	2	anomaly	anomaly	NOUN
ajema-2907	76	3	detection	detection	NOUN
ajema-2907	76	4	models	model	NOUN
ajema-2907	76	5	(	(	PUNCT
ajema-2907	76	6	isolation	isolation	NOUN
ajema-2907	76	7	forest	forest	NOUN
ajema-2907	76	8	,	,	PUNCT
ajema-2907	76	9	autoencoders	autoencoder	NOUN
ajema-2907	76	10	)	)	PUNCT
ajema-2907	76	11	to	to	PART
ajema-2907	76	12	identify	identify	VERB
ajema-2907	76	13	unusual	unusual	ADJ
ajema-2907	76	14	patterns	pattern	NOUN
ajema-2907	76	15	indicative	indicative	ADJ
ajema-2907	76	16	of	of	ADP
ajema-2907	76	17	potential	potential	ADJ
ajema-2907	76	18	failures	failure	NOUN
ajema-2907	76	19	.	.	PUNCT
ajema-2907	77	1	380	380	NUM
ajema-2907	77	2	journal	journal	NOUN
ajema-2907	77	3	of	of	ADP
ajema-2907	77	4	engineering	engineering	NOUN
ajema-2907	77	5	,	,	PUNCT
ajema-2907	77	6	mechanics	mechanic	NOUN
ajema-2907	77	7	and	and	CCONJ
ajema-2907	77	8	architecture	architecture	NOUN
ajema-2907	77	9	www	www	NOUN
ajema-2907	77	10	.	.	PUNCT
ajema-2907	78	1	grnjournal.us	grnjournal.us	X
ajema-2907	78	2	➢	➢	VERB
ajema-2907	78	3	failure	failure	NOUN
ajema-2907	78	4	probability	probability	NOUN
ajema-2907	78	5	scoring	scoring	NOUN
ajema-2907	78	6	and	and	CCONJ
ajema-2907	78	7	remaining	remain	VERB
ajema-2907	78	8	useful	useful	ADJ
ajema-2907	78	9	life	life	NOUN
ajema-2907	78	10	(	(	PUNCT
ajema-2907	78	11	rul	rul	NOUN
ajema-2907	78	12	)	)	PUNCT
ajema-2907	78	13	estimation	estimation	NOUN
ajema-2907	78	14	to	to	PART
ajema-2907	78	15	prioritize	prioritize	VERB
ajema-2907	78	16	maintenance	maintenance	NOUN
ajema-2907	78	17	actions	action	NOUN
ajema-2907	78	18	.	.	PUNCT
ajema-2907	79	1	➢	➢	VERB
ajema-2907	79	2	hybrid	hybrid	ADJ
ajema-2907	79	3	modeling	modeling	NOUN
ajema-2907	79	4	approaches	approach	NOUN
ajema-2907	79	5	combining	combine	VERB
ajema-2907	79	6	supervised	supervised	ADJ
ajema-2907	79	7	,	,	PUNCT
ajema-2907	79	8	unsupervised	unsupervised	ADJ
ajema-2907	79	9	,	,	PUNCT
ajema-2907	79	10	and	and	CCONJ
ajema-2907	79	11	semi	semi	ADJ
ajema-2907	79	12	-	-	ADJ
ajema-2907	79	13	supervised	supervised	ADJ
ajema-2907	79	14	methods	method	NOUN
ajema-2907	79	15	for	for	ADP
ajema-2907	79	16	adaptive	adaptive	ADJ
ajema-2907	79	17	and	and	CCONJ
ajema-2907	79	18	robust	robust	ADJ
ajema-2907	79	19	predictions	prediction	NOUN
ajema-2907	79	20	.	.	PUNCT
ajema-2907	80	1	d.	d.	PROPN
ajema-2907	80	2	orchestration	orchestration	PROPN
ajema-2907	80	3	&	&	CCONJ
ajema-2907	80	4	monitoring	monitor	VERB
ajema-2907	80	5	layer	layer	NOUN
ajema-2907	80	6	automation	automation	NOUN
ajema-2907	80	7	ensures	ensure	VERB
ajema-2907	80	8	that	that	SCONJ
ajema-2907	80	9	predictions	prediction	NOUN
ajema-2907	80	10	are	be	AUX
ajema-2907	80	11	operationalized	operationalize	VERB
ajema-2907	80	12	efficiently	efficiently	ADV
ajema-2907	80	13	:	:	PUNCT
ajema-2907	80	14	➢	➢	X
ajema-2907	80	15	automated	automate	VERB
ajema-2907	80	16	ticketing	ticket	VERB
ajema-2907	80	17	with	with	ADP
ajema-2907	80	18	platforms	platform	NOUN
ajema-2907	80	19	such	such	ADJ
ajema-2907	80	20	as	as	ADP
ajema-2907	80	21	servicenow	servicenow	NOUN
ajema-2907	80	22	or	or	CCONJ
ajema-2907	80	23	jira	jira	NOUN
ajema-2907	80	24	to	to	PART
ajema-2907	80	25	alert	alert	VERB
ajema-2907	80	26	it	it	PRON
ajema-2907	80	27	teams	team	NOUN
ajema-2907	80	28	for	for	ADP
ajema-2907	80	29	immediate	immediate	ADJ
ajema-2907	80	30	intervention	intervention	NOUN
ajema-2907	80	31	.	.	PUNCT
ajema-2907	81	1	➢	➢	VERB
ajema-2907	81	2	self	self	NOUN
ajema-2907	81	3	-	-	PUNCT
ajema-2907	81	4	healing	heal	VERB
ajema-2907	81	5	scripts	script	NOUN
ajema-2907	81	6	for	for	ADP
ajema-2907	81	7	predefined	predefine	VERB
ajema-2907	81	8	remedial	remedial	ADJ
ajema-2907	81	9	actions	action	NOUN
ajema-2907	81	10	,	,	PUNCT
ajema-2907	81	11	such	such	ADJ
ajema-2907	81	12	as	as	ADP
ajema-2907	81	13	service	service	NOUN
ajema-2907	81	14	restarts	restart	NOUN
ajema-2907	81	15	,	,	PUNCT
ajema-2907	81	16	workload	workload	NOUN
ajema-2907	81	17	migrations	migration	NOUN
ajema-2907	81	18	,	,	PUNCT
ajema-2907	81	19	or	or	CCONJ
ajema-2907	81	20	server	server	NOUN
ajema-2907	81	21	throttling	throttling	NOUN
ajema-2907	81	22	.	.	PUNCT
ajema-2907	82	1	➢	➢	VERB
ajema-2907	82	2	continuous	continuous	ADJ
ajema-2907	82	3	monitoring	monitoring	NOUN
ajema-2907	82	4	of	of	ADP
ajema-2907	82	5	model	model	NOUN
ajema-2907	82	6	performance	performance	NOUN
ajema-2907	82	7	,	,	PUNCT
ajema-2907	82	8	drift	drift	NOUN
ajema-2907	82	9	detection	detection	NOUN
ajema-2907	82	10	,	,	PUNCT
ajema-2907	82	11	and	and	CCONJ
ajema-2907	82	12	re	re	NOUN
ajema-2907	82	13	-	-	NOUN
ajema-2907	82	14	training	training	ADJ
ajema-2907	82	15	triggers	trigger	NOUN
ajema-2907	82	16	to	to	PART
ajema-2907	82	17	maintain	maintain	VERB
ajema-2907	82	18	predictive	predictive	ADJ
ajema-2907	82	19	accuracy	accuracy	NOUN
ajema-2907	82	20	.	.	PUNCT
ajema-2907	83	1	e.	e.	PROPN
ajema-2907	83	2	visualization	visualization	NOUN
ajema-2907	83	3	layer	layer	NOUN
ajema-2907	83	4	actionable	actionable	ADJ
ajema-2907	83	5	insights	insight	NOUN
ajema-2907	83	6	are	be	AUX
ajema-2907	83	7	delivered	deliver	VERB
ajema-2907	83	8	through	through	ADP
ajema-2907	83	9	interactive	interactive	ADJ
ajema-2907	83	10	dashboards	dashboard	NOUN
ajema-2907	83	11	:	:	PUNCT
ajema-2907	83	12	➢	➢	VERB
ajema-2907	83	13	real	real	ADJ
ajema-2907	83	14	-	-	PUNCT
ajema-2907	83	15	time	time	NOUN
ajema-2907	83	16	system	system	NOUN
ajema-2907	83	17	health	health	NOUN
ajema-2907	83	18	indicators	indicator	NOUN
ajema-2907	83	19	,	,	PUNCT
ajema-2907	83	20	alert	alert	NOUN
ajema-2907	83	21	statuses	status	NOUN
ajema-2907	83	22	,	,	PUNCT
ajema-2907	83	23	and	and	CCONJ
ajema-2907	83	24	failure	failure	NOUN
ajema-2907	83	25	probability	probability	NOUN
ajema-2907	83	26	scores	score	NOUN
ajema-2907	83	27	.	.	PUNCT
ajema-2907	84	1	➢	➢	AUX
ajema-2907	84	2	tools	tool	NOUN
ajema-2907	84	3	like	like	ADP
ajema-2907	84	4	grafana	grafana	PROPN
ajema-2907	84	5	,	,	PUNCT
ajema-2907	84	6	kibana	kibana	PROPN
ajema-2907	84	7	,	,	PUNCT
ajema-2907	84	8	and	and	CCONJ
ajema-2907	84	9	power	power	NOUN
ajema-2907	84	10	bi	bi	NOUN
ajema-2907	84	11	provide	provide	VERB
ajema-2907	84	12	drill	drill	NOUN
ajema-2907	84	13	-	-	PUNCT
ajema-2907	84	14	down	down	ADP
ajema-2907	84	15	capabilities	capability	NOUN
ajema-2907	84	16	for	for	ADP
ajema-2907	84	17	it	it	PRON
ajema-2907	84	18	operations	operation	NOUN
ajema-2907	84	19	and	and	CCONJ
ajema-2907	84	20	executive	executive	ADJ
ajema-2907	84	21	reporting	reporting	NOUN
ajema-2907	84	22	.	.	PUNCT
ajema-2907	85	1	➢	➢	VERB
ajema-2907	85	2	customizable	customizable	ADJ
ajema-2907	85	3	kpis	kpis	PROPN
ajema-2907	85	4	for	for	ADP
ajema-2907	85	5	sla	sla	PROPN
ajema-2907	85	6	compliance	compliance	NOUN
ajema-2907	85	7	,	,	PUNCT
ajema-2907	85	8	uptime	uptime	NOUN
ajema-2907	85	9	,	,	PUNCT
ajema-2907	85	10	and	and	CCONJ
ajema-2907	85	11	risk	risk	NOUN
ajema-2907	85	12	metrics	metric	NOUN
ajema-2907	85	13	.	.	PUNCT
ajema-2907	86	1	f.	f.	PROPN
ajema-2907	86	2	governance	governance	PROPN
ajema-2907	86	3	and	and	CCONJ
ajema-2907	86	4	compliance	compliance	NOUN
ajema-2907	86	5	layer	layer	NOUN
ajema-2907	86	6	maintaining	maintain	VERB
ajema-2907	86	7	regulatory	regulatory	ADJ
ajema-2907	86	8	and	and	CCONJ
ajema-2907	86	9	organizational	organizational	ADJ
ajema-2907	86	10	compliance	compliance	NOUN
ajema-2907	86	11	is	be	AUX
ajema-2907	86	12	critical	critical	ADJ
ajema-2907	86	13	:	:	PUNCT
ajema-2907	86	14	➢	➢	VERB
ajema-2907	86	15	full	full	ADJ
ajema-2907	86	16	logging	logging	NOUN
ajema-2907	86	17	and	and	CCONJ
ajema-2907	86	18	lineage	lineage	NOUN
ajema-2907	86	19	of	of	ADP
ajema-2907	86	20	ingested	ingest	VERB
ajema-2907	86	21	data	datum	NOUN
ajema-2907	86	22	and	and	CCONJ
ajema-2907	86	23	model	model	NOUN
ajema-2907	86	24	predictions	prediction	NOUN
ajema-2907	86	25	.	.	PUNCT
ajema-2907	87	1	➢	➢	PROPN
ajema-2907	87	2	model	model	NOUN
ajema-2907	87	3	explainability	explainability	NOUN
ajema-2907	87	4	using	use	VERB
ajema-2907	87	5	shap	shap	NOUN
ajema-2907	87	6	,	,	PUNCT
ajema-2907	87	7	lime	lime	NOUN
ajema-2907	87	8	,	,	PUNCT
ajema-2907	87	9	or	or	CCONJ
ajema-2907	87	10	integrated	integrate	VERB
ajema-2907	87	11	ai	ai	NOUN
ajema-2907	87	12	explainability	explainability	NOUN
ajema-2907	87	13	frameworks	framework	NOUN
ajema-2907	87	14	to	to	PART
ajema-2907	87	15	satisfy	satisfy	VERB
ajema-2907	87	16	audit	audit	NOUN
ajema-2907	87	17	requirements	requirement	NOUN
ajema-2907	87	18	.	.	PUNCT
ajema-2907	88	1	➢	➢	VERB
ajema-2907	88	2	role	role	NOUN
ajema-2907	88	3	-	-	PUNCT
ajema-2907	88	4	based	base	VERB
ajema-2907	88	5	access	access	NOUN
ajema-2907	88	6	control	control	NOUN
ajema-2907	88	7	and	and	CCONJ
ajema-2907	88	8	secure	secure	VERB
ajema-2907	88	9	data	datum	NOUN
ajema-2907	88	10	storage	storage	NOUN
ajema-2907	88	11	to	to	PART
ajema-2907	88	12	ensure	ensure	VERB
ajema-2907	88	13	confidentiality	confidentiality	NOUN
ajema-2907	88	14	of	of	ADP
ajema-2907	88	15	it	it	PRON
ajema-2907	88	16	telemetry	telemetry	NOUN
ajema-2907	88	17	and	and	CCONJ
ajema-2907	88	18	operational	operational	ADJ
ajema-2907	88	19	insights	insight	NOUN
ajema-2907	88	20	.	.	PUNCT
ajema-2907	89	1	this	this	DET
ajema-2907	89	2	architecture	architecture	NOUN
ajema-2907	89	3	forms	form	VERB
ajema-2907	89	4	a	a	DET
ajema-2907	89	5	closed	closed	ADJ
ajema-2907	89	6	-	-	PUNCT
ajema-2907	89	7	loop	loop	NOUN
ajema-2907	89	8	,	,	PUNCT
ajema-2907	89	9	ai	ai	NOUN
ajema-2907	89	10	-	-	PUNCT
ajema-2907	89	11	powered	power	VERB
ajema-2907	89	12	predictive	predictive	ADJ
ajema-2907	89	13	maintenance	maintenance	NOUN
ajema-2907	89	14	ecosystem	ecosystem	NOUN
ajema-2907	89	15	,	,	PUNCT
ajema-2907	89	16	transforming	transform	VERB
ajema-2907	89	17	traditional	traditional	ADJ
ajema-2907	89	18	reactive	reactive	NOUN
ajema-2907	89	19	or	or	CCONJ
ajema-2907	89	20	scheduled	schedule	VERB
ajema-2907	89	21	maintenance	maintenance	NOUN
ajema-2907	89	22	into	into	ADP
ajema-2907	89	23	proactive	proactive	ADJ
ajema-2907	89	24	,	,	PUNCT
ajema-2907	89	25	real	real	ADJ
ajema-2907	89	26	-	-	PUNCT
ajema-2907	89	27	time	time	NOUN
ajema-2907	89	28	,	,	PUNCT
ajema-2907	89	29	and	and	CCONJ
ajema-2907	89	30	compliance	compliance	NOUN
ajema-2907	89	31	-	-	PUNCT
ajema-2907	89	32	aligned	align	VERB
ajema-2907	89	33	operations	operation	NOUN
ajema-2907	89	34	.	.	PUNCT
ajema-2907	90	1	by	by	ADP
ajema-2907	90	2	integrating	integrate	VERB
ajema-2907	90	3	streaming	streaming	NOUN
ajema-2907	90	4	analytics	analytic	NOUN
ajema-2907	90	5	,	,	PUNCT
ajema-2907	90	6	machine	machine	NOUN
ajema-2907	90	7	learning	learning	NOUN
ajema-2907	90	8	,	,	PUNCT
ajema-2907	90	9	automation	automation	NOUN
ajema-2907	90	10	,	,	PUNCT
ajema-2907	90	11	and	and	CCONJ
ajema-2907	90	12	visualization	visualization	NOUN
ajema-2907	90	13	,	,	PUNCT
ajema-2907	90	14	enterprises	enterprise	NOUN
ajema-2907	90	15	can	can	AUX
ajema-2907	90	16	reduce	reduce	VERB
ajema-2907	90	17	downtime	downtime	NOUN
ajema-2907	90	18	,	,	PUNCT
ajema-2907	90	19	optimize	optimize	VERB
ajema-2907	90	20	operational	operational	ADJ
ajema-2907	90	21	costs	cost	NOUN
ajema-2907	90	22	,	,	PUNCT
ajema-2907	90	23	and	and	CCONJ
ajema-2907	90	24	improve	improve	VERB
ajema-2907	90	25	sla	sla	PROPN
ajema-2907	90	26	adherence	adherence	NOUN
ajema-2907	90	27	while	while	SCONJ
ajema-2907	90	28	maintaining	maintain	VERB
ajema-2907	90	29	robust	robust	ADJ
ajema-2907	90	30	governance	governance	NOUN
ajema-2907	90	31	.	.	PUNCT
ajema-2907	91	1	5	5	X
ajema-2907	91	2	.	.	X
ajema-2907	91	3	ai	ai	VERB
ajema-2907	91	4	/	/	SYM
ajema-2907	91	5	ml	ml	NOUN
ajema-2907	91	6	techniques	technique	NOUN
ajema-2907	91	7	for	for	ADP
ajema-2907	91	8	predictive	predictive	ADJ
ajema-2907	91	9	it	it	PRON
ajema-2907	91	10	maintenance	maintenance	NOUN
ajema-2907	91	11	predictive	predictive	ADJ
ajema-2907	91	12	it	it	PRON
ajema-2907	91	13	maintenance	maintenance	NOUN
ajema-2907	91	14	relies	rely	VERB
ajema-2907	91	15	on	on	ADP
ajema-2907	91	16	a	a	DET
ajema-2907	91	17	diverse	diverse	ADJ
ajema-2907	91	18	set	set	NOUN
ajema-2907	91	19	of	of	ADP
ajema-2907	91	20	ai	ai	NOUN
ajema-2907	91	21	and	and	CCONJ
ajema-2907	91	22	machine	machine	NOUN
ajema-2907	91	23	learning	learn	VERB
ajema-2907	91	24	techniques	technique	NOUN
ajema-2907	91	25	to	to	PART
ajema-2907	91	26	anticipate	anticipate	VERB
ajema-2907	91	27	system	system	NOUN
ajema-2907	91	28	failures	failure	NOUN
ajema-2907	91	29	,	,	PUNCT
ajema-2907	91	30	optimize	optimize	VERB
ajema-2907	91	31	resource	resource	NOUN
ajema-2907	91	32	utilization	utilization	NOUN
ajema-2907	91	33	,	,	PUNCT
ajema-2907	91	34	and	and	CCONJ
ajema-2907	91	35	reduce	reduce	VERB
ajema-2907	91	36	operational	operational	ADJ
ajema-2907	91	37	costs	cost	NOUN
ajema-2907	91	38	.	.	PUNCT
ajema-2907	92	1	enterprises	enterprise	NOUN
ajema-2907	92	2	leverage	leverage	VERB
ajema-2907	92	3	these	these	DET
ajema-2907	92	4	techniques	technique	NOUN
ajema-2907	92	5	to	to	PART
ajema-2907	92	6	process	process	VERB
ajema-2907	92	7	massive	massive	ADJ
ajema-2907	92	8	volumes	volume	NOUN
ajema-2907	92	9	of	of	ADP
ajema-2907	92	10	telemetry	telemetry	NOUN
ajema-2907	92	11	data	datum	NOUN
ajema-2907	92	12	,	,	PUNCT
ajema-2907	92	13	uncover	uncover	VERB
ajema-2907	92	14	hidden	hide	VERB
ajema-2907	92	15	patterns	pattern	NOUN
ajema-2907	92	16	,	,	PUNCT
ajema-2907	92	17	and	and	CCONJ
ajema-2907	92	18	enable	enable	VERB
ajema-2907	92	19	proactive	proactive	ADJ
ajema-2907	92	20	maintenance	maintenance	NOUN
ajema-2907	92	21	.	.	PUNCT
ajema-2907	93	1	a.	a.	PROPN
ajema-2907	93	2	supervised	supervise	VERB
ajema-2907	93	3	learning	learning	NOUN
ajema-2907	93	4	models	model	NOUN
ajema-2907	93	5	supervised	supervise	VERB
ajema-2907	93	6	models	model	NOUN
ajema-2907	93	7	are	be	AUX
ajema-2907	93	8	trained	train	VERB
ajema-2907	93	9	on	on	ADP
ajema-2907	93	10	historical	historical	ADJ
ajema-2907	93	11	it	it	PRON
ajema-2907	93	12	incidents	incident	NOUN
ajema-2907	93	13	,	,	PUNCT
ajema-2907	93	14	outages	outage	NOUN
ajema-2907	93	15	,	,	PUNCT
ajema-2907	93	16	and	and	CCONJ
ajema-2907	93	17	maintenance	maintenance	NOUN
ajema-2907	93	18	logs	log	NOUN
ajema-2907	93	19	to	to	PART
ajema-2907	93	20	classify	classify	VERB
ajema-2907	93	21	potential	potential	ADJ
ajema-2907	93	22	failure	failure	NOUN
ajema-2907	93	23	events	event	NOUN
ajema-2907	93	24	:	:	PUNCT
ajema-2907	93	25	➢	➢	VERB
ajema-2907	93	26	random	random	ADJ
ajema-2907	93	27	forest	forest	NOUN
ajema-2907	93	28	and	and	CCONJ
ajema-2907	93	29	gradient	gradient	NOUN
ajema-2907	93	30	boosted	boost	VERB
ajema-2907	93	31	trees	tree	NOUN
ajema-2907	93	32	for	for	ADP
ajema-2907	93	33	multi	multi	ADJ
ajema-2907	93	34	-	-	ADJ
ajema-2907	93	35	class	class	ADJ
ajema-2907	93	36	failure	failure	NOUN
ajema-2907	93	37	prediction	prediction	NOUN
ajema-2907	93	38	.	.	PUNCT
ajema-2907	94	1	➢	➢	VERB
ajema-2907	94	2	logistic	logistic	ADJ
ajema-2907	94	3	regression	regression	NOUN
ajema-2907	94	4	and	and	CCONJ
ajema-2907	94	5	svms	svms	NOUN
ajema-2907	94	6	for	for	ADP
ajema-2907	94	7	binary	binary	ADJ
ajema-2907	94	8	predictions	prediction	NOUN
ajema-2907	94	9	(	(	PUNCT
ajema-2907	94	10	failure	failure	NOUN
ajema-2907	94	11	/	/	SYM
ajema-2907	94	12	no	no	PRON
ajema-2907	94	13	-	-	PUNCT
ajema-2907	94	14	failure	failure	NOUN
ajema-2907	94	15	)	)	PUNCT
ajema-2907	94	16	.	.	PUNCT
ajema-2907	95	1	➢	➢	PROPN
ajema-2907	95	2	applied	apply	VERB
ajema-2907	95	3	in	in	ADP
ajema-2907	95	4	scenarios	scenario	NOUN
ajema-2907	95	5	such	such	ADJ
ajema-2907	95	6	as	as	ADP
ajema-2907	95	7	disk	disk	NOUN
ajema-2907	95	8	failure	failure	NOUN
ajema-2907	95	9	prediction	prediction	NOUN
ajema-2907	95	10	,	,	PUNCT
ajema-2907	95	11	network	network	NOUN
ajema-2907	95	12	congestion	congestion	NOUN
ajema-2907	95	13	alerts	alert	NOUN
ajema-2907	95	14	,	,	PUNCT
ajema-2907	95	15	and	and	CCONJ
ajema-2907	95	16	database	database	NOUN
ajema-2907	95	17	performance	performance	NOUN
ajema-2907	95	18	degradation	degradation	NOUN
ajema-2907	95	19	.	.	PUNCT
ajema-2907	96	1	381	381	NUM
ajema-2907	96	2	journal	journal	NOUN
ajema-2907	96	3	of	of	ADP
ajema-2907	96	4	engineering	engineering	NOUN
ajema-2907	96	5	,	,	PUNCT
ajema-2907	96	6	mechanics	mechanic	NOUN
ajema-2907	96	7	and	and	CCONJ
ajema-2907	96	8	architecture	architecture	NOUN
ajema-2907	96	9	www	www	NOUN
ajema-2907	96	10	.	.	PUNCT
ajema-2907	97	1	grnjournal.us	grnjournal.us	X
ajema-2907	97	2	b.	b.	PROPN
ajema-2907	97	3	unsupervised	unsupervised	ADJ
ajema-2907	97	4	learning	learning	NOUN
ajema-2907	97	5	models	model	NOUN
ajema-2907	97	6	unsupervised	unsupervised	ADJ
ajema-2907	97	7	approaches	approach	NOUN
ajema-2907	97	8	detect	detect	VERB
ajema-2907	97	9	anomalies	anomaly	NOUN
ajema-2907	97	10	and	and	CCONJ
ajema-2907	97	11	cluster	cluster	NOUN
ajema-2907	97	12	patterns	pattern	NOUN
ajema-2907	97	13	in	in	ADP
ajema-2907	97	14	unlabeled	unlabeled	ADJ
ajema-2907	97	15	system	system	NOUN
ajema-2907	97	16	telemetry	telemetry	NOUN
ajema-2907	97	17	:	:	PUNCT
ajema-2907	97	18	➢	➢	VERB
ajema-2907	97	19	k	k	NOUN
ajema-2907	97	20	-	-	PUNCT
ajema-2907	97	21	means	means	NOUN
ajema-2907	97	22	and	and	CCONJ
ajema-2907	97	23	dbscan	dbscan	VERB
ajema-2907	97	24	for	for	ADP
ajema-2907	97	25	grouping	group	VERB
ajema-2907	97	26	similar	similar	ADJ
ajema-2907	97	27	performance	performance	NOUN
ajema-2907	97	28	behaviors	behavior	NOUN
ajema-2907	97	29	and	and	CCONJ
ajema-2907	97	30	identifying	identify	VERB
ajema-2907	97	31	outliers	outlier	NOUN
ajema-2907	97	32	.	.	PUNCT
ajema-2907	98	1	➢	➢	VERB
ajema-2907	98	2	isolation	isolation	NOUN
ajema-2907	98	3	forest	forest	NOUN
ajema-2907	98	4	and	and	CCONJ
ajema-2907	98	5	one	one	NUM
ajema-2907	98	6	-	-	PUNCT
ajema-2907	98	7	class	class	NOUN
ajema-2907	98	8	svm	svm	NOUN
ajema-2907	98	9	for	for	ADP
ajema-2907	98	10	detecting	detect	VERB
ajema-2907	98	11	unusual	unusual	ADJ
ajema-2907	98	12	spikes	spike	NOUN
ajema-2907	98	13	in	in	ADP
ajema-2907	98	14	cpu	cpu	NOUN
ajema-2907	98	15	/	/	SYM
ajema-2907	98	16	memory	memory	NOUN
ajema-2907	98	17	usage	usage	NOUN
ajema-2907	98	18	or	or	CCONJ
ajema-2907	98	19	abnormal	abnormal	ADJ
ajema-2907	98	20	system	system	NOUN
ajema-2907	98	21	log	log	VERB
ajema-2907	98	22	events	event	NOUN
ajema-2907	98	23	.	.	PUNCT
ajema-2907	99	1	➢	➢	VERB
ajema-2907	99	2	particularly	particularly	ADV
ajema-2907	99	3	useful	useful	ADJ
ajema-2907	99	4	for	for	ADP
ajema-2907	99	5	uncovering	uncover	VERB
ajema-2907	99	6	rare	rare	ADJ
ajema-2907	99	7	failure	failure	NOUN
ajema-2907	99	8	patterns	pattern	NOUN
ajema-2907	99	9	that	that	PRON
ajema-2907	99	10	are	be	AUX
ajema-2907	99	11	not	not	PART
ajema-2907	99	12	captured	capture	VERB
ajema-2907	99	13	in	in	ADP
ajema-2907	99	14	historical	historical	ADJ
ajema-2907	99	15	incident	incident	NOUN
ajema-2907	99	16	datasets	dataset	NOUN
ajema-2907	99	17	.	.	PUNCT
ajema-2907	100	1	c.	c.	PROPN
ajema-2907	100	2	deep	deep	PROPN
ajema-2907	100	3	learning	learn	VERB
ajema-2907	100	4	techniques	technique	NOUN
ajema-2907	100	5	deep	deep	ADJ
ajema-2907	100	6	learning	learning	NOUN
ajema-2907	100	7	models	model	NOUN
ajema-2907	100	8	handle	handle	VERB
ajema-2907	100	9	sequential	sequential	ADJ
ajema-2907	100	10	and	and	CCONJ
ajema-2907	100	11	high	high	ADV
ajema-2907	100	12	-	-	PUNCT
ajema-2907	100	13	dimensional	dimensional	ADJ
ajema-2907	100	14	telemetry	telemetry	NOUN
ajema-2907	100	15	data	datum	NOUN
ajema-2907	100	16	with	with	ADP
ajema-2907	100	17	superior	superior	ADJ
ajema-2907	100	18	accuracy	accuracy	NOUN
ajema-2907	100	19	:	:	PUNCT
ajema-2907	100	20	➢	➢	VERB
ajema-2907	100	21	lstm	lstm	NOUN
ajema-2907	100	22	(	(	PUNCT
ajema-2907	100	23	long	long	ADJ
ajema-2907	100	24	short	short	ADJ
ajema-2907	100	25	-	-	PUNCT
ajema-2907	100	26	term	term	NOUN
ajema-2907	100	27	memory	memory	NOUN
ajema-2907	100	28	)	)	PUNCT
ajema-2907	100	29	networks	network	NOUN
ajema-2907	100	30	capture	capture	VERB
ajema-2907	100	31	temporal	temporal	ADJ
ajema-2907	100	32	dependencies	dependency	NOUN
ajema-2907	100	33	in	in	ADP
ajema-2907	100	34	system	system	NOUN
ajema-2907	100	35	logs	log	NOUN
ajema-2907	100	36	,	,	PUNCT
ajema-2907	100	37	predicting	predict	VERB
ajema-2907	100	38	failures	failure	NOUN
ajema-2907	100	39	before	before	SCONJ
ajema-2907	100	40	they	they	PRON
ajema-2907	100	41	occur	occur	VERB
ajema-2907	100	42	.	.	PUNCT
ajema-2907	101	1	➢	➢	PROPN
ajema-2907	101	2	cnns	cnns	PROPN
ajema-2907	101	3	(	(	PUNCT
ajema-2907	101	4	convolutional	convolutional	ADJ
ajema-2907	101	5	neural	neural	ADJ
ajema-2907	101	6	networks	network	NOUN
ajema-2907	101	7	)	)	PUNCT
ajema-2907	101	8	analyze	analyze	VERB
ajema-2907	101	9	sensor	sensor	NOUN
ajema-2907	101	10	signals	signal	NOUN
ajema-2907	101	11	,	,	PUNCT
ajema-2907	101	12	environmental	environmental	ADJ
ajema-2907	101	13	readings	reading	NOUN
ajema-2907	101	14	,	,	PUNCT
ajema-2907	101	15	or	or	CCONJ
ajema-2907	101	16	even	even	ADV
ajema-2907	101	17	infrastructure	infrastructure	NOUN
ajema-2907	101	18	images	image	NOUN
ajema-2907	101	19	for	for	ADP
ajema-2907	101	20	anomaly	anomaly	NOUN
ajema-2907	101	21	detection	detection	NOUN
ajema-2907	101	22	.	.	PUNCT
ajema-2907	102	1	➢	➢	VERB
ajema-2907	102	2	hybrid	hybrid	ADJ
ajema-2907	102	3	architectures	architecture	NOUN
ajema-2907	102	4	combining	combine	VERB
ajema-2907	102	5	lstm	lstm	NOUN
ajema-2907	102	6	+	+	CCONJ
ajema-2907	102	7	attention	attention	NOUN
ajema-2907	102	8	mechanisms	mechanism	NOUN
ajema-2907	102	9	for	for	ADP
ajema-2907	102	10	high	high	ADJ
ajema-2907	102	11	-	-	PUNCT
ajema-2907	102	12	frequency	frequency	NOUN
ajema-2907	102	13	metrics	metric	NOUN
ajema-2907	102	14	,	,	PUNCT
ajema-2907	102	15	such	such	ADJ
ajema-2907	102	16	as	as	ADP
ajema-2907	102	17	cpu	cpu	ADJ
ajema-2907	102	18	temperature	temperature	NOUN
ajema-2907	102	19	fluctuations	fluctuation	NOUN
ajema-2907	102	20	or	or	CCONJ
ajema-2907	102	21	network	network	NOUN
ajema-2907	102	22	packet	packet	NOUN
ajema-2907	102	23	loss	loss	NOUN
ajema-2907	102	24	trends	trend	NOUN
ajema-2907	102	25	.	.	PUNCT
ajema-2907	103	1	d.	d.	PROPN
ajema-2907	103	2	hybrid	hybrid	PROPN
ajema-2907	103	3	approaches	approach	NOUN
ajema-2907	103	4	combining	combine	VERB
ajema-2907	103	5	rule	rule	NOUN
ajema-2907	103	6	-	-	PUNCT
ajema-2907	103	7	based	base	VERB
ajema-2907	103	8	heuristics	heuristic	NOUN
ajema-2907	103	9	with	with	ADP
ajema-2907	103	10	ai	ai	NOUN
ajema-2907	103	11	/	/	SYM
ajema-2907	103	12	ml	ml	NOUN
ajema-2907	103	13	models	model	NOUN
ajema-2907	103	14	ensures	ensure	VERB
ajema-2907	103	15	compliance	compliance	NOUN
ajema-2907	103	16	and	and	CCONJ
ajema-2907	103	17	safety	safety	NOUN
ajema-2907	103	18	:	:	PUNCT
ajema-2907	103	19	➢	➢	VERB
ajema-2907	103	20	regulatory	regulatory	ADV
ajema-2907	103	21	-	-	PUNCT
ajema-2907	103	22	driven	drive	VERB
ajema-2907	103	23	thresholds	threshold	NOUN
ajema-2907	103	24	(	(	PUNCT
ajema-2907	103	25	e.g.	e.g.	ADV
ajema-2907	103	26	,	,	PUNCT
ajema-2907	103	27	maximum	maximum	ADJ
ajema-2907	103	28	cpu	cpu	NOUN
ajema-2907	103	29	temperature	temperature	NOUN
ajema-2907	103	30	or	or	CCONJ
ajema-2907	103	31	storage	storage	NOUN
ajema-2907	103	32	i	i	PROPN
ajema-2907	103	33	/	/	SYM
ajema-2907	103	34	o	o	NOUN
ajema-2907	103	35	limits	limit	NOUN
ajema-2907	103	36	)	)	PUNCT
ajema-2907	103	37	are	be	AUX
ajema-2907	103	38	integrated	integrate	VERB
ajema-2907	103	39	with	with	ADP
ajema-2907	103	40	predictive	predictive	ADJ
ajema-2907	103	41	models	model	NOUN
ajema-2907	103	42	.	.	PUNCT
ajema-2907	104	1	➢	➢	VERB
ajema-2907	104	2	ensures	ensure	VERB
ajema-2907	104	3	that	that	SCONJ
ajema-2907	104	4	predictive	predictive	ADJ
ajema-2907	104	5	alerts	alert	NOUN
ajema-2907	104	6	meet	meet	VERB
ajema-2907	104	7	sla	sla	PROPN
ajema-2907	104	8	and	and	CCONJ
ajema-2907	104	9	audit	audit	NOUN
ajema-2907	104	10	requirements	requirement	NOUN
ajema-2907	104	11	,	,	PUNCT
ajema-2907	104	12	providing	provide	VERB
ajema-2907	104	13	explainable	explainable	ADJ
ajema-2907	104	14	actions	action	NOUN
ajema-2907	104	15	to	to	ADP
ajema-2907	104	16	it	it	PRON
ajema-2907	104	17	teams	team	NOUN
ajema-2907	104	18	and	and	CCONJ
ajema-2907	104	19	compliance	compliance	NOUN
ajema-2907	104	20	officers	officer	NOUN
ajema-2907	104	21	.	.	PUNCT
ajema-2907	105	1	e.	e.	PROPN
ajema-2907	105	2	model	model	PROPN
ajema-2907	105	3	retraining	retraining	PROPN
ajema-2907	105	4	and	and	CCONJ
ajema-2907	105	5	mlops	mlop	VERB
ajema-2907	105	6	pipelines	pipeline	NOUN
ajema-2907	105	7	to	to	PART
ajema-2907	105	8	maintain	maintain	VERB
ajema-2907	105	9	accuracy	accuracy	NOUN
ajema-2907	105	10	over	over	ADP
ajema-2907	105	11	time	time	NOUN
ajema-2907	105	12	,	,	PUNCT
ajema-2907	105	13	enterprise	enterprise	NOUN
ajema-2907	105	14	pipelines	pipeline	NOUN
ajema-2907	105	15	include	include	VERB
ajema-2907	105	16	automated	automate	VERB
ajema-2907	105	17	retraining	retrain	VERB
ajema-2907	105	18	and	and	CCONJ
ajema-2907	105	19	deployment	deployment	NOUN
ajema-2907	105	20	mechanisms	mechanism	NOUN
ajema-2907	105	21	:	:	PUNCT
ajema-2907	105	22	➢	➢	VERB
ajema-2907	105	23	continuous	continuous	ADJ
ajema-2907	105	24	monitoring	monitoring	NOUN
ajema-2907	105	25	of	of	ADP
ajema-2907	105	26	model	model	NOUN
ajema-2907	105	27	performance	performance	NOUN
ajema-2907	105	28	metrics	metric	NOUN
ajema-2907	105	29	(	(	PUNCT
ajema-2907	105	30	precision	precision	NOUN
ajema-2907	105	31	,	,	PUNCT
ajema-2907	105	32	recall	recall	NOUN
ajema-2907	105	33	,	,	PUNCT
ajema-2907	105	34	f1	f1	NOUN
ajema-2907	105	35	-	-	PUNCT
ajema-2907	105	36	score	score	NOUN
ajema-2907	105	37	,	,	PUNCT
ajema-2907	105	38	rocauc	rocauc	NOUN
ajema-2907	105	39	)	)	PUNCT
ajema-2907	105	40	.	.	PUNCT
ajema-2907	106	1	➢	➢	PROPN
ajema-2907	106	2	triggered	trigger	VERB
ajema-2907	106	3	retraining	retrain	VERB
ajema-2907	106	4	when	when	SCONJ
ajema-2907	106	5	drift	drift	NOUN
ajema-2907	106	6	is	be	AUX
ajema-2907	106	7	detected	detect	VERB
ajema-2907	106	8	in	in	ADP
ajema-2907	106	9	telemetry	telemetry	NOUN
ajema-2907	106	10	data	datum	NOUN
ajema-2907	106	11	or	or	CCONJ
ajema-2907	106	12	when	when	SCONJ
ajema-2907	106	13	new	new	ADJ
ajema-2907	106	14	failure	failure	NOUN
ajema-2907	106	15	patterns	pattern	NOUN
ajema-2907	106	16	emerge	emerge	VERB
ajema-2907	106	17	.	.	PUNCT
ajema-2907	107	1	➢	➢	X
ajema-2907	107	2	deployment	deployment	NOUN
ajema-2907	107	3	via	via	ADP
ajema-2907	107	4	mlops	mlop	NOUN
ajema-2907	107	5	frameworks	framework	NOUN
ajema-2907	107	6	(	(	PUNCT
ajema-2907	107	7	kubeflow	kubeflow	NOUN
ajema-2907	107	8	,	,	PUNCT
ajema-2907	107	9	mlflow	mlflow	NOUN
ajema-2907	107	10	,	,	PUNCT
ajema-2907	107	11	sagemaker	sagemaker	PROPN
ajema-2907	107	12	)	)	PUNCT
ajema-2907	107	13	ensuring	ensure	VERB
ajema-2907	107	14	seamless	seamless	ADJ
ajema-2907	107	15	integration	integration	NOUN
ajema-2907	107	16	into	into	ADP
ajema-2907	107	17	predictive	predictive	ADJ
ajema-2907	107	18	maintenance	maintenance	NOUN
ajema-2907	107	19	workflows	workflow	NOUN
ajema-2907	107	20	.	.	PUNCT
ajema-2907	108	1	f.	f.	PROPN
ajema-2907	108	2	real	real	ADJ
ajema-2907	108	3	-	-	PUNCT
ajema-2907	108	4	world	world	NOUN
ajema-2907	108	5	application	application	NOUN
ajema-2907	108	6	example	example	NOUN
ajema-2907	108	7	➢	➢	X
ajema-2907	108	8	bfsi	bfsi	PROPN
ajema-2907	108	9	data	datum	NOUN
ajema-2907	108	10	centers	center	NOUN
ajema-2907	108	11	with	with	ADP
ajema-2907	108	12	100,000	100,000	NUM
ajema-2907	108	13	+	+	NUM
ajema-2907	108	14	servers	server	NOUN
ajema-2907	108	15	monitor	monitor	VERB
ajema-2907	108	16	cpu	cpu	NOUN
ajema-2907	108	17	,	,	PUNCT
ajema-2907	108	18	memory	memory	NOUN
ajema-2907	108	19	,	,	PUNCT
ajema-2907	108	20	storage	storage	NOUN
ajema-2907	108	21	,	,	PUNCT
ajema-2907	108	22	and	and	CCONJ
ajema-2907	108	23	network	network	NOUN
ajema-2907	108	24	metrics	metric	NOUN
ajema-2907	108	25	every	every	DET
ajema-2907	108	26	30	30	NUM
ajema-2907	108	27	seconds	second	NOUN
ajema-2907	108	28	.	.	PUNCT
ajema-2907	109	1	➢	➢	NOUN
ajema-2907	109	2	using	use	VERB
ajema-2907	109	3	lstm	lstm	NOUN
ajema-2907	109	4	+	+	CCONJ
ajema-2907	109	5	isolation	isolation	NOUN
ajema-2907	109	6	forest	forest	NOUN
ajema-2907	109	7	pipelines	pipeline	NOUN
ajema-2907	109	8	,	,	PUNCT
ajema-2907	109	9	anomalous	anomalous	ADJ
ajema-2907	109	10	patterns	pattern	NOUN
ajema-2907	109	11	in	in	ADP
ajema-2907	109	12	storage	storage	NOUN
ajema-2907	109	13	i	i	PROPN
ajema-2907	109	14	/	/	SYM
ajema-2907	109	15	o	o	PROPN
ajema-2907	109	16	are	be	AUX
ajema-2907	109	17	detected	detect	VERB
ajema-2907	109	18	48	48	NUM
ajema-2907	109	19	hours	hour	NOUN
ajema-2907	109	20	before	before	ADP
ajema-2907	109	21	failure	failure	NOUN
ajema-2907	109	22	.	.	PUNCT
ajema-2907	110	1	➢	➢	VERB
ajema-2907	110	2	this	this	DET
ajema-2907	110	3	approach	approach	NOUN
ajema-2907	110	4	reduces	reduce	VERB
ajema-2907	110	5	downtime	downtime	NOUN
ajema-2907	110	6	by	by	ADP
ajema-2907	110	7	70	70	NUM
ajema-2907	110	8	%	%	NOUN
ajema-2907	110	9	and	and	CCONJ
ajema-2907	110	10	saves	save	VERB
ajema-2907	110	11	an	an	DET
ajema-2907	110	12	estimated	estimate	VERB
ajema-2907	110	13	$	$	SYM
ajema-2907	110	14	500k	500k	NUM
ajema-2907	110	15	annually	annually	ADV
ajema-2907	110	16	in	in	ADP
ajema-2907	110	17	sla	sla	PROPN
ajema-2907	110	18	penalties	penalty	NOUN
ajema-2907	110	19	and	and	CCONJ
ajema-2907	110	20	emergency	emergency	NOUN
ajema-2907	110	21	maintenance	maintenance	NOUN
ajema-2907	110	22	costs	cost	NOUN
ajema-2907	110	23	.	.	PUNCT
ajema-2907	111	1	these	these	DET
ajema-2907	111	2	ai	ai	VERB
ajema-2907	111	3	/	/	SYM
ajema-2907	111	4	ml	ml	NOUN
ajema-2907	111	5	techniques	technique	NOUN
ajema-2907	111	6	collectively	collectively	ADV
ajema-2907	111	7	form	form	VERB
ajema-2907	111	8	a	a	DET
ajema-2907	111	9	robust	robust	ADJ
ajema-2907	111	10	,	,	PUNCT
ajema-2907	111	11	adaptive	adaptive	ADJ
ajema-2907	111	12	predictive	predictive	ADJ
ajema-2907	111	13	maintenance	maintenance	NOUN
ajema-2907	111	14	ecosystem	ecosystem	NOUN
ajema-2907	111	15	,	,	PUNCT
ajema-2907	111	16	capable	capable	ADJ
ajema-2907	111	17	of	of	ADP
ajema-2907	111	18	handling	handle	VERB
ajema-2907	111	19	complex	complex	NOUN
ajema-2907	111	20	it	it	PRON
ajema-2907	111	21	environments	environment	NOUN
ajema-2907	111	22	while	while	SCONJ
ajema-2907	111	23	aligning	align	VERB
ajema-2907	111	24	with	with	ADP
ajema-2907	111	25	enterprise	enterprise	NOUN
ajema-2907	111	26	compliance	compliance	NOUN
ajema-2907	111	27	,	,	PUNCT
ajema-2907	111	28	operational	operational	ADJ
ajema-2907	111	29	efficiency	efficiency	NOUN
ajema-2907	111	30	,	,	PUNCT
ajema-2907	111	31	and	and	CCONJ
ajema-2907	111	32	cost	cost	NOUN
ajema-2907	111	33	-	-	PUNCT
ajema-2907	111	34	reduction	reduction	NOUN
ajema-2907	111	35	goals	goal	NOUN
ajema-2907	111	36	.	.	PUNCT
ajema-2907	112	1	382	382	NUM
ajema-2907	112	2	journal	journal	NOUN
ajema-2907	112	3	of	of	ADP
ajema-2907	112	4	engineering	engineering	NOUN
ajema-2907	112	5	,	,	PUNCT
ajema-2907	112	6	mechanics	mechanic	NOUN
ajema-2907	112	7	and	and	CCONJ
ajema-2907	112	8	architecture	architecture	NOUN
ajema-2907	112	9	www	www	NOUN
ajema-2907	112	10	.	.	PUNCT
ajema-2907	113	1	grnjournal.us	grnjournal.us	X
ajema-2907	113	2	6	6	NUM
ajema-2907	113	3	.	.	PUNCT
ajema-2907	113	4	case	case	NOUN
ajema-2907	113	5	study	study	NOUN
ajema-2907	113	6	:	:	PUNCT
ajema-2907	113	7	global	global	PROPN
ajema-2907	113	8	bank	bank	PROPN
ajema-2907	113	9	’s	’s	PART
ajema-2907	113	10	data	datum	NOUN
ajema-2907	113	11	center	center	PROPN
ajema-2907	113	12	reliability	reliability	NOUN
ajema-2907	113	13	upgrade	upgrade	AUX
ajema-2907	113	14	context	context	NOUN
ajema-2907	113	15	a	a	DET
ajema-2907	113	16	leading	lead	VERB
ajema-2907	113	17	multinational	multinational	ADJ
ajema-2907	113	18	bank	bank	NOUN
ajema-2907	113	19	operates	operate	VERB
ajema-2907	113	20	over	over	ADP
ajema-2907	113	21	30	30	NUM
ajema-2907	113	22	data	datum	NOUN
ajema-2907	113	23	centers	center	NOUN
ajema-2907	113	24	across	across	ADP
ajema-2907	113	25	north	north	PROPN
ajema-2907	113	26	america	america	PROPN
ajema-2907	113	27	,	,	PUNCT
ajema-2907	113	28	europe	europe	PROPN
ajema-2907	113	29	,	,	PUNCT
ajema-2907	113	30	and	and	CCONJ
ajema-2907	113	31	asia	asia	PROPN
ajema-2907	113	32	-	-	PUNCT
ajema-2907	113	33	pacific	pacific	PROPN
ajema-2907	113	34	,	,	PUNCT
ajema-2907	113	35	supporting	support	VERB
ajema-2907	113	36	mission	mission	NOUN
ajema-2907	113	37	-	-	PUNCT
ajema-2907	113	38	critical	critical	ADJ
ajema-2907	113	39	applications	application	NOUN
ajema-2907	113	40	including	include	VERB
ajema-2907	113	41	core	core	NOUN
ajema-2907	113	42	banking	banking	NOUN
ajema-2907	113	43	,	,	PUNCT
ajema-2907	113	44	trading	trading	NOUN
ajema-2907	113	45	platforms	platform	NOUN
ajema-2907	113	46	,	,	PUNCT
ajema-2907	113	47	and	and	CCONJ
ajema-2907	113	48	risk	risk	NOUN
ajema-2907	113	49	analytics	analytic	NOUN
ajema-2907	113	50	.	.	PUNCT
ajema-2907	114	1	the	the	DET
ajema-2907	114	2	scale	scale	NOUN
ajema-2907	114	3	and	and	CCONJ
ajema-2907	114	4	sensitivity	sensitivity	NOUN
ajema-2907	114	5	of	of	ADP
ajema-2907	114	6	these	these	DET
ajema-2907	114	7	operations	operation	NOUN
ajema-2907	114	8	demanded	demand	VERB
ajema-2907	114	9	near	near	ADP
ajema-2907	114	10	-	-	PUNCT
ajema-2907	114	11	zero	zero	NUM
ajema-2907	114	12	downtime	downtime	NOUN
ajema-2907	114	13	and	and	CCONJ
ajema-2907	114	14	strict	strict	ADJ
ajema-2907	114	15	adherence	adherence	NOUN
ajema-2907	114	16	to	to	ADP
ajema-2907	114	17	regulatory	regulatory	ADJ
ajema-2907	114	18	it	it	PRON
ajema-2907	114	19	controls	control	VERB
ajema-2907	114	20	(	(	PUNCT
ajema-2907	114	21	sox	sox	X
ajema-2907	114	22	,	,	PUNCT
ajema-2907	114	23	basel	basel	PROPN
ajema-2907	114	24	iii	iii	PROPN
ajema-2907	114	25	,	,	PUNCT
ajema-2907	114	26	pci	pci	ADJ
ajema-2907	114	27	-	-	PUNCT
ajema-2907	114	28	dss	dss	NOUN
ajema-2907	114	29	)	)	PUNCT
ajema-2907	114	30	.	.	PUNCT
ajema-2907	115	1	problem	problem	NOUN
ajema-2907	115	2	the	the	DET
ajema-2907	115	3	bank	bank	NOUN
ajema-2907	115	4	experienced	experience	VERB
ajema-2907	115	5	recurring	recur	VERB
ajema-2907	115	6	storage	storage	NOUN
ajema-2907	115	7	subsystem	subsystem	NOUN
ajema-2907	115	8	failures	failure	NOUN
ajema-2907	115	9	,	,	PUNCT
ajema-2907	115	10	resulting	result	VERB
ajema-2907	115	11	in	in	ADP
ajema-2907	115	12	an	an	DET
ajema-2907	115	13	average	average	NOUN
ajema-2907	115	14	of	of	ADP
ajema-2907	115	15	8	8	NUM
ajema-2907	115	16	+	+	NUM
ajema-2907	115	17	hours	hour	NOUN
ajema-2907	115	18	of	of	ADP
ajema-2907	115	19	downtime	downtime	NOUN
ajema-2907	115	20	per	per	ADP
ajema-2907	115	21	quarter	quarter	NOUN
ajema-2907	115	22	.	.	PUNCT
ajema-2907	116	1	this	this	PRON
ajema-2907	116	2	caused	cause	VERB
ajema-2907	116	3	significant	significant	ADJ
ajema-2907	116	4	operational	operational	ADJ
ajema-2907	116	5	disruption	disruption	NOUN
ajema-2907	116	6	and	and	CCONJ
ajema-2907	116	7	triggered	trigger	VERB
ajema-2907	116	8	sla	sla	PROPN
ajema-2907	116	9	penalties	penalty	NOUN
ajema-2907	116	10	totaling	total	VERB
ajema-2907	116	11	several	several	ADJ
ajema-2907	116	12	million	million	NUM
ajema-2907	116	13	dollars	dollar	NOUN
ajema-2907	116	14	annually	annually	ADV
ajema-2907	116	15	.	.	PUNCT
ajema-2907	117	1	traditional	traditional	ADJ
ajema-2907	117	2	preventive	preventive	ADJ
ajema-2907	117	3	maintenance	maintenance	NOUN
ajema-2907	117	4	schedules	schedule	NOUN
ajema-2907	117	5	were	be	AUX
ajema-2907	117	6	insufficient	insufficient	ADJ
ajema-2907	117	7	to	to	PART
ajema-2907	117	8	detect	detect	VERB
ajema-2907	117	9	early	early	ADJ
ajema-2907	117	10	signs	sign	NOUN
ajema-2907	117	11	of	of	ADP
ajema-2907	117	12	hardware	hardware	NOUN
ajema-2907	117	13	degradation	degradation	NOUN
ajema-2907	117	14	,	,	PUNCT
ajema-2907	117	15	while	while	SCONJ
ajema-2907	117	16	reactive	reactive	ADJ
ajema-2907	117	17	fixes	fix	NOUN
ajema-2907	117	18	were	be	AUX
ajema-2907	117	19	costly	costly	ADJ
ajema-2907	117	20	and	and	CCONJ
ajema-2907	117	21	slow	slow	ADJ
ajema-2907	117	22	.	.	PUNCT
ajema-2907	118	1	solution	solution	NOUN
ajema-2907	118	2	the	the	DET
ajema-2907	118	3	bank	bank	NOUN
ajema-2907	118	4	deployed	deploy	VERB
ajema-2907	118	5	an	an	DET
ajema-2907	118	6	ai	ai	NOUN
ajema-2907	118	7	-	-	PUNCT
ajema-2907	118	8	driven	drive	VERB
ajema-2907	118	9	predictive	predictive	ADJ
ajema-2907	118	10	maintenance	maintenance	NOUN
ajema-2907	118	11	pipeline	pipeline	NOUN
ajema-2907	118	12	to	to	PART
ajema-2907	118	13	proactively	proactively	ADV
ajema-2907	118	14	monitor	monitor	VERB
ajema-2907	118	15	it	it	PRON
ajema-2907	118	16	infrastructure	infrastructure	NOUN
ajema-2907	118	17	:	:	PUNCT
ajema-2907	118	18	➢	➢	VERB
ajema-2907	118	19	data	datum	NOUN
ajema-2907	118	20	ingestion	ingestion	NOUN
ajema-2907	118	21	and	and	CCONJ
ajema-2907	118	22	processing	processing	NOUN
ajema-2907	118	23	:	:	PUNCT
ajema-2907	118	24	collected	collect	VERB
ajema-2907	118	25	system	system	NOUN
ajema-2907	118	26	logs	log	NOUN
ajema-2907	118	27	,	,	PUNCT
ajema-2907	118	28	telemetry	telemetry	NOUN
ajema-2907	118	29	,	,	PUNCT
ajema-2907	118	30	and	and	CCONJ
ajema-2907	118	31	sensor	sensor	NOUN
ajema-2907	118	32	data	datum	NOUN
ajema-2907	118	33	from	from	ADP
ajema-2907	118	34	storage	storage	NOUN
ajema-2907	118	35	arrays	array	NOUN
ajema-2907	118	36	,	,	PUNCT
ajema-2907	118	37	servers	server	NOUN
ajema-2907	118	38	,	,	PUNCT
ajema-2907	118	39	and	and	CCONJ
ajema-2907	118	40	network	network	NOUN
ajema-2907	118	41	devices	device	NOUN
ajema-2907	118	42	.	.	PUNCT
ajema-2907	119	1	➢	➢	PROPN
ajema-2907	119	2	anomaly	anomaly	NOUN
ajema-2907	119	3	detection	detection	NOUN
ajema-2907	119	4	:	:	PUNCT
ajema-2907	119	5	lstm	lstm	NOUN
ajema-2907	119	6	and	and	CCONJ
ajema-2907	119	7	isolation	isolation	NOUN
ajema-2907	119	8	forest	forest	NOUN
ajema-2907	119	9	models	model	NOUN
ajema-2907	119	10	analyzed	analyze	VERB
ajema-2907	119	11	time	time	NOUN
ajema-2907	119	12	-	-	PUNCT
ajema-2907	119	13	series	series	NOUN
ajema-2907	119	14	metrics	metric	NOUN
ajema-2907	119	15	to	to	PART
ajema-2907	119	16	detect	detect	VERB
ajema-2907	119	17	early	early	ADJ
ajema-2907	119	18	signs	sign	NOUN
ajema-2907	119	19	of	of	ADP
ajema-2907	119	20	disk	disk	NOUN
ajema-2907	119	21	and	and	CCONJ
ajema-2907	119	22	storage	storage	NOUN
ajema-2907	119	23	array	array	NOUN
ajema-2907	119	24	degradation	degradation	NOUN
ajema-2907	119	25	.	.	PUNCT
ajema-2907	120	1	➢	➢	PROPN
ajema-2907	120	2	automated	automate	VERB
ajema-2907	120	3	incident	incident	NOUN
ajema-2907	120	4	management	management	NOUN
ajema-2907	120	5	:	:	PUNCT
ajema-2907	120	6	alerts	alert	NOUN
ajema-2907	120	7	were	be	AUX
ajema-2907	120	8	integrated	integrate	VERB
ajema-2907	120	9	with	with	ADP
ajema-2907	120	10	servicenow	servicenow	NOUN
ajema-2907	120	11	to	to	PART
ajema-2907	120	12	trigger	trigger	VERB
ajema-2907	120	13	automated	automate	VERB
ajema-2907	120	14	remediation	remediation	NOUN
ajema-2907	120	15	workflows	workflow	NOUN
ajema-2907	120	16	and	and	CCONJ
ajema-2907	120	17	notify	notify	VERB
ajema-2907	120	18	it	it	PRON
ajema-2907	120	19	teams	team	NOUN
ajema-2907	120	20	of	of	ADP
ajema-2907	120	21	imminent	imminent	ADJ
ajema-2907	120	22	failures	failure	NOUN
ajema-2907	120	23	.	.	PUNCT
ajema-2907	121	1	➢	➢	VERB
ajema-2907	121	2	proactive	proactive	ADJ
ajema-2907	121	3	interventions	intervention	NOUN
ajema-2907	121	4	:	:	PUNCT
ajema-2907	121	5	ai	ai	VERB
ajema-2907	121	6	models	model	NOUN
ajema-2907	121	7	identified	identify	VERB
ajema-2907	121	8	storage	storage	NOUN
ajema-2907	121	9	components	component	NOUN
ajema-2907	121	10	likely	likely	ADJ
ajema-2907	121	11	to	to	PART
ajema-2907	121	12	fail	fail	VERB
ajema-2907	121	13	7	7	NUM
ajema-2907	121	14	days	day	NOUN
ajema-2907	121	15	before	before	ADP
ajema-2907	121	16	actual	actual	ADJ
ajema-2907	121	17	downtime	downtime	NOUN
ajema-2907	121	18	,	,	PUNCT
ajema-2907	121	19	enabling	enable	VERB
ajema-2907	121	20	preemptive	preemptive	ADJ
ajema-2907	121	21	maintenance	maintenance	NOUN
ajema-2907	121	22	.	.	PUNCT
ajema-2907	122	1	outcomes	outcome	NOUN
ajema-2907	122	2	➢	➢	AUX
ajema-2907	122	3	reduced	reduce	VERB
ajema-2907	122	4	unplanned	unplanned	ADJ
ajema-2907	122	5	outages	outage	NOUN
ajema-2907	122	6	:	:	PUNCT
ajema-2907	122	7	the	the	DET
ajema-2907	122	8	predictive	predictive	ADJ
ajema-2907	122	9	maintenance	maintenance	NOUN
ajema-2907	122	10	system	system	NOUN
ajema-2907	122	11	decreased	decrease	VERB
ajema-2907	122	12	unexpected	unexpected	ADJ
ajema-2907	122	13	downtime	downtime	NOUN
ajema-2907	122	14	by	by	ADP
ajema-2907	122	15	55	55	NUM
ajema-2907	122	16	%	%	NOUN
ajema-2907	122	17	,	,	PUNCT
ajema-2907	122	18	improving	improve	VERB
ajema-2907	122	19	operational	operational	ADJ
ajema-2907	122	20	continuity	continuity	NOUN
ajema-2907	122	21	across	across	ADP
ajema-2907	122	22	all	all	DET
ajema-2907	122	23	30	30	NUM
ajema-2907	122	24	+	+	NUM
ajema-2907	122	25	data	datum	NOUN
ajema-2907	122	26	centers	center	NOUN
ajema-2907	122	27	.	.	PUNCT
ajema-2907	123	1	➢	➢	VERB
ajema-2907	123	2	cost	cost	NOUN
ajema-2907	123	3	savings	saving	NOUN
ajema-2907	123	4	:	:	PUNCT
ajema-2907	123	5	annual	annual	ADJ
ajema-2907	123	6	savings	saving	NOUN
ajema-2907	123	7	of	of	ADP
ajema-2907	123	8	approximately	approximately	ADV
ajema-2907	123	9	$	$	SYM
ajema-2907	123	10	20	20	NUM
ajema-2907	123	11	m	m	NOUN
ajema-2907	123	12	from	from	ADP
ajema-2907	123	13	avoided	avoid	VERB
ajema-2907	123	14	sla	sla	PROPN
ajema-2907	123	15	penalties	penalty	NOUN
ajema-2907	123	16	,	,	PUNCT
ajema-2907	123	17	emergency	emergency	NOUN
ajema-2907	123	18	repairs	repair	NOUN
ajema-2907	123	19	,	,	PUNCT
ajema-2907	123	20	and	and	CCONJ
ajema-2907	123	21	lost	lose	VERB
ajema-2907	123	22	productivity	productivity	NOUN
ajema-2907	123	23	.	.	PUNCT
ajema-2907	124	1	➢	➢	VERB
ajema-2907	124	2	regulatory	regulatory	ADJ
ajema-2907	124	3	compliance	compliance	NOUN
ajema-2907	124	4	:	:	PUNCT
ajema-2907	124	5	automated	automate	VERB
ajema-2907	124	6	logging	logging	NOUN
ajema-2907	124	7	,	,	PUNCT
ajema-2907	124	8	traceable	traceable	ADJ
ajema-2907	124	9	incident	incident	NOUN
ajema-2907	124	10	workflows	workflow	NOUN
ajema-2907	124	11	,	,	PUNCT
ajema-2907	124	12	and	and	CCONJ
ajema-2907	124	13	explainable	explainable	ADJ
ajema-2907	124	14	ai	ai	NOUN
ajema-2907	124	15	models	model	NOUN
ajema-2907	124	16	strengthened	strengthen	VERB
ajema-2907	124	17	adherence	adherence	NOUN
ajema-2907	124	18	to	to	ADP
ajema-2907	124	19	sox	sox	PROPN
ajema-2907	124	20	and	and	CCONJ
ajema-2907	124	21	basel	basel	PROPN
ajema-2907	124	22	iii	iii	PROPN
ajema-2907	125	1	it	it	PRON
ajema-2907	125	2	control	control	VERB
ajema-2907	125	3	frameworks	framework	NOUN
ajema-2907	125	4	.	.	PUNCT
ajema-2907	126	1	➢	➢	VERB
ajema-2907	126	2	operational	operational	ADJ
ajema-2907	126	3	efficiency	efficiency	NOUN
ajema-2907	126	4	:	:	PUNCT
ajema-2907	126	5	it	it	PRON
ajema-2907	126	6	staff	staff	NOUN
ajema-2907	126	7	could	could	AUX
ajema-2907	126	8	focus	focus	VERB
ajema-2907	126	9	on	on	ADP
ajema-2907	126	10	strategic	strategic	ADJ
ajema-2907	126	11	initiatives	initiative	NOUN
ajema-2907	126	12	rather	rather	ADV
ajema-2907	126	13	than	than	ADP
ajema-2907	126	14	repetitive	repetitive	ADJ
ajema-2907	126	15	firefighting	firefighting	NOUN
ajema-2907	126	16	,	,	PUNCT
ajema-2907	126	17	while	while	SCONJ
ajema-2907	126	18	predictive	predictive	ADJ
ajema-2907	126	19	dashboards	dashboard	NOUN
ajema-2907	126	20	provided	provide	VERB
ajema-2907	126	21	visibility	visibility	NOUN
ajema-2907	126	22	into	into	ADP
ajema-2907	126	23	infrastructure	infrastructure	NOUN
ajema-2907	126	24	health	health	NOUN
ajema-2907	126	25	across	across	ADP
ajema-2907	126	26	all	all	DET
ajema-2907	126	27	regions	region	NOUN
ajema-2907	126	28	.	.	PUNCT
ajema-2907	127	1	key	key	ADJ
ajema-2907	127	2	takeaways	takeaway	NOUN
ajema-2907	127	3	➢	➢	VERB
ajema-2907	127	4	ai	ai	ADJ
ajema-2907	127	5	-	-	PUNCT
ajema-2907	127	6	powered	power	VERB
ajema-2907	127	7	predictive	predictive	ADJ
ajema-2907	127	8	maintenance	maintenance	NOUN
ajema-2907	127	9	transforms	transform	VERB
ajema-2907	127	10	reactive	reactive	NOUN
ajema-2907	127	11	it	it	PRON
ajema-2907	127	12	operations	operation	NOUN
ajema-2907	127	13	into	into	ADP
ajema-2907	127	14	proactive	proactive	ADJ
ajema-2907	127	15	risk	risk	NOUN
ajema-2907	127	16	management	management	NOUN
ajema-2907	127	17	.	.	PUNCT
ajema-2907	128	1	➢	➢	NOUN
ajema-2907	128	2	integration	integration	NOUN
ajema-2907	128	3	with	with	ADP
ajema-2907	128	4	enterprise	enterprise	NOUN
ajema-2907	128	5	orchestration	orchestration	NOUN
ajema-2907	128	6	tools	tool	NOUN
ajema-2907	128	7	ensures	ensure	VERB
ajema-2907	128	8	real	real	ADJ
ajema-2907	128	9	-	-	PUNCT
ajema-2907	128	10	time	time	NOUN
ajema-2907	128	11	incident	incident	NOUN
ajema-2907	128	12	response	response	NOUN
ajema-2907	128	13	and	and	CCONJ
ajema-2907	128	14	regulatory	regulatory	ADJ
ajema-2907	128	15	audit	audit	NOUN
ajema-2907	128	16	readiness	readiness	NOUN
ajema-2907	128	17	.	.	PUNCT
ajema-2907	129	1	➢	➢	VERB
ajema-2907	129	2	early	early	ADJ
ajema-2907	129	3	detection	detection	NOUN
ajema-2907	129	4	of	of	ADP
ajema-2907	129	5	hardware	hardware	NOUN
ajema-2907	129	6	degradation	degradation	NOUN
ajema-2907	129	7	supports	support	VERB
ajema-2907	129	8	both	both	PRON
ajema-2907	129	9	cost	cost	NOUN
ajema-2907	129	10	efficiency	efficiency	NOUN
ajema-2907	129	11	and	and	CCONJ
ajema-2907	129	12	compliance	compliance	NOUN
ajema-2907	129	13	assurance	assurance	NOUN
ajema-2907	129	14	,	,	PUNCT
ajema-2907	129	15	critical	critical	ADJ
ajema-2907	129	16	in	in	ADP
ajema-2907	129	17	bfsi	bfsi	PROPN
ajema-2907	129	18	operations	operation	NOUN
ajema-2907	129	19	.	.	PUNCT
ajema-2907	130	1	7	7	X
ajema-2907	130	2	.	.	X
ajema-2907	130	3	benefits	benefit	NOUN
ajema-2907	130	4	of	of	ADP
ajema-2907	130	5	ai	ai	NOUN
ajema-2907	130	6	-	-	PUNCT
ajema-2907	130	7	driven	drive	VERB
ajema-2907	130	8	predictive	predictive	ADJ
ajema-2907	130	9	maintenance	maintenance	NOUN
ajema-2907	130	10	enhanced	enhance	VERB
ajema-2907	130	11	reliability	reliability	NOUN
ajema-2907	130	12	ai	ai	NOUN
ajema-2907	130	13	-	-	PUNCT
ajema-2907	130	14	driven	drive	VERB
ajema-2907	130	15	predictive	predictive	ADJ
ajema-2907	130	16	maintenance	maintenance	NOUN
ajema-2907	130	17	significantly	significantly	ADV
ajema-2907	130	18	reduces	reduce	VERB
ajema-2907	130	19	unplanned	unplanned	ADJ
ajema-2907	130	20	outages	outage	NOUN
ajema-2907	130	21	by	by	ADP
ajema-2907	130	22	continuously	continuously	ADV
ajema-2907	130	23	monitoring	monitor	VERB
ajema-2907	130	24	system	system	NOUN
ajema-2907	130	25	logs	log	NOUN
ajema-2907	130	26	,	,	PUNCT
ajema-2907	130	27	hardware	hardware	NOUN
ajema-2907	130	28	telemetry	telemetry	NOUN
ajema-2907	130	29	,	,	PUNCT
ajema-2907	130	30	and	and	CCONJ
ajema-2907	130	31	network	network	NOUN
ajema-2907	130	32	performance	performance	NOUN
ajema-2907	130	33	.	.	PUNCT
ajema-2907	131	1	early	early	ADJ
ajema-2907	131	2	detection	detection	NOUN
ajema-2907	131	3	of	of	ADP
ajema-2907	131	4	383	383	NUM
ajema-2907	131	5	journal	journal	NOUN
ajema-2907	131	6	of	of	ADP
ajema-2907	131	7	engineering	engineering	NOUN
ajema-2907	131	8	,	,	PUNCT
ajema-2907	131	9	mechanics	mechanic	NOUN
ajema-2907	131	10	and	and	CCONJ
ajema-2907	131	11	architecture	architecture	NOUN
ajema-2907	131	12	www	www	NOUN
ajema-2907	131	13	.	.	PUNCT
ajema-2907	132	1	grnjournal.us	grnjournal.us	X
ajema-2907	132	2	anomalies	anomaly	NOUN
ajema-2907	132	3	ensures	ensure	VERB
ajema-2907	132	4	infrastructure	infrastructure	NOUN
ajema-2907	132	5	uptime	uptime	NOUN
ajema-2907	132	6	,	,	PUNCT
ajema-2907	132	7	supporting	support	VERB
ajema-2907	132	8	mission	mission	NOUN
ajema-2907	132	9	-	-	PUNCT
ajema-2907	132	10	critical	critical	ADJ
ajema-2907	132	11	bfsi	bfsi	PROPN
ajema-2907	132	12	,	,	PUNCT
ajema-2907	132	13	healthcare	healthcare	PROPN
ajema-2907	132	14	,	,	PUNCT
ajema-2907	132	15	and	and	CCONJ
ajema-2907	132	16	manufacturing	manufacturing	NOUN
ajema-2907	132	17	operations	operation	NOUN
ajema-2907	132	18	.	.	PUNCT
ajema-2907	133	1	cost	cost	NOUN
ajema-2907	133	2	efficiency	efficiency	NOUN
ajema-2907	133	3	by	by	ADP
ajema-2907	133	4	anticipating	anticipate	VERB
ajema-2907	133	5	failures	failure	NOUN
ajema-2907	134	1	,	,	PUNCT
ajema-2907	134	2	organizations	organization	NOUN
ajema-2907	134	3	can	can	AUX
ajema-2907	134	4	schedule	schedule	VERB
ajema-2907	134	5	maintenance	maintenance	NOUN
ajema-2907	134	6	only	only	ADV
ajema-2907	134	7	when	when	SCONJ
ajema-2907	134	8	necessary	necessary	ADJ
ajema-2907	134	9	,	,	PUNCT
ajema-2907	134	10	lowering	lower	VERB
ajema-2907	134	11	emergency	emergency	NOUN
ajema-2907	134	12	repair	repair	NOUN
ajema-2907	134	13	costs	cost	NOUN
ajema-2907	134	14	and	and	CCONJ
ajema-2907	134	15	optimizing	optimize	VERB
ajema-2907	134	16	labor	labor	NOUN
ajema-2907	134	17	allocation	allocation	NOUN
ajema-2907	134	18	.	.	PUNCT
ajema-2907	135	1	predictive	predictive	ADJ
ajema-2907	135	2	maintenance	maintenance	NOUN
ajema-2907	135	3	minimizes	minimize	VERB
ajema-2907	135	4	unnecessary	unnecessary	ADJ
ajema-2907	135	5	component	component	NOUN
ajema-2907	135	6	replacements	replacement	NOUN
ajema-2907	135	7	and	and	CCONJ
ajema-2907	135	8	reduces	reduce	VERB
ajema-2907	135	9	sla	sla	PROPN
ajema-2907	135	10	penalties	penalty	NOUN
ajema-2907	135	11	from	from	ADP
ajema-2907	135	12	service	service	NOUN
ajema-2907	135	13	disruptions	disruption	NOUN
ajema-2907	135	14	.	.	PUNCT
ajema-2907	136	1	regulatory	regulatory	ADJ
ajema-2907	136	2	compliance	compliance	NOUN
ajema-2907	136	3	maintaining	maintain	VERB
ajema-2907	136	4	detailed	detailed	ADJ
ajema-2907	136	5	,	,	PUNCT
ajema-2907	136	6	timestamped	timestamped	ADJ
ajema-2907	136	7	predictive	predictive	ADJ
ajema-2907	136	8	maintenance	maintenance	NOUN
ajema-2907	136	9	logs	log	NOUN
ajema-2907	136	10	helps	help	VERB
ajema-2907	136	11	enterprises	enterprise	NOUN
ajema-2907	136	12	demonstrate	demonstrate	VERB
ajema-2907	136	13	adherence	adherence	NOUN
ajema-2907	136	14	to	to	ADP
ajema-2907	136	15	it	it	PRON
ajema-2907	136	16	governance	governance	NOUN
ajema-2907	136	17	and	and	CCONJ
ajema-2907	136	18	regulatory	regulatory	ADJ
ajema-2907	136	19	frameworks	framework	NOUN
ajema-2907	136	20	,	,	PUNCT
ajema-2907	136	21	including	include	VERB
ajema-2907	136	22	sox	sox	PROPN
ajema-2907	136	23	,	,	PUNCT
ajema-2907	136	24	basel	basel	PROPN
ajema-2907	136	25	iii	iii	PROPN
ajema-2907	136	26	,	,	PUNCT
ajema-2907	136	27	pci	pci	ADJ
ajema-2907	136	28	-	-	PUNCT
ajema-2907	136	29	dss	dss	NOUN
ajema-2907	136	30	,	,	PUNCT
ajema-2907	136	31	and	and	CCONJ
ajema-2907	136	32	hipaa	hipaa	NOUN
ajema-2907	136	33	.	.	PUNCT
ajema-2907	137	1	proactive	proactive	ADJ
ajema-2907	137	2	reporting	reporting	NOUN
ajema-2907	137	3	simplifies	simplifie	NOUN
ajema-2907	137	4	audits	audit	NOUN
ajema-2907	137	5	and	and	CCONJ
ajema-2907	137	6	strengthens	strengthen	VERB
ajema-2907	137	7	compliance	compliance	NOUN
ajema-2907	137	8	credibility	credibility	NOUN
ajema-2907	137	9	.	.	PUNCT
ajema-2907	138	1	business	business	NOUN
ajema-2907	138	2	continuity	continuity	NOUN
ajema-2907	138	3	predictive	predictive	ADJ
ajema-2907	138	4	maintenance	maintenance	NOUN
ajema-2907	138	5	enables	enable	VERB
ajema-2907	138	6	uninterrupted	uninterrupted	ADJ
ajema-2907	138	7	operations	operation	NOUN
ajema-2907	138	8	by	by	ADP
ajema-2907	138	9	preventing	prevent	VERB
ajema-2907	138	10	cascading	cascade	VERB
ajema-2907	138	11	system	system	NOUN
ajema-2907	138	12	failures	failure	NOUN
ajema-2907	138	13	.	.	PUNCT
ajema-2907	139	1	for	for	ADP
ajema-2907	139	2	global	global	ADJ
ajema-2907	139	3	bfsi	bfsi	ADJ
ajema-2907	139	4	and	and	CCONJ
ajema-2907	139	5	enterprise	enterprise	NOUN
ajema-2907	139	6	environments	environment	NOUN
ajema-2907	139	7	,	,	PUNCT
ajema-2907	139	8	this	this	PRON
ajema-2907	139	9	ensures	ensure	VERB
ajema-2907	139	10	continuous	continuous	ADJ
ajema-2907	139	11	transaction	transaction	NOUN
ajema-2907	139	12	processing	processing	NOUN
ajema-2907	139	13	,	,	PUNCT
ajema-2907	139	14	data	datum	NOUN
ajema-2907	139	15	analytics	analytic	NOUN
ajema-2907	139	16	,	,	PUNCT
ajema-2907	139	17	and	and	CCONJ
ajema-2907	139	18	customer	customer	NOUN
ajema-2907	139	19	-	-	PUNCT
ajema-2907	139	20	facing	face	VERB
ajema-2907	139	21	services	service	NOUN
ajema-2907	139	22	,	,	PUNCT
ajema-2907	139	23	directly	directly	ADV
ajema-2907	139	24	supporting	support	VERB
ajema-2907	139	25	sla	sla	PROPN
ajema-2907	139	26	commitments	commitment	NOUN
ajema-2907	139	27	.	.	PUNCT
ajema-2907	140	1	sustainability	sustainability	NOUN
ajema-2907	140	2	extending	extend	VERB
ajema-2907	140	3	the	the	DET
ajema-2907	140	4	lifecycle	lifecycle	NOUN
ajema-2907	140	5	of	of	ADP
ajema-2907	140	6	servers	server	NOUN
ajema-2907	140	7	,	,	PUNCT
ajema-2907	140	8	storage	storage	NOUN
ajema-2907	140	9	arrays	array	VERB
ajema-2907	140	10	,	,	PUNCT
ajema-2907	140	11	and	and	CCONJ
ajema-2907	140	12	network	network	NOUN
ajema-2907	140	13	devices	device	NOUN
ajema-2907	140	14	through	through	ADP
ajema-2907	140	15	proactive	proactive	ADJ
ajema-2907	140	16	maintenance	maintenance	NOUN
ajema-2907	140	17	reduces	reduce	VERB
ajema-2907	140	18	electronic	electronic	ADJ
ajema-2907	140	19	waste	waste	NOUN
ajema-2907	140	20	,	,	PUNCT
ajema-2907	140	21	promotes	promote	VERB
ajema-2907	140	22	sustainable	sustainable	ADJ
ajema-2907	140	23	it	it	PRON
ajema-2907	140	24	operations	operation	NOUN
ajema-2907	140	25	,	,	PUNCT
ajema-2907	140	26	and	and	CCONJ
ajema-2907	140	27	aligns	align	VERB
ajema-2907	140	28	with	with	ADP
ajema-2907	140	29	esg	esg	PROPN
ajema-2907	140	30	goals	goal	NOUN
ajema-2907	140	31	.	.	PUNCT
ajema-2907	141	1	operational	operational	ADJ
ajema-2907	141	2	insights	insight	NOUN
ajema-2907	141	3	ai	ai	AUX
ajema-2907	141	4	-	-	PUNCT
ajema-2907	141	5	generated	generate	VERB
ajema-2907	141	6	dashboards	dashboard	NOUN
ajema-2907	141	7	and	and	CCONJ
ajema-2907	141	8	predictive	predictive	ADJ
ajema-2907	141	9	alerts	alert	NOUN
ajema-2907	141	10	provide	provide	VERB
ajema-2907	141	11	it	it	PRON
ajema-2907	141	12	teams	team	NOUN
ajema-2907	141	13	with	with	ADP
ajema-2907	141	14	actionable	actionable	ADJ
ajema-2907	141	15	insights	insight	NOUN
ajema-2907	141	16	,	,	PUNCT
ajema-2907	141	17	enabling	enable	VERB
ajema-2907	141	18	strategic	strategic	ADJ
ajema-2907	141	19	capacity	capacity	NOUN
ajema-2907	141	20	planning	planning	NOUN
ajema-2907	141	21	,	,	PUNCT
ajema-2907	141	22	optimized	optimize	VERB
ajema-2907	141	23	resource	resource	NOUN
ajema-2907	141	24	allocation	allocation	NOUN
ajema-2907	141	25	,	,	PUNCT
ajema-2907	141	26	and	and	CCONJ
ajema-2907	141	27	smarter	smart	ADJ
ajema-2907	141	28	investment	investment	NOUN
ajema-2907	141	29	decisions	decision	NOUN
ajema-2907	141	30	.	.	PUNCT
ajema-2907	142	1	8	8	X
ajema-2907	142	2	.	.	PUNCT
ajema-2907	142	3	challenges	challenge	NOUN
ajema-2907	142	4	and	and	CCONJ
ajema-2907	142	5	considerations	consideration	NOUN
ajema-2907	142	6	data	datum	NOUN
ajema-2907	142	7	quality	quality	NOUN
ajema-2907	142	8	and	and	CCONJ
ajema-2907	142	9	heterogeneity	heterogeneity	NOUN
ajema-2907	142	10	it	it	PRON
ajema-2907	142	11	telemetry	telemetry	NOUN
ajema-2907	142	12	comes	come	VERB
ajema-2907	142	13	from	from	ADP
ajema-2907	142	14	diverse	diverse	ADJ
ajema-2907	142	15	sources	source	NOUN
ajema-2907	142	16	(	(	PUNCT
ajema-2907	142	17	servers	server	NOUN
ajema-2907	142	18	,	,	PUNCT
ajema-2907	142	19	storage	storage	NOUN
ajema-2907	142	20	,	,	PUNCT
ajema-2907	142	21	cloud	cloud	NOUN
ajema-2907	142	22	services	service	NOUN
ajema-2907	142	23	,	,	PUNCT
ajema-2907	142	24	network	network	NOUN
ajema-2907	142	25	devices	device	NOUN
ajema-2907	142	26	)	)	PUNCT
ajema-2907	142	27	.	.	PUNCT
ajema-2907	143	1	inconsistent	inconsistent	ADJ
ajema-2907	143	2	formats	format	NOUN
ajema-2907	143	3	,	,	PUNCT
ajema-2907	143	4	missing	miss	VERB
ajema-2907	143	5	metrics	metric	NOUN
ajema-2907	143	6	,	,	PUNCT
ajema-2907	143	7	or	or	CCONJ
ajema-2907	143	8	delayed	delay	VERB
ajema-2907	143	9	logs	log	NOUN
ajema-2907	143	10	can	can	AUX
ajema-2907	143	11	affect	affect	VERB
ajema-2907	143	12	model	model	NOUN
ajema-2907	143	13	accuracy	accuracy	NOUN
ajema-2907	143	14	and	and	CCONJ
ajema-2907	143	15	decisionmaking	decisionmake	VERB
ajema-2907	143	16	.	.	PUNCT
ajema-2907	144	1	balancing	balance	VERB
ajema-2907	144	2	accuracy	accuracy	NOUN
ajema-2907	144	3	and	and	CCONJ
ajema-2907	144	4	explainability	explainability	NOUN
ajema-2907	144	5	regulators	regulator	NOUN
ajema-2907	144	6	and	and	CCONJ
ajema-2907	144	7	it	it	PRON
ajema-2907	144	8	auditors	auditor	NOUN
ajema-2907	144	9	require	require	VERB
ajema-2907	144	10	transparent	transparent	ADJ
ajema-2907	144	11	and	and	CCONJ
ajema-2907	144	12	interpretable	interpretable	ADJ
ajema-2907	144	13	models	model	NOUN
ajema-2907	144	14	.	.	PUNCT
ajema-2907	145	1	complex	complex	ADJ
ajema-2907	145	2	ai	ai	VERB
ajema-2907	145	3	/	/	SYM
ajema-2907	145	4	ml	ml	NOUN
ajema-2907	145	5	algorithms	algorithms	NOUN
ajema-2907	145	6	(	(	PUNCT
ajema-2907	145	7	e.g.	e.g.	ADV
ajema-2907	145	8	,	,	PUNCT
ajema-2907	145	9	lstm	lstm	ADJ
ajema-2907	145	10	,	,	PUNCT
ajema-2907	145	11	deep	deep	ADJ
ajema-2907	145	12	learning	learning	NOUN
ajema-2907	145	13	)	)	PUNCT
ajema-2907	145	14	offer	offer	VERB
ajema-2907	145	15	high	high	ADJ
ajema-2907	145	16	prediction	prediction	NOUN
ajema-2907	145	17	accuracy	accuracy	NOUN
ajema-2907	145	18	but	but	CCONJ
ajema-2907	145	19	may	may	AUX
ajema-2907	145	20	be	be	AUX
ajema-2907	145	21	difficult	difficult	ADJ
ajema-2907	145	22	to	to	PART
ajema-2907	145	23	explain	explain	VERB
ajema-2907	145	24	,	,	PUNCT
ajema-2907	145	25	necessitating	necessitate	VERB
ajema-2907	145	26	hybrid	hybrid	ADJ
ajema-2907	145	27	approaches	approach	NOUN
ajema-2907	145	28	that	that	PRON
ajema-2907	145	29	balance	balance	NOUN
ajema-2907	145	30	performance	performance	NOUN
ajema-2907	145	31	and	and	CCONJ
ajema-2907	145	32	interpretability	interpretability	NOUN
ajema-2907	145	33	.	.	PUNCT
ajema-2907	146	1	integration	integration	NOUN
ajema-2907	146	2	complexity	complexity	NOUN
ajema-2907	146	3	deploying	deploy	VERB
ajema-2907	146	4	predictive	predictive	ADJ
ajema-2907	146	5	maintenance	maintenance	NOUN
ajema-2907	146	6	across	across	ADP
ajema-2907	146	7	hybrid	hybrid	ADJ
ajema-2907	146	8	environments	environment	NOUN
ajema-2907	146	9	(	(	PUNCT
ajema-2907	146	10	on	on	ADP
ajema-2907	146	11	-	-	PUNCT
ajema-2907	146	12	premises	premise	NOUN
ajema-2907	146	13	+	+	CCONJ
ajema-2907	146	14	cloud	cloud	ADJ
ajema-2907	146	15	)	)	PUNCT
ajema-2907	146	16	involves	involve	VERB
ajema-2907	146	17	integrating	integrate	VERB
ajema-2907	146	18	legacy	legacy	NOUN
ajema-2907	146	19	monitoring	monitoring	NOUN
ajema-2907	146	20	systems	system	NOUN
ajema-2907	146	21	,	,	PUNCT
ajema-2907	146	22	modern	modern	ADJ
ajema-2907	146	23	observability	observability	NOUN
ajema-2907	146	24	platforms	platform	NOUN
ajema-2907	146	25	,	,	PUNCT
ajema-2907	146	26	and	and	CCONJ
ajema-2907	146	27	ai	ai	VERB
ajema-2907	146	28	pipelines	pipeline	NOUN
ajema-2907	146	29	without	without	ADP
ajema-2907	146	30	disrupting	disrupt	VERB
ajema-2907	146	31	live	live	ADJ
ajema-2907	146	32	services	service	NOUN
ajema-2907	146	33	.	.	PUNCT
ajema-2907	147	1	high	high	ADJ
ajema-2907	147	2	initial	initial	ADJ
ajema-2907	147	3	investment	investment	NOUN
ajema-2907	147	4	upfront	upfront	NOUN
ajema-2907	147	5	costs	cost	NOUN
ajema-2907	147	6	for	for	ADP
ajema-2907	147	7	sensors	sensor	NOUN
ajema-2907	147	8	,	,	PUNCT
ajema-2907	147	9	monitoring	monitoring	NOUN
ajema-2907	147	10	tools	tool	NOUN
ajema-2907	147	11	,	,	PUNCT
ajema-2907	147	12	ai	ai	VERB
ajema-2907	147	13	infrastructure	infrastructure	NOUN
ajema-2907	147	14	,	,	PUNCT
ajema-2907	147	15	and	and	CCONJ
ajema-2907	147	16	staff	staff	NOUN
ajema-2907	147	17	training	training	NOUN
ajema-2907	147	18	can	can	AUX
ajema-2907	147	19	be	be	AUX
ajema-2907	147	20	substantial	substantial	ADJ
ajema-2907	147	21	,	,	PUNCT
ajema-2907	147	22	though	though	SCONJ
ajema-2907	147	23	roi	roi	NOUN
ajema-2907	147	24	is	be	AUX
ajema-2907	147	25	realized	realize	VERB
ajema-2907	147	26	over	over	ADP
ajema-2907	147	27	time	time	NOUN
ajema-2907	147	28	through	through	ADP
ajema-2907	147	29	reduced	reduce	VERB
ajema-2907	147	30	downtime	downtime	NOUN
ajema-2907	147	31	and	and	CCONJ
ajema-2907	147	32	maintenance	maintenance	NOUN
ajema-2907	147	33	costs	cost	NOUN
ajema-2907	147	34	.	.	PUNCT
ajema-2907	148	1	change	change	NOUN
ajema-2907	148	2	management	management	NOUN
ajema-2907	148	3	and	and	CCONJ
ajema-2907	148	4	trust	trust	NOUN
ajema-2907	148	5	it	it	PRON
ajema-2907	148	6	teams	team	NOUN
ajema-2907	148	7	must	must	AUX
ajema-2907	148	8	be	be	AUX
ajema-2907	148	9	trained	train	VERB
ajema-2907	148	10	to	to	PART
ajema-2907	148	11	trust	trust	VERB
ajema-2907	148	12	ai	ai	VERB
ajema-2907	148	13	recommendations	recommendation	NOUN
ajema-2907	148	14	,	,	PUNCT
ajema-2907	148	15	interpret	interpret	NOUN
ajema-2907	148	16	alerts	alert	NOUN
ajema-2907	148	17	,	,	PUNCT
ajema-2907	148	18	and	and	CCONJ
ajema-2907	148	19	act	act	VERB
ajema-2907	148	20	on	on	ADP
ajema-2907	148	21	predictions	prediction	NOUN
ajema-2907	148	22	effectively	effectively	ADV
ajema-2907	148	23	.	.	PUNCT
ajema-2907	149	1	organizational	organizational	ADJ
ajema-2907	149	2	adoption	adoption	NOUN
ajema-2907	149	3	requires	require	VERB
ajema-2907	149	4	cultural	cultural	ADJ
ajema-2907	149	5	change	change	NOUN
ajema-2907	149	6	,	,	PUNCT
ajema-2907	149	7	governance	governance	NOUN
ajema-2907	149	8	policies	policy	NOUN
ajema-2907	149	9	,	,	PUNCT
ajema-2907	149	10	and	and	CCONJ
ajema-2907	149	11	iterative	iterative	NOUN
ajema-2907	149	12	validation	validation	NOUN
ajema-2907	149	13	of	of	ADP
ajema-2907	149	14	ai	ai	PROPN
ajema-2907	149	15	insights	insight	NOUN
ajema-2907	149	16	.	.	PUNCT
ajema-2907	150	1	384	384	NUM
ajema-2907	150	2	journal	journal	NOUN
ajema-2907	150	3	of	of	ADP
ajema-2907	150	4	engineering	engineering	NOUN
ajema-2907	150	5	,	,	PUNCT
ajema-2907	150	6	mechanics	mechanic	NOUN
ajema-2907	150	7	and	and	CCONJ
ajema-2907	150	8	architecture	architecture	NOUN
ajema-2907	150	9	www	www	NOUN
ajema-2907	150	10	.	.	PUNCT
ajema-2907	151	1	grnjournal.us	grnjournal.us	X
ajema-2907	151	2	cybersecurity	cybersecurity	NOUN
ajema-2907	151	3	and	and	CCONJ
ajema-2907	151	4	data	datum	NOUN
ajema-2907	151	5	privacy	privacy	NOUN
ajema-2907	151	6	collecting	collecting	NOUN
ajema-2907	151	7	and	and	CCONJ
ajema-2907	151	8	analyzing	analyze	VERB
ajema-2907	151	9	system	system	NOUN
ajema-2907	151	10	telemetry	telemetry	NOUN
ajema-2907	151	11	,	,	PUNCT
ajema-2907	151	12	logs	log	NOUN
ajema-2907	151	13	,	,	PUNCT
ajema-2907	151	14	and	and	CCONJ
ajema-2907	151	15	configuration	configuration	NOUN
ajema-2907	151	16	data	datum	NOUN
ajema-2907	151	17	can	can	AUX
ajema-2907	151	18	expose	expose	VERB
ajema-2907	151	19	sensitive	sensitive	ADJ
ajema-2907	151	20	operational	operational	ADJ
ajema-2907	151	21	information	information	NOUN
ajema-2907	151	22	.	.	PUNCT
ajema-2907	152	1	ensuring	ensure	VERB
ajema-2907	152	2	encryption	encryption	NOUN
ajema-2907	152	3	,	,	PUNCT
ajema-2907	152	4	access	access	NOUN
ajema-2907	152	5	control	control	NOUN
ajema-2907	152	6	,	,	PUNCT
ajema-2907	152	7	and	and	CCONJ
ajema-2907	152	8	compliance	compliance	NOUN
ajema-2907	152	9	with	with	ADP
ajema-2907	152	10	regulations	regulation	NOUN
ajema-2907	152	11	like	like	ADP
ajema-2907	152	12	gdpr	gdpr	NOUN
ajema-2907	152	13	or	or	CCONJ
ajema-2907	152	14	hipaa	hipaa	NOUN
ajema-2907	152	15	is	be	AUX
ajema-2907	152	16	critical	critical	ADJ
ajema-2907	152	17	.	.	PUNCT
ajema-2907	153	1	9	9	X
ajema-2907	153	2	.	.	X
ajema-2907	153	3	future	future	ADJ
ajema-2907	153	4	outlook	outlook	NOUN
ajema-2907	153	5	autonomous	autonomous	ADJ
ajema-2907	153	6	it	it	PRON
ajema-2907	153	7	operations	operation	NOUN
ajema-2907	153	8	(	(	PUNCT
ajema-2907	153	9	aiops	aiop	NOUN
ajema-2907	153	10	)	)	PUNCT
ajema-2907	153	11	and	and	CCONJ
ajema-2907	153	12	self	self	NOUN
ajema-2907	153	13	-	-	PUNCT
ajema-2907	153	14	healing	heal	VERB
ajema-2907	153	15	infrastructure	infrastructure	NOUN
ajema-2907	153	16	next	next	ADJ
ajema-2907	153	17	-	-	PUNCT
ajema-2907	153	18	generation	generation	NOUN
ajema-2907	153	19	predictive	predictive	ADJ
ajema-2907	153	20	maintenance	maintenance	NOUN
ajema-2907	153	21	is	be	AUX
ajema-2907	153	22	evolving	evolve	VERB
ajema-2907	153	23	toward	toward	ADP
ajema-2907	153	24	fully	fully	ADV
ajema-2907	153	25	autonomous	autonomous	ADJ
ajema-2907	153	26	it	it	PRON
ajema-2907	153	27	environments	environment	NOUN
ajema-2907	153	28	.	.	PUNCT
ajema-2907	154	1	ai	ai	VERB
ajema-2907	154	2	-	-	PUNCT
ajema-2907	154	3	driven	drive	VERB
ajema-2907	154	4	systems	system	NOUN
ajema-2907	154	5	can	can	AUX
ajema-2907	154	6	detect	detect	VERB
ajema-2907	154	7	anomalies	anomaly	NOUN
ajema-2907	154	8	,	,	PUNCT
ajema-2907	154	9	trigger	trigger	NOUN
ajema-2907	154	10	automated	automate	VERB
ajema-2907	154	11	remediation	remediation	NOUN
ajema-2907	154	12	scripts	script	NOUN
ajema-2907	154	13	,	,	PUNCT
ajema-2907	154	14	and	and	CCONJ
ajema-2907	154	15	dynamically	dynamically	ADV
ajema-2907	154	16	reconfigure	reconfigure	VERB
ajema-2907	154	17	workloads	workload	NOUN
ajema-2907	154	18	to	to	PART
ajema-2907	154	19	prevent	prevent	VERB
ajema-2907	154	20	outages	outage	NOUN
ajema-2907	154	21	without	without	ADP
ajema-2907	154	22	human	human	ADJ
ajema-2907	154	23	intervention	intervention	NOUN
ajema-2907	154	24	.	.	PUNCT
ajema-2907	155	1	this	this	PRON
ajema-2907	155	2	reduces	reduce	VERB
ajema-2907	155	3	mean	mean	VERB
ajema-2907	155	4	time	time	NOUN
ajema-2907	155	5	to	to	ADP
ajema-2907	155	6	recovery	recovery	NOUN
ajema-2907	155	7	(	(	PUNCT
ajema-2907	155	8	mttr	mttr	NOUN
ajema-2907	155	9	)	)	PUNCT
ajema-2907	155	10	and	and	CCONJ
ajema-2907	155	11	enhances	enhance	VERB
ajema-2907	155	12	overall	overall	ADJ
ajema-2907	155	13	infrastructure	infrastructure	NOUN
ajema-2907	155	14	resilience	resilience	NOUN
ajema-2907	155	15	.	.	PUNCT
ajema-2907	156	1	federated	federate	VERB
ajema-2907	156	2	learning	learning	NOUN
ajema-2907	156	3	for	for	ADP
ajema-2907	156	4	multi	multi	ADJ
ajema-2907	156	5	-	-	ADJ
ajema-2907	156	6	enterprise	enterprise	ADJ
ajema-2907	156	7	model	model	NOUN
ajema-2907	156	8	training	train	VERB
ajema-2907	156	9	federated	federated	ADJ
ajema-2907	156	10	learning	learning	NOUN
ajema-2907	156	11	allows	allow	VERB
ajema-2907	156	12	organizations	organization	NOUN
ajema-2907	156	13	to	to	PART
ajema-2907	156	14	collaboratively	collaboratively	ADV
ajema-2907	156	15	train	train	VERB
ajema-2907	156	16	ai	ai	NOUN
ajema-2907	156	17	/	/	SYM
ajema-2907	156	18	ml	ml	NOUN
ajema-2907	156	19	models	model	NOUN
ajema-2907	156	20	across	across	ADP
ajema-2907	156	21	multiple	multiple	ADJ
ajema-2907	156	22	enterprises	enterprise	NOUN
ajema-2907	156	23	or	or	CCONJ
ajema-2907	156	24	regions	region	NOUN
ajema-2907	156	25	without	without	ADP
ajema-2907	156	26	sharing	share	VERB
ajema-2907	156	27	sensitive	sensitive	ADJ
ajema-2907	156	28	raw	raw	ADJ
ajema-2907	156	29	data	datum	NOUN
ajema-2907	156	30	.	.	PUNCT
ajema-2907	157	1	for	for	ADP
ajema-2907	157	2	bfsi	bfsi	ADV
ajema-2907	157	3	,	,	PUNCT
ajema-2907	157	4	healthcare	healthcare	PROPN
ajema-2907	157	5	,	,	PUNCT
ajema-2907	157	6	and	and	CCONJ
ajema-2907	157	7	regulated	regulated	ADJ
ajema-2907	157	8	industries	industry	NOUN
ajema-2907	157	9	,	,	PUNCT
ajema-2907	157	10	this	this	DET
ajema-2907	157	11	approach	approach	NOUN
ajema-2907	157	12	strengthens	strengthen	VERB
ajema-2907	157	13	predictive	predictive	ADJ
ajema-2907	157	14	capabilities	capability	NOUN
ajema-2907	157	15	while	while	SCONJ
ajema-2907	157	16	maintaining	maintain	VERB
ajema-2907	157	17	data	data	NOUN
ajema-2907	157	18	privacy	privacy	NOUN
ajema-2907	157	19	and	and	CCONJ
ajema-2907	157	20	compliance	compliance	NOUN
ajema-2907	157	21	.	.	PUNCT
ajema-2907	158	1	predictive	predictive	ADJ
ajema-2907	158	2	compliance	compliance	NOUN
ajema-2907	158	3	monitoring	monitor	VERB
ajema-2907	158	4	advanced	advanced	ADJ
ajema-2907	158	5	predictive	predictive	ADJ
ajema-2907	158	6	maintenance	maintenance	NOUN
ajema-2907	158	7	pipelines	pipeline	NOUN
ajema-2907	158	8	will	will	AUX
ajema-2907	158	9	integrate	integrate	VERB
ajema-2907	158	10	regulatory	regulatory	ADJ
ajema-2907	158	11	intelligence	intelligence	NOUN
ajema-2907	158	12	to	to	PART
ajema-2907	158	13	anticipate	anticipate	VERB
ajema-2907	158	14	potential	potential	ADJ
ajema-2907	158	15	compliance	compliance	NOUN
ajema-2907	158	16	breaches	breach	NOUN
ajema-2907	158	17	.	.	PUNCT
ajema-2907	159	1	by	by	ADP
ajema-2907	159	2	correlating	correlate	VERB
ajema-2907	159	3	infrastructure	infrastructure	NOUN
ajema-2907	159	4	performance	performance	NOUN
ajema-2907	159	5	,	,	PUNCT
ajema-2907	159	6	configuration	configuration	NOUN
ajema-2907	159	7	drift	drift	NOUN
ajema-2907	159	8	,	,	PUNCT
ajema-2907	159	9	and	and	CCONJ
ajema-2907	159	10	operational	operational	ADJ
ajema-2907	159	11	anomalies	anomaly	NOUN
ajema-2907	159	12	,	,	PUNCT
ajema-2907	159	13	ai	ai	VERB
ajema-2907	159	14	can	can	AUX
ajema-2907	159	15	proactively	proactively	ADV
ajema-2907	159	16	forecast	forecast	VERB
ajema-2907	159	17	and	and	CCONJ
ajema-2907	159	18	alert	alert	VERB
ajema-2907	159	19	for	for	ADP
ajema-2907	159	20	sla	sla	PROPN
ajema-2907	159	21	violations	violation	NOUN
ajema-2907	159	22	or	or	CCONJ
ajema-2907	159	23	regulatory	regulatory	ADJ
ajema-2907	159	24	non	non	ADJ
ajema-2907	159	25	-	-	NOUN
ajema-2907	159	26	compliance	compliance	NOUN
ajema-2907	159	27	.	.	PUNCT
ajema-2907	160	1	integration	integration	NOUN
ajema-2907	160	2	with	with	ADP
ajema-2907	160	3	digital	digital	ADJ
ajema-2907	160	4	twins	twin	NOUN
ajema-2907	160	5	of	of	ADP
ajema-2907	160	6	it	it	PRON
ajema-2907	160	7	infrastructure	infrastructure	VERB
ajema-2907	160	8	digital	digital	ADJ
ajema-2907	160	9	twins	twin	NOUN
ajema-2907	160	10	—	—	PUNCT
ajema-2907	160	11	virtual	virtual	ADJ
ajema-2907	160	12	replicas	replica	NOUN
ajema-2907	160	13	of	of	ADP
ajema-2907	160	14	data	datum	NOUN
ajema-2907	160	15	centers	center	NOUN
ajema-2907	160	16	,	,	PUNCT
ajema-2907	160	17	cloud	cloud	NOUN
ajema-2907	160	18	environments	environment	NOUN
ajema-2907	160	19	,	,	PUNCT
ajema-2907	160	20	and	and	CCONJ
ajema-2907	160	21	hybrid	hybrid	ADJ
ajema-2907	160	22	systems	system	NOUN
ajema-2907	160	23	—	—	PUNCT
ajema-2907	160	24	enable	enable	VERB
ajema-2907	160	25	simulation	simulation	NOUN
ajema-2907	160	26	of	of	ADP
ajema-2907	160	27	infrastructure	infrastructure	NOUN
ajema-2907	160	28	behavior	behavior	NOUN
ajema-2907	160	29	under	under	ADP
ajema-2907	160	30	various	various	ADJ
ajema-2907	160	31	load	load	NOUN
ajema-2907	160	32	and	and	CCONJ
ajema-2907	160	33	failure	failure	NOUN
ajema-2907	160	34	scenarios	scenario	NOUN
ajema-2907	160	35	.	.	PUNCT
ajema-2907	161	1	predictive	predictive	ADJ
ajema-2907	161	2	maintenance	maintenance	NOUN
ajema-2907	161	3	integrated	integrate	VERB
ajema-2907	161	4	with	with	ADP
ajema-2907	161	5	digital	digital	ADJ
ajema-2907	161	6	twins	twin	NOUN
ajema-2907	161	7	allows	allow	VERB
ajema-2907	161	8	proactive	proactive	ADJ
ajema-2907	161	9	risk	risk	NOUN
ajema-2907	161	10	assessment	assessment	NOUN
ajema-2907	161	11	and	and	CCONJ
ajema-2907	161	12	capacity	capacity	NOUN
ajema-2907	161	13	planning	planning	NOUN
ajema-2907	161	14	.	.	PUNCT
ajema-2907	162	1	generative	generative	NOUN
ajema-2907	162	2	ai	ai	VERB
ajema-2907	162	3	for	for	ADP
ajema-2907	162	4	automated	automate	VERB
ajema-2907	162	5	rca	rca	NOUN
ajema-2907	162	6	and	and	CCONJ
ajema-2907	162	7	audit	audit	NOUN
ajema-2907	162	8	reporting	report	VERB
ajema-2907	162	9	generative	generative	ADJ
ajema-2907	162	10	ai	ai	VERB
ajema-2907	162	11	can	can	AUX
ajema-2907	162	12	create	create	VERB
ajema-2907	162	13	detailed	detailed	ADJ
ajema-2907	162	14	,	,	PUNCT
ajema-2907	162	15	human	human	ADJ
ajema-2907	162	16	-	-	PUNCT
ajema-2907	162	17	readable	readable	ADJ
ajema-2907	162	18	root	root	NOUN
ajema-2907	162	19	cause	cause	VERB
ajema-2907	162	20	analysis	analysis	NOUN
ajema-2907	162	21	reports	report	NOUN
ajema-2907	162	22	and	and	CCONJ
ajema-2907	162	23	compliance	compliance	NOUN
ajema-2907	162	24	documentation	documentation	NOUN
ajema-2907	162	25	automatically	automatically	ADV
ajema-2907	162	26	.	.	PUNCT
ajema-2907	163	1	this	this	DET
ajema-2907	163	2	capability	capability	NOUN
ajema-2907	163	3	simplifies	simplifie	NOUN
ajema-2907	163	4	auditor	auditor	PROPN
ajema-2907	163	5	review	review	NOUN
ajema-2907	163	6	processes	process	NOUN
ajema-2907	163	7	,	,	PUNCT
ajema-2907	163	8	reduces	reduce	VERB
ajema-2907	163	9	manual	manual	ADJ
ajema-2907	163	10	reporting	report	VERB
ajema-2907	163	11	overhead	overhead	ADV
ajema-2907	163	12	,	,	PUNCT
ajema-2907	163	13	and	and	CCONJ
ajema-2907	163	14	ensures	ensure	VERB
ajema-2907	163	15	traceable	traceable	ADJ
ajema-2907	163	16	,	,	PUNCT
ajema-2907	163	17	regulatory	regulatory	ADJ
ajema-2907	163	18	-	-	PUNCT
ajema-2907	163	19	ready	ready	ADJ
ajema-2907	163	20	documentation	documentation	NOUN
ajema-2907	163	21	.	.	PUNCT
ajema-2907	164	1	edge	edge	NOUN
ajema-2907	164	2	ai	ai	VERB
ajema-2907	164	3	and	and	CCONJ
ajema-2907	164	4	iot	iot	ADJ
ajema-2907	164	5	integration	integration	NOUN
ajema-2907	164	6	for	for	ADP
ajema-2907	164	7	data	data	NOUN
ajema-2907	164	8	centers	center	NOUN
ajema-2907	164	9	future	future	ADJ
ajema-2907	164	10	predictive	predictive	ADJ
ajema-2907	164	11	maintenance	maintenance	NOUN
ajema-2907	164	12	systems	system	NOUN
ajema-2907	164	13	will	will	AUX
ajema-2907	164	14	leverage	leverage	VERB
ajema-2907	164	15	edge	edge	NOUN
ajema-2907	164	16	ai	ai	VERB
ajema-2907	164	17	sensors	sensor	NOUN
ajema-2907	164	18	to	to	PART
ajema-2907	164	19	monitor	monitor	VERB
ajema-2907	164	20	power	power	NOUN
ajema-2907	164	21	,	,	PUNCT
ajema-2907	164	22	cooling	cooling	NOUN
ajema-2907	164	23	,	,	PUNCT
ajema-2907	164	24	and	and	CCONJ
ajema-2907	164	25	server	server	NOUN
ajema-2907	164	26	health	health	NOUN
ajema-2907	164	27	in	in	ADP
ajema-2907	164	28	real	real	ADJ
ajema-2907	164	29	time	time	NOUN
ajema-2907	164	30	.	.	PUNCT
ajema-2907	165	1	this	this	DET
ajema-2907	165	2	hybrid	hybrid	ADJ
ajema-2907	165	3	approach	approach	NOUN
ajema-2907	165	4	allows	allow	VERB
ajema-2907	165	5	immediate	immediate	ADJ
ajema-2907	165	6	detection	detection	NOUN
ajema-2907	165	7	of	of	ADP
ajema-2907	165	8	localized	localized	ADJ
ajema-2907	165	9	anomalies	anomaly	NOUN
ajema-2907	165	10	,	,	PUNCT
ajema-2907	165	11	reducing	reduce	VERB
ajema-2907	165	12	latency	latency	NOUN
ajema-2907	165	13	in	in	ADP
ajema-2907	165	14	incident	incident	NOUN
ajema-2907	165	15	response	response	NOUN
ajema-2907	165	16	.	.	PUNCT
ajema-2907	166	1	continuous	continuous	ADJ
ajema-2907	166	2	learning	learning	NOUN
ajema-2907	166	3	and	and	CCONJ
ajema-2907	166	4	adaptive	adaptive	ADJ
ajema-2907	166	5	models	model	NOUN
ajema-2907	166	6	ai	ai	VERB
ajema-2907	166	7	models	model	NOUN
ajema-2907	166	8	will	will	AUX
ajema-2907	166	9	continuously	continuously	ADV
ajema-2907	166	10	learn	learn	VERB
ajema-2907	166	11	from	from	ADP
ajema-2907	166	12	new	new	ADJ
ajema-2907	166	13	failure	failure	NOUN
ajema-2907	166	14	events	event	NOUN
ajema-2907	166	15	,	,	PUNCT
ajema-2907	166	16	infrastructure	infrastructure	NOUN
ajema-2907	166	17	upgrades	upgrade	NOUN
ajema-2907	166	18	,	,	PUNCT
ajema-2907	166	19	and	and	CCONJ
ajema-2907	166	20	evolving	evolve	VERB
ajema-2907	166	21	attack	attack	NOUN
ajema-2907	166	22	vectors	vector	NOUN
ajema-2907	166	23	,	,	PUNCT
ajema-2907	166	24	ensuring	ensure	VERB
ajema-2907	166	25	predictive	predictive	ADJ
ajema-2907	166	26	maintenance	maintenance	NOUN
ajema-2907	166	27	systems	system	NOUN
ajema-2907	166	28	remain	remain	VERB
ajema-2907	166	29	accurate	accurate	ADJ
ajema-2907	166	30	,	,	PUNCT
ajema-2907	166	31	adaptive	adaptive	ADJ
ajema-2907	166	32	,	,	PUNCT
ajema-2907	166	33	and	and	CCONJ
ajema-2907	166	34	aligned	align	VERB
ajema-2907	166	35	with	with	ADP
ajema-2907	166	36	enterprise	enterprise	NOUN
ajema-2907	166	37	growth	growth	NOUN
ajema-2907	166	38	.	.	PUNCT
ajema-2907	167	1	10	10	NUM
ajema-2907	167	2	.	.	X
ajema-2907	167	3	conclusion	conclusion	NOUN
ajema-2907	167	4	recap	recap	NOUN
ajema-2907	167	5	ai	ai	PROPN
ajema-2907	167	6	-	-	PUNCT
ajema-2907	167	7	driven	drive	VERB
ajema-2907	167	8	predictive	predictive	ADJ
ajema-2907	167	9	maintenance	maintenance	NOUN
ajema-2907	167	10	transforms	transform	VERB
ajema-2907	167	11	enterprise	enterprise	NOUN
ajema-2907	167	12	it	it	PRON
ajema-2907	167	13	operations	operation	NOUN
ajema-2907	167	14	from	from	ADP
ajema-2907	167	15	reactive	reactive	ADJ
ajema-2907	167	16	problemsolving	problemsolving	NOUN
ajema-2907	167	17	to	to	ADP
ajema-2907	167	18	proactive	proactive	ADJ
ajema-2907	167	19	,	,	PUNCT
ajema-2907	167	20	intelligent	intelligent	ADJ
ajema-2907	167	21	resilience	resilience	NOUN
ajema-2907	167	22	.	.	PUNCT
ajema-2907	168	1	by	by	ADP
ajema-2907	168	2	combining	combine	VERB
ajema-2907	168	3	anomaly	anomaly	NOUN
ajema-2907	168	4	detection	detection	NOUN
ajema-2907	168	5	,	,	PUNCT
ajema-2907	168	6	predictive	predictive	ADJ
ajema-2907	168	7	modeling	modeling	NOUN
ajema-2907	168	8	,	,	PUNCT
ajema-2907	168	9	and	and	CCONJ
ajema-2907	168	10	automation	automation	NOUN
ajema-2907	168	11	,	,	PUNCT
ajema-2907	168	12	enterprises	enterprise	NOUN
ajema-2907	168	13	can	can	AUX
ajema-2907	168	14	significantly	significantly	ADV
ajema-2907	168	15	reduce	reduce	VERB
ajema-2907	168	16	downtime	downtime	NOUN
ajema-2907	168	17	,	,	PUNCT
ajema-2907	168	18	prevent	prevent	VERB
ajema-2907	168	19	sla	sla	PROPN
ajema-2907	168	20	breaches	breach	NOUN
ajema-2907	168	21	,	,	PUNCT
ajema-2907	168	22	and	and	CCONJ
ajema-2907	168	23	optimize	optimize	VERB
ajema-2907	168	24	maintenance	maintenance	NOUN
ajema-2907	168	25	costs	cost	NOUN
ajema-2907	168	26	.	.	PUNCT
ajema-2907	169	1	385	385	NUM
ajema-2907	169	2	journal	journal	NOUN
ajema-2907	169	3	of	of	ADP
ajema-2907	169	4	engineering	engineering	NOUN
ajema-2907	169	5	,	,	PUNCT
ajema-2907	169	6	mechanics	mechanic	NOUN
ajema-2907	169	7	and	and	CCONJ
ajema-2907	169	8	architecture	architecture	NOUN
ajema-2907	169	9	www	www	NOUN
ajema-2907	169	10	.	.	PUNCT
ajema-2907	170	1	grnjournal.us	grnjournal.us	X
ajema-2907	170	2	strategic	strategic	ADJ
ajema-2907	170	3	insight	insight	NOUN
ajema-2907	170	4	ai	ai	VERB
ajema-2907	170	5	is	be	AUX
ajema-2907	170	6	no	no	ADV
ajema-2907	170	7	longer	long	ADV
ajema-2907	170	8	an	an	DET
ajema-2907	170	9	optional	optional	ADJ
ajema-2907	170	10	enhancement	enhancement	NOUN
ajema-2907	170	11	;	;	PUNCT
ajema-2907	170	12	it	it	PRON
ajema-2907	170	13	is	be	AUX
ajema-2907	170	14	essential	essential	ADJ
ajema-2907	170	15	for	for	ADP
ajema-2907	170	16	ensuring	ensure	VERB
ajema-2907	170	17	operational	operational	ADJ
ajema-2907	170	18	reliability	reliability	NOUN
ajema-2907	170	19	,	,	PUNCT
ajema-2907	170	20	cost	cost	NOUN
ajema-2907	170	21	efficiency	efficiency	NOUN
ajema-2907	170	22	,	,	PUNCT
ajema-2907	170	23	regulatory	regulatory	ADJ
ajema-2907	170	24	compliance	compliance	NOUN
ajema-2907	170	25	,	,	PUNCT
ajema-2907	170	26	and	and	CCONJ
ajema-2907	170	27	business	business	NOUN
ajema-2907	170	28	continuity	continuity	NOUN
ajema-2907	170	29	.	.	PUNCT
ajema-2907	171	1	predictive	predictive	ADJ
ajema-2907	171	2	maintenance	maintenance	NOUN
ajema-2907	171	3	enables	enable	VERB
ajema-2907	171	4	enterprises	enterprise	NOUN
ajema-2907	171	5	to	to	PART
ajema-2907	171	6	stay	stay	VERB
ajema-2907	171	7	ahead	ahead	ADV
ajema-2907	171	8	of	of	ADP
ajema-2907	171	9	evolving	evolve	VERB
ajema-2907	171	10	infrastructure	infrastructure	NOUN
ajema-2907	171	11	risks	risk	NOUN
ajema-2907	171	12	,	,	PUNCT
ajema-2907	171	13	avoid	avoid	VERB
ajema-2907	171	14	financial	financial	ADJ
ajema-2907	171	15	penalties	penalty	NOUN
ajema-2907	171	16	,	,	PUNCT
ajema-2907	171	17	and	and	CCONJ
ajema-2907	171	18	protect	protect	VERB
ajema-2907	171	19	their	their	PRON
ajema-2907	171	20	reputation	reputation	NOUN
ajema-2907	171	21	.	.	PUNCT
ajema-2907	172	1	call	call	VERB
ajema-2907	172	2	to	to	ADP
ajema-2907	172	3	action	action	NOUN
ajema-2907	172	4	enterprises	enterprise	NOUN
ajema-2907	172	5	across	across	ADP
ajema-2907	172	6	bfsi	bfsi	PROPN
ajema-2907	172	7	,	,	PUNCT
ajema-2907	172	8	healthcare	healthcare	PROPN
ajema-2907	172	9	,	,	PUNCT
ajema-2907	172	10	telecom	telecom	PROPN
ajema-2907	172	11	,	,	PUNCT
ajema-2907	172	12	and	and	CCONJ
ajema-2907	172	13	manufacturing	manufacturing	NOUN
ajema-2907	172	14	must	must	AUX
ajema-2907	172	15	implement	implement	VERB
ajema-2907	172	16	ai	ai	VERB
ajema-2907	172	17	-	-	PUNCT
ajema-2907	172	18	powered	power	VERB
ajema-2907	172	19	predictive	predictive	ADJ
ajema-2907	172	20	maintenance	maintenance	NOUN
ajema-2907	172	21	pipelines	pipeline	NOUN
ajema-2907	172	22	,	,	PUNCT
ajema-2907	172	23	integrate	integrate	VERB
ajema-2907	172	24	real	real	ADJ
ajema-2907	172	25	-	-	PUNCT
ajema-2907	172	26	time	time	NOUN
ajema-2907	172	27	monitoring	monitoring	NOUN
ajema-2907	172	28	,	,	PUNCT
ajema-2907	172	29	and	and	CCONJ
ajema-2907	172	30	adopt	adopt	VERB
ajema-2907	172	31	adaptive	adaptive	ADJ
ajema-2907	172	32	learning	learning	NOUN
ajema-2907	172	33	models	model	NOUN
ajema-2907	172	34	.	.	PUNCT
ajema-2907	173	1	doing	do	VERB
ajema-2907	173	2	so	so	ADV
ajema-2907	173	3	will	will	AUX
ajema-2907	173	4	secure	secure	VERB
ajema-2907	173	5	long	long	ADJ
ajema-2907	173	6	-	-	PUNCT
ajema-2907	173	7	term	term	NOUN
ajema-2907	173	8	operational	operational	ADJ
ajema-2907	173	9	advantage	advantage	NOUN
ajema-2907	173	10	,	,	PUNCT
ajema-2907	173	11	reduce	reduce	VERB
ajema-2907	173	12	risk	risk	NOUN
ajema-2907	173	13	exposure	exposure	NOUN
ajema-2907	173	14	,	,	PUNCT
ajema-2907	173	15	and	and	CCONJ
ajema-2907	173	16	enable	enable	VERB
ajema-2907	173	17	data	datum	NOUN
ajema-2907	173	18	-	-	PUNCT
ajema-2907	173	19	driven	drive	VERB
ajema-2907	173	20	,	,	PUNCT
ajema-2907	173	21	resilient	resilient	ADJ
ajema-2907	173	22	it	it	PRON
ajema-2907	173	23	ecosystems	ecosystem	NOUN
ajema-2907	173	24	.	.	PUNCT
ajema-2907	174	1	references	reference	NOUN
ajema-2907	174	2	:	:	PUNCT
ajema-2907	174	3	1	1	X
ajema-2907	174	4	.	.	X
ajema-2907	174	5	talluri	talluri	NOUN
ajema-2907	174	6	,	,	PUNCT
ajema-2907	174	7	m.	m.	NOUN
ajema-2907	174	8	(	(	PUNCT
ajema-2907	174	9	2022	2022	NUM
ajema-2907	174	10	)	)	PUNCT
ajema-2907	174	11	.	.	PUNCT
ajema-2907	175	1	architecting	architecte	VERB
ajema-2907	175	2	scalable	scalable	ADJ
ajema-2907	175	3	microservices	microservice	NOUN
ajema-2907	175	4	with	with	ADP
ajema-2907	175	5	oauth2	oauth2	PROPN
ajema-2907	175	6	in	in	ADP
ajema-2907	175	7	ui	ui	ADJ
ajema-2907	175	8	-	-	ADJ
ajema-2907	175	9	centric	centric	ADJ
ajema-2907	175	10	applications	application	NOUN
ajema-2907	175	11	.	.	PUNCT
ajema-2907	176	1	international	international	ADJ
ajema-2907	176	2	journal	journal	PROPN
ajema-2907	176	3	of	of	ADP
ajema-2907	176	4	scientific	scientific	ADJ
ajema-2907	176	5	research	research	NOUN
ajema-2907	176	6	in	in	ADP
ajema-2907	176	7	science	science	NOUN
ajema-2907	176	8	,	,	PUNCT
ajema-2907	176	9	engineering	engineering	NOUN
ajema-2907	176	10	and	and	CCONJ
ajema-2907	176	11	technology	technology	NOUN
ajema-2907	176	12	(	(	PUNCT
ajema-2907	176	13	ijsrset	ijsrset	NOUN
ajema-2907	176	14	)	)	PUNCT
ajema-2907	176	15	,	,	PUNCT
ajema-2907	176	16	9(3	9(3	NUM
ajema-2907	176	17	)	)	PUNCT
ajema-2907	176	18	,	,	PUNCT
ajema-2907	176	19	628–636	628–636	NUM
ajema-2907	176	20	.	.	PUNCT
ajema-2907	177	1	https://doi.org/10.32628/ijsrset221201	https://doi.org/10.32628/ijsrset221201	PROPN
ajema-2907	177	2	2	2	NUM
ajema-2907	177	3	.	.	X
ajema-2907	177	4	rachamala	rachamala	NOUN
ajema-2907	177	5	,	,	PUNCT
ajema-2907	177	6	n.	n.	PROPN
ajema-2907	177	7	r.	r.	PROPN
ajema-2907	177	8	(	(	PUNCT
ajema-2907	177	9	2022	2022	NUM
ajema-2907	177	10	,	,	PUNCT
ajema-2907	177	11	february	february	PROPN
ajema-2907	177	12	)	)	PUNCT
ajema-2907	177	13	.	.	PUNCT
ajema-2907	178	1	optimizing	optimize	VERB
ajema-2907	178	2	teradata	teradata	NOUN
ajema-2907	178	3	,	,	PUNCT
ajema-2907	178	4	hive	hive	NOUN
ajema-2907	178	5	sql	sql	NOUN
ajema-2907	178	6	,	,	PUNCT
ajema-2907	178	7	and	and	CCONJ
ajema-2907	178	8	pyspark	pyspark	NOUN
ajema-2907	178	9	for	for	ADP
ajema-2907	178	10	enterprise	enterprise	NOUN
ajema-2907	178	11	-	-	PUNCT
ajema-2907	178	12	scale	scale	NOUN
ajema-2907	178	13	financial	financial	ADJ
ajema-2907	178	14	workloads	workload	NOUN
ajema-2907	178	15	with	with	ADP
ajema-2907	178	16	distributed	distributed	ADJ
ajema-2907	178	17	and	and	CCONJ
ajema-2907	178	18	parallel	parallel	ADJ
ajema-2907	178	19	computing	computing	NOUN
ajema-2907	178	20	.	.	PUNCT
ajema-2907	179	1	journal	journal	NOUN
ajema-2907	179	2	of	of	ADP
ajema-2907	179	3	computational	computational	ADJ
ajema-2907	179	4	analysis	analysis	NOUN
ajema-2907	179	5	and	and	CCONJ
ajema-2907	179	6	applications	application	NOUN
ajema-2907	179	7	(	(	PUNCT
ajema-2907	179	8	jocaaa	jocaaa	NOUN
ajema-2907	179	9	)	)	PUNCT
ajema-2907	179	10	,	,	PUNCT
ajema-2907	179	11	30(2	30(2	NUM
ajema-2907	179	12	)	)	PUNCT
ajema-2907	179	13	,	,	PUNCT
ajema-2907	179	14	730–743	730–743	NUM
ajema-2907	179	15	.	.	PUNCT
ajema-2907	180	1	3	3	X
ajema-2907	180	2	.	.	X
ajema-2907	180	3	gadhiya	gadhiya	NOUN
ajema-2907	180	4	,	,	PUNCT
ajema-2907	180	5	y.	y.	PROPN
ajema-2907	180	6	(	(	PUNCT
ajema-2907	180	7	2023	2023	NUM
ajema-2907	180	8	)	)	PUNCT
ajema-2907	180	9	.	.	PUNCT
ajema-2907	181	1	real	real	ADJ
ajema-2907	181	2	-	-	PUNCT
ajema-2907	181	3	time	time	NOUN
ajema-2907	181	4	workforce	workforce	PROPN
ajema-2907	181	5	health	health	PROPN
ajema-2907	181	6	and	and	CCONJ
ajema-2907	181	7	safety	safety	NOUN
ajema-2907	181	8	optimization	optimization	NOUN
ajema-2907	181	9	through	through	ADP
ajema-2907	181	10	iotenabled	iotenable	VERB
ajema-2907	181	11	monitoring	monitoring	NOUN
ajema-2907	181	12	systems	system	NOUN
ajema-2907	181	13	.	.	PUNCT
ajema-2907	182	1	frontiers	frontier	NOUN
ajema-2907	182	2	in	in	ADP
ajema-2907	182	3	health	health	NOUN
ajema-2907	182	4	informatics	informatic	NOUN
ajema-2907	182	5	,	,	PUNCT
ajema-2907	182	6	12	12	NUM
ajema-2907	182	7	,	,	PUNCT
ajema-2907	182	8	388–400	388–400	NUM
ajema-2907	182	9	.	.	PUNCT
ajema-2907	183	1	4	4	NUM
ajema-2907	183	2	.	.	X
ajema-2907	183	3	bandaru	bandaru	PROPN
ajema-2907	183	4	,	,	PUNCT
ajema-2907	184	1	s.	s.	PROPN
ajema-2907	184	2	p.	p.	PROPN
ajema-2907	184	3	(	(	PUNCT
ajema-2907	184	4	2020	2020	NUM
ajema-2907	184	5	)	)	PUNCT
ajema-2907	184	6	.	.	PUNCT
ajema-2907	185	1	microservices	microservice	NOUN
ajema-2907	185	2	architecture	architecture	NOUN
ajema-2907	185	3	:	:	PUNCT
ajema-2907	185	4	designing	design	VERB
ajema-2907	185	5	scalable	scalable	ADJ
ajema-2907	185	6	and	and	CCONJ
ajema-2907	185	7	resilient	resilient	ADJ
ajema-2907	185	8	systems	system	NOUN
ajema-2907	185	9	.	.	PUNCT
ajema-2907	186	1	international	international	ADJ
ajema-2907	186	2	journal	journal	PROPN
ajema-2907	186	3	of	of	ADP
ajema-2907	186	4	scientific	scientific	ADJ
ajema-2907	186	5	research	research	NOUN
ajema-2907	186	6	in	in	ADP
ajema-2907	186	7	science	science	NOUN
ajema-2907	186	8	,	,	PUNCT
ajema-2907	186	9	engineering	engineering	NOUN
ajema-2907	186	10	and	and	CCONJ
ajema-2907	186	11	technology	technology	NOUN
ajema-2907	186	12	(	(	PUNCT
ajema-2907	186	13	ijsrset	ijsrset	NOUN
ajema-2907	186	14	)	)	PUNCT
ajema-2907	186	15	,	,	PUNCT
ajema-2907	186	16	7(5	7(5	NUM
ajema-2907	186	17	)	)	PUNCT
ajema-2907	186	18	,	,	PUNCT
ajema-2907	186	19	418–431	418–431	NUM
ajema-2907	186	20	.	.	PUNCT
ajema-2907	187	1	5	5	NUM
ajema-2907	187	2	.	.	X
ajema-2907	187	3	kotha	kotha	PROPN
ajema-2907	187	4	,	,	PUNCT
ajema-2907	187	5	s.	s.	PROPN
ajema-2907	187	6	r.	r.	PROPN
ajema-2907	187	7	(	(	PUNCT
ajema-2907	187	8	2023	2023	NUM
ajema-2907	187	9	)	)	PUNCT
ajema-2907	187	10	.	.	PUNCT
ajema-2907	188	1	end	end	NOUN
ajema-2907	188	2	-	-	PUNCT
ajema-2907	188	3	to	to	ADP
ajema-2907	188	4	-	-	PUNCT
ajema-2907	188	5	end	end	NOUN
ajema-2907	188	6	automation	automation	NOUN
ajema-2907	188	7	of	of	ADP
ajema-2907	188	8	business	business	NOUN
ajema-2907	188	9	reporting	reporting	NOUN
ajema-2907	188	10	with	with	ADP
ajema-2907	188	11	alteryx	alteryx	NOUN
ajema-2907	188	12	and	and	CCONJ
ajema-2907	188	13	python	python	PROPN
ajema-2907	188	14	.	.	PUNCT
ajema-2907	189	1	international	international	ADJ
ajema-2907	189	2	journal	journal	PROPN
ajema-2907	189	3	on	on	ADP
ajema-2907	189	4	recent	recent	ADJ
ajema-2907	189	5	and	and	CCONJ
ajema-2907	189	6	innovation	innovation	NOUN
ajema-2907	189	7	trends	trend	NOUN
ajema-2907	189	8	in	in	ADP
ajema-2907	189	9	computing	computing	NOUN
ajema-2907	189	10	and	and	CCONJ
ajema-2907	189	11	communication	communication	NOUN
ajema-2907	189	12	,	,	PUNCT
ajema-2907	189	13	11(3	11(3	NUM
ajema-2907	189	14	)	)	PUNCT
ajema-2907	189	15	,	,	PUNCT
ajema-2907	190	1	778–787	778–787	NUM
ajema-2907	190	2	.	.	NOUN
ajema-2907	190	3	6	6	NUM
ajema-2907	190	4	.	.	X
ajema-2907	190	5	rachamala	rachamala	NOUN
ajema-2907	190	6	,	,	PUNCT
ajema-2907	190	7	n.	n.	PROPN
ajema-2907	190	8	r.	r.	PROPN
ajema-2907	190	9	(	(	PUNCT
ajema-2907	190	10	2023	2023	NUM
ajema-2907	190	11	,	,	PUNCT
ajema-2907	190	12	october	october	PROPN
ajema-2907	190	13	)	)	PUNCT
ajema-2907	190	14	.	.	PUNCT
ajema-2907	191	1	architecting	architecte	VERB
ajema-2907	191	2	aml	aml	PROPN
ajema-2907	191	3	detection	detection	NOUN
ajema-2907	191	4	pipelines	pipeline	NOUN
ajema-2907	191	5	using	use	VERB
ajema-2907	191	6	hadoop	hadoop	NOUN
ajema-2907	191	7	and	and	CCONJ
ajema-2907	191	8	pyspark	pyspark	NOUN
ajema-2907	191	9	with	with	ADP
ajema-2907	191	10	ai	ai	NOUN
ajema-2907	191	11	/	/	SYM
ajema-2907	191	12	ml	ml	PROPN
ajema-2907	191	13	.	.	NOUN
ajema-2907	191	14	journal	journal	PROPN
ajema-2907	191	15	of	of	ADP
ajema-2907	191	16	information	information	NOUN
ajema-2907	191	17	systems	system	NOUN
ajema-2907	191	18	engineering	engineering	NOUN
ajema-2907	191	19	and	and	CCONJ
ajema-2907	191	20	management	management	NOUN
ajema-2907	191	21	,	,	PUNCT
ajema-2907	191	22	8(4	8(4	NUM
ajema-2907	191	23	)	)	PUNCT
ajema-2907	191	24	,	,	PUNCT
ajema-2907	191	25	1–7	1–7	X
ajema-2907	191	26	.	.	PUNCT
ajema-2907	191	27	https://doi.org/10.55267/iadt	https://doi.org/10.55267/iadt	PROPN
ajema-2907	191	28	7	7	X
ajema-2907	191	29	.	.	X
ajema-2907	191	30	mahadevan	mahadevan	PROPN
ajema-2907	191	31	,	,	PUNCT
ajema-2907	191	32	g.	g.	PROPN
ajema-2907	191	33	(	(	PUNCT
ajema-2907	191	34	2023	2023	NUM
ajema-2907	191	35	)	)	PUNCT
ajema-2907	191	36	.	.	PUNCT
ajema-2907	192	1	the	the	DET
ajema-2907	192	2	role	role	NOUN
ajema-2907	192	3	of	of	ADP
ajema-2907	192	4	emerging	emerge	VERB
ajema-2907	192	5	technologies	technology	NOUN
ajema-2907	192	6	in	in	ADP
ajema-2907	192	7	banking	banking	NOUN
ajema-2907	192	8	&	&	CCONJ
ajema-2907	192	9	financial	financial	ADJ
ajema-2907	192	10	services	services	PROPN
ajema-2907	192	11	.	.	PUNCT
ajema-2907	193	1	kuwait	kuwait	PROPN
ajema-2907	193	2	journal	journal	PROPN
ajema-2907	193	3	of	of	ADP
ajema-2907	193	4	management	management	NOUN
ajema-2907	193	5	in	in	ADP
ajema-2907	193	6	information	information	NOUN
ajema-2907	193	7	technology	technology	NOUN
ajema-2907	193	8	,	,	PUNCT
ajema-2907	193	9	1	1	NUM
ajema-2907	193	10	,	,	PUNCT
ajema-2907	193	11	10–24	10–24	NUM
ajema-2907	193	12	.	.	PUNCT
ajema-2907	194	1	https://doi.org/10.52783/kjmit.280	https://doi.org/10.52783/kjmit.280	PROPN
ajema-2907	194	2	8	8	NUM
ajema-2907	194	3	.	.	PUNCT
ajema-2907	194	4	talluri	talluri	NOUN
ajema-2907	194	5	,	,	PUNCT
ajema-2907	194	6	m.	m.	NOUN
ajema-2907	194	7	(	(	PUNCT
ajema-2907	194	8	2021	2021	NUM
ajema-2907	194	9	)	)	PUNCT
ajema-2907	194	10	.	.	PUNCT
ajema-2907	195	1	migrating	migrating	NOUN
ajema-2907	195	2	legacy	legacy	NOUN
ajema-2907	195	3	angularjs	angularjs	PROPN
ajema-2907	195	4	applications	application	NOUN
ajema-2907	195	5	to	to	PART
ajema-2907	195	6	react	react	VERB
ajema-2907	195	7	native	native	ADJ
ajema-2907	195	8	:	:	PUNCT
ajema-2907	195	9	a	a	DET
ajema-2907	195	10	case	case	NOUN
ajema-2907	195	11	study	study	NOUN
ajema-2907	195	12	.	.	PUNCT
ajema-2907	196	1	international	international	ADJ
ajema-2907	196	2	journal	journal	PROPN
ajema-2907	196	3	on	on	ADP
ajema-2907	196	4	recent	recent	ADJ
ajema-2907	196	5	and	and	CCONJ
ajema-2907	196	6	innovation	innovation	NOUN
ajema-2907	196	7	trends	trend	NOUN
ajema-2907	196	8	in	in	ADP
ajema-2907	196	9	computing	computing	NOUN
ajema-2907	196	10	and	and	CCONJ
ajema-2907	196	11	communication	communication	NOUN
ajema-2907	196	12	,	,	PUNCT
ajema-2907	196	13	10(9	10(9	NUM
ajema-2907	196	14	)	)	PUNCT
ajema-2907	196	15	,	,	PUNCT
ajema-2907	196	16	236–243	236–243	NUM
ajema-2907	196	17	.	.	PUNCT
ajema-2907	197	1	9	9	X
ajema-2907	197	2	.	.	X
ajema-2907	197	3	rele	rele	PROPN
ajema-2907	197	4	,	,	PUNCT
ajema-2907	197	5	m.	m.	NOUN
ajema-2907	197	6	,	,	PUNCT
ajema-2907	197	7	&	&	CCONJ
ajema-2907	197	8	patil	patil	PROPN
ajema-2907	197	9	,	,	PUNCT
ajema-2907	197	10	d.	d.	PROPN
ajema-2907	197	11	(	(	PUNCT
ajema-2907	197	12	2023	2023	NUM
ajema-2907	197	13	,	,	PUNCT
ajema-2907	197	14	september	september	PROPN
ajema-2907	197	15	)	)	PUNCT
ajema-2907	197	16	.	.	PUNCT
ajema-2907	198	1	machine	machine	NOUN
ajema-2907	198	2	learning	learning	NOUN
ajema-2907	198	3	based	base	VERB
ajema-2907	198	4	brain	brain	NOUN
ajema-2907	198	5	tumor	tumor	NOUN
ajema-2907	198	6	detection	detection	NOUN
ajema-2907	198	7	using	use	VERB
ajema-2907	198	8	transfer	transfer	NOUN
ajema-2907	198	9	learning	learning	NOUN
ajema-2907	198	10	.	.	PUNCT
ajema-2907	199	1	in	in	ADP
ajema-2907	199	2	2023	2023	NUM
ajema-2907	199	3	international	international	ADJ
ajema-2907	199	4	conference	conference	NOUN
ajema-2907	199	5	on	on	ADP
ajema-2907	199	6	artificial	artificial	ADJ
ajema-2907	199	7	intelligence	intelligence	NOUN
ajema-2907	199	8	science	science	NOUN
ajema-2907	199	9	and	and	CCONJ
ajema-2907	199	10	applications	application	NOUN
ajema-2907	199	11	in	in	ADP
ajema-2907	199	12	industry	industry	NOUN
ajema-2907	199	13	and	and	CCONJ
ajema-2907	199	14	society	society	NOUN
ajema-2907	199	15	(	(	PUNCT
ajema-2907	199	16	caisais	caisais	PROPN
ajema-2907	199	17	)	)	PUNCT
ajema-2907	199	18	(	(	PUNCT
ajema-2907	199	19	pp	pp	ADV
ajema-2907	199	20	.	.	PUNCT
ajema-2907	200	1	1–6	1–6	NUM
ajema-2907	200	2	)	)	PUNCT
ajema-2907	200	3	.	.	PUNCT
ajema-2907	201	1	ieee	ieee	PROPN
ajema-2907	201	2	.	.	PUNCT
ajema-2907	202	1	10	10	NUM
ajema-2907	202	2	.	.	PUNCT
ajema-2907	202	3	gadhiya	gadhiya	NOUN
ajema-2907	202	4	,	,	PUNCT
ajema-2907	202	5	y.	y.	PROPN
ajema-2907	202	6	(	(	PUNCT
ajema-2907	202	7	2019	2019	NUM
ajema-2907	202	8	)	)	PUNCT
ajema-2907	202	9	.	.	PUNCT
ajema-2907	203	1	data	data	PROPN
ajema-2907	203	2	privacy	privacy	NOUN
ajema-2907	203	3	and	and	CCONJ
ajema-2907	203	4	ethics	ethic	NOUN
ajema-2907	203	5	in	in	ADP
ajema-2907	203	6	occupational	occupational	ADJ
ajema-2907	203	7	health	health	NOUN
ajema-2907	203	8	and	and	CCONJ
ajema-2907	203	9	screening	screen	VERB
ajema-2907	203	10	systems	system	NOUN
ajema-2907	203	11	.	.	PUNCT
ajema-2907	204	1	international	international	ADJ
ajema-2907	204	2	journal	journal	PROPN
ajema-2907	204	3	of	of	ADP
ajema-2907	204	4	scientific	scientific	ADJ
ajema-2907	204	5	research	research	NOUN
ajema-2907	204	6	in	in	ADP
ajema-2907	204	7	computer	computer	NOUN
ajema-2907	204	8	science	science	NOUN
ajema-2907	204	9	,	,	PUNCT
ajema-2907	204	10	engineering	engineering	NOUN
ajema-2907	204	11	and	and	CCONJ
ajema-2907	204	12	information	information	NOUN
ajema-2907	204	13	technology	technology	NOUN
ajema-2907	204	14	(	(	PUNCT
ajema-2907	204	15	ijsrcseit	ijsrcseit	PROPN
ajema-2907	204	16	)	)	PUNCT
ajema-2907	204	17	,	,	PUNCT
ajema-2907	204	18	5(4	5(4	NUM
ajema-2907	204	19	)	)	PUNCT
ajema-2907	204	20	,	,	PUNCT
ajema-2907	204	21	331–337	331–337	NUM
ajema-2907	204	22	.	.	PUNCT
ajema-2907	205	1	https://doi.org/10.32628/cseit19522101	https://doi.org/10.32628/cseit19522101	PROPN
ajema-2907	205	2	11	11	NUM
ajema-2907	205	3	.	.	PUNCT
ajema-2907	206	1	rachamala	rachamala	NOUN
ajema-2907	206	2	,	,	PUNCT
ajema-2907	206	3	n.	n.	PROPN
ajema-2907	206	4	r.	r.	PROPN
ajema-2907	206	5	,	,	PUNCT
ajema-2907	206	6	kotha	kotha	PROPN
ajema-2907	206	7	,	,	PUNCT
ajema-2907	206	8	s.	s.	PROPN
ajema-2907	206	9	r.	r.	PROPN
ajema-2907	206	10	,	,	PUNCT
ajema-2907	206	11	&	&	CCONJ
ajema-2907	206	12	talluri	talluri	PROPN
ajema-2907	206	13	,	,	PUNCT
ajema-2907	206	14	m.	m.	NOUN
ajema-2907	206	15	(	(	PUNCT
ajema-2907	206	16	2021	2021	NUM
ajema-2907	206	17	)	)	PUNCT
ajema-2907	206	18	.	.	PUNCT
ajema-2907	207	1	building	build	VERB
ajema-2907	207	2	composable	composable	ADJ
ajema-2907	207	3	microservices	microservice	NOUN
ajema-2907	207	4	for	for	ADP
ajema-2907	207	5	scalable	scalable	ADJ
ajema-2907	207	6	data	data	NOUN
ajema-2907	207	7	-	-	PUNCT
ajema-2907	207	8	driven	drive	VERB
ajema-2907	207	9	applications	application	NOUN
ajema-2907	207	10	.	.	PUNCT
ajema-2907	208	1	international	international	ADJ
ajema-2907	208	2	journal	journal	NOUN
ajema-2907	208	3	of	of	ADP
ajema-2907	208	4	communication	communication	NOUN
ajema-2907	208	5	networks	network	NOUN
ajema-2907	208	6	and	and	CCONJ
ajema-2907	208	7	information	information	NOUN
ajema-2907	208	8	security	security	NOUN
ajema-2907	208	9	(	(	PUNCT
ajema-2907	208	10	ijcnis	ijcnis	PROPN
ajema-2907	208	11	)	)	PUNCT
ajema-2907	208	12	,	,	PUNCT
ajema-2907	208	13	13(3	13(3	NUM
ajema-2907	208	14	)	)	PUNCT
ajema-2907	208	15	,	,	PUNCT
ajema-2907	208	16	534–542	534–542	NUM
ajema-2907	208	17	.	.	NOUN
ajema-2907	208	18	12	12	NUM
ajema-2907	208	19	.	.	PUNCT
ajema-2907	209	1	bandaru	bandaru	PROPN
ajema-2907	209	2	,	,	PUNCT
ajema-2907	209	3	s.	s.	PROPN
ajema-2907	209	4	p.	p.	PROPN
ajema-2907	209	5	,	,	PUNCT
ajema-2907	209	6	gupta	gupta	PROPN
ajema-2907	209	7	lakkimsetty	lakkimsetty	PROPN
ajema-2907	209	8	,	,	PUNCT
ajema-2907	209	9	n.	n.	PROPN
ajema-2907	209	10	v.	v.	PROPN
ajema-2907	209	11	r.	r.	PROPN
ajema-2907	209	12	s.	s.	PROPN
ajema-2907	209	13	c.	c.	PROPN
ajema-2907	209	14	,	,	PUNCT
ajema-2907	209	15	jaiswal	jaiswal	PROPN
ajema-2907	209	16	,	,	PUNCT
ajema-2907	209	17	c.	c.	PROPN
ajema-2907	209	18	,	,	PUNCT
ajema-2907	209	19	kadiyala	kadiyala	PROPN
ajema-2907	209	20	,	,	PUNCT
ajema-2907	209	21	m.	m.	NOUN
ajema-2907	209	22	,	,	PUNCT
ajema-2907	209	23	&	&	CCONJ
ajema-2907	209	24	mahadevan	mahadevan	PROPN
ajema-2907	209	25	,	,	PUNCT
ajema-2907	209	26	g.	g.	PROPN
ajema-2907	209	27	(	(	PUNCT
ajema-2907	209	28	2022	2022	NUM
ajema-2907	209	29	)	)	PUNCT
ajema-2907	209	30	.	.	PUNCT
ajema-2907	210	1	cybersecurity	cybersecurity	NOUN
ajema-2907	210	2	challenges	challenge	NOUN
ajema-2907	210	3	in	in	ADP
ajema-2907	210	4	modern	modern	ADJ
ajema-2907	210	5	software	software	NOUN
ajema-2907	210	6	systems	system	NOUN
ajema-2907	210	7	.	.	PUNCT
ajema-2907	211	1	international	international	ADJ
ajema-2907	211	2	journal	journal	PROPN
ajema-2907	211	3	of	of	ADP
ajema-2907	211	4	https://doi.org/10.32628/ijsrset221201	https://doi.org/10.32628/ijsrset221201	PROPN
ajema-2907	211	5	https://doi.org/10.32628/ijsrset221201	https://doi.org/10.32628/ijsrset221201	PROPN
ajema-2907	212	1	https://doi.org/10.55267/iadt	https://doi.org/10.55267/iadt	NOUN
ajema-2907	212	2	https://doi.org/10.55267/iadt	https://doi.org/10.55267/iadt	NOUN
ajema-2907	213	1	https://doi.org/10.32628/cseit19522101	https://doi.org/10.32628/cseit19522101	PROPN
ajema-2907	213	2	https://doi.org/10.32628/cseit19522101	https://doi.org/10.32628/cseit19522101	PROPN
ajema-2907	213	3	https://doi.org/10.32628/cseit19522101	https://doi.org/10.32628/cseit19522101	PROPN
ajema-2907	213	4	386	386	NUM
ajema-2907	213	5	journal	journal	NOUN
ajema-2907	213	6	of	of	ADP
ajema-2907	213	7	engineering	engineering	NOUN
ajema-2907	213	8	,	,	PUNCT
ajema-2907	213	9	mechanics	mechanic	NOUN
ajema-2907	213	10	and	and	CCONJ
ajema-2907	213	11	architecture	architecture	NOUN
ajema-2907	213	12	www	www	NOUN
ajema-2907	213	13	.	.	PUNCT
ajema-2907	214	1	grnjournal.us	grnjournal.us	X
ajema-2907	214	2	communication	communication	NOUN
ajema-2907	214	3	networks	network	NOUN
ajema-2907	214	4	and	and	CCONJ
ajema-2907	214	5	information	information	NOUN
ajema-2907	214	6	security	security	NOUN
ajema-2907	214	7	(	(	PUNCT
ajema-2907	214	8	ijcnis	ijcnis	PROPN
ajema-2907	214	9	)	)	PUNCT
ajema-2907	214	10	,	,	PUNCT
ajema-2907	214	11	14(1	14(1	NUM
ajema-2907	214	12	)	)	PUNCT
ajema-2907	214	13	,	,	PUNCT
ajema-2907	214	14	332–344	332–344	NUM
ajema-2907	214	15	.	.	PUNCT
ajema-2907	215	1	https://doi.org/10.48047/ijcnis.14.1.332–344	https://doi.org/10.48047/ijcnis.14.1.332–344	PROPN
ajema-2907	215	2	13	13	NUM
ajema-2907	215	3	.	.	PUNCT
ajema-2907	216	1	ux	ux	ADJ
ajema-2907	216	2	optimization	optimization	NOUN
ajema-2907	216	3	techniques	technique	NOUN
ajema-2907	216	4	in	in	ADP
ajema-2907	216	5	insurance	insurance	NOUN
ajema-2907	216	6	mobile	mobile	ADJ
ajema-2907	216	7	applications	application	NOUN
ajema-2907	216	8	.	.	PUNCT
ajema-2907	217	1	(	(	PUNCT
ajema-2907	217	2	2023	2023	NUM
ajema-2907	217	3	)	)	PUNCT
ajema-2907	217	4	.	.	PUNCT
ajema-2907	218	1	international	international	ADJ
ajema-2907	218	2	journal	journal	NOUN
ajema-2907	218	3	of	of	ADP
ajema-2907	218	4	open	open	ADJ
ajema-2907	218	5	publication	publication	NOUN
ajema-2907	218	6	and	and	CCONJ
ajema-2907	218	7	exploration	exploration	NOUN
ajema-2907	218	8	(	(	PUNCT
ajema-2907	218	9	ijope	ijope	NOUN
ajema-2907	218	10	)	)	PUNCT
ajema-2907	218	11	,	,	PUNCT
ajema-2907	218	12	11(2	11(2	X
ajema-2907	218	13	)	)	PUNCT
ajema-2907	218	14	,	,	PUNCT
ajema-2907	218	15	52–57	52–57	NUM
ajema-2907	218	16	.	.	PUNCT
ajema-2907	219	1	14	14	NUM
ajema-2907	219	2	.	.	PUNCT
ajema-2907	219	3	rachamala	rachamala	NOUN
ajema-2907	219	4	,	,	PUNCT
ajema-2907	219	5	n.	n.	PROPN
ajema-2907	219	6	r.	r.	PROPN
ajema-2907	219	7	(	(	PUNCT
ajema-2907	219	8	2021	2021	NUM
ajema-2907	219	9	,	,	PUNCT
ajema-2907	219	10	march	march	PROPN
ajema-2907	219	11	)	)	PUNCT
ajema-2907	219	12	.	.	PUNCT
ajema-2907	220	1	airflow	airflow	NOUN
ajema-2907	220	2	dag	dag	PROPN
ajema-2907	220	3	automation	automation	NOUN
ajema-2907	220	4	in	in	ADP
ajema-2907	220	5	distributed	distribute	VERB
ajema-2907	220	6	etl	etl	NOUN
ajema-2907	220	7	environments	environment	NOUN
ajema-2907	220	8	.	.	PUNCT
ajema-2907	221	1	international	international	ADJ
ajema-2907	221	2	journal	journal	PROPN
ajema-2907	221	3	on	on	ADP
ajema-2907	221	4	recent	recent	ADJ
ajema-2907	221	5	and	and	CCONJ
ajema-2907	221	6	innovation	innovation	NOUN
ajema-2907	221	7	trends	trend	NOUN
ajema-2907	221	8	in	in	ADP
ajema-2907	221	9	computing	computing	NOUN
ajema-2907	221	10	and	and	CCONJ
ajema-2907	221	11	communication	communication	NOUN
ajema-2907	221	12	,	,	PUNCT
ajema-2907	221	13	9(3	9(3	NUM
ajema-2907	221	14	)	)	PUNCT
ajema-2907	221	15	,	,	PUNCT
ajema-2907	221	16	87–91	87–91	NUM
ajema-2907	221	17	.	.	PUNCT
ajema-2907	222	1	https://doi.org/10.17762/ijritcc.v9i3.11707	https://doi.org/10.17762/ijritcc.v9i3.11707	NOUN
ajema-2907	222	2	15	15	NUM
ajema-2907	222	3	.	.	PUNCT
ajema-2907	222	4	gadhiya	gadhiya	NOUN
ajema-2907	222	5	,	,	PUNCT
ajema-2907	222	6	y.	y.	NOUN
ajema-2907	222	7	(	(	PUNCT
ajema-2907	222	8	2021	2021	NUM
ajema-2907	222	9	)	)	PUNCT
ajema-2907	222	10	.	.	PUNCT
ajema-2907	223	1	building	build	VERB
ajema-2907	223	2	predictive	predictive	ADJ
ajema-2907	223	3	systems	system	NOUN
ajema-2907	223	4	for	for	ADP
ajema-2907	223	5	workforce	workforce	NOUN
ajema-2907	223	6	compliance	compliance	NOUN
ajema-2907	223	7	with	with	ADP
ajema-2907	223	8	regulatory	regulatory	ADJ
ajema-2907	223	9	mandates	mandate	NOUN
ajema-2907	223	10	.	.	PUNCT
ajema-2907	224	1	international	international	ADJ
ajema-2907	224	2	journal	journal	PROPN
ajema-2907	224	3	of	of	ADP
ajema-2907	224	4	scientific	scientific	ADJ
ajema-2907	224	5	research	research	NOUN
ajema-2907	224	6	in	in	ADP
ajema-2907	224	7	computer	computer	NOUN
ajema-2907	224	8	science	science	NOUN
ajema-2907	224	9	,	,	PUNCT
ajema-2907	224	10	engineering	engineering	NOUN
ajema-2907	224	11	and	and	CCONJ
ajema-2907	224	12	information	information	NOUN
ajema-2907	224	13	technology	technology	NOUN
ajema-2907	224	14	(	(	PUNCT
ajema-2907	224	15	ijsrcseit	ijsrcseit	PROPN
ajema-2907	224	16	)	)	PUNCT
ajema-2907	224	17	,	,	PUNCT
ajema-2907	224	18	7(5	7(5	NUM
ajema-2907	224	19	)	)	PUNCT
ajema-2907	224	20	,	,	PUNCT
ajema-2907	224	21	138–146	138–146	NUM
ajema-2907	224	22	.	.	PUNCT
ajema-2907	225	1	16	16	NUM
ajema-2907	225	2	.	.	PUNCT
ajema-2907	226	1	rele	rele	PROPN
ajema-2907	226	2	,	,	PUNCT
ajema-2907	226	3	m.	m.	NOUN
ajema-2907	226	4	,	,	PUNCT
ajema-2907	226	5	&	&	CCONJ
ajema-2907	226	6	patil	patil	PROPN
ajema-2907	226	7	,	,	PUNCT
ajema-2907	226	8	d.	d.	PROPN
ajema-2907	226	9	(	(	PUNCT
ajema-2907	226	10	2023	2023	NUM
ajema-2907	226	11	,	,	PUNCT
ajema-2907	226	12	july	july	PROPN
ajema-2907	226	13	)	)	PUNCT
ajema-2907	226	14	.	.	PUNCT
ajema-2907	227	1	multimodal	multimodal	NOUN
ajema-2907	227	2	healthcare	healthcare	NOUN
ajema-2907	227	3	using	use	VERB
ajema-2907	227	4	artificial	artificial	ADJ
ajema-2907	227	5	intelligence	intelligence	NOUN
ajema-2907	227	6	.	.	PUNCT
ajema-2907	228	1	in	in	ADP
ajema-2907	228	2	2023	2023	NUM
ajema-2907	228	3	14th	14th	ADJ
ajema-2907	228	4	international	international	ADJ
ajema-2907	228	5	conference	conference	NOUN
ajema-2907	228	6	on	on	ADP
ajema-2907	228	7	computing	compute	VERB
ajema-2907	228	8	communication	communication	NOUN
ajema-2907	228	9	and	and	CCONJ
ajema-2907	228	10	networking	networking	NOUN
ajema-2907	228	11	technologies	technology	NOUN
ajema-2907	228	12	(	(	PUNCT
ajema-2907	228	13	icccnt	icccnt	ADJ
ajema-2907	228	14	)	)	PUNCT
ajema-2907	228	15	(	(	PUNCT
ajema-2907	228	16	pp	pp	ADV
ajema-2907	228	17	.	.	PUNCT
ajema-2907	229	1	1–6	1–6	NUM
ajema-2907	229	2	)	)	PUNCT
ajema-2907	229	3	.	.	PUNCT
ajema-2907	230	1	ieee	ieee	PROPN
ajema-2907	230	2	.	.	PUNCT
ajema-2907	231	1	17	17	NUM
ajema-2907	231	2	.	.	PUNCT
ajema-2907	232	1	kotha	kotha	PROPN
ajema-2907	232	2	,	,	PUNCT
ajema-2907	232	3	s.	s.	PROPN
ajema-2907	232	4	r.	r.	PROPN
ajema-2907	232	5	(	(	PUNCT
ajema-2907	232	6	2023	2023	NUM
ajema-2907	232	7	)	)	PUNCT
ajema-2907	232	8	.	.	PUNCT
ajema-2907	233	1	ai	ai	VERB
ajema-2907	233	2	-	-	PUNCT
ajema-2907	233	3	driven	drive	VERB
ajema-2907	233	4	data	datum	NOUN
ajema-2907	233	5	enrichment	enrichment	NOUN
ajema-2907	233	6	pipelines	pipeline	NOUN
ajema-2907	233	7	in	in	ADP
ajema-2907	233	8	enterprise	enterprise	NOUN
ajema-2907	233	9	shipping	shipping	NOUN
ajema-2907	233	10	and	and	CCONJ
ajema-2907	233	11	logistics	logistic	NOUN
ajema-2907	233	12	system	system	NOUN
ajema-2907	233	13	.	.	PUNCT
ajema-2907	234	1	journal	journal	NOUN
ajema-2907	234	2	of	of	ADP
ajema-2907	234	3	computational	computational	ADJ
ajema-2907	234	4	analysis	analysis	NOUN
ajema-2907	234	5	and	and	CCONJ
ajema-2907	234	6	applications	application	NOUN
ajema-2907	234	7	(	(	PUNCT
ajema-2907	234	8	jocaaa	jocaaa	NOUN
ajema-2907	234	9	)	)	PUNCT
ajema-2907	234	10	,	,	PUNCT
ajema-2907	234	11	31(4	31(4	NUM
ajema-2907	234	12	)	)	PUNCT
ajema-2907	234	13	,	,	PUNCT
ajema-2907	234	14	1590–1604	1590–1604	NUM
ajema-2907	234	15	.	.	NOUN
ajema-2907	234	16	18	18	NUM
ajema-2907	234	17	.	.	X
ajema-2907	234	18	rachamala	rachamala	NOUN
ajema-2907	234	19	,	,	PUNCT
ajema-2907	234	20	n.	n.	PROPN
ajema-2907	234	21	r.	r.	PROPN
ajema-2907	234	22	(	(	PUNCT
ajema-2907	234	23	2023	2023	NUM
ajema-2907	234	24	,	,	PUNCT
ajema-2907	234	25	june	june	PROPN
ajema-2907	234	26	)	)	PUNCT
ajema-2907	234	27	.	.	PUNCT
ajema-2907	235	1	case	case	NOUN
ajema-2907	235	2	study	study	NOUN
ajema-2907	235	3	:	:	PUNCT
ajema-2907	235	4	migrating	migrate	VERB
ajema-2907	235	5	financial	financial	ADJ
ajema-2907	235	6	data	datum	NOUN
ajema-2907	235	7	to	to	ADP
ajema-2907	235	8	aws	aws	PROPN
ajema-2907	235	9	redshift	redshift	NOUN
ajema-2907	235	10	and	and	CCONJ
ajema-2907	235	11	athena	athena	NOUN
ajema-2907	235	12	.	.	PUNCT
ajema-2907	236	1	international	international	ADJ
ajema-2907	236	2	journal	journal	PROPN
ajema-2907	236	3	of	of	ADP
ajema-2907	236	4	open	open	ADJ
ajema-2907	236	5	publication	publication	NOUN
ajema-2907	236	6	and	and	CCONJ
ajema-2907	236	7	exploration	exploration	NOUN
ajema-2907	236	8	(	(	PUNCT
ajema-2907	236	9	ijope	ijope	NOUN
ajema-2907	236	10	)	)	PUNCT
ajema-2907	236	11	,	,	PUNCT
ajema-2907	236	12	11(1	11(1	NUM
ajema-2907	236	13	)	)	PUNCT
ajema-2907	236	14	,	,	PUNCT
ajema-2907	236	15	67–76	67–76	NOUN
ajema-2907	236	16	.	.	PUNCT
ajema-2907	237	1	19	19	NUM
ajema-2907	237	2	.	.	PUNCT
ajema-2907	237	3	gadhiya	gadhiya	NOUN
ajema-2907	237	4	,	,	PUNCT
ajema-2907	237	5	y.	y.	PROPN
ajema-2907	237	6	(	(	PUNCT
ajema-2907	237	7	2022	2022	NUM
ajema-2907	237	8	)	)	PUNCT
ajema-2907	237	9	.	.	PUNCT
ajema-2907	238	1	leveraging	leverage	VERB
ajema-2907	238	2	predictive	predictive	ADJ
ajema-2907	238	3	analytics	analytic	NOUN
ajema-2907	238	4	to	to	PART
ajema-2907	238	5	mitigate	mitigate	VERB
ajema-2907	238	6	risks	risk	NOUN
ajema-2907	238	7	in	in	ADP
ajema-2907	238	8	drug	drug	NOUN
ajema-2907	238	9	and	and	CCONJ
ajema-2907	238	10	alcohol	alcohol	NOUN
ajema-2907	238	11	testing	testing	NOUN
ajema-2907	238	12	.	.	PUNCT
ajema-2907	239	1	international	international	ADJ
ajema-2907	239	2	journal	journal	NOUN
ajema-2907	239	3	of	of	ADP
ajema-2907	239	4	intelligent	intelligent	ADJ
ajema-2907	239	5	systems	system	NOUN
ajema-2907	239	6	and	and	CCONJ
ajema-2907	239	7	applications	application	NOUN
ajema-2907	239	8	in	in	ADP
ajema-2907	239	9	engineering	engineering	NOUN
ajema-2907	239	10	,	,	PUNCT
ajema-2907	239	11	10(3	10(3	NUM
ajema-2907	239	12	)	)	PUNCT
ajema-2907	239	13	,	,	PUNCT
ajema-2907	239	14	521–.	521–.	NUM
ajema-2907	239	15	20	20	NUM
ajema-2907	239	16	.	.	PUNCT
ajema-2907	240	1	mahadevan	mahadevan	PROPN
ajema-2907	240	2	,	,	PUNCT
ajema-2907	240	3	g.	g.	PROPN
ajema-2907	240	4	(	(	PUNCT
ajema-2907	240	5	2021	2021	NUM
ajema-2907	240	6	)	)	PUNCT
ajema-2907	240	7	.	.	PUNCT
ajema-2907	241	1	ai	ai	VERB
ajema-2907	241	2	and	and	CCONJ
ajema-2907	241	3	machine	machine	NOUN
ajema-2907	241	4	learning	learning	NOUN
ajema-2907	241	5	in	in	ADP
ajema-2907	241	6	retail	retail	ADJ
ajema-2907	241	7	tech	tech	NOUN
ajema-2907	241	8	:	:	PUNCT
ajema-2907	241	9	enhancing	enhance	VERB
ajema-2907	241	10	customer	customer	NOUN
ajema-2907	241	11	insights	insight	NOUN
ajema-2907	241	12	.	.	PUNCT
ajema-2907	242	1	international	international	ADJ
ajema-2907	242	2	journal	journal	NOUN
ajema-2907	242	3	of	of	ADP
ajema-2907	242	4	computer	computer	NOUN
ajema-2907	242	5	science	science	NOUN
ajema-2907	242	6	and	and	CCONJ
ajema-2907	242	7	mobile	mobile	NOUN
ajema-2907	242	8	computing	computing	NOUN
ajema-2907	242	9	,	,	PUNCT
ajema-2907	242	10	10	10	NUM
ajema-2907	242	11	,	,	PUNCT
ajema-2907	242	12	71–84	71–84	NOUN
ajema-2907	242	13	.	.	PUNCT
ajema-2907	243	1	https://doi.org/10.47760/ijcsmc.2021.v10i11.009	https://doi.org/10.47760/ijcsmc.2021.v10i11.009	PROPN
ajema-2907	243	2	https://doi.org/10.17762/ijritcc.v9i3.11707	https://doi.org/10.17762/ijritcc.v9i3.11707	NOUN
ajema-2907	243	3	https://doi.org/10.17762/ijritcc.v9i3.11707	https://doi.org/10.17762/ijritcc.v9i3.11707	NOUN