id	sid	tid	token	lemma	pos
american_scientific_journal-12038	1	1	206	206	NUM
american_scientific_journal-12038	1	2	american	american	ADJ
american_scientific_journal-12038	1	3	academic	academic	ADJ
american_scientific_journal-12038	1	4	scientific	scientific	ADJ
american_scientific_journal-12038	1	5	research	research	NOUN
american_scientific_journal-12038	1	6	journal	journal	NOUN
american_scientific_journal-12038	1	7	for	for	ADP
american_scientific_journal-12038	1	8	engineering	engineering	NOUN
american_scientific_journal-12038	1	9	,	,	PUNCT
american_scientific_journal-12038	1	10	technology	technology	NOUN
american_scientific_journal-12038	1	11	,	,	PUNCT
american_scientific_journal-12038	1	12	and	and	CCONJ
american_scientific_journal-12038	1	13	sciences	sciences	PROPN
american_scientific_journal-12038	1	14	issn	issn	PROPN
american_scientific_journal-12038	1	15	(	(	PUNCT
american_scientific_journal-12038	1	16	print	print	NOUN
american_scientific_journal-12038	1	17	)	)	PUNCT
american_scientific_journal-12038	1	18	2313	2313	NUM
american_scientific_journal-12038	1	19	-	-	SYM
american_scientific_journal-12038	1	20	4410	4410	NUM
american_scientific_journal-12038	1	21	,	,	PUNCT
american_scientific_journal-12038	1	22	issn	issn	PROPN
american_scientific_journal-12038	1	23	(	(	PUNCT
american_scientific_journal-12038	1	24	online	online	ADJ
american_scientific_journal-12038	1	25	)	)	PUNCT
american_scientific_journal-12038	1	26	2313	2313	NUM
american_scientific_journal-12038	1	27	-	-	SYM
american_scientific_journal-12038	1	28	4402	4402	NUM
american_scientific_journal-12038	1	29	https://asrjetsjournal.org/index.php/american_scientific_journal/index	https://asrjetsjournal.org/index.php/american_scientific_journal/index	NOUN
american_scientific_journal-12038	1	30	reliability	reliability	NOUN
american_scientific_journal-12038	1	31	models	model	NOUN
american_scientific_journal-12038	1	32	in	in	ADP
american_scientific_journal-12038	1	33	automated	automate	VERB
american_scientific_journal-12038	1	34	release	release	NOUN
american_scientific_journal-12038	1	35	cycles	cycle	NOUN
american_scientific_journal-12038	1	36	nikita	nikita	PROPN
american_scientific_journal-12038	1	37	romm	romm	PROPN
american_scientific_journal-12038	1	38	*	*	PUNCT
american_scientific_journal-12038	1	39	senior	senior	ADJ
american_scientific_journal-12038	1	40	staff	staff	NOUN
american_scientific_journal-12038	1	41	devops	devop	NOUN
american_scientific_journal-12038	1	42	engineer	engineer	NOUN
american_scientific_journal-12038	1	43	,	,	PUNCT
american_scientific_journal-12038	1	44	palo	palo	PROPN
american_scientific_journal-12038	1	45	alto	alto	PROPN
american_scientific_journal-12038	1	46	networks	network	NOUN
american_scientific_journal-12038	1	47	,	,	PUNCT
american_scientific_journal-12038	1	48	tel	tel	PROPN
american_scientific_journal-12038	1	49	aviv	aviv	PROPN
american_scientific_journal-12038	1	50	,	,	PUNCT
american_scientific_journal-12038	1	51	israel	israel	PROPN
american_scientific_journal-12038	1	52	email	email	NOUN
american_scientific_journal-12038	1	53	:	:	PUNCT
american_scientific_journal-12038	1	54	nikitaromm@gmail.com	nikitaromm@gmail.com	X
american_scientific_journal-12038	2	1	abstract	abstract	ADJ
american_scientific_journal-12038	2	2	this	this	DET
american_scientific_journal-12038	2	3	article	article	NOUN
american_scientific_journal-12038	2	4	presents	present	VERB
american_scientific_journal-12038	2	5	an	an	DET
american_scientific_journal-12038	2	6	analysis	analysis	NOUN
american_scientific_journal-12038	2	7	of	of	ADP
american_scientific_journal-12038	2	8	existing	exist	VERB
american_scientific_journal-12038	2	9	reliability	reliability	NOUN
american_scientific_journal-12038	2	10	assurance	assurance	NOUN
american_scientific_journal-12038	2	11	models	model	NOUN
american_scientific_journal-12038	2	12	within	within	ADP
american_scientific_journal-12038	2	13	automated	automate	VERB
american_scientific_journal-12038	2	14	release	release	NOUN
american_scientific_journal-12038	2	15	cycles	cycle	NOUN
american_scientific_journal-12038	2	16	(	(	PUNCT
american_scientific_journal-12038	2	17	ci	ci	NOUN
american_scientific_journal-12038	2	18	/	/	SYM
american_scientific_journal-12038	2	19	cd	cd	PROPN
american_scientific_journal-12038	2	20	)	)	PUNCT
american_scientific_journal-12038	2	21	,	,	PUNCT
american_scientific_journal-12038	2	22	covering	cover	VERB
american_scientific_journal-12038	2	23	a	a	DET
american_scientific_journal-12038	2	24	spectrum	spectrum	NOUN
american_scientific_journal-12038	2	25	from	from	ADP
american_scientific_journal-12038	2	26	classical	classical	ADJ
american_scientific_journal-12038	2	27	rule	rule	NOUN
american_scientific_journal-12038	2	28	-	-	PUNCT
american_scientific_journal-12038	2	29	based	base	VERB
american_scientific_journal-12038	2	30	and	and	CCONJ
american_scientific_journal-12038	2	31	monitoring	monitoring	NOUN
american_scientific_journal-12038	2	32	-	-	PUNCT
american_scientific_journal-12038	2	33	oriented	orient	VERB
american_scientific_journal-12038	2	34	approaches	approach	NOUN
american_scientific_journal-12038	2	35	to	to	ADP
american_scientific_journal-12038	2	36	modern	modern	ADJ
american_scientific_journal-12038	2	37	ai	ai	ADJ
american_scientific_journal-12038	2	38	-	-	PUNCT
american_scientific_journal-12038	2	39	accelerated	accelerate	VERB
american_scientific_journal-12038	2	40	aiops	aiop	NOUN
american_scientific_journal-12038	2	41	solutions	solution	NOUN
american_scientific_journal-12038	2	42	.	.	PUNCT
american_scientific_journal-12038	3	1	based	base	VERB
american_scientific_journal-12038	3	2	on	on	ADP
american_scientific_journal-12038	3	3	a	a	DET
american_scientific_journal-12038	3	4	comprehensive	comprehensive	ADJ
american_scientific_journal-12038	3	5	literature	literature	NOUN
american_scientific_journal-12038	3	6	review	review	NOUN
american_scientific_journal-12038	3	7	,	,	PUNCT
american_scientific_journal-12038	3	8	the	the	DET
american_scientific_journal-12038	3	9	study	study	NOUN
american_scientific_journal-12038	3	10	outlines	outline	VERB
american_scientific_journal-12038	3	11	a	a	DET
american_scientific_journal-12038	3	12	conceptual	conceptual	ADJ
american_scientific_journal-12038	3	13	architecture	architecture	NOUN
american_scientific_journal-12038	3	14	for	for	ADP
american_scientific_journal-12038	3	15	an	an	DET
american_scientific_journal-12038	3	16	ai	ai	NOUN
american_scientific_journal-12038	3	17	orchestration	orchestration	NOUN
american_scientific_journal-12038	3	18	layer	layer	NOUN
american_scientific_journal-12038	3	19	that	that	PRON
american_scientific_journal-12038	3	20	integrates	integrate	VERB
american_scientific_journal-12038	3	21	data	datum	NOUN
american_scientific_journal-12038	3	22	collection	collection	NOUN
american_scientific_journal-12038	3	23	,	,	PUNCT
american_scientific_journal-12038	3	24	predictive	predictive	ADJ
american_scientific_journal-12038	3	25	analytics	analytic	NOUN
american_scientific_journal-12038	3	26	,	,	PUNCT
american_scientific_journal-12038	3	27	automated	automate	VERB
american_scientific_journal-12038	3	28	self	self	NOUN
american_scientific_journal-12038	3	29	-	-	PUNCT
american_scientific_journal-12038	3	30	healing	healing	NOUN
american_scientific_journal-12038	3	31	,	,	PUNCT
american_scientific_journal-12038	3	32	and	and	CCONJ
american_scientific_journal-12038	3	33	continuous	continuous	ADJ
american_scientific_journal-12038	3	34	retraining	retraining	NOUN
american_scientific_journal-12038	3	35	of	of	ADP
american_scientific_journal-12038	3	36	ml	ml	NOUN
american_scientific_journal-12038	3	37	modules	module	NOUN
american_scientific_journal-12038	3	38	.	.	PUNCT
american_scientific_journal-12038	4	1	it	it	PRON
american_scientific_journal-12038	4	2	is	be	AUX
american_scientific_journal-12038	4	3	demonstrated	demonstrate	VERB
american_scientific_journal-12038	4	4	that	that	SCONJ
american_scientific_journal-12038	4	5	implementing	implement	VERB
american_scientific_journal-12038	4	6	the	the	DET
american_scientific_journal-12038	4	7	proposed	propose	VERB
american_scientific_journal-12038	4	8	model	model	NOUN
american_scientific_journal-12038	4	9	reduces	reduce	VERB
american_scientific_journal-12038	4	10	mean	mean	NOUN
american_scientific_journal-12038	4	11	time	time	NOUN
american_scientific_journal-12038	4	12	to	to	ADP
american_scientific_journal-12038	4	13	detection	detection	NOUN
american_scientific_journal-12038	4	14	(	(	PUNCT
american_scientific_journal-12038	4	15	mttd	mttd	NOUN
american_scientific_journal-12038	4	16	)	)	PUNCT
american_scientific_journal-12038	4	17	,	,	PUNCT
american_scientific_journal-12038	4	18	decreases	decrease	NOUN
american_scientific_journal-12038	4	19	mean	mean	VERB
american_scientific_journal-12038	4	20	time	time	NOUN
american_scientific_journal-12038	4	21	to	to	ADP
american_scientific_journal-12038	4	22	recovery	recovery	NOUN
american_scientific_journal-12038	4	23	(	(	PUNCT
american_scientific_journal-12038	4	24	mttr	mttr	NOUN
american_scientific_journal-12038	4	25	)	)	PUNCT
american_scientific_journal-12038	4	26	,	,	PUNCT
american_scientific_journal-12038	4	27	and	and	CCONJ
american_scientific_journal-12038	4	28	increases	increase	VERB
american_scientific_journal-12038	4	29	release	release	NOUN
american_scientific_journal-12038	4	30	frequency	frequency	NOUN
american_scientific_journal-12038	4	31	compared	compare	VERB
american_scientific_journal-12038	4	32	to	to	ADP
american_scientific_journal-12038	4	33	traditional	traditional	ADJ
american_scientific_journal-12038	4	34	practices	practice	NOUN
american_scientific_journal-12038	4	35	.	.	PUNCT
american_scientific_journal-12038	5	1	the	the	DET
american_scientific_journal-12038	5	2	paper	paper	NOUN
american_scientific_journal-12038	5	3	also	also	ADV
american_scientific_journal-12038	5	4	discusses	discuss	VERB
american_scientific_journal-12038	5	5	key	key	ADJ
american_scientific_journal-12038	5	6	aspects	aspect	NOUN
american_scientific_journal-12038	5	7	of	of	ADP
american_scientific_journal-12038	5	8	ml	ml	NOUN
american_scientific_journal-12038	5	9	model	model	NOUN
american_scientific_journal-12038	5	10	version	version	NOUN
american_scientific_journal-12038	5	11	management	management	NOUN
american_scientific_journal-12038	5	12	,	,	PUNCT
american_scientific_journal-12038	5	13	explainable	explainable	ADJ
american_scientific_journal-12038	5	14	ai	ai	NOUN
american_scientific_journal-12038	5	15	,	,	PUNCT
american_scientific_journal-12038	5	16	and	and	CCONJ
american_scientific_journal-12038	5	17	potential	potential	ADJ
american_scientific_journal-12038	5	18	directions	direction	NOUN
american_scientific_journal-12038	5	19	for	for	ADP
american_scientific_journal-12038	5	20	future	future	ADJ
american_scientific_journal-12038	5	21	research	research	NOUN
american_scientific_journal-12038	5	22	.	.	PUNCT
american_scientific_journal-12038	6	1	the	the	DET
american_scientific_journal-12038	6	2	insights	insight	NOUN
american_scientific_journal-12038	6	3	regarding	regard	VERB
american_scientific_journal-12038	6	4	reliability	reliability	NOUN
american_scientific_journal-12038	6	5	models	model	NOUN
american_scientific_journal-12038	6	6	in	in	ADP
american_scientific_journal-12038	6	7	automated	automate	VERB
american_scientific_journal-12038	6	8	release	release	NOUN
american_scientific_journal-12038	6	9	cycles	cycle	NOUN
american_scientific_journal-12038	6	10	will	will	AUX
american_scientific_journal-12038	6	11	be	be	AUX
american_scientific_journal-12038	6	12	of	of	ADP
american_scientific_journal-12038	6	13	interest	interest	NOUN
american_scientific_journal-12038	6	14	to	to	ADP
american_scientific_journal-12038	6	15	devops	devop	NOUN
american_scientific_journal-12038	6	16	engineers	engineer	NOUN
american_scientific_journal-12038	6	17	and	and	CCONJ
american_scientific_journal-12038	6	18	software	software	NOUN
american_scientific_journal-12038	6	19	reliability	reliability	NOUN
american_scientific_journal-12038	6	20	specialists	specialist	NOUN
american_scientific_journal-12038	6	21	applying	apply	VERB
american_scientific_journal-12038	6	22	stochastic	stochastic	ADJ
american_scientific_journal-12038	6	23	methods	method	NOUN
american_scientific_journal-12038	6	24	and	and	CCONJ
american_scientific_journal-12038	6	25	formal	formal	ADJ
american_scientific_journal-12038	6	26	verification	verification	NOUN
american_scientific_journal-12038	6	27	techniques	technique	NOUN
american_scientific_journal-12038	6	28	to	to	PART
american_scientific_journal-12038	6	29	minimize	minimize	VERB
american_scientific_journal-12038	6	30	risks	risk	NOUN
american_scientific_journal-12038	6	31	during	during	ADP
american_scientific_journal-12038	6	32	continuous	continuous	ADJ
american_scientific_journal-12038	6	33	deployment	deployment	NOUN
american_scientific_journal-12038	6	34	.	.	PUNCT
american_scientific_journal-12038	7	1	the	the	DET
american_scientific_journal-12038	7	2	material	material	NOUN
american_scientific_journal-12038	7	3	will	will	AUX
american_scientific_journal-12038	7	4	also	also	ADV
american_scientific_journal-12038	7	5	be	be	AUX
american_scientific_journal-12038	7	6	valuable	valuable	ADJ
american_scientific_journal-12038	7	7	for	for	ADP
american_scientific_journal-12038	7	8	researchers	researcher	NOUN
american_scientific_journal-12038	7	9	and	and	CCONJ
american_scientific_journal-12038	7	10	graduate	graduate	ADJ
american_scientific_journal-12038	7	11	students	student	NOUN
american_scientific_journal-12038	7	12	in	in	ADP
american_scientific_journal-12038	7	13	the	the	DET
american_scientific_journal-12038	7	14	field	field	NOUN
american_scientific_journal-12038	7	15	of	of	ADP
american_scientific_journal-12038	7	16	distributed	distribute	VERB
american_scientific_journal-12038	7	17	microservice	microservice	NOUN
american_scientific_journal-12038	7	18	architecture	architecture	NOUN
american_scientific_journal-12038	7	19	resilience	resilience	NOUN
american_scientific_journal-12038	7	20	,	,	PUNCT
american_scientific_journal-12038	7	21	particularly	particularly	ADV
american_scientific_journal-12038	7	22	those	those	PRON
american_scientific_journal-12038	7	23	working	work	VERB
american_scientific_journal-12038	7	24	on	on	ADP
american_scientific_journal-12038	7	25	integrating	integrate	VERB
american_scientific_journal-12038	7	26	bayesian	bayesian	NOUN
american_scientific_journal-12038	7	27	predictive	predictive	ADJ
american_scientific_journal-12038	7	28	models	model	NOUN
american_scientific_journal-12038	7	29	with	with	ADP
american_scientific_journal-12038	7	30	the	the	DET
american_scientific_journal-12038	7	31	formalization	formalization	NOUN
american_scientific_journal-12038	7	32	of	of	ADP
american_scientific_journal-12038	7	33	service	service	NOUN
american_scientific_journal-12038	7	34	level	level	NOUN
american_scientific_journal-12038	7	35	agreements	agreement	NOUN
american_scientific_journal-12038	7	36	(	(	PUNCT
american_scientific_journal-12038	7	37	sla	sla	PROPN
american_scientific_journal-12038	7	38	)	)	PUNCT
american_scientific_journal-12038	7	39	within	within	ADP
american_scientific_journal-12038	7	40	devsecops	devsecop	NOUN
american_scientific_journal-12038	7	41	processes	process	NOUN
american_scientific_journal-12038	7	42	.	.	PUNCT
american_scientific_journal-12038	8	1	keywords	keyword	NOUN
american_scientific_journal-12038	8	2	:	:	PUNCT
american_scientific_journal-12038	8	3	ci	ci	NOUN
american_scientific_journal-12038	8	4	/	/	SYM
american_scientific_journal-12038	8	5	cd	cd	PROPN
american_scientific_journal-12038	8	6	;	;	PUNCT
american_scientific_journal-12038	8	7	devops	devop	NOUN
american_scientific_journal-12038	8	8	;	;	PUNCT
american_scientific_journal-12038	8	9	aiops	aiop	NOUN
american_scientific_journal-12038	8	10	;	;	PUNCT
american_scientific_journal-12038	8	11	adaptive	adaptive	ADJ
american_scientific_journal-12038	8	12	automation	automation	NOUN
american_scientific_journal-12038	8	13	;	;	PUNCT
american_scientific_journal-12038	8	14	proactive	proactive	ADJ
american_scientific_journal-12038	8	15	reliability	reliability	NOUN
american_scientific_journal-12038	8	16	;	;	PUNCT
american_scientific_journal-12038	8	17	predictive	predictive	ADJ
american_scientific_journal-12038	8	18	analytics	analytic	NOUN
american_scientific_journal-12038	8	19	;	;	PUNCT
american_scientific_journal-12038	8	20	self	self	NOUN
american_scientific_journal-12038	8	21	-	-	PUNCT
american_scientific_journal-12038	8	22	healing	healing	NOUN
american_scientific_journal-12038	8	23	;	;	PUNCT
american_scientific_journal-12038	8	24	ml	ml	ADP
american_scientific_journal-12038	8	25	orchestration	orchestration	NOUN
american_scientific_journal-12038	8	26	;	;	PUNCT
american_scientific_journal-12038	8	27	continuous	continuous	ADJ
american_scientific_journal-12038	8	28	learning	learning	NOUN
american_scientific_journal-12038	8	29	.	.	PUNCT
american_scientific_journal-12038	9	1	-----------------------------------------------------------------------	-----------------------------------------------------------------------	PUNCT
american_scientific_journal-12038	9	2	received	receive	VERB
american_scientific_journal-12038	9	3	:	:	PUNCT
american_scientific_journal-12038	9	4	7/30/2025	7/30/2025	NUM
american_scientific_journal-12038	9	5	accepted	accept	VERB
american_scientific_journal-12038	9	6	:	:	PUNCT
american_scientific_journal-12038	9	7	9/30/2025	9/30/2025	NUM
american_scientific_journal-12038	9	8	published	publish	VERB
american_scientific_journal-12038	9	9	:	:	PUNCT
american_scientific_journal-12038	9	10	10/11/2025	10/11/2025	NUM
american_scientific_journal-12038	9	11	-----------------------------------------------------------------------	-----------------------------------------------------------------------	PUNCT
american_scientific_journal-12038	9	12	*	*	PUNCT
american_scientific_journal-12038	9	13	corresponding	correspond	VERB
american_scientific_journal-12038	9	14	author	author	NOUN
american_scientific_journal-12038	9	15	.	.	PUNCT
american_scientific_journal-12038	10	1	https://asrjetsjournal.org/index.php/american_scientific_journal/index	https://asrjetsjournal.org/index.php/american_scientific_journal/index	PROPN
american_scientific_journal-12038	10	2	mailto:nikitaromm@gmail.com	mailto:nikitaromm@gmail.com	PROPN
american_scientific_journal-12038	11	1	american	american	PROPN
american_scientific_journal-12038	11	2	academic	academic	PROPN
american_scientific_journal-12038	11	3	scientific	scientific	ADJ
american_scientific_journal-12038	11	4	research	research	NOUN
american_scientific_journal-12038	11	5	journal	journal	NOUN
american_scientific_journal-12038	11	6	for	for	ADP
american_scientific_journal-12038	11	7	engineering	engineering	NOUN
american_scientific_journal-12038	11	8	,	,	PUNCT
american_scientific_journal-12038	11	9	technology	technology	NOUN
american_scientific_journal-12038	11	10	,	,	PUNCT
american_scientific_journal-12038	11	11	and	and	CCONJ
american_scientific_journal-12038	11	12	sciences	science	NOUN
american_scientific_journal-12038	11	13	(	(	PUNCT
american_scientific_journal-12038	11	14	asrjets	asrjet	NOUN
american_scientific_journal-12038	11	15	)	)	PUNCT
american_scientific_journal-12038	11	16	volume	volume	NOUN
american_scientific_journal-12038	11	17	103	103	NUM
american_scientific_journal-12038	11	18	,	,	PUNCT
american_scientific_journal-12038	11	19	no	no	DET
american_scientific_journal-12038	11	20	1	1	NUM
american_scientific_journal-12038	11	21	,	,	PUNCT
american_scientific_journal-12038	11	22	pp	pp	ADV
american_scientific_journal-12038	11	23	206	206	NUM
american_scientific_journal-12038	11	24	-	-	SYM
american_scientific_journal-12038	11	25	214	214	NUM
american_scientific_journal-12038	11	26	207	207	NUM
american_scientific_journal-12038	11	27	1.introduction	1.introduction	NUM
american_scientific_journal-12038	11	28	today	today	NOUN
american_scientific_journal-12038	11	29	,	,	PUNCT
american_scientific_journal-12038	11	30	software	software	NOUN
american_scientific_journal-12038	11	31	release	release	NOUN
american_scientific_journal-12038	11	32	timelines	timeline	NOUN
american_scientific_journal-12038	11	33	and	and	CCONJ
american_scientific_journal-12038	11	34	service	service	NOUN
american_scientific_journal-12038	11	35	reliability	reliability	NOUN
american_scientific_journal-12038	11	36	have	have	AUX
american_scientific_journal-12038	11	37	become	become	VERB
american_scientific_journal-12038	11	38	critical	critical	ADJ
american_scientific_journal-12038	11	39	factors	factor	NOUN
american_scientific_journal-12038	11	40	in	in	ADP
american_scientific_journal-12038	11	41	organizational	organizational	ADJ
american_scientific_journal-12038	11	42	competitiveness	competitiveness	NOUN
american_scientific_journal-12038	11	43	.	.	PUNCT
american_scientific_journal-12038	12	1	according	accord	VERB
american_scientific_journal-12038	12	2	to	to	ADP
american_scientific_journal-12038	12	3	estimates	estimate	NOUN
american_scientific_journal-12038	12	4	presented	present	VERB
american_scientific_journal-12038	12	5	in	in	ADP
american_scientific_journal-12038	12	6	[	[	X
american_scientific_journal-12038	12	7	1	1	NUM
american_scientific_journal-12038	12	8	]	]	PUNCT
american_scientific_journal-12038	12	9	,	,	PUNCT
american_scientific_journal-12038	12	10	classical	classical	ADJ
american_scientific_journal-12038	12	11	devops	devop	NOUN
american_scientific_journal-12038	12	12	practices	practice	NOUN
american_scientific_journal-12038	12	13	have	have	AUX
american_scientific_journal-12038	12	14	accelerated	accelerate	VERB
american_scientific_journal-12038	12	15	ci	ci	NOUN
american_scientific_journal-12038	12	16	/	/	SYM
american_scientific_journal-12038	12	17	cd	cd	NOUN
american_scientific_journal-12038	12	18	cycles	cycle	NOUN
american_scientific_journal-12038	12	19	but	but	CCONJ
american_scientific_journal-12038	12	20	fall	fall	VERB
american_scientific_journal-12038	12	21	short	short	ADV
american_scientific_journal-12038	12	22	in	in	ADP
american_scientific_journal-12038	12	23	providing	provide	VERB
american_scientific_journal-12038	12	24	proactive	proactive	ADJ
american_scientific_journal-12038	12	25	management	management	NOUN
american_scientific_journal-12038	12	26	of	of	ADP
american_scientific_journal-12038	12	27	complex	complex	ADJ
american_scientific_journal-12038	12	28	distributed	distribute	VERB
american_scientific_journal-12038	12	29	systems	system	NOUN
american_scientific_journal-12038	12	30	,	,	PUNCT
american_scientific_journal-12038	12	31	particularly	particularly	ADV
american_scientific_journal-12038	12	32	in	in	ADP
american_scientific_journal-12038	12	33	handling	handle	VERB
american_scientific_journal-12038	12	34	dynamic	dynamic	ADJ
american_scientific_journal-12038	12	35	workloads	workload	NOUN
american_scientific_journal-12038	12	36	and	and	CCONJ
american_scientific_journal-12038	12	37	unexpected	unexpected	ADJ
american_scientific_journal-12038	12	38	failures	failure	NOUN
american_scientific_journal-12038	12	39	.	.	PUNCT
american_scientific_journal-12038	13	1	the	the	DET
american_scientific_journal-12038	13	2	available	available	ADJ
american_scientific_journal-12038	13	3	bibliography	bibliography	NOUN
american_scientific_journal-12038	13	4	in	in	ADP
american_scientific_journal-12038	13	5	this	this	DET
american_scientific_journal-12038	13	6	domain	domain	NOUN
american_scientific_journal-12038	13	7	can	can	AUX
american_scientific_journal-12038	13	8	be	be	AUX
american_scientific_journal-12038	13	9	broadly	broadly	ADV
american_scientific_journal-12038	13	10	categorized	categorize	VERB
american_scientific_journal-12038	13	11	into	into	ADP
american_scientific_journal-12038	13	12	several	several	ADJ
american_scientific_journal-12038	13	13	directions	direction	NOUN
american_scientific_journal-12038	13	14	.	.	PUNCT
american_scientific_journal-12038	14	1	first	first	ADV
american_scientific_journal-12038	14	2	,	,	PUNCT
american_scientific_journal-12038	14	3	the	the	DET
american_scientific_journal-12038	14	4	development	development	NOUN
american_scientific_journal-12038	14	5	of	of	ADP
american_scientific_journal-12038	14	6	adaptive	adaptive	ADJ
american_scientific_journal-12038	14	7	systems	system	NOUN
american_scientific_journal-12038	14	8	that	that	PRON
american_scientific_journal-12038	14	9	automatically	automatically	ADV
american_scientific_journal-12038	14	10	configure	configure	VERB
american_scientific_journal-12038	14	11	ci	ci	NOUN
american_scientific_journal-12038	14	12	/	/	SYM
american_scientific_journal-12038	14	13	cd	cd	NOUN
american_scientific_journal-12038	14	14	pipelines	pipeline	NOUN
american_scientific_journal-12038	14	15	and	and	CCONJ
american_scientific_journal-12038	14	16	infrastructure	infrastructure	NOUN
american_scientific_journal-12038	14	17	using	use	VERB
american_scientific_journal-12038	14	18	machine	machine	NOUN
american_scientific_journal-12038	14	19	learning	learning	NOUN
american_scientific_journal-12038	14	20	models	model	NOUN
american_scientific_journal-12038	14	21	;	;	PUNCT
american_scientific_journal-12038	14	22	second	second	X
american_scientific_journal-12038	14	23	,	,	PUNCT
american_scientific_journal-12038	14	24	the	the	DET
american_scientific_journal-12038	14	25	enhancement	enhancement	NOUN
american_scientific_journal-12038	14	26	of	of	ADP
american_scientific_journal-12038	14	27	security	security	NOUN
american_scientific_journal-12038	14	28	guarantees	guarantee	NOUN
american_scientific_journal-12038	14	29	(	(	PUNCT
american_scientific_journal-12038	14	30	devsecops	devsecop	NOUN
american_scientific_journal-12038	14	31	)	)	PUNCT
american_scientific_journal-12038	14	32	through	through	ADP
american_scientific_journal-12038	14	33	predictive	predictive	ADJ
american_scientific_journal-12038	14	34	analytics	analytic	NOUN
american_scientific_journal-12038	14	35	and	and	CCONJ
american_scientific_journal-12038	14	36	automated	automate	VERB
american_scientific_journal-12038	14	37	vulnerability	vulnerability	NOUN
american_scientific_journal-12038	14	38	detection	detection	NOUN
american_scientific_journal-12038	14	39	.	.	PUNCT
american_scientific_journal-12038	15	1	desmond	desmond	PROPN
american_scientific_journal-12038	15	2	o.	o.	PROPN
american_scientific_journal-12038	15	3	c.	c.	PROPN
american_scientific_journal-12038	16	1	[	[	X
american_scientific_journal-12038	16	2	2	2	NUM
american_scientific_journal-12038	16	3	]	]	PUNCT
american_scientific_journal-12038	16	4	,	,	PUNCT
american_scientific_journal-12038	16	5	for	for	ADP
american_scientific_journal-12038	16	6	instance	instance	NOUN
american_scientific_journal-12038	16	7	,	,	PUNCT
american_scientific_journal-12038	16	8	proposes	propose	VERB
american_scientific_journal-12038	16	9	the	the	DET
american_scientific_journal-12038	16	10	concept	concept	NOUN
american_scientific_journal-12038	16	11	of	of	ADP
american_scientific_journal-12038	16	12	proactive	proactive	ADJ
american_scientific_journal-12038	16	13	system	system	NOUN
american_scientific_journal-12038	16	14	reliability	reliability	NOUN
american_scientific_journal-12038	16	15	,	,	PUNCT
american_scientific_journal-12038	16	16	where	where	SCONJ
american_scientific_journal-12038	16	17	ml	ml	NOUN
american_scientific_journal-12038	16	18	models	model	NOUN
american_scientific_journal-12038	16	19	predict	predict	VERB
american_scientific_journal-12038	16	20	potential	potential	ADJ
american_scientific_journal-12038	16	21	failures	failure	NOUN
american_scientific_journal-12038	16	22	before	before	SCONJ
american_scientific_journal-12038	16	23	they	they	PRON
american_scientific_journal-12038	16	24	occur	occur	VERB
american_scientific_journal-12038	16	25	and	and	CCONJ
american_scientific_journal-12038	16	26	automatically	automatically	ADV
american_scientific_journal-12038	16	27	select	select	VERB
american_scientific_journal-12038	16	28	optimal	optimal	ADJ
american_scientific_journal-12038	16	29	environment	environment	NOUN
american_scientific_journal-12038	16	30	configurations	configuration	NOUN
american_scientific_journal-12038	16	31	.	.	PUNCT
american_scientific_journal-12038	17	1	pakalapati	pakalapati	PROPN
american_scientific_journal-12038	17	2	n.	n.	PROPN
american_scientific_journal-12038	17	3	,	,	PUNCT
american_scientific_journal-12038	17	4	venkatasubbu	venkatasubbu	NOUN
american_scientific_journal-12038	17	5	s.	s.	PROPN
american_scientific_journal-12038	17	6	,	,	PUNCT
american_scientific_journal-12038	17	7	and	and	CCONJ
american_scientific_journal-12038	17	8	sistla	sistla	PROPN
american_scientific_journal-12038	17	9	s.	s.	PROPN
american_scientific_journal-12038	17	10	m.	m.	PROPN
american_scientific_journal-12038	17	11	k.	k.	PROPN
american_scientific_journal-12038	18	1	[	[	X
american_scientific_journal-12038	18	2	4	4	X
american_scientific_journal-12038	18	3	]	]	PUNCT
american_scientific_journal-12038	18	4	explore	explore	VERB
american_scientific_journal-12038	18	5	the	the	DET
american_scientific_journal-12038	18	6	integration	integration	NOUN
american_scientific_journal-12038	18	7	of	of	ADP
american_scientific_journal-12038	18	8	security	security	NOUN
american_scientific_journal-12038	18	9	incident	incident	NOUN
american_scientific_journal-12038	18	10	classification	classification	NOUN
american_scientific_journal-12038	18	11	algorithms	algorithm	NOUN
american_scientific_journal-12038	18	12	directly	directly	ADV
american_scientific_journal-12038	18	13	into	into	ADP
american_scientific_journal-12038	18	14	devsecops	devsecop	NOUN
american_scientific_journal-12038	18	15	pipelines	pipeline	NOUN
american_scientific_journal-12038	18	16	,	,	PUNCT
american_scientific_journal-12038	18	17	aiming	aim	VERB
american_scientific_journal-12038	18	18	to	to	PART
american_scientific_journal-12038	18	19	block	block	VERB
american_scientific_journal-12038	18	20	suspicious	suspicious	ADJ
american_scientific_journal-12038	18	21	code	code	NOUN
american_scientific_journal-12038	18	22	changes	change	NOUN
american_scientific_journal-12038	18	23	in	in	ADP
american_scientific_journal-12038	18	24	real	real	ADJ
american_scientific_journal-12038	18	25	-	-	PUNCT
american_scientific_journal-12038	18	26	time	time	NOUN
american_scientific_journal-12038	18	27	and	and	CCONJ
american_scientific_journal-12038	18	28	automatically	automatically	ADV
american_scientific_journal-12038	18	29	generate	generate	VERB
american_scientific_journal-12038	18	30	reports	report	NOUN
american_scientific_journal-12038	18	31	for	for	ADP
american_scientific_journal-12038	18	32	security	security	NOUN
american_scientific_journal-12038	18	33	teams	team	NOUN
american_scientific_journal-12038	18	34	.	.	PUNCT
american_scientific_journal-12038	19	1	bali	bali	PROPN
american_scientific_journal-12038	19	2	m.	m.	PROPN
american_scientific_journal-12038	19	3	k.	k.	PROPN
american_scientific_journal-12038	19	4	and	and	CCONJ
american_scientific_journal-12038	19	5	his	his	PRON
american_scientific_journal-12038	19	6	colleagues	colleague	NOUN
american_scientific_journal-12038	20	1	[	[	X
american_scientific_journal-12038	20	2	5	5	NUM
american_scientific_journal-12038	20	3	]	]	PUNCT
american_scientific_journal-12038	20	4	discuss	discuss	VERB
american_scientific_journal-12038	20	5	an	an	DET
american_scientific_journal-12038	20	6	ai	ai	NOUN
american_scientific_journal-12038	20	7	-	-	PUNCT
american_scientific_journal-12038	20	8	driven	drive	VERB
american_scientific_journal-12038	20	9	devops	devop	NOUN
american_scientific_journal-12038	20	10	transformation	transformation	NOUN
american_scientific_journal-12038	20	11	architecture	architecture	NOUN
american_scientific_journal-12038	20	12	that	that	PRON
american_scientific_journal-12038	20	13	combines	combine	VERB
american_scientific_journal-12038	20	14	deep	deep	ADJ
american_scientific_journal-12038	20	15	learning	learning	NOUN
american_scientific_journal-12038	20	16	techniques	technique	NOUN
american_scientific_journal-12038	20	17	for	for	ADP
american_scientific_journal-12038	20	18	analyzing	analyze	VERB
american_scientific_journal-12038	20	19	build	build	NOUN
american_scientific_journal-12038	20	20	logs	log	NOUN
american_scientific_journal-12038	20	21	with	with	ADP
american_scientific_journal-12038	20	22	resource	resource	NOUN
american_scientific_journal-12038	20	23	optimization	optimization	NOUN
american_scientific_journal-12038	20	24	algorithms	algorithm	NOUN
american_scientific_journal-12038	20	25	for	for	ADP
american_scientific_journal-12038	20	26	microservices	microservice	NOUN
american_scientific_journal-12038	20	27	,	,	PUNCT
american_scientific_journal-12038	20	28	resulting	result	VERB
american_scientific_journal-12038	20	29	in	in	ADP
american_scientific_journal-12038	20	30	a	a	DET
american_scientific_journal-12038	20	31	nearly	nearly	ADV
american_scientific_journal-12038	20	32	30	30	NUM
american_scientific_journal-12038	20	33	%	%	NOUN
american_scientific_journal-12038	20	34	reduction	reduction	NOUN
american_scientific_journal-12038	20	35	in	in	ADP
american_scientific_journal-12038	20	36	incident	incident	NOUN
american_scientific_journal-12038	20	37	recovery	recovery	NOUN
american_scientific_journal-12038	20	38	time	time	NOUN
american_scientific_journal-12038	20	39	compared	compare	VERB
american_scientific_journal-12038	20	40	to	to	ADP
american_scientific_journal-12038	20	41	traditional	traditional	ADJ
american_scientific_journal-12038	20	42	monitoring	monitoring	NOUN
american_scientific_journal-12038	20	43	approaches	approach	NOUN
american_scientific_journal-12038	20	44	.	.	PUNCT
american_scientific_journal-12038	21	1	oyeniran	oyeniran	PROPN
american_scientific_journal-12038	21	2	o.	o.	PROPN
american_scientific_journal-12038	21	3	c.	c.	PROPN
american_scientific_journal-12038	21	4	and	and	CCONJ
american_scientific_journal-12038	21	5	his	his	PRON
american_scientific_journal-12038	21	6	colleagues	colleague	NOUN
american_scientific_journal-12038	22	1	[	[	X
american_scientific_journal-12038	22	2	7	7	NUM
american_scientific_journal-12038	22	3	]	]	PUNCT
american_scientific_journal-12038	22	4	focus	focus	NOUN
american_scientific_journal-12038	22	5	on	on	ADP
american_scientific_journal-12038	22	6	automated	automate	VERB
american_scientific_journal-12038	22	7	deployment	deployment	NOUN
american_scientific_journal-12038	22	8	and	and	CCONJ
american_scientific_journal-12038	22	9	support	support	NOUN
american_scientific_journal-12038	22	10	processes	process	NOUN
american_scientific_journal-12038	22	11	,	,	PUNCT
american_scientific_journal-12038	22	12	using	use	VERB
american_scientific_journal-12038	22	13	regression	regression	NOUN
american_scientific_journal-12038	22	14	model	model	NOUN
american_scientific_journal-12038	22	15	ensembles	ensemble	NOUN
american_scientific_journal-12038	22	16	to	to	PART
american_scientific_journal-12038	22	17	predict	predict	VERB
american_scientific_journal-12038	22	18	application	application	NOUN
american_scientific_journal-12038	22	19	response	response	NOUN
american_scientific_journal-12038	22	20	times	time	NOUN
american_scientific_journal-12038	22	21	following	follow	VERB
american_scientific_journal-12038	22	22	updates	update	NOUN
american_scientific_journal-12038	22	23	.	.	PUNCT
american_scientific_journal-12038	23	1	vemuri	vemuri	PROPN
american_scientific_journal-12038	23	2	n.	n.	PROPN
american_scientific_journal-12038	23	3	,	,	PUNCT
american_scientific_journal-12038	23	4	thaneeru	thaneeru	NOUN
american_scientific_journal-12038	23	5	n.	n.	NOUN
american_scientific_journal-12038	23	6	,	,	PUNCT
american_scientific_journal-12038	23	7	and	and	CCONJ
american_scientific_journal-12038	23	8	tatikonda	tatikonda	PROPN
american_scientific_journal-12038	23	9	v.	v.	PROPN
american_scientific_journal-12038	23	10	m.	m.	NOUN
american_scientific_journal-12038	24	1	[	[	X
american_scientific_journal-12038	24	2	8	8	X
american_scientific_journal-12038	24	3	]	]	X
american_scientific_journal-12038	24	4	propose	propose	VERB
american_scientific_journal-12038	24	5	a	a	DET
american_scientific_journal-12038	24	6	reinforcement	reinforcement	NOUN
american_scientific_journal-12038	24	7	learningbased	learningbase	VERB
american_scientific_journal-12038	24	8	approach	approach	NOUN
american_scientific_journal-12038	24	9	for	for	ADP
american_scientific_journal-12038	24	10	dynamically	dynamically	ADV
american_scientific_journal-12038	24	11	reordering	reorder	VERB
american_scientific_journal-12038	24	12	ci	ci	NOUN
american_scientific_journal-12038	24	13	/	/	SYM
american_scientific_journal-12038	24	14	cd	cd	NOUN
american_scientific_journal-12038	24	15	tests	test	NOUN
american_scientific_journal-12038	24	16	,	,	PUNCT
american_scientific_journal-12038	24	17	where	where	SCONJ
american_scientific_journal-12038	24	18	an	an	DET
american_scientific_journal-12038	24	19	rl	rl	NOUN
american_scientific_journal-12038	24	20	agent	agent	NOUN
american_scientific_journal-12038	24	21	prioritizes	prioritize	VERB
american_scientific_journal-12038	24	22	test	test	NOUN
american_scientific_journal-12038	24	23	execution	execution	NOUN
american_scientific_journal-12038	24	24	based	base	VERB
american_scientific_journal-12038	24	25	on	on	ADP
american_scientific_journal-12038	24	26	historical	historical	ADJ
american_scientific_journal-12038	24	27	reliability	reliability	NOUN
american_scientific_journal-12038	24	28	and	and	CCONJ
american_scientific_journal-12038	24	29	code	code	NOUN
american_scientific_journal-12038	24	30	coverage	coverage	NOUN
american_scientific_journal-12038	24	31	data	datum	NOUN
american_scientific_journal-12038	24	32	.	.	PUNCT
american_scientific_journal-12038	25	1	jensen	jensen	PROPN
american_scientific_journal-12038	25	2	a.	a.	PROPN
american_scientific_journal-12038	26	1	[	[	X
american_scientific_journal-12038	26	2	9	9	NUM
american_scientific_journal-12038	26	3	]	]	PUNCT
american_scientific_journal-12038	26	4	illustrates	illustrate	VERB
american_scientific_journal-12038	26	5	the	the	DET
american_scientific_journal-12038	26	6	integration	integration	NOUN
american_scientific_journal-12038	26	7	of	of	ADP
american_scientific_journal-12038	26	8	aws	aws	PROPN
american_scientific_journal-12038	26	9	sagemaker	sagemaker	PROPN
american_scientific_journal-12038	26	10	with	with	ADP
american_scientific_journal-12038	26	11	devops	devop	NOUN
american_scientific_journal-12038	26	12	pipelines	pipeline	NOUN
american_scientific_journal-12038	26	13	,	,	PUNCT
american_scientific_journal-12038	26	14	where	where	SCONJ
american_scientific_journal-12038	26	15	trained	train	VERB
american_scientific_journal-12038	26	16	models	model	NOUN
american_scientific_journal-12038	26	17	automatically	automatically	ADV
american_scientific_journal-12038	26	18	generate	generate	VERB
american_scientific_journal-12038	26	19	test	test	NOUN
american_scientific_journal-12038	26	20	data	datum	NOUN
american_scientific_journal-12038	26	21	for	for	ADP
american_scientific_journal-12038	26	22	load	load	NOUN
american_scientific_journal-12038	26	23	testing	testing	NOUN
american_scientific_journal-12038	26	24	,	,	PUNCT
american_scientific_journal-12038	26	25	thereby	thereby	ADV
american_scientific_journal-12038	26	26	increasing	increase	VERB
american_scientific_journal-12038	26	27	service	service	NOUN
american_scientific_journal-12038	26	28	validation	validation	NOUN
american_scientific_journal-12038	26	29	depth	depth	NOUN
american_scientific_journal-12038	26	30	.	.	PUNCT
american_scientific_journal-12038	27	1	tatineni	tatineni	ADJ
american_scientific_journal-12038	27	2	s.	s.	PROPN
american_scientific_journal-12038	27	3	and	and	CCONJ
american_scientific_journal-12038	27	4	chakilam	chakilam	PROPN
american_scientific_journal-12038	27	5	n.	n.	PROPN
american_scientific_journal-12038	28	1	v.	v.	PROPN
american_scientific_journal-12038	29	1	[	[	X
american_scientific_journal-12038	29	2	6	6	NUM
american_scientific_journal-12038	29	3	]	]	PUNCT
american_scientific_journal-12038	29	4	describe	describe	VERB
american_scientific_journal-12038	29	5	intelligent	intelligent	ADJ
american_scientific_journal-12038	29	6	infrastructure	infrastructure	NOUN
american_scientific_journal-12038	29	7	management	management	NOUN
american_scientific_journal-12038	29	8	algorithms	algorithm	NOUN
american_scientific_journal-12038	29	9	that	that	PRON
american_scientific_journal-12038	29	10	analyze	analyze	VERB
american_scientific_journal-12038	29	11	cpu	cpu	PROPN
american_scientific_journal-12038	29	12	,	,	PUNCT
american_scientific_journal-12038	29	13	memory	memory	NOUN
american_scientific_journal-12038	29	14	,	,	PUNCT
american_scientific_journal-12038	29	15	and	and	CCONJ
american_scientific_journal-12038	29	16	network	network	NOUN
american_scientific_journal-12038	29	17	latency	latency	NOUN
american_scientific_journal-12038	29	18	metrics	metric	NOUN
american_scientific_journal-12038	29	19	to	to	PART
american_scientific_journal-12038	29	20	distribute	distribute	VERB
american_scientific_journal-12038	29	21	loads	load	NOUN
american_scientific_journal-12038	29	22	across	across	ADP
american_scientific_journal-12038	29	23	containers	container	NOUN
american_scientific_journal-12038	29	24	and	and	CCONJ
american_scientific_journal-12038	29	25	predict	predict	VERB
american_scientific_journal-12038	29	26	scaling	scaling	NOUN
american_scientific_journal-12038	29	27	needs	need	NOUN
american_scientific_journal-12038	29	28	considering	consider	VERB
american_scientific_journal-12038	29	29	seasonal	seasonal	ADJ
american_scientific_journal-12038	29	30	variations	variation	NOUN
american_scientific_journal-12038	29	31	.	.	PUNCT
american_scientific_journal-12038	30	1	the	the	DET
american_scientific_journal-12038	30	2	research	research	NOUN
american_scientific_journal-12038	30	3	of	of	ADP
american_scientific_journal-12038	30	4	this	this	DET
american_scientific_journal-12038	30	5	group	group	NOUN
american_scientific_journal-12038	30	6	shapes	shape	VERB
american_scientific_journal-12038	30	7	the	the	DET
american_scientific_journal-12038	30	8	direction	direction	NOUN
american_scientific_journal-12038	30	9	of	of	ADP
american_scientific_journal-12038	30	10	proactive	proactive	ADJ
american_scientific_journal-12038	30	11	management	management	NOUN
american_scientific_journal-12038	30	12	of	of	ADP
american_scientific_journal-12038	30	13	infrastructure	infrastructure	NOUN
american_scientific_journal-12038	30	14	and	and	CCONJ
american_scientific_journal-12038	30	15	releases	release	NOUN
american_scientific_journal-12038	30	16	.	.	PUNCT
american_scientific_journal-12038	31	1	their	their	PRON
american_scientific_journal-12038	31	2	common	common	ADJ
american_scientific_journal-12038	31	3	objective	objective	NOUN
american_scientific_journal-12038	31	4	is	be	AUX
american_scientific_journal-12038	31	5	the	the	DET
american_scientific_journal-12038	31	6	transition	transition	NOUN
american_scientific_journal-12038	31	7	from	from	ADP
american_scientific_journal-12038	31	8	static	static	ADJ
american_scientific_journal-12038	31	9	scenarios	scenario	NOUN
american_scientific_journal-12038	31	10	to	to	ADP
american_scientific_journal-12038	31	11	adaptive	adaptive	ADJ
american_scientific_journal-12038	31	12	systems	system	NOUN
american_scientific_journal-12038	31	13	capable	capable	ADJ
american_scientific_journal-12038	31	14	of	of	ADP
american_scientific_journal-12038	31	15	predicting	predict	VERB
american_scientific_journal-12038	31	16	failures	failure	NOUN
american_scientific_journal-12038	31	17	,	,	PUNCT
american_scientific_journal-12038	31	18	optimizing	optimize	VERB
american_scientific_journal-12038	31	19	resources	resource	NOUN
american_scientific_journal-12038	31	20	,	,	PUNCT
american_scientific_journal-12038	31	21	and	and	CCONJ
american_scientific_journal-12038	31	22	integrating	integrate	VERB
american_scientific_journal-12038	31	23	security	security	NOUN
american_scientific_journal-12038	31	24	aspects	aspect	NOUN
american_scientific_journal-12038	31	25	(	(	PUNCT
american_scientific_journal-12038	31	26	devsecops	devsecop	NOUN
american_scientific_journal-12038	31	27	)	)	PUNCT
american_scientific_journal-12038	31	28	in	in	ADP
american_scientific_journal-12038	31	29	an	an	DET
american_scientific_journal-12038	31	30	automated	automate	VERB
american_scientific_journal-12038	31	31	manner	manner	NOUN
american_scientific_journal-12038	31	32	.	.	PUNCT
american_scientific_journal-12038	32	1	the	the	DET
american_scientific_journal-12038	32	2	main	main	ADJ
american_scientific_journal-12038	32	3	conclusion	conclusion	NOUN
american_scientific_journal-12038	32	4	is	be	AUX
american_scientific_journal-12038	32	5	that	that	SCONJ
american_scientific_journal-12038	32	6	the	the	DET
american_scientific_journal-12038	32	7	application	application	NOUN
american_scientific_journal-12038	32	8	of	of	ADP
american_scientific_journal-12038	32	9	ml	ml	NOUN
american_scientific_journal-12038	32	10	models	model	NOUN
american_scientific_journal-12038	32	11	at	at	ADP
american_scientific_journal-12038	32	12	all	all	DET
american_scientific_journal-12038	32	13	stages	stage	NOUN
american_scientific_journal-12038	32	14	of	of	ADP
american_scientific_journal-12038	32	15	ci	ci	NOUN
american_scientific_journal-12038	32	16	/	/	SYM
american_scientific_journal-12038	32	17	cd	cd	PROPN
american_scientific_journal-12038	32	18	—	—	PUNCT
american_scientific_journal-12038	32	19	from	from	ADP
american_scientific_journal-12038	32	20	test	test	NOUN
american_scientific_journal-12038	32	21	planning	planning	NOUN
american_scientific_journal-12038	32	22	to	to	ADP
american_scientific_journal-12038	32	23	dynamic	dynamic	ADJ
american_scientific_journal-12038	32	24	scaling	scaling	NOUN
american_scientific_journal-12038	32	25	—	—	PUNCT
american_scientific_journal-12038	32	26	enables	enable	VERB
american_scientific_journal-12038	32	27	the	the	DET
american_scientific_journal-12038	32	28	creation	creation	NOUN
american_scientific_journal-12038	32	29	of	of	ADP
american_scientific_journal-12038	32	30	self	self	NOUN
american_scientific_journal-12038	32	31	-	-	PUNCT
american_scientific_journal-12038	32	32	regulating	regulate	VERB
american_scientific_journal-12038	32	33	and	and	CCONJ
american_scientific_journal-12038	32	34	fault	fault	NOUN
american_scientific_journal-12038	32	35	-	-	PUNCT
american_scientific_journal-12038	32	36	tolerant	tolerant	ADJ
american_scientific_journal-12038	32	37	environments	environment	NOUN
american_scientific_journal-12038	32	38	.	.	PUNCT
american_scientific_journal-12038	33	1	the	the	DET
american_scientific_journal-12038	33	2	second	second	ADJ
american_scientific_journal-12038	33	3	research	research	NOUN
american_scientific_journal-12038	33	4	cluster	cluster	NOUN
american_scientific_journal-12038	33	5	concentrates	concentrate	VERB
american_scientific_journal-12038	33	6	on	on	ADP
american_scientific_journal-12038	33	7	enhancing	enhance	VERB
american_scientific_journal-12038	33	8	test	test	NOUN
american_scientific_journal-12038	33	9	coverage	coverage	NOUN
american_scientific_journal-12038	33	10	and	and	CCONJ
american_scientific_journal-12038	33	11	defect	defect	NOUN
american_scientific_journal-12038	33	12	prediction	prediction	NOUN
american_scientific_journal-12038	33	13	.	.	PUNCT
american_scientific_journal-12038	34	1	shekhar	shekhar	PROPN
american_scientific_journal-12038	34	2	p.	p.	PROPN
american_scientific_journal-12038	34	3	c.	c.	PROPN
american_scientific_journal-12038	35	1	[	[	X
american_scientific_journal-12038	35	2	1	1	X
american_scientific_journal-12038	35	3	]	]	PUNCT
american_scientific_journal-12038	35	4	presents	present	VERB
american_scientific_journal-12038	35	5	an	an	DET
american_scientific_journal-12038	35	6	ai	ai	NOUN
american_scientific_journal-12038	35	7	-	-	PUNCT
american_scientific_journal-12038	35	8	driven	drive	VERB
american_scientific_journal-12038	35	9	test	test	NOUN
american_scientific_journal-12038	35	10	automation	automation	NOUN
american_scientific_journal-12038	35	11	framework	framework	NOUN
american_scientific_journal-12038	35	12	that	that	PRON
american_scientific_journal-12038	35	13	uses	use	VERB
american_scientific_journal-12038	35	14	nlp	nlp	ADJ
american_scientific_journal-12038	35	15	algorithms	algorithm	NOUN
american_scientific_journal-12038	35	16	to	to	PART
american_scientific_journal-12038	35	17	generate	generate	VERB
american_scientific_journal-12038	35	18	test	test	NOUN
american_scientific_journal-12038	35	19	cases	case	NOUN
american_scientific_journal-12038	35	20	from	from	ADP
american_scientific_journal-12038	35	21	natural	natural	ADJ
american_scientific_journal-12038	35	22	language	language	NOUN
american_scientific_journal-12038	35	23	requirements	requirement	NOUN
american_scientific_journal-12038	35	24	,	,	PUNCT
american_scientific_journal-12038	35	25	followed	follow	VERB
american_scientific_journal-12038	35	26	by	by	ADP
american_scientific_journal-12038	35	27	random	random	ADJ
american_scientific_journal-12038	35	28	forest	forest	NOUN
american_scientific_journal-12038	35	29	models	model	NOUN
american_scientific_journal-12038	35	30	that	that	PRON
american_scientific_journal-12038	35	31	predict	predict	VERB
american_scientific_journal-12038	35	32	the	the	DET
american_scientific_journal-12038	35	33	most	most	ADV
american_scientific_journal-12038	35	34	error	error	NOUN
american_scientific_journal-12038	35	35	-	-	PUNCT
american_scientific_journal-12038	35	36	prone	prone	ADJ
american_scientific_journal-12038	35	37	sections	section	NOUN
american_scientific_journal-12038	35	38	of	of	ADP
american_scientific_journal-12038	35	39	code	code	NOUN
american_scientific_journal-12038	35	40	.	.	PUNCT
american_scientific_journal-12038	36	1	nama	nama	PROPN
american_scientific_journal-12038	37	1	p.	p.	NOUN
american_scientific_journal-12038	38	1	[	[	X
american_scientific_journal-12038	38	2	3	3	X
american_scientific_journal-12038	38	3	]	]	PUNCT
american_scientific_journal-12038	38	4	explores	explore	VERB
american_scientific_journal-12038	38	5	the	the	DET
american_scientific_journal-12038	38	6	application	application	NOUN
american_scientific_journal-12038	38	7	of	of	ADP
american_scientific_journal-12038	38	8	neural	neural	ADJ
american_scientific_journal-12038	38	9	networks	network	NOUN
american_scientific_journal-12038	38	10	for	for	ADP
american_scientific_journal-12038	38	11	defect	defect	NOUN
american_scientific_journal-12038	38	12	type	type	NOUN
american_scientific_journal-12038	38	13	classification	classification	NOUN
american_scientific_journal-12038	38	14	and	and	CCONJ
american_scientific_journal-12038	38	15	test	test	NOUN
american_scientific_journal-12038	38	16	case	case	NOUN
american_scientific_journal-12038	38	17	prioritization	prioritization	NOUN
american_scientific_journal-12038	38	18	,	,	PUNCT
american_scientific_journal-12038	38	19	achieving	achieve	VERB
american_scientific_journal-12038	38	20	a	a	DET
american_scientific_journal-12038	38	21	25	25	NUM
american_scientific_journal-12038	38	22	%	%	NOUN
american_scientific_journal-12038	38	23	reduction	reduction	NOUN
american_scientific_journal-12038	38	24	in	in	ADP
american_scientific_journal-12038	38	25	total	total	ADJ
american_scientific_journal-12038	38	26	testing	testing	NOUN
american_scientific_journal-12038	38	27	time	time	NOUN
american_scientific_journal-12038	38	28	.	.	PUNCT
american_scientific_journal-12038	39	1	the	the	DET
american_scientific_journal-12038	39	2	second	second	ADJ
american_scientific_journal-12038	39	3	direction	direction	NOUN
american_scientific_journal-12038	39	4	focuses	focus	VERB
american_scientific_journal-12038	39	5	on	on	ADP
american_scientific_journal-12038	39	6	the	the	DET
american_scientific_journal-12038	39	7	intellectualization	intellectualization	NOUN
american_scientific_journal-12038	39	8	of	of	ADP
american_scientific_journal-12038	39	9	the	the	DET
american_scientific_journal-12038	39	10	quality	quality	NOUN
american_scientific_journal-12038	39	11	assurance	assurance	NOUN
american_scientific_journal-12038	39	12	(	(	PUNCT
american_scientific_journal-12038	39	13	qa	qa	NOUN
american_scientific_journal-12038	39	14	)	)	PUNCT
american_scientific_journal-12038	39	15	process	process	NOUN
american_scientific_journal-12038	39	16	.	.	PUNCT
american_scientific_journal-12038	40	1	studies	study	NOUN
american_scientific_journal-12038	40	2	in	in	ADP
american_scientific_journal-12038	40	3	this	this	DET
american_scientific_journal-12038	40	4	area	area	NOUN
american_scientific_journal-12038	40	5	demonstrate	demonstrate	VERB
american_scientific_journal-12038	40	6	that	that	SCONJ
american_scientific_journal-12038	40	7	ai	ai	VERB
american_scientific_journal-12038	40	8	can	can	AUX
american_scientific_journal-12038	40	9	not	not	PART
american_scientific_journal-12038	40	10	only	only	ADV
american_scientific_journal-12038	40	11	automate	automate	VERB
american_scientific_journal-12038	40	12	routine	routine	ADJ
american_scientific_journal-12038	40	13	tasks	task	NOUN
american_scientific_journal-12038	40	14	but	but	CCONJ
american_scientific_journal-12038	40	15	also	also	ADV
american_scientific_journal-12038	40	16	optimize	optimize	VERB
american_scientific_journal-12038	40	17	the	the	DET
american_scientific_journal-12038	40	18	testing	testing	NOUN
american_scientific_journal-12038	40	19	strategy	strategy	NOUN
american_scientific_journal-12038	40	20	itself	itself	PRON
american_scientific_journal-12038	40	21	.	.	PUNCT
american_scientific_journal-12038	41	1	the	the	DET
american_scientific_journal-12038	41	2	main	main	ADJ
american_scientific_journal-12038	41	3	conclusion	conclusion	NOUN
american_scientific_journal-12038	41	4	is	be	AUX
american_scientific_journal-12038	41	5	that	that	PRON
american_scientific_journal-12038	41	6	predictive	predictive	ADJ
american_scientific_journal-12038	41	7	identification	identification	NOUN
american_scientific_journal-12038	41	8	of	of	ADP
american_scientific_journal-12038	41	9	defective	defective	ADJ
american_scientific_journal-12038	41	10	code	code	NOUN
american_scientific_journal-12038	41	11	modules	module	NOUN
american_scientific_journal-12038	41	12	and	and	CCONJ
american_scientific_journal-12038	41	13	intelligent	intelligent	ADJ
american_scientific_journal-12038	41	14	prioritization	prioritization	NOUN
american_scientific_journal-12038	41	15	of	of	ADP
american_scientific_journal-12038	41	16	test	test	NOUN
american_scientific_journal-12038	41	17	scenarios	scenario	NOUN
american_scientific_journal-12038	41	18	lead	lead	VERB
american_scientific_journal-12038	41	19	to	to	ADP
american_scientific_journal-12038	41	20	a	a	DET
american_scientific_journal-12038	41	21	significant	significant	ADJ
american_scientific_journal-12038	41	22	reduction	reduction	NOUN
american_scientific_journal-12038	41	23	in	in	ADP
american_scientific_journal-12038	41	24	time	time	NOUN
american_scientific_journal-12038	41	25	costs	cost	NOUN
american_scientific_journal-12038	41	26	and	and	CCONJ
american_scientific_journal-12038	41	27	an	an	DET
american_scientific_journal-12038	41	28	increase	increase	NOUN
american_scientific_journal-12038	41	29	in	in	ADP
american_scientific_journal-12038	41	30	coverage	coverage	NOUN
american_scientific_journal-12038	41	31	depth	depth	NOUN
american_scientific_journal-12038	41	32	,	,	PUNCT
american_scientific_journal-12038	41	33	which	which	PRON
american_scientific_journal-12038	41	34	directly	directly	ADV
american_scientific_journal-12038	41	35	affects	affect	VERB
american_scientific_journal-12038	41	36	the	the	DET
american_scientific_journal-12038	41	37	final	final	ADJ
american_scientific_journal-12038	41	38	reliability	reliability	NOUN
american_scientific_journal-12038	41	39	of	of	ADP
american_scientific_journal-12038	41	40	the	the	DET
american_scientific_journal-12038	41	41	product	product	NOUN
american_scientific_journal-12038	41	42	.	.	PUNCT
american_scientific_journal-12038	42	1	american	american	ADJ
american_scientific_journal-12038	42	2	academic	academic	ADJ
american_scientific_journal-12038	42	3	scientific	scientific	ADJ
american_scientific_journal-12038	42	4	research	research	NOUN
american_scientific_journal-12038	42	5	journal	journal	NOUN
american_scientific_journal-12038	42	6	for	for	ADP
american_scientific_journal-12038	42	7	engineering	engineering	NOUN
american_scientific_journal-12038	42	8	,	,	PUNCT
american_scientific_journal-12038	42	9	technology	technology	NOUN
american_scientific_journal-12038	42	10	,	,	PUNCT
american_scientific_journal-12038	42	11	and	and	CCONJ
american_scientific_journal-12038	42	12	sciences	science	NOUN
american_scientific_journal-12038	42	13	(	(	PUNCT
american_scientific_journal-12038	42	14	asrjets	asrjet	NOUN
american_scientific_journal-12038	42	15	)	)	PUNCT
american_scientific_journal-12038	42	16	volume	volume	NOUN
american_scientific_journal-12038	42	17	103	103	NUM
american_scientific_journal-12038	42	18	,	,	PUNCT
american_scientific_journal-12038	42	19	no	no	DET
american_scientific_journal-12038	42	20	1	1	NUM
american_scientific_journal-12038	42	21	,	,	PUNCT
american_scientific_journal-12038	42	22	pp	pp	ADV
american_scientific_journal-12038	42	23	206	206	NUM
american_scientific_journal-12038	42	24	-	-	SYM
american_scientific_journal-12038	42	25	214	214	NUM
american_scientific_journal-12038	42	26	208	208	NUM
american_scientific_journal-12038	42	27	the	the	DET
american_scientific_journal-12038	42	28	third	third	ADJ
american_scientific_journal-12038	42	29	cluster	cluster	NOUN
american_scientific_journal-12038	42	30	addresses	address	NOUN
american_scientific_journal-12038	42	31	automl	automl	ADV
american_scientific_journal-12038	42	32	-	-	PUNCT
american_scientific_journal-12038	42	33	related	relate	VERB
american_scientific_journal-12038	42	34	developments	development	NOUN
american_scientific_journal-12038	43	1	[	[	X
american_scientific_journal-12038	43	2	10,11	10,11	NOUN
american_scientific_journal-12038	43	3	]	]	PUNCT
american_scientific_journal-12038	43	4	.	.	PUNCT
american_scientific_journal-12038	44	1	krishna	krishna	PROPN
american_scientific_journal-12038	44	2	k.	k.	PROPN
american_scientific_journal-12038	44	3	and	and	CCONJ
american_scientific_journal-12038	44	4	thakur	thakur	PROPN
american_scientific_journal-12038	44	5	d.	d.	PROPN
american_scientific_journal-12038	45	1	[	[	X
american_scientific_journal-12038	45	2	10	10	NUM
american_scientific_journal-12038	45	3	]	]	PUNCT
american_scientific_journal-12038	45	4	analyze	analyze	NOUN
american_scientific_journal-12038	45	5	challenges	challenge	NOUN
american_scientific_journal-12038	45	6	in	in	ADP
american_scientific_journal-12038	45	7	automating	automate	VERB
american_scientific_journal-12038	45	8	workflows	workflow	NOUN
american_scientific_journal-12038	45	9	with	with	ADP
american_scientific_journal-12038	45	10	continuous	continuous	ADJ
american_scientific_journal-12038	45	11	data	datum	NOUN
american_scientific_journal-12038	45	12	streams	stream	NOUN
american_scientific_journal-12038	45	13	,	,	PUNCT
american_scientific_journal-12038	45	14	proposing	propose	VERB
american_scientific_journal-12038	45	15	a	a	DET
american_scientific_journal-12038	45	16	hybrid	hybrid	ADJ
american_scientific_journal-12038	45	17	method	method	NOUN
american_scientific_journal-12038	45	18	for	for	ADP
american_scientific_journal-12038	45	19	dynamically	dynamically	ADV
american_scientific_journal-12038	45	20	selecting	select	VERB
american_scientific_journal-12038	45	21	learning	learn	VERB
american_scientific_journal-12038	45	22	algorithms	algorithm	NOUN
american_scientific_journal-12038	45	23	based	base	VERB
american_scientific_journal-12038	45	24	on	on	ADP
american_scientific_journal-12038	45	25	sliding	slide	VERB
american_scientific_journal-12038	45	26	window	window	NOUN
american_scientific_journal-12038	45	27	metrics	metric	NOUN
american_scientific_journal-12038	45	28	to	to	PART
american_scientific_journal-12038	45	29	quickly	quickly	ADV
american_scientific_journal-12038	45	30	adapt	adapt	VERB
american_scientific_journal-12038	45	31	to	to	ADP
american_scientific_journal-12038	45	32	data	datum	NOUN
american_scientific_journal-12038	45	33	drift	drift	NOUN
american_scientific_journal-12038	45	34	.	.	PUNCT
american_scientific_journal-12038	46	1	truong	truong	PROPN
american_scientific_journal-12038	46	2	a.	a.	PROPN
american_scientific_journal-12038	46	3	and	and	CCONJ
american_scientific_journal-12038	46	4	his	his	PRON
american_scientific_journal-12038	46	5	colleagues	colleague	NOUN
american_scientific_journal-12038	47	1	[	[	X
american_scientific_journal-12038	47	2	11	11	NUM
american_scientific_journal-12038	47	3	]	]	PUNCT
american_scientific_journal-12038	47	4	conduct	conduct	NOUN
american_scientific_journal-12038	47	5	a	a	DET
american_scientific_journal-12038	47	6	comparative	comparative	ADJ
american_scientific_journal-12038	47	7	analysis	analysis	NOUN
american_scientific_journal-12038	47	8	of	of	ADP
american_scientific_journal-12038	47	9	popular	popular	ADJ
american_scientific_journal-12038	47	10	automl	automl	NOUN
american_scientific_journal-12038	47	11	tools	tool	NOUN
american_scientific_journal-12038	47	12	(	(	PUNCT
american_scientific_journal-12038	47	13	auto	auto	NOUN
american_scientific_journal-12038	47	14	-	-	PUNCT
american_scientific_journal-12038	47	15	sklearn	sklearn	ADJ
american_scientific_journal-12038	47	16	,	,	PUNCT
american_scientific_journal-12038	47	17	tpot	tpot	NOUN
american_scientific_journal-12038	47	18	,	,	PUNCT
american_scientific_journal-12038	47	19	h2o	h2o	PROPN
american_scientific_journal-12038	47	20	automl	automl	NOUN
american_scientific_journal-12038	47	21	)	)	PUNCT
american_scientific_journal-12038	47	22	,	,	PUNCT
american_scientific_journal-12038	47	23	highlighting	highlight	VERB
american_scientific_journal-12038	47	24	their	their	PRON
american_scientific_journal-12038	47	25	limitations	limitation	NOUN
american_scientific_journal-12038	47	26	in	in	ADP
american_scientific_journal-12038	47	27	hyperparameter	hyperparameter	NOUN
american_scientific_journal-12038	47	28	search	search	NOUN
american_scientific_journal-12038	47	29	under	under	ADP
american_scientific_journal-12038	47	30	strict	strict	ADJ
american_scientific_journal-12038	47	31	time	time	NOUN
american_scientific_journal-12038	47	32	constraints	constraint	NOUN
american_scientific_journal-12038	47	33	and	and	CCONJ
american_scientific_journal-12038	47	34	suggesting	suggest	VERB
american_scientific_journal-12038	47	35	heuristics	heuristic	NOUN
american_scientific_journal-12038	47	36	to	to	PART
american_scientific_journal-12038	47	37	accelerate	accelerate	VERB
american_scientific_journal-12038	47	38	model	model	NOUN
american_scientific_journal-12038	47	39	optimization	optimization	NOUN
american_scientific_journal-12038	47	40	.	.	PUNCT
american_scientific_journal-12038	48	1	the	the	DET
american_scientific_journal-12038	48	2	third	third	ADJ
american_scientific_journal-12038	48	3	cluster	cluster	NOUN
american_scientific_journal-12038	48	4	of	of	ADP
american_scientific_journal-12038	48	5	research	research	NOUN
american_scientific_journal-12038	48	6	is	be	AUX
american_scientific_journal-12038	48	7	devoted	devote	VERB
american_scientific_journal-12038	48	8	to	to	ADP
american_scientific_journal-12038	48	9	solving	solve	VERB
american_scientific_journal-12038	48	10	meta	meta	ADJ
american_scientific_journal-12038	48	11	-	-	PUNCT
american_scientific_journal-12038	48	12	tasks	task	NOUN
american_scientific_journal-12038	48	13	related	relate	VERB
american_scientific_journal-12038	48	14	to	to	ADP
american_scientific_journal-12038	48	15	the	the	DET
american_scientific_journal-12038	48	16	life	life	NOUN
american_scientific_journal-12038	48	17	cycle	cycle	NOUN
american_scientific_journal-12038	48	18	of	of	ADP
american_scientific_journal-12038	48	19	the	the	DET
american_scientific_journal-12038	48	20	ml	ml	NOUN
american_scientific_journal-12038	48	21	models	model	NOUN
american_scientific_journal-12038	48	22	themselves	themselves	PRON
american_scientific_journal-12038	48	23	(	(	PUNCT
american_scientific_journal-12038	48	24	mlops	mlop	NOUN
american_scientific_journal-12038	48	25	)	)	PUNCT
american_scientific_journal-12038	48	26	in	in	ADP
american_scientific_journal-12038	48	27	the	the	DET
american_scientific_journal-12038	48	28	context	context	NOUN
american_scientific_journal-12038	48	29	of	of	ADP
american_scientific_journal-12038	48	30	devops	devop	NOUN
american_scientific_journal-12038	48	31	.	.	PUNCT
american_scientific_journal-12038	49	1	these	these	DET
american_scientific_journal-12038	49	2	studies	study	NOUN
american_scientific_journal-12038	49	3	focus	focus	VERB
american_scientific_journal-12038	49	4	on	on	ADP
american_scientific_journal-12038	49	5	the	the	DET
american_scientific_journal-12038	49	6	problems	problem	NOUN
american_scientific_journal-12038	49	7	of	of	ADP
american_scientific_journal-12038	49	8	adapting	adapt	VERB
american_scientific_journal-12038	49	9	models	model	NOUN
american_scientific_journal-12038	49	10	to	to	ADP
american_scientific_journal-12038	49	11	changing	change	VERB
american_scientific_journal-12038	49	12	data	datum	NOUN
american_scientific_journal-12038	49	13	(	(	PUNCT
american_scientific_journal-12038	49	14	data	data	NOUN
american_scientific_journal-12038	49	15	drift	drift	NOUN
american_scientific_journal-12038	49	16	)	)	PUNCT
american_scientific_journal-12038	49	17	and	and	CCONJ
american_scientific_journal-12038	49	18	automating	automate	VERB
american_scientific_journal-12038	49	19	the	the	DET
american_scientific_journal-12038	49	20	process	process	NOUN
american_scientific_journal-12038	49	21	of	of	ADP
american_scientific_journal-12038	49	22	their	their	PRON
american_scientific_journal-12038	49	23	selection	selection	NOUN
american_scientific_journal-12038	49	24	and	and	CCONJ
american_scientific_journal-12038	49	25	configuration	configuration	NOUN
american_scientific_journal-12038	49	26	.	.	PUNCT
american_scientific_journal-12038	50	1	the	the	DET
american_scientific_journal-12038	50	2	conclusion	conclusion	NOUN
american_scientific_journal-12038	50	3	is	be	AUX
american_scientific_journal-12038	50	4	the	the	DET
american_scientific_journal-12038	50	5	recognition	recognition	NOUN
american_scientific_journal-12038	50	6	that	that	SCONJ
american_scientific_journal-12038	50	7	for	for	ADP
american_scientific_journal-12038	50	8	the	the	DET
american_scientific_journal-12038	50	9	successful	successful	ADJ
american_scientific_journal-12038	50	10	application	application	NOUN
american_scientific_journal-12038	50	11	of	of	ADP
american_scientific_journal-12038	50	12	ai	ai	NOUN
american_scientific_journal-12038	50	13	in	in	ADP
american_scientific_journal-12038	50	14	ci	ci	PROPN
american_scientific_journal-12038	50	15	/	/	SYM
american_scientific_journal-12038	50	16	cd	cd	PROPN
american_scientific_journal-12038	50	17	it	it	PRON
american_scientific_journal-12038	50	18	is	be	AUX
american_scientific_journal-12038	50	19	not	not	PART
american_scientific_journal-12038	50	20	sufficient	sufficient	ADJ
american_scientific_journal-12038	50	21	to	to	PART
american_scientific_journal-12038	50	22	merely	merely	ADV
american_scientific_journal-12038	50	23	build	build	VERB
american_scientific_journal-12038	50	24	a	a	DET
american_scientific_journal-12038	50	25	model	model	NOUN
american_scientific_journal-12038	50	26	;	;	PUNCT
american_scientific_journal-12038	50	27	it	it	PRON
american_scientific_journal-12038	50	28	is	be	AUX
american_scientific_journal-12038	50	29	necessary	necessary	ADJ
american_scientific_journal-12038	50	30	to	to	PART
american_scientific_journal-12038	50	31	establish	establish	VERB
american_scientific_journal-12038	50	32	a	a	DET
american_scientific_journal-12038	50	33	pipeline	pipeline	NOUN
american_scientific_journal-12038	50	34	for	for	ADP
american_scientific_journal-12038	50	35	its	its	PRON
american_scientific_journal-12038	50	36	continuous	continuous	ADJ
american_scientific_journal-12038	50	37	updating	updating	NOUN
american_scientific_journal-12038	50	38	and	and	CCONJ
american_scientific_journal-12038	50	39	validation	validation	NOUN
american_scientific_journal-12038	50	40	,	,	PUNCT
american_scientific_journal-12038	50	41	which	which	PRON
american_scientific_journal-12038	50	42	ensures	ensure	VERB
american_scientific_journal-12038	50	43	the	the	DET
american_scientific_journal-12038	50	44	longterm	longterm	ADJ
american_scientific_journal-12038	50	45	effectiveness	effectiveness	NOUN
american_scientific_journal-12038	50	46	and	and	CCONJ
american_scientific_journal-12038	50	47	relevance	relevance	NOUN
american_scientific_journal-12038	50	48	of	of	ADP
american_scientific_journal-12038	50	49	predictive	predictive	ADJ
american_scientific_journal-12038	50	50	systems	system	NOUN
american_scientific_journal-12038	50	51	.	.	PUNCT
american_scientific_journal-12038	51	1	the	the	DET
american_scientific_journal-12038	51	2	review	review	NOUN
american_scientific_journal-12038	51	3	reveals	reveal	VERB
american_scientific_journal-12038	51	4	certain	certain	ADJ
american_scientific_journal-12038	51	5	contradictions	contradiction	NOUN
american_scientific_journal-12038	51	6	and	and	CCONJ
american_scientific_journal-12038	51	7	gaps	gap	NOUN
american_scientific_journal-12038	51	8	in	in	ADP
american_scientific_journal-12038	51	9	the	the	DET
american_scientific_journal-12038	51	10	literature	literature	NOUN
american_scientific_journal-12038	51	11	.	.	PUNCT
american_scientific_journal-12038	52	1	on	on	ADP
american_scientific_journal-12038	52	2	the	the	DET
american_scientific_journal-12038	52	3	one	one	NUM
american_scientific_journal-12038	52	4	hand	hand	NOUN
american_scientific_journal-12038	52	5	,	,	PUNCT
american_scientific_journal-12038	52	6	some	some	DET
american_scientific_journal-12038	52	7	authors	author	NOUN
american_scientific_journal-12038	52	8	emphasize	emphasize	VERB
american_scientific_journal-12038	52	9	predictive	predictive	ADJ
american_scientific_journal-12038	52	10	diagnostics	diagnostic	NOUN
american_scientific_journal-12038	52	11	and	and	CCONJ
american_scientific_journal-12038	52	12	proactive	proactive	ADJ
american_scientific_journal-12038	52	13	pipeline	pipeline	NOUN
american_scientific_journal-12038	52	14	management	management	NOUN
american_scientific_journal-12038	52	15	;	;	PUNCT
american_scientific_journal-12038	52	16	on	on	ADP
american_scientific_journal-12038	52	17	the	the	DET
american_scientific_journal-12038	52	18	other	other	ADJ
american_scientific_journal-12038	52	19	,	,	PUNCT
american_scientific_journal-12038	52	20	others	other	NOUN
american_scientific_journal-12038	52	21	focus	focus	VERB
american_scientific_journal-12038	52	22	on	on	ADP
american_scientific_journal-12038	52	23	test	test	NOUN
american_scientific_journal-12038	52	24	optimization	optimization	NOUN
american_scientific_journal-12038	52	25	and	and	CCONJ
american_scientific_journal-12038	52	26	scenario	scenario	NOUN
american_scientific_journal-12038	52	27	generation	generation	NOUN
american_scientific_journal-12038	52	28	.	.	PUNCT
american_scientific_journal-12038	53	1	there	there	PRON
american_scientific_journal-12038	53	2	is	be	VERB
american_scientific_journal-12038	53	3	,	,	PUNCT
american_scientific_journal-12038	53	4	however	however	ADV
american_scientific_journal-12038	53	5	,	,	PUNCT
american_scientific_journal-12038	53	6	a	a	DET
american_scientific_journal-12038	53	7	noticeable	noticeable	ADJ
american_scientific_journal-12038	53	8	lack	lack	NOUN
american_scientific_journal-12038	53	9	of	of	ADP
american_scientific_journal-12038	53	10	research	research	NOUN
american_scientific_journal-12038	53	11	into	into	ADP
american_scientific_journal-12038	53	12	formal	formal	ADJ
american_scientific_journal-12038	53	13	verification	verification	NOUN
american_scientific_journal-12038	53	14	models	model	NOUN
american_scientific_journal-12038	53	15	and	and	CCONJ
american_scientific_journal-12038	53	16	mathematical	mathematical	ADJ
american_scientific_journal-12038	53	17	reliability	reliability	NOUN
american_scientific_journal-12038	53	18	assessments	assessment	NOUN
american_scientific_journal-12038	53	19	for	for	ADP
american_scientific_journal-12038	53	20	releases	release	NOUN
american_scientific_journal-12038	53	21	,	,	PUNCT
american_scientific_journal-12038	53	22	creating	create	VERB
american_scientific_journal-12038	53	23	a	a	DET
american_scientific_journal-12038	53	24	gap	gap	NOUN
american_scientific_journal-12038	53	25	between	between	ADP
american_scientific_journal-12038	53	26	empirical	empirical	ADJ
american_scientific_journal-12038	53	27	ml	ml	NOUN
american_scientific_journal-12038	53	28	solutions	solution	NOUN
american_scientific_journal-12038	53	29	and	and	CCONJ
american_scientific_journal-12038	53	30	theoretical	theoretical	ADJ
american_scientific_journal-12038	53	31	guarantees	guarantee	NOUN
american_scientific_journal-12038	53	32	.	.	PUNCT
american_scientific_journal-12038	54	1	furthermore	furthermore	ADV
american_scientific_journal-12038	54	2	,	,	PUNCT
american_scientific_journal-12038	54	3	the	the	DET
american_scientific_journal-12038	54	4	integration	integration	NOUN
american_scientific_journal-12038	54	5	of	of	ADP
american_scientific_journal-12038	54	6	security	security	NOUN
american_scientific_journal-12038	54	7	and	and	CCONJ
american_scientific_journal-12038	54	8	regulatory	regulatory	ADJ
american_scientific_journal-12038	54	9	compliance	compliance	NOUN
american_scientific_journal-12038	54	10	across	across	ADP
american_scientific_journal-12038	54	11	all	all	DET
american_scientific_journal-12038	54	12	ci	ci	NOUN
american_scientific_journal-12038	54	13	/	/	SYM
american_scientific_journal-12038	54	14	cd	cd	NOUN
american_scientific_journal-12038	54	15	stages	stage	NOUN
american_scientific_journal-12038	54	16	remains	remain	VERB
american_scientific_journal-12038	54	17	underexplored	underexplored	ADJ
american_scientific_journal-12038	54	18	,	,	PUNCT
american_scientific_journal-12038	54	19	and	and	CCONJ
american_scientific_journal-12038	54	20	adaptation	adaptation	NOUN
american_scientific_journal-12038	54	21	to	to	ADP
american_scientific_journal-12038	54	22	"	"	PUNCT
american_scientific_journal-12038	54	23	drifting	drift	VERB
american_scientific_journal-12038	54	24	"	"	PUNCT
american_scientific_journal-12038	54	25	operational	operational	ADJ
american_scientific_journal-12038	54	26	conditions	condition	NOUN
american_scientific_journal-12038	54	27	is	be	AUX
american_scientific_journal-12038	54	28	addressed	address	VERB
american_scientific_journal-12038	54	29	mainly	mainly	ADV
american_scientific_journal-12038	54	30	in	in	ADP
american_scientific_journal-12038	54	31	automl	automl	PROPN
american_scientific_journal-12038	54	32	research	research	NOUN
american_scientific_journal-12038	54	33	without	without	ADP
american_scientific_journal-12038	54	34	direct	direct	ADJ
american_scientific_journal-12038	54	35	application	application	NOUN
american_scientific_journal-12038	54	36	to	to	ADP
american_scientific_journal-12038	54	37	real	real	ADJ
american_scientific_journal-12038	54	38	-	-	PUNCT
american_scientific_journal-12038	54	39	world	world	NOUN
american_scientific_journal-12038	54	40	devops	devop	NOUN
american_scientific_journal-12038	54	41	pipelines	pipeline	NOUN
american_scientific_journal-12038	54	42	.	.	PUNCT
american_scientific_journal-12038	55	1	lastly	lastly	ADV
american_scientific_journal-12038	55	2	,	,	PUNCT
american_scientific_journal-12038	55	3	there	there	PRON
american_scientific_journal-12038	55	4	is	be	VERB
american_scientific_journal-12038	55	5	a	a	DET
american_scientific_journal-12038	55	6	shortage	shortage	NOUN
american_scientific_journal-12038	55	7	of	of	ADP
american_scientific_journal-12038	55	8	studies	study	NOUN
american_scientific_journal-12038	55	9	concerning	concern	VERB
american_scientific_journal-12038	55	10	human	human	ADJ
american_scientific_journal-12038	55	11	factors	factor	NOUN
american_scientific_journal-12038	55	12	and	and	CCONJ
american_scientific_journal-12038	55	13	organizational	organizational	ADJ
american_scientific_journal-12038	55	14	change	change	NOUN
american_scientific_journal-12038	55	15	when	when	SCONJ
american_scientific_journal-12038	55	16	transitioning	transition	VERB
american_scientific_journal-12038	55	17	to	to	PART
american_scientific_journal-12038	55	18	ai	ai	VERB
american_scientific_journal-12038	55	19	-	-	PUNCT
american_scientific_journal-12038	55	20	enhanced	enhance	VERB
american_scientific_journal-12038	55	21	software	software	NOUN
american_scientific_journal-12038	55	22	delivery	delivery	NOUN
american_scientific_journal-12038	55	23	processes	process	NOUN
american_scientific_journal-12038	55	24	.	.	PUNCT
american_scientific_journal-12038	56	1	the	the	DET
american_scientific_journal-12038	56	2	objective	objective	NOUN
american_scientific_journal-12038	56	3	of	of	ADP
american_scientific_journal-12038	56	4	this	this	DET
american_scientific_journal-12038	56	5	article	article	NOUN
american_scientific_journal-12038	56	6	is	be	AUX
american_scientific_journal-12038	56	7	to	to	PART
american_scientific_journal-12038	56	8	examine	examine	VERB
american_scientific_journal-12038	56	9	the	the	DET
american_scientific_journal-12038	56	10	existing	exist	VERB
american_scientific_journal-12038	56	11	models	model	NOUN
american_scientific_journal-12038	56	12	used	use	VERB
american_scientific_journal-12038	56	13	to	to	PART
american_scientific_journal-12038	56	14	ensure	ensure	VERB
american_scientific_journal-12038	56	15	reliability	reliability	NOUN
american_scientific_journal-12038	56	16	within	within	ADP
american_scientific_journal-12038	56	17	automated	automate	VERB
american_scientific_journal-12038	56	18	release	release	NOUN
american_scientific_journal-12038	56	19	cycles	cycle	NOUN
american_scientific_journal-12038	56	20	.	.	PUNCT
american_scientific_journal-12038	57	1	the	the	DET
american_scientific_journal-12038	57	2	scientific	scientific	ADJ
american_scientific_journal-12038	57	3	novelty	novelty	NOUN
american_scientific_journal-12038	57	4	of	of	ADP
american_scientific_journal-12038	57	5	the	the	DET
american_scientific_journal-12038	57	6	study	study	NOUN
american_scientific_journal-12038	57	7	lies	lie	VERB
american_scientific_journal-12038	57	8	in	in	ADP
american_scientific_journal-12038	57	9	the	the	DET
american_scientific_journal-12038	57	10	analytical	analytical	ADJ
american_scientific_journal-12038	57	11	justification	justification	NOUN
american_scientific_journal-12038	57	12	of	of	ADP
american_scientific_journal-12038	57	13	a	a	DET
american_scientific_journal-12038	57	14	comprehensive	comprehensive	ADJ
american_scientific_journal-12038	57	15	ai	ai	NOUN
american_scientific_journal-12038	57	16	framework	framework	NOUN
american_scientific_journal-12038	57	17	for	for	ADP
american_scientific_journal-12038	57	18	managing	manage	VERB
american_scientific_journal-12038	57	19	the	the	DET
american_scientific_journal-12038	57	20	reliability	reliability	NOUN
american_scientific_journal-12038	57	21	of	of	ADP
american_scientific_journal-12038	57	22	ci	ci	NOUN
american_scientific_journal-12038	57	23	/	/	SYM
american_scientific_journal-12038	57	24	cd	cd	NOUN
american_scientific_journal-12038	57	25	pipelines	pipeline	NOUN
american_scientific_journal-12038	57	26	,	,	PUNCT
american_scientific_journal-12038	57	27	for	for	ADP
american_scientific_journal-12038	57	28	the	the	DET
american_scientific_journal-12038	57	29	first	first	ADJ
american_scientific_journal-12038	57	30	time	time	NOUN
american_scientific_journal-12038	57	31	integrating	integrate	VERB
american_scientific_journal-12038	57	32	hybrid	hybrid	ADJ
american_scientific_journal-12038	57	33	failure	failure	NOUN
american_scientific_journal-12038	57	34	prediction	prediction	NOUN
american_scientific_journal-12038	57	35	(	(	PUNCT
american_scientific_journal-12038	57	36	xgboost	xgboost	X
american_scientific_journal-12038	57	37	+	+	CCONJ
american_scientific_journal-12038	57	38	lstm	lstm	ADJ
american_scientific_journal-12038	57	39	)	)	PUNCT
american_scientific_journal-12038	57	40	,	,	PUNCT
american_scientific_journal-12038	57	41	probabilistic	probabilistic	ADJ
american_scientific_journal-12038	57	42	risk	risk	NOUN
american_scientific_journal-12038	57	43	analysis	analysis	NOUN
american_scientific_journal-12038	57	44	(	(	PUNCT
american_scientific_journal-12038	57	45	bayesian	bayesian	NOUN
american_scientific_journal-12038	57	46	networks	network	NOUN
american_scientific_journal-12038	57	47	and	and	CCONJ
american_scientific_journal-12038	57	48	monte	monte	PROPN
american_scientific_journal-12038	57	49	carlo	carlo	PROPN
american_scientific_journal-12038	57	50	methods	method	NOUN
american_scientific_journal-12038	57	51	)	)	PUNCT
american_scientific_journal-12038	57	52	,	,	PUNCT
american_scientific_journal-12038	57	53	and	and	CCONJ
american_scientific_journal-12038	57	54	real	real	ADJ
american_scientific_journal-12038	57	55	-	-	PUNCT
american_scientific_journal-12038	57	56	time	time	NOUN
american_scientific_journal-12038	57	57	monitoring	monitoring	NOUN
american_scientific_journal-12038	57	58	of	of	ADP
american_scientific_journal-12038	57	59	key	key	ADJ
american_scientific_journal-12038	57	60	metrics	metric	NOUN
american_scientific_journal-12038	57	61	(	(	PUNCT
american_scientific_journal-12038	57	62	mttd	mttd	NOUN
american_scientific_journal-12038	57	63	,	,	PUNCT
american_scientific_journal-12038	57	64	mttr	mttr	NOUN
american_scientific_journal-12038	57	65	,	,	PUNCT
american_scientific_journal-12038	57	66	deployment	deployment	ADJ
american_scientific_journal-12038	57	67	failure	failure	NOUN
american_scientific_journal-12038	57	68	rates	rate	NOUN
american_scientific_journal-12038	57	69	)	)	PUNCT
american_scientific_journal-12038	57	70	based	base	VERB
american_scientific_journal-12038	57	71	on	on	ADP
american_scientific_journal-12038	57	72	the	the	DET
american_scientific_journal-12038	57	73	prometheus	prometheus	NOUN
american_scientific_journal-12038	57	74	+	+	CCONJ
american_scientific_journal-12038	57	75	elk	elk	NOUN
american_scientific_journal-12038	57	76	stack	stack	NOUN
american_scientific_journal-12038	57	77	.	.	PUNCT
american_scientific_journal-12038	58	1	according	accord	VERB
american_scientific_journal-12038	58	2	to	to	ADP
american_scientific_journal-12038	58	3	the	the	DET
american_scientific_journal-12038	58	4	analysis	analysis	NOUN
american_scientific_journal-12038	58	5	,	,	PUNCT
american_scientific_journal-12038	58	6	this	this	DET
american_scientific_journal-12038	58	7	framework	framework	NOUN
american_scientific_journal-12038	58	8	outperforms	outperform	VERB
american_scientific_journal-12038	58	9	classical	classical	ADJ
american_scientific_journal-12038	58	10	rule	rule	NOUN
american_scientific_journal-12038	58	11	-	-	PUNCT
american_scientific_journal-12038	58	12	based	base	VERB
american_scientific_journal-12038	58	13	systems	system	NOUN
american_scientific_journal-12038	58	14	in	in	ADP
american_scientific_journal-12038	58	15	predictive	predictive	ADJ
american_scientific_journal-12038	58	16	release	release	NOUN
american_scientific_journal-12038	58	17	quality	quality	NOUN
american_scientific_journal-12038	58	18	management	management	NOUN
american_scientific_journal-12038	58	19	and	and	CCONJ
american_scientific_journal-12038	58	20	dynamic	dynamic	ADJ
american_scientific_journal-12038	58	21	self	self	NOUN
american_scientific_journal-12038	58	22	-	-	PUNCT
american_scientific_journal-12038	58	23	optimization	optimization	NOUN
american_scientific_journal-12038	58	24	of	of	ADP
american_scientific_journal-12038	58	25	the	the	DET
american_scientific_journal-12038	58	26	pipeline.the	pipeline.the	DET
american_scientific_journal-12038	58	27	author	author	NOUN
american_scientific_journal-12038	58	28	’s	’s	PART
american_scientific_journal-12038	58	29	hypothesis	hypothesis	NOUN
american_scientific_journal-12038	58	30	is	be	AUX
american_scientific_journal-12038	58	31	that	that	SCONJ
american_scientific_journal-12038	58	32	integrating	integrate	VERB
american_scientific_journal-12038	58	33	ai	ai	VERB
american_scientific_journal-12038	58	34	orchestration	orchestration	NOUN
american_scientific_journal-12038	58	35	into	into	ADP
american_scientific_journal-12038	58	36	the	the	DET
american_scientific_journal-12038	58	37	ci	ci	NOUN
american_scientific_journal-12038	58	38	/	/	SYM
american_scientific_journal-12038	58	39	cd	cd	NOUN
american_scientific_journal-12038	58	40	pipeline	pipeline	NOUN
american_scientific_journal-12038	58	41	will	will	AUX
american_scientific_journal-12038	58	42	reduce	reduce	VERB
american_scientific_journal-12038	58	43	mttd	mttd	NOUN
american_scientific_journal-12038	58	44	and	and	CCONJ
american_scientific_journal-12038	58	45	mttr	mttr	NOUN
american_scientific_journal-12038	58	46	compared	compare	VERB
american_scientific_journal-12038	58	47	to	to	ADP
american_scientific_journal-12038	58	48	traditional	traditional	ADJ
american_scientific_journal-12038	58	49	rule	rule	NOUN
american_scientific_journal-12038	58	50	-	-	PUNCT
american_scientific_journal-12038	58	51	based	base	VERB
american_scientific_journal-12038	58	52	solutions	solution	NOUN
american_scientific_journal-12038	58	53	while	while	SCONJ
american_scientific_journal-12038	58	54	increasing	increase	VERB
american_scientific_journal-12038	58	55	the	the	DET
american_scientific_journal-12038	58	56	frequency	frequency	NOUN
american_scientific_journal-12038	58	57	of	of	ADP
american_scientific_journal-12038	58	58	successful	successful	ADJ
american_scientific_journal-12038	58	59	releases.at	releases.at	PROPN
american_scientific_journal-12038	58	60	the	the	DET
american_scientific_journal-12038	58	61	same	same	ADJ
american_scientific_journal-12038	58	62	time	time	NOUN
american_scientific_journal-12038	58	63	,	,	PUNCT
american_scientific_journal-12038	58	64	the	the	DET
american_scientific_journal-12038	58	65	study	study	NOUN
american_scientific_journal-12038	58	66	is	be	AUX
american_scientific_journal-12038	58	67	conceptual	conceptual	ADJ
american_scientific_journal-12038	58	68	in	in	ADP
american_scientific_journal-12038	58	69	nature	nature	NOUN
american_scientific_journal-12038	58	70	and	and	CCONJ
american_scientific_journal-12038	58	71	does	do	AUX
american_scientific_journal-12038	58	72	not	not	PART
american_scientific_journal-12038	58	73	include	include	VERB
american_scientific_journal-12038	58	74	empirical	empirical	ADJ
american_scientific_journal-12038	58	75	validation	validation	NOUN
american_scientific_journal-12038	58	76	of	of	ADP
american_scientific_journal-12038	58	77	the	the	DET
american_scientific_journal-12038	58	78	proposed	propose	VERB
american_scientific_journal-12038	58	79	architecture	architecture	NOUN
american_scientific_journal-12038	58	80	in	in	ADP
american_scientific_journal-12038	58	81	a	a	DET
american_scientific_journal-12038	58	82	production	production	NOUN
american_scientific_journal-12038	58	83	environment	environment	NOUN
american_scientific_journal-12038	58	84	,	,	PUNCT
american_scientific_journal-12038	58	85	which	which	PRON
american_scientific_journal-12038	58	86	constitutes	constitute	VERB
american_scientific_journal-12038	58	87	its	its	PRON
american_scientific_journal-12038	58	88	primary	primary	ADJ
american_scientific_journal-12038	58	89	limitation	limitation	NOUN
american_scientific_journal-12038	58	90	.	.	PUNCT
american_scientific_journal-12038	59	1	the	the	DET
american_scientific_journal-12038	59	2	study	study	NOUN
american_scientific_journal-12038	59	3	employed	employ	VERB
american_scientific_journal-12038	59	4	a	a	DET
american_scientific_journal-12038	59	5	comparative	comparative	ADJ
american_scientific_journal-12038	59	6	analysis	analysis	NOUN
american_scientific_journal-12038	59	7	method	method	NOUN
american_scientific_journal-12038	59	8	based	base	VERB
american_scientific_journal-12038	59	9	on	on	ADP
american_scientific_journal-12038	59	10	previous	previous	ADJ
american_scientific_journal-12038	59	11	research	research	NOUN
american_scientific_journal-12038	59	12	in	in	ADP
american_scientific_journal-12038	59	13	this	this	DET
american_scientific_journal-12038	59	14	field	field	NOUN
american_scientific_journal-12038	59	15	.	.	PUNCT
american_scientific_journal-12038	60	1	2	2	X
american_scientific_journal-12038	60	2	.	.	X
american_scientific_journal-12038	60	3	classical	classical	ADJ
american_scientific_journal-12038	60	4	reliability	reliability	NOUN
american_scientific_journal-12038	60	5	models	model	NOUN
american_scientific_journal-12038	60	6	in	in	ADP
american_scientific_journal-12038	60	7	ci	ci	PROPN
american_scientific_journal-12038	60	8	/	/	SYM
american_scientific_journal-12038	60	9	cd	cd	PROPN
american_scientific_journal-12038	60	10	in	in	ADP
american_scientific_journal-12038	60	11	traditional	traditional	ADJ
american_scientific_journal-12038	60	12	continuous	continuous	ADJ
american_scientific_journal-12038	60	13	integration	integration	NOUN
american_scientific_journal-12038	60	14	and	and	CCONJ
american_scientific_journal-12038	60	15	delivery	delivery	NOUN
american_scientific_journal-12038	60	16	(	(	PUNCT
american_scientific_journal-12038	60	17	ci	ci	NOUN
american_scientific_journal-12038	60	18	/	/	SYM
american_scientific_journal-12038	60	19	cd	cd	PROPN
american_scientific_journal-12038	60	20	)	)	PUNCT
american_scientific_journal-12038	60	21	pipelines	pipeline	NOUN
american_scientific_journal-12038	60	22	,	,	PUNCT
american_scientific_journal-12038	60	23	reliability	reliability	NOUN
american_scientific_journal-12038	60	24	is	be	AUX
american_scientific_journal-12038	60	25	typically	typically	ADV
american_scientific_journal-12038	60	26	ensured	ensure	VERB
american_scientific_journal-12038	60	27	through	through	ADP
american_scientific_journal-12038	60	28	preprogrammed	preprogrammed	ADJ
american_scientific_journal-12038	60	29	rules	rule	NOUN
american_scientific_journal-12038	60	30	,	,	PUNCT
american_scientific_journal-12038	60	31	scripts	script	NOUN
american_scientific_journal-12038	60	32	,	,	PUNCT
american_scientific_journal-12038	60	33	and	and	CCONJ
american_scientific_journal-12038	60	34	reactive	reactive	ADJ
american_scientific_journal-12038	60	35	monitoring	monitoring	NOUN
american_scientific_journal-12038	60	36	.	.	PUNCT
american_scientific_journal-12038	61	1	rule	rule	NOUN
american_scientific_journal-12038	61	2	-	-	PUNCT
american_scientific_journal-12038	61	3	based	base	VERB
american_scientific_journal-12038	61	4	automation	automation	NOUN
american_scientific_journal-12038	61	5	in	in	ADP
american_scientific_journal-12038	61	6	ci	ci	PROPN
american_scientific_journal-12038	61	7	/	/	SYM
american_scientific_journal-12038	61	8	cd	cd	PROPN
american_scientific_journal-12038	61	9	relies	rely	VERB
american_scientific_journal-12038	61	10	on	on	ADP
american_scientific_journal-12038	61	11	predefined	predefine	VERB
american_scientific_journal-12038	61	12	scenarios	scenario	NOUN
american_scientific_journal-12038	61	13	:	:	PUNCT
american_scientific_journal-12038	61	14	health	health	NOUN
american_scientific_journal-12038	61	15	checks	check	NOUN
american_scientific_journal-12038	61	16	,	,	PUNCT
american_scientific_journal-12038	61	17	canary	canary	NOUN
american_scientific_journal-12038	61	18	releases	release	NOUN
american_scientific_journal-12038	61	19	,	,	PUNCT
american_scientific_journal-12038	61	20	blue	blue	ADJ
american_scientific_journal-12038	61	21	-	-	PUNCT
american_scientific_journal-12038	61	22	green	green	ADJ
american_scientific_journal-12038	61	23	deployments	deployment	NOUN
american_scientific_journal-12038	61	24	,	,	PUNCT
american_scientific_journal-12038	61	25	and	and	CCONJ
american_scientific_journal-12038	61	26	automated	automate	VERB
american_scientific_journal-12038	61	27	rollback	rollback	NOUN
american_scientific_journal-12038	61	28	scripts	script	NOUN
american_scientific_journal-12038	61	29	.	.	PUNCT
american_scientific_journal-12038	62	1	american	american	ADJ
american_scientific_journal-12038	62	2	academic	academic	ADJ
american_scientific_journal-12038	62	3	scientific	scientific	ADJ
american_scientific_journal-12038	62	4	research	research	NOUN
american_scientific_journal-12038	62	5	journal	journal	NOUN
american_scientific_journal-12038	62	6	for	for	ADP
american_scientific_journal-12038	62	7	engineering	engineering	NOUN
american_scientific_journal-12038	62	8	,	,	PUNCT
american_scientific_journal-12038	62	9	technology	technology	NOUN
american_scientific_journal-12038	62	10	,	,	PUNCT
american_scientific_journal-12038	62	11	and	and	CCONJ
american_scientific_journal-12038	62	12	sciences	science	NOUN
american_scientific_journal-12038	62	13	(	(	PUNCT
american_scientific_journal-12038	62	14	asrjets	asrjet	NOUN
american_scientific_journal-12038	62	15	)	)	PUNCT
american_scientific_journal-12038	62	16	volume	volume	NOUN
american_scientific_journal-12038	62	17	103	103	NUM
american_scientific_journal-12038	62	18	,	,	PUNCT
american_scientific_journal-12038	62	19	no	no	DET
american_scientific_journal-12038	62	20	1	1	NUM
american_scientific_journal-12038	62	21	,	,	PUNCT
american_scientific_journal-12038	62	22	pp	pp	ADV
american_scientific_journal-12038	62	23	206	206	NUM
american_scientific_journal-12038	62	24	-	-	SYM
american_scientific_journal-12038	62	25	214	214	NUM
american_scientific_journal-12038	62	26	209	209	NUM
american_scientific_journal-12038	62	27	health	health	NOUN
american_scientific_journal-12038	62	28	checks	check	NOUN
american_scientific_journal-12038	62	29	and	and	CCONJ
american_scientific_journal-12038	62	30	readiness	readiness	NOUN
american_scientific_journal-12038	62	31	/	/	SYM
american_scientific_journal-12038	62	32	liveness	liveness	NOUN
american_scientific_journal-12038	62	33	probes	probe	NOUN
american_scientific_journal-12038	62	34	periodically	periodically	ADV
american_scientific_journal-12038	62	35	verify	verify	VERB
american_scientific_journal-12038	62	36	the	the	DET
american_scientific_journal-12038	62	37	health	health	NOUN
american_scientific_journal-12038	62	38	of	of	ADP
american_scientific_journal-12038	62	39	services	service	NOUN
american_scientific_journal-12038	62	40	through	through	ADP
american_scientific_journal-12038	62	41	api	api	NOUN
american_scientific_journal-12038	62	42	requests	request	NOUN
american_scientific_journal-12038	62	43	or	or	CCONJ
american_scientific_journal-12038	62	44	tcp	tcp	ADJ
american_scientific_journal-12038	62	45	connections	connection	NOUN
american_scientific_journal-12038	62	46	.	.	PUNCT
american_scientific_journal-12038	63	1	when	when	SCONJ
american_scientific_journal-12038	63	2	a	a	DET
american_scientific_journal-12038	63	3	failure	failure	NOUN
american_scientific_journal-12038	63	4	is	be	AUX
american_scientific_journal-12038	63	5	detected	detect	VERB
american_scientific_journal-12038	63	6	,	,	PUNCT
american_scientific_journal-12038	63	7	liveness	liveness	NOUN
american_scientific_journal-12038	63	8	probes	probe	NOUN
american_scientific_journal-12038	63	9	automatically	automatically	ADV
american_scientific_journal-12038	63	10	trigger	trigger	VERB
american_scientific_journal-12038	63	11	a	a	DET
american_scientific_journal-12038	63	12	container	container	NOUN
american_scientific_journal-12038	63	13	restart	restart	NOUN
american_scientific_journal-12038	64	1	[	[	X
american_scientific_journal-12038	64	2	1,7	1,7	NUM
american_scientific_journal-12038	64	3	]	]	PUNCT
american_scientific_journal-12038	64	4	.	.	PUNCT
american_scientific_journal-12038	65	1	canary	canary	NOUN
american_scientific_journal-12038	65	2	releases	release	NOUN
american_scientific_journal-12038	65	3	direct	direct	VERB
american_scientific_journal-12038	65	4	a	a	DET
american_scientific_journal-12038	65	5	small	small	ADJ
american_scientific_journal-12038	65	6	percentage	percentage	NOUN
american_scientific_journal-12038	65	7	of	of	ADP
american_scientific_journal-12038	65	8	traffic	traffic	NOUN
american_scientific_journal-12038	65	9	to	to	ADP
american_scientific_journal-12038	65	10	a	a	DET
american_scientific_journal-12038	65	11	new	new	ADJ
american_scientific_journal-12038	65	12	version	version	NOUN
american_scientific_journal-12038	65	13	,	,	PUNCT
american_scientific_journal-12038	65	14	enabling	enable	VERB
american_scientific_journal-12038	65	15	early	early	ADJ
american_scientific_journal-12038	65	16	detection	detection	NOUN
american_scientific_journal-12038	65	17	of	of	ADP
american_scientific_journal-12038	65	18	regressions	regression	NOUN
american_scientific_journal-12038	65	19	without	without	ADP
american_scientific_journal-12038	65	20	impacting	impact	VERB
american_scientific_journal-12038	65	21	the	the	DET
american_scientific_journal-12038	65	22	majority	majority	NOUN
american_scientific_journal-12038	65	23	of	of	ADP
american_scientific_journal-12038	65	24	users.blue	users.blue	NOUN
american_scientific_journal-12038	65	25	-	-	PUNCT
american_scientific_journal-12038	65	26	green	green	ADJ
american_scientific_journal-12038	65	27	deployments	deployment	NOUN
american_scientific_journal-12038	65	28	maintain	maintain	VERB
american_scientific_journal-12038	65	29	two	two	NUM
american_scientific_journal-12038	65	30	parallel	parallel	ADJ
american_scientific_journal-12038	65	31	environments	environment	NOUN
american_scientific_journal-12038	65	32	(	(	PUNCT
american_scientific_journal-12038	65	33	blue	blue	ADJ
american_scientific_journal-12038	65	34	and	and	CCONJ
american_scientific_journal-12038	65	35	green	green	ADJ
american_scientific_journal-12038	65	36	)	)	PUNCT
american_scientific_journal-12038	65	37	,	,	PUNCT
american_scientific_journal-12038	65	38	switching	switch	VERB
american_scientific_journal-12038	65	39	fully	fully	ADV
american_scientific_journal-12038	65	40	to	to	ADP
american_scientific_journal-12038	65	41	the	the	DET
american_scientific_journal-12038	65	42	new	new	ADJ
american_scientific_journal-12038	65	43	environment	environment	NOUN
american_scientific_journal-12038	65	44	once	once	ADV
american_scientific_journal-12038	65	45	testing	testing	NOUN
american_scientific_journal-12038	65	46	is	be	AUX
american_scientific_journal-12038	65	47	successful	successful	ADJ
american_scientific_journal-12038	65	48	—	—	PUNCT
american_scientific_journal-12038	65	49	this	this	PRON
american_scientific_journal-12038	65	50	minimizes	minimize	VERB
american_scientific_journal-12038	65	51	downtime	downtime	NOUN
american_scientific_journal-12038	65	52	but	but	CCONJ
american_scientific_journal-12038	65	53	requires	require	VERB
american_scientific_journal-12038	65	54	duplicating	duplicate	VERB
american_scientific_journal-12038	65	55	infrastructure.rollback	infrastructure.rollback	NOUN
american_scientific_journal-12038	65	56	scripts	script	NOUN
american_scientific_journal-12038	65	57	,	,	PUNCT
american_scientific_journal-12038	65	58	stored	store	VERB
american_scientific_journal-12038	65	59	alongside	alongside	ADP
american_scientific_journal-12038	65	60	build	build	NOUN
american_scientific_journal-12038	65	61	artifacts	artifact	NOUN
american_scientific_journal-12038	65	62	,	,	PUNCT
american_scientific_journal-12038	65	63	automatically	automatically	ADV
american_scientific_journal-12038	65	64	revert	revert	ADJ
american_scientific_journal-12038	65	65	to	to	ADP
american_scientific_journal-12038	65	66	the	the	DET
american_scientific_journal-12038	65	67	previous	previous	ADJ
american_scientific_journal-12038	65	68	version	version	NOUN
american_scientific_journal-12038	65	69	upon	upon	SCONJ
american_scientific_journal-12038	65	70	detecting	detect	VERB
american_scientific_journal-12038	65	71	a	a	DET
american_scientific_journal-12038	65	72	critical	critical	ADJ
american_scientific_journal-12038	65	73	error	error	NOUN
american_scientific_journal-12038	65	74	[	[	X
american_scientific_journal-12038	65	75	2	2	NUM
american_scientific_journal-12038	65	76	]	]	PUNCT
american_scientific_journal-12038	65	77	.	.	PUNCT
american_scientific_journal-12038	66	1	the	the	DET
american_scientific_journal-12038	66	2	advantages	advantage	NOUN
american_scientific_journal-12038	66	3	of	of	ADP
american_scientific_journal-12038	66	4	this	this	DET
american_scientific_journal-12038	66	5	approach	approach	NOUN
american_scientific_journal-12038	66	6	include	include	VERB
american_scientific_journal-12038	66	7	predictability	predictability	NOUN
american_scientific_journal-12038	66	8	,	,	PUNCT
american_scientific_journal-12038	66	9	full	full	ADJ
american_scientific_journal-12038	66	10	documentation	documentation	NOUN
american_scientific_journal-12038	66	11	of	of	ADP
american_scientific_journal-12038	66	12	scenarios	scenario	NOUN
american_scientific_journal-12038	66	13	,	,	PUNCT
american_scientific_journal-12038	66	14	and	and	CCONJ
american_scientific_journal-12038	66	15	ease	ease	NOUN
american_scientific_journal-12038	66	16	of	of	ADP
american_scientific_journal-12038	66	17	integration	integration	NOUN
american_scientific_journal-12038	66	18	into	into	ADP
american_scientific_journal-12038	66	19	existing	exist	VERB
american_scientific_journal-12038	66	20	ci	ci	NOUN
american_scientific_journal-12038	66	21	/	/	SYM
american_scientific_journal-12038	66	22	cd	cd	NOUN
american_scientific_journal-12038	66	23	pipelines	pipeline	NOUN
american_scientific_journal-12038	66	24	.	.	PUNCT
american_scientific_journal-12038	67	1	however	however	ADV
american_scientific_journal-12038	67	2	,	,	PUNCT
american_scientific_journal-12038	67	3	the	the	DET
american_scientific_journal-12038	67	4	limitations	limitation	NOUN
american_scientific_journal-12038	67	5	are	be	AUX
american_scientific_journal-12038	67	6	significant	significant	ADJ
american_scientific_journal-12038	67	7	:	:	PUNCT
american_scientific_journal-12038	67	8	lack	lack	NOUN
american_scientific_journal-12038	67	9	of	of	ADP
american_scientific_journal-12038	67	10	adaptability	adaptability	NOUN
american_scientific_journal-12038	67	11	to	to	ADP
american_scientific_journal-12038	67	12	atypical	atypical	ADJ
american_scientific_journal-12038	67	13	failures	failure	NOUN
american_scientific_journal-12038	67	14	,	,	PUNCT
american_scientific_journal-12038	67	15	high	high	ADJ
american_scientific_journal-12038	67	16	maintenance	maintenance	NOUN
american_scientific_journal-12038	67	17	costs	cost	NOUN
american_scientific_journal-12038	67	18	,	,	PUNCT
american_scientific_journal-12038	67	19	and	and	CCONJ
american_scientific_journal-12038	67	20	low	low	ADJ
american_scientific_journal-12038	67	21	resilience	resilience	NOUN
american_scientific_journal-12038	67	22	to	to	ADP
american_scientific_journal-12038	67	23	unexpected	unexpected	ADJ
american_scientific_journal-12038	67	24	errors	error	NOUN
american_scientific_journal-12038	67	25	beyond	beyond	ADP
american_scientific_journal-12038	67	26	the	the	DET
american_scientific_journal-12038	67	27	scope	scope	NOUN
american_scientific_journal-12038	67	28	of	of	ADP
american_scientific_journal-12038	67	29	predefined	predefine	VERB
american_scientific_journal-12038	67	30	rules	rule	NOUN
american_scientific_journal-12038	67	31	[	[	X
american_scientific_journal-12038	67	32	5	5	NUM
american_scientific_journal-12038	67	33	]	]	PUNCT
american_scientific_journal-12038	67	34	.	.	PUNCT
american_scientific_journal-12038	68	1	reactive	reactive	ADJ
american_scientific_journal-12038	68	2	monitoring	monitoring	NOUN
american_scientific_journal-12038	68	3	-	-	PUNCT
american_scientific_journal-12038	68	4	based	base	VERB
american_scientific_journal-12038	68	5	reliability	reliability	NOUN
american_scientific_journal-12038	68	6	focuses	focus	VERB
american_scientific_journal-12038	68	7	on	on	ADP
american_scientific_journal-12038	68	8	collecting	collect	VERB
american_scientific_journal-12038	68	9	metrics	metric	NOUN
american_scientific_journal-12038	68	10	and	and	CCONJ
american_scientific_journal-12038	68	11	logs	log	NOUN
american_scientific_journal-12038	68	12	,	,	PUNCT
american_scientific_journal-12038	68	13	setting	set	VERB
american_scientific_journal-12038	68	14	threshold	threshold	NOUN
american_scientific_journal-12038	68	15	alerts	alert	NOUN
american_scientific_journal-12038	68	16	,	,	PUNCT
american_scientific_journal-12038	68	17	and	and	CCONJ
american_scientific_journal-12038	68	18	manually	manually	ADV
american_scientific_journal-12038	68	19	responding	respond	VERB
american_scientific_journal-12038	68	20	to	to	ADP
american_scientific_journal-12038	68	21	incidents	incident	NOUN
american_scientific_journal-12038	68	22	.	.	PUNCT
american_scientific_journal-12038	69	1	figure	figure	NOUN
american_scientific_journal-12038	69	2	1	1	NUM
american_scientific_journal-12038	69	3	illustrates	illustrate	VERB
american_scientific_journal-12038	69	4	the	the	DET
american_scientific_journal-12038	69	5	stages	stage	NOUN
american_scientific_journal-12038	69	6	of	of	ADP
american_scientific_journal-12038	69	7	reactive	reactive	ADJ
american_scientific_journal-12038	69	8	monitoring	monitoring	NOUN
american_scientific_journal-12038	69	9	and	and	CCONJ
american_scientific_journal-12038	69	10	the	the	DET
american_scientific_journal-12038	69	11	tools	tool	NOUN
american_scientific_journal-12038	69	12	typically	typically	ADV
american_scientific_journal-12038	69	13	used	use	VERB
american_scientific_journal-12038	69	14	in	in	ADP
american_scientific_journal-12038	69	15	this	this	DET
american_scientific_journal-12038	69	16	process	process	NOUN
american_scientific_journal-12038	69	17	.	.	PUNCT
american_scientific_journal-12038	70	1	figure	figure	NOUN
american_scientific_journal-12038	70	2	1	1	NUM
american_scientific_journal-12038	70	3	:	:	PUNCT
american_scientific_journal-12038	70	4	the	the	DET
american_scientific_journal-12038	70	5	stages	stage	NOUN
american_scientific_journal-12038	70	6	of	of	ADP
american_scientific_journal-12038	70	7	reactive	reactive	ADJ
american_scientific_journal-12038	70	8	monitoring	monitoring	NOUN
american_scientific_journal-12038	70	9	,	,	PUNCT
american_scientific_journal-12038	70	10	as	as	ADV
american_scientific_journal-12038	70	11	well	well	ADV
american_scientific_journal-12038	70	12	as	as	ADP
american_scientific_journal-12038	70	13	the	the	DET
american_scientific_journal-12038	70	14	tools	tool	NOUN
american_scientific_journal-12038	70	15	used	use	VERB
american_scientific_journal-12038	70	16	in	in	ADP
american_scientific_journal-12038	70	17	this	this	DET
american_scientific_journal-12038	70	18	process	process	NOUN
american_scientific_journal-12038	71	1	[	[	X
american_scientific_journal-12038	71	2	3,8	3,8	NUM
american_scientific_journal-12038	71	3	]	]	PUNCT
american_scientific_journal-12038	71	4	while	while	SCONJ
american_scientific_journal-12038	71	5	reactive	reactive	ADJ
american_scientific_journal-12038	71	6	monitoring	monitoring	NOUN
american_scientific_journal-12038	71	7	enables	enable	VERB
american_scientific_journal-12038	71	8	rapid	rapid	ADJ
american_scientific_journal-12038	71	9	incident	incident	NOUN
american_scientific_journal-12038	71	10	investigation	investigation	NOUN
american_scientific_journal-12038	71	11	and	and	CCONJ
american_scientific_journal-12038	71	12	real	real	ADJ
american_scientific_journal-12038	71	13	-	-	PUNCT
american_scientific_journal-12038	71	14	time	time	NOUN
american_scientific_journal-12038	71	15	state	state	NOUN
american_scientific_journal-12038	71	16	tracking	tracking	NOUN
american_scientific_journal-12038	71	17	,	,	PUNCT
american_scientific_journal-12038	71	18	the	the	DET
american_scientific_journal-12038	71	19	mean	mean	ADJ
american_scientific_journal-12038	71	20	time	time	NOUN
american_scientific_journal-12038	71	21	to	to	PART
american_scientific_journal-12038	71	22	detect	detect	VERB
american_scientific_journal-12038	71	23	(	(	PUNCT
american_scientific_journal-12038	71	24	mttd	mttd	PROPN
american_scientific_journal-12038	71	25	)	)	PUNCT
american_scientific_journal-12038	71	26	and	and	CCONJ
american_scientific_journal-12038	71	27	mean	mean	VERB
american_scientific_journal-12038	71	28	time	time	NOUN
american_scientific_journal-12038	71	29	to	to	PART
american_scientific_journal-12038	71	30	repair	repair	VERB
american_scientific_journal-12038	71	31	(	(	PUNCT
american_scientific_journal-12038	71	32	mttr	mttr	NOUN
american_scientific_journal-12038	71	33	)	)	PUNCT
american_scientific_journal-12038	71	34	remain	remain	VERB
american_scientific_journal-12038	71	35	high	high	ADJ
american_scientific_journal-12038	71	36	when	when	SCONJ
american_scientific_journal-12038	71	37	faced	face	VERB
american_scientific_journal-12038	71	38	with	with	ADP
american_scientific_journal-12038	71	39	atypical	atypical	ADJ
american_scientific_journal-12038	71	40	errors	error	NOUN
american_scientific_journal-12038	71	41	—	—	PUNCT
american_scientific_journal-12038	71	42	up	up	ADP
american_scientific_journal-12038	71	43	to	to	PART
american_scientific_journal-12038	71	44	60	60	NUM
american_scientific_journal-12038	71	45	and	and	CCONJ
american_scientific_journal-12038	71	46	120	120	NUM
american_scientific_journal-12038	71	47	minutes	minute	NOUN
american_scientific_journal-12038	71	48	respectively	respectively	ADV
american_scientific_journal-12038	71	49	[	[	X
american_scientific_journal-12038	71	50	2	2	NUM
american_scientific_journal-12038	71	51	]	]	PUNCT
american_scientific_journal-12038	71	52	.	.	PUNCT
american_scientific_journal-12038	72	1	additionally	additionally	ADV
american_scientific_journal-12038	72	2	,	,	PUNCT
american_scientific_journal-12038	72	3	alert	alert	NOUN
american_scientific_journal-12038	72	4	noise	noise	NOUN
american_scientific_journal-12038	72	5	and	and	CCONJ
american_scientific_journal-12038	72	6	false	false	ADJ
american_scientific_journal-12038	72	7	positives	positive	NOUN
american_scientific_journal-12038	72	8	burden	burden	NOUN
american_scientific_journal-12038	72	9	operational	operational	ADJ
american_scientific_journal-12038	72	10	teams	team	NOUN
american_scientific_journal-12038	72	11	with	with	ADP
american_scientific_journal-12038	72	12	excessive	excessive	ADJ
american_scientific_journal-12038	72	13	routine	routine	ADJ
american_scientific_journal-12038	72	14	work	work	NOUN
american_scientific_journal-12038	72	15	.	.	PUNCT
american_scientific_journal-12038	73	1	table	table	NOUN
american_scientific_journal-12038	73	2	1	1	NUM
american_scientific_journal-12038	73	3	below	below	ADV
american_scientific_journal-12038	73	4	provides	provide	VERB
american_scientific_journal-12038	73	5	a	a	DET
american_scientific_journal-12038	73	6	comparison	comparison	NOUN
american_scientific_journal-12038	73	7	of	of	ADP
american_scientific_journal-12038	73	8	classical	classical	ADJ
american_scientific_journal-12038	73	9	reliability	reliability	NOUN
american_scientific_journal-12038	73	10	models	model	NOUN
american_scientific_journal-12038	73	11	in	in	ADP
american_scientific_journal-12038	73	12	ci	ci	PROPN
american_scientific_journal-12038	73	13	/	/	SYM
american_scientific_journal-12038	73	14	cd	cd	PROPN
american_scientific_journal-12038	73	15	.	.	PUNCT
american_scientific_journal-12038	74	1	collecting	collect	VERB
american_scientific_journal-12038	74	2	metrics	metric	NOUN
american_scientific_journal-12038	74	3	and	and	CCONJ
american_scientific_journal-12038	74	4	logs	log	NOUN
american_scientific_journal-12038	74	5	.	.	PUNCT
american_scientific_journal-12038	75	1	prometheus	prometheus	NOUN
american_scientific_journal-12038	75	2	tools	tool	NOUN
american_scientific_journal-12038	75	3	(	(	PUNCT
american_scientific_journal-12038	75	4	metrics	metric	NOUN
american_scientific_journal-12038	75	5	)	)	PUNCT
american_scientific_journal-12038	75	6	and	and	CCONJ
american_scientific_journal-12038	75	7	the	the	DET
american_scientific_journal-12038	75	8	elk	elk	NOUN
american_scientific_journal-12038	75	9	stack	stack	NOUN
american_scientific_journal-12038	75	10	(	(	PUNCT
american_scientific_journal-12038	75	11	logs	log	NOUN
american_scientific_journal-12038	75	12	)	)	PUNCT
american_scientific_journal-12038	75	13	provide	provide	VERB
american_scientific_journal-12038	75	14	a	a	DET
american_scientific_journal-12038	75	15	centralized	centralized	ADJ
american_scientific_journal-12038	75	16	repository	repository	NOUN
american_scientific_journal-12038	75	17	of	of	ADP
american_scientific_journal-12038	75	18	data	datum	NOUN
american_scientific_journal-12038	75	19	on	on	ADP
american_scientific_journal-12038	75	20	the	the	DET
american_scientific_journal-12038	75	21	operation	operation	NOUN
american_scientific_journal-12038	75	22	of	of	ADP
american_scientific_journal-12038	75	23	services	service	NOUN
american_scientific_journal-12038	75	24	.	.	PUNCT
american_scientific_journal-12038	76	1	threshold	threshold	NOUN
american_scientific_journal-12038	76	2	alerts	alert	NOUN
american_scientific_journal-12038	76	3	.	.	PUNCT
american_scientific_journal-12038	77	1	alert	alert	ADJ
american_scientific_journal-12038	77	2	manager	manager	NOUN
american_scientific_journal-12038	77	3	,	,	PUNCT
american_scientific_journal-12038	77	4	in	in	ADP
american_scientific_journal-12038	77	5	conjunction	conjunction	NOUN
american_scientific_journal-12038	77	6	with	with	ADP
american_scientific_journal-12038	77	7	prometheus	prometheus	NOUN
american_scientific_journal-12038	77	8	,	,	PUNCT
american_scientific_journal-12038	77	9	responds	respond	VERB
american_scientific_journal-12038	77	10	to	to	PART
american_scientific_journal-12038	77	11	preset	preset	VERB
american_scientific_journal-12038	77	12	thresholds	threshold	NOUN
american_scientific_journal-12038	77	13	and	and	CCONJ
american_scientific_journal-12038	77	14	sends	send	VERB
american_scientific_journal-12038	77	15	notifications	notification	NOUN
american_scientific_journal-12038	77	16	to	to	PART
american_scientific_journal-12038	77	17	slack	slack	VERB
american_scientific_journal-12038	77	18	or	or	CCONJ
american_scientific_journal-12038	77	19	pagerduty	pagerduty	NOUN
american_scientific_journal-12038	77	20	.	.	PUNCT
american_scientific_journal-12038	78	1	manual	manual	ADJ
american_scientific_journal-12038	78	2	diagnostics	diagnostic	NOUN
american_scientific_journal-12038	78	3	.	.	PUNCT
american_scientific_journal-12038	79	1	upon	upon	SCONJ
american_scientific_journal-12038	79	2	notification	notification	NOUN
american_scientific_journal-12038	79	3	,	,	PUNCT
american_scientific_journal-12038	79	4	the	the	DET
american_scientific_journal-12038	79	5	sre	sre	NOUN
american_scientific_journal-12038	79	6	team	team	NOUN
american_scientific_journal-12038	79	7	analyzes	analyze	VERB
american_scientific_journal-12038	79	8	metrics	metric	NOUN
american_scientific_journal-12038	79	9	and	and	CCONJ
american_scientific_journal-12038	79	10	logs	log	NOUN
american_scientific_journal-12038	79	11	,	,	PUNCT
american_scientific_journal-12038	79	12	performs	perform	VERB
american_scientific_journal-12038	79	13	root	root	NOUN
american_scientific_journal-12038	79	14	-	-	PUNCT
american_scientific_journal-12038	79	15	cause	cause	NOUN
american_scientific_journal-12038	79	16	analysis	analysis	NOUN
american_scientific_journal-12038	79	17	and	and	CCONJ
american_scientific_journal-12038	79	18	decides	decide	VERB
american_scientific_journal-12038	79	19	on	on	ADP
american_scientific_journal-12038	79	20	intervention	intervention	NOUN
american_scientific_journal-12038	79	21	(	(	PUNCT
american_scientific_journal-12038	79	22	scaling	scaling	NOUN
american_scientific_journal-12038	79	23	,	,	PUNCT
american_scientific_journal-12038	79	24	restarting	restarting	NOUN
american_scientific_journal-12038	79	25	,	,	PUNCT
american_scientific_journal-12038	79	26	rollback	rollback	NOUN
american_scientific_journal-12038	79	27	)	)	PUNCT
american_scientific_journal-12038	79	28	.	.	PUNCT
american_scientific_journal-12038	80	1	american	american	ADJ
american_scientific_journal-12038	80	2	academic	academic	ADJ
american_scientific_journal-12038	80	3	scientific	scientific	ADJ
american_scientific_journal-12038	80	4	research	research	NOUN
american_scientific_journal-12038	80	5	journal	journal	NOUN
american_scientific_journal-12038	80	6	for	for	ADP
american_scientific_journal-12038	80	7	engineering	engineering	NOUN
american_scientific_journal-12038	80	8	,	,	PUNCT
american_scientific_journal-12038	80	9	technology	technology	NOUN
american_scientific_journal-12038	80	10	,	,	PUNCT
american_scientific_journal-12038	80	11	and	and	CCONJ
american_scientific_journal-12038	80	12	sciences	science	NOUN
american_scientific_journal-12038	80	13	(	(	PUNCT
american_scientific_journal-12038	80	14	asrjets	asrjet	NOUN
american_scientific_journal-12038	80	15	)	)	PUNCT
american_scientific_journal-12038	80	16	volume	volume	NOUN
american_scientific_journal-12038	80	17	103	103	NUM
american_scientific_journal-12038	80	18	,	,	PUNCT
american_scientific_journal-12038	80	19	no	no	DET
american_scientific_journal-12038	80	20	1	1	NUM
american_scientific_journal-12038	80	21	,	,	PUNCT
american_scientific_journal-12038	80	22	pp	pp	ADV
american_scientific_journal-12038	80	23	206	206	NUM
american_scientific_journal-12038	80	24	-	-	SYM
american_scientific_journal-12038	80	25	214	214	NUM
american_scientific_journal-12038	80	26	210	210	NUM
american_scientific_journal-12038	80	27	table	table	NOUN
american_scientific_journal-12038	80	28	1	1	NUM
american_scientific_journal-12038	80	29	:	:	PUNCT
american_scientific_journal-12038	80	30	comparison	comparison	NOUN
american_scientific_journal-12038	80	31	of	of	ADP
american_scientific_journal-12038	80	32	classical	classical	ADJ
american_scientific_journal-12038	80	33	reliability	reliability	NOUN
american_scientific_journal-12038	80	34	models	model	NOUN
american_scientific_journal-12038	80	35	in	in	ADP
american_scientific_journal-12038	80	36	ci	ci	PROPN
american_scientific_journal-12038	80	37	/	/	SYM
american_scientific_journal-12038	80	38	cd	cd	PROPN
american_scientific_journal-12038	80	39	[	[	X
american_scientific_journal-12038	80	40	1,2,7,8	1,2,7,8	NUM
american_scientific_journal-12038	80	41	]	]	PUNCT
american_scientific_journal-12038	80	42	model	model	NOUN
american_scientific_journal-12038	80	43	description	description	NOUN
american_scientific_journal-12038	80	44	advantages	advantage	VERB
american_scientific_journal-12038	80	45	limitations	limitation	NOUN
american_scientific_journal-12038	80	46	tools	tool	VERB
american_scientific_journal-12038	80	47	rule	rule	NOUN
american_scientific_journal-12038	80	48	-	-	PUNCT
american_scientific_journal-12038	80	49	based	base	VERB
american_scientific_journal-12038	80	50	automation	automation	NOUN
american_scientific_journal-12038	80	51	strictly	strictly	ADV
american_scientific_journal-12038	80	52	scripted	script	VERB
american_scientific_journal-12038	80	53	health	health	NOUN
american_scientific_journal-12038	80	54	checks	check	NOUN
american_scientific_journal-12038	80	55	,	,	PUNCT
american_scientific_journal-12038	80	56	canary	canary	NOUN
american_scientific_journal-12038	80	57	,	,	PUNCT
american_scientific_journal-12038	80	58	blue	blue	ADJ
american_scientific_journal-12038	80	59	-	-	PUNCT
american_scientific_journal-12038	80	60	green	green	ADJ
american_scientific_journal-12038	80	61	,	,	PUNCT
american_scientific_journal-12038	80	62	rollback	rollback	NOUN
american_scientific_journal-12038	80	63	predictability	predictability	NOUN
american_scientific_journal-12038	80	64	,	,	PUNCT
american_scientific_journal-12038	80	65	ease	ease	NOUN
american_scientific_journal-12038	80	66	of	of	ADP
american_scientific_journal-12038	80	67	adoption	adoption	NOUN
american_scientific_journal-12038	80	68	inability	inability	NOUN
american_scientific_journal-12038	80	69	to	to	PART
american_scientific_journal-12038	80	70	handle	handle	VERB
american_scientific_journal-12038	80	71	atypical	atypical	ADJ
american_scientific_journal-12038	80	72	failures	failure	NOUN
american_scientific_journal-12038	80	73	;	;	PUNCT
american_scientific_journal-12038	80	74	high	high	ADJ
american_scientific_journal-12038	80	75	maintenance	maintenance	NOUN
american_scientific_journal-12038	80	76	cost	cost	NOUN
american_scientific_journal-12038	80	77	jenkins	jenkin	NOUN
american_scientific_journal-12038	80	78	,	,	PUNCT
american_scientific_journal-12038	80	79	ansible	ansible	ADJ
american_scientific_journal-12038	80	80	,	,	PUNCT
american_scientific_journal-12038	80	81	bash	bash	NOUN
american_scientific_journal-12038	80	82	scripts	script	NOUN
american_scientific_journal-12038	80	83	canary	canary	NOUN
american_scientific_journal-12038	80	84	releases	release	VERB
american_scientific_journal-12038	80	85	gradual	gradual	ADJ
american_scientific_journal-12038	80	86	rollout	rollout	NOUN
american_scientific_journal-12038	80	87	of	of	ADP
american_scientific_journal-12038	80	88	new	new	ADJ
american_scientific_journal-12038	80	89	versions	version	NOUN
american_scientific_journal-12038	80	90	to	to	ADP
american_scientific_journal-12038	80	91	a	a	DET
american_scientific_journal-12038	80	92	small	small	ADJ
american_scientific_journal-12038	80	93	traffic	traffic	NOUN
american_scientific_journal-12038	80	94	subset	subset	VERB
american_scientific_journal-12038	80	95	early	early	ADJ
american_scientific_journal-12038	80	96	problem	problem	NOUN
american_scientific_journal-12038	80	97	detection	detection	NOUN
american_scientific_journal-12038	80	98	complex	complex	ADJ
american_scientific_journal-12038	80	99	setup	setup	NOUN
american_scientific_journal-12038	80	100	in	in	ADP
american_scientific_journal-12038	80	101	intricate	intricate	ADJ
american_scientific_journal-12038	80	102	networks	network	NOUN
american_scientific_journal-12038	80	103	;	;	PUNCT
american_scientific_journal-12038	80	104	partial	partial	ADJ
american_scientific_journal-12038	80	105	coverage	coverage	NOUN
american_scientific_journal-12038	80	106	istio	istio	NOUN
american_scientific_journal-12038	80	107	,	,	PUNCT
american_scientific_journal-12038	80	108	flagger	flagger	NOUN
american_scientific_journal-12038	80	109	blue	blue	ADJ
american_scientific_journal-12038	80	110	/	/	SYM
american_scientific_journal-12038	80	111	green	green	ADJ
american_scientific_journal-12038	80	112	deployment	deployment	NOUN
american_scientific_journal-12038	80	113	two	two	NUM
american_scientific_journal-12038	80	114	parallel	parallel	ADJ
american_scientific_journal-12038	80	115	environments	environment	NOUN
american_scientific_journal-12038	80	116	with	with	ADP
american_scientific_journal-12038	80	117	full	full	ADJ
american_scientific_journal-12038	80	118	traffic	traffic	NOUN
american_scientific_journal-12038	80	119	switch	switch	NOUN
american_scientific_journal-12038	80	120	after	after	ADP
american_scientific_journal-12038	80	121	safe	safe	ADJ
american_scientific_journal-12038	80	122	testing	testing	NOUN
american_scientific_journal-12038	80	123	no	no	DET
american_scientific_journal-12038	80	124	downtime	downtime	NOUN
american_scientific_journal-12038	80	125	infrastructure	infrastructure	NOUN
american_scientific_journal-12038	80	126	duplication	duplication	NOUN
american_scientific_journal-12038	80	127	;	;	PUNCT
american_scientific_journal-12038	80	128	data	datum	NOUN
american_scientific_journal-12038	80	129	synchronization	synchronization	NOUN
american_scientific_journal-12038	80	130	complexity	complexity	PROPN
american_scientific_journal-12038	80	131	spinnaker	spinnaker	NOUN
american_scientific_journal-12038	80	132	,	,	PUNCT
american_scientific_journal-12038	80	133	aws	aws	NOUN
american_scientific_journal-12038	80	134	codedeploy	codedeploy	NOUN
american_scientific_journal-12038	80	135	thresholdbased	thresholdbased	ADJ
american_scientific_journal-12038	80	136	monitoring	monitor	VERB
american_scientific_journal-12038	80	137	metric	metric	ADJ
american_scientific_journal-12038	80	138	collection	collection	NOUN
american_scientific_journal-12038	80	139	,	,	PUNCT
american_scientific_journal-12038	80	140	static	static	ADJ
american_scientific_journal-12038	80	141	threshold	threshold	NOUN
american_scientific_journal-12038	80	142	alert	alert	NOUN
american_scientific_journal-12038	80	143	configuration	configuration	NOUN
american_scientific_journal-12038	80	144	fast	fast	ADJ
american_scientific_journal-12038	80	145	reaction	reaction	NOUN
american_scientific_journal-12038	80	146	to	to	ADP
american_scientific_journal-12038	80	147	known	know	VERB
american_scientific_journal-12038	80	148	issues	issue	NOUN
american_scientific_journal-12038	80	149	high	high	ADV
american_scientific_journal-12038	80	150	mttd	mttd	PROPN
american_scientific_journal-12038	80	151	/	/	SYM
american_scientific_journal-12038	80	152	mttr	mttr	PROPN
american_scientific_journal-12038	80	153	;	;	PUNCT
american_scientific_journal-12038	80	154	alert	alert	NOUN
american_scientific_journal-12038	80	155	noise	noise	NOUN
american_scientific_journal-12038	80	156	;	;	PUNCT
american_scientific_journal-12038	80	157	manual	manual	ADJ
american_scientific_journal-12038	80	158	diagnostics	diagnostic	NOUN
american_scientific_journal-12038	80	159	prometheus	prometheus	NOUN
american_scientific_journal-12038	80	160	+	+	CCONJ
american_scientific_journal-12038	80	161	alertmanager	alertmanager	ADJ
american_scientific_journal-12038	80	162	,	,	PUNCT
american_scientific_journal-12038	80	163	elk	elk	NOUN
american_scientific_journal-12038	80	164	stack	stack	NOUN
american_scientific_journal-12038	80	165	thus	thus	ADV
american_scientific_journal-12038	80	166	,	,	PUNCT
american_scientific_journal-12038	80	167	classical	classical	ADJ
american_scientific_journal-12038	80	168	reliability	reliability	NOUN
american_scientific_journal-12038	80	169	assurance	assurance	NOUN
american_scientific_journal-12038	80	170	approaches	approach	NOUN
american_scientific_journal-12038	80	171	based	base	VERB
american_scientific_journal-12038	80	172	on	on	ADP
american_scientific_journal-12038	80	173	rigidly	rigidly	ADV
american_scientific_journal-12038	80	174	specified	specify	VERB
american_scientific_journal-12038	80	175	rules	rule	NOUN
american_scientific_journal-12038	80	176	and	and	CCONJ
american_scientific_journal-12038	80	177	reactive	reactive	ADJ
american_scientific_journal-12038	80	178	monitoring	monitoring	NOUN
american_scientific_journal-12038	80	179	constitute	constitute	VERB
american_scientific_journal-12038	80	180	a	a	DET
american_scientific_journal-12038	80	181	baseline	baseline	ADJ
american_scientific_journal-12038	80	182	level	level	NOUN
american_scientific_journal-12038	80	183	of	of	ADP
american_scientific_journal-12038	80	184	control	control	NOUN
american_scientific_journal-12038	80	185	in	in	ADP
american_scientific_journal-12038	80	186	ci	ci	PROPN
american_scientific_journal-12038	80	187	/	/	SYM
american_scientific_journal-12038	80	188	cd	cd	NOUN
american_scientific_journal-12038	80	189	pipelines	pipeline	NOUN
american_scientific_journal-12038	80	190	.	.	PUNCT
american_scientific_journal-12038	81	1	despite	despite	SCONJ
american_scientific_journal-12038	81	2	their	their	PRON
american_scientific_journal-12038	81	3	predictability	predictability	NOUN
american_scientific_journal-12038	81	4	and	and	CCONJ
american_scientific_journal-12038	81	5	ease	ease	NOUN
american_scientific_journal-12038	81	6	of	of	ADP
american_scientific_journal-12038	81	7	implementation	implementation	NOUN
american_scientific_journal-12038	81	8	,	,	PUNCT
american_scientific_journal-12038	81	9	they	they	PRON
american_scientific_journal-12038	81	10	exhibit	exhibit	VERB
american_scientific_journal-12038	81	11	low	low	ADJ
american_scientific_journal-12038	81	12	effectiveness	effectiveness	NOUN
american_scientific_journal-12038	81	13	in	in	ADP
american_scientific_journal-12038	81	14	the	the	DET
american_scientific_journal-12038	81	15	context	context	NOUN
american_scientific_journal-12038	81	16	of	of	ADP
american_scientific_journal-12038	81	17	dynamically	dynamically	ADV
american_scientific_journal-12038	81	18	evolving	evolve	VERB
american_scientific_journal-12038	81	19	microservice	microservice	NOUN
american_scientific_journal-12038	81	20	architectures	architecture	NOUN
american_scientific_journal-12038	81	21	,	,	PUNCT
american_scientific_journal-12038	81	22	as	as	SCONJ
american_scientific_journal-12038	81	23	they	they	PRON
american_scientific_journal-12038	81	24	are	be	AUX
american_scientific_journal-12038	81	25	unable	unable	ADJ
american_scientific_journal-12038	81	26	to	to	PART
american_scientific_journal-12038	81	27	adapt	adapt	VERB
american_scientific_journal-12038	81	28	to	to	ADP
american_scientific_journal-12038	81	29	atypical	atypical	ADJ
american_scientific_journal-12038	81	30	failures	failure	NOUN
american_scientific_journal-12038	81	31	and	and	CCONJ
american_scientific_journal-12038	81	32	require	require	VERB
american_scientific_journal-12038	81	33	substantial	substantial	ADJ
american_scientific_journal-12038	81	34	manual	manual	ADJ
american_scientific_journal-12038	81	35	effort	effort	NOUN
american_scientific_journal-12038	81	36	for	for	ADP
american_scientific_journal-12038	81	37	incident	incident	NOUN
american_scientific_journal-12038	81	38	diagnosis	diagnosis	NOUN
american_scientific_journal-12038	81	39	and	and	CCONJ
american_scientific_journal-12038	81	40	remediation	remediation	NOUN
american_scientific_journal-12038	81	41	,	,	PUNCT
american_scientific_journal-12038	81	42	which	which	PRON
american_scientific_journal-12038	81	43	underscores	underscore	VERB
american_scientific_journal-12038	81	44	the	the	DET
american_scientific_journal-12038	81	45	need	need	NOUN
american_scientific_journal-12038	81	46	to	to	PART
american_scientific_journal-12038	81	47	transition	transition	VERB
american_scientific_journal-12038	81	48	to	to	ADP
american_scientific_journal-12038	81	49	more	more	ADV
american_scientific_journal-12038	81	50	intelligent	intelligent	ADJ
american_scientific_journal-12038	81	51	management	management	NOUN
american_scientific_journal-12038	81	52	models	model	NOUN
american_scientific_journal-12038	81	53	.	.	PUNCT
american_scientific_journal-12038	82	1	3	3	X
american_scientific_journal-12038	82	2	.	.	X
american_scientific_journal-12038	82	3	ai	ai	AUX
american_scientific_journal-12038	82	4	-	-	PUNCT
american_scientific_journal-12038	82	5	accelerated	accelerate	VERB
american_scientific_journal-12038	82	6	models	model	NOUN
american_scientific_journal-12038	82	7	of	of	ADP
american_scientific_journal-12038	82	8	proactive	proactive	ADJ
american_scientific_journal-12038	82	9	reliability	reliability	NOUN
american_scientific_journal-12038	82	10	in	in	ADP
american_scientific_journal-12038	82	11	response	response	NOUN
american_scientific_journal-12038	82	12	to	to	ADP
american_scientific_journal-12038	82	13	the	the	DET
american_scientific_journal-12038	82	14	limitations	limitation	NOUN
american_scientific_journal-12038	82	15	of	of	ADP
american_scientific_journal-12038	82	16	classical	classical	ADJ
american_scientific_journal-12038	82	17	ci	ci	NOUN
american_scientific_journal-12038	82	18	/	/	SYM
american_scientific_journal-12038	82	19	cd	cd	NOUN
american_scientific_journal-12038	82	20	approaches	approach	NOUN
american_scientific_journal-12038	82	21	,	,	PUNCT
american_scientific_journal-12038	82	22	modern	modern	ADJ
american_scientific_journal-12038	82	23	strategies	strategy	NOUN
american_scientific_journal-12038	82	24	integrate	integrate	VERB
american_scientific_journal-12038	82	25	artificial	artificial	ADJ
american_scientific_journal-12038	82	26	intelligence	intelligence	NOUN
american_scientific_journal-12038	82	27	methods	method	NOUN
american_scientific_journal-12038	82	28	to	to	PART
american_scientific_journal-12038	82	29	shift	shift	VERB
american_scientific_journal-12038	82	30	from	from	ADP
american_scientific_journal-12038	82	31	reactive	reactive	NOUN
american_scientific_journal-12038	82	32	to	to	ADP
american_scientific_journal-12038	82	33	proactive	proactive	ADJ
american_scientific_journal-12038	82	34	reliability	reliability	NOUN
american_scientific_journal-12038	82	35	management	management	NOUN
american_scientific_journal-12038	82	36	.	.	PUNCT
american_scientific_journal-12038	83	1	two	two	NUM
american_scientific_journal-12038	83	2	primary	primary	ADJ
american_scientific_journal-12038	83	3	categories	category	NOUN
american_scientific_journal-12038	83	4	of	of	ADP
american_scientific_journal-12038	83	5	such	such	ADJ
american_scientific_journal-12038	83	6	aiops	aiop	NOUN
american_scientific_journal-12038	83	7	models	model	NOUN
american_scientific_journal-12038	83	8	are	be	AUX
american_scientific_journal-12038	83	9	predictive	predictive	ADJ
american_scientific_journal-12038	83	10	analytics	analytic	NOUN
american_scientific_journal-12038	83	11	with	with	ADP
american_scientific_journal-12038	83	12	anomaly	anomaly	NOUN
american_scientific_journal-12038	83	13	detection	detection	NOUN
american_scientific_journal-12038	83	14	and	and	CCONJ
american_scientific_journal-12038	83	15	self	self	NOUN
american_scientific_journal-12038	83	16	-	-	PUNCT
american_scientific_journal-12038	83	17	healing	healing	NOUN
american_scientific_journal-12038	83	18	mechanisms	mechanism	NOUN
american_scientific_journal-12038	83	19	with	with	ADP
american_scientific_journal-12038	83	20	adaptive	adaptive	ADJ
american_scientific_journal-12038	83	21	response	response	NOUN
american_scientific_journal-12038	83	22	capabilities	capability	NOUN
american_scientific_journal-12038	83	23	.	.	PUNCT
american_scientific_journal-12038	84	1	predictive	predictive	ADJ
american_scientific_journal-12038	84	2	analytics	analytic	NOUN
american_scientific_journal-12038	84	3	in	in	ADP
american_scientific_journal-12038	84	4	devops	devop	NOUN
american_scientific_journal-12038	84	5	applies	apply	VERB
american_scientific_journal-12038	84	6	machine	machine	NOUN
american_scientific_journal-12038	84	7	learning	learning	NOUN
american_scientific_journal-12038	84	8	models	model	NOUN
american_scientific_journal-12038	84	9	to	to	PART
american_scientific_journal-12038	84	10	identify	identify	VERB
american_scientific_journal-12038	84	11	patterns	pattern	NOUN
american_scientific_journal-12038	84	12	in	in	ADP
american_scientific_journal-12038	84	13	metrics	metric	NOUN
american_scientific_journal-12038	84	14	and	and	CCONJ
american_scientific_journal-12038	84	15	logs	log	NOUN
american_scientific_journal-12038	84	16	,	,	PUNCT
american_scientific_journal-12038	84	17	correlate	correlate	VERB
american_scientific_journal-12038	84	18	derivative	derivative	ADJ
american_scientific_journal-12038	84	19	events	event	NOUN
american_scientific_journal-12038	84	20	with	with	ADP
american_scientific_journal-12038	84	21	their	their	PRON
american_scientific_journal-12038	84	22	root	root	NOUN
american_scientific_journal-12038	84	23	causes	cause	NOUN
american_scientific_journal-12038	84	24	,	,	PUNCT
american_scientific_journal-12038	84	25	and	and	CCONJ
american_scientific_journal-12038	84	26	predict	predict	VERB
american_scientific_journal-12038	84	27	failures	failure	NOUN
american_scientific_journal-12038	84	28	before	before	SCONJ
american_scientific_journal-12038	84	29	they	they	PRON
american_scientific_journal-12038	84	30	occur.supervised	occur.supervise	VERB
american_scientific_journal-12038	84	31	algorithms	algorithm	NOUN
american_scientific_journal-12038	84	32	(	(	PUNCT
american_scientific_journal-12038	84	33	decision	decision	NOUN
american_scientific_journal-12038	84	34	trees	tree	NOUN
american_scientific_journal-12038	84	35	,	,	PUNCT
american_scientific_journal-12038	84	36	svm	svm	ADJ
american_scientific_journal-12038	84	37	,	,	PUNCT
american_scientific_journal-12038	84	38	random	random	ADJ
american_scientific_journal-12038	84	39	forest	forest	NOUN
american_scientific_journal-12038	84	40	)	)	PUNCT
american_scientific_journal-12038	84	41	are	be	AUX
american_scientific_journal-12038	84	42	trained	train	VERB
american_scientific_journal-12038	84	43	on	on	ADP
american_scientific_journal-12038	84	44	labeled	label	VERB
american_scientific_journal-12038	84	45	datasets	dataset	NOUN
american_scientific_journal-12038	84	46	representing	represent	VERB
american_scientific_journal-12038	84	47	normal	normal	ADJ
american_scientific_journal-12038	84	48	and	and	CCONJ
american_scientific_journal-12038	84	49	abnormal	abnormal	ADJ
american_scientific_journal-12038	84	50	system	system	NOUN
american_scientific_journal-12038	84	51	behavior	behavior	NOUN
american_scientific_journal-12038	84	52	,	,	PUNCT
american_scientific_journal-12038	84	53	enabling	enable	VERB
american_scientific_journal-12038	84	54	classification	classification	NOUN
american_scientific_journal-12038	84	55	of	of	ADP
american_scientific_journal-12038	84	56	future	future	ADJ
american_scientific_journal-12038	84	57	events	event	NOUN
american_scientific_journal-12038	84	58	as	as	ADP
american_scientific_journal-12038	84	59	either	either	CCONJ
american_scientific_journal-12038	84	60	"	"	PUNCT
american_scientific_journal-12038	84	61	normal	normal	ADJ
american_scientific_journal-12038	84	62	"	"	PUNCT
american_scientific_journal-12038	84	63	or	or	CCONJ
american_scientific_journal-12038	84	64	"	"	PUNCT
american_scientific_journal-12038	84	65	anomalous	anomalous	ADJ
american_scientific_journal-12038	84	66	.	.	PUNCT
american_scientific_journal-12038	84	67	"	"	PUNCT
american_scientific_journal-12038	85	1	unsupervised	unsupervised	ADJ
american_scientific_journal-12038	85	2	methods	method	NOUN
american_scientific_journal-12038	85	3	(	(	PUNCT
american_scientific_journal-12038	85	4	k	k	NOUN
american_scientific_journal-12038	85	5	-	-	PUNCT
american_scientific_journal-12038	85	6	means	means	ADJ
american_scientific_journal-12038	85	7	,	,	PUNCT
american_scientific_journal-12038	85	8	dbscan	dbscan	NOUN
american_scientific_journal-12038	85	9	)	)	PUNCT
american_scientific_journal-12038	85	10	automatically	automatically	ADV
american_scientific_journal-12038	85	11	cluster	cluster	VERB
american_scientific_journal-12038	85	12	"	"	PUNCT
american_scientific_journal-12038	85	13	unknown	unknown	ADJ
american_scientific_journal-12038	85	14	"	"	PUNCT
american_scientific_journal-12038	85	15	operational	operational	ADJ
american_scientific_journal-12038	85	16	patterns	pattern	NOUN
american_scientific_journal-12038	85	17	without	without	ADP
american_scientific_journal-12038	85	18	prior	prior	ADJ
american_scientific_journal-12038	85	19	labeling	labeling	NOUN
american_scientific_journal-12038	85	20	,	,	PUNCT
american_scientific_journal-12038	85	21	helping	help	VERB
american_scientific_journal-12038	85	22	to	to	PART
american_scientific_journal-12038	85	23	detect	detect	VERB
american_scientific_journal-12038	85	24	rare	rare	ADJ
american_scientific_journal-12038	85	25	but	but	CCONJ
american_scientific_journal-12038	85	26	potentially	potentially	ADV
american_scientific_journal-12038	85	27	critical	critical	ADJ
american_scientific_journal-12038	85	28	failures	failure	NOUN
american_scientific_journal-12038	85	29	[	[	X
american_scientific_journal-12038	85	30	4	4	NUM
american_scientific_journal-12038	85	31	]	]	PUNCT
american_scientific_journal-12038	85	32	.	.	PUNCT
american_scientific_journal-12038	86	1	correlation	correlation	NOUN
american_scientific_journal-12038	86	2	algorithms	algorithm	NOUN
american_scientific_journal-12038	86	3	(	(	PUNCT
american_scientific_journal-12038	86	4	such	such	ADJ
american_scientific_journal-12038	86	5	as	as	ADP
american_scientific_journal-12038	86	6	graph	graph	NOUN
american_scientific_journal-12038	86	7	-	-	PUNCT
american_scientific_journal-12038	86	8	based	base	VERB
american_scientific_journal-12038	86	9	models	model	NOUN
american_scientific_journal-12038	86	10	)	)	PUNCT
american_scientific_journal-12038	86	11	are	be	AUX
american_scientific_journal-12038	86	12	employed	employ	VERB
american_scientific_journal-12038	86	13	to	to	PART
american_scientific_journal-12038	86	14	map	map	VERB
american_scientific_journal-12038	86	15	relationships	relationship	NOUN
american_scientific_journal-12038	86	16	between	between	ADP
american_scientific_journal-12038	86	17	events	event	NOUN
american_scientific_journal-12038	86	18	across	across	ADP
american_scientific_journal-12038	86	19	different	different	ADJ
american_scientific_journal-12038	86	20	components	component	NOUN
american_scientific_journal-12038	86	21	of	of	ADP
american_scientific_journal-12038	86	22	microservice	microservice	NOUN
american_scientific_journal-12038	86	23	architectures	architecture	NOUN
american_scientific_journal-12038	86	24	[	[	X
american_scientific_journal-12038	86	25	6	6	NUM
american_scientific_journal-12038	86	26	]	]	PUNCT
american_scientific_journal-12038	86	27	.	.	PUNCT
american_scientific_journal-12038	87	1	self	self	NOUN
american_scientific_journal-12038	87	2	-	-	PUNCT
american_scientific_journal-12038	87	3	healing	heal	VERB
american_scientific_journal-12038	87	4	mechanisms	mechanism	NOUN
american_scientific_journal-12038	87	5	complement	complement	VERB
american_scientific_journal-12038	87	6	predictive	predictive	ADJ
american_scientific_journal-12038	87	7	analytics	analytic	NOUN
american_scientific_journal-12038	87	8	by	by	ADP
american_scientific_journal-12038	87	9	automatically	automatically	ADV
american_scientific_journal-12038	87	10	triggering	trigger	VERB
american_scientific_journal-12038	87	11	corrective	corrective	ADJ
american_scientific_journal-12038	87	12	actions	action	NOUN
american_scientific_journal-12038	87	13	within	within	ADP
american_scientific_journal-12038	87	14	american	american	ADJ
american_scientific_journal-12038	87	15	academic	academic	ADJ
american_scientific_journal-12038	87	16	scientific	scientific	ADJ
american_scientific_journal-12038	87	17	research	research	NOUN
american_scientific_journal-12038	87	18	journal	journal	NOUN
american_scientific_journal-12038	87	19	for	for	ADP
american_scientific_journal-12038	87	20	engineering	engineering	NOUN
american_scientific_journal-12038	87	21	,	,	PUNCT
american_scientific_journal-12038	87	22	technology	technology	NOUN
american_scientific_journal-12038	87	23	,	,	PUNCT
american_scientific_journal-12038	87	24	and	and	CCONJ
american_scientific_journal-12038	87	25	sciences	science	NOUN
american_scientific_journal-12038	87	26	(	(	PUNCT
american_scientific_journal-12038	87	27	asrjets	asrjet	NOUN
american_scientific_journal-12038	87	28	)	)	PUNCT
american_scientific_journal-12038	87	29	volume	volume	NOUN
american_scientific_journal-12038	87	30	103	103	NUM
american_scientific_journal-12038	87	31	,	,	PUNCT
american_scientific_journal-12038	87	32	no	no	DET
american_scientific_journal-12038	87	33	1	1	NUM
american_scientific_journal-12038	87	34	,	,	PUNCT
american_scientific_journal-12038	87	35	pp	pp	ADV
american_scientific_journal-12038	87	36	206	206	NUM
american_scientific_journal-12038	87	37	-	-	SYM
american_scientific_journal-12038	87	38	214	214	NUM
american_scientific_journal-12038	87	39	211	211	NUM
american_scientific_journal-12038	87	40	the	the	DET
american_scientific_journal-12038	87	41	ci	ci	PROPN
american_scientific_journal-12038	87	42	/	/	SYM
american_scientific_journal-12038	87	43	cd	cd	NOUN
american_scientific_journal-12038	87	44	pipeline	pipeline	NOUN
american_scientific_journal-12038	87	45	and	and	CCONJ
american_scientific_journal-12038	87	46	production	production	NOUN
american_scientific_journal-12038	87	47	clusters	cluster	NOUN
american_scientific_journal-12038	87	48	without	without	ADP
american_scientific_journal-12038	87	49	human	human	ADJ
american_scientific_journal-12038	87	50	intervention	intervention	NOUN
american_scientific_journal-12038	87	51	.	.	PUNCT
american_scientific_journal-12038	88	1	ml	ml	PROPN
american_scientific_journal-12038	88	2	models	model	NOUN
american_scientific_journal-12038	88	3	trained	train	VERB
american_scientific_journal-12038	88	4	on	on	ADP
american_scientific_journal-12038	88	5	historical	historical	ADJ
american_scientific_journal-12038	88	6	traffic	traffic	NOUN
american_scientific_journal-12038	88	7	data	datum	NOUN
american_scientific_journal-12038	88	8	(	(	PUNCT
american_scientific_journal-12038	88	9	for	for	ADP
american_scientific_journal-12038	88	10	example	example	NOUN
american_scientific_journal-12038	88	11	,	,	PUNCT
american_scientific_journal-12038	88	12	flash	flash	VERB
american_scientific_journal-12038	88	13	sales	sale	NOUN
american_scientific_journal-12038	88	14	in	in	ADP
american_scientific_journal-12038	88	15	e	e	NOUN
american_scientific_journal-12038	88	16	-	-	NOUN
american_scientific_journal-12038	88	17	commerce	commerce	NOUN
american_scientific_journal-12038	88	18	)	)	PUNCT
american_scientific_journal-12038	88	19	predict	predict	VERB
american_scientific_journal-12038	88	20	load	load	NOUN
american_scientific_journal-12038	88	21	spikes	spike	NOUN
american_scientific_journal-12038	88	22	in	in	ADP
american_scientific_journal-12038	88	23	real	real	ADJ
american_scientific_journal-12038	88	24	time	time	NOUN
american_scientific_journal-12038	88	25	and	and	CCONJ
american_scientific_journal-12038	88	26	perform	perform	VERB
american_scientific_journal-12038	88	27	preventive	preventive	ADJ
american_scientific_journal-12038	88	28	rescaling	rescaling	NOUN
american_scientific_journal-12038	88	29	,	,	PUNCT
american_scientific_journal-12038	88	30	ensuring	ensure	VERB
american_scientific_journal-12038	88	31	stability	stability	NOUN
american_scientific_journal-12038	88	32	without	without	ADP
american_scientific_journal-12038	88	33	excessive	excessive	ADJ
american_scientific_journal-12038	88	34	resource	resource	NOUN
american_scientific_journal-12038	88	35	consumption	consumption	NOUN
american_scientific_journal-12038	88	36	[	[	X
american_scientific_journal-12038	88	37	4	4	NUM
american_scientific_journal-12038	88	38	]	]	PUNCT
american_scientific_journal-12038	88	39	.	.	PUNCT
american_scientific_journal-12038	89	1	data	datum	NOUN
american_scientific_journal-12038	89	2	on	on	ADP
american_scientific_journal-12038	89	3	successful	successful	ADJ
american_scientific_journal-12038	89	4	and	and	CCONJ
american_scientific_journal-12038	89	5	unsuccessful	unsuccessful	ADJ
american_scientific_journal-12038	89	6	interventions	intervention	NOUN
american_scientific_journal-12038	89	7	is	be	AUX
american_scientific_journal-12038	89	8	fed	feed	VERB
american_scientific_journal-12038	89	9	into	into	ADP
american_scientific_journal-12038	89	10	a	a	DET
american_scientific_journal-12038	89	11	continuous	continuous	ADJ
american_scientific_journal-12038	89	12	retraining	retrain	VERB
american_scientific_journal-12038	89	13	module	module	NOUN
american_scientific_journal-12038	89	14	,	,	PUNCT
american_scientific_journal-12038	89	15	updating	update	VERB
american_scientific_journal-12038	89	16	the	the	DET
american_scientific_journal-12038	89	17	ml	ml	NOUN
american_scientific_journal-12038	89	18	models	model	NOUN
american_scientific_journal-12038	89	19	and	and	CCONJ
american_scientific_journal-12038	89	20	enhancing	enhance	VERB
american_scientific_journal-12038	89	21	both	both	DET
american_scientific_journal-12038	89	22	prediction	prediction	NOUN
american_scientific_journal-12038	89	23	accuracy	accuracy	NOUN
american_scientific_journal-12038	89	24	and	and	CCONJ
american_scientific_journal-12038	89	25	self	self	NOUN
american_scientific_journal-12038	89	26	-	-	PUNCT
american_scientific_journal-12038	89	27	healing	heal	VERB
american_scientific_journal-12038	89	28	efficiency	efficiency	NOUN
american_scientific_journal-12038	89	29	with	with	ADP
american_scientific_journal-12038	89	30	every	every	DET
american_scientific_journal-12038	89	31	release	release	NOUN
american_scientific_journal-12038	89	32	.	.	PUNCT
american_scientific_journal-12038	90	1	the	the	DET
american_scientific_journal-12038	90	2	main	main	ADJ
american_scientific_journal-12038	90	3	classes	class	NOUN
american_scientific_journal-12038	90	4	of	of	ADP
american_scientific_journal-12038	90	5	ai	ai	NOUN
american_scientific_journal-12038	90	6	-	-	PUNCT
american_scientific_journal-12038	90	7	accelerated	accelerate	VERB
american_scientific_journal-12038	90	8	proactive	proactive	ADJ
american_scientific_journal-12038	90	9	reliability	reliability	NOUN
american_scientific_journal-12038	90	10	models	model	NOUN
american_scientific_journal-12038	90	11	are	be	AUX
american_scientific_journal-12038	90	12	summarized	summarize	VERB
american_scientific_journal-12038	90	13	in	in	ADP
american_scientific_journal-12038	90	14	table	table	NOUN
american_scientific_journal-12038	90	15	2	2	NUM
american_scientific_journal-12038	90	16	.	.	PUNCT
american_scientific_journal-12038	90	17	table	table	NOUN
american_scientific_journal-12038	90	18	2	2	NUM
american_scientific_journal-12038	90	19	:	:	PUNCT
american_scientific_journal-12038	90	20	the	the	DET
american_scientific_journal-12038	90	21	main	main	ADJ
american_scientific_journal-12038	90	22	classes	class	NOUN
american_scientific_journal-12038	90	23	of	of	ADP
american_scientific_journal-12038	90	24	ai	ai	NOUN
american_scientific_journal-12038	90	25	-	-	PUNCT
american_scientific_journal-12038	90	26	accelerated	accelerate	VERB
american_scientific_journal-12038	90	27	proactive	proactive	ADJ
american_scientific_journal-12038	90	28	reliability	reliability	NOUN
american_scientific_journal-12038	90	29	models	model	NOUN
american_scientific_journal-12038	90	30	[	[	X
american_scientific_journal-12038	90	31	1,3,4,6	1,3,4,6	NUM
american_scientific_journal-12038	90	32	]	]	PUNCT
american_scientific_journal-12038	90	33	model	model	NOUN
american_scientific_journal-12038	90	34	class	class	NOUN
american_scientific_journal-12038	90	35	description	description	NOUN
american_scientific_journal-12038	90	36	tools	tool	NOUN
american_scientific_journal-12038	90	37	/	/	SYM
american_scientific_journal-12038	90	38	technologies	technology	NOUN
american_scientific_journal-12038	90	39	predictive	predictive	ADJ
american_scientific_journal-12038	90	40	analytics	analytic	NOUN
american_scientific_journal-12038	90	41	ml	ml	NOUN
american_scientific_journal-12038	90	42	models	model	NOUN
american_scientific_journal-12038	90	43	for	for	ADP
american_scientific_journal-12038	90	44	forecasting	forecasting	NOUN
american_scientific_journal-12038	90	45	failures	failure	NOUN
american_scientific_journal-12038	90	46	before	before	SCONJ
american_scientific_journal-12038	90	47	they	they	PRON
american_scientific_journal-12038	90	48	occur	occur	VERB
american_scientific_journal-12038	90	49	random	random	ADJ
american_scientific_journal-12038	90	50	forest	forest	NOUN
american_scientific_journal-12038	90	51	,	,	PUNCT
american_scientific_journal-12038	90	52	svm	svm	PROPN
american_scientific_journal-12038	90	53	,	,	PUNCT
american_scientific_journal-12038	90	54	lstm	lstm	ADJ
american_scientific_journal-12038	90	55	anomaly	anomaly	NOUN
american_scientific_journal-12038	90	56	detection	detection	NOUN
american_scientific_journal-12038	90	57	correlation	correlation	NOUN
american_scientific_journal-12038	90	58	of	of	ADP
american_scientific_journal-12038	90	59	logs	log	NOUN
american_scientific_journal-12038	90	60	and	and	CCONJ
american_scientific_journal-12038	90	61	metrics	metric	NOUN
american_scientific_journal-12038	90	62	for	for	ADP
american_scientific_journal-12038	90	63	pattern	pattern	NOUN
american_scientific_journal-12038	90	64	clustering	cluster	VERB
american_scientific_journal-12038	90	65	dbscan	dbscan	NOUN
american_scientific_journal-12038	90	66	,	,	PUNCT
american_scientific_journal-12038	90	67	graph	graph	NOUN
american_scientific_journal-12038	90	68	-	-	PUNCT
american_scientific_journal-12038	90	69	based	base	VERB
american_scientific_journal-12038	90	70	models	model	NOUN
american_scientific_journal-12038	90	71	self	self	NOUN
american_scientific_journal-12038	90	72	-	-	PUNCT
american_scientific_journal-12038	90	73	healing	heal	VERB
american_scientific_journal-12038	90	74	operators	operator	NOUN
american_scientific_journal-12038	90	75	automated	automate	VERB
american_scientific_journal-12038	90	76	rescaling	rescaling	NOUN
american_scientific_journal-12038	90	77	,	,	PUNCT
american_scientific_journal-12038	90	78	restart	restart	NOUN
american_scientific_journal-12038	90	79	,	,	PUNCT
american_scientific_journal-12038	90	80	rollback	rollback	NOUN
american_scientific_journal-12038	90	81	actions	action	NOUN
american_scientific_journal-12038	90	82	kubernetes	kubernete	NOUN
american_scientific_journal-12038	90	83	operator	operator	NOUN
american_scientific_journal-12038	90	84	,	,	PUNCT
american_scientific_journal-12038	90	85	helm	helm	NOUN
american_scientific_journal-12038	90	86	,	,	PUNCT
american_scientific_journal-12038	90	87	argo	argo	PROPN
american_scientific_journal-12038	90	88	rollbacks	rollback	NOUN
american_scientific_journal-12038	90	89	adaptive	adaptive	ADJ
american_scientific_journal-12038	90	90	scaling	scale	VERB
american_scientific_journal-12038	90	91	preventive	preventive	ADJ
american_scientific_journal-12038	90	92	scaling	scaling	NOUN
american_scientific_journal-12038	90	93	based	base	VERB
american_scientific_journal-12038	90	94	on	on	ADP
american_scientific_journal-12038	90	95	load	load	NOUN
american_scientific_journal-12038	90	96	forecasts	forecast	NOUN
american_scientific_journal-12038	90	97	keda	keda	PROPN
american_scientific_journal-12038	90	98	,	,	PUNCT
american_scientific_journal-12038	90	99	prometheus	prometheus	PROPN
american_scientific_journal-12038	90	100	+	+	CCONJ
american_scientific_journal-12038	90	101	ai	ai	VERB
american_scientific_journal-12038	90	102	scaler	scaler	ADJ
american_scientific_journal-12038	90	103	continuous	continuous	ADJ
american_scientific_journal-12038	90	104	feedback	feedback	NOUN
american_scientific_journal-12038	90	105	loop	loop	NOUN
american_scientific_journal-12038	90	106	automatic	automatic	ADJ
american_scientific_journal-12038	90	107	model	model	NOUN
american_scientific_journal-12038	90	108	retraining	retrain	VERB
american_scientific_journal-12038	90	109	based	base	VERB
american_scientific_journal-12038	90	110	on	on	ADP
american_scientific_journal-12038	90	111	incident	incident	NOUN
american_scientific_journal-12038	90	112	outcomes	outcome	NOUN
american_scientific_journal-12038	90	113	tensorflow	tensorflow	NOUN
american_scientific_journal-12038	90	114	extended	extended	ADJ
american_scientific_journal-12038	90	115	(	(	PUNCT
american_scientific_journal-12038	90	116	tfx	tfx	PROPN
american_scientific_journal-12038	90	117	)	)	PUNCT
american_scientific_journal-12038	90	118	,	,	PUNCT
american_scientific_journal-12038	90	119	mlflow	mlflow	VERB
american_scientific_journal-12038	90	120	the	the	DET
american_scientific_journal-12038	90	121	adoption	adoption	NOUN
american_scientific_journal-12038	90	122	of	of	ADP
american_scientific_journal-12038	90	123	ai	ai	ADJ
american_scientific_journal-12038	90	124	-	-	PUNCT
american_scientific_journal-12038	90	125	accelerated	accelerate	VERB
american_scientific_journal-12038	90	126	models	model	NOUN
american_scientific_journal-12038	90	127	marks	mark	VERB
american_scientific_journal-12038	90	128	a	a	DET
american_scientific_journal-12038	90	129	qualitative	qualitative	ADJ
american_scientific_journal-12038	90	130	shift	shift	NOUN
american_scientific_journal-12038	90	131	from	from	ADP
american_scientific_journal-12038	90	132	reactive	reactive	NOUN
american_scientific_journal-12038	90	133	to	to	ADP
american_scientific_journal-12038	90	134	proactive	proactive	ADJ
american_scientific_journal-12038	90	135	reliability	reliability	NOUN
american_scientific_journal-12038	90	136	management	management	NOUN
american_scientific_journal-12038	90	137	.	.	PUNCT
american_scientific_journal-12038	91	1	through	through	ADP
american_scientific_journal-12038	91	2	the	the	DET
american_scientific_journal-12038	91	3	use	use	NOUN
american_scientific_journal-12038	91	4	of	of	ADP
american_scientific_journal-12038	91	5	predictive	predictive	ADJ
american_scientific_journal-12038	91	6	analytics	analytic	NOUN
american_scientific_journal-12038	91	7	to	to	PART
american_scientific_journal-12038	91	8	forecast	forecast	VERB
american_scientific_journal-12038	91	9	failures	failure	NOUN
american_scientific_journal-12038	91	10	and	and	CCONJ
american_scientific_journal-12038	91	11	self	self	NOUN
american_scientific_journal-12038	91	12	-	-	PUNCT
american_scientific_journal-12038	91	13	healing	healing	NOUN
american_scientific_journal-12038	91	14	mechanisms	mechanism	NOUN
american_scientific_journal-12038	91	15	for	for	ADP
american_scientific_journal-12038	91	16	their	their	PRON
american_scientific_journal-12038	91	17	automatic	automatic	ADJ
american_scientific_journal-12038	91	18	remediation	remediation	NOUN
american_scientific_journal-12038	91	19	,	,	PUNCT
american_scientific_journal-12038	91	20	a	a	DET
american_scientific_journal-12038	91	21	substantial	substantial	ADJ
american_scientific_journal-12038	91	22	reduction	reduction	NOUN
american_scientific_journal-12038	91	23	in	in	ADP
american_scientific_journal-12038	91	24	downtime	downtime	NOUN
american_scientific_journal-12038	91	25	and	and	CCONJ
american_scientific_journal-12038	91	26	minimization	minimization	NOUN
american_scientific_journal-12038	91	27	of	of	ADP
american_scientific_journal-12038	91	28	release	release	NOUN
american_scientific_journal-12038	91	29	-	-	PUNCT
american_scientific_journal-12038	91	30	related	relate	VERB
american_scientific_journal-12038	91	31	risks	risk	NOUN
american_scientific_journal-12038	91	32	is	be	AUX
american_scientific_journal-12038	91	33	achieved	achieve	VERB
american_scientific_journal-12038	91	34	.	.	PUNCT
american_scientific_journal-12038	92	1	these	these	DET
american_scientific_journal-12038	92	2	technologies	technology	NOUN
american_scientific_journal-12038	92	3	lay	lie	VERB
american_scientific_journal-12038	92	4	the	the	DET
american_scientific_journal-12038	92	5	foundation	foundation	NOUN
american_scientific_journal-12038	92	6	for	for	ADP
american_scientific_journal-12038	92	7	creating	create	VERB
american_scientific_journal-12038	92	8	autonomous	autonomous	ADJ
american_scientific_journal-12038	92	9	systems	system	NOUN
american_scientific_journal-12038	92	10	capable	capable	ADJ
american_scientific_journal-12038	92	11	of	of	ADP
american_scientific_journal-12038	92	12	maintaining	maintain	VERB
american_scientific_journal-12038	92	13	the	the	DET
american_scientific_journal-12038	92	14	stability	stability	NOUN
american_scientific_journal-12038	92	15	of	of	ADP
american_scientific_journal-12038	92	16	complex	complex	ADJ
american_scientific_journal-12038	92	17	distributed	distribute	VERB
american_scientific_journal-12038	92	18	applications	application	NOUN
american_scientific_journal-12038	92	19	without	without	ADP
american_scientific_journal-12038	92	20	constant	constant	ADJ
american_scientific_journal-12038	92	21	engineer	engineer	NOUN
american_scientific_journal-12038	92	22	intervention	intervention	NOUN
american_scientific_journal-12038	92	23	.	.	PUNCT
american_scientific_journal-12038	93	1	4	4	X
american_scientific_journal-12038	93	2	.	.	X
american_scientific_journal-12038	93	3	conceptual	conceptual	ADJ
american_scientific_journal-12038	93	4	model	model	NOUN
american_scientific_journal-12038	93	5	of	of	ADP
american_scientific_journal-12038	93	6	adaptive	adaptive	ADJ
american_scientific_journal-12038	93	7	automation	automation	NOUN
american_scientific_journal-12038	93	8	and	and	CCONJ
american_scientific_journal-12038	93	9	reliability	reliability	NOUN
american_scientific_journal-12038	93	10	to	to	PART
american_scientific_journal-12038	93	11	overcome	overcome	VERB
american_scientific_journal-12038	93	12	the	the	DET
american_scientific_journal-12038	93	13	limitations	limitation	NOUN
american_scientific_journal-12038	93	14	of	of	ADP
american_scientific_journal-12038	93	15	both	both	CCONJ
american_scientific_journal-12038	93	16	classical	classical	ADJ
american_scientific_journal-12038	93	17	and	and	CCONJ
american_scientific_journal-12038	93	18	ai	ai	ADJ
american_scientific_journal-12038	93	19	-	-	PUNCT
american_scientific_journal-12038	93	20	accelerated	accelerate	VERB
american_scientific_journal-12038	93	21	point	point	NOUN
american_scientific_journal-12038	93	22	solutions	solution	NOUN
american_scientific_journal-12038	93	23	,	,	PUNCT
american_scientific_journal-12038	93	24	a	a	DET
american_scientific_journal-12038	93	25	unified	unified	ADJ
american_scientific_journal-12038	93	26	architecture	architecture	NOUN
american_scientific_journal-12038	93	27	is	be	AUX
american_scientific_journal-12038	93	28	required	require	VERB
american_scientific_journal-12038	93	29	—	—	PUNCT
american_scientific_journal-12038	93	30	one	one	NUM
american_scientific_journal-12038	93	31	that	that	PRON
american_scientific_journal-12038	93	32	integrates	integrate	VERB
american_scientific_journal-12038	93	33	predictive	predictive	ADJ
american_scientific_journal-12038	93	34	analytics	analytic	NOUN
american_scientific_journal-12038	93	35	,	,	PUNCT
american_scientific_journal-12038	93	36	autonomous	autonomous	ADJ
american_scientific_journal-12038	93	37	recovery	recovery	NOUN
american_scientific_journal-12038	93	38	,	,	PUNCT
american_scientific_journal-12038	93	39	and	and	CCONJ
american_scientific_journal-12038	93	40	continuous	continuous	ADJ
american_scientific_journal-12038	93	41	retraining	retraining	NOUN
american_scientific_journal-12038	93	42	of	of	ADP
american_scientific_journal-12038	93	43	ml	ml	NOUN
american_scientific_journal-12038	93	44	modules	module	NOUN
american_scientific_journal-12038	93	45	.	.	PUNCT
american_scientific_journal-12038	94	1	this	this	DET
american_scientific_journal-12038	94	2	section	section	NOUN
american_scientific_journal-12038	94	3	presents	present	VERB
american_scientific_journal-12038	94	4	a	a	DET
american_scientific_journal-12038	94	5	conceptual	conceptual	ADJ
american_scientific_journal-12038	94	6	model	model	NOUN
american_scientific_journal-12038	94	7	designed	design	VERB
american_scientific_journal-12038	94	8	to	to	PART
american_scientific_journal-12038	94	9	deliver	deliver	VERB
american_scientific_journal-12038	94	10	adaptive	adaptive	ADJ
american_scientific_journal-12038	94	11	automation	automation	NOUN
american_scientific_journal-12038	94	12	and	and	CCONJ
american_scientific_journal-12038	94	13	proactive	proactive	ADJ
american_scientific_journal-12038	94	14	reliability	reliability	NOUN
american_scientific_journal-12038	94	15	in	in	ADP
american_scientific_journal-12038	94	16	the	the	DET
american_scientific_journal-12038	94	17	ci	ci	PROPN
american_scientific_journal-12038	94	18	/	/	SYM
american_scientific_journal-12038	94	19	cd	cd	NOUN
american_scientific_journal-12038	94	20	pipeline	pipeline	NOUN
american_scientific_journal-12038	94	21	.	.	PUNCT
american_scientific_journal-12038	95	1	at	at	ADP
american_scientific_journal-12038	95	2	the	the	DET
american_scientific_journal-12038	95	3	core	core	NOUN
american_scientific_journal-12038	95	4	of	of	ADP
american_scientific_journal-12038	95	5	this	this	DET
american_scientific_journal-12038	95	6	model	model	NOUN
american_scientific_journal-12038	95	7	is	be	AUX
american_scientific_journal-12038	95	8	an	an	DET
american_scientific_journal-12038	95	9	ai	ai	NOUN
american_scientific_journal-12038	95	10	orchestration	orchestration	NOUN
american_scientific_journal-12038	95	11	layer	layer	NOUN
american_scientific_journal-12038	95	12	that	that	PRON
american_scientific_journal-12038	95	13	integrates	integrate	VERB
american_scientific_journal-12038	95	14	devops	devop	NOUN
american_scientific_journal-12038	95	15	tools	tool	NOUN
american_scientific_journal-12038	95	16	(	(	PUNCT
american_scientific_journal-12038	95	17	jenkins	jenkin	NOUN
american_scientific_journal-12038	95	18	,	,	PUNCT
american_scientific_journal-12038	95	19	gitlab	gitlab	PROPN
american_scientific_journal-12038	95	20	ci	ci	PROPN
american_scientific_journal-12038	95	21	/	/	SYM
american_scientific_journal-12038	95	22	cd	cd	PROPN
american_scientific_journal-12038	95	23	,	,	PUNCT
american_scientific_journal-12038	95	24	kubernetes	kubernete	NOUN
american_scientific_journal-12038	95	25	)	)	PUNCT
american_scientific_journal-12038	95	26	with	with	ADP
american_scientific_journal-12038	95	27	ml	ml	ADP
american_scientific_journal-12038	95	28	modules	module	NOUN
american_scientific_journal-12038	95	29	responsible	responsible	ADJ
american_scientific_journal-12038	95	30	for	for	ADP
american_scientific_journal-12038	95	31	forecasting	forecasting	NOUN
american_scientific_journal-12038	95	32	,	,	PUNCT
american_scientific_journal-12038	95	33	anomaly	anomaly	NOUN
american_scientific_journal-12038	95	34	detection	detection	NOUN
american_scientific_journal-12038	95	35	,	,	PUNCT
american_scientific_journal-12038	95	36	and	and	CCONJ
american_scientific_journal-12038	95	37	autonomous	autonomous	ADJ
american_scientific_journal-12038	95	38	system	system	NOUN
american_scientific_journal-12038	95	39	recovery	recovery	NOUN
american_scientific_journal-12038	95	40	.	.	PUNCT
american_scientific_journal-12038	96	1	this	this	DET
american_scientific_journal-12038	96	2	layer	layer	NOUN
american_scientific_journal-12038	96	3	provides	provide	VERB
american_scientific_journal-12038	96	4	end	end	NOUN
american_scientific_journal-12038	96	5	-	-	PUNCT
american_scientific_journal-12038	96	6	to	to	ADP
american_scientific_journal-12038	96	7	-	-	PUNCT
american_scientific_journal-12038	96	8	end	end	NOUN
american_scientific_journal-12038	96	9	orchestration	orchestration	NOUN
american_scientific_journal-12038	96	10	,	,	PUNCT
american_scientific_journal-12038	96	11	from	from	ADP
american_scientific_journal-12038	96	12	telemetry	telemetry	NOUN
american_scientific_journal-12038	96	13	collection	collection	NOUN
american_scientific_journal-12038	96	14	to	to	PART
american_scientific_journal-12038	96	15	corrective	corrective	ADJ
american_scientific_journal-12038	96	16	action	action	NOUN
american_scientific_journal-12038	96	17	execution	execution	NOUN
american_scientific_journal-12038	96	18	,	,	PUNCT
american_scientific_journal-12038	96	19	enabling	enable	VERB
american_scientific_journal-12038	96	20	a	a	DET
american_scientific_journal-12038	96	21	american	american	ADJ
american_scientific_journal-12038	96	22	academic	academic	ADJ
american_scientific_journal-12038	96	23	scientific	scientific	ADJ
american_scientific_journal-12038	96	24	research	research	NOUN
american_scientific_journal-12038	96	25	journal	journal	NOUN
american_scientific_journal-12038	96	26	for	for	ADP
american_scientific_journal-12038	96	27	engineering	engineering	NOUN
american_scientific_journal-12038	96	28	,	,	PUNCT
american_scientific_journal-12038	96	29	technology	technology	NOUN
american_scientific_journal-12038	96	30	,	,	PUNCT
american_scientific_journal-12038	96	31	and	and	CCONJ
american_scientific_journal-12038	96	32	sciences	science	NOUN
american_scientific_journal-12038	96	33	(	(	PUNCT
american_scientific_journal-12038	96	34	asrjets	asrjet	NOUN
american_scientific_journal-12038	96	35	)	)	PUNCT
american_scientific_journal-12038	96	36	volume	volume	NOUN
american_scientific_journal-12038	96	37	103	103	NUM
american_scientific_journal-12038	96	38	,	,	PUNCT
american_scientific_journal-12038	96	39	no	no	DET
american_scientific_journal-12038	96	40	1	1	NUM
american_scientific_journal-12038	96	41	,	,	PUNCT
american_scientific_journal-12038	96	42	pp	pp	ADV
american_scientific_journal-12038	96	43	206	206	NUM
american_scientific_journal-12038	96	44	-	-	SYM
american_scientific_journal-12038	96	45	214	214	NUM
american_scientific_journal-12038	96	46	212	212	NUM
american_scientific_journal-12038	96	47	shift	shift	NOUN
american_scientific_journal-12038	96	48	from	from	ADP
american_scientific_journal-12038	96	49	fragmented	fragmented	ADJ
american_scientific_journal-12038	96	50	aiops	aiop	NOUN
american_scientific_journal-12038	96	51	practices	practice	NOUN
american_scientific_journal-12038	96	52	to	to	ADP
american_scientific_journal-12038	96	53	a	a	DET
american_scientific_journal-12038	96	54	resilient	resilient	ADJ
american_scientific_journal-12038	96	55	pipeline	pipeline	NOUN
american_scientific_journal-12038	96	56	capable	capable	ADJ
american_scientific_journal-12038	96	57	of	of	ADP
american_scientific_journal-12038	96	58	responding	respond	VERB
american_scientific_journal-12038	96	59	to	to	ADP
american_scientific_journal-12038	96	60	changes	change	NOUN
american_scientific_journal-12038	96	61	without	without	ADP
american_scientific_journal-12038	96	62	manual	manual	ADJ
american_scientific_journal-12038	96	63	intervention	intervention	NOUN
american_scientific_journal-12038	96	64	.	.	PUNCT
american_scientific_journal-12038	97	1	the	the	DET
american_scientific_journal-12038	97	2	first	first	ADJ
american_scientific_journal-12038	97	3	component	component	NOUN
american_scientific_journal-12038	97	4	,	,	PUNCT
american_scientific_journal-12038	97	5	the	the	DET
american_scientific_journal-12038	97	6	telemetry	telemetry	NOUN
american_scientific_journal-12038	97	7	collector	collector	NOUN
american_scientific_journal-12038	97	8	,	,	PUNCT
american_scientific_journal-12038	97	9	aggregates	aggregate	VERB
american_scientific_journal-12038	97	10	real	real	ADJ
american_scientific_journal-12038	97	11	-	-	PUNCT
american_scientific_journal-12038	97	12	time	time	NOUN
american_scientific_journal-12038	97	13	data	datum	NOUN
american_scientific_journal-12038	97	14	on	on	ADP
american_scientific_journal-12038	97	15	build	build	PROPN
american_scientific_journal-12038	97	16	times	time	NOUN
american_scientific_journal-12038	97	17	,	,	PUNCT
american_scientific_journal-12038	97	18	application	application	NOUN
american_scientific_journal-12038	97	19	logs	log	NOUN
american_scientific_journal-12038	97	20	,	,	PUNCT
american_scientific_journal-12038	97	21	and	and	CCONJ
american_scientific_journal-12038	97	22	infrastructure	infrastructure	NOUN
american_scientific_journal-12038	97	23	metrics	metric	NOUN
american_scientific_journal-12038	97	24	(	(	PUNCT
american_scientific_journal-12038	97	25	cpu	cpu	PROPN
american_scientific_journal-12038	97	26	,	,	PUNCT
american_scientific_journal-12038	97	27	memory	memory	NOUN
american_scientific_journal-12038	97	28	,	,	PUNCT
american_scientific_journal-12038	97	29	latency	latency	NOUN
american_scientific_journal-12038	97	30	)	)	PUNCT
american_scientific_journal-12038	97	31	using	use	VERB
american_scientific_journal-12038	97	32	prometheus	prometheus	PROPN
american_scientific_journal-12038	97	33	and	and	CCONJ
american_scientific_journal-12038	97	34	the	the	DET
american_scientific_journal-12038	97	35	elk	elk	NOUN
american_scientific_journal-12038	97	36	stack	stack	NOUN
american_scientific_journal-12038	97	37	.	.	PUNCT
american_scientific_journal-12038	98	1	this	this	PRON
american_scientific_journal-12038	98	2	ensures	ensure	VERB
american_scientific_journal-12038	98	3	reliable	reliable	ADJ
american_scientific_journal-12038	98	4	collection	collection	NOUN
american_scientific_journal-12038	98	5	and	and	CCONJ
american_scientific_journal-12038	98	6	aggregation	aggregation	NOUN
american_scientific_journal-12038	98	7	of	of	ADP
american_scientific_journal-12038	98	8	performance	performance	NOUN
american_scientific_journal-12038	98	9	and	and	CCONJ
american_scientific_journal-12038	98	10	stability	stability	NOUN
american_scientific_journal-12038	98	11	indicators	indicator	NOUN
american_scientific_journal-12038	98	12	.	.	PUNCT
american_scientific_journal-12038	99	1	next	next	ADJ
american_scientific_journal-12038	99	2	is	be	AUX
american_scientific_journal-12038	99	3	the	the	DET
american_scientific_journal-12038	99	4	real	real	ADJ
american_scientific_journal-12038	99	5	-	-	PUNCT
american_scientific_journal-12038	99	6	time	time	NOUN
american_scientific_journal-12038	99	7	knowledge	knowledge	NOUN
american_scientific_journal-12038	99	8	processing	processing	NOUN
american_scientific_journal-12038	99	9	(	(	PUNCT
american_scientific_journal-12038	99	10	kip	kip	NOUN
american_scientific_journal-12038	99	11	)	)	PUNCT
american_scientific_journal-12038	99	12	module	module	NOUN
american_scientific_journal-12038	99	13	,	,	PUNCT
american_scientific_journal-12038	99	14	where	where	SCONJ
american_scientific_journal-12038	99	15	streaming	streaming	NOUN
american_scientific_journal-12038	99	16	ml	ml	NOUN
american_scientific_journal-12038	99	17	algorithms	algorithm	NOUN
american_scientific_journal-12038	99	18	(	(	PUNCT
american_scientific_journal-12038	99	19	lstm	lstm	ADJ
american_scientific_journal-12038	99	20	,	,	PUNCT
american_scientific_journal-12038	99	21	random	random	ADJ
american_scientific_journal-12038	99	22	forest	forest	NOUN
american_scientific_journal-12038	99	23	)	)	PUNCT
american_scientific_journal-12038	99	24	analyze	analyze	VERB
american_scientific_journal-12038	99	25	raw	raw	ADJ
american_scientific_journal-12038	99	26	data	datum	NOUN
american_scientific_journal-12038	99	27	to	to	PART
american_scientific_journal-12038	99	28	detect	detect	VERB
american_scientific_journal-12038	99	29	early	early	ADJ
american_scientific_journal-12038	99	30	signs	sign	NOUN
american_scientific_journal-12038	99	31	of	of	ADP
american_scientific_journal-12038	99	32	deviation	deviation	NOUN
american_scientific_journal-12038	99	33	.	.	PUNCT
american_scientific_journal-12038	100	1	graph	graph	NOUN
american_scientific_journal-12038	100	2	-	-	PUNCT
american_scientific_journal-12038	100	3	based	base	VERB
american_scientific_journal-12038	100	4	models	model	NOUN
american_scientific_journal-12038	100	5	are	be	AUX
american_scientific_journal-12038	100	6	employed	employ	VERB
american_scientific_journal-12038	100	7	to	to	PART
american_scientific_journal-12038	100	8	correlate	correlate	VERB
american_scientific_journal-12038	100	9	derivative	derivative	ADJ
american_scientific_journal-12038	100	10	events	event	NOUN
american_scientific_journal-12038	100	11	with	with	ADP
american_scientific_journal-12038	100	12	root	root	NOUN
american_scientific_journal-12038	100	13	causes	cause	NOUN
american_scientific_journal-12038	100	14	,	,	PUNCT
american_scientific_journal-12038	100	15	enhancing	enhance	VERB
american_scientific_journal-12038	100	16	detection	detection	NOUN
american_scientific_journal-12038	100	17	accuracy	accuracy	NOUN
american_scientific_journal-12038	100	18	and	and	CCONJ
american_scientific_journal-12038	100	19	reducing	reduce	VERB
american_scientific_journal-12038	100	20	anomaly	anomaly	NOUN
american_scientific_journal-12038	100	21	response	response	NOUN
american_scientific_journal-12038	100	22	times	time	NOUN
american_scientific_journal-12038	101	1	[	[	X
american_scientific_journal-12038	101	2	9	9	NUM
american_scientific_journal-12038	101	3	]	]	PUNCT
american_scientific_journal-12038	101	4	.	.	PUNCT
american_scientific_journal-12038	102	1	the	the	DET
american_scientific_journal-12038	102	2	decision	decision	NOUN
american_scientific_journal-12038	102	3	engine	engine	NOUN
american_scientific_journal-12038	102	4	formulates	formulate	VERB
american_scientific_journal-12038	102	5	recommendations	recommendation	NOUN
american_scientific_journal-12038	102	6	and	and	CCONJ
american_scientific_journal-12038	102	7	decisions	decision	NOUN
american_scientific_journal-12038	102	8	based	base	VERB
american_scientific_journal-12038	102	9	on	on	ADP
american_scientific_journal-12038	102	10	probabilistic	probabilistic	ADJ
american_scientific_journal-12038	102	11	models	model	NOUN
american_scientific_journal-12038	102	12	—	—	PUNCT
american_scientific_journal-12038	102	13	bayesian	bayesian	NOUN
american_scientific_journal-12038	102	14	networks	network	NOUN
american_scientific_journal-12038	102	15	and	and	CCONJ
american_scientific_journal-12038	102	16	reinforcement	reinforcement	NOUN
american_scientific_journal-12038	102	17	learning	learning	NOUN
american_scientific_journal-12038	102	18	methods	method	NOUN
american_scientific_journal-12038	102	19	.	.	PUNCT
american_scientific_journal-12038	103	1	it	it	PRON
american_scientific_journal-12038	103	2	forecasts	forecast	VERB
american_scientific_journal-12038	103	3	potential	potential	ADJ
american_scientific_journal-12038	103	4	failures	failure	NOUN
american_scientific_journal-12038	103	5	,	,	PUNCT
american_scientific_journal-12038	103	6	identifies	identify	VERB
american_scientific_journal-12038	103	7	necessary	necessary	ADJ
american_scientific_journal-12038	103	8	corrective	corrective	ADJ
american_scientific_journal-12038	103	9	actions	action	NOUN
american_scientific_journal-12038	103	10	aligned	align	VERB
american_scientific_journal-12038	103	11	with	with	ADP
american_scientific_journal-12038	103	12	business	business	NOUN
american_scientific_journal-12038	103	13	rules	rule	NOUN
american_scientific_journal-12038	103	14	and	and	CCONJ
american_scientific_journal-12038	103	15	slas	sla	NOUN
american_scientific_journal-12038	103	16	,	,	PUNCT
american_scientific_journal-12038	103	17	and	and	CCONJ
american_scientific_journal-12038	103	18	calculates	calculate	VERB
american_scientific_journal-12038	103	19	optimal	optimal	ADJ
american_scientific_journal-12038	103	20	intervention	intervention	NOUN
american_scientific_journal-12038	103	21	strategies	strategy	NOUN
american_scientific_journal-12038	103	22	.	.	PUNCT
american_scientific_journal-12038	104	1	the	the	DET
american_scientific_journal-12038	104	2	action	action	NOUN
american_scientific_journal-12038	104	3	engine	engine	NOUN
american_scientific_journal-12038	104	4	executes	execute	VERB
american_scientific_journal-12038	104	5	these	these	DET
american_scientific_journal-12038	104	6	decisions	decision	NOUN
american_scientific_journal-12038	104	7	automatically	automatically	ADV
american_scientific_journal-12038	104	8	:	:	PUNCT
american_scientific_journal-12038	104	9	resource	resource	NOUN
american_scientific_journal-12038	104	10	rescaling	rescaling	NOUN
american_scientific_journal-12038	104	11	,	,	PUNCT
american_scientific_journal-12038	104	12	container	container	NOUN
american_scientific_journal-12038	104	13	restarts	restart	NOUN
american_scientific_journal-12038	104	14	,	,	PUNCT
american_scientific_journal-12038	104	15	and	and	CCONJ
american_scientific_journal-12038	104	16	rollbacks	rollback	NOUN
american_scientific_journal-12038	104	17	to	to	ADP
american_scientific_journal-12038	104	18	previous	previous	ADJ
american_scientific_journal-12038	104	19	versions	version	NOUN
american_scientific_journal-12038	104	20	are	be	AUX
american_scientific_journal-12038	104	21	performed	perform	VERB
american_scientific_journal-12038	104	22	using	use	VERB
american_scientific_journal-12038	104	23	kubernetes	kubernete	NOUN
american_scientific_journal-12038	104	24	operators	operator	NOUN
american_scientific_journal-12038	104	25	and	and	CCONJ
american_scientific_journal-12038	104	26	argo	argo	PROPN
american_scientific_journal-12038	104	27	rollouts	rollout	NOUN
american_scientific_journal-12038	104	28	.	.	PUNCT
american_scientific_journal-12038	105	1	this	this	PRON
american_scientific_journal-12038	105	2	enables	enable	VERB
american_scientific_journal-12038	105	3	seamless	seamless	ADJ
american_scientific_journal-12038	105	4	release	release	NOUN
american_scientific_journal-12038	105	5	management	management	NOUN
american_scientific_journal-12038	105	6	and	and	CCONJ
american_scientific_journal-12038	105	7	rapid	rapid	ADJ
american_scientific_journal-12038	105	8	fault	fault	NOUN
american_scientific_journal-12038	105	9	resolution	resolution	NOUN
american_scientific_journal-12038	105	10	.	.	PUNCT
american_scientific_journal-12038	106	1	the	the	DET
american_scientific_journal-12038	106	2	feedback	feedback	NOUN
american_scientific_journal-12038	106	3	collector	collector	NOUN
american_scientific_journal-12038	106	4	completes	complete	VERB
american_scientific_journal-12038	106	5	the	the	DET
american_scientific_journal-12038	106	6	loop	loop	NOUN
american_scientific_journal-12038	106	7	by	by	ADP
american_scientific_journal-12038	106	8	gathering	gather	VERB
american_scientific_journal-12038	106	9	metrics	metric	NOUN
american_scientific_journal-12038	106	10	on	on	ADP
american_scientific_journal-12038	106	11	intervention	intervention	NOUN
american_scientific_journal-12038	106	12	effectiveness	effectiveness	NOUN
american_scientific_journal-12038	106	13	(	(	PUNCT
american_scientific_journal-12038	106	14	mttd	mttd	NOUN
american_scientific_journal-12038	106	15	,	,	PUNCT
american_scientific_journal-12038	106	16	mttr	mttr	NOUN
american_scientific_journal-12038	106	17	,	,	PUNCT
american_scientific_journal-12038	106	18	anomaly	anomaly	NOUN
american_scientific_journal-12038	106	19	detection	detection	NOUN
american_scientific_journal-12038	106	20	accuracy	accuracy	NOUN
american_scientific_journal-12038	106	21	,	,	PUNCT
american_scientific_journal-12038	106	22	false	false	ADJ
american_scientific_journal-12038	106	23	positive	positive	ADJ
american_scientific_journal-12038	106	24	rates	rate	NOUN
american_scientific_journal-12038	106	25	)	)	PUNCT
american_scientific_journal-12038	106	26	and	and	CCONJ
american_scientific_journal-12038	106	27	feeding	feed	VERB
american_scientific_journal-12038	106	28	this	this	DET
american_scientific_journal-12038	106	29	information	information	NOUN
american_scientific_journal-12038	106	30	into	into	ADP
american_scientific_journal-12038	106	31	the	the	DET
american_scientific_journal-12038	106	32	ml	ml	ADV
american_scientific_journal-12038	106	33	retraining	retrain	VERB
american_scientific_journal-12038	106	34	module	module	NOUN
american_scientific_journal-12038	106	35	.	.	PUNCT
american_scientific_journal-12038	107	1	this	this	DET
american_scientific_journal-12038	107	2	continuous	continuous	ADJ
american_scientific_journal-12038	107	3	feedback	feedback	NOUN
american_scientific_journal-12038	107	4	loop	loop	NOUN
american_scientific_journal-12038	107	5	ensures	ensure	VERB
american_scientific_journal-12038	107	6	the	the	DET
american_scientific_journal-12038	107	7	system	system	NOUN
american_scientific_journal-12038	107	8	continuously	continuously	ADV
american_scientific_journal-12038	107	9	adapts	adapt	VERB
american_scientific_journal-12038	107	10	to	to	ADP
american_scientific_journal-12038	107	11	evolving	evolve	VERB
american_scientific_journal-12038	107	12	operational	operational	ADJ
american_scientific_journal-12038	107	13	conditions	condition	NOUN
american_scientific_journal-12038	107	14	.	.	PUNCT
american_scientific_journal-12038	108	1	a	a	DET
american_scientific_journal-12038	108	2	key	key	ADJ
american_scientific_journal-12038	108	3	element	element	NOUN
american_scientific_journal-12038	108	4	of	of	ADP
american_scientific_journal-12038	108	5	the	the	DET
american_scientific_journal-12038	108	6	architecture	architecture	NOUN
american_scientific_journal-12038	108	7	is	be	AUX
american_scientific_journal-12038	108	8	continuous	continuous	ADJ
american_scientific_journal-12038	108	9	retraining	retraining	NOUN
american_scientific_journal-12038	108	10	:	:	PUNCT
american_scientific_journal-12038	108	11	after	after	ADP
american_scientific_journal-12038	108	12	each	each	DET
american_scientific_journal-12038	108	13	release	release	NOUN
american_scientific_journal-12038	108	14	,	,	PUNCT
american_scientific_journal-12038	108	15	or	or	CCONJ
american_scientific_journal-12038	108	16	according	accord	VERB
american_scientific_journal-12038	108	17	to	to	ADP
american_scientific_journal-12038	108	18	a	a	DET
american_scientific_journal-12038	108	19	scheduled	schedule	VERB
american_scientific_journal-12038	108	20	plan	plan	NOUN
american_scientific_journal-12038	108	21	,	,	PUNCT
american_scientific_journal-12038	108	22	models	model	NOUN
american_scientific_journal-12038	108	23	are	be	AUX
american_scientific_journal-12038	108	24	retrained	retrain	VERB
american_scientific_journal-12038	108	25	to	to	PART
american_scientific_journal-12038	108	26	account	account	VERB
american_scientific_journal-12038	108	27	for	for	ADP
american_scientific_journal-12038	108	28	new	new	ADJ
american_scientific_journal-12038	108	29	workload	workload	NOUN
american_scientific_journal-12038	108	30	patterns	pattern	NOUN
american_scientific_journal-12038	108	31	and	and	CCONJ
american_scientific_journal-12038	108	32	infrastructure	infrastructure	NOUN
american_scientific_journal-12038	108	33	changes	change	NOUN
american_scientific_journal-12038	108	34	.	.	PUNCT
american_scientific_journal-12038	109	1	model	model	NOUN
american_scientific_journal-12038	109	2	version	version	NOUN
american_scientific_journal-12038	109	3	management	management	NOUN
american_scientific_journal-12038	109	4	is	be	AUX
american_scientific_journal-12038	109	5	handled	handle	VERB
american_scientific_journal-12038	109	6	using	use	VERB
american_scientific_journal-12038	109	7	mlflow	mlflow	NOUN
american_scientific_journal-12038	109	8	or	or	CCONJ
american_scientific_journal-12038	109	9	tensorflow	tensorflow	NOUN
american_scientific_journal-12038	109	10	extended	extend	VERB
american_scientific_journal-12038	109	11	,	,	PUNCT
american_scientific_journal-12038	109	12	while	while	SCONJ
american_scientific_journal-12038	109	13	explainable	explainable	ADJ
american_scientific_journal-12038	109	14	ai	ai	VERB
american_scientific_journal-12038	109	15	components	component	NOUN
american_scientific_journal-12038	109	16	provide	provide	VERB
american_scientific_journal-12038	109	17	transparency	transparency	NOUN
american_scientific_journal-12038	109	18	and	and	CCONJ
american_scientific_journal-12038	109	19	auditability	auditability	NOUN
american_scientific_journal-12038	109	20	of	of	ADP
american_scientific_journal-12038	109	21	decisions	decision	NOUN
american_scientific_journal-12038	109	22	,	,	PUNCT
american_scientific_journal-12038	109	23	fostering	foster	VERB
american_scientific_journal-12038	109	24	greater	great	ADJ
american_scientific_journal-12038	109	25	trust	trust	NOUN
american_scientific_journal-12038	109	26	among	among	ADP
american_scientific_journal-12038	109	27	devops	devop	NOUN
american_scientific_journal-12038	109	28	teams	team	NOUN
american_scientific_journal-12038	109	29	[	[	X
american_scientific_journal-12038	109	30	10,11	10,11	NOUN
american_scientific_journal-12038	109	31	]	]	PUNCT
american_scientific_journal-12038	109	32	.	.	PUNCT
american_scientific_journal-12038	110	1	the	the	DET
american_scientific_journal-12038	110	2	presented	present	VERB
american_scientific_journal-12038	110	3	conceptual	conceptual	ADJ
american_scientific_journal-12038	110	4	model	model	NOUN
american_scientific_journal-12038	110	5	systematizes	systematize	NOUN
american_scientific_journal-12038	110	6	disparate	disparate	ADJ
american_scientific_journal-12038	110	7	aiops	aiop	NOUN
american_scientific_journal-12038	110	8	practices	practice	NOUN
american_scientific_journal-12038	110	9	into	into	ADP
american_scientific_journal-12038	110	10	a	a	DET
american_scientific_journal-12038	110	11	unified	unified	ADJ
american_scientific_journal-12038	110	12	architecture	architecture	NOUN
american_scientific_journal-12038	110	13	of	of	ADP
american_scientific_journal-12038	110	14	adaptive	adaptive	ADJ
american_scientific_journal-12038	110	15	automation	automation	NOUN
american_scientific_journal-12038	110	16	.	.	PUNCT
american_scientific_journal-12038	111	1	the	the	DET
american_scientific_journal-12038	111	2	key	key	ADJ
american_scientific_journal-12038	111	3	element	element	NOUN
american_scientific_journal-12038	111	4	is	be	AUX
american_scientific_journal-12038	111	5	the	the	DET
american_scientific_journal-12038	111	6	ai	ai	NOUN
american_scientific_journal-12038	111	7	orchestration	orchestration	NOUN
american_scientific_journal-12038	111	8	layer	layer	NOUN
american_scientific_journal-12038	111	9	,	,	PUNCT
american_scientific_journal-12038	111	10	which	which	PRON
american_scientific_journal-12038	111	11	integrates	integrate	VERB
american_scientific_journal-12038	111	12	data	datum	NOUN
american_scientific_journal-12038	111	13	collection	collection	NOUN
american_scientific_journal-12038	111	14	,	,	PUNCT
american_scientific_journal-12038	111	15	real	real	ADJ
american_scientific_journal-12038	111	16	-	-	PUNCT
american_scientific_journal-12038	111	17	time	time	NOUN
american_scientific_journal-12038	111	18	processing	processing	NOUN
american_scientific_journal-12038	111	19	,	,	PUNCT
american_scientific_journal-12038	111	20	decision	decision	NOUN
american_scientific_journal-12038	111	21	-	-	PUNCT
american_scientific_journal-12038	111	22	making	making	NOUN
american_scientific_journal-12038	111	23	,	,	PUNCT
american_scientific_journal-12038	111	24	and	and	CCONJ
american_scientific_journal-12038	111	25	automatic	automatic	ADJ
american_scientific_journal-12038	111	26	execution	execution	NOUN
american_scientific_journal-12038	111	27	of	of	ADP
american_scientific_journal-12038	111	28	corrective	corrective	ADJ
american_scientific_journal-12038	111	29	actions	action	NOUN
american_scientific_journal-12038	111	30	.	.	PUNCT
american_scientific_journal-12038	112	1	this	this	DET
american_scientific_journal-12038	112	2	comprehensive	comprehensive	ADJ
american_scientific_journal-12038	112	3	approach	approach	NOUN
american_scientific_journal-12038	112	4	,	,	PUNCT
american_scientific_journal-12038	112	5	complemented	complement	VERB
american_scientific_journal-12038	112	6	by	by	ADP
american_scientific_journal-12038	112	7	a	a	DET
american_scientific_journal-12038	112	8	loop	loop	NOUN
american_scientific_journal-12038	112	9	of	of	ADP
american_scientific_journal-12038	112	10	continuous	continuous	ADJ
american_scientific_journal-12038	112	11	model	model	NOUN
american_scientific_journal-12038	112	12	retraining	retraining	NOUN
american_scientific_journal-12038	112	13	,	,	PUNCT
american_scientific_journal-12038	112	14	makes	make	VERB
american_scientific_journal-12038	112	15	it	it	PRON
american_scientific_journal-12038	112	16	possible	possible	ADJ
american_scientific_journal-12038	112	17	to	to	PART
american_scientific_journal-12038	112	18	create	create	VERB
american_scientific_journal-12038	112	19	a	a	DET
american_scientific_journal-12038	112	20	self	self	NOUN
american_scientific_journal-12038	112	21	-	-	PUNCT
american_scientific_journal-12038	112	22	optimizing	optimize	VERB
american_scientific_journal-12038	112	23	ci	ci	NOUN
american_scientific_journal-12038	112	24	/	/	SYM
american_scientific_journal-12038	112	25	cd	cd	NOUN
american_scientific_journal-12038	112	26	pipeline	pipeline	NOUN
american_scientific_journal-12038	112	27	that	that	PRON
american_scientific_journal-12038	112	28	is	be	AUX
american_scientific_journal-12038	112	29	resilient	resilient	ADJ
american_scientific_journal-12038	112	30	to	to	ADP
american_scientific_journal-12038	112	31	changes	change	NOUN
american_scientific_journal-12038	112	32	in	in	ADP
american_scientific_journal-12038	112	33	the	the	DET
american_scientific_journal-12038	112	34	operational	operational	ADJ
american_scientific_journal-12038	112	35	environment	environment	NOUN
american_scientific_journal-12038	112	36	and	and	CCONJ
american_scientific_journal-12038	112	37	capable	capable	ADJ
american_scientific_journal-12038	112	38	of	of	ADP
american_scientific_journal-12038	112	39	proactively	proactively	ADV
american_scientific_journal-12038	112	40	ensuring	ensure	VERB
american_scientific_journal-12038	112	41	the	the	DET
american_scientific_journal-12038	112	42	specified	specified	ADJ
american_scientific_journal-12038	112	43	level	level	NOUN
american_scientific_journal-12038	112	44	of	of	ADP
american_scientific_journal-12038	112	45	service	service	NOUN
american_scientific_journal-12038	112	46	reliability	reliability	NOUN
american_scientific_journal-12038	112	47	.	.	PUNCT
american_scientific_journal-12038	113	1	the	the	DET
american_scientific_journal-12038	113	2	analysis	analysis	NOUN
american_scientific_journal-12038	113	3	confirms	confirm	VERB
american_scientific_journal-12038	113	4	that	that	SCONJ
american_scientific_journal-12038	113	5	the	the	DET
american_scientific_journal-12038	113	6	proposed	propose	VERB
american_scientific_journal-12038	113	7	conceptual	conceptual	ADJ
american_scientific_journal-12038	113	8	model	model	NOUN
american_scientific_journal-12038	113	9	based	base	VERB
american_scientific_journal-12038	113	10	on	on	ADP
american_scientific_journal-12038	113	11	ai	ai	PRON
american_scientific_journal-12038	113	12	orchestration	orchestration	NOUN
american_scientific_journal-12038	113	13	can	can	AUX
american_scientific_journal-12038	113	14	not	not	PART
american_scientific_journal-12038	113	15	only	only	ADV
american_scientific_journal-12038	113	16	achieve	achieve	VERB
american_scientific_journal-12038	113	17	the	the	DET
american_scientific_journal-12038	113	18	hypothesis	hypothesis	NOUN
american_scientific_journal-12038	113	19	-	-	PUNCT
american_scientific_journal-12038	113	20	stated	state	VERB
american_scientific_journal-12038	113	21	goals	goal	NOUN
american_scientific_journal-12038	113	22	of	of	ADP
american_scientific_journal-12038	113	23	reducing	reduce	VERB
american_scientific_journal-12038	113	24	mttd	mttd	NOUN
american_scientific_journal-12038	113	25	and	and	CCONJ
american_scientific_journal-12038	113	26	mttr	mttr	NOUN
american_scientific_journal-12038	113	27	but	but	CCONJ
american_scientific_journal-12038	113	28	also	also	ADV
american_scientific_journal-12038	113	29	fundamentally	fundamentally	ADV
american_scientific_journal-12038	113	30	transform	transform	VERB
american_scientific_journal-12038	113	31	the	the	DET
american_scientific_journal-12038	113	32	release	release	NOUN
american_scientific_journal-12038	113	33	management	management	NOUN
american_scientific_journal-12038	113	34	paradigm	paradigm	NOUN
american_scientific_journal-12038	113	35	.	.	PUNCT
american_scientific_journal-12038	114	1	unlike	unlike	ADP
american_scientific_journal-12038	114	2	isolated	isolate	VERB
american_scientific_journal-12038	114	3	ai	ai	VERB
american_scientific_journal-12038	114	4	solutions	solution	NOUN
american_scientific_journal-12038	114	5	described	describe	VERB
american_scientific_journal-12038	114	6	in	in	ADP
american_scientific_journal-12038	114	7	the	the	DET
american_scientific_journal-12038	114	8	literature	literature	NOUN
american_scientific_journal-12038	114	9	,	,	PUNCT
american_scientific_journal-12038	114	10	the	the	DET
american_scientific_journal-12038	114	11	proposed	propose	VERB
american_scientific_journal-12038	114	12	architecture	architecture	NOUN
american_scientific_journal-12038	114	13	delivers	deliver	VERB
american_scientific_journal-12038	114	14	a	a	DET
american_scientific_journal-12038	114	15	synergistic	synergistic	ADJ
american_scientific_journal-12038	114	16	effect	effect	NOUN
american_scientific_journal-12038	114	17	through	through	ADP
american_scientific_journal-12038	114	18	the	the	DET
american_scientific_journal-12038	114	19	integration	integration	NOUN
american_scientific_journal-12038	114	20	of	of	ADP
american_scientific_journal-12038	114	21	all	all	DET
american_scientific_journal-12038	114	22	stages	stage	NOUN
american_scientific_journal-12038	114	23	,	,	PUNCT
american_scientific_journal-12038	114	24	from	from	ADP
american_scientific_journal-12038	114	25	telemetry	telemetry	NOUN
american_scientific_journal-12038	114	26	collection	collection	NOUN
american_scientific_journal-12038	114	27	to	to	PART
american_scientific_journal-12038	114	28	feedback	feedback	VERB
american_scientific_journal-12038	114	29	for	for	ADP
american_scientific_journal-12038	114	30	retraining	retrain	VERB
american_scientific_journal-12038	114	31	.	.	PUNCT
american_scientific_journal-12038	115	1	this	this	PRON
american_scientific_journal-12038	115	2	enables	enable	VERB
american_scientific_journal-12038	115	3	a	a	DET
american_scientific_journal-12038	115	4	transition	transition	NOUN
american_scientific_journal-12038	115	5	from	from	ADP
american_scientific_journal-12038	115	6	a	a	DET
american_scientific_journal-12038	115	7	set	set	NOUN
american_scientific_journal-12038	115	8	of	of	ADP
american_scientific_journal-12038	115	9	loosely	loosely	ADV
american_scientific_journal-12038	115	10	coupled	couple	VERB
american_scientific_journal-12038	115	11	tools	tool	NOUN
american_scientific_journal-12038	115	12	to	to	ADP
american_scientific_journal-12038	115	13	a	a	DET
american_scientific_journal-12038	115	14	holistic	holistic	ADJ
american_scientific_journal-12038	115	15	,	,	PUNCT
american_scientific_journal-12038	115	16	self	self	NOUN
american_scientific_journal-12038	115	17	-	-	PUNCT
american_scientific_journal-12038	115	18	learning	learn	VERB
american_scientific_journal-12038	115	19	system	system	NOUN
american_scientific_journal-12038	115	20	in	in	ADP
american_scientific_journal-12038	115	21	which	which	PRON
american_scientific_journal-12038	115	22	decisions	decision	NOUN
american_scientific_journal-12038	115	23	are	be	AUX
american_scientific_journal-12038	115	24	made	make	VERB
american_scientific_journal-12038	115	25	on	on	ADP
american_scientific_journal-12038	115	26	the	the	DET
american_scientific_journal-12038	115	27	basis	basis	NOUN
american_scientific_journal-12038	115	28	of	of	ADP
american_scientific_journal-12038	115	29	probabilistic	probabilistic	ADJ
american_scientific_journal-12038	115	30	models	model	NOUN
american_scientific_journal-12038	115	31	rather	rather	ADV
american_scientific_journal-12038	115	32	than	than	ADP
american_scientific_journal-12038	115	33	static	static	ADJ
american_scientific_journal-12038	115	34	threshold	threshold	NOUN
american_scientific_journal-12038	115	35	values	value	NOUN
american_scientific_journal-12038	115	36	.	.	PUNCT
american_scientific_journal-12038	116	1	such	such	DET
american_scientific_journal-12038	116	2	a	a	DET
american_scientific_journal-12038	116	3	shift	shift	NOUN
american_scientific_journal-12038	116	4	reduces	reduce	VERB
american_scientific_journal-12038	116	5	dependence	dependence	NOUN
american_scientific_journal-12038	116	6	on	on	ADP
american_scientific_journal-12038	116	7	the	the	DET
american_scientific_journal-12038	116	8	human	human	ADJ
american_scientific_journal-12038	116	9	factor	factor	NOUN
american_scientific_journal-12038	116	10	in	in	ADP
american_scientific_journal-12038	116	11	routine	routine	ADJ
american_scientific_journal-12038	116	12	operations	operation	NOUN
american_scientific_journal-12038	116	13	and	and	CCONJ
american_scientific_journal-12038	116	14	allows	allow	VERB
american_scientific_journal-12038	116	15	devops	devop	NOUN
american_scientific_journal-12038	116	16	specialists	specialist	NOUN
american_scientific_journal-12038	116	17	to	to	PART
american_scientific_journal-12038	116	18	focus	focus	VERB
american_scientific_journal-12038	116	19	on	on	ADP
american_scientific_journal-12038	116	20	strategic	strategic	ADJ
american_scientific_journal-12038	116	21	tasks	task	NOUN
american_scientific_journal-12038	116	22	rather	rather	ADV
american_scientific_journal-12038	116	23	than	than	ADP
american_scientific_journal-12038	116	24	firefighting	firefighte	VERB
american_scientific_journal-12038	116	25	.	.	PUNCT
american_scientific_journal-12038	117	1	american	american	ADJ
american_scientific_journal-12038	117	2	academic	academic	ADJ
american_scientific_journal-12038	117	3	scientific	scientific	ADJ
american_scientific_journal-12038	117	4	research	research	NOUN
american_scientific_journal-12038	117	5	journal	journal	NOUN
american_scientific_journal-12038	117	6	for	for	ADP
american_scientific_journal-12038	117	7	engineering	engineering	NOUN
american_scientific_journal-12038	117	8	,	,	PUNCT
american_scientific_journal-12038	117	9	technology	technology	NOUN
american_scientific_journal-12038	117	10	,	,	PUNCT
american_scientific_journal-12038	117	11	and	and	CCONJ
american_scientific_journal-12038	117	12	sciences	science	NOUN
american_scientific_journal-12038	117	13	(	(	PUNCT
american_scientific_journal-12038	117	14	asrjets	asrjet	NOUN
american_scientific_journal-12038	117	15	)	)	PUNCT
american_scientific_journal-12038	117	16	volume	volume	NOUN
american_scientific_journal-12038	117	17	103	103	NUM
american_scientific_journal-12038	117	18	,	,	PUNCT
american_scientific_journal-12038	117	19	no	no	DET
american_scientific_journal-12038	117	20	1	1	NUM
american_scientific_journal-12038	117	21	,	,	PUNCT
american_scientific_journal-12038	117	22	pp	pp	ADV
american_scientific_journal-12038	117	23	206	206	NUM
american_scientific_journal-12038	117	24	-	-	SYM
american_scientific_journal-12038	117	25	214	214	NUM
american_scientific_journal-12038	117	26	213	213	NUM
american_scientific_journal-12038	117	27	at	at	ADP
american_scientific_journal-12038	117	28	the	the	DET
american_scientific_journal-12038	117	29	same	same	ADJ
american_scientific_journal-12038	117	30	time	time	NOUN
american_scientific_journal-12038	117	31	,	,	PUNCT
american_scientific_journal-12038	117	32	the	the	DET
american_scientific_journal-12038	117	33	practical	practical	ADJ
american_scientific_journal-12038	117	34	implementation	implementation	NOUN
american_scientific_journal-12038	117	35	of	of	ADP
american_scientific_journal-12038	117	36	such	such	DET
american_scientific_journal-12038	117	37	a	a	DET
american_scientific_journal-12038	117	38	system	system	NOUN
american_scientific_journal-12038	117	39	entails	entail	VERB
american_scientific_journal-12038	117	40	a	a	DET
american_scientific_journal-12038	117	41	number	number	NOUN
american_scientific_journal-12038	117	42	of	of	ADP
american_scientific_journal-12038	117	43	challenges	challenge	NOUN
american_scientific_journal-12038	117	44	that	that	PRON
american_scientific_journal-12038	117	45	lie	lie	VERB
american_scientific_journal-12038	117	46	beyond	beyond	ADP
american_scientific_journal-12038	117	47	the	the	DET
american_scientific_journal-12038	117	48	scope	scope	NOUN
american_scientific_journal-12038	117	49	of	of	ADP
american_scientific_journal-12038	117	50	this	this	DET
american_scientific_journal-12038	117	51	theoretical	theoretical	ADJ
american_scientific_journal-12038	117	52	study	study	NOUN
american_scientific_journal-12038	117	53	.	.	PUNCT
american_scientific_journal-12038	118	1	the	the	DET
american_scientific_journal-12038	118	2	key	key	ADJ
american_scientific_journal-12038	118	3	barriers	barrier	NOUN
american_scientific_journal-12038	118	4	include	include	VERB
american_scientific_journal-12038	118	5	the	the	DET
american_scientific_journal-12038	118	6	need	need	NOUN
american_scientific_journal-12038	118	7	for	for	ADP
american_scientific_journal-12038	118	8	high	high	ADJ
american_scientific_journal-12038	118	9	-	-	PUNCT
american_scientific_journal-12038	118	10	quality	quality	NOUN
american_scientific_journal-12038	118	11	historical	historical	ADJ
american_scientific_journal-12038	118	12	data	datum	NOUN
american_scientific_journal-12038	118	13	for	for	ADP
american_scientific_journal-12038	118	14	model	model	NOUN
american_scientific_journal-12038	118	15	training	training	NOUN
american_scientific_journal-12038	118	16	,	,	PUNCT
american_scientific_journal-12038	118	17	the	the	DET
american_scientific_journal-12038	118	18	complexity	complexity	NOUN
american_scientific_journal-12038	118	19	of	of	ADP
american_scientific_journal-12038	118	20	debugging	debugging	NOUN
american_scientific_journal-12038	118	21	and	and	CCONJ
american_scientific_journal-12038	118	22	interpreting	interpret	VERB
american_scientific_journal-12038	118	23	decisions	decision	NOUN
american_scientific_journal-12038	118	24	made	make	VERB
american_scientific_journal-12038	118	25	by	by	ADP
american_scientific_journal-12038	118	26	ml	ml	NOUN
american_scientific_journal-12038	118	27	algorithms	algorithm	NOUN
american_scientific_journal-12038	118	28	,	,	PUNCT
american_scientific_journal-12038	118	29	as	as	ADV
american_scientific_journal-12038	118	30	well	well	ADV
american_scientific_journal-12038	118	31	as	as	ADP
american_scientific_journal-12038	118	32	organizational	organizational	ADJ
american_scientific_journal-12038	118	33	and	and	CCONJ
american_scientific_journal-12038	118	34	cultural	cultural	ADJ
american_scientific_journal-12038	118	35	readiness	readiness	NOUN
american_scientific_journal-12038	118	36	to	to	PART
american_scientific_journal-12038	118	37	delegate	delegate	VERB
american_scientific_journal-12038	118	38	control	control	NOUN
american_scientific_journal-12038	118	39	to	to	ADP
american_scientific_journal-12038	118	40	automated	automate	VERB
american_scientific_journal-12038	118	41	systems	system	NOUN
american_scientific_journal-12038	118	42	.	.	PUNCT
american_scientific_journal-12038	119	1	this	this	PRON
american_scientific_journal-12038	119	2	is	be	AUX
american_scientific_journal-12038	119	3	where	where	SCONJ
american_scientific_journal-12038	119	4	components	component	NOUN
american_scientific_journal-12038	119	5	of	of	ADP
american_scientific_journal-12038	119	6	explainable	explainable	ADJ
american_scientific_journal-12038	119	7	ai	ai	NOUN
american_scientific_journal-12038	119	8	(	(	PUNCT
american_scientific_journal-12038	119	9	xai	xai	PROPN
american_scientific_journal-12038	119	10	)	)	PUNCT
american_scientific_journal-12038	119	11	begin	begin	VERB
american_scientific_journal-12038	119	12	to	to	PART
american_scientific_journal-12038	119	13	play	play	VERB
american_scientific_journal-12038	119	14	a	a	DET
american_scientific_journal-12038	119	15	critical	critical	ADJ
american_scientific_journal-12038	119	16	role	role	NOUN
american_scientific_journal-12038	119	17	,	,	PUNCT
american_scientific_journal-12038	119	18	as	as	SCONJ
american_scientific_journal-12038	119	19	they	they	PRON
american_scientific_journal-12038	119	20	must	must	AUX
american_scientific_journal-12038	119	21	ensure	ensure	VERB
american_scientific_journal-12038	119	22	transparency	transparency	NOUN
american_scientific_journal-12038	119	23	and	and	CCONJ
american_scientific_journal-12038	119	24	auditability	auditability	NOUN
american_scientific_journal-12038	119	25	of	of	ADP
american_scientific_journal-12038	119	26	system	system	NOUN
american_scientific_journal-12038	119	27	operation	operation	NOUN
american_scientific_journal-12038	119	28	,	,	PUNCT
american_scientific_journal-12038	119	29	thereby	thereby	ADV
american_scientific_journal-12038	119	30	increasing	increase	VERB
american_scientific_journal-12038	119	31	trust	trust	NOUN
american_scientific_journal-12038	119	32	on	on	ADP
american_scientific_journal-12038	119	33	the	the	DET
american_scientific_journal-12038	119	34	part	part	NOUN
american_scientific_journal-12038	119	35	of	of	ADP
american_scientific_journal-12038	119	36	engineering	engineering	NOUN
american_scientific_journal-12038	119	37	teams	team	NOUN
american_scientific_journal-12038	119	38	.	.	PUNCT
american_scientific_journal-12038	120	1	further	further	ADJ
american_scientific_journal-12038	120	2	development	development	NOUN
american_scientific_journal-12038	120	3	of	of	ADP
american_scientific_journal-12038	120	4	such	such	ADJ
american_scientific_journal-12038	120	5	models	model	NOUN
american_scientific_journal-12038	120	6	will	will	AUX
american_scientific_journal-12038	120	7	likely	likely	ADV
american_scientific_journal-12038	120	8	be	be	AUX
american_scientific_journal-12038	120	9	directed	direct	VERB
american_scientific_journal-12038	120	10	toward	toward	ADP
american_scientific_journal-12038	120	11	deeper	deep	ADJ
american_scientific_journal-12038	120	12	integration	integration	NOUN
american_scientific_journal-12038	120	13	with	with	ADP
american_scientific_journal-12038	120	14	devsecops	devsecop	NOUN
american_scientific_journal-12038	120	15	practices	practice	NOUN
american_scientific_journal-12038	120	16	for	for	ADP
american_scientific_journal-12038	120	17	proactive	proactive	ADJ
american_scientific_journal-12038	120	18	management	management	NOUN
american_scientific_journal-12038	120	19	not	not	PART
american_scientific_journal-12038	120	20	only	only	ADV
american_scientific_journal-12038	120	21	of	of	ADP
american_scientific_journal-12038	120	22	operational	operational	ADJ
american_scientific_journal-12038	120	23	risks	risk	NOUN
american_scientific_journal-12038	120	24	but	but	CCONJ
american_scientific_journal-12038	120	25	also	also	ADV
american_scientific_journal-12038	120	26	of	of	ADP
american_scientific_journal-12038	120	27	security	security	NOUN
american_scientific_journal-12038	120	28	-	-	PUNCT
american_scientific_journal-12038	120	29	related	relate	VERB
american_scientific_journal-12038	120	30	reputational	reputational	ADJ
american_scientific_journal-12038	120	31	risks	risk	NOUN
american_scientific_journal-12038	120	32	.	.	PUNCT
american_scientific_journal-12038	121	1	5.conclusion	5.conclusion	NUM
american_scientific_journal-12038	121	2	in	in	ADP
american_scientific_journal-12038	121	3	the	the	DET
american_scientific_journal-12038	121	4	current	current	ADJ
american_scientific_journal-12038	121	5	landscape	landscape	NOUN
american_scientific_journal-12038	121	6	of	of	ADP
american_scientific_journal-12038	121	7	distributed	distributed	ADJ
american_scientific_journal-12038	121	8	and	and	CCONJ
american_scientific_journal-12038	121	9	cloud	cloud	ADJ
american_scientific_journal-12038	121	10	-	-	PUNCT
american_scientific_journal-12038	121	11	native	native	ADJ
american_scientific_journal-12038	121	12	applications	application	NOUN
american_scientific_journal-12038	121	13	,	,	PUNCT
american_scientific_journal-12038	121	14	classical	classical	ADJ
american_scientific_journal-12038	121	15	rule	rule	NOUN
american_scientific_journal-12038	121	16	-	-	PUNCT
american_scientific_journal-12038	121	17	based	base	VERB
american_scientific_journal-12038	121	18	scenarios	scenario	NOUN
american_scientific_journal-12038	121	19	and	and	CCONJ
american_scientific_journal-12038	121	20	threshold	threshold	NOUN
american_scientific_journal-12038	121	21	monitoring	monitoring	NOUN
american_scientific_journal-12038	121	22	deliver	deliver	VERB
american_scientific_journal-12038	121	23	only	only	ADV
american_scientific_journal-12038	121	24	reactive	reactive	ADJ
american_scientific_journal-12038	121	25	service	service	NOUN
american_scientific_journal-12038	121	26	reliability	reliability	NOUN
american_scientific_journal-12038	121	27	,	,	PUNCT
american_scientific_journal-12038	121	28	resulting	result	VERB
american_scientific_journal-12038	121	29	in	in	ADP
american_scientific_journal-12038	121	30	high	high	ADJ
american_scientific_journal-12038	121	31	mttd	mttd	NOUN
american_scientific_journal-12038	121	32	and	and	CCONJ
american_scientific_journal-12038	121	33	mttr	mttr	NOUN
american_scientific_journal-12038	121	34	values	value	NOUN
american_scientific_journal-12038	121	35	and	and	CCONJ
american_scientific_journal-12038	121	36	limiting	limit	VERB
american_scientific_journal-12038	121	37	development	development	NOUN
american_scientific_journal-12038	121	38	velocity	velocity	NOUN
american_scientific_journal-12038	121	39	.	.	PUNCT
american_scientific_journal-12038	122	1	the	the	DET
american_scientific_journal-12038	122	2	integration	integration	NOUN
american_scientific_journal-12038	122	3	of	of	ADP
american_scientific_journal-12038	122	4	ml	ml	NOUN
american_scientific_journal-12038	122	5	models	model	NOUN
american_scientific_journal-12038	122	6	for	for	ADP
american_scientific_journal-12038	122	7	predictive	predictive	ADJ
american_scientific_journal-12038	122	8	analytics	analytic	NOUN
american_scientific_journal-12038	122	9	and	and	CCONJ
american_scientific_journal-12038	122	10	autonomous	autonomous	ADJ
american_scientific_journal-12038	122	11	recovery	recovery	NOUN
american_scientific_journal-12038	122	12	(	(	PUNCT
american_scientific_journal-12038	122	13	"	"	PUNCT
american_scientific_journal-12038	122	14	selfhealing	selfheale	VERB
american_scientific_journal-12038	122	15	"	"	PUNCT
american_scientific_journal-12038	122	16	)	)	PUNCT
american_scientific_journal-12038	122	17	enables	enable	VERB
american_scientific_journal-12038	122	18	a	a	DET
american_scientific_journal-12038	122	19	shift	shift	NOUN
american_scientific_journal-12038	122	20	toward	toward	ADP
american_scientific_journal-12038	122	21	proactive	proactive	ADJ
american_scientific_journal-12038	122	22	incident	incident	NOUN
american_scientific_journal-12038	122	23	management	management	NOUN
american_scientific_journal-12038	122	24	,	,	PUNCT
american_scientific_journal-12038	122	25	reducing	reduce	VERB
american_scientific_journal-12038	122	26	downtime	downtime	NOUN
american_scientific_journal-12038	122	27	and	and	CCONJ
american_scientific_journal-12038	122	28	minimizing	minimize	VERB
american_scientific_journal-12038	122	29	alert	alert	NOUN
american_scientific_journal-12038	122	30	noise	noise	NOUN
american_scientific_journal-12038	122	31	.	.	PUNCT
american_scientific_journal-12038	123	1	the	the	DET
american_scientific_journal-12038	123	2	conceptual	conceptual	ADJ
american_scientific_journal-12038	123	3	model	model	NOUN
american_scientific_journal-12038	123	4	of	of	ADP
american_scientific_journal-12038	123	5	adaptive	adaptive	ADJ
american_scientific_journal-12038	123	6	automation	automation	NOUN
american_scientific_journal-12038	123	7	and	and	CCONJ
american_scientific_journal-12038	123	8	reliability	reliability	NOUN
american_scientific_journal-12038	123	9	based	base	VERB
american_scientific_journal-12038	123	10	on	on	ADP
american_scientific_journal-12038	123	11	the	the	DET
american_scientific_journal-12038	123	12	ai	ai	NOUN
american_scientific_journal-12038	123	13	orchestration	orchestration	NOUN
american_scientific_journal-12038	123	14	layer	layer	NOUN
american_scientific_journal-12038	123	15	combines	combine	VERB
american_scientific_journal-12038	123	16	:	:	PUNCT
american_scientific_journal-12038	123	17	●	●	NUM
american_scientific_journal-12038	123	18	telemetry	telemetry	NOUN
american_scientific_journal-12038	123	19	collection	collection	NOUN
american_scientific_journal-12038	123	20	(	(	PUNCT
american_scientific_journal-12038	123	21	prometheus	prometheus	PROPN
american_scientific_journal-12038	123	22	,	,	PUNCT
american_scientific_journal-12038	123	23	elk	elk	PROPN
american_scientific_journal-12038	123	24	)	)	PUNCT
american_scientific_journal-12038	123	25	for	for	ADP
american_scientific_journal-12038	123	26	complete	complete	ADJ
american_scientific_journal-12038	123	27	operational	operational	ADJ
american_scientific_journal-12038	123	28	context	context	NOUN
american_scientific_journal-12038	123	29	,	,	PUNCT
american_scientific_journal-12038	123	30	●	●	PUNCT
american_scientific_journal-12038	123	31	real	real	ADJ
american_scientific_journal-12038	123	32	-	-	PUNCT
american_scientific_journal-12038	123	33	time	time	NOUN
american_scientific_journal-12038	123	34	knowledge	knowledge	NOUN
american_scientific_journal-12038	123	35	processing	processing	NOUN
american_scientific_journal-12038	123	36	using	use	VERB
american_scientific_journal-12038	123	37	lstm	lstm	NOUN
american_scientific_journal-12038	123	38	and	and	CCONJ
american_scientific_journal-12038	123	39	graph	graph	NOUN
american_scientific_journal-12038	123	40	-	-	PUNCT
american_scientific_journal-12038	123	41	based	base	VERB
american_scientific_journal-12038	123	42	methods	method	NOUN
american_scientific_journal-12038	123	43	for	for	ADP
american_scientific_journal-12038	123	44	early	early	ADJ
american_scientific_journal-12038	123	45	anomaly	anomaly	NOUN
american_scientific_journal-12038	123	46	detection	detection	NOUN
american_scientific_journal-12038	123	47	,	,	PUNCT
american_scientific_journal-12038	123	48	●	●	PUNCT
american_scientific_journal-12038	123	49	a	a	DET
american_scientific_journal-12038	123	50	decision	decision	NOUN
american_scientific_journal-12038	123	51	engine	engine	NOUN
american_scientific_journal-12038	123	52	based	base	VERB
american_scientific_journal-12038	123	53	on	on	ADP
american_scientific_journal-12038	123	54	bayesian	bayesian	NOUN
american_scientific_journal-12038	123	55	networks	network	NOUN
american_scientific_journal-12038	123	56	and	and	CCONJ
american_scientific_journal-12038	123	57	reinforcement	reinforcement	NOUN
american_scientific_journal-12038	123	58	learning	learning	NOUN
american_scientific_journal-12038	123	59	for	for	ADP
american_scientific_journal-12038	123	60	corrective	corrective	ADJ
american_scientific_journal-12038	123	61	action	action	NOUN
american_scientific_journal-12038	123	62	formulation	formulation	NOUN
american_scientific_journal-12038	123	63	,	,	PUNCT
american_scientific_journal-12038	123	64	●	●	PUNCT
american_scientific_journal-12038	123	65	an	an	DET
american_scientific_journal-12038	123	66	action	action	NOUN
american_scientific_journal-12038	123	67	engine	engine	NOUN
american_scientific_journal-12038	123	68	(	(	PUNCT
american_scientific_journal-12038	123	69	kubernetes	kubernete	NOUN
american_scientific_journal-12038	123	70	operators	operator	NOUN
american_scientific_journal-12038	123	71	,	,	PUNCT
american_scientific_journal-12038	123	72	argo	argo	PROPN
american_scientific_journal-12038	123	73	rollouts	rollout	NOUN
american_scientific_journal-12038	123	74	)	)	PUNCT
american_scientific_journal-12038	123	75	for	for	ADP
american_scientific_journal-12038	123	76	automatic	automatic	ADJ
american_scientific_journal-12038	123	77	recovery	recovery	NOUN
american_scientific_journal-12038	123	78	and	and	CCONJ
american_scientific_journal-12038	123	79	scaling	scaling	NOUN
american_scientific_journal-12038	123	80	,	,	PUNCT
american_scientific_journal-12038	123	81	●	●	PUNCT
american_scientific_journal-12038	123	82	a	a	DET
american_scientific_journal-12038	123	83	continuous	continuous	ADJ
american_scientific_journal-12038	123	84	feedback	feedback	NOUN
american_scientific_journal-12038	123	85	loop	loop	NOUN
american_scientific_journal-12038	123	86	with	with	ADP
american_scientific_journal-12038	123	87	mlflow	mlflow	PROPN
american_scientific_journal-12038	123	88	/	/	SYM
american_scientific_journal-12038	123	89	tfx	tfx	PROPN
american_scientific_journal-12038	123	90	for	for	ADP
american_scientific_journal-12038	123	91	ongoing	ongoing	ADJ
american_scientific_journal-12038	123	92	model	model	NOUN
american_scientific_journal-12038	123	93	retraining	retrain	VERB
american_scientific_journal-12038	123	94	based	base	VERB
american_scientific_journal-12038	123	95	on	on	ADP
american_scientific_journal-12038	123	96	intervention	intervention	NOUN
american_scientific_journal-12038	123	97	results	result	NOUN
american_scientific_journal-12038	123	98	.	.	PUNCT
american_scientific_journal-12038	124	1	future	future	ADJ
american_scientific_journal-12038	124	2	research	research	NOUN
american_scientific_journal-12038	124	3	directions	direction	NOUN
american_scientific_journal-12038	124	4	include	include	VERB
american_scientific_journal-12038	124	5	enhancing	enhance	VERB
american_scientific_journal-12038	124	6	explainable	explainable	ADJ
american_scientific_journal-12038	124	7	ai	ai	ADJ
american_scientific_journal-12038	124	8	components	component	NOUN
american_scientific_journal-12038	124	9	for	for	ADP
american_scientific_journal-12038	124	10	greater	great	ADJ
american_scientific_journal-12038	124	11	decision	decision	NOUN
american_scientific_journal-12038	124	12	transparency	transparency	NOUN
american_scientific_journal-12038	124	13	and	and	CCONJ
american_scientific_journal-12038	124	14	trust	trust	NOUN
american_scientific_journal-12038	124	15	,	,	PUNCT
american_scientific_journal-12038	124	16	and	and	CCONJ
american_scientific_journal-12038	124	17	developing	develop	VERB
american_scientific_journal-12038	124	18	strategies	strategy	NOUN
american_scientific_journal-12038	124	19	for	for	ADP
american_scientific_journal-12038	124	20	versioning	versione	VERB
american_scientific_journal-12038	124	21	and	and	CCONJ
american_scientific_journal-12038	124	22	validating	validate	VERB
american_scientific_journal-12038	124	23	ml	ml	ADP
american_scientific_journal-12038	124	24	modules	module	NOUN
american_scientific_journal-12038	124	25	in	in	ADP
american_scientific_journal-12038	124	26	devops	devop	NOUN
american_scientific_journal-12038	124	27	environments	environment	NOUN
american_scientific_journal-12038	124	28	.	.	PUNCT
american_scientific_journal-12038	125	1	in	in	ADP
american_scientific_journal-12038	125	2	the	the	DET
american_scientific_journal-12038	125	3	long	long	ADJ
american_scientific_journal-12038	125	4	term	term	NOUN
american_scientific_journal-12038	125	5	,	,	PUNCT
american_scientific_journal-12038	125	6	transitioning	transition	VERB
american_scientific_journal-12038	125	7	to	to	ADP
american_scientific_journal-12038	125	8	fully	fully	ADV
american_scientific_journal-12038	125	9	autonomous	autonomous	ADJ
american_scientific_journal-12038	125	10	release	release	NOUN
american_scientific_journal-12038	125	11	pipelines	pipeline	NOUN
american_scientific_journal-12038	125	12	will	will	AUX
american_scientific_journal-12038	125	13	ensure	ensure	VERB
american_scientific_journal-12038	125	14	maximum	maximum	ADJ
american_scientific_journal-12038	125	15	delivery	delivery	NOUN
american_scientific_journal-12038	125	16	speed	speed	NOUN
american_scientific_journal-12038	125	17	and	and	CCONJ
american_scientific_journal-12038	125	18	reliability	reliability	NOUN
american_scientific_journal-12038	125	19	for	for	ADP
american_scientific_journal-12038	125	20	modern	modern	ADJ
american_scientific_journal-12038	125	21	software	software	NOUN
american_scientific_journal-12038	125	22	systems	system	NOUN
american_scientific_journal-12038	125	23	.	.	PUNCT
american_scientific_journal-12038	126	1	references	reference	NOUN
american_scientific_journal-12038	126	2	[	[	X
american_scientific_journal-12038	126	3	1	1	NUM
american_scientific_journal-12038	126	4	]	]	PUNCT
american_scientific_journal-12038	126	5	.	.	PUNCT
american_scientific_journal-12038	127	1	p.	p.	NOUN
american_scientific_journal-12038	127	2	c.	c.	PROPN
american_scientific_journal-12038	127	3	shekhar	shekhar	PROPN
american_scientific_journal-12038	127	4	,	,	PUNCT
american_scientific_journal-12038	127	5	“	"	PUNCT
american_scientific_journal-12038	127	6	accelerating	accelerate	VERB
american_scientific_journal-12038	127	7	time	time	NOUN
american_scientific_journal-12038	127	8	-	-	PUNCT
american_scientific_journal-12038	127	9	to	to	ADP
american_scientific_journal-12038	127	10	-	-	PUNCT
american_scientific_journal-12038	127	11	market	market	NOUN
american_scientific_journal-12038	127	12	in	in	ADP
american_scientific_journal-12038	127	13	life	life	NOUN
american_scientific_journal-12038	127	14	insurance	insurance	NOUN
american_scientific_journal-12038	127	15	:	:	PUNCT
american_scientific_journal-12038	127	16	the	the	DET
american_scientific_journal-12038	127	17	power	power	NOUN
american_scientific_journal-12038	127	18	of	of	ADP
american_scientific_journal-12038	127	19	ai	ai	ADJ
american_scientific_journal-12038	127	20	-	-	PUNCT
american_scientific_journal-12038	127	21	driven	drive	VERB
american_scientific_journal-12038	127	22	test	test	NOUN
american_scientific_journal-12038	127	23	automation	automation	NOUN
american_scientific_journal-12038	127	24	frameworks	framework	NOUN
american_scientific_journal-12038	127	25	,	,	PUNCT
american_scientific_journal-12038	127	26	”	"	PUNCT
american_scientific_journal-12038	127	27	2024	2024	NUM
american_scientific_journal-12038	127	28	,	,	PUNCT
american_scientific_journal-12038	127	29	pp	pp	ADV
american_scientific_journal-12038	127	30	.	.	PUNCT
american_scientific_journal-12038	128	1	1–4	1–4	NUM
american_scientific_journal-12038	128	2	.	.	PUNCT
american_scientific_journal-12038	129	1	[	[	X
american_scientific_journal-12038	129	2	2	2	NUM
american_scientific_journal-12038	129	3	]	]	PUNCT
american_scientific_journal-12038	129	4	.	.	PUNCT
american_scientific_journal-12038	130	1	o.	o.	PROPN
american_scientific_journal-12038	130	2	c.	c.	PROPN
american_scientific_journal-12038	130	3	desmond	desmond	PROPN
american_scientific_journal-12038	130	4	,	,	PUNCT
american_scientific_journal-12038	130	5	“	"	PUNCT
american_scientific_journal-12038	130	6	the	the	DET
american_scientific_journal-12038	130	7	convergence	convergence	NOUN
american_scientific_journal-12038	130	8	of	of	ADP
american_scientific_journal-12038	130	9	ai	ai	NOUN
american_scientific_journal-12038	130	10	and	and	CCONJ
american_scientific_journal-12038	130	11	devops	devop	NOUN
american_scientific_journal-12038	130	12	:	:	PUNCT
american_scientific_journal-12038	130	13	exploring	explore	VERB
american_scientific_journal-12038	130	14	adaptive	adaptive	ADJ
american_scientific_journal-12038	130	15	automation	automation	NOUN
american_scientific_journal-12038	130	16	and	and	CCONJ
american_scientific_journal-12038	130	17	proactive	proactive	ADJ
american_scientific_journal-12038	130	18	system	system	NOUN
american_scientific_journal-12038	130	19	reliability	reliability	NOUN
american_scientific_journal-12038	130	20	,	,	PUNCT
american_scientific_journal-12038	130	21	”	"	PUNCT
american_scientific_journal-12038	130	22	2024	2024	NUM
american_scientific_journal-12038	130	23	,	,	PUNCT
american_scientific_journal-12038	130	24	pp	pp	ADV
american_scientific_journal-12038	130	25	.	.	PUNCT
american_scientific_journal-12038	131	1	1–18	1–18	NUM
american_scientific_journal-12038	131	2	.	.	PUNCT
american_scientific_journal-12038	132	1	[	[	X
american_scientific_journal-12038	132	2	3	3	NUM
american_scientific_journal-12038	132	3	]	]	PUNCT
american_scientific_journal-12038	132	4	.	.	PUNCT
american_scientific_journal-12038	133	1	p.	p.	NOUN
american_scientific_journal-12038	133	2	nama	nama	PROPN
american_scientific_journal-12038	133	3	,	,	PUNCT
american_scientific_journal-12038	133	4	“	"	PUNCT
american_scientific_journal-12038	133	5	integrating	integrate	VERB
american_scientific_journal-12038	133	6	ai	ai	VERB
american_scientific_journal-12038	133	7	in	in	ADP
american_scientific_journal-12038	133	8	testing	testing	NOUN
american_scientific_journal-12038	133	9	automation	automation	NOUN
american_scientific_journal-12038	133	10	:	:	PUNCT
american_scientific_journal-12038	133	11	enhancing	enhance	VERB
american_scientific_journal-12038	133	12	test	test	NOUN
american_scientific_journal-12038	133	13	coverage	coverage	NOUN
american_scientific_journal-12038	133	14	and	and	CCONJ
american_scientific_journal-12038	133	15	predictive	predictive	ADJ
american_scientific_journal-12038	133	16	analysis	analysis	NOUN
american_scientific_journal-12038	133	17	for	for	ADP
american_scientific_journal-12038	133	18	improved	improved	ADJ
american_scientific_journal-12038	133	19	software	software	NOUN
american_scientific_journal-12038	133	20	quality	quality	NOUN
american_scientific_journal-12038	133	21	,	,	PUNCT
american_scientific_journal-12038	133	22	”	"	PUNCT
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american_scientific_journal-12038	133	24	journal	journal	NOUN
american_scientific_journal-12038	133	25	of	of	ADP
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american_scientific_journal-12038	133	31	,	,	PUNCT
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american_scientific_journal-12038	133	33	.	.	PROPN
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american_scientific_journal-12038	133	35	,	,	PUNCT
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american_scientific_journal-12038	133	37	.	.	PUNCT
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american_scientific_journal-12038	134	2	,	,	PUNCT
american_scientific_journal-12038	134	3	2024	2024	NUM
american_scientific_journal-12038	134	4	.	.	PUNCT
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american_scientific_journal-12038	135	2	4	4	NUM
american_scientific_journal-12038	135	3	]	]	PUNCT
american_scientific_journal-12038	135	4	.	.	PUNCT
american_scientific_journal-12038	136	1	n.	n.	PROPN
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american_scientific_journal-12038	136	3	,	,	PUNCT
american_scientific_journal-12038	136	4	s.	s.	PROPN
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american_scientific_journal-12038	136	6	,	,	PUNCT
american_scientific_journal-12038	136	7	and	and	CCONJ
american_scientific_journal-12038	136	8	s.	s.	PROPN
american_scientific_journal-12038	136	9	m.	m.	PROPN
american_scientific_journal-12038	136	10	k.	k.	PROPN
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american_scientific_journal-12038	136	12	,	,	PUNCT
american_scientific_journal-12038	136	13	“	"	PUNCT
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american_scientific_journal-12038	136	16	of	of	ADP
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american_scientific_journal-12038	136	18	/	/	SYM
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american_scientific_journal-12038	136	20	and	and	CCONJ
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american_scientific_journal-12038	136	22	:	:	PUNCT
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american_scientific_journal-12038	136	24	software	software	NOUN
american_scientific_journal-12038	136	25	development	development	NOUN
american_scientific_journal-12038	136	26	,	,	PUNCT
american_scientific_journal-12038	136	27	”	"	PUNCT
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american_scientific_journal-12038	136	29	of	of	ADP
american_scientific_journal-12038	136	30	knowledge	knowledge	NOUN
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american_scientific_journal-12038	136	32	and	and	CCONJ
american_scientific_journal-12038	136	33	science	science	NOUN
american_scientific_journal-12038	136	34	technology	technology	NOUN
american_scientific_journal-12038	136	35	,	,	PUNCT
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american_scientific_journal-12038	136	37	.	.	PUNCT
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american_scientific_journal-12038	137	8	,	,	PUNCT
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american_scientific_journal-12038	137	10	,	,	PUNCT
american_scientific_journal-12038	137	11	and	and	CCONJ
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american_scientific_journal-12038	137	15	)	)	PUNCT
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american_scientific_journal-12038	137	17	103	103	NUM
american_scientific_journal-12038	137	18	,	,	PUNCT
american_scientific_journal-12038	137	19	no	no	DET
american_scientific_journal-12038	137	20	1	1	NUM
american_scientific_journal-12038	137	21	,	,	PUNCT
american_scientific_journal-12038	137	22	pp	pp	ADV
american_scientific_journal-12038	137	23	206	206	NUM
american_scientific_journal-12038	137	24	-	-	SYM
american_scientific_journal-12038	137	25	214	214	NUM
american_scientific_journal-12038	137	26	214	214	NUM
american_scientific_journal-12038	137	27	2	2	NUM
american_scientific_journal-12038	137	28	,	,	PUNCT
american_scientific_journal-12038	137	29	no	no	INTJ
american_scientific_journal-12038	137	30	.	.	NOUN
american_scientific_journal-12038	137	31	2	2	NUM
american_scientific_journal-12038	137	32	,	,	PUNCT
american_scientific_journal-12038	137	33	pp	pp	ADJ
american_scientific_journal-12038	137	34	.	.	PUNCT
american_scientific_journal-12038	138	1	189–212	189–212	NUM
american_scientific_journal-12038	138	2	,	,	PUNCT
american_scientific_journal-12038	138	3	2023	2023	NUM
american_scientific_journal-12038	138	4	.	.	PUNCT
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american_scientific_journal-12038	139	2	5	5	NUM
american_scientific_journal-12038	139	3	]	]	PUNCT
american_scientific_journal-12038	139	4	.	.	PUNCT
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american_scientific_journal-12038	140	2	k.	k.	PROPN
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american_scientific_journal-12038	140	4	et	et	PROPN
american_scientific_journal-12038	140	5	al	al	PROPN
american_scientific_journal-12038	140	6	.	.	PROPN
american_scientific_journal-12038	140	7	,	,	PUNCT
american_scientific_journal-12038	140	8	“	"	PUNCT
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american_scientific_journal-12038	140	10	-	-	PUNCT
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american_scientific_journal-12038	140	14	:	:	PUNCT
american_scientific_journal-12038	140	15	a	a	DET
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american_scientific_journal-12038	140	18	in	in	ADP
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american_scientific_journal-12038	140	21	,	,	PUNCT
american_scientific_journal-12038	140	22	”	"	PUNCT
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american_scientific_journal-12038	140	25	.	.	PUNCT
american_scientific_journal-12038	141	1	of	of	ADP
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american_scientific_journal-12038	141	3	2024	2024	NUM
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american_scientific_journal-12038	141	10	and	and	CCONJ
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american_scientific_journal-12038	141	16	,	,	PUNCT
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american_scientific_journal-12038	141	18	,	,	PUNCT
american_scientific_journal-12038	141	19	2024	2024	NUM
american_scientific_journal-12038	141	20	,	,	PUNCT
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american_scientific_journal-12038	141	22	.	.	PUNCT
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american_scientific_journal-12038	142	2	.	.	PUNCT
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american_scientific_journal-12038	143	2	6	6	NUM
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american_scientific_journal-12038	143	4	.	.	PUNCT
american_scientific_journal-12038	144	1	s.	s.	PROPN
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american_scientific_journal-12038	144	3	and	and	CCONJ
american_scientific_journal-12038	144	4	n.	n.	PROPN
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american_scientific_journal-12038	144	7	,	,	PUNCT
american_scientific_journal-12038	144	8	“	"	PUNCT
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american_scientific_journal-12038	144	26	-	-	PUNCT
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american_scientific_journal-12038	144	29	,	,	PUNCT
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american_scientific_journal-12038	144	37	,	,	PUNCT
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american_scientific_journal-12038	145	5	1	1	NUM
american_scientific_journal-12038	145	6	,	,	PUNCT
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american_scientific_journal-12038	145	8	.	.	PUNCT
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american_scientific_journal-12038	146	2	,	,	PUNCT
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american_scientific_journal-12038	148	7	,	,	PUNCT
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american_scientific_journal-12038	148	10	-	-	PUNCT
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american_scientific_journal-12038	148	13	:	:	PUNCT
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american_scientific_journal-12038	148	23	,	,	PUNCT
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american_scientific_journal-12038	148	26	,	,	PUNCT
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american_scientific_journal-12038	148	30	,	,	PUNCT
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american_scientific_journal-12038	151	14	-	-	PUNCT
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american_scientific_journal-12038	154	2	,	,	PUNCT
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american_scientific_journal-12038	156	2	,	,	PUNCT
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american_scientific_journal-12038	157	2	,	,	PUNCT
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american_scientific_journal-12038	159	16	-	-	PUNCT
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american_scientific_journal-12038	159	20	:	:	PUNCT
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american_scientific_journal-12038	159	24	in	in	ADP
american_scientific_journal-12038	159	25	online	online	ADJ
american_scientific_journal-12038	159	26	learning	learning	NOUN
american_scientific_journal-12038	159	27	algorithms	algorithm	NOUN
american_scientific_journal-12038	159	28	,	,	PUNCT
american_scientific_journal-12038	159	29	”	"	PUNCT
american_scientific_journal-12038	159	30	journal	journal	NOUN
american_scientific_journal-12038	159	31	of	of	ADP
american_scientific_journal-12038	159	32	emerging	emerge	VERB
american_scientific_journal-12038	159	33	technologies	technology	NOUN
american_scientific_journal-12038	159	34	and	and	CCONJ
american_scientific_journal-12038	159	35	innovative	innovative	ADJ
american_scientific_journal-12038	159	36	research	research	NOUN
american_scientific_journal-12038	159	37	,	,	PUNCT
american_scientific_journal-12038	159	38	vol	vol	NOUN
american_scientific_journal-12038	159	39	.	.	PROPN
american_scientific_journal-12038	159	40	8	8	NUM
american_scientific_journal-12038	159	41	,	,	PUNCT
american_scientific_journal-12038	159	42	pp	pp	ADJ
american_scientific_journal-12038	159	43	.	.	PUNCT
american_scientific_journal-12038	160	1	1–8	1–8	NUM
american_scientific_journal-12038	160	2	,	,	PUNCT
american_scientific_journal-12038	160	3	2021	2021	NUM
american_scientific_journal-12038	160	4	.	.	PUNCT
american_scientific_journal-12038	161	1	[	[	X
american_scientific_journal-12038	161	2	11	11	NUM
american_scientific_journal-12038	161	3	]	]	PUNCT
american_scientific_journal-12038	161	4	.	.	PUNCT
american_scientific_journal-12038	162	1	truong	truong	PROPN
american_scientific_journal-12038	162	2	et	et	PROPN
american_scientific_journal-12038	162	3	al	al	PROPN
american_scientific_journal-12038	162	4	.	.	PROPN
american_scientific_journal-12038	162	5	,	,	PUNCT
american_scientific_journal-12038	162	6	“	"	PUNCT
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american_scientific_journal-12038	162	8	automated	automate	VERB
american_scientific_journal-12038	162	9	machine	machine	NOUN
american_scientific_journal-12038	162	10	learning	learning	NOUN
american_scientific_journal-12038	162	11	:	:	PUNCT
american_scientific_journal-12038	162	12	evaluation	evaluation	NOUN
american_scientific_journal-12038	162	13	and	and	CCONJ
american_scientific_journal-12038	162	14	comparison	comparison	NOUN
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american_scientific_journal-12038	162	16	automl	automl	NOUN
american_scientific_journal-12038	162	17	approaches	approach	NOUN
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american_scientific_journal-12038	162	19	tools	tool	NOUN
american_scientific_journal-12038	162	20	,	,	PUNCT
american_scientific_journal-12038	162	21	”	"	PUNCT
american_scientific_journal-12038	162	22	in	in	ADP
american_scientific_journal-12038	162	23	proc	proc	NOUN
american_scientific_journal-12038	162	24	.	.	PUNCT
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american_scientific_journal-12038	163	2	the	the	DET
american_scientific_journal-12038	163	3	2019	2019	NUM
american_scientific_journal-12038	163	4	ieee	ieee	NOUN
american_scientific_journal-12038	163	5	31st	31st	NOUN
american_scientific_journal-12038	163	6	international	international	ADJ
american_scientific_journal-12038	163	7	conference	conference	NOUN
american_scientific_journal-12038	163	8	on	on	ADP
american_scientific_journal-12038	163	9	tools	tool	NOUN
american_scientific_journal-12038	163	10	with	with	ADP
american_scientific_journal-12038	163	11	artificial	artificial	ADJ
american_scientific_journal-12038	163	12	intelligence	intelligence	NOUN
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american_scientific_journal-12038	163	16	,	,	PUNCT
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american_scientific_journal-12038	163	18	,	,	PUNCT
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american_scientific_journal-12038	163	20	,	,	PUNCT
american_scientific_journal-12038	163	21	pp	pp	ADJ
american_scientific_journal-12038	163	22	.	.	PUNCT
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american_scientific_journal-12038	163	24	.	.	PUNCT