id	sid	tid	token	lemma	pos
american_scientific_journal-11607	1	1	335	335	NUM
american_scientific_journal-11607	1	2	american	american	ADJ
american_scientific_journal-11607	1	3	academic	academic	ADJ
american_scientific_journal-11607	1	4	scientific	scientific	ADJ
american_scientific_journal-11607	1	5	research	research	NOUN
american_scientific_journal-11607	1	6	journal	journal	NOUN
american_scientific_journal-11607	1	7	for	for	ADP
american_scientific_journal-11607	1	8	engineering	engineering	NOUN
american_scientific_journal-11607	1	9	,	,	PUNCT
american_scientific_journal-11607	1	10	technology	technology	NOUN
american_scientific_journal-11607	1	11	,	,	PUNCT
american_scientific_journal-11607	1	12	and	and	CCONJ
american_scientific_journal-11607	1	13	sciences	sciences	PROPN
american_scientific_journal-11607	1	14	issn	issn	PROPN
american_scientific_journal-11607	1	15	(	(	PUNCT
american_scientific_journal-11607	1	16	print	print	NOUN
american_scientific_journal-11607	1	17	)	)	PUNCT
american_scientific_journal-11607	1	18	2313	2313	NUM
american_scientific_journal-11607	1	19	-	-	SYM
american_scientific_journal-11607	1	20	4410	4410	NUM
american_scientific_journal-11607	1	21	,	,	PUNCT
american_scientific_journal-11607	1	22	issn	issn	PROPN
american_scientific_journal-11607	1	23	(	(	PUNCT
american_scientific_journal-11607	1	24	online	online	ADJ
american_scientific_journal-11607	1	25	)	)	PUNCT
american_scientific_journal-11607	1	26	2313	2313	NUM
american_scientific_journal-11607	1	27	-	-	SYM
american_scientific_journal-11607	1	28	4402	4402	NUM
american_scientific_journal-11607	1	29	https://asrjetsjournal.org/index.php/american_scientific_journal/index	https://asrjetsjournal.org/index.php/american_scientific_journal/index	NOUN
american_scientific_journal-11607	1	30	methodological	methodological	ADJ
american_scientific_journal-11607	1	31	aspects	aspect	NOUN
american_scientific_journal-11607	1	32	of	of	ADP
american_scientific_journal-11607	1	33	implementing	implement	VERB
american_scientific_journal-11607	1	34	artificial	artificial	ADJ
american_scientific_journal-11607	1	35	intelligence	intelligence	NOUN
american_scientific_journal-11607	1	36	in	in	ADP
american_scientific_journal-11607	1	37	the	the	DET
american_scientific_journal-11607	1	38	processes	process	NOUN
american_scientific_journal-11607	1	39	of	of	ADP
american_scientific_journal-11607	1	40	monitoring	monitoring	NOUN
american_scientific_journal-11607	1	41	and	and	CCONJ
american_scientific_journal-11607	1	42	maintenance	maintenance	NOUN
american_scientific_journal-11607	1	43	of	of	ADP
american_scientific_journal-11607	1	44	network	network	NOUN
american_scientific_journal-11607	1	45	systems	system	NOUN
american_scientific_journal-11607	1	46	vitalii	vitalii	VERB
american_scientific_journal-11607	1	47	miroshnychenko	miroshnychenko	PROPN
american_scientific_journal-11607	1	48	*	*	PUNCT
american_scientific_journal-11607	1	49	senior	senior	ADJ
american_scientific_journal-11607	1	50	network	network	NOUN
american_scientific_journal-11607	1	51	engineer	engineer	NOUN
american_scientific_journal-11607	1	52	,	,	PUNCT
american_scientific_journal-11607	1	53	evolutic	evolutic	ADJ
american_scientific_journal-11607	1	54	software	software	NOUN
american_scientific_journal-11607	1	55	,	,	PUNCT
american_scientific_journal-11607	1	56	tampa	tampa	PROPN
american_scientific_journal-11607	1	57	,	,	PUNCT
american_scientific_journal-11607	1	58	united	united	PROPN
american_scientific_journal-11607	1	59	states	states	PROPN
american_scientific_journal-11607	1	60	email	email	NOUN
american_scientific_journal-11607	1	61	:	:	PUNCT
american_scientific_journal-11607	2	1	v.miroshnychenko@evolutic.group	v.miroshnychenko@evolutic.group	X
american_scientific_journal-11607	2	2	abstract	abstract	ADJ
american_scientific_journal-11607	2	3	this	this	DET
american_scientific_journal-11607	2	4	paper	paper	NOUN
american_scientific_journal-11607	2	5	presents	present	VERB
american_scientific_journal-11607	2	6	a	a	DET
american_scientific_journal-11607	2	7	comprehensive	comprehensive	ADJ
american_scientific_journal-11607	2	8	analysis	analysis	NOUN
american_scientific_journal-11607	2	9	of	of	ADP
american_scientific_journal-11607	2	10	the	the	DET
american_scientific_journal-11607	2	11	methodological	methodological	ADJ
american_scientific_journal-11607	2	12	aspects	aspect	NOUN
american_scientific_journal-11607	2	13	of	of	ADP
american_scientific_journal-11607	2	14	implementing	implement	VERB
american_scientific_journal-11607	2	15	artificial	artificial	ADJ
american_scientific_journal-11607	2	16	intelligence	intelligence	NOUN
american_scientific_journal-11607	2	17	in	in	ADP
american_scientific_journal-11607	2	18	network	network	NOUN
american_scientific_journal-11607	2	19	monitoring	monitoring	NOUN
american_scientific_journal-11607	2	20	and	and	CCONJ
american_scientific_journal-11607	2	21	maintenance	maintenance	NOUN
american_scientific_journal-11607	2	22	processes	process	NOUN
american_scientific_journal-11607	2	23	.	.	PUNCT
american_scientific_journal-11607	3	1	as	as	SCONJ
american_scientific_journal-11607	3	2	modern	modern	ADJ
american_scientific_journal-11607	3	3	networks	network	NOUN
american_scientific_journal-11607	3	4	evolve	evolve	VERB
american_scientific_journal-11607	3	5	in	in	ADP
american_scientific_journal-11607	3	6	scale	scale	NOUN
american_scientific_journal-11607	3	7	and	and	CCONJ
american_scientific_journal-11607	3	8	complexity	complexity	NOUN
american_scientific_journal-11607	3	9	,	,	PUNCT
american_scientific_journal-11607	3	10	traditional	traditional	ADJ
american_scientific_journal-11607	3	11	monitoring	monitoring	NOUN
american_scientific_journal-11607	3	12	techniques	technique	NOUN
american_scientific_journal-11607	3	13	often	often	ADV
american_scientific_journal-11607	3	14	fall	fall	VERB
american_scientific_journal-11607	3	15	short	short	ADJ
american_scientific_journal-11607	3	16	in	in	ADP
american_scientific_journal-11607	3	17	ensuring	ensure	VERB
american_scientific_journal-11607	3	18	optimal	optimal	ADJ
american_scientific_journal-11607	3	19	performance	performance	NOUN
american_scientific_journal-11607	3	20	and	and	CCONJ
american_scientific_journal-11607	3	21	reliability	reliability	NOUN
american_scientific_journal-11607	3	22	.	.	PUNCT
american_scientific_journal-11607	4	1	the	the	DET
american_scientific_journal-11607	4	2	study	study	NOUN
american_scientific_journal-11607	4	3	reviews	review	VERB
american_scientific_journal-11607	4	4	state	state	NOUN
american_scientific_journal-11607	4	5	-	-	PUNCT
american_scientific_journal-11607	4	6	of	of	ADP
american_scientific_journal-11607	4	7	-	-	PUNCT
american_scientific_journal-11607	4	8	the	the	DET
american_scientific_journal-11607	4	9	-	-	PUNCT
american_scientific_journal-11607	4	10	art	art	NOUN
american_scientific_journal-11607	4	11	ai	ai	NOUN
american_scientific_journal-11607	4	12	approaches	approach	NOUN
american_scientific_journal-11607	4	13	—	—	PUNCT
american_scientific_journal-11607	4	14	including	include	VERB
american_scientific_journal-11607	4	15	supervised	supervised	ADJ
american_scientific_journal-11607	4	16	,	,	PUNCT
american_scientific_journal-11607	4	17	unsupervised	unsupervised	ADJ
american_scientific_journal-11607	4	18	,	,	PUNCT
american_scientific_journal-11607	4	19	and	and	CCONJ
american_scientific_journal-11607	4	20	deep	deep	ADJ
american_scientific_journal-11607	4	21	learning	learning	NOUN
american_scientific_journal-11607	4	22	methods	method	NOUN
american_scientific_journal-11607	4	23	—	—	PUNCT
american_scientific_journal-11607	4	24	for	for	ADP
american_scientific_journal-11607	4	25	anomaly	anomaly	NOUN
american_scientific_journal-11607	4	26	detection	detection	NOUN
american_scientific_journal-11607	4	27	,	,	PUNCT
american_scientific_journal-11607	4	28	predictive	predictive	ADJ
american_scientific_journal-11607	4	29	maintenance	maintenance	NOUN
american_scientific_journal-11607	4	30	,	,	PUNCT
american_scientific_journal-11607	4	31	and	and	CCONJ
american_scientific_journal-11607	4	32	automated	automate	VERB
american_scientific_journal-11607	4	33	fault	fault	NOUN
american_scientific_journal-11607	4	34	response	response	NOUN
american_scientific_journal-11607	4	35	.	.	PUNCT
american_scientific_journal-11607	5	1	it	it	PRON
american_scientific_journal-11607	5	2	draws	draw	VERB
american_scientific_journal-11607	5	3	upon	upon	SCONJ
american_scientific_journal-11607	5	4	recent	recent	ADJ
american_scientific_journal-11607	5	5	scholarly	scholarly	ADJ
american_scientific_journal-11607	5	6	research	research	NOUN
american_scientific_journal-11607	5	7	and	and	CCONJ
american_scientific_journal-11607	5	8	authoritative	authoritative	ADJ
american_scientific_journal-11607	5	9	industry	industry	NOUN
american_scientific_journal-11607	5	10	reports	report	NOUN
american_scientific_journal-11607	5	11	to	to	PART
american_scientific_journal-11607	5	12	evaluate	evaluate	VERB
american_scientific_journal-11607	5	13	the	the	DET
american_scientific_journal-11607	5	14	effectiveness	effectiveness	NOUN
american_scientific_journal-11607	5	15	of	of	ADP
american_scientific_journal-11607	5	16	these	these	DET
american_scientific_journal-11607	5	17	methodologies	methodology	NOUN
american_scientific_journal-11607	5	18	.	.	PUNCT
american_scientific_journal-11607	6	1	key	key	ADJ
american_scientific_journal-11607	6	2	challenges	challenge	NOUN
american_scientific_journal-11607	6	3	such	such	ADJ
american_scientific_journal-11607	6	4	as	as	ADP
american_scientific_journal-11607	6	5	data	datum	NOUN
american_scientific_journal-11607	6	6	quality	quality	NOUN
american_scientific_journal-11607	6	7	,	,	PUNCT
american_scientific_journal-11607	6	8	model	model	NOUN
american_scientific_journal-11607	6	9	performance	performance	NOUN
american_scientific_journal-11607	6	10	,	,	PUNCT
american_scientific_journal-11607	6	11	and	and	CCONJ
american_scientific_journal-11607	6	12	seamless	seamless	ADJ
american_scientific_journal-11607	6	13	integration	integration	NOUN
american_scientific_journal-11607	6	14	into	into	ADP
american_scientific_journal-11607	6	15	existing	exist	VERB
american_scientific_journal-11607	6	16	operational	operational	ADJ
american_scientific_journal-11607	6	17	workflows	workflow	NOUN
american_scientific_journal-11607	6	18	are	be	AUX
american_scientific_journal-11607	6	19	critically	critically	ADV
american_scientific_journal-11607	6	20	examined	examine	VERB
american_scientific_journal-11607	6	21	.	.	PUNCT
american_scientific_journal-11607	7	1	the	the	DET
american_scientific_journal-11607	7	2	paper	paper	NOUN
american_scientific_journal-11607	7	3	further	far	ADV
american_scientific_journal-11607	7	4	discusses	discuss	VERB
american_scientific_journal-11607	7	5	best	good	ADJ
american_scientific_journal-11607	7	6	practices	practice	NOUN
american_scientific_journal-11607	7	7	and	and	CCONJ
american_scientific_journal-11607	7	8	emerging	emerge	VERB
american_scientific_journal-11607	7	9	trends	trend	NOUN
american_scientific_journal-11607	7	10	,	,	PUNCT
american_scientific_journal-11607	7	11	including	include	VERB
american_scientific_journal-11607	7	12	intent	intent	NOUN
american_scientific_journal-11607	7	13	-	-	PUNCT
american_scientific_journal-11607	7	14	based	base	VERB
american_scientific_journal-11607	7	15	networking	networking	NOUN
american_scientific_journal-11607	7	16	,	,	PUNCT
american_scientific_journal-11607	7	17	generative	generative	ADJ
american_scientific_journal-11607	7	18	ai	ai	PROPN
american_scientific_journal-11607	7	19	applications	application	NOUN
american_scientific_journal-11607	7	20	,	,	PUNCT
american_scientific_journal-11607	7	21	and	and	CCONJ
american_scientific_journal-11607	7	22	the	the	DET
american_scientific_journal-11607	7	23	use	use	NOUN
american_scientific_journal-11607	7	24	of	of	ADP
american_scientific_journal-11607	7	25	digital	digital	ADJ
american_scientific_journal-11607	7	26	twins	twin	NOUN
american_scientific_journal-11607	7	27	for	for	ADP
american_scientific_journal-11607	7	28	simulation	simulation	NOUN
american_scientific_journal-11607	7	29	and	and	CCONJ
american_scientific_journal-11607	7	30	prediction	prediction	NOUN
american_scientific_journal-11607	7	31	.	.	PUNCT
american_scientific_journal-11607	8	1	through	through	ADP
american_scientific_journal-11607	8	2	practical	practical	ADJ
american_scientific_journal-11607	8	3	case	case	NOUN
american_scientific_journal-11607	8	4	studies	study	NOUN
american_scientific_journal-11607	8	5	and	and	CCONJ
american_scientific_journal-11607	8	6	comparative	comparative	ADJ
american_scientific_journal-11607	8	7	analyses	analysis	NOUN
american_scientific_journal-11607	8	8	,	,	PUNCT
american_scientific_journal-11607	8	9	the	the	DET
american_scientific_journal-11607	8	10	research	research	NOUN
american_scientific_journal-11607	8	11	demonstrates	demonstrate	VERB
american_scientific_journal-11607	8	12	how	how	SCONJ
american_scientific_journal-11607	8	13	ai	ai	AUX
american_scientific_journal-11607	8	14	-	-	PUNCT
american_scientific_journal-11607	8	15	driven	drive	VERB
american_scientific_journal-11607	8	16	systems	system	NOUN
american_scientific_journal-11607	8	17	can	can	AUX
american_scientific_journal-11607	8	18	significantly	significantly	ADV
american_scientific_journal-11607	8	19	reduce	reduce	VERB
american_scientific_journal-11607	8	20	downtime	downtime	NOUN
american_scientific_journal-11607	8	21	,	,	PUNCT
american_scientific_journal-11607	8	22	lower	low	ADJ
american_scientific_journal-11607	8	23	operational	operational	ADJ
american_scientific_journal-11607	8	24	costs	cost	NOUN
american_scientific_journal-11607	8	25	,	,	PUNCT
american_scientific_journal-11607	8	26	and	and	CCONJ
american_scientific_journal-11607	8	27	transform	transform	VERB
american_scientific_journal-11607	8	28	traditional	traditional	ADJ
american_scientific_journal-11607	8	29	network	network	NOUN
american_scientific_journal-11607	8	30	operations	operation	NOUN
american_scientific_journal-11607	8	31	into	into	ADP
american_scientific_journal-11607	8	32	proactive	proactive	ADJ
american_scientific_journal-11607	8	33	,	,	PUNCT
american_scientific_journal-11607	8	34	self	self	NOUN
american_scientific_journal-11607	8	35	-	-	PUNCT
american_scientific_journal-11607	8	36	healing	heal	VERB
american_scientific_journal-11607	8	37	systems	system	NOUN
american_scientific_journal-11607	8	38	.	.	PUNCT
american_scientific_journal-11607	9	1	the	the	DET
american_scientific_journal-11607	9	2	findings	finding	NOUN
american_scientific_journal-11607	9	3	provide	provide	VERB
american_scientific_journal-11607	9	4	actionable	actionable	ADJ
american_scientific_journal-11607	9	5	recommendations	recommendation	NOUN
american_scientific_journal-11607	9	6	for	for	ADP
american_scientific_journal-11607	9	7	organizations	organization	NOUN
american_scientific_journal-11607	9	8	aiming	aim	VERB
american_scientific_journal-11607	9	9	to	to	PART
american_scientific_journal-11607	9	10	enhance	enhance	VERB
american_scientific_journal-11607	9	11	their	their	PRON
american_scientific_journal-11607	9	12	network	network	NOUN
american_scientific_journal-11607	9	13	operations	operation	NOUN
american_scientific_journal-11607	9	14	through	through	ADP
american_scientific_journal-11607	9	15	ai	ai	PROPN
american_scientific_journal-11607	9	16	,	,	PUNCT
american_scientific_journal-11607	9	17	paving	pave	VERB
american_scientific_journal-11607	9	18	the	the	DET
american_scientific_journal-11607	9	19	way	way	NOUN
american_scientific_journal-11607	9	20	for	for	ADP
american_scientific_journal-11607	9	21	future	future	ADJ
american_scientific_journal-11607	9	22	advancements	advancement	NOUN
american_scientific_journal-11607	9	23	in	in	ADP
american_scientific_journal-11607	9	24	autonomous	autonomous	ADJ
american_scientific_journal-11607	9	25	network	network	NOUN
american_scientific_journal-11607	9	26	management	management	NOUN
american_scientific_journal-11607	9	27	.	.	PUNCT
american_scientific_journal-11607	10	1	keywords	keyword	NOUN
american_scientific_journal-11607	10	2	:	:	PUNCT
american_scientific_journal-11607	10	3	artificial	artificial	ADJ
american_scientific_journal-11607	10	4	intelligence	intelligence	NOUN
american_scientific_journal-11607	10	5	;	;	PUNCT
american_scientific_journal-11607	10	6	network	network	NOUN
american_scientific_journal-11607	10	7	monitoring	monitoring	NOUN
american_scientific_journal-11607	10	8	;	;	PUNCT
american_scientific_journal-11607	10	9	network	network	NOUN
american_scientific_journal-11607	10	10	maintenance	maintenance	NOUN
american_scientific_journal-11607	10	11	;	;	PUNCT
american_scientific_journal-11607	10	12	predictive	predictive	ADJ
american_scientific_journal-11607	10	13	maintenance	maintenance	NOUN
american_scientific_journal-11607	10	14	;	;	PUNCT
american_scientific_journal-11607	10	15	anomaly	anomaly	NOUN
american_scientific_journal-11607	10	16	detection	detection	NOUN
american_scientific_journal-11607	10	17	;	;	PUNCT
american_scientific_journal-11607	10	18	aiops	aiop	NOUN
american_scientific_journal-11607	10	19	;	;	PUNCT
american_scientific_journal-11607	10	20	self	self	NOUN
american_scientific_journal-11607	10	21	-	-	PUNCT
american_scientific_journal-11607	10	22	healing	heal	VERB
american_scientific_journal-11607	10	23	networks	network	NOUN
american_scientific_journal-11607	10	24	;	;	PUNCT
american_scientific_journal-11607	10	25	explainable	explainable	ADJ
american_scientific_journal-11607	10	26	ai	ai	NOUN
american_scientific_journal-11607	10	27	;	;	PUNCT
american_scientific_journal-11607	10	28	intent	intent	NOUN
american_scientific_journal-11607	10	29	-	-	PUNCT
american_scientific_journal-11607	10	30	based	base	VERB
american_scientific_journal-11607	10	31	networking	networking	NOUN
american_scientific_journal-11607	10	32	;	;	PUNCT
american_scientific_journal-11607	10	33	digital	digital	ADJ
american_scientific_journal-11607	10	34	twin	twin	NOUN
american_scientific_journal-11607	10	35	.	.	PUNCT
american_scientific_journal-11607	11	1	-----------------------------------------------------------------------	-----------------------------------------------------------------------	PUNCT
american_scientific_journal-11607	11	2	received	receive	VERB
american_scientific_journal-11607	11	3	:	:	PUNCT
american_scientific_journal-11607	11	4	2/27/2025	2/27/2025	NUM
american_scientific_journal-11607	11	5	accepted	accept	VERB
american_scientific_journal-11607	11	6	:	:	PUNCT
american_scientific_journal-11607	11	7	3/25/2025	3/25/2025	NUM
american_scientific_journal-11607	11	8	published	publish	VERB
american_scientific_journal-11607	11	9	:	:	PUNCT
american_scientific_journal-11607	11	10	4/5/2025	4/5/2025	NUM
american_scientific_journal-11607	11	11	-----------------------------------------------------------------------	-----------------------------------------------------------------------	PUNCT
american_scientific_journal-11607	11	12	*	*	PUNCT
american_scientific_journal-11607	11	13	corresponding	correspond	VERB
american_scientific_journal-11607	11	14	author	author	NOUN
american_scientific_journal-11607	11	15	.	.	PUNCT
american_scientific_journal-11607	12	1	https://asrjetsjournal.org/index.php/american_scientific_journal/index	https://asrjetsjournal.org/index.php/american_scientific_journal/index	NOUN
american_scientific_journal-11607	12	2	american	american	PROPN
american_scientific_journal-11607	12	3	academic	academic	PROPN
american_scientific_journal-11607	12	4	scientific	scientific	ADJ
american_scientific_journal-11607	12	5	research	research	NOUN
american_scientific_journal-11607	12	6	journal	journal	NOUN
american_scientific_journal-11607	12	7	for	for	ADP
american_scientific_journal-11607	12	8	engineering	engineering	NOUN
american_scientific_journal-11607	12	9	,	,	PUNCT
american_scientific_journal-11607	12	10	technology	technology	NOUN
american_scientific_journal-11607	12	11	,	,	PUNCT
american_scientific_journal-11607	12	12	and	and	CCONJ
american_scientific_journal-11607	12	13	sciences	science	NOUN
american_scientific_journal-11607	12	14	(	(	PUNCT
american_scientific_journal-11607	12	15	asrjets	asrjet	NOUN
american_scientific_journal-11607	12	16	)	)	PUNCT
american_scientific_journal-11607	12	17	volume	volume	NOUN
american_scientific_journal-11607	12	18	101	101	NUM
american_scientific_journal-11607	12	19	,	,	PUNCT
american_scientific_journal-11607	12	20	no	no	DET
american_scientific_journal-11607	12	21	1	1	NUM
american_scientific_journal-11607	12	22	,	,	PUNCT
american_scientific_journal-11607	12	23	pp	pp	ADV
american_scientific_journal-11607	12	24	335	335	NUM
american_scientific_journal-11607	12	25	-	-	SYM
american_scientific_journal-11607	12	26	348	348	NUM
american_scientific_journal-11607	12	27	336	336	NUM
american_scientific_journal-11607	12	28	1	1	NUM
american_scientific_journal-11607	12	29	.	.	PUNCT
american_scientific_journal-11607	13	1	introduction	introduction	NOUN
american_scientific_journal-11607	13	2	modern	modern	ADJ
american_scientific_journal-11607	13	3	communication	communication	NOUN
american_scientific_journal-11607	13	4	networks	network	NOUN
american_scientific_journal-11607	13	5	underpin	underpin	VERB
american_scientific_journal-11607	13	6	nearly	nearly	ADV
american_scientific_journal-11607	13	7	every	every	PRON
american_scientific_journal-11607	13	8	aspect	aspect	NOUN
american_scientific_journal-11607	13	9	of	of	ADP
american_scientific_journal-11607	13	10	digital	digital	ADJ
american_scientific_journal-11607	13	11	society	society	NOUN
american_scientific_journal-11607	13	12	.	.	PUNCT
american_scientific_journal-11607	14	1	with	with	ADP
american_scientific_journal-11607	14	2	the	the	DET
american_scientific_journal-11607	14	3	rapid	rapid	ADJ
american_scientific_journal-11607	14	4	proliferation	proliferation	NOUN
american_scientific_journal-11607	14	5	of	of	ADP
american_scientific_journal-11607	14	6	cloud	cloud	NOUN
american_scientific_journal-11607	14	7	services	service	NOUN
american_scientific_journal-11607	14	8	,	,	PUNCT
american_scientific_journal-11607	14	9	5	5	NUM
american_scientific_journal-11607	14	10	g	g	NOUN
american_scientific_journal-11607	14	11	radio	radio	NOUN
american_scientific_journal-11607	14	12	access	access	NOUN
american_scientific_journal-11607	14	13	,	,	PUNCT
american_scientific_journal-11607	14	14	and	and	CCONJ
american_scientific_journal-11607	14	15	billions	billion	NOUN
american_scientific_journal-11607	14	16	of	of	ADP
american_scientific_journal-11607	14	17	iot	iot	ADJ
american_scientific_journal-11607	14	18	endpoints	endpoint	NOUN
american_scientific_journal-11607	14	19	,	,	PUNCT
american_scientific_journal-11607	14	20	traffic	traffic	NOUN
american_scientific_journal-11607	14	21	volumes	volume	NOUN
american_scientific_journal-11607	14	22	and	and	CCONJ
american_scientific_journal-11607	14	23	topological	topological	ADJ
american_scientific_journal-11607	14	24	complexity	complexity	NOUN
american_scientific_journal-11607	14	25	have	have	AUX
american_scientific_journal-11607	14	26	risen	rise	VERB
american_scientific_journal-11607	14	27	exponentially	exponentially	ADV
american_scientific_journal-11607	14	28	.	.	PUNCT
american_scientific_journal-11607	15	1	traditional	traditional	ADJ
american_scientific_journal-11607	15	2	,	,	PUNCT
american_scientific_journal-11607	15	3	rule‑driven	rule‑driven	VERB
american_scientific_journal-11607	15	4	monitoring	monitoring	NOUN
american_scientific_journal-11607	15	5	and	and	CCONJ
american_scientific_journal-11607	15	6	maintenance	maintenance	NOUN
american_scientific_journal-11607	15	7	approaches	approach	NOUN
american_scientific_journal-11607	15	8	can	can	AUX
american_scientific_journal-11607	15	9	no	no	ADV
american_scientific_journal-11607	15	10	longer	long	ADV
american_scientific_journal-11607	15	11	scale	scale	VERB
american_scientific_journal-11607	15	12	linearly	linearly	ADV
american_scientific_journal-11607	15	13	with	with	ADP
american_scientific_journal-11607	15	14	this	this	DET
american_scientific_journal-11607	15	15	growth	growth	NOUN
american_scientific_journal-11607	15	16	:	:	PUNCT
american_scientific_journal-11607	15	17	even	even	ADV
american_scientific_journal-11607	15	18	brief	brief	ADJ
american_scientific_journal-11607	15	19	outages	outage	NOUN
american_scientific_journal-11607	15	20	now	now	ADV
american_scientific_journal-11607	15	21	cascade	cascade	VERB
american_scientific_journal-11607	15	22	into	into	ADP
american_scientific_journal-11607	15	23	systemic	systemic	ADJ
american_scientific_journal-11607	15	24	disruptions	disruption	NOUN
american_scientific_journal-11607	15	25	,	,	PUNCT
american_scientific_journal-11607	15	26	and	and	CCONJ
american_scientific_journal-11607	15	27	unscheduled	unscheduled	ADJ
american_scientific_journal-11607	15	28	downtime	downtime	NOUN
american_scientific_journal-11607	15	29	costs	cost	VERB
american_scientific_journal-11607	15	30	large	large	ADJ
american_scientific_journal-11607	15	31	operators	operator	NOUN
american_scientific_journal-11607	15	32	thousands	thousand	NOUN
american_scientific_journal-11607	15	33	of	of	ADP
american_scientific_journal-11607	15	34	euros	euro	NOUN
american_scientific_journal-11607	15	35	per	per	ADP
american_scientific_journal-11607	15	36	hour	hour	NOUN
american_scientific_journal-11607	16	1	[	[	X
american_scientific_journal-11607	16	2	1	1	NUM
american_scientific_journal-11607	16	3	]	]	PUNCT
american_scientific_journal-11607	16	4	.	.	PUNCT
american_scientific_journal-11607	17	1	these	these	DET
american_scientific_journal-11607	17	2	economic	economic	ADJ
american_scientific_journal-11607	17	3	stakes	stake	NOUN
american_scientific_journal-11607	17	4	have	have	AUX
american_scientific_journal-11607	17	5	catalysed	catalyse	VERB
american_scientific_journal-11607	17	6	interest	interest	NOUN
american_scientific_journal-11607	17	7	in	in	ADP
american_scientific_journal-11607	17	8	artificial‑intelligence	artificial‑intelligence	PROPN
american_scientific_journal-11607	17	9	(	(	PUNCT
american_scientific_journal-11607	17	10	ai	ai	NOUN
american_scientific_journal-11607	17	11	)	)	PUNCT
american_scientific_journal-11607	17	12	techniques	technique	NOUN
american_scientific_journal-11607	17	13	that	that	PRON
american_scientific_journal-11607	17	14	promise	promise	VERB
american_scientific_journal-11607	17	15	continuous	continuous	ADJ
american_scientific_journal-11607	17	16	,	,	PUNCT
american_scientific_journal-11607	17	17	high‑granularity	high‑granularity	NOUN
american_scientific_journal-11607	17	18	telemetry	telemetry	NOUN
american_scientific_journal-11607	17	19	analysis	analysis	NOUN
american_scientific_journal-11607	17	20	,	,	PUNCT
american_scientific_journal-11607	17	21	early‑warning	early‑warne	VERB
american_scientific_journal-11607	17	22	fault	fault	NOUN
american_scientific_journal-11607	17	23	prediction	prediction	NOUN
american_scientific_journal-11607	17	24	,	,	PUNCT
american_scientific_journal-11607	17	25	and	and	CCONJ
american_scientific_journal-11607	17	26	closed‑loop	closed‑loop	NOUN
american_scientific_journal-11607	17	27	remediation	remediation	NOUN
american_scientific_journal-11607	17	28	—	—	PUNCT
american_scientific_journal-11607	17	29	capabilities	capability	NOUN
american_scientific_journal-11607	17	30	viewed	view	VERB
american_scientific_journal-11607	17	31	by	by	ADP
american_scientific_journal-11607	17	32	industry	industry	NOUN
american_scientific_journal-11607	17	33	leaders	leader	NOUN
american_scientific_journal-11607	17	34	as	as	ADP
american_scientific_journal-11607	17	35	prerequisites	prerequisite	NOUN
american_scientific_journal-11607	17	36	for	for	ADP
american_scientific_journal-11607	17	37	truly	truly	ADV
american_scientific_journal-11607	17	38	“	"	PUNCT
american_scientific_journal-11607	17	39	self‑healing	self‑heale	VERB
american_scientific_journal-11607	17	40	”	"	PUNCT
american_scientific_journal-11607	17	41	networks	network	NOUN
american_scientific_journal-11607	17	42	[	[	X
american_scientific_journal-11607	17	43	2	2	NUM
american_scientific_journal-11607	17	44	]	]	PUNCT
american_scientific_journal-11607	17	45	.	.	PUNCT
american_scientific_journal-11607	18	1	although	although	SCONJ
american_scientific_journal-11607	18	2	ai‑for‑network‑operations	ai‑for‑network‑operation	NOUN
american_scientific_journal-11607	18	3	is	be	AUX
american_scientific_journal-11607	18	4	no	no	ADV
american_scientific_journal-11607	18	5	longer	long	ADV
american_scientific_journal-11607	18	6	a	a	DET
american_scientific_journal-11607	18	7	nascent	nascent	ADJ
american_scientific_journal-11607	18	8	research	research	NOUN
american_scientific_journal-11607	18	9	topic	topic	NOUN
american_scientific_journal-11607	18	10	,	,	PUNCT
american_scientific_journal-11607	18	11	the	the	DET
american_scientific_journal-11607	18	12	literature	literature	NOUN
american_scientific_journal-11607	18	13	remains	remain	VERB
american_scientific_journal-11607	18	14	fragmented	fragmented	ADJ
american_scientific_journal-11607	18	15	.	.	PUNCT
american_scientific_journal-11607	19	1	early	early	ADJ
american_scientific_journal-11607	19	2	surveys	survey	NOUN
american_scientific_journal-11607	19	3	such	such	ADJ
american_scientific_journal-11607	19	4	as	as	ADP
american_scientific_journal-11607	19	5	[	[	X
american_scientific_journal-11607	19	6	14	14	NUM
american_scientific_journal-11607	19	7	]	]	PUNCT
american_scientific_journal-11607	19	8	and	and	CCONJ
american_scientific_journal-11607	19	9	[	[	X
american_scientific_journal-11607	19	10	15	15	NUM
american_scientific_journal-11607	19	11	]	]	PUNCT
american_scientific_journal-11607	19	12	offer	offer	VERB
american_scientific_journal-11607	19	13	algorithmic	algorithmic	ADJ
american_scientific_journal-11607	19	14	taxonomies	taxonomy	NOUN
american_scientific_journal-11607	19	15	grounded	ground	VERB
american_scientific_journal-11607	19	16	in	in	ADP
american_scientific_journal-11607	19	17	the	the	DET
american_scientific_journal-11607	19	18	classical	classical	ADJ
american_scientific_journal-11607	19	19	fcaps	fcap	NOUN
american_scientific_journal-11607	19	20	model	model	NOUN
american_scientific_journal-11607	19	21	,	,	PUNCT
american_scientific_journal-11607	19	22	yet	yet	ADV
american_scientific_journal-11607	19	23	provide	provide	VERB
american_scientific_journal-11607	19	24	scant	scant	ADJ
american_scientific_journal-11607	19	25	quantitative	quantitative	ADJ
american_scientific_journal-11607	19	26	synthesis	synthesis	NOUN
american_scientific_journal-11607	19	27	of	of	ADP
american_scientific_journal-11607	19	28	operational	operational	ADJ
american_scientific_journal-11607	19	29	key‑performance	key‑performance	NOUN
american_scientific_journal-11607	19	30	indicators	indicator	NOUN
american_scientific_journal-11607	19	31	(	(	PUNCT
american_scientific_journal-11607	19	32	kpis	kpis	NOUN
american_scientific_journal-11607	19	33	)	)	PUNCT
american_scientific_journal-11607	19	34	.	.	PUNCT
american_scientific_journal-11607	20	1	conversely	conversely	ADV
american_scientific_journal-11607	20	2	,	,	PUNCT
american_scientific_journal-11607	20	3	industry	industry	NOUN
american_scientific_journal-11607	20	4	whitepapers	whitepaper	NOUN
american_scientific_journal-11607	20	5	present	present	VERB
american_scientific_journal-11607	20	6	compelling	compelling	ADJ
american_scientific_journal-11607	20	7	return‑on‑investment	return‑on‑investment	NOUN
american_scientific_journal-11607	20	8	figures	figure	NOUN
american_scientific_journal-11607	20	9	but	but	CCONJ
american_scientific_journal-11607	20	10	rarely	rarely	ADV
american_scientific_journal-11607	20	11	disclose	disclose	VERB
american_scientific_journal-11607	20	12	methodological	methodological	ADJ
american_scientific_journal-11607	20	13	details	detail	NOUN
american_scientific_journal-11607	20	14	,	,	PUNCT
american_scientific_journal-11607	20	15	limiting	limit	VERB
american_scientific_journal-11607	20	16	academic	academic	ADJ
american_scientific_journal-11607	20	17	reproducibility	reproducibility	NOUN
american_scientific_journal-11607	20	18	.	.	PUNCT
american_scientific_journal-11607	21	1	domain‑specific	domain‑specific	PROPN
american_scientific_journal-11607	21	2	studies	study	NOUN
american_scientific_journal-11607	21	3	—	—	PUNCT
american_scientific_journal-11607	21	4	for	for	ADP
american_scientific_journal-11607	21	5	example	example	NOUN
american_scientific_journal-11607	21	6	,	,	PUNCT
american_scientific_journal-11607	21	7	[	[	X
american_scientific_journal-11607	21	8	16	16	NUM
american_scientific_journal-11607	21	9	]	]	PUNCT
american_scientific_journal-11607	21	10	—	—	PUNCT
american_scientific_journal-11607	21	11	demonstrate	demonstrate	VERB
american_scientific_journal-11607	21	12	the	the	DET
american_scientific_journal-11607	21	13	feasibility	feasibility	NOUN
american_scientific_journal-11607	21	14	of	of	ADP
american_scientific_journal-11607	21	15	supervised	supervised	ADJ
american_scientific_journal-11607	21	16	and	and	CCONJ
american_scientific_journal-11607	21	17	unsupervised	unsupervised	ADJ
american_scientific_journal-11607	21	18	learning	learning	NOUN
american_scientific_journal-11607	21	19	,	,	PUNCT
american_scientific_journal-11607	21	20	yet	yet	CCONJ
american_scientific_journal-11607	21	21	stop	stop	VERB
american_scientific_journal-11607	21	22	short	short	ADV
american_scientific_journal-11607	21	23	of	of	ADP
american_scientific_journal-11607	21	24	comparing	compare	VERB
american_scientific_journal-11607	21	25	cross‑technology	cross‑technology	NOUN
american_scientific_journal-11607	21	26	effectiveness	effectiveness	NOUN
american_scientific_journal-11607	21	27	or	or	CCONJ
american_scientific_journal-11607	21	28	incorporating	incorporate	VERB
american_scientific_journal-11607	21	29	real‑world	real‑world	NUM
american_scientific_journal-11607	21	30	maintenance	maintenance	NOUN
american_scientific_journal-11607	21	31	economics	economic	NOUN
american_scientific_journal-11607	21	32	.	.	PUNCT
american_scientific_journal-11607	22	1	this	this	DET
american_scientific_journal-11607	22	2	paper	paper	NOUN
american_scientific_journal-11607	22	3	addresses	address	VERB
american_scientific_journal-11607	22	4	those	those	DET
american_scientific_journal-11607	22	5	gaps	gap	NOUN
american_scientific_journal-11607	22	6	by	by	ADP
american_scientific_journal-11607	22	7	unifying	unify	VERB
american_scientific_journal-11607	22	8	peer‑reviewed	peer‑reviewe	VERB
american_scientific_journal-11607	22	9	algorithmic	algorithmic	ADJ
american_scientific_journal-11607	22	10	advances	advance	NOUN
american_scientific_journal-11607	22	11	with	with	ADP
american_scientific_journal-11607	22	12	field‑validated	field‑validate	VERB
american_scientific_journal-11607	22	13	kpi	kpi	NOUN
american_scientific_journal-11607	22	14	evidencepublished	evidencepublishe	VERB
american_scientific_journal-11607	22	15	within	within	ADP
american_scientific_journal-11607	22	16	the	the	DET
american_scientific_journal-11607	22	17	past	past	ADJ
american_scientific_journal-11607	22	18	five	five	NUM
american_scientific_journal-11607	22	19	years	year	NOUN
american_scientific_journal-11607	22	20	.	.	PUNCT
american_scientific_journal-11607	23	1	specifically	specifically	ADV
american_scientific_journal-11607	23	2	,	,	PUNCT
american_scientific_journal-11607	23	3	we	we	PRON
american_scientific_journal-11607	23	4	1	1	NUM
american_scientific_journal-11607	23	5	.	.	PUNCT
american_scientific_journal-11607	23	6	formulate	formulate	VERB
american_scientific_journal-11607	23	7	the	the	DET
american_scientific_journal-11607	23	8	principal	principal	ADJ
american_scientific_journal-11607	23	9	monitoring	monitoring	NOUN
american_scientific_journal-11607	23	10	and	and	CCONJ
american_scientific_journal-11607	23	11	maintenance	maintenance	NOUN
american_scientific_journal-11607	23	12	challenges	challenge	NOUN
american_scientific_journal-11607	23	13	that	that	PRON
american_scientific_journal-11607	23	14	ai	ai	VERB
american_scientific_journal-11607	23	15	can	can	AUX
american_scientific_journal-11607	23	16	mitigate	mitigate	VERB
american_scientific_journal-11607	23	17	;	;	PUNCT
american_scientific_journal-11607	23	18	2	2	X
american_scientific_journal-11607	23	19	.	.	X
american_scientific_journal-11607	23	20	synthesise	synthesise	VERB
american_scientific_journal-11607	23	21	and	and	CCONJ
american_scientific_journal-11607	23	22	contrast	contrast	VERB
american_scientific_journal-11607	23	23	at	at	ADV
american_scientific_journal-11607	23	24	least	least	ADJ
american_scientific_journal-11607	23	25	ten	ten	NUM
american_scientific_journal-11607	23	26	recent	recent	ADJ
american_scientific_journal-11607	23	27	contributions	contribution	NOUN
american_scientific_journal-11607	23	28	from	from	ADP
american_scientific_journal-11607	23	29	leading	lead	VERB
american_scientific_journal-11607	23	30	journals	journal	NOUN
american_scientific_journal-11607	23	31	(	(	PUNCT
american_scientific_journal-11607	23	32	ieee	ieee	NOUN
american_scientific_journal-11607	23	33	,	,	PUNCT
american_scientific_journal-11607	23	34	acm	acm	PROPN
american_scientific_journal-11607	23	35	,	,	PUNCT
american_scientific_journal-11607	23	36	springer	springer	NOUN
american_scientific_journal-11607	23	37	)	)	PUNCT
american_scientific_journal-11607	23	38	with	with	ADP
american_scientific_journal-11607	23	39	findings	finding	NOUN
american_scientific_journal-11607	23	40	from	from	ADP
american_scientific_journal-11607	23	41	authoritative	authoritative	ADJ
american_scientific_journal-11607	23	42	industry	industry	NOUN
american_scientific_journal-11607	23	43	reports	report	NOUN
american_scientific_journal-11607	23	44	(	(	PUNCT
american_scientific_journal-11607	23	45	gartner	gartner	NOUN
american_scientific_journal-11607	23	46	,	,	PUNCT
american_scientific_journal-11607	23	47	mckinsey	mckinsey	NOUN
american_scientific_journal-11607	23	48	,	,	PUNCT
american_scientific_journal-11607	23	49	deloitte	deloitte	PROPN
american_scientific_journal-11607	23	50	)	)	PUNCT
american_scientific_journal-11607	23	51	;	;	PUNCT
american_scientific_journal-11607	23	52	3	3	X
american_scientific_journal-11607	23	53	.	.	X
american_scientific_journal-11607	23	54	evaluate	evaluate	VERB
american_scientific_journal-11607	23	55	the	the	DET
american_scientific_journal-11607	23	56	efficacy	efficacy	NOUN
american_scientific_journal-11607	23	57	of	of	ADP
american_scientific_journal-11607	23	58	supervised	supervised	ADJ
american_scientific_journal-11607	23	59	,	,	PUNCT
american_scientific_journal-11607	23	60	unsupervised	unsupervised	ADJ
american_scientific_journal-11607	23	61	,	,	PUNCT
american_scientific_journal-11607	23	62	and	and	CCONJ
american_scientific_journal-11607	23	63	deep‑learning	deep‑learne	VERB
american_scientific_journal-11607	23	64	approaches	approach	NOUN
american_scientific_journal-11607	23	65	across	across	ADP
american_scientific_journal-11607	23	66	fixed	fix	VERB
american_scientific_journal-11607	23	67	,	,	PUNCT
american_scientific_journal-11607	23	68	mobile	mobile	ADJ
american_scientific_journal-11607	23	69	,	,	PUNCT
american_scientific_journal-11607	23	70	and	and	CCONJ
american_scientific_journal-11607	23	71	optical	optical	ADJ
american_scientific_journal-11607	23	72	domains	domain	NOUN
american_scientific_journal-11607	23	73	;	;	PUNCT
american_scientific_journal-11607	23	74	and	and	CCONJ
american_scientific_journal-11607	23	75	4	4	X
american_scientific_journal-11607	23	76	.	.	X
american_scientific_journal-11607	23	77	distil	distil	PROPN
american_scientific_journal-11607	23	78	best‑practice	best‑practice	NOUN
american_scientific_journal-11607	23	79	guidelines	guideline	NOUN
american_scientific_journal-11607	23	80	and	and	CCONJ
american_scientific_journal-11607	23	81	emerging	emerge	VERB
american_scientific_journal-11607	23	82	research	research	NOUN
american_scientific_journal-11607	23	83	frontiers	frontier	NOUN
american_scientific_journal-11607	23	84	(	(	PUNCT
american_scientific_journal-11607	23	85	intent‑based	intent‑base	VERB
american_scientific_journal-11607	23	86	networking	networking	NOUN
american_scientific_journal-11607	23	87	,	,	PUNCT
american_scientific_journal-11607	23	88	generative‑ai	generative‑ai	PROPN
american_scientific_journal-11607	23	89	assistants	assistant	NOUN
american_scientific_journal-11607	23	90	,	,	PUNCT
american_scientific_journal-11607	23	91	digital‑twin	digital‑twin	NOUN
american_scientific_journal-11607	23	92	simulation	simulation	NOUN
american_scientific_journal-11607	23	93	)	)	PUNCT
american_scientific_journal-11607	23	94	.	.	PUNCT
american_scientific_journal-11607	24	1	by	by	ADP
american_scientific_journal-11607	24	2	coupling	couple	VERB
american_scientific_journal-11607	24	3	methodological	methodological	ADJ
american_scientific_journal-11607	24	4	rigour	rigour	NOUN
american_scientific_journal-11607	24	5	with	with	ADP
american_scientific_journal-11607	24	6	operational	operational	ADJ
american_scientific_journal-11607	24	7	evidence	evidence	NOUN
american_scientific_journal-11607	24	8	,	,	PUNCT
american_scientific_journal-11607	24	9	the	the	DET
american_scientific_journal-11607	24	10	study	study	NOUN
american_scientific_journal-11607	24	11	demonstrates	demonstrate	VERB
american_scientific_journal-11607	24	12	how	how	SCONJ
american_scientific_journal-11607	24	13	ai	ai	AUX
american_scientific_journal-11607	24	14	can	can	AUX
american_scientific_journal-11607	24	15	move	move	VERB
american_scientific_journal-11607	24	16	network	network	NOUN
american_scientific_journal-11607	24	17	management	management	NOUN
american_scientific_journal-11607	24	18	from	from	ADP
american_scientific_journal-11607	24	19	reactive	reactive	ADJ
american_scientific_journal-11607	24	20	break‑fix	break‑fix	NOUN
american_scientific_journal-11607	24	21	models	model	NOUN
american_scientific_journal-11607	24	22	to	to	PART
american_scientific_journal-11607	24	23	proactive	proactive	ADJ
american_scientific_journal-11607	24	24	—	—	PUNCT
american_scientific_journal-11607	24	25	and	and	CCONJ
american_scientific_journal-11607	24	26	ultimately	ultimately	ADV
american_scientific_journal-11607	24	27	autonomous	autonomous	ADJ
american_scientific_journal-11607	24	28	—	—	PUNCT
american_scientific_journal-11607	24	29	operation	operation	NOUN
american_scientific_journal-11607	24	30	,	,	PUNCT
american_scientific_journal-11607	24	31	thereby	thereby	ADV
american_scientific_journal-11607	24	32	extending	extend	VERB
american_scientific_journal-11607	24	33	and	and	CCONJ
american_scientific_journal-11607	24	34	contextualising	contextualise	VERB
american_scientific_journal-11607	24	35	earlier	early	ADJ
american_scientific_journal-11607	24	36	work	work	NOUN
american_scientific_journal-11607	24	37	in	in	ADP
american_scientific_journal-11607	24	38	the	the	DET
american_scientific_journal-11607	24	39	field	field	NOUN
american_scientific_journal-11607	24	40	.	.	PUNCT
american_scientific_journal-11607	25	1	2	2	X
american_scientific_journal-11607	25	2	.	.	X
american_scientific_journal-11607	25	3	ai	ai	VERB
american_scientific_journal-11607	25	4	in	in	ADP
american_scientific_journal-11607	25	5	network	network	NOUN
american_scientific_journal-11607	25	6	monitoring	monitoring	NOUN
american_scientific_journal-11607	25	7	:	:	PUNCT
american_scientific_journal-11607	25	8	techniques	technique	NOUN
american_scientific_journal-11607	25	9	and	and	CCONJ
american_scientific_journal-11607	25	10	methodologies	methodology	NOUN
american_scientific_journal-11607	25	11	network	network	NOUN
american_scientific_journal-11607	25	12	monitoring	monitoring	NOUN
american_scientific_journal-11607	25	13	involves	involves	AUX
american_scientific_journal-11607	25	14	continuously	continuously	ADV
american_scientific_journal-11607	25	15	observing	observe	VERB
american_scientific_journal-11607	25	16	network	network	NOUN
american_scientific_journal-11607	25	17	traffic	traffic	NOUN
american_scientific_journal-11607	25	18	,	,	PUNCT
american_scientific_journal-11607	25	19	device	device	NOUN
american_scientific_journal-11607	25	20	status	status	NOUN
american_scientific_journal-11607	25	21	,	,	PUNCT
american_scientific_journal-11607	25	22	and	and	CCONJ
american_scientific_journal-11607	25	23	events	event	NOUN
american_scientific_journal-11607	25	24	to	to	PART
american_scientific_journal-11607	25	25	ensure	ensure	VERB
american_scientific_journal-11607	25	26	performance	performance	NOUN
american_scientific_journal-11607	25	27	and	and	CCONJ
american_scientific_journal-11607	25	28	detect	detect	VERB
american_scientific_journal-11607	25	29	issues	issue	NOUN
american_scientific_journal-11607	25	30	.	.	PUNCT
american_scientific_journal-11607	26	1	traditional	traditional	ADJ
american_scientific_journal-11607	26	2	monitoring	monitoring	NOUN
american_scientific_journal-11607	26	3	tools	tool	NOUN
american_scientific_journal-11607	26	4	rely	rely	VERB
american_scientific_journal-11607	26	5	on	on	ADP
american_scientific_journal-11607	26	6	static	static	ADJ
american_scientific_journal-11607	26	7	thresholds	threshold	NOUN
american_scientific_journal-11607	26	8	or	or	CCONJ
american_scientific_journal-11607	26	9	rule	rule	NOUN
american_scientific_journal-11607	26	10	-	-	PUNCT
american_scientific_journal-11607	26	11	based	base	VERB
american_scientific_journal-11607	26	12	alerts	alert	NOUN
american_scientific_journal-11607	26	13	,	,	PUNCT
american_scientific_journal-11607	26	14	which	which	PRON
american_scientific_journal-11607	26	15	often	often	ADV
american_scientific_journal-11607	26	16	generate	generate	VERB
american_scientific_journal-11607	26	17	excessive	excessive	ADJ
american_scientific_journal-11607	26	18	noise	noise	NOUN
american_scientific_journal-11607	26	19	(	(	PUNCT
american_scientific_journal-11607	26	20	alerts	alert	NOUN
american_scientific_journal-11607	26	21	)	)	PUNCT
american_scientific_journal-11607	26	22	and	and	CCONJ
american_scientific_journal-11607	26	23	can	can	AUX
american_scientific_journal-11607	26	24	miss	miss	VERB
american_scientific_journal-11607	26	25	subtle	subtle	ADJ
american_scientific_journal-11607	26	26	anomalies	anomaly	NOUN
american_scientific_journal-11607	26	27	.	.	PUNCT
american_scientific_journal-11607	27	1	the	the	DET
american_scientific_journal-11607	27	2	core	core	NOUN
american_scientific_journal-11607	27	3	challenge	challenge	NOUN
american_scientific_journal-11607	27	4	is	be	AUX
american_scientific_journal-11607	27	5	the	the	DET
american_scientific_journal-11607	27	6	scale	scale	NOUN
american_scientific_journal-11607	27	7	and	and	CCONJ
american_scientific_journal-11607	27	8	complexity	complexity	NOUN
american_scientific_journal-11607	27	9	of	of	ADP
american_scientific_journal-11607	27	10	modern	modern	ADJ
american_scientific_journal-11607	27	11	networks	network	NOUN
american_scientific_journal-11607	27	12	–	–	PUNCT
american_scientific_journal-11607	27	13	large	large	ADJ
american_scientific_journal-11607	27	14	isps	isps	NOUN
american_scientific_journal-11607	27	15	and	and	CCONJ
american_scientific_journal-11607	27	16	enterprises	enterprise	NOUN
american_scientific_journal-11607	27	17	generate	generate	VERB
american_scientific_journal-11607	27	18	millions	million	NOUN
american_scientific_journal-11607	27	19	of	of	ADP
american_scientific_journal-11607	27	20	log	log	NOUN
american_scientific_journal-11607	27	21	events	event	NOUN
american_scientific_journal-11607	27	22	and	and	CCONJ
american_scientific_journal-11607	27	23	metrics	metric	NOUN
american_scientific_journal-11607	27	24	per	per	ADP
american_scientific_journal-11607	27	25	second	second	ADJ
american_scientific_journal-11607	27	26	,	,	PUNCT
american_scientific_journal-11607	27	27	far	far	ADV
american_scientific_journal-11607	27	28	beyond	beyond	ADP
american_scientific_journal-11607	27	29	human	human	ADJ
american_scientific_journal-11607	27	30	analysis	analysis	NOUN
american_scientific_journal-11607	27	31	capacity	capacity	NOUN
american_scientific_journal-11607	27	32	[	[	X
american_scientific_journal-11607	27	33	5	5	NUM
american_scientific_journal-11607	27	34	]	]	PUNCT
american_scientific_journal-11607	27	35	.	.	PUNCT
american_scientific_journal-11607	28	1	american	american	ADJ
american_scientific_journal-11607	28	2	academic	academic	ADJ
american_scientific_journal-11607	28	3	scientific	scientific	ADJ
american_scientific_journal-11607	28	4	research	research	NOUN
american_scientific_journal-11607	28	5	journal	journal	NOUN
american_scientific_journal-11607	28	6	for	for	ADP
american_scientific_journal-11607	28	7	engineering	engineering	NOUN
american_scientific_journal-11607	28	8	,	,	PUNCT
american_scientific_journal-11607	28	9	technology	technology	NOUN
american_scientific_journal-11607	28	10	,	,	PUNCT
american_scientific_journal-11607	28	11	and	and	CCONJ
american_scientific_journal-11607	28	12	sciences	science	NOUN
american_scientific_journal-11607	28	13	(	(	PUNCT
american_scientific_journal-11607	28	14	asrjets	asrjet	NOUN
american_scientific_journal-11607	28	15	)	)	PUNCT
american_scientific_journal-11607	28	16	volume	volume	NOUN
american_scientific_journal-11607	28	17	101	101	NUM
american_scientific_journal-11607	28	18	,	,	PUNCT
american_scientific_journal-11607	28	19	no	no	DET
american_scientific_journal-11607	28	20	1	1	NUM
american_scientific_journal-11607	28	21	,	,	PUNCT
american_scientific_journal-11607	28	22	pp	pp	ADV
american_scientific_journal-11607	28	23	335	335	NUM
american_scientific_journal-11607	28	24	-	-	SYM
american_scientific_journal-11607	28	25	348	348	NUM
american_scientific_journal-11607	28	26	337	337	NUM
american_scientific_journal-11607	28	27	moreover	moreover	ADV
american_scientific_journal-11607	28	28	,	,	PUNCT
american_scientific_journal-11607	28	29	network	network	NOUN
american_scientific_journal-11607	28	30	behavior	behavior	NOUN
american_scientific_journal-11607	28	31	is	be	AUX
american_scientific_journal-11607	28	32	highly	highly	ADV
american_scientific_journal-11607	28	33	dynamic	dynamic	ADJ
american_scientific_journal-11607	28	34	;	;	PUNCT
american_scientific_journal-11607	28	35	“	"	PUNCT
american_scientific_journal-11607	28	36	normal	normal	ADJ
american_scientific_journal-11607	28	37	”	"	PUNCT
american_scientific_journal-11607	28	38	traffic	traffic	NOUN
american_scientific_journal-11607	28	39	patterns	pattern	NOUN
american_scientific_journal-11607	28	40	evolve	evolve	VERB
american_scientific_journal-11607	28	41	over	over	ADP
american_scientific_journal-11607	28	42	time	time	NOUN
american_scientific_journal-11607	28	43	,	,	PUNCT
american_scientific_journal-11607	28	44	making	make	VERB
american_scientific_journal-11607	28	45	it	it	PRON
american_scientific_journal-11607	28	46	hard	hard	ADJ
american_scientific_journal-11607	28	47	to	to	PART
american_scientific_journal-11607	28	48	pre	pre	VERB
american_scientific_journal-11607	28	49	-	-	VERB
american_scientific_journal-11607	28	50	define	define	VERB
american_scientific_journal-11607	28	51	what	what	PRON
american_scientific_journal-11607	28	52	constitutes	constitute	VERB
american_scientific_journal-11607	28	53	an	an	DET
american_scientific_journal-11607	28	54	anomaly	anomaly	NOUN
american_scientific_journal-11607	28	55	.	.	PUNCT
american_scientific_journal-11607	29	1	ai	ai	AUX
american_scientific_journal-11607	29	2	offers	offer	VERB
american_scientific_journal-11607	29	3	a	a	DET
american_scientific_journal-11607	29	4	methodological	methodological	ADJ
american_scientific_journal-11607	29	5	shift	shift	NOUN
american_scientific_journal-11607	29	6	:	:	PUNCT
american_scientific_journal-11607	29	7	instead	instead	ADV
american_scientific_journal-11607	29	8	of	of	ADP
american_scientific_journal-11607	29	9	fixed	fix	VERB
american_scientific_journal-11607	29	10	rules	rule	NOUN
american_scientific_journal-11607	29	11	,	,	PUNCT
american_scientific_journal-11607	29	12	machine	machine	NOUN
american_scientific_journal-11607	29	13	learning	learning	NOUN
american_scientific_journal-11607	29	14	(	(	PUNCT
american_scientific_journal-11607	29	15	ml	ml	NOUN
american_scientific_journal-11607	29	16	)	)	PUNCT
american_scientific_journal-11607	29	17	models	model	NOUN
american_scientific_journal-11607	29	18	can	can	AUX
american_scientific_journal-11607	29	19	learn	learn	VERB
american_scientific_journal-11607	29	20	patterns	pattern	NOUN
american_scientific_journal-11607	29	21	from	from	ADP
american_scientific_journal-11607	29	22	data	datum	NOUN
american_scientific_journal-11607	29	23	,	,	PUNCT
american_scientific_journal-11607	29	24	adapt	adapt	VERB
american_scientific_journal-11607	29	25	to	to	ADP
american_scientific_journal-11607	29	26	changes	change	NOUN
american_scientific_journal-11607	29	27	,	,	PUNCT
american_scientific_journal-11607	29	28	and	and	CCONJ
american_scientific_journal-11607	29	29	automatically	automatically	ADV
american_scientific_journal-11607	29	30	flag	flag	VERB
american_scientific_journal-11607	29	31	unusual	unusual	ADJ
american_scientific_journal-11607	29	32	behavior	behavior	NOUN
american_scientific_journal-11607	29	33	.	.	PUNCT
american_scientific_journal-11607	30	1	the	the	DET
american_scientific_journal-11607	30	2	research	research	NOUN
american_scientific_journal-11607	30	3	question	question	NOUN
american_scientific_journal-11607	30	4	here	here	ADV
american_scientific_journal-11607	30	5	is	be	AUX
american_scientific_journal-11607	30	6	:	:	PUNCT
american_scientific_journal-11607	30	7	how	how	SCONJ
american_scientific_journal-11607	30	8	can	can	AUX
american_scientific_journal-11607	30	9	ai	ai	VERB
american_scientific_journal-11607	30	10	techniques	technique	NOUN
american_scientific_journal-11607	30	11	be	be	AUX
american_scientific_journal-11607	30	12	applied	apply	VERB
american_scientific_journal-11607	30	13	to	to	PART
american_scientific_journal-11607	30	14	improve	improve	VERB
american_scientific_journal-11607	30	15	the	the	DET
american_scientific_journal-11607	30	16	accuracy	accuracy	NOUN
american_scientific_journal-11607	30	17	and	and	CCONJ
american_scientific_journal-11607	30	18	timeliness	timeliness	NOUN
american_scientific_journal-11607	30	19	of	of	ADP
american_scientific_journal-11607	30	20	network	network	NOUN
american_scientific_journal-11607	30	21	anomaly	anomaly	NOUN
american_scientific_journal-11607	30	22	detection	detection	NOUN
american_scientific_journal-11607	30	23	and	and	CCONJ
american_scientific_journal-11607	30	24	monitoring	monitoring	NOUN
american_scientific_journal-11607	30	25	?	?	PUNCT
american_scientific_journal-11607	31	1	a	a	DET
american_scientific_journal-11607	31	2	variety	variety	NOUN
american_scientific_journal-11607	31	3	of	of	ADP
american_scientific_journal-11607	31	4	ml	ml	ADP
american_scientific_journal-11607	31	5	approaches	approach	NOUN
american_scientific_journal-11607	31	6	have	have	AUX
american_scientific_journal-11607	31	7	been	be	AUX
american_scientific_journal-11607	31	8	adopted	adopt	VERB
american_scientific_journal-11607	31	9	for	for	ADP
american_scientific_journal-11607	31	10	network	network	NOUN
american_scientific_journal-11607	31	11	monitoring	monitoring	NOUN
american_scientific_journal-11607	31	12	.	.	PUNCT
american_scientific_journal-11607	32	1	supervised	supervised	ADJ
american_scientific_journal-11607	32	2	learning	learning	NOUN
american_scientific_journal-11607	32	3	methods	method	NOUN
american_scientific_journal-11607	32	4	train	train	VERB
american_scientific_journal-11607	32	5	on	on	ADP
american_scientific_journal-11607	32	6	labeled	label	VERB
american_scientific_journal-11607	32	7	examples	example	NOUN
american_scientific_journal-11607	32	8	of	of	ADP
american_scientific_journal-11607	32	9	“	"	PUNCT
american_scientific_journal-11607	32	10	normal	normal	ADJ
american_scientific_journal-11607	32	11	”	"	PUNCT
american_scientific_journal-11607	32	12	vs	vs	ADP
american_scientific_journal-11607	32	13	“	"	PUNCT
american_scientific_journal-11607	32	14	anomalous	anomalous	ADJ
american_scientific_journal-11607	32	15	”	"	PUNCT
american_scientific_journal-11607	32	16	traffic	traffic	NOUN
american_scientific_journal-11607	32	17	,	,	PUNCT
american_scientific_journal-11607	32	18	but	but	CCONJ
american_scientific_journal-11607	32	19	obtaining	obtain	VERB
american_scientific_journal-11607	32	20	comprehensive	comprehensive	ADJ
american_scientific_journal-11607	32	21	labeled	label	VERB
american_scientific_journal-11607	32	22	datasets	dataset	NOUN
american_scientific_journal-11607	32	23	of	of	ADP
american_scientific_journal-11607	32	24	network	network	NOUN
american_scientific_journal-11607	32	25	anomalies	anomaly	NOUN
american_scientific_journal-11607	32	26	(	(	PUNCT
american_scientific_journal-11607	32	27	especially	especially	ADV
american_scientific_journal-11607	32	28	for	for	ADP
american_scientific_journal-11607	32	29	novel	novel	ADJ
american_scientific_journal-11607	32	30	attacks	attack	NOUN
american_scientific_journal-11607	32	31	or	or	CCONJ
american_scientific_journal-11607	32	32	failures	failure	NOUN
american_scientific_journal-11607	32	33	)	)	PUNCT
american_scientific_journal-11607	32	34	is	be	AUX
american_scientific_journal-11607	32	35	difficult	difficult	ADJ
american_scientific_journal-11607	32	36	.	.	PUNCT
american_scientific_journal-11607	33	1	as	as	ADP
american_scientific_journal-11607	33	2	a	a	DET
american_scientific_journal-11607	33	3	result	result	NOUN
american_scientific_journal-11607	33	4	,	,	PUNCT
american_scientific_journal-11607	33	5	there	there	PRON
american_scientific_journal-11607	33	6	is	be	VERB
american_scientific_journal-11607	33	7	heavy	heavy	ADJ
american_scientific_journal-11607	33	8	use	use	NOUN
american_scientific_journal-11607	33	9	of	of	ADP
american_scientific_journal-11607	33	10	unsupervised	unsupervised	ADJ
american_scientific_journal-11607	33	11	and	and	CCONJ
american_scientific_journal-11607	33	12	semi	semi	ADJ
american_scientific_journal-11607	33	13	-	-	ADJ
american_scientific_journal-11607	33	14	supervised	supervised	ADJ
american_scientific_journal-11607	33	15	learning	learning	NOUN
american_scientific_journal-11607	33	16	in	in	ADP
american_scientific_journal-11607	33	17	this	this	DET
american_scientific_journal-11607	33	18	domain	domain	NOUN
american_scientific_journal-11607	33	19	.	.	PUNCT
american_scientific_journal-11607	34	1	for	for	ADP
american_scientific_journal-11607	34	2	instance	instance	NOUN
american_scientific_journal-11607	34	3	,	,	PUNCT
american_scientific_journal-11607	34	4	clustering	cluster	VERB
american_scientific_journal-11607	34	5	algorithms	algorithm	NOUN
american_scientific_journal-11607	34	6	and	and	CCONJ
american_scientific_journal-11607	34	7	statistical	statistical	ADJ
american_scientific_journal-11607	34	8	outlier	outlier	NOUN
american_scientific_journal-11607	34	9	detection	detection	NOUN
american_scientific_journal-11607	34	10	can	can	AUX
american_scientific_journal-11607	34	11	identify	identify	VERB
american_scientific_journal-11607	34	12	traffic	traffic	NOUN
american_scientific_journal-11607	34	13	flows	flow	NOUN
american_scientific_journal-11607	34	14	that	that	PRON
american_scientific_journal-11607	34	15	deviate	deviate	VERB
american_scientific_journal-11607	34	16	from	from	ADP
american_scientific_journal-11607	34	17	prevailing	prevail	VERB
american_scientific_journal-11607	34	18	patterns	pattern	NOUN
american_scientific_journal-11607	34	19	without	without	ADP
american_scientific_journal-11607	34	20	needing	need	VERB
american_scientific_journal-11607	34	21	predefined	predefine	VERB
american_scientific_journal-11607	34	22	labels	label	NOUN
american_scientific_journal-11607	34	23	.	.	PUNCT
american_scientific_journal-11607	35	1	more	more	ADV
american_scientific_journal-11607	35	2	recently	recently	ADV
american_scientific_journal-11607	35	3	,	,	PUNCT
american_scientific_journal-11607	35	4	deep	deep	ADJ
american_scientific_journal-11607	35	5	learning	learning	NOUN
american_scientific_journal-11607	35	6	models	model	NOUN
american_scientific_journal-11607	35	7	(	(	PUNCT
american_scientific_journal-11607	35	8	which	which	PRON
american_scientific_journal-11607	35	9	automatically	automatically	ADV
american_scientific_journal-11607	35	10	learn	learn	VERB
american_scientific_journal-11607	35	11	features	feature	NOUN
american_scientific_journal-11607	35	12	from	from	ADP
american_scientific_journal-11607	35	13	raw	raw	ADJ
american_scientific_journal-11607	35	14	data	datum	NOUN
american_scientific_journal-11607	35	15	)	)	PUNCT
american_scientific_journal-11607	35	16	have	have	AUX
american_scientific_journal-11607	35	17	shown	show	VERB
american_scientific_journal-11607	35	18	promise	promise	NOUN
american_scientific_journal-11607	35	19	in	in	ADP
american_scientific_journal-11607	35	20	capturing	capture	VERB
american_scientific_journal-11607	35	21	complex	complex	ADJ
american_scientific_journal-11607	35	22	,	,	PUNCT
american_scientific_journal-11607	35	23	multi	multi	ADJ
american_scientific_journal-11607	35	24	-	-	ADJ
american_scientific_journal-11607	35	25	dimensional	dimensional	ADJ
american_scientific_journal-11607	35	26	network	network	NOUN
american_scientific_journal-11607	35	27	behaviors	behavior	NOUN
american_scientific_journal-11607	35	28	[	[	X
american_scientific_journal-11607	35	29	6	6	NUM
american_scientific_journal-11607	35	30	]	]	PUNCT
american_scientific_journal-11607	35	31	.	.	PUNCT
american_scientific_journal-11607	36	1	autoencoders	autoencoder	NOUN
american_scientific_journal-11607	36	2	,	,	PUNCT
american_scientific_journal-11607	36	3	a	a	DET
american_scientific_journal-11607	36	4	type	type	NOUN
american_scientific_journal-11607	36	5	of	of	ADP
american_scientific_journal-11607	36	6	neural	neural	ADJ
american_scientific_journal-11607	36	7	network	network	NOUN
american_scientific_journal-11607	36	8	,	,	PUNCT
american_scientific_journal-11607	36	9	are	be	AUX
american_scientific_journal-11607	36	10	frequently	frequently	ADV
american_scientific_journal-11607	36	11	used	use	VERB
american_scientific_journal-11607	36	12	to	to	PART
american_scientific_journal-11607	36	13	model	model	VERB
american_scientific_journal-11607	36	14	network	network	NOUN
american_scientific_journal-11607	36	15	traffic	traffic	NOUN
american_scientific_journal-11607	36	16	:	:	PUNCT
american_scientific_journal-11607	36	17	the	the	DET
american_scientific_journal-11607	36	18	autoencoder	autoencoder	NOUN
american_scientific_journal-11607	36	19	is	be	AUX
american_scientific_journal-11607	36	20	trained	train	VERB
american_scientific_journal-11607	36	21	to	to	PART
american_scientific_journal-11607	36	22	reconstruct	reconstruct	VERB
american_scientific_journal-11607	36	23	“	"	PUNCT
american_scientific_journal-11607	36	24	normal	normal	ADJ
american_scientific_journal-11607	36	25	”	"	PUNCT
american_scientific_journal-11607	36	26	traffic	traffic	NOUN
american_scientific_journal-11607	36	27	patterns	pattern	NOUN
american_scientific_journal-11607	36	28	and	and	CCONJ
american_scientific_journal-11607	36	29	raises	raise	VERB
american_scientific_journal-11607	36	30	an	an	DET
american_scientific_journal-11607	36	31	anomaly	anomaly	NOUN
american_scientific_journal-11607	36	32	alert	alert	NOUN
american_scientific_journal-11607	36	33	when	when	SCONJ
american_scientific_journal-11607	36	34	reconstruction	reconstruction	NOUN
american_scientific_journal-11607	36	35	error	error	NOUN
american_scientific_journal-11607	36	36	exceeds	exceed	VERB
american_scientific_journal-11607	36	37	a	a	DET
american_scientific_journal-11607	36	38	threshold	threshold	NOUN
american_scientific_journal-11607	36	39	(	(	PUNCT
american_scientific_journal-11607	36	40	indicating	indicate	VERB
american_scientific_journal-11607	36	41	the	the	DET
american_scientific_journal-11607	36	42	input	input	NOUN
american_scientific_journal-11607	36	43	traffic	traffic	NOUN
american_scientific_journal-11607	36	44	is	be	AUX
american_scientific_journal-11607	36	45	unlike	unlike	ADP
american_scientific_journal-11607	36	46	anything	anything	PRON
american_scientific_journal-11607	36	47	seen	see	VERB
american_scientific_journal-11607	36	48	during	during	ADP
american_scientific_journal-11607	36	49	training	training	NOUN
american_scientific_journal-11607	36	50	)	)	PUNCT
american_scientific_journal-11607	36	51	.	.	PUNCT
american_scientific_journal-11607	37	1	these	these	DET
american_scientific_journal-11607	37	2	deep	deep	ADJ
american_scientific_journal-11607	37	3	models	model	NOUN
american_scientific_journal-11607	37	4	can	can	AUX
american_scientific_journal-11607	37	5	handle	handle	VERB
american_scientific_journal-11607	37	6	the	the	DET
american_scientific_journal-11607	37	7	heterogeneous	heterogeneous	ADJ
american_scientific_journal-11607	37	8	data	datum	NOUN
american_scientific_journal-11607	37	9	in	in	ADP
american_scientific_journal-11607	37	10	network	network	NOUN
american_scientific_journal-11607	37	11	logs	log	NOUN
american_scientific_journal-11607	37	12	(	(	PUNCT
american_scientific_journal-11607	37	13	e.g.	e.g.	ADV
american_scientific_journal-11607	37	14	ip	ip	PRON
american_scientific_journal-11607	37	15	headers	header	NOUN
american_scientific_journal-11607	37	16	,	,	PUNCT
american_scientific_journal-11607	37	17	packet	packet	NOUN
american_scientific_journal-11607	37	18	rates	rate	NOUN
american_scientific_journal-11607	37	19	,	,	PUNCT
american_scientific_journal-11607	37	20	etc	etc	X
american_scientific_journal-11607	37	21	.	.	X
american_scientific_journal-11607	37	22	)	)	PUNCT
american_scientific_journal-11607	37	23	and	and	CCONJ
american_scientific_journal-11607	37	24	uncover	uncover	VERB
american_scientific_journal-11607	37	25	subtle	subtle	ADJ
american_scientific_journal-11607	37	26	correlations	correlation	NOUN
american_scientific_journal-11607	37	27	.	.	PUNCT
american_scientific_journal-11607	38	1	a	a	DET
american_scientific_journal-11607	38	2	2024	2024	NUM
american_scientific_journal-11607	38	3	comprehensive	comprehensive	ADJ
american_scientific_journal-11607	38	4	survey	survey	NOUN
american_scientific_journal-11607	38	5	highlights	highlight	NOUN
american_scientific_journal-11607	38	6	that	that	SCONJ
american_scientific_journal-11607	38	7	convolutional	convolutional	ADJ
american_scientific_journal-11607	38	8	neural	neural	ADJ
american_scientific_journal-11607	38	9	networks	network	NOUN
american_scientific_journal-11607	38	10	(	(	PUNCT
american_scientific_journal-11607	38	11	cnns	cnns	PROPN
american_scientific_journal-11607	38	12	)	)	PUNCT
american_scientific_journal-11607	38	13	and	and	CCONJ
american_scientific_journal-11607	38	14	recurrent	recurrent	ADJ
american_scientific_journal-11607	38	15	neural	neural	ADJ
american_scientific_journal-11607	38	16	networks	network	NOUN
american_scientific_journal-11607	38	17	(	(	PUNCT
american_scientific_journal-11607	38	18	rnn	rnn	PROPN
american_scientific_journal-11607	38	19	/	/	SYM
american_scientific_journal-11607	38	20	lstm	lstm	NOUN
american_scientific_journal-11607	38	21	)	)	PUNCT
american_scientific_journal-11607	38	22	have	have	AUX
american_scientific_journal-11607	38	23	been	be	AUX
american_scientific_journal-11607	38	24	successfully	successfully	ADV
american_scientific_journal-11607	38	25	applied	apply	VERB
american_scientific_journal-11607	38	26	to	to	ADP
american_scientific_journal-11607	38	27	network	network	NOUN
american_scientific_journal-11607	38	28	traffic	traffic	NOUN
american_scientific_journal-11607	38	29	anomaly	anomaly	NOUN
american_scientific_journal-11607	38	30	detection	detection	NOUN
american_scientific_journal-11607	38	31	,	,	PUNCT
american_scientific_journal-11607	38	32	each	each	PRON
american_scientific_journal-11607	38	33	with	with	ADP
american_scientific_journal-11607	38	34	strengths	strength	NOUN
american_scientific_journal-11607	38	35	in	in	ADP
american_scientific_journal-11607	38	36	capturing	capture	VERB
american_scientific_journal-11607	38	37	spatial	spatial	ADJ
american_scientific_journal-11607	38	38	and	and	CCONJ
american_scientific_journal-11607	38	39	temporal	temporal	ADJ
american_scientific_journal-11607	38	40	patterns	pattern	NOUN
american_scientific_journal-11607	38	41	respectively	respectively	ADV
american_scientific_journal-11607	38	42	[	[	X
american_scientific_journal-11607	38	43	6	6	NUM
american_scientific_journal-11607	38	44	]	]	PUNCT
american_scientific_journal-11607	38	45	.	.	PUNCT
american_scientific_journal-11607	39	1	figure	figure	NOUN
american_scientific_journal-11607	39	2	1	1	NUM
american_scientific_journal-11607	39	3	illustrates	illustrate	VERB
american_scientific_journal-11607	39	4	how	how	SCONJ
american_scientific_journal-11607	39	5	ai	ai	AUX
american_scientific_journal-11607	39	6	-	-	PUNCT
american_scientific_journal-11607	39	7	based	base	VERB
american_scientific_journal-11607	39	8	network	network	NOUN
american_scientific_journal-11607	39	9	monitoring	monitoring	NOUN
american_scientific_journal-11607	39	10	differs	differ	VERB
american_scientific_journal-11607	39	11	from	from	ADP
american_scientific_journal-11607	39	12	traditional	traditional	ADJ
american_scientific_journal-11607	39	13	methods	method	NOUN
american_scientific_journal-11607	39	14	:	:	PUNCT
american_scientific_journal-11607	39	15	instead	instead	ADV
american_scientific_journal-11607	39	16	of	of	ADP
american_scientific_journal-11607	39	17	simple	simple	ADJ
american_scientific_journal-11607	39	18	rulebased	rulebase	VERB
american_scientific_journal-11607	39	19	alerts	alert	NOUN
american_scientific_journal-11607	39	20	,	,	PUNCT
american_scientific_journal-11607	39	21	it	it	PRON
american_scientific_journal-11607	39	22	employs	employ	VERB
american_scientific_journal-11607	39	23	a	a	DET
american_scientific_journal-11607	39	24	pipeline	pipeline	NOUN
american_scientific_journal-11607	39	25	of	of	ADP
american_scientific_journal-11607	39	26	data	datum	NOUN
american_scientific_journal-11607	39	27	collection	collection	NOUN
american_scientific_journal-11607	39	28	,	,	PUNCT
american_scientific_journal-11607	39	29	feature	feature	NOUN
american_scientific_journal-11607	39	30	extraction	extraction	NOUN
american_scientific_journal-11607	39	31	,	,	PUNCT
american_scientific_journal-11607	39	32	and	and	CCONJ
american_scientific_journal-11607	39	33	ml	ml	VERB
american_scientific_journal-11607	39	34	-	-	PUNCT
american_scientific_journal-11607	39	35	based	base	VERB
american_scientific_journal-11607	39	36	anomaly	anomaly	NOUN
american_scientific_journal-11607	39	37	scoring	score	VERB
american_scientific_journal-11607	39	38	to	to	PART
american_scientific_journal-11607	39	39	detect	detect	VERB
american_scientific_journal-11607	39	40	issues	issue	NOUN
american_scientific_journal-11607	39	41	in	in	ADP
american_scientific_journal-11607	39	42	real	real	ADJ
american_scientific_journal-11607	39	43	-	-	PUNCT
american_scientific_journal-11607	39	44	time	time	NOUN
american_scientific_journal-11607	39	45	.	.	PUNCT
american_scientific_journal-11607	40	1	american	american	ADJ
american_scientific_journal-11607	40	2	academic	academic	ADJ
american_scientific_journal-11607	40	3	scientific	scientific	ADJ
american_scientific_journal-11607	40	4	research	research	NOUN
american_scientific_journal-11607	40	5	journal	journal	NOUN
american_scientific_journal-11607	40	6	for	for	ADP
american_scientific_journal-11607	40	7	engineering	engineering	NOUN
american_scientific_journal-11607	40	8	,	,	PUNCT
american_scientific_journal-11607	40	9	technology	technology	NOUN
american_scientific_journal-11607	40	10	,	,	PUNCT
american_scientific_journal-11607	40	11	and	and	CCONJ
american_scientific_journal-11607	40	12	sciences	science	NOUN
american_scientific_journal-11607	40	13	(	(	PUNCT
american_scientific_journal-11607	40	14	asrjets	asrjet	NOUN
american_scientific_journal-11607	40	15	)	)	PUNCT
american_scientific_journal-11607	40	16	volume	volume	NOUN
american_scientific_journal-11607	40	17	101	101	NUM
american_scientific_journal-11607	40	18	,	,	PUNCT
american_scientific_journal-11607	40	19	no	no	DET
american_scientific_journal-11607	40	20	1	1	NUM
american_scientific_journal-11607	40	21	,	,	PUNCT
american_scientific_journal-11607	40	22	pp	pp	ADV
american_scientific_journal-11607	40	23	335	335	NUM
american_scientific_journal-11607	40	24	-	-	SYM
american_scientific_journal-11607	40	25	348	348	NUM
american_scientific_journal-11607	40	26	338	338	NUM
american_scientific_journal-11607	40	27	figure	figure	NOUN
american_scientific_journal-11607	40	28	1	1	NUM
american_scientific_journal-11607	40	29	:	:	PUNCT
american_scientific_journal-11607	40	30	gartner	gartner	PROPN
american_scientific_journal-11607	40	31	magic	magic	PROPN
american_scientific_journal-11607	40	32	quadrant	quadrant	NOUN
american_scientific_journal-11607	40	33	for	for	ADP
american_scientific_journal-11607	40	34	sd	sd	NOUN
american_scientific_journal-11607	40	35	-	-	PUNCT
american_scientific_journal-11607	40	36	wan	wan	NOUN
american_scientific_journal-11607	40	37	(	(	PUNCT
american_scientific_journal-11607	40	38	2024	2024	NUM
american_scientific_journal-11607	40	39	)	)	PUNCT
american_scientific_journal-11607	40	40	.	.	PUNCT
american_scientific_journal-11607	41	1	many	many	ADJ
american_scientific_journal-11607	41	2	leading	lead	VERB
american_scientific_journal-11607	41	3	network	network	NOUN
american_scientific_journal-11607	41	4	vendors	vendor	NOUN
american_scientific_journal-11607	41	5	now	now	ADV
american_scientific_journal-11607	41	6	integrate	integrate	VERB
american_scientific_journal-11607	41	7	ai	ai	AUX
american_scientific_journal-11607	41	8	networking	network	VERB
american_scientific_journal-11607	41	9	capabilities	capability	NOUN
american_scientific_journal-11607	41	10	(	(	PUNCT
american_scientific_journal-11607	41	11	for	for	ADP
american_scientific_journal-11607	41	12	anomaly	anomaly	NOUN
american_scientific_journal-11607	41	13	detection	detection	NOUN
american_scientific_journal-11607	41	14	,	,	PUNCT
american_scientific_journal-11607	41	15	adaptive	adaptive	ADJ
american_scientific_journal-11607	41	16	performance	performance	NOUN
american_scientific_journal-11607	41	17	tuning	tuning	NOUN
american_scientific_journal-11607	41	18	,	,	PUNCT
american_scientific_journal-11607	41	19	etc	etc	X
american_scientific_journal-11607	41	20	.	.	X
american_scientific_journal-11607	41	21	)	)	PUNCT
american_scientific_journal-11607	41	22	into	into	ADP
american_scientific_journal-11607	41	23	their	their	PRON
american_scientific_journal-11607	41	24	solutions	solution	NOUN
american_scientific_journal-11607	41	25	,	,	PUNCT
american_scientific_journal-11607	41	26	indicating	indicate	VERB
american_scientific_journal-11607	41	27	that	that	SCONJ
american_scientific_journal-11607	41	28	ai	ai	NOUN
american_scientific_journal-11607	41	29	-	-	PUNCT
american_scientific_journal-11607	41	30	driven	drive	VERB
american_scientific_journal-11607	41	31	monitoring	monitoring	NOUN
american_scientific_journal-11607	41	32	is	be	AUX
american_scientific_journal-11607	41	33	becoming	become	VERB
american_scientific_journal-11607	41	34	a	a	DET
american_scientific_journal-11607	41	35	key	key	ADJ
american_scientific_journal-11607	41	36	differentiator	differentiator	NOUN
american_scientific_journal-11607	41	37	in	in	ADP
american_scientific_journal-11607	41	38	the	the	DET
american_scientific_journal-11607	41	39	industry	industry	NOUN
american_scientific_journal-11607	41	40	[	[	X
american_scientific_journal-11607	41	41	7	7	NUM
american_scientific_journal-11607	41	42	]	]	PUNCT
american_scientific_journal-11607	41	43	.	.	PUNCT
american_scientific_journal-11607	42	1	one	one	NUM
american_scientific_journal-11607	42	2	clear	clear	ADJ
american_scientific_journal-11607	42	3	advantage	advantage	NOUN
american_scientific_journal-11607	42	4	of	of	ADP
american_scientific_journal-11607	42	5	ai	ai	NOUN
american_scientific_journal-11607	42	6	in	in	ADP
american_scientific_journal-11607	42	7	monitoring	monitoring	NOUN
american_scientific_journal-11607	42	8	is	be	AUX
american_scientific_journal-11607	42	9	the	the	DET
american_scientific_journal-11607	42	10	ability	ability	NOUN
american_scientific_journal-11607	42	11	to	to	PART
american_scientific_journal-11607	42	12	ingest	ingest	VERB
american_scientific_journal-11607	42	13	and	and	CCONJ
american_scientific_journal-11607	42	14	analyze	analyze	VERB
american_scientific_journal-11607	42	15	huge	huge	ADJ
american_scientific_journal-11607	42	16	volumes	volume	NOUN
american_scientific_journal-11607	42	17	of	of	ADP
american_scientific_journal-11607	42	18	telemetry	telemetry	NOUN
american_scientific_journal-11607	42	19	data	datum	NOUN
american_scientific_journal-11607	42	20	continuously	continuously	ADV
american_scientific_journal-11607	42	21	.	.	PUNCT
american_scientific_journal-11607	43	1	advanced	advanced	ADJ
american_scientific_journal-11607	43	2	ai	ai	ADJ
american_scientific_journal-11607	43	3	-	-	PUNCT
american_scientific_journal-11607	43	4	powered	powered	ADJ
american_scientific_journal-11607	43	5	network	network	NOUN
american_scientific_journal-11607	43	6	monitoring	monitoring	NOUN
american_scientific_journal-11607	43	7	platforms	platform	NOUN
american_scientific_journal-11607	43	8	leverage	leverage	VERB
american_scientific_journal-11607	43	9	big	big	ADJ
american_scientific_journal-11607	43	10	data	datum	NOUN
american_scientific_journal-11607	43	11	architectures	architecture	NOUN
american_scientific_journal-11607	43	12	to	to	PART
american_scientific_journal-11607	43	13	aggregate	aggregate	VERB
american_scientific_journal-11607	43	14	metrics	metric	NOUN
american_scientific_journal-11607	43	15	,	,	PUNCT
american_scientific_journal-11607	43	16	logs	log	NOUN
american_scientific_journal-11607	43	17	,	,	PUNCT
american_scientific_journal-11607	43	18	and	and	CCONJ
american_scientific_journal-11607	43	19	wire	wire	NOUN
american_scientific_journal-11607	43	20	data	datum	NOUN
american_scientific_journal-11607	43	21	from	from	ADP
american_scientific_journal-11607	43	22	across	across	ADP
american_scientific_journal-11607	43	23	the	the	DET
american_scientific_journal-11607	43	24	network	network	NOUN
american_scientific_journal-11607	43	25	,	,	PUNCT
american_scientific_journal-11607	43	26	and	and	CCONJ
american_scientific_journal-11607	43	27	then	then	ADV
american_scientific_journal-11607	43	28	apply	apply	VERB
american_scientific_journal-11607	43	29	machine	machine	NOUN
american_scientific_journal-11607	43	30	learning	learn	VERB
american_scientific_journal-11607	43	31	to	to	PART
american_scientific_journal-11607	43	32	identify	identify	VERB
american_scientific_journal-11607	43	33	patterns	pattern	NOUN
american_scientific_journal-11607	43	34	.	.	PUNCT
american_scientific_journal-11607	44	1	for	for	ADP
american_scientific_journal-11607	44	2	example	example	NOUN
american_scientific_journal-11607	44	3	,	,	PUNCT
american_scientific_journal-11607	44	4	ai	ai	NOUN
american_scientific_journal-11607	44	5	-	-	PUNCT
american_scientific_journal-11607	44	6	based	base	VERB
american_scientific_journal-11607	44	7	systems	system	NOUN
american_scientific_journal-11607	44	8	can	can	AUX
american_scientific_journal-11607	44	9	correlate	correlate	VERB
american_scientific_journal-11607	44	10	seemingly	seemingly	ADV
american_scientific_journal-11607	44	11	disparate	disparate	ADJ
american_scientific_journal-11607	44	12	events	event	NOUN
american_scientific_journal-11607	44	13	(	(	PUNCT
american_scientific_journal-11607	44	14	such	such	ADJ
american_scientific_journal-11607	44	15	as	as	ADP
american_scientific_journal-11607	44	16	slight	slight	ADJ
american_scientific_journal-11607	44	17	increases	increase	NOUN
american_scientific_journal-11607	44	18	in	in	ADP
american_scientific_journal-11607	44	19	latency	latency	NOUN
american_scientific_journal-11607	44	20	on	on	ADP
american_scientific_journal-11607	44	21	multiple	multiple	ADJ
american_scientific_journal-11607	44	22	links	link	NOUN
american_scientific_journal-11607	44	23	)	)	PUNCT
american_scientific_journal-11607	44	24	to	to	PART
american_scientific_journal-11607	44	25	recognize	recognize	VERB
american_scientific_journal-11607	44	26	an	an	DET
american_scientific_journal-11607	44	27	emerging	emerge	VERB
american_scientific_journal-11607	44	28	problem	problem	NOUN
american_scientific_journal-11607	44	29	that	that	PRON
american_scientific_journal-11607	44	30	would	would	AUX
american_scientific_journal-11607	44	31	be	be	AUX
american_scientific_journal-11607	44	32	hard	hard	ADJ
american_scientific_journal-11607	44	33	to	to	PART
american_scientific_journal-11607	44	34	spot	spot	VERB
american_scientific_journal-11607	44	35	manually	manually	ADV
american_scientific_journal-11607	44	36	.	.	PUNCT
american_scientific_journal-11607	45	1	as	as	SCONJ
american_scientific_journal-11607	45	2	one	one	NUM
american_scientific_journal-11607	45	3	industry	industry	NOUN
american_scientific_journal-11607	45	4	report	report	NOUN
american_scientific_journal-11607	45	5	notes	note	VERB
american_scientific_journal-11607	45	6	,	,	PUNCT
american_scientific_journal-11607	45	7	ai	ai	VERB
american_scientific_journal-11607	45	8	allows	allow	VERB
american_scientific_journal-11607	45	9	analysis	analysis	NOUN
american_scientific_journal-11607	45	10	of	of	ADP
american_scientific_journal-11607	45	11	“	"	PUNCT
american_scientific_journal-11607	45	12	millions	million	NOUN
american_scientific_journal-11607	45	13	of	of	ADP
american_scientific_journal-11607	45	14	events	event	NOUN
american_scientific_journal-11607	45	15	per	per	ADP
american_scientific_journal-11607	45	16	second	second	NOUN
american_scientific_journal-11607	45	17	”	"	PUNCT
american_scientific_journal-11607	45	18	and	and	CCONJ
american_scientific_journal-11607	45	19	rapid	rapid	ADJ
american_scientific_journal-11607	45	20	identification	identification	NOUN
american_scientific_journal-11607	45	21	of	of	ADP
american_scientific_journal-11607	45	22	anomalies	anomaly	NOUN
american_scientific_journal-11607	45	23	for	for	ADP
american_scientific_journal-11607	45	24	immediate	immediate	ADJ
american_scientific_journal-11607	45	25	action	action	NOUN
american_scientific_journal-11607	45	26	[	[	X
american_scientific_journal-11607	45	27	5	5	NUM
american_scientific_journal-11607	45	28	]	]	PUNCT
american_scientific_journal-11607	45	29	.	.	PUNCT
american_scientific_journal-11607	46	1	this	this	PRON
american_scientific_journal-11607	46	2	is	be	AUX
american_scientific_journal-11607	46	3	crucial	crucial	ADJ
american_scientific_journal-11607	46	4	for	for	ADP
american_scientific_journal-11607	46	5	large	large	ADJ
american_scientific_journal-11607	46	6	-	-	PUNCT
american_scientific_journal-11607	46	7	scale	scale	NOUN
american_scientific_journal-11607	46	8	networks	network	NOUN
american_scientific_journal-11607	46	9	where	where	SCONJ
american_scientific_journal-11607	46	10	manual	manual	ADJ
american_scientific_journal-11607	46	11	operators	operator	NOUN
american_scientific_journal-11607	46	12	would	would	AUX
american_scientific_journal-11607	46	13	be	be	AUX
american_scientific_journal-11607	46	14	overwhelmed	overwhelm	VERB
american_scientific_journal-11607	46	15	by	by	ADP
american_scientific_journal-11607	46	16	the	the	DET
american_scientific_journal-11607	46	17	sheer	sheer	ADJ
american_scientific_journal-11607	46	18	amount	amount	NOUN
american_scientific_journal-11607	46	19	of	of	ADP
american_scientific_journal-11607	46	20	data	datum	NOUN
american_scientific_journal-11607	46	21	.	.	PUNCT
american_scientific_journal-11607	47	1	additionally	additionally	ADV
american_scientific_journal-11607	47	2	,	,	PUNCT
american_scientific_journal-11607	47	3	ai	ai	VERB
american_scientific_journal-11607	47	4	models	model	NOUN
american_scientific_journal-11607	47	5	can	can	AUX
american_scientific_journal-11607	47	6	be	be	AUX
american_scientific_journal-11607	47	7	designed	design	VERB
american_scientific_journal-11607	47	8	to	to	PART
american_scientific_journal-11607	47	9	adapt	adapt	VERB
american_scientific_journal-11607	47	10	over	over	ADP
american_scientific_journal-11607	47	11	time	time	NOUN
american_scientific_journal-11607	47	12	–	–	PUNCT
american_scientific_journal-11607	47	13	addressing	address	VERB
american_scientific_journal-11607	47	14	the	the	DET
american_scientific_journal-11607	47	15	problem	problem	NOUN
american_scientific_journal-11607	47	16	of	of	ADP
american_scientific_journal-11607	47	17	non	non	ADJ
american_scientific_journal-11607	47	18	-	-	ADJ
american_scientific_journal-11607	47	19	stationary	stationary	ADJ
american_scientific_journal-11607	47	20	network	network	NOUN
american_scientific_journal-11607	47	21	behavior	behavior	NOUN
american_scientific_journal-11607	47	22	.	.	PUNCT
american_scientific_journal-11607	48	1	researchers	researcher	NOUN
american_scientific_journal-11607	48	2	point	point	VERB
american_scientific_journal-11607	48	3	out	out	ADP
american_scientific_journal-11607	48	4	that	that	SCONJ
american_scientific_journal-11607	48	5	network	network	NOUN
american_scientific_journal-11607	48	6	traffic	traffic	NOUN
american_scientific_journal-11607	48	7	patterns	pattern	NOUN
american_scientific_journal-11607	48	8	vary	vary	VERB
american_scientific_journal-11607	48	9	with	with	ADP
american_scientific_journal-11607	48	10	daily	daily	ADJ
american_scientific_journal-11607	48	11	cycles	cycle	NOUN
american_scientific_journal-11607	48	12	,	,	PUNCT
american_scientific_journal-11607	48	13	shifting	shift	VERB
american_scientific_journal-11607	48	14	user	user	NOUN
american_scientific_journal-11607	48	15	behaviors	behavior	NOUN
american_scientific_journal-11607	48	16	,	,	PUNCT
american_scientific_journal-11607	48	17	and	and	CCONJ
american_scientific_journal-11607	48	18	configuration	configuration	NOUN
american_scientific_journal-11607	48	19	changes	change	NOUN
american_scientific_journal-11607	48	20	,	,	PUNCT
american_scientific_journal-11607	48	21	causing	cause	VERB
american_scientific_journal-11607	48	22	traditional	traditional	ADJ
american_scientific_journal-11607	48	23	static	static	ADJ
american_scientific_journal-11607	48	24	-	-	PUNCT
american_scientific_journal-11607	48	25	threshold	threshold	NOUN
american_scientific_journal-11607	48	26	monitors	monitor	NOUN
american_scientific_journal-11607	48	27	to	to	ADP
american_scientific_journal-11607	48	28	either	either	CCONJ
american_scientific_journal-11607	48	29	false	false	ADJ
american_scientific_journal-11607	48	30	-	-	PUNCT
american_scientific_journal-11607	48	31	alarm	alarm	NOUN
american_scientific_journal-11607	48	32	or	or	CCONJ
american_scientific_journal-11607	48	33	miss	miss	VERB
american_scientific_journal-11607	48	34	issues	issue	NOUN
american_scientific_journal-11607	48	35	[	[	X
american_scientific_journal-11607	48	36	6	6	NUM
american_scientific_journal-11607	48	37	]	]	PUNCT
american_scientific_journal-11607	48	38	.	.	PUNCT
american_scientific_journal-11607	49	1	machine	machine	NOUN
american_scientific_journal-11607	49	2	learning	learning	NOUN
american_scientific_journal-11607	49	3	models	model	NOUN
american_scientific_journal-11607	49	4	can	can	AUX
american_scientific_journal-11607	49	5	be	be	AUX
american_scientific_journal-11607	49	6	retrained	retrain	VERB
american_scientific_journal-11607	49	7	on	on	ADP
american_scientific_journal-11607	49	8	new	new	ADJ
american_scientific_journal-11607	49	9	data	datum	NOUN
american_scientific_journal-11607	49	10	or	or	CCONJ
american_scientific_journal-11607	49	11	employ	employ	VERB
american_scientific_journal-11607	49	12	online	online	ADJ
american_scientific_journal-11607	49	13	learning	learning	NOUN
american_scientific_journal-11607	49	14	to	to	PART
american_scientific_journal-11607	49	15	continuously	continuously	ADV
american_scientific_journal-11607	49	16	update	update	VERB
american_scientific_journal-11607	49	17	their	their	PRON
american_scientific_journal-11607	49	18	understanding	understanding	NOUN
american_scientific_journal-11607	49	19	of	of	ADP
american_scientific_journal-11607	49	20	“	"	PUNCT
american_scientific_journal-11607	49	21	normal	normal	ADJ
american_scientific_journal-11607	49	22	”	"	PUNCT
american_scientific_journal-11607	49	23	behavior	behavior	NOUN
american_scientific_journal-11607	49	24	.	.	PUNCT
american_scientific_journal-11607	50	1	however	however	ADV
american_scientific_journal-11607	50	2	,	,	PUNCT
american_scientific_journal-11607	50	3	this	this	DET
american_scientific_journal-11607	50	4	adaptability	adaptability	NOUN
american_scientific_journal-11607	50	5	comes	come	VERB
american_scientific_journal-11607	50	6	with	with	ADP
american_scientific_journal-11607	50	7	its	its	PRON
american_scientific_journal-11607	50	8	own	own	ADJ
american_scientific_journal-11607	50	9	challenges	challenge	NOUN
american_scientific_journal-11607	50	10	:	:	PUNCT
american_scientific_journal-11607	50	11	if	if	SCONJ
american_scientific_journal-11607	50	12	not	not	PART
american_scientific_journal-11607	50	13	carefully	carefully	ADV
american_scientific_journal-11607	50	14	managed	manage	VERB
american_scientific_journal-11607	50	15	,	,	PUNCT
american_scientific_journal-11607	50	16	models	model	NOUN
american_scientific_journal-11607	50	17	may	may	AUX
american_scientific_journal-11607	50	18	suffer	suffer	VERB
american_scientific_journal-11607	50	19	from	from	ADP
american_scientific_journal-11607	50	20	concept	concept	NOUN
american_scientific_journal-11607	50	21	drift	drift	NOUN
american_scientific_journal-11607	50	22	or	or	CCONJ
american_scientific_journal-11607	50	23	even	even	ADV
american_scientific_journal-11607	50	24	catastrophic	catastrophic	ADJ
american_scientific_journal-11607	50	25	forgetting	forgetting	NOUN
american_scientific_journal-11607	50	26	of	of	ADP
american_scientific_journal-11607	50	27	past	past	ADJ
american_scientific_journal-11607	50	28	knowledge	knowledge	NOUN
american_scientific_journal-11607	50	29	when	when	SCONJ
american_scientific_journal-11607	50	30	american	american	ADJ
american_scientific_journal-11607	50	31	academic	academic	ADJ
american_scientific_journal-11607	50	32	scientific	scientific	ADJ
american_scientific_journal-11607	50	33	research	research	NOUN
american_scientific_journal-11607	50	34	journal	journal	NOUN
american_scientific_journal-11607	50	35	for	for	ADP
american_scientific_journal-11607	50	36	engineering	engineering	NOUN
american_scientific_journal-11607	50	37	,	,	PUNCT
american_scientific_journal-11607	50	38	technology	technology	NOUN
american_scientific_journal-11607	50	39	,	,	PUNCT
american_scientific_journal-11607	50	40	and	and	CCONJ
american_scientific_journal-11607	50	41	sciences	science	NOUN
american_scientific_journal-11607	50	42	(	(	PUNCT
american_scientific_journal-11607	50	43	asrjets	asrjet	NOUN
american_scientific_journal-11607	50	44	)	)	PUNCT
american_scientific_journal-11607	50	45	volume	volume	NOUN
american_scientific_journal-11607	50	46	101	101	NUM
american_scientific_journal-11607	50	47	,	,	PUNCT
american_scientific_journal-11607	50	48	no	no	DET
american_scientific_journal-11607	50	49	1	1	NUM
american_scientific_journal-11607	50	50	,	,	PUNCT
american_scientific_journal-11607	50	51	pp	pp	ADV
american_scientific_journal-11607	50	52	335	335	NUM
american_scientific_journal-11607	50	53	-	-	SYM
american_scientific_journal-11607	50	54	348	348	NUM
american_scientific_journal-11607	50	55	339	339	NUM
american_scientific_journal-11607	50	56	network	network	NOUN
american_scientific_journal-11607	50	57	conditions	condition	NOUN
american_scientific_journal-11607	50	58	change	change	VERB
american_scientific_journal-11607	50	59	[	[	X
american_scientific_journal-11607	50	60	3	3	NUM
american_scientific_journal-11607	50	61	]	]	PUNCT
american_scientific_journal-11607	50	62	.	.	PUNCT
american_scientific_journal-11607	51	1	methodologically	methodologically	ADV
american_scientific_journal-11607	51	2	,	,	PUNCT
american_scientific_journal-11607	51	3	this	this	PRON
american_scientific_journal-11607	51	4	has	have	AUX
american_scientific_journal-11607	51	5	led	lead	VERB
american_scientific_journal-11607	51	6	to	to	PART
american_scientific_journal-11607	51	7	research	research	NOUN
american_scientific_journal-11607	51	8	on	on	ADP
american_scientific_journal-11607	51	9	techniques	technique	NOUN
american_scientific_journal-11607	51	10	like	like	ADP
american_scientific_journal-11607	51	11	sliding	slide	VERB
american_scientific_journal-11607	51	12	window	window	NOUN
american_scientific_journal-11607	51	13	retraining	retrain	VERB
american_scientific_journal-11607	51	14	,	,	PUNCT
american_scientific_journal-11607	51	15	ensemble	ensemble	ADJ
american_scientific_journal-11607	51	16	models	model	NOUN
american_scientific_journal-11607	51	17	that	that	PRON
american_scientific_journal-11607	51	18	retain	retain	VERB
american_scientific_journal-11607	51	19	memory	memory	NOUN
american_scientific_journal-11607	51	20	of	of	ADP
american_scientific_journal-11607	51	21	older	old	ADJ
american_scientific_journal-11607	51	22	patterns	pattern	NOUN
american_scientific_journal-11607	51	23	,	,	PUNCT
american_scientific_journal-11607	51	24	and	and	CCONJ
american_scientific_journal-11607	51	25	reinforcement	reinforcement	NOUN
american_scientific_journal-11607	51	26	learning	learning	NOUN
american_scientific_journal-11607	51	27	agents	agent	NOUN
american_scientific_journal-11607	51	28	that	that	PRON
american_scientific_journal-11607	51	29	adjust	adjust	VERB
american_scientific_journal-11607	51	30	thresholds	threshold	NOUN
american_scientific_journal-11607	51	31	on	on	ADP
american_scientific_journal-11607	51	32	the	the	DET
american_scientific_journal-11607	51	33	fly	fly	NOUN
american_scientific_journal-11607	51	34	.	.	PUNCT
american_scientific_journal-11607	52	1	traditional	traditional	ADJ
american_scientific_journal-11607	52	2	monitoring	monitoring	NOUN
american_scientific_journal-11607	52	3	is	be	AUX
american_scientific_journal-11607	52	4	reactive	reactive	ADJ
american_scientific_journal-11607	52	5	–	–	PUNCT
american_scientific_journal-11607	52	6	it	it	PRON
american_scientific_journal-11607	52	7	raises	raise	VERB
american_scientific_journal-11607	52	8	an	an	DET
american_scientific_journal-11607	52	9	alert	alert	NOUN
american_scientific_journal-11607	52	10	after	after	ADP
american_scientific_journal-11607	52	11	a	a	DET
american_scientific_journal-11607	52	12	metric	metric	ADJ
american_scientific_journal-11607	52	13	crosses	crosse	NOUN
american_scientific_journal-11607	52	14	a	a	DET
american_scientific_journal-11607	52	15	threshold	threshold	NOUN
american_scientific_journal-11607	52	16	or	or	CCONJ
american_scientific_journal-11607	52	17	an	an	DET
american_scientific_journal-11607	52	18	outage	outage	NOUN
american_scientific_journal-11607	52	19	occurs	occur	VERB
american_scientific_journal-11607	52	20	.	.	PUNCT
american_scientific_journal-11607	53	1	ai	ai	VERB
american_scientific_journal-11607	53	2	enables	enable	VERB
american_scientific_journal-11607	53	3	a	a	DET
american_scientific_journal-11607	53	4	more	more	ADV
american_scientific_journal-11607	53	5	proactive	proactive	ADJ
american_scientific_journal-11607	53	6	stance	stance	NOUN
american_scientific_journal-11607	53	7	by	by	ADP
american_scientific_journal-11607	53	8	detecting	detect	VERB
american_scientific_journal-11607	53	9	precursors	precursor	NOUN
american_scientific_journal-11607	53	10	to	to	PART
american_scientific_journal-11607	53	11	faults	fault	NOUN
american_scientific_journal-11607	53	12	.	.	PUNCT
american_scientific_journal-11607	54	1	for	for	ADP
american_scientific_journal-11607	54	2	example	example	NOUN
american_scientific_journal-11607	54	3	,	,	PUNCT
american_scientific_journal-11607	54	4	anomaly	anomaly	NOUN
american_scientific_journal-11607	54	5	detection	detection	NOUN
american_scientific_journal-11607	54	6	models	model	NOUN
american_scientific_journal-11607	54	7	might	might	AUX
american_scientific_journal-11607	54	8	notice	notice	VERB
american_scientific_journal-11607	54	9	a	a	DET
american_scientific_journal-11607	54	10	gradual	gradual	ADJ
american_scientific_journal-11607	54	11	increase	increase	NOUN
american_scientific_journal-11607	54	12	in	in	ADP
american_scientific_journal-11607	54	13	error	error	NOUN
american_scientific_journal-11607	54	14	packets	packet	NOUN
american_scientific_journal-11607	54	15	or	or	CCONJ
american_scientific_journal-11607	54	16	latency	latency	NOUN
american_scientific_journal-11607	54	17	jitter	jitter	NOUN
american_scientific_journal-11607	54	18	that	that	PRON
american_scientific_journal-11607	54	19	precedes	precede	VERB
american_scientific_journal-11607	54	20	a	a	DET
american_scientific_journal-11607	54	21	device	device	NOUN
american_scientific_journal-11607	54	22	failure	failure	NOUN
american_scientific_journal-11607	54	23	,	,	PUNCT
american_scientific_journal-11607	54	24	allowing	allow	VERB
american_scientific_journal-11607	54	25	network	network	NOUN
american_scientific_journal-11607	54	26	engineers	engineer	NOUN
american_scientific_journal-11607	54	27	to	to	PART
american_scientific_journal-11607	54	28	intervene	intervene	VERB
american_scientific_journal-11607	54	29	early	early	ADV
american_scientific_journal-11607	54	30	.	.	PUNCT
american_scientific_journal-11607	55	1	some	some	DET
american_scientific_journal-11607	55	2	state	state	NOUN
american_scientific_journal-11607	55	3	-	-	PUNCT
american_scientific_journal-11607	55	4	of	of	ADP
american_scientific_journal-11607	55	5	-	-	PUNCT
american_scientific_journal-11607	55	6	the	the	DET
american_scientific_journal-11607	55	7	-	-	PUNCT
american_scientific_journal-11607	55	8	art	art	NOUN
american_scientific_journal-11607	55	9	systems	system	NOUN
american_scientific_journal-11607	55	10	incorporate	incorporate	VERB
american_scientific_journal-11607	55	11	predictive	predictive	ADJ
american_scientific_journal-11607	55	12	analytics	analytic	NOUN
american_scientific_journal-11607	55	13	in	in	ADP
american_scientific_journal-11607	55	14	monitoring	monitoring	NOUN
american_scientific_journal-11607	55	15	;	;	PUNCT
american_scientific_journal-11607	55	16	rather	rather	ADV
american_scientific_journal-11607	55	17	than	than	ADP
american_scientific_journal-11607	55	18	just	just	ADV
american_scientific_journal-11607	55	19	flagging	flag	VERB
american_scientific_journal-11607	55	20	current	current	ADJ
american_scientific_journal-11607	55	21	anomalies	anomaly	NOUN
american_scientific_journal-11607	55	22	,	,	PUNCT
american_scientific_journal-11607	55	23	they	they	PRON
american_scientific_journal-11607	55	24	forecast	forecast	VERB
american_scientific_journal-11607	55	25	future	future	ADJ
american_scientific_journal-11607	55	26	network	network	NOUN
american_scientific_journal-11607	55	27	conditions	condition	NOUN
american_scientific_journal-11607	55	28	.	.	PUNCT
american_scientific_journal-11607	56	1	time	time	NOUN
american_scientific_journal-11607	56	2	-	-	PUNCT
american_scientific_journal-11607	56	3	series	series	NOUN
american_scientific_journal-11607	56	4	forecasting	forecasting	NOUN
american_scientific_journal-11607	56	5	models	model	NOUN
american_scientific_journal-11607	56	6	(	(	PUNCT
american_scientific_journal-11607	56	7	like	like	ADP
american_scientific_journal-11607	56	8	seasonal	seasonal	ADJ
american_scientific_journal-11607	56	9	arima	arima	NOUN
american_scientific_journal-11607	56	10	or	or	CCONJ
american_scientific_journal-11607	56	11	lstm	lstm	NOUN
american_scientific_journal-11607	56	12	networks	network	NOUN
american_scientific_journal-11607	56	13	)	)	PUNCT
american_scientific_journal-11607	56	14	are	be	AUX
american_scientific_journal-11607	56	15	used	use	VERB
american_scientific_journal-11607	56	16	to	to	PART
american_scientific_journal-11607	56	17	predict	predict	VERB
american_scientific_journal-11607	56	18	traffic	traffic	NOUN
american_scientific_journal-11607	56	19	spikes	spike	NOUN
american_scientific_journal-11607	56	20	or	or	CCONJ
american_scientific_journal-11607	56	21	performance	performance	NOUN
american_scientific_journal-11607	56	22	degradation	degradation	NOUN
american_scientific_journal-11607	56	23	before	before	SCONJ
american_scientific_journal-11607	56	24	they	they	PRON
american_scientific_journal-11607	56	25	happen	happen	VERB
american_scientific_journal-11607	56	26	[	[	X
american_scientific_journal-11607	56	27	1	1	NUM
american_scientific_journal-11607	56	28	]	]	PUNCT
american_scientific_journal-11607	56	29	.	.	PUNCT
american_scientific_journal-11607	57	1	these	these	DET
american_scientific_journal-11607	57	2	predictions	prediction	NOUN
american_scientific_journal-11607	57	3	help	help	VERB
american_scientific_journal-11607	57	4	operators	operator	NOUN
american_scientific_journal-11607	57	5	reallocate	reallocate	VERB
american_scientific_journal-11607	57	6	resources	resource	NOUN
american_scientific_journal-11607	57	7	or	or	CCONJ
american_scientific_journal-11607	57	8	adjust	adjust	VERB
american_scientific_journal-11607	57	9	configurations	configuration	NOUN
american_scientific_journal-11607	57	10	proactively	proactively	ADV
american_scientific_journal-11607	57	11	.	.	PUNCT
american_scientific_journal-11607	58	1	a	a	DET
american_scientific_journal-11607	58	2	trend	trend	NOUN
american_scientific_journal-11607	58	3	to	to	PART
american_scientific_journal-11607	58	4	note	note	VERB
american_scientific_journal-11607	58	5	is	be	AUX
american_scientific_journal-11607	58	6	integration	integration	NOUN
american_scientific_journal-11607	58	7	of	of	ADP
american_scientific_journal-11607	58	8	domain	domain	NOUN
american_scientific_journal-11607	58	9	knowledge	knowledge	NOUN
american_scientific_journal-11607	58	10	into	into	ADP
american_scientific_journal-11607	58	11	ai	ai	PROPN
american_scientific_journal-11607	58	12	models	model	NOUN
american_scientific_journal-11607	58	13	–	–	PUNCT
american_scientific_journal-11607	58	14	e.g.	e.g.	ADV
american_scientific_journal-11607	58	15	using	use	VERB
american_scientific_journal-11607	58	16	graph	graph	NOUN
american_scientific_journal-11607	58	17	neural	neural	ADJ
american_scientific_journal-11607	58	18	networks	network	NOUN
american_scientific_journal-11607	58	19	(	(	PUNCT
american_scientific_journal-11607	58	20	gnns	gnns	NOUN
american_scientific_journal-11607	58	21	)	)	PUNCT
american_scientific_journal-11607	58	22	that	that	PRON
american_scientific_journal-11607	58	23	understand	understand	VERB
american_scientific_journal-11607	58	24	network	network	NOUN
american_scientific_journal-11607	58	25	topology	topology	NOUN
american_scientific_journal-11607	58	26	when	when	SCONJ
american_scientific_journal-11607	58	27	detecting	detect	VERB
american_scientific_journal-11607	58	28	anomalies	anomaly	NOUN
american_scientific_journal-11607	58	29	.	.	PUNCT
american_scientific_journal-11607	59	1	because	because	SCONJ
american_scientific_journal-11607	59	2	networks	network	NOUN
american_scientific_journal-11607	59	3	are	be	AUX
american_scientific_journal-11607	59	4	naturally	naturally	ADV
american_scientific_journal-11607	59	5	graph	graph	NOUN
american_scientific_journal-11607	59	6	-	-	PUNCT
american_scientific_journal-11607	59	7	structured	structure	VERB
american_scientific_journal-11607	59	8	(	(	PUNCT
american_scientific_journal-11607	59	9	routers	router	NOUN
american_scientific_journal-11607	59	10	,	,	PUNCT
american_scientific_journal-11607	59	11	switches	switch	NOUN
american_scientific_journal-11607	59	12	as	as	ADP
american_scientific_journal-11607	59	13	nodes	node	NOUN
american_scientific_journal-11607	59	14	;	;	PUNCT
american_scientific_journal-11607	59	15	links	link	NOUN
american_scientific_journal-11607	59	16	as	as	ADP
american_scientific_journal-11607	59	17	edges	edge	NOUN
american_scientific_journal-11607	59	18	)	)	PUNCT
american_scientific_journal-11607	59	19	,	,	PUNCT
american_scientific_journal-11607	59	20	gnn	gnn	NOUN
american_scientific_journal-11607	59	21	-	-	PUNCT
american_scientific_journal-11607	59	22	based	base	VERB
american_scientific_journal-11607	59	23	anomaly	anomaly	NOUN
american_scientific_journal-11607	59	24	detectors	detector	NOUN
american_scientific_journal-11607	59	25	can	can	AUX
american_scientific_journal-11607	59	26	exploit	exploit	VERB
american_scientific_journal-11607	59	27	relationships	relationship	NOUN
american_scientific_journal-11607	59	28	(	(	PUNCT
american_scientific_journal-11607	59	29	like	like	ADP
american_scientific_journal-11607	59	30	shared	share	VERB
american_scientific_journal-11607	59	31	links	link	NOUN
american_scientific_journal-11607	59	32	)	)	PUNCT
american_scientific_journal-11607	59	33	to	to	PART
american_scientific_journal-11607	59	34	detect	detect	VERB
american_scientific_journal-11607	59	35	issues	issue	NOUN
american_scientific_journal-11607	59	36	such	such	ADJ
american_scientific_journal-11607	59	37	as	as	ADP
american_scientific_journal-11607	59	38	a	a	DET
american_scientific_journal-11607	59	39	failing	fail	VERB
american_scientific_journal-11607	59	40	backbone	backbone	NOUN
american_scientific_journal-11607	59	41	link	link	NOUN
american_scientific_journal-11607	59	42	impacting	impact	VERB
american_scientific_journal-11607	59	43	multiple	multiple	ADJ
american_scientific_journal-11607	59	44	downstream	downstream	ADJ
american_scientific_journal-11607	59	45	nodes	node	NOUN
american_scientific_journal-11607	59	46	.	.	PUNCT
american_scientific_journal-11607	60	1	recent	recent	ADJ
american_scientific_journal-11607	60	2	approaches	approach	NOUN
american_scientific_journal-11607	60	3	using	use	VERB
american_scientific_journal-11607	60	4	gnns	gnn	NOUN
american_scientific_journal-11607	60	5	have	have	AUX
american_scientific_journal-11607	60	6	shown	show	VERB
american_scientific_journal-11607	60	7	efficiency	efficiency	NOUN
american_scientific_journal-11607	60	8	in	in	ADP
american_scientific_journal-11607	60	9	localizing	localize	VERB
american_scientific_journal-11607	60	10	faults	fault	NOUN
american_scientific_journal-11607	60	11	in	in	ADP
american_scientific_journal-11607	60	12	large	large	ADJ
american_scientific_journal-11607	60	13	topologies	topology	NOUN
american_scientific_journal-11607	60	14	by	by	ADP
american_scientific_journal-11607	60	15	learning	learn	VERB
american_scientific_journal-11607	60	16	the	the	DET
american_scientific_journal-11607	60	17	graph	graph	NOUN
american_scientific_journal-11607	60	18	structure	structure	NOUN
american_scientific_journal-11607	60	19	of	of	ADP
american_scientific_journal-11607	60	20	network	network	NOUN
american_scientific_journal-11607	60	21	alarms	alarm	NOUN
american_scientific_journal-11607	60	22	[	[	X
american_scientific_journal-11607	60	23	1	1	NUM
american_scientific_journal-11607	60	24	]	]	PUNCT
american_scientific_journal-11607	60	25	.	.	PUNCT
american_scientific_journal-11607	61	1	this	this	PRON
american_scientific_journal-11607	61	2	reflects	reflect	VERB
american_scientific_journal-11607	61	3	a	a	DET
american_scientific_journal-11607	61	4	broader	broad	ADJ
american_scientific_journal-11607	61	5	methodological	methodological	ADJ
american_scientific_journal-11607	61	6	point	point	NOUN
american_scientific_journal-11607	61	7	:	:	PUNCT
american_scientific_journal-11607	61	8	domain	domain	NOUN
american_scientific_journal-11607	61	9	-	-	PUNCT
american_scientific_journal-11607	61	10	specific	specific	ADJ
american_scientific_journal-11607	61	11	ai	ai	NOUN
american_scientific_journal-11607	61	12	models	model	NOUN
american_scientific_journal-11607	61	13	(	(	PUNCT
american_scientific_journal-11607	61	14	tailored	tailor	VERB
american_scientific_journal-11607	61	15	to	to	ADP
american_scientific_journal-11607	61	16	network	network	NOUN
american_scientific_journal-11607	61	17	data	datum	NOUN
american_scientific_journal-11607	61	18	structures	structure	NOUN
american_scientific_journal-11607	61	19	and	and	CCONJ
american_scientific_journal-11607	61	20	protocols	protocol	NOUN
american_scientific_journal-11607	61	21	)	)	PUNCT
american_scientific_journal-11607	61	22	often	often	ADV
american_scientific_journal-11607	61	23	outperform	outperform	VERB
american_scientific_journal-11607	61	24	generic	generic	ADJ
american_scientific_journal-11607	61	25	algorithms	algorithm	NOUN
american_scientific_journal-11607	61	26	for	for	ADP
american_scientific_journal-11607	61	27	network	network	NOUN
american_scientific_journal-11607	61	28	monitoring	monitoring	NOUN
american_scientific_journal-11607	61	29	tasks	task	NOUN
american_scientific_journal-11607	61	30	.	.	PUNCT
american_scientific_journal-11607	62	1	literature	literature	NOUN
american_scientific_journal-11607	62	2	and	and	CCONJ
american_scientific_journal-11607	62	3	industry	industry	NOUN
american_scientific_journal-11607	62	4	perspectives	perspective	NOUN
american_scientific_journal-11607	62	5	converge	converge	VERB
american_scientific_journal-11607	62	6	on	on	ADP
american_scientific_journal-11607	62	7	the	the	DET
american_scientific_journal-11607	62	8	idea	idea	NOUN
american_scientific_journal-11607	62	9	that	that	PRON
american_scientific_journal-11607	62	10	ai	ai	VERB
american_scientific_journal-11607	62	11	can	can	AUX
american_scientific_journal-11607	62	12	significantly	significantly	ADV
american_scientific_journal-11607	62	13	improve	improve	VERB
american_scientific_journal-11607	62	14	network	network	NOUN
american_scientific_journal-11607	62	15	monitoring	monitor	VERB
american_scientific_journal-11607	62	16	outcomes	outcome	NOUN
american_scientific_journal-11607	62	17	,	,	PUNCT
american_scientific_journal-11607	62	18	but	but	CCONJ
american_scientific_journal-11607	62	19	different	different	ADJ
american_scientific_journal-11607	62	20	approaches	approach	NOUN
american_scientific_journal-11607	62	21	have	have	VERB
american_scientific_journal-11607	62	22	their	their	PRON
american_scientific_journal-11607	62	23	pros	pro	NOUN
american_scientific_journal-11607	62	24	and	and	CCONJ
american_scientific_journal-11607	62	25	cons	con	NOUN
american_scientific_journal-11607	62	26	.	.	PUNCT
american_scientific_journal-11607	63	1	classical	classical	ADJ
american_scientific_journal-11607	63	2	statistical	statistical	ADJ
american_scientific_journal-11607	63	3	methods	method	NOUN
american_scientific_journal-11607	63	4	(	(	PUNCT
american_scientific_journal-11607	63	5	like	like	ADP
american_scientific_journal-11607	63	6	change	change	NOUN
american_scientific_journal-11607	63	7	detection	detection	NOUN
american_scientific_journal-11607	63	8	algorithms	algorithm	NOUN
american_scientific_journal-11607	63	9	)	)	PUNCT
american_scientific_journal-11607	63	10	are	be	AUX
american_scientific_journal-11607	63	11	fast	fast	ADJ
american_scientific_journal-11607	63	12	and	and	CCONJ
american_scientific_journal-11607	63	13	easy	easy	ADJ
american_scientific_journal-11607	63	14	to	to	PART
american_scientific_journal-11607	63	15	implement	implement	VERB
american_scientific_journal-11607	63	16	,	,	PUNCT
american_scientific_journal-11607	63	17	yet	yet	CCONJ
american_scientific_journal-11607	63	18	they	they	PRON
american_scientific_journal-11607	63	19	may	may	AUX
american_scientific_journal-11607	63	20	not	not	PART
american_scientific_journal-11607	63	21	cope	cope	VERB
american_scientific_journal-11607	63	22	well	well	ADV
american_scientific_journal-11607	63	23	with	with	ADP
american_scientific_journal-11607	63	24	today	today	NOUN
american_scientific_journal-11607	63	25	’s	’s	PART
american_scientific_journal-11607	63	26	complex	complex	ADJ
american_scientific_journal-11607	63	27	traffic	traffic	NOUN
american_scientific_journal-11607	63	28	patterns	pattern	NOUN
american_scientific_journal-11607	63	29	.	.	PUNCT
american_scientific_journal-11607	64	1	machine	machine	NOUN
american_scientific_journal-11607	64	2	learning	learn	VERB
american_scientific_journal-11607	64	3	approaches	approach	NOUN
american_scientific_journal-11607	64	4	,	,	PUNCT
american_scientific_journal-11607	64	5	especially	especially	ADV
american_scientific_journal-11607	64	6	deep	deep	ADJ
american_scientific_journal-11607	64	7	learning	learning	NOUN
american_scientific_journal-11607	64	8	,	,	PUNCT
american_scientific_journal-11607	64	9	offer	offer	VERB
american_scientific_journal-11607	64	10	higher	high	ADJ
american_scientific_journal-11607	64	11	detection	detection	NOUN
american_scientific_journal-11607	64	12	accuracy	accuracy	NOUN
american_scientific_journal-11607	64	13	and	and	CCONJ
american_scientific_journal-11607	64	14	the	the	DET
american_scientific_journal-11607	64	15	ability	ability	NOUN
american_scientific_journal-11607	64	16	to	to	PART
american_scientific_journal-11607	64	17	capture	capture	VERB
american_scientific_journal-11607	64	18	complex	complex	ADJ
american_scientific_journal-11607	64	19	nonlinear	nonlinear	ADJ
american_scientific_journal-11607	64	20	relationships	relationship	NOUN
american_scientific_journal-11607	64	21	in	in	ADP
american_scientific_journal-11607	64	22	data	datum	NOUN
american_scientific_journal-11607	64	23	[	[	X
american_scientific_journal-11607	64	24	6	6	NUM
american_scientific_journal-11607	64	25	]	]	PUNCT
american_scientific_journal-11607	64	26	.	.	PUNCT
american_scientific_journal-11607	65	1	however	however	ADV
american_scientific_journal-11607	65	2	,	,	PUNCT
american_scientific_journal-11607	65	3	they	they	PRON
american_scientific_journal-11607	65	4	require	require	VERB
american_scientific_journal-11607	65	5	large	large	ADJ
american_scientific_journal-11607	65	6	training	training	NOUN
american_scientific_journal-11607	65	7	datasets	dataset	NOUN
american_scientific_journal-11607	65	8	and	and	CCONJ
american_scientific_journal-11607	65	9	careful	careful	ADJ
american_scientific_journal-11607	65	10	tuning	tuning	NOUN
american_scientific_journal-11607	65	11	to	to	PART
american_scientific_journal-11607	65	12	avoid	avoid	VERB
american_scientific_journal-11607	65	13	false	false	ADJ
american_scientific_journal-11607	65	14	positives	positive	NOUN
american_scientific_journal-11607	65	15	.	.	PUNCT
american_scientific_journal-11607	66	1	an	an	DET
american_scientific_journal-11607	66	2	important	important	ADJ
american_scientific_journal-11607	66	3	consideration	consideration	NOUN
american_scientific_journal-11607	66	4	in	in	ADP
american_scientific_journal-11607	66	5	critical	critical	ADJ
american_scientific_journal-11607	66	6	networks	network	NOUN
american_scientific_journal-11607	66	7	is	be	AUX
american_scientific_journal-11607	66	8	the	the	DET
american_scientific_journal-11607	66	9	false	false	ADJ
american_scientific_journal-11607	66	10	alarm	alarm	NOUN
american_scientific_journal-11607	66	11	rate	rate	NOUN
american_scientific_journal-11607	66	12	–	–	PUNCT
american_scientific_journal-11607	66	13	too	too	ADV
american_scientific_journal-11607	66	14	many	many	ADJ
american_scientific_journal-11607	66	15	false	false	ADJ
american_scientific_journal-11607	66	16	positives	positive	NOUN
american_scientific_journal-11607	66	17	can	can	AUX
american_scientific_journal-11607	66	18	overwhelm	overwhelm	VERB
american_scientific_journal-11607	66	19	it	it	PRON
american_scientific_journal-11607	66	20	teams	team	NOUN
american_scientific_journal-11607	66	21	or	or	CCONJ
american_scientific_journal-11607	66	22	lead	lead	VERB
american_scientific_journal-11607	66	23	to	to	ADP
american_scientific_journal-11607	66	24	alert	alert	ADJ
american_scientific_journal-11607	66	25	fatigue	fatigue	NOUN
american_scientific_journal-11607	66	26	.	.	PUNCT
american_scientific_journal-11607	67	1	ai	ai	AUX
american_scientific_journal-11607	67	2	systems	system	NOUN
american_scientific_journal-11607	67	3	must	must	AUX
american_scientific_journal-11607	67	4	strike	strike	VERB
american_scientific_journal-11607	67	5	a	a	DET
american_scientific_journal-11607	67	6	balance	balance	NOUN
american_scientific_journal-11607	67	7	between	between	ADP
american_scientific_journal-11607	67	8	sensitivity	sensitivity	NOUN
american_scientific_journal-11607	67	9	and	and	CCONJ
american_scientific_journal-11607	67	10	specificity	specificity	NOUN
american_scientific_journal-11607	67	11	[	[	X
american_scientific_journal-11607	67	12	6	6	NUM
american_scientific_journal-11607	67	13	]	]	PUNCT
american_scientific_journal-11607	67	14	.	.	PUNCT
american_scientific_journal-11607	68	1	unsupervised	unsupervised	ADJ
american_scientific_journal-11607	68	2	ml	ml	NOUN
american_scientific_journal-11607	68	3	models	model	NOUN
american_scientific_journal-11607	68	4	sometimes	sometimes	ADV
american_scientific_journal-11607	68	5	flag	flag	VERB
american_scientific_journal-11607	68	6	innocuous	innocuous	ADJ
american_scientific_journal-11607	68	7	deviations	deviation	NOUN
american_scientific_journal-11607	68	8	as	as	ADP
american_scientific_journal-11607	68	9	anomalies	anomaly	NOUN
american_scientific_journal-11607	68	10	,	,	PUNCT
american_scientific_journal-11607	68	11	so	so	ADV
american_scientific_journal-11607	68	12	newer	new	ADJ
american_scientific_journal-11607	68	13	systems	system	NOUN
american_scientific_journal-11607	68	14	combine	combine	VERB
american_scientific_journal-11607	68	15	ml	ml	VERB
american_scientific_journal-11607	68	16	with	with	ADP
american_scientific_journal-11607	68	17	rule	rule	NOUN
american_scientific_journal-11607	68	18	-	-	PUNCT
american_scientific_journal-11607	68	19	based	base	VERB
american_scientific_journal-11607	68	20	logic	logic	NOUN
american_scientific_journal-11607	68	21	or	or	CCONJ
american_scientific_journal-11607	68	22	human	human	NOUN
american_scientific_journal-11607	68	23	-	-	PUNCT
american_scientific_journal-11607	68	24	in	in	ADP
american_scientific_journal-11607	68	25	-	-	PUNCT
american_scientific_journal-11607	68	26	the	the	DET
american_scientific_journal-11607	68	27	-	-	PUNCT
american_scientific_journal-11607	68	28	loop	loop	NOUN
american_scientific_journal-11607	68	29	verification	verification	NOUN
american_scientific_journal-11607	68	30	for	for	ADP
american_scientific_journal-11607	68	31	important	important	ADJ
american_scientific_journal-11607	68	32	alerts	alert	NOUN
american_scientific_journal-11607	68	33	.	.	PUNCT
american_scientific_journal-11607	69	1	on	on	ADP
american_scientific_journal-11607	69	2	the	the	DET
american_scientific_journal-11607	69	3	other	other	ADJ
american_scientific_journal-11607	69	4	hand	hand	NOUN
american_scientific_journal-11607	69	5	,	,	PUNCT
american_scientific_journal-11607	69	6	when	when	SCONJ
american_scientific_journal-11607	69	7	welltrained	welltraine	VERB
american_scientific_journal-11607	69	8	,	,	PUNCT
american_scientific_journal-11607	69	9	ai	ai	NOUN
american_scientific_journal-11607	69	10	-	-	PUNCT
american_scientific_journal-11607	69	11	based	base	VERB
american_scientific_journal-11607	69	12	monitors	monitor	NOUN
american_scientific_journal-11607	69	13	have	have	AUX
american_scientific_journal-11607	69	14	demonstrated	demonstrate	VERB
american_scientific_journal-11607	69	15	detection	detection	NOUN
american_scientific_journal-11607	69	16	of	of	ADP
american_scientific_journal-11607	69	17	incidents	incident	NOUN
american_scientific_journal-11607	69	18	that	that	PRON
american_scientific_journal-11607	69	19	were	be	AUX
american_scientific_journal-11607	69	20	completely	completely	ADV
american_scientific_journal-11607	69	21	missed	miss	VERB
american_scientific_journal-11607	69	22	by	by	ADP
american_scientific_journal-11607	69	23	traditional	traditional	ADJ
american_scientific_journal-11607	69	24	tools	tool	NOUN
american_scientific_journal-11607	69	25	.	.	PUNCT
american_scientific_journal-11607	70	1	for	for	ADP
american_scientific_journal-11607	70	2	example	example	NOUN
american_scientific_journal-11607	70	3	,	,	PUNCT
american_scientific_journal-11607	70	4	telecom	telecom	NOUN
american_scientific_journal-11607	70	5	operators	operator	NOUN
american_scientific_journal-11607	70	6	have	have	AUX
american_scientific_journal-11607	70	7	reported	report	VERB
american_scientific_journal-11607	70	8	that	that	SCONJ
american_scientific_journal-11607	70	9	ai	ai	NOUN
american_scientific_journal-11607	70	10	-	-	PUNCT
american_scientific_journal-11607	70	11	driven	drive	VERB
american_scientific_journal-11607	70	12	monitoring	monitoring	NOUN
american_scientific_journal-11607	70	13	identified	identify	VERB
american_scientific_journal-11607	70	14	network	network	NOUN
american_scientific_journal-11607	70	15	performance	performance	NOUN
american_scientific_journal-11607	70	16	issues	issue	NOUN
american_scientific_journal-11607	70	17	hours	hour	NOUN
american_scientific_journal-11607	70	18	before	before	SCONJ
american_scientific_journal-11607	70	19	they	they	PRON
american_scientific_journal-11607	70	20	would	would	AUX
american_scientific_journal-11607	70	21	normally	normally	ADV
american_scientific_journal-11607	70	22	be	be	AUX
american_scientific_journal-11607	70	23	caught	catch	VERB
american_scientific_journal-11607	70	24	,	,	PUNCT
american_scientific_journal-11607	70	25	enabling	enable	VERB
american_scientific_journal-11607	70	26	preemptive	preemptive	ADJ
american_scientific_journal-11607	70	27	fixes	fix	NOUN
american_scientific_journal-11607	70	28	[	[	X
american_scientific_journal-11607	70	29	8	8	NUM
american_scientific_journal-11607	70	30	]	]	PUNCT
american_scientific_journal-11607	70	31	.	.	PUNCT
american_scientific_journal-11607	71	1	table	table	NOUN
american_scientific_journal-11607	71	2	1	1	NUM
american_scientific_journal-11607	71	3	summarizes	summarize	NOUN
american_scientific_journal-11607	71	4	some	some	DET
american_scientific_journal-11607	71	5	key	key	NOUN
american_scientific_journal-11607	71	6	ai	ai	VERB
american_scientific_journal-11607	71	7	techniques	technique	NOUN
american_scientific_journal-11607	71	8	used	use	VERB
american_scientific_journal-11607	71	9	in	in	ADP
american_scientific_journal-11607	71	10	network	network	NOUN
american_scientific_journal-11607	71	11	monitoring	monitoring	NOUN
american_scientific_journal-11607	71	12	and	and	CCONJ
american_scientific_journal-11607	71	13	their	their	PRON
american_scientific_journal-11607	71	14	characteristics	characteristic	NOUN
american_scientific_journal-11607	71	15	,	,	PUNCT
american_scientific_journal-11607	71	16	based	base	VERB
american_scientific_journal-11607	71	17	on	on	ADP
american_scientific_journal-11607	71	18	recent	recent	ADJ
american_scientific_journal-11607	71	19	studies	study	NOUN
american_scientific_journal-11607	71	20	.	.	PUNCT
american_scientific_journal-11607	72	1	each	each	DET
american_scientific_journal-11607	72	2	approach	approach	NOUN
american_scientific_journal-11607	72	3	contributes	contribute	VERB
american_scientific_journal-11607	72	4	to	to	ADP
american_scientific_journal-11607	72	5	a	a	DET
american_scientific_journal-11607	72	6	more	more	ADV
american_scientific_journal-11607	72	7	proactive	proactive	ADJ
american_scientific_journal-11607	72	8	and	and	CCONJ
american_scientific_journal-11607	72	9	intelligent	intelligent	ADJ
american_scientific_journal-11607	72	10	noc	noc	PROPN
american_scientific_journal-11607	72	11	(	(	PUNCT
american_scientific_journal-11607	72	12	network	network	NOUN
american_scientific_journal-11607	72	13	operations	operation	NOUN
american_scientific_journal-11607	72	14	center	center	NOUN
american_scientific_journal-11607	72	15	)	)	PUNCT
american_scientific_journal-11607	72	16	.	.	PUNCT
american_scientific_journal-11607	73	1	american	american	ADJ
american_scientific_journal-11607	73	2	academic	academic	ADJ
american_scientific_journal-11607	73	3	scientific	scientific	ADJ
american_scientific_journal-11607	73	4	research	research	NOUN
american_scientific_journal-11607	73	5	journal	journal	NOUN
american_scientific_journal-11607	73	6	for	for	ADP
american_scientific_journal-11607	73	7	engineering	engineering	NOUN
american_scientific_journal-11607	73	8	,	,	PUNCT
american_scientific_journal-11607	73	9	technology	technology	NOUN
american_scientific_journal-11607	73	10	,	,	PUNCT
american_scientific_journal-11607	73	11	and	and	CCONJ
american_scientific_journal-11607	73	12	sciences	science	NOUN
american_scientific_journal-11607	73	13	(	(	PUNCT
american_scientific_journal-11607	73	14	asrjets	asrjet	NOUN
american_scientific_journal-11607	73	15	)	)	PUNCT
american_scientific_journal-11607	73	16	volume	volume	NOUN
american_scientific_journal-11607	73	17	101	101	NUM
american_scientific_journal-11607	73	18	,	,	PUNCT
american_scientific_journal-11607	73	19	no	no	DET
american_scientific_journal-11607	73	20	1	1	NUM
american_scientific_journal-11607	73	21	,	,	PUNCT
american_scientific_journal-11607	73	22	pp	pp	ADV
american_scientific_journal-11607	73	23	335	335	NUM
american_scientific_journal-11607	73	24	-	-	SYM
american_scientific_journal-11607	73	25	348	348	NUM
american_scientific_journal-11607	73	26	340	340	NUM
american_scientific_journal-11607	73	27	table	table	NOUN
american_scientific_journal-11607	73	28	1	1	NUM
american_scientific_journal-11607	73	29	:	:	PUNCT
american_scientific_journal-11607	73	30	ai	ai	VERB
american_scientific_journal-11607	73	31	techniques	technique	NOUN
american_scientific_journal-11607	73	32	for	for	ADP
american_scientific_journal-11607	73	33	network	network	NOUN
american_scientific_journal-11607	73	34	monitoring	monitoring	NOUN
american_scientific_journal-11607	73	35	ai	ai	VERB
american_scientific_journal-11607	73	36	technique	technique	NOUN
american_scientific_journal-11607	73	37	application	application	NOUN
american_scientific_journal-11607	73	38	in	in	ADP
american_scientific_journal-11607	73	39	network	network	NOUN
american_scientific_journal-11607	73	40	monitoring	monitor	VERB
american_scientific_journal-11607	73	41	key	key	ADJ
american_scientific_journal-11607	73	42	benefits	benefit	NOUN
american_scientific_journal-11607	73	43	recent	recent	ADJ
american_scientific_journal-11607	73	44	usage	usage	NOUN
american_scientific_journal-11607	73	45	supervised	supervise	VERB
american_scientific_journal-11607	73	46	ml	ml	NOUN
american_scientific_journal-11607	73	47	(	(	PUNCT
american_scientific_journal-11607	73	48	classification	classification	NOUN
american_scientific_journal-11607	73	49	)	)	PUNCT
american_scientific_journal-11607	73	50	learn	learn	VERB
american_scientific_journal-11607	73	51	to	to	PART
american_scientific_journal-11607	73	52	classify	classify	VERB
american_scientific_journal-11607	73	53	traffic	traffic	NOUN
american_scientific_journal-11607	73	54	or	or	CCONJ
american_scientific_journal-11607	73	55	events	event	NOUN
american_scientific_journal-11607	73	56	as	as	ADP
american_scientific_journal-11607	73	57	normal	normal	ADJ
american_scientific_journal-11607	73	58	vs.	vs.	ADP
american_scientific_journal-11607	73	59	anomalous	anomalous	ADJ
american_scientific_journal-11607	73	60	(	(	PUNCT
american_scientific_journal-11607	73	61	requires	require	VERB
american_scientific_journal-11607	73	62	labeled	label	VERB
american_scientific_journal-11607	73	63	data	datum	NOUN
american_scientific_journal-11607	73	64	)	)	PUNCT
american_scientific_journal-11607	73	65	can	can	AUX
american_scientific_journal-11607	73	66	detect	detect	VERB
american_scientific_journal-11607	73	67	known	known	ADJ
american_scientific_journal-11607	73	68	issue	issue	NOUN
american_scientific_journal-11607	73	69	patterns	pattern	NOUN
american_scientific_journal-11607	73	70	with	with	ADP
american_scientific_journal-11607	73	71	high	high	ADJ
american_scientific_journal-11607	73	72	accuracy	accuracy	NOUN
american_scientific_journal-11607	73	73	if	if	SCONJ
american_scientific_journal-11607	73	74	trained	train	VERB
american_scientific_journal-11607	73	75	on	on	ADP
american_scientific_journal-11607	73	76	quality	quality	NOUN
american_scientific_journal-11607	73	77	data	datum	NOUN
american_scientific_journal-11607	73	78	.	.	PUNCT
american_scientific_journal-11607	74	1	used	use	VERB
american_scientific_journal-11607	74	2	in	in	ADP
american_scientific_journal-11607	74	3	intrusion	intrusion	NOUN
american_scientific_journal-11607	74	4	detection	detection	NOUN
american_scientific_journal-11607	74	5	systems	system	NOUN
american_scientific_journal-11607	74	6	(	(	PUNCT
american_scientific_journal-11607	74	7	ids	id	NOUN
american_scientific_journal-11607	74	8	)	)	PUNCT
american_scientific_journal-11607	74	9	to	to	PART
american_scientific_journal-11607	74	10	flag	flag	VERB
american_scientific_journal-11607	74	11	malicious	malicious	ADJ
american_scientific_journal-11607	74	12	traffic	traffic	NOUN
american_scientific_journal-11607	74	13	based	base	VERB
american_scientific_journal-11607	74	14	on	on	ADP
american_scientific_journal-11607	74	15	learned	learn	VERB
american_scientific_journal-11607	74	16	signatures	signature	NOUN
american_scientific_journal-11607	74	17	[	[	X
american_scientific_journal-11607	74	18	9	9	NUM
american_scientific_journal-11607	74	19	]	]	X
american_scientific_journal-11607	74	20	unsupervised	unsupervised	ADJ
american_scientific_journal-11607	74	21	ml	ml	INTJ
american_scientific_journal-11607	74	22	(	(	PUNCT
american_scientific_journal-11607	74	23	clustering	clustering	NOUN
american_scientific_journal-11607	74	24	,	,	PUNCT
american_scientific_journal-11607	74	25	autoencoders	autoencoder	NOUN
american_scientific_journal-11607	74	26	)	)	PUNCT
american_scientific_journal-11607	74	27	identify	identify	VERB
american_scientific_journal-11607	74	28	outliers	outlier	NOUN
american_scientific_journal-11607	74	29	in	in	ADP
american_scientific_journal-11607	74	30	network	network	NOUN
american_scientific_journal-11607	74	31	metrics	metric	NOUN
american_scientific_journal-11607	74	32	without	without	ADP
american_scientific_journal-11607	74	33	labels	label	NOUN
american_scientific_journal-11607	74	34	.	.	PUNCT
american_scientific_journal-11607	75	1	learn	learn	VERB
american_scientific_journal-11607	75	2	baseline	baseline	NOUN
american_scientific_journal-11607	75	3	behavior	behavior	NOUN
american_scientific_journal-11607	75	4	and	and	CCONJ
american_scientific_journal-11607	75	5	spot	spot	NOUN
american_scientific_journal-11607	75	6	deviations	deviation	NOUN
american_scientific_journal-11607	75	7	.	.	PUNCT
american_scientific_journal-11607	76	1	can	can	AUX
american_scientific_journal-11607	76	2	catch	catch	VERB
american_scientific_journal-11607	76	3	novel	novel	NOUN
american_scientific_journal-11607	76	4	or	or	CCONJ
american_scientific_journal-11607	76	5	unexpected	unexpected	ADJ
american_scientific_journal-11607	76	6	anomalies	anomaly	NOUN
american_scientific_journal-11607	76	7	;	;	PUNCT
american_scientific_journal-11607	76	8	adapts	adapt	VERB
american_scientific_journal-11607	76	9	to	to	ADP
american_scientific_journal-11607	76	10	evolving	evolve	VERB
american_scientific_journal-11607	76	11	“	"	PUNCT
american_scientific_journal-11607	76	12	normal	normal	ADJ
american_scientific_journal-11607	76	13	”	"	PUNCT
american_scientific_journal-11607	76	14	conditions	condition	NOUN
american_scientific_journal-11607	76	15	.	.	PUNCT
american_scientific_journal-11607	77	1	autoencoder	autoencoder	NOUN
american_scientific_journal-11607	77	2	-	-	PUNCT
american_scientific_journal-11607	77	3	based	base	VERB
american_scientific_journal-11607	77	4	anomaly	anomaly	NOUN
american_scientific_journal-11607	77	5	detectors	detector	NOUN
american_scientific_journal-11607	77	6	in	in	ADP
american_scientific_journal-11607	77	7	isp	isp	ADJ
american_scientific_journal-11607	77	8	networks	network	NOUN
american_scientific_journal-11607	77	9	have	have	AUX
american_scientific_journal-11607	77	10	reduced	reduce	VERB
american_scientific_journal-11607	77	11	false	false	ADJ
american_scientific_journal-11607	77	12	negatives	negative	NOUN
american_scientific_journal-11607	77	13	by	by	ADP
american_scientific_journal-11607	77	14	catching	catch	VERB
american_scientific_journal-11607	77	15	subtle	subtle	ADJ
american_scientific_journal-11607	77	16	anomalies	anomaly	NOUN
american_scientific_journal-11607	77	17	missed	miss	VERB
american_scientific_journal-11607	77	18	by	by	ADP
american_scientific_journal-11607	77	19	threshold	threshold	NOUN
american_scientific_journal-11607	77	20	rules	rule	NOUN
american_scientific_journal-11607	77	21	[	[	X
american_scientific_journal-11607	77	22	6	6	NUM
american_scientific_journal-11607	77	23	]	]	PUNCT
american_scientific_journal-11607	77	24	.	.	PUNCT
american_scientific_journal-11607	78	1	deep	deep	ADJ
american_scientific_journal-11607	78	2	learning	learning	NOUN
american_scientific_journal-11607	78	3	(	(	PUNCT
american_scientific_journal-11607	78	4	cnn	cnn	PROPN
american_scientific_journal-11607	78	5	/	/	SYM
american_scientific_journal-11607	78	6	lstm	lstm	PROPN
american_scientific_journal-11607	78	7	)	)	PUNCT
american_scientific_journal-11607	78	8	model	model	NOUN
american_scientific_journal-11607	78	9	spatial	spatial	ADJ
american_scientific_journal-11607	78	10	and	and	CCONJ
american_scientific_journal-11607	78	11	temporal	temporal	ADJ
american_scientific_journal-11607	78	12	patterns	pattern	NOUN
american_scientific_journal-11607	78	13	in	in	ADP
american_scientific_journal-11607	78	14	traffic	traffic	NOUN
american_scientific_journal-11607	78	15	(	(	PUNCT
american_scientific_journal-11607	78	16	e.g.	e.g.	ADV
american_scientific_journal-11607	78	17	flows	flow	VERB
american_scientific_journal-11607	78	18	over	over	ADP
american_scientific_journal-11607	78	19	time	time	NOUN
american_scientific_journal-11607	78	20	)	)	PUNCT
american_scientific_journal-11607	78	21	for	for	ADP
american_scientific_journal-11607	78	22	advanced	advanced	ADJ
american_scientific_journal-11607	78	23	anomaly	anomaly	NOUN
american_scientific_journal-11607	78	24	detection	detection	NOUN
american_scientific_journal-11607	78	25	and	and	CCONJ
american_scientific_journal-11607	78	26	forecasting	forecasting	NOUN
american_scientific_journal-11607	78	27	.	.	PUNCT
american_scientific_journal-11607	79	1	handles	handle	VERB
american_scientific_journal-11607	79	2	complex	complex	ADJ
american_scientific_journal-11607	79	3	,	,	PUNCT
american_scientific_journal-11607	79	4	high	high	ADJ
american_scientific_journal-11607	79	5	-	-	PUNCT
american_scientific_journal-11607	79	6	dimensional	dimensional	ADJ
american_scientific_journal-11607	79	7	data	datum	NOUN
american_scientific_journal-11607	79	8	;	;	PUNCT
american_scientific_journal-11607	79	9	able	able	ADJ
american_scientific_journal-11607	79	10	to	to	PART
american_scientific_journal-11607	79	11	forecast	forecast	VERB
american_scientific_journal-11607	79	12	future	future	ADJ
american_scientific_journal-11607	79	13	issues	issue	NOUN
american_scientific_journal-11607	79	14	(	(	PUNCT
american_scientific_journal-11607	79	15	predictive	predictive	ADJ
american_scientific_journal-11607	79	16	monitoring	monitoring	NOUN
american_scientific_journal-11607	79	17	)	)	PUNCT
american_scientific_journal-11607	79	18	.	.	PUNCT
american_scientific_journal-11607	80	1	lstm	lstm	PROPN
american_scientific_journal-11607	80	2	models	model	NOUN
american_scientific_journal-11607	80	3	forecast	forecast	VERB
american_scientific_journal-11607	80	4	traffic	traffic	NOUN
american_scientific_journal-11607	80	5	peaks	peak	NOUN
american_scientific_journal-11607	80	6	to	to	PART
american_scientific_journal-11607	80	7	aid	aid	VERB
american_scientific_journal-11607	80	8	capacity	capacity	NOUN
american_scientific_journal-11607	80	9	planning	planning	NOUN
american_scientific_journal-11607	80	10	[	[	X
american_scientific_journal-11607	80	11	1	1	NUM
american_scientific_journal-11607	80	12	]	]	PUNCT
american_scientific_journal-11607	80	13	;	;	PUNCT
american_scientific_journal-11607	80	14	cnns	cnn	NOUN
american_scientific_journal-11607	80	15	used	use	VERB
american_scientific_journal-11607	80	16	for	for	ADP
american_scientific_journal-11607	80	17	encrypted	encrypt	VERB
american_scientific_journal-11607	80	18	traffic	traffic	NOUN
american_scientific_journal-11607	80	19	classification	classification	NOUN
american_scientific_journal-11607	80	20	to	to	PART
american_scientific_journal-11607	80	21	detect	detect	VERB
american_scientific_journal-11607	80	22	intrusions	intrusion	NOUN
american_scientific_journal-11607	80	23	.	.	PUNCT
american_scientific_journal-11607	81	1	expert	expert	NOUN
american_scientific_journal-11607	81	2	systems	system	NOUN
american_scientific_journal-11607	81	3	+	+	CCONJ
american_scientific_journal-11607	81	4	ml	ml	PROPN
american_scientific_journal-11607	81	5	(	(	PUNCT
american_scientific_journal-11607	81	6	hybrid	hybrid	NOUN
american_scientific_journal-11607	81	7	)	)	PUNCT
american_scientific_journal-11607	81	8	combine	combine	VERB
american_scientific_journal-11607	81	9	rule	rule	NOUN
american_scientific_journal-11607	81	10	-	-	PUNCT
american_scientific_journal-11607	81	11	based	base	VERB
american_scientific_journal-11607	81	12	logic	logic	NOUN
american_scientific_journal-11607	81	13	with	with	ADP
american_scientific_journal-11607	81	14	ml	ml	NOUN
american_scientific_journal-11607	81	15	insights	insight	NOUN
american_scientific_journal-11607	81	16	(	(	PUNCT
american_scientific_journal-11607	81	17	e.g.	e.g.	ADV
american_scientific_journal-11607	81	18	ml	ml	ADP
american_scientific_journal-11607	81	19	flags	flag	NOUN
american_scientific_journal-11607	81	20	anomaly	anomaly	ADJ
american_scientific_journal-11607	81	21	,	,	PUNCT
american_scientific_journal-11607	81	22	then	then	ADV
american_scientific_journal-11607	81	23	rule	rule	NOUN
american_scientific_journal-11607	81	24	system	system	NOUN
american_scientific_journal-11607	81	25	assesses	assess	VERB
american_scientific_journal-11607	81	26	criticality	criticality	NOUN
american_scientific_journal-11607	81	27	)	)	PUNCT
american_scientific_journal-11607	81	28	.	.	PUNCT
american_scientific_journal-11607	82	1	leverages	leverage	NOUN
american_scientific_journal-11607	82	2	domain	domain	NOUN
american_scientific_journal-11607	82	3	knowledge	knowledge	NOUN
american_scientific_journal-11607	82	4	(	(	PUNCT
american_scientific_journal-11607	82	5	rules	rule	NOUN
american_scientific_journal-11607	82	6	)	)	PUNCT
american_scientific_journal-11607	82	7	to	to	PART
american_scientific_journal-11607	82	8	validate	validate	VERB
american_scientific_journal-11607	82	9	ml	ml	ADP
american_scientific_journal-11607	82	10	outputs	output	NOUN
american_scientific_journal-11607	82	11	,	,	PUNCT
american_scientific_journal-11607	82	12	reducing	reduce	VERB
american_scientific_journal-11607	82	13	false	false	ADJ
american_scientific_journal-11607	82	14	alarms	alarm	NOUN
american_scientific_journal-11607	82	15	.	.	PUNCT
american_scientific_journal-11607	83	1	some	some	DET
american_scientific_journal-11607	83	2	aiops	aiop	NOUN
american_scientific_journal-11607	83	3	platforms	platform	NOUN
american_scientific_journal-11607	83	4	use	use	VERB
american_scientific_journal-11607	83	5	ml	ml	NOUN
american_scientific_journal-11607	83	6	for	for	ADP
american_scientific_journal-11607	83	7	anomaly	anomaly	NOUN
american_scientific_journal-11607	83	8	detection	detection	NOUN
american_scientific_journal-11607	83	9	and	and	CCONJ
american_scientific_journal-11607	83	10	then	then	ADV
american_scientific_journal-11607	83	11	apply	apply	VERB
american_scientific_journal-11607	83	12	heuristics	heuristic	NOUN
american_scientific_journal-11607	83	13	for	for	ADP
american_scientific_journal-11607	83	14	rootcause	rootcause	NOUN
american_scientific_journal-11607	83	15	analysis	analysis	NOUN
american_scientific_journal-11607	83	16	[	[	X
american_scientific_journal-11607	83	17	5	5	NUM
american_scientific_journal-11607	83	18	]	]	PUNCT
american_scientific_journal-11607	83	19	.	.	PUNCT
american_scientific_journal-11607	84	1	graph	graph	NOUN
american_scientific_journal-11607	84	2	analytics	analytic	NOUN
american_scientific_journal-11607	84	3	(	(	PUNCT
american_scientific_journal-11607	84	4	graph	graph	NOUN
american_scientific_journal-11607	84	5	ml	ml	VERB
american_scientific_journal-11607	84	6	)	)	PUNCT
american_scientific_journal-11607	84	7	incorporate	incorporate	NOUN
american_scientific_journal-11607	84	8	network	network	NOUN
american_scientific_journal-11607	84	9	topology	topology	NOUN
american_scientific_journal-11607	84	10	into	into	ADP
american_scientific_journal-11607	84	11	monitoring	monitoring	NOUN
american_scientific_journal-11607	84	12	(	(	PUNCT
american_scientific_journal-11607	84	13	gnns	gnns	ADJ
american_scientific_journal-11607	84	14	,	,	PUNCT
american_scientific_journal-11607	84	15	graph	graph	NOUN
american_scientific_journal-11607	84	16	-	-	PUNCT
american_scientific_journal-11607	84	17	based	base	VERB
american_scientific_journal-11607	84	18	anomaly	anomaly	NOUN
american_scientific_journal-11607	84	19	scoring	scoring	NOUN
american_scientific_journal-11607	84	20	)	)	PUNCT
american_scientific_journal-11607	84	21	.	.	PUNCT
american_scientific_journal-11607	85	1	localizes	localize	VERB
american_scientific_journal-11607	85	2	faults	fault	NOUN
american_scientific_journal-11607	85	3	and	and	CCONJ
american_scientific_journal-11607	85	4	correlates	correlate	VERB
american_scientific_journal-11607	85	5	events	event	NOUN
american_scientific_journal-11607	85	6	across	across	ADP
american_scientific_journal-11607	85	7	network	network	NOUN
american_scientific_journal-11607	85	8	links	link	NOUN
american_scientific_journal-11607	85	9	/	/	SYM
american_scientific_journal-11607	85	10	devices	device	NOUN
american_scientific_journal-11607	85	11	;	;	PUNCT
american_scientific_journal-11607	85	12	scalable	scalable	ADJ
american_scientific_journal-11607	85	13	for	for	ADP
american_scientific_journal-11607	85	14	large	large	ADJ
american_scientific_journal-11607	85	15	topologies	topology	NOUN
american_scientific_journal-11607	85	16	.	.	PUNCT
american_scientific_journal-11607	86	1	emerging	emerge	VERB
american_scientific_journal-11607	86	2	approach	approach	NOUN
american_scientific_journal-11607	86	3	in	in	ADP
american_scientific_journal-11607	86	4	large	large	ADJ
american_scientific_journal-11607	86	5	telecom	telecom	NOUN
american_scientific_journal-11607	86	6	networks	network	NOUN
american_scientific_journal-11607	86	7	for	for	ADP
american_scientific_journal-11607	86	8	fault	fault	NOUN
american_scientific_journal-11607	86	9	localization	localization	NOUN
american_scientific_journal-11607	86	10	–	–	PUNCT
american_scientific_journal-11607	86	11	e.g.	e.g.	ADV
american_scientific_journal-11607	86	12	gcn	gcn	NOUN
american_scientific_journal-11607	86	13	models	model	NOUN
american_scientific_journal-11607	86	14	pinpointed	pinpoint	VERB
american_scientific_journal-11607	86	15	a	a	DET
american_scientific_journal-11607	86	16	failing	fail	VERB
american_scientific_journal-11607	86	17	router	router	NOUN
american_scientific_journal-11607	86	18	by	by	ADP
american_scientific_journal-11607	86	19	analyzing	analyze	VERB
american_scientific_journal-11607	86	20	patterns	pattern	NOUN
american_scientific_journal-11607	86	21	across	across	ADP
american_scientific_journal-11607	86	22	connected	connected	ADJ
american_scientific_journal-11607	86	23	nodes	node	NOUN
american_scientific_journal-11607	86	24	[	[	X
american_scientific_journal-11607	86	25	1	1	NUM
american_scientific_journal-11607	86	26	]	]	PUNCT
american_scientific_journal-11607	86	27	.	.	PUNCT
american_scientific_journal-11607	87	1	reinforcement	reinforcement	NOUN
american_scientific_journal-11607	87	2	learning	learning	NOUN
american_scientific_journal-11607	87	3	(	(	PUNCT
american_scientific_journal-11607	87	4	rl	rl	NOUN
american_scientific_journal-11607	87	5	)	)	PUNCT
american_scientific_journal-11607	87	6	agent	agent	NOUN
american_scientific_journal-11607	87	7	learns	learn	VERB
american_scientific_journal-11607	87	8	to	to	PART
american_scientific_journal-11607	87	9	adjust	adjust	VERB
american_scientific_journal-11607	87	10	monitoring	monitoring	NOUN
american_scientific_journal-11607	87	11	thresholds	threshold	NOUN
american_scientific_journal-11607	87	12	or	or	CCONJ
american_scientific_journal-11607	87	13	perform	perform	VERB
american_scientific_journal-11607	87	14	mitigation	mitigation	NOUN
american_scientific_journal-11607	87	15	actions	action	NOUN
american_scientific_journal-11607	87	16	based	base	VERB
american_scientific_journal-11607	87	17	on	on	ADP
american_scientific_journal-11607	87	18	network	network	NOUN
american_scientific_journal-11607	87	19	reward	reward	NOUN
american_scientific_journal-11607	87	20	feedback	feedback	NOUN
american_scientific_journal-11607	87	21	.	.	PUNCT
american_scientific_journal-11607	88	1	dynamically	dynamically	ADV
american_scientific_journal-11607	88	2	optimizes	optimize	VERB
american_scientific_journal-11607	88	3	monitoring	monitor	VERB
american_scientific_journal-11607	88	4	parameters	parameter	NOUN
american_scientific_journal-11607	88	5	;	;	PUNCT
american_scientific_journal-11607	88	6	can	can	AUX
american_scientific_journal-11607	88	7	initiate	initiate	VERB
american_scientific_journal-11607	88	8	automated	automated	ADJ
american_scientific_journal-11607	88	9	corrections	correction	NOUN
american_scientific_journal-11607	88	10	(	(	PUNCT
american_scientific_journal-11607	88	11	selfhealing	selfheale	VERB
american_scientific_journal-11607	88	12	)	)	PUNCT
american_scientific_journal-11607	88	13	.	.	PUNCT
american_scientific_journal-11607	89	1	experimental	experimental	ADJ
american_scientific_journal-11607	89	2	–	–	PUNCT
american_scientific_journal-11607	89	3	e.g.	e.g.	ADV
american_scientific_journal-11607	89	4	rl	rl	ADP
american_scientific_journal-11607	89	5	agents	agent	NOUN
american_scientific_journal-11607	89	6	that	that	PRON
american_scientific_journal-11607	89	7	detect	detect	VERB
american_scientific_journal-11607	89	8	congestion	congestion	NOUN
american_scientific_journal-11607	89	9	and	and	CCONJ
american_scientific_journal-11607	89	10	automatically	automatically	ADV
american_scientific_journal-11607	89	11	reroute	reroute	VERB
american_scientific_journal-11607	89	12	traffic	traffic	NOUN
american_scientific_journal-11607	89	13	in	in	ADP
american_scientific_journal-11607	89	14	sd	sd	NOUN
american_scientific_journal-11607	89	15	-	-	PUNCT
american_scientific_journal-11607	89	16	wan	wan	PROPN
american_scientific_journal-11607	89	17	environments	environment	NOUN
american_scientific_journal-11607	89	18	to	to	PART
american_scientific_journal-11607	89	19	relieve	relieve	VERB
american_scientific_journal-11607	89	20	hotspots	hotspot	NOUN
american_scientific_journal-11607	89	21	[	[	X
american_scientific_journal-11607	89	22	9	9	X
american_scientific_journal-11607	89	23	]	]	PUNCT
american_scientific_journal-11607	89	24	each	each	DET
american_scientific_journal-11607	89	25	method	method	NOUN
american_scientific_journal-11607	89	26	addresses	address	VERB
american_scientific_journal-11607	89	27	different	different	ADJ
american_scientific_journal-11607	89	28	aspects	aspect	NOUN
american_scientific_journal-11607	89	29	of	of	ADP
american_scientific_journal-11607	89	30	the	the	DET
american_scientific_journal-11607	89	31	monitoring	monitoring	NOUN
american_scientific_journal-11607	89	32	problem	problem	NOUN
american_scientific_journal-11607	89	33	.	.	PUNCT
american_scientific_journal-11607	90	1	unsupervised	unsupervised	ADJ
american_scientific_journal-11607	90	2	and	and	CCONJ
american_scientific_journal-11607	90	3	deep	deep	ADJ
american_scientific_journal-11607	90	4	learning	learning	NOUN
american_scientific_journal-11607	90	5	methods	method	NOUN
american_scientific_journal-11607	90	6	have	have	AUX
american_scientific_journal-11607	90	7	gained	gain	VERB
american_scientific_journal-11607	90	8	traction	traction	NOUN
american_scientific_journal-11607	90	9	due	due	ADP
american_scientific_journal-11607	90	10	to	to	ADP
american_scientific_journal-11607	90	11	their	their	PRON
american_scientific_journal-11607	90	12	ability	ability	NOUN
american_scientific_journal-11607	90	13	to	to	PART
american_scientific_journal-11607	90	14	work	work	VERB
american_scientific_journal-11607	90	15	with	with	ADP
american_scientific_journal-11607	90	16	unlabeled	unlabeled	ADJ
american_scientific_journal-11607	90	17	data	datum	NOUN
american_scientific_journal-11607	90	18	and	and	CCONJ
american_scientific_journal-11607	90	19	complex	complex	ADJ
american_scientific_journal-11607	90	20	patterns	pattern	NOUN
american_scientific_journal-11607	90	21	,	,	PUNCT
american_scientific_journal-11607	90	22	crucial	crucial	ADJ
american_scientific_journal-11607	90	23	in	in	ADP
american_scientific_journal-11607	90	24	modern	modern	ADJ
american_scientific_journal-11607	90	25	networks	network	NOUN
american_scientific_journal-11607	90	26	.	.	PUNCT
american_scientific_journal-11607	91	1	integrating	integrate	VERB
american_scientific_journal-11607	91	2	these	these	DET
american_scientific_journal-11607	91	3	techniques	technique	NOUN
american_scientific_journal-11607	91	4	leads	lead	VERB
american_scientific_journal-11607	91	5	to	to	ADP
american_scientific_journal-11607	91	6	holistic	holistic	ADJ
american_scientific_journal-11607	91	7	monitoring	monitoring	NOUN
american_scientific_journal-11607	91	8	solutions	solution	NOUN
american_scientific_journal-11607	91	9	that	that	PRON
american_scientific_journal-11607	91	10	can	can	AUX
american_scientific_journal-11607	91	11	detect	detect	VERB
american_scientific_journal-11607	91	12	issues	issue	NOUN
american_scientific_journal-11607	91	13	faster	fast	ADV
american_scientific_journal-11607	91	14	and	and	CCONJ
american_scientific_journal-11607	91	15	more	more	ADV
american_scientific_journal-11607	91	16	reliably	reliably	ADV
american_scientific_journal-11607	91	17	than	than	ADP
american_scientific_journal-11607	91	18	manual	manual	ADJ
american_scientific_journal-11607	91	19	methods	method	NOUN
american_scientific_journal-11607	91	20	.	.	PUNCT
american_scientific_journal-11607	92	1	notably	notably	ADV
american_scientific_journal-11607	92	2	,	,	PUNCT
american_scientific_journal-11607	92	3	ai	ai	AUX
american_scientific_journal-11607	92	4	-	-	PUNCT
american_scientific_journal-11607	92	5	driven	drive	VERB
american_scientific_journal-11607	92	6	monitoring	monitoring	NOUN
american_scientific_journal-11607	92	7	is	be	AUX
american_scientific_journal-11607	92	8	a	a	DET
american_scientific_journal-11607	92	9	foundational	foundational	ADJ
american_scientific_journal-11607	92	10	element	element	NOUN
american_scientific_journal-11607	92	11	of	of	ADP
american_scientific_journal-11607	92	12	the	the	DET
american_scientific_journal-11607	92	13	broader	broad	ADJ
american_scientific_journal-11607	92	14	trend	trend	NOUN
american_scientific_journal-11607	92	15	of	of	ADP
american_scientific_journal-11607	92	16	aiops	aiop	NOUN
american_scientific_journal-11607	92	17	(	(	PUNCT
american_scientific_journal-11607	92	18	ai	ai	VERB
american_scientific_journal-11607	92	19	for	for	ADP
american_scientific_journal-11607	92	20	it	it	PRON
american_scientific_journal-11607	92	21	operations	operation	NOUN
american_scientific_journal-11607	92	22	)	)	PUNCT
american_scientific_journal-11607	92	23	,	,	PUNCT
american_scientific_journal-11607	92	24	wherein	wherein	SCONJ
american_scientific_journal-11607	92	25	big	big	ADJ
american_scientific_journal-11607	92	26	data	datum	NOUN
american_scientific_journal-11607	92	27	and	and	CCONJ
american_scientific_journal-11607	92	28	ml	ml	NOUN
american_scientific_journal-11607	92	29	are	be	AUX
american_scientific_journal-11607	92	30	combined	combine	VERB
american_scientific_journal-11607	92	31	to	to	ADP
american_scientific_journal-11607	92	32	automate	automate	ADJ
american_scientific_journal-11607	92	33	event	event	NOUN
american_scientific_journal-11607	92	34	correlation	correlation	NOUN
american_scientific_journal-11607	92	35	,	,	PUNCT
american_scientific_journal-11607	92	36	anomaly	anomaly	NOUN
american_scientific_journal-11607	92	37	detection	detection	NOUN
american_scientific_journal-11607	92	38	and	and	CCONJ
american_scientific_journal-11607	92	39	even	even	ADV
american_scientific_journal-11607	92	40	causality	causality	NOUN
american_scientific_journal-11607	92	41	analysis	analysis	NOUN
american_scientific_journal-11607	92	42	in	in	ADP
american_scientific_journal-11607	92	43	it	it	PRON
american_scientific_journal-11607	92	44	systems	system	NOUN
american_scientific_journal-11607	92	45	[	[	X
american_scientific_journal-11607	92	46	10	10	NUM
american_scientific_journal-11607	92	47	]	]	PUNCT
american_scientific_journal-11607	92	48	.	.	PUNCT
american_scientific_journal-11607	93	1	american	american	ADJ
american_scientific_journal-11607	93	2	academic	academic	ADJ
american_scientific_journal-11607	93	3	scientific	scientific	ADJ
american_scientific_journal-11607	93	4	research	research	NOUN
american_scientific_journal-11607	93	5	journal	journal	NOUN
american_scientific_journal-11607	93	6	for	for	ADP
american_scientific_journal-11607	93	7	engineering	engineering	NOUN
american_scientific_journal-11607	93	8	,	,	PUNCT
american_scientific_journal-11607	93	9	technology	technology	NOUN
american_scientific_journal-11607	93	10	,	,	PUNCT
american_scientific_journal-11607	93	11	and	and	CCONJ
american_scientific_journal-11607	93	12	sciences	science	NOUN
american_scientific_journal-11607	93	13	(	(	PUNCT
american_scientific_journal-11607	93	14	asrjets	asrjet	NOUN
american_scientific_journal-11607	93	15	)	)	PUNCT
american_scientific_journal-11607	93	16	volume	volume	NOUN
american_scientific_journal-11607	93	17	101	101	NUM
american_scientific_journal-11607	93	18	,	,	PUNCT
american_scientific_journal-11607	93	19	no	no	DET
american_scientific_journal-11607	93	20	1	1	NUM
american_scientific_journal-11607	93	21	,	,	PUNCT
american_scientific_journal-11607	93	22	pp	pp	ADV
american_scientific_journal-11607	93	23	335	335	NUM
american_scientific_journal-11607	93	24	-	-	SYM
american_scientific_journal-11607	93	25	348	348	NUM
american_scientific_journal-11607	93	26	341	341	NUM
american_scientific_journal-11607	93	27	many	many	ADJ
american_scientific_journal-11607	93	28	organizations	organization	NOUN
american_scientific_journal-11607	93	29	have	have	AUX
american_scientific_journal-11607	93	30	started	start	VERB
american_scientific_journal-11607	93	31	deploying	deploy	VERB
american_scientific_journal-11607	93	32	ai	ai	VERB
american_scientific_journal-11607	93	33	in	in	ADP
american_scientific_journal-11607	93	34	their	their	PRON
american_scientific_journal-11607	93	35	network	network	NOUN
american_scientific_journal-11607	93	36	monitoring	monitoring	NOUN
american_scientific_journal-11607	93	37	processes	process	NOUN
american_scientific_journal-11607	93	38	.	.	PUNCT
american_scientific_journal-11607	94	1	for	for	ADP
american_scientific_journal-11607	94	2	example	example	NOUN
american_scientific_journal-11607	94	3	,	,	PUNCT
american_scientific_journal-11607	94	4	juniper	juniper	NOUN
american_scientific_journal-11607	94	5	networks	network	NOUN
american_scientific_journal-11607	94	6	’	'	PUNCT
american_scientific_journal-11607	94	7	mist	mist	NOUN
american_scientific_journal-11607	94	8	ai	ai	VERB
american_scientific_journal-11607	94	9	is	be	AUX
american_scientific_journal-11607	94	10	an	an	DET
american_scientific_journal-11607	94	11	enterprise	enterprise	NOUN
american_scientific_journal-11607	94	12	solution	solution	NOUN
american_scientific_journal-11607	94	13	that	that	PRON
american_scientific_journal-11607	94	14	uses	use	VERB
american_scientific_journal-11607	94	15	ai	ai	VERB
american_scientific_journal-11607	94	16	to	to	PART
american_scientific_journal-11607	94	17	monitor	monitor	VERB
american_scientific_journal-11607	94	18	wifi	wifi	NOUN
american_scientific_journal-11607	94	19	and	and	CCONJ
american_scientific_journal-11607	94	20	lan	lan	PROPN
american_scientific_journal-11607	94	21	networks	network	NOUN
american_scientific_journal-11607	94	22	;	;	PUNCT
american_scientific_journal-11607	94	23	it	it	PRON
american_scientific_journal-11607	94	24	automatically	automatically	ADV
american_scientific_journal-11607	94	25	identifies	identify	VERB
american_scientific_journal-11607	94	26	abnormal	abnormal	ADJ
american_scientific_journal-11607	94	27	client	client	NOUN
american_scientific_journal-11607	94	28	experiences	experience	NOUN
american_scientific_journal-11607	94	29	and	and	CCONJ
american_scientific_journal-11607	94	30	the	the	DET
american_scientific_journal-11607	94	31	probable	probable	ADJ
american_scientific_journal-11607	94	32	root	root	NOUN
american_scientific_journal-11607	94	33	causes	cause	NOUN
american_scientific_journal-11607	94	34	(	(	PUNCT
american_scientific_journal-11607	94	35	e.g.	e.g.	ADV
american_scientific_journal-11607	94	36	an	an	DET
american_scientific_journal-11607	94	37	access	access	NOUN
american_scientific_journal-11607	94	38	point	point	NOUN
american_scientific_journal-11607	94	39	malfunction	malfunction	NOUN
american_scientific_journal-11607	94	40	)	)	PUNCT
american_scientific_journal-11607	94	41	and	and	CCONJ
american_scientific_journal-11607	94	42	can	can	AUX
american_scientific_journal-11607	94	43	even	even	ADV
american_scientific_journal-11607	94	44	initiate	initiate	VERB
american_scientific_journal-11607	94	45	corrective	corrective	ADJ
american_scientific_journal-11607	94	46	actions	action	NOUN
american_scientific_journal-11607	94	47	.	.	PUNCT
american_scientific_journal-11607	95	1	according	accord	VERB
american_scientific_journal-11607	95	2	to	to	ADP
american_scientific_journal-11607	95	3	reports	report	NOUN
american_scientific_journal-11607	95	4	,	,	PUNCT
american_scientific_journal-11607	95	5	ai	ai	ADJ
american_scientific_journal-11607	95	6	-	-	PUNCT
american_scientific_journal-11607	95	7	driven	drive	VERB
american_scientific_journal-11607	95	8	monitoring	monitoring	NOUN
american_scientific_journal-11607	95	9	at	at	ADP
american_scientific_journal-11607	95	10	a	a	DET
american_scientific_journal-11607	95	11	large	large	ADJ
american_scientific_journal-11607	95	12	school	school	NOUN
american_scientific_journal-11607	95	13	district	district	NOUN
american_scientific_journal-11607	95	14	significantly	significantly	ADV
american_scientific_journal-11607	95	15	reduced	reduce	VERB
american_scientific_journal-11607	95	16	helpdesk	helpdesk	NOUN
american_scientific_journal-11607	95	17	tickets	ticket	NOUN
american_scientific_journal-11607	95	18	because	because	SCONJ
american_scientific_journal-11607	95	19	issues	issue	NOUN
american_scientific_journal-11607	95	20	were	be	AUX
american_scientific_journal-11607	95	21	resolved	resolve	VERB
american_scientific_journal-11607	95	22	proactively	proactively	ADV
american_scientific_journal-11607	95	23	before	before	SCONJ
american_scientific_journal-11607	95	24	users	user	NOUN
american_scientific_journal-11607	95	25	noticed	notice	VERB
american_scientific_journal-11607	95	26	them	they	PRON
american_scientific_journal-11607	95	27	.	.	PUNCT
american_scientific_journal-11607	96	1	in	in	ADP
american_scientific_journal-11607	96	2	the	the	DET
american_scientific_journal-11607	96	3	telecom	telecom	NOUN
american_scientific_journal-11607	96	4	realm	realm	NOUN
american_scientific_journal-11607	96	5	,	,	PUNCT
american_scientific_journal-11607	96	6	telemetry	telemetry	NOUN
american_scientific_journal-11607	96	7	analysis	analysis	NOUN
american_scientific_journal-11607	96	8	with	with	ADP
american_scientific_journal-11607	96	9	ai	ai	PROPN
american_scientific_journal-11607	96	10	is	be	AUX
american_scientific_journal-11607	96	11	helping	help	VERB
american_scientific_journal-11607	96	12	carriers	carrier	NOUN
american_scientific_journal-11607	96	13	manage	manage	VERB
american_scientific_journal-11607	96	14	quality	quality	NOUN
american_scientific_journal-11607	96	15	of	of	ADP
american_scientific_journal-11607	96	16	service	service	NOUN
american_scientific_journal-11607	96	17	.	.	PUNCT
american_scientific_journal-11607	97	1	a	a	DET
american_scientific_journal-11607	97	2	notable	notable	ADJ
american_scientific_journal-11607	97	3	case	case	NOUN
american_scientific_journal-11607	97	4	is	be	AUX
american_scientific_journal-11607	97	5	thailand	thailand	PROPN
american_scientific_journal-11607	97	6	’s	’s	PART
american_scientific_journal-11607	97	7	ais	ais	PROPN
american_scientific_journal-11607	97	8	,	,	PUNCT
american_scientific_journal-11607	97	9	which	which	PRON
american_scientific_journal-11607	97	10	leverages	leverage	VERB
american_scientific_journal-11607	97	11	ai	ai	VERB
american_scientific_journal-11607	97	12	-	-	PUNCT
american_scientific_journal-11607	97	13	driven	drive	VERB
american_scientific_journal-11607	97	14	analytics	analytic	NOUN
american_scientific_journal-11607	97	15	to	to	PART
american_scientific_journal-11607	97	16	monitor	monitor	VERB
american_scientific_journal-11607	97	17	its	its	PRON
american_scientific_journal-11607	97	18	broadband	broadband	NOUN
american_scientific_journal-11607	97	19	network	network	NOUN
american_scientific_journal-11607	97	20	.	.	PUNCT
american_scientific_journal-11607	98	1	by	by	ADP
american_scientific_journal-11607	98	2	analyzing	analyze	VERB
american_scientific_journal-11607	98	3	performance	performance	NOUN
american_scientific_journal-11607	98	4	data	datum	NOUN
american_scientific_journal-11607	98	5	in	in	ADP
american_scientific_journal-11607	98	6	real	real	ADJ
american_scientific_journal-11607	98	7	time	time	NOUN
american_scientific_journal-11607	98	8	,	,	PUNCT
american_scientific_journal-11607	98	9	ais	ais	PROPN
american_scientific_journal-11607	98	10	’s	’s	PART
american_scientific_journal-11607	98	11	system	system	NOUN
american_scientific_journal-11607	98	12	can	can	AUX
american_scientific_journal-11607	98	13	predict	predict	VERB
american_scientific_journal-11607	98	14	and	and	CCONJ
american_scientific_journal-11607	98	15	detect	detect	VERB
american_scientific_journal-11607	98	16	service	service	NOUN
american_scientific_journal-11607	98	17	degradations	degradation	NOUN
american_scientific_journal-11607	98	18	,	,	PUNCT
american_scientific_journal-11607	98	19	triggering	trigger	VERB
american_scientific_journal-11607	98	20	predictive	predictive	ADJ
american_scientific_journal-11607	98	21	maintenance	maintenance	NOUN
american_scientific_journal-11607	98	22	actions	action	NOUN
american_scientific_journal-11607	98	23	that	that	PRON
american_scientific_journal-11607	98	24	have	have	AUX
american_scientific_journal-11607	98	25	kept	keep	VERB
american_scientific_journal-11607	98	26	their	their	PRON
american_scientific_journal-11607	98	27	user	user	NOUN
american_scientific_journal-11607	98	28	experience	experience	NOUN
american_scientific_journal-11607	98	29	seamless	seamless	ADV
american_scientific_journal-11607	98	30	[	[	X
american_scientific_journal-11607	98	31	2	2	NUM
american_scientific_journal-11607	98	32	]	]	PUNCT
american_scientific_journal-11607	98	33	.	.	PUNCT
american_scientific_journal-11607	99	1	another	another	DET
american_scientific_journal-11607	99	2	case	case	NOUN
american_scientific_journal-11607	99	3	comes	come	VERB
american_scientific_journal-11607	99	4	from	from	ADP
american_scientific_journal-11607	99	5	a	a	DET
american_scientific_journal-11607	99	6	global	global	ADJ
american_scientific_journal-11607	99	7	carrier	carrier	NOUN
american_scientific_journal-11607	99	8	that	that	PRON
american_scientific_journal-11607	99	9	used	use	VERB
american_scientific_journal-11607	99	10	an	an	DET
american_scientific_journal-11607	99	11	ai	ai	NOUN
american_scientific_journal-11607	99	12	-	-	PUNCT
american_scientific_journal-11607	99	13	based	base	VERB
american_scientific_journal-11607	99	14	anomaly	anomaly	NOUN
american_scientific_journal-11607	99	15	detection	detection	NOUN
american_scientific_journal-11607	99	16	system	system	NOUN
american_scientific_journal-11607	99	17	on	on	ADP
american_scientific_journal-11607	99	18	their	their	PRON
american_scientific_journal-11607	99	19	core	core	NOUN
american_scientific_journal-11607	99	20	network	network	NOUN
american_scientific_journal-11607	99	21	:	:	PUNCT
american_scientific_journal-11607	99	22	the	the	DET
american_scientific_journal-11607	99	23	system	system	NOUN
american_scientific_journal-11607	99	24	identified	identify	VERB
american_scientific_journal-11607	99	25	a	a	DET
american_scientific_journal-11607	99	26	pattern	pattern	NOUN
american_scientific_journal-11607	99	27	of	of	ADP
american_scientific_journal-11607	99	28	intermittent	intermittent	ADJ
american_scientific_journal-11607	99	29	packet	packet	NOUN
american_scientific_journal-11607	99	30	loss	loss	NOUN
american_scientific_journal-11607	99	31	on	on	ADP
american_scientific_journal-11607	99	32	certain	certain	ADJ
american_scientific_journal-11607	99	33	links	link	NOUN
american_scientific_journal-11607	99	34	,	,	PUNCT
american_scientific_journal-11607	99	35	which	which	PRON
american_scientific_journal-11607	99	36	was	be	AUX
american_scientific_journal-11607	99	37	traced	trace	VERB
american_scientific_journal-11607	99	38	to	to	ADP
american_scientific_journal-11607	99	39	a	a	DET
american_scientific_journal-11607	99	40	malfunctioning	malfunctioning	ADJ
american_scientific_journal-11607	99	41	optical	optical	ADJ
american_scientific_journal-11607	99	42	transceiver	transceiver	NOUN
american_scientific_journal-11607	99	43	.	.	PUNCT
american_scientific_journal-11607	100	1	replacing	replace	VERB
american_scientific_journal-11607	100	2	that	that	DET
american_scientific_journal-11607	100	3	component	component	NOUN
american_scientific_journal-11607	100	4	preempted	preempt	VERB
american_scientific_journal-11607	100	5	a	a	DET
american_scientific_journal-11607	100	6	major	major	ADJ
american_scientific_journal-11607	100	7	outage	outage	NOUN
american_scientific_journal-11607	100	8	–	–	PUNCT
american_scientific_journal-11607	100	9	a	a	DET
american_scientific_journal-11607	100	10	success	success	NOUN
american_scientific_journal-11607	100	11	credited	credit	VERB
american_scientific_journal-11607	100	12	to	to	ADP
american_scientific_journal-11607	100	13	ai	ai	AUX
american_scientific_journal-11607	100	14	monitoring	monitor	VERB
american_scientific_journal-11607	100	15	where	where	SCONJ
american_scientific_journal-11607	100	16	traditional	traditional	ADJ
american_scientific_journal-11607	100	17	nms	nms	NOUN
american_scientific_journal-11607	100	18	(	(	PUNCT
american_scientific_journal-11607	100	19	network	network	NOUN
american_scientific_journal-11607	100	20	management	management	NOUN
american_scientific_journal-11607	100	21	system	system	NOUN
american_scientific_journal-11607	100	22	)	)	PUNCT
american_scientific_journal-11607	100	23	alarms	alarm	NOUN
american_scientific_journal-11607	100	24	had	have	AUX
american_scientific_journal-11607	100	25	not	not	PART
american_scientific_journal-11607	100	26	flagged	flag	VERB
american_scientific_journal-11607	100	27	any	any	DET
american_scientific_journal-11607	100	28	issue	issue	NOUN
american_scientific_journal-11607	100	29	.	.	PUNCT
american_scientific_journal-11607	101	1	these	these	DET
american_scientific_journal-11607	101	2	examples	example	NOUN
american_scientific_journal-11607	101	3	underscore	underscore	VERB
american_scientific_journal-11607	101	4	the	the	DET
american_scientific_journal-11607	101	5	tangible	tangible	ADJ
american_scientific_journal-11607	101	6	benefits	benefit	NOUN
american_scientific_journal-11607	101	7	of	of	ADP
american_scientific_journal-11607	101	8	ai	ai	ADJ
american_scientific_journal-11607	101	9	monitoring	monitoring	NOUN
american_scientific_journal-11607	101	10	:	:	PUNCT
american_scientific_journal-11607	101	11	earlier	early	ADJ
american_scientific_journal-11607	101	12	detection	detection	NOUN
american_scientific_journal-11607	101	13	of	of	ADP
american_scientific_journal-11607	101	14	issues	issue	NOUN
american_scientific_journal-11607	101	15	(	(	PUNCT
american_scientific_journal-11607	101	16	reducing	reduce	VERB
american_scientific_journal-11607	101	17	mttr	mttr	NOUN
american_scientific_journal-11607	101	18	–	–	PUNCT
american_scientific_journal-11607	101	19	mean	mean	VERB
american_scientific_journal-11607	101	20	time	time	NOUN
american_scientific_journal-11607	101	21	to	to	PART
american_scientific_journal-11607	101	22	repair	repair	VERB
american_scientific_journal-11607	101	23	)	)	PUNCT
american_scientific_journal-11607	101	24	and	and	CCONJ
american_scientific_journal-11607	101	25	reduced	reduce	VERB
american_scientific_journal-11607	101	26	noise	noise	NOUN
american_scientific_journal-11607	101	27	from	from	ADP
american_scientific_journal-11607	101	28	smarter	smart	ADJ
american_scientific_journal-11607	101	29	alerting	alerting	NOUN
american_scientific_journal-11607	101	30	.	.	PUNCT
american_scientific_journal-11607	102	1	indeed	indeed	ADV
american_scientific_journal-11607	102	2	,	,	PUNCT
american_scientific_journal-11607	102	3	gartner	gartner	PROPN
american_scientific_journal-11607	102	4	predicted	predict	VERB
american_scientific_journal-11607	102	5	that	that	SCONJ
american_scientific_journal-11607	102	6	by	by	ADP
american_scientific_journal-11607	102	7	2022	2022	NUM
american_scientific_journal-11607	102	8	,	,	PUNCT
american_scientific_journal-11607	102	9	80	80	NUM
american_scientific_journal-11607	102	10	%	%	NOUN
american_scientific_journal-11607	102	11	of	of	ADP
american_scientific_journal-11607	102	12	enterprises	enterprise	NOUN
american_scientific_journal-11607	102	13	would	would	AUX
american_scientific_journal-11607	102	14	heavily	heavily	ADV
american_scientific_journal-11607	102	15	rely	rely	VERB
american_scientific_journal-11607	102	16	on	on	ADP
american_scientific_journal-11607	102	17	ai	ai	ADJ
american_scientific_journal-11607	102	18	-	-	PUNCT
american_scientific_journal-11607	102	19	powered	power	VERB
american_scientific_journal-11607	102	20	analytics	analytic	NOUN
american_scientific_journal-11607	102	21	to	to	PART
american_scientific_journal-11607	102	22	drive	drive	VERB
american_scientific_journal-11607	102	23	operational	operational	ADJ
american_scientific_journal-11607	102	24	efficiency	efficiency	NOUN
american_scientific_journal-11607	102	25	,	,	PUNCT
american_scientific_journal-11607	102	26	reflecting	reflect	VERB
american_scientific_journal-11607	102	27	how	how	SCONJ
american_scientific_journal-11607	102	28	ubiquitous	ubiquitous	ADJ
american_scientific_journal-11607	102	29	ai	ai	NOUN
american_scientific_journal-11607	102	30	in	in	ADP
american_scientific_journal-11607	102	31	monitoring	monitoring	NOUN
american_scientific_journal-11607	102	32	was	be	AUX
american_scientific_journal-11607	102	33	expected	expect	VERB
american_scientific_journal-11607	102	34	to	to	PART
american_scientific_journal-11607	102	35	become	become	VERB
american_scientific_journal-11607	102	36	[	[	X
american_scientific_journal-11607	102	37	5	5	NUM
american_scientific_journal-11607	102	38	]	]	PUNCT
american_scientific_journal-11607	102	39	.	.	PUNCT
american_scientific_journal-11607	103	1	while	while	SCONJ
american_scientific_journal-11607	103	2	adoption	adoption	NOUN
american_scientific_journal-11607	103	3	is	be	AUX
american_scientific_journal-11607	103	4	ongoing	ongoing	ADJ
american_scientific_journal-11607	103	5	,	,	PUNCT
american_scientific_journal-11607	103	6	current	current	ADJ
american_scientific_journal-11607	103	7	evidence	evidence	NOUN
american_scientific_journal-11607	103	8	suggests	suggest	VERB
american_scientific_journal-11607	103	9	ai	ai	VERB
american_scientific_journal-11607	103	10	methodologies	methodology	NOUN
american_scientific_journal-11607	103	11	are	be	AUX
american_scientific_journal-11607	103	12	already	already	ADV
american_scientific_journal-11607	103	13	revolutionizing	revolutionize	VERB
american_scientific_journal-11607	103	14	how	how	SCONJ
american_scientific_journal-11607	103	15	nocs	noc	NOUN
american_scientific_journal-11607	103	16	operate	operate	VERB
american_scientific_journal-11607	103	17	–	–	PUNCT
american_scientific_journal-11607	103	18	shifting	shift	VERB
american_scientific_journal-11607	103	19	them	they	PRON
american_scientific_journal-11607	103	20	from	from	ADP
american_scientific_journal-11607	103	21	passive	passive	ADJ
american_scientific_journal-11607	103	22	overseers	overseer	NOUN
american_scientific_journal-11607	103	23	to	to	ADP
american_scientific_journal-11607	103	24	active	active	ADJ
american_scientific_journal-11607	103	25	,	,	PUNCT
american_scientific_journal-11607	103	26	intelligent	intelligent	ADJ
american_scientific_journal-11607	103	27	guardians	guardian	NOUN
american_scientific_journal-11607	103	28	of	of	ADP
american_scientific_journal-11607	103	29	network	network	NOUN
american_scientific_journal-11607	103	30	health	health	NOUN
american_scientific_journal-11607	103	31	.	.	PUNCT
american_scientific_journal-11607	104	1	3	3	X
american_scientific_journal-11607	104	2	.	.	X
american_scientific_journal-11607	104	3	ai	ai	VERB
american_scientific_journal-11607	104	4	in	in	ADP
american_scientific_journal-11607	104	5	network	network	NOUN
american_scientific_journal-11607	104	6	maintenance	maintenance	NOUN
american_scientific_journal-11607	104	7	and	and	CCONJ
american_scientific_journal-11607	104	8	operations	operation	NOUN
american_scientific_journal-11607	104	9	:	:	PUNCT
american_scientific_journal-11607	104	10	towards	towards	ADP
american_scientific_journal-11607	104	11	proactive	proactive	ADJ
american_scientific_journal-11607	104	12	management	management	NOUN
american_scientific_journal-11607	104	13	network	network	NOUN
american_scientific_journal-11607	104	14	maintenance	maintenance	NOUN
american_scientific_journal-11607	104	15	traditionally	traditionally	ADV
american_scientific_journal-11607	104	16	has	have	VERB
american_scientific_journal-11607	104	17	two	two	NUM
american_scientific_journal-11607	104	18	modes	mode	NOUN
american_scientific_journal-11607	104	19	–	–	PUNCT
american_scientific_journal-11607	104	20	scheduled	schedule	VERB
american_scientific_journal-11607	104	21	maintenance	maintenance	NOUN
american_scientific_journal-11607	104	22	(	(	PUNCT
american_scientific_journal-11607	104	23	periodic	periodic	ADJ
american_scientific_journal-11607	104	24	inspections	inspection	NOUN
american_scientific_journal-11607	104	25	,	,	PUNCT
american_scientific_journal-11607	104	26	upgrades	upgrade	NOUN
american_scientific_journal-11607	104	27	or	or	CCONJ
american_scientific_journal-11607	104	28	replacements	replacement	NOUN
american_scientific_journal-11607	104	29	performed	perform	VERB
american_scientific_journal-11607	104	30	at	at	ADP
american_scientific_journal-11607	104	31	planned	plan	VERB
american_scientific_journal-11607	104	32	intervals	interval	NOUN
american_scientific_journal-11607	104	33	)	)	PUNCT
american_scientific_journal-11607	104	34	and	and	CCONJ
american_scientific_journal-11607	104	35	reactive	reactive	ADJ
american_scientific_journal-11607	104	36	repairs	repair	NOUN
american_scientific_journal-11607	104	37	(	(	PUNCT
american_scientific_journal-11607	104	38	fixing	fix	VERB
american_scientific_journal-11607	104	39	things	thing	NOUN
american_scientific_journal-11607	104	40	after	after	SCONJ
american_scientific_journal-11607	104	41	a	a	DET
american_scientific_journal-11607	104	42	failure	failure	NOUN
american_scientific_journal-11607	104	43	occurs	occur	VERB
american_scientific_journal-11607	104	44	)	)	PUNCT
american_scientific_journal-11607	104	45	.	.	PUNCT
american_scientific_journal-11607	105	1	both	both	DET
american_scientific_journal-11607	105	2	approaches	approach	NOUN
american_scientific_journal-11607	105	3	have	have	VERB
american_scientific_journal-11607	105	4	limitations	limitation	NOUN
american_scientific_journal-11607	105	5	:	:	PUNCT
american_scientific_journal-11607	105	6	scheduled	schedule	VERB
american_scientific_journal-11607	105	7	maintenance	maintenance	NOUN
american_scientific_journal-11607	105	8	can	can	AUX
american_scientific_journal-11607	105	9	be	be	AUX
american_scientific_journal-11607	105	10	inefficient	inefficient	ADJ
american_scientific_journal-11607	105	11	(	(	PUNCT
american_scientific_journal-11607	105	12	replacing	replace	VERB
american_scientific_journal-11607	105	13	parts	part	NOUN
american_scientific_journal-11607	105	14	too	too	ADV
american_scientific_journal-11607	105	15	early	early	ADJ
american_scientific_journal-11607	105	16	or	or	CCONJ
american_scientific_journal-11607	105	17	servicing	servicing	NOUN
american_scientific_journal-11607	105	18	equipment	equipment	NOUN
american_scientific_journal-11607	105	19	that	that	PRON
american_scientific_journal-11607	105	20	is	be	AUX
american_scientific_journal-11607	105	21	actually	actually	ADV
american_scientific_journal-11607	105	22	fine	fine	ADJ
american_scientific_journal-11607	105	23	)	)	PUNCT
american_scientific_journal-11607	105	24	,	,	PUNCT
american_scientific_journal-11607	105	25	while	while	SCONJ
american_scientific_journal-11607	105	26	reactive	reactive	ADJ
american_scientific_journal-11607	105	27	maintenance	maintenance	NOUN
american_scientific_journal-11607	105	28	leads	lead	VERB
american_scientific_journal-11607	105	29	to	to	ADP
american_scientific_journal-11607	105	30	downtime	downtime	NOUN
american_scientific_journal-11607	105	31	that	that	PRON
american_scientific_journal-11607	105	32	could	could	AUX
american_scientific_journal-11607	105	33	have	have	AUX
american_scientific_journal-11607	105	34	been	be	AUX
american_scientific_journal-11607	105	35	avoided	avoid	VERB
american_scientific_journal-11607	105	36	with	with	ADP
american_scientific_journal-11607	105	37	prior	prior	ADJ
american_scientific_journal-11607	105	38	warning	warning	NOUN
american_scientific_journal-11607	105	39	.	.	PUNCT
american_scientific_journal-11607	106	1	the	the	DET
american_scientific_journal-11607	106	2	fundamental	fundamental	ADJ
american_scientific_journal-11607	106	3	issue	issue	NOUN
american_scientific_journal-11607	106	4	is	be	AUX
american_scientific_journal-11607	106	5	uncertainty	uncertainty	NOUN
american_scientific_journal-11607	106	6	about	about	ADP
american_scientific_journal-11607	106	7	when	when	SCONJ
american_scientific_journal-11607	106	8	network	network	NOUN
american_scientific_journal-11607	106	9	elements	element	NOUN
american_scientific_journal-11607	106	10	will	will	AUX
american_scientific_journal-11607	106	11	fail	fail	VERB
american_scientific_journal-11607	106	12	or	or	CCONJ
american_scientific_journal-11607	106	13	service	service	NOUN
american_scientific_journal-11607	106	14	will	will	AUX
american_scientific_journal-11607	106	15	degrade	degrade	VERB
american_scientific_journal-11607	106	16	.	.	PUNCT
american_scientific_journal-11607	107	1	the	the	DET
american_scientific_journal-11607	107	2	research	research	NOUN
american_scientific_journal-11607	107	3	question	question	NOUN
american_scientific_journal-11607	107	4	for	for	ADP
american_scientific_journal-11607	107	5	this	this	DET
american_scientific_journal-11607	107	6	section	section	NOUN
american_scientific_journal-11607	107	7	is	be	AUX
american_scientific_journal-11607	107	8	:	:	PUNCT
american_scientific_journal-11607	107	9	how	how	SCONJ
american_scientific_journal-11607	107	10	can	can	AUX
american_scientific_journal-11607	107	11	ai	ai	VERB
american_scientific_journal-11607	107	12	techniques	technique	NOUN
american_scientific_journal-11607	107	13	enable	enable	VERB
american_scientific_journal-11607	107	14	predictive	predictive	ADJ
american_scientific_journal-11607	107	15	and	and	CCONJ
american_scientific_journal-11607	107	16	proactive	proactive	ADJ
american_scientific_journal-11607	107	17	maintenance	maintenance	NOUN
american_scientific_journal-11607	107	18	of	of	ADP
american_scientific_journal-11607	107	19	network	network	NOUN
american_scientific_journal-11607	107	20	infrastructure	infrastructure	NOUN
american_scientific_journal-11607	107	21	to	to	PART
american_scientific_journal-11607	107	22	minimize	minimize	VERB
american_scientific_journal-11607	107	23	unplanned	unplanned	ADJ
american_scientific_journal-11607	107	24	downtime	downtime	NOUN
american_scientific_journal-11607	107	25	and	and	CCONJ
american_scientific_journal-11607	107	26	optimize	optimize	VERB
american_scientific_journal-11607	107	27	upkeep	upkeep	NOUN
american_scientific_journal-11607	107	28	?	?	PUNCT
american_scientific_journal-11607	108	1	in	in	ADP
american_scientific_journal-11607	108	2	other	other	ADJ
american_scientific_journal-11607	108	3	words	word	NOUN
american_scientific_journal-11607	108	4	,	,	PUNCT
american_scientific_journal-11607	108	5	we	we	PRON
american_scientific_journal-11607	108	6	seek	seek	VERB
american_scientific_journal-11607	108	7	the	the	DET
american_scientific_journal-11607	108	8	methodologies	methodology	NOUN
american_scientific_journal-11607	108	9	by	by	ADP
american_scientific_journal-11607	108	10	which	which	PRON
american_scientific_journal-11607	108	11	ai	ai	VERB
american_scientific_journal-11607	108	12	can	can	AUX
american_scientific_journal-11607	108	13	forecast	forecast	VERB
american_scientific_journal-11607	108	14	failures	failure	NOUN
american_scientific_journal-11607	108	15	,	,	PUNCT
american_scientific_journal-11607	108	16	schedule	schedule	NOUN
american_scientific_journal-11607	108	17	repairs	repair	NOUN
american_scientific_journal-11607	108	18	optimally	optimally	ADV
american_scientific_journal-11607	108	19	,	,	PUNCT
american_scientific_journal-11607	108	20	and	and	CCONJ
american_scientific_journal-11607	108	21	even	even	ADV
american_scientific_journal-11607	108	22	automate	automate	VERB
american_scientific_journal-11607	108	23	certain	certain	ADJ
american_scientific_journal-11607	108	24	maintenance	maintenance	NOUN
american_scientific_journal-11607	108	25	tasks	task	NOUN
american_scientific_journal-11607	108	26	(	(	PUNCT
american_scientific_journal-11607	108	27	creating	create	VERB
american_scientific_journal-11607	108	28	self	self	NOUN
american_scientific_journal-11607	108	29	-	-	PUNCT
american_scientific_journal-11607	108	30	healing	heal	VERB
american_scientific_journal-11607	108	31	networks	network	NOUN
american_scientific_journal-11607	108	32	)	)	PUNCT
american_scientific_journal-11607	108	33	.	.	PUNCT
american_scientific_journal-11607	109	1	the	the	DET
american_scientific_journal-11607	109	2	urgency	urgency	NOUN
american_scientific_journal-11607	109	3	of	of	ADP
american_scientific_journal-11607	109	4	this	this	DET
american_scientific_journal-11607	109	5	problem	problem	NOUN
american_scientific_journal-11607	109	6	is	be	AUX
american_scientific_journal-11607	109	7	evident	evident	ADJ
american_scientific_journal-11607	109	8	in	in	ADP
american_scientific_journal-11607	109	9	telecom	telecom	NOUN
american_scientific_journal-11607	109	10	operations	operation	NOUN
american_scientific_journal-11607	109	11	.	.	PUNCT
american_scientific_journal-11607	110	1	on	on	ADP
american_scientific_journal-11607	110	2	average	average	ADJ
american_scientific_journal-11607	110	3	,	,	PUNCT
american_scientific_journal-11607	110	4	telecom	telecom	NOUN
american_scientific_journal-11607	110	5	networks	network	NOUN
american_scientific_journal-11607	110	6	require	require	VERB
american_scientific_journal-11607	110	7	~19	~19	PUNCT
american_scientific_journal-11607	110	8	hours	hour	NOUN
american_scientific_journal-11607	110	9	of	of	ADP
american_scientific_journal-11607	110	10	scheduled	schedule	VERB
american_scientific_journal-11607	110	11	upkeep	upkeep	NOUN
american_scientific_journal-11607	110	12	per	per	ADP
american_scientific_journal-11607	110	13	week	week	NOUN
american_scientific_journal-11607	110	14	,	,	PUNCT
american_scientific_journal-11607	110	15	and	and	CCONJ
american_scientific_journal-11607	110	16	an	an	DET
american_scientific_journal-11607	110	17	additional	additional	ADJ
american_scientific_journal-11607	110	18	~15	~15	X
american_scientific_journal-11607	110	19	hours	hour	NOUN
american_scientific_journal-11607	110	20	of	of	ADP
american_scientific_journal-11607	110	21	unscheduled	unscheduled	ADJ
american_scientific_journal-11607	110	22	work	work	NOUN
american_scientific_journal-11607	110	23	due	due	ADP
american_scientific_journal-11607	110	24	to	to	ADP
american_scientific_journal-11607	110	25	unexpected	unexpected	ADJ
american_scientific_journal-11607	110	26	issues	issue	NOUN
american_scientific_journal-11607	110	27	–	–	PUNCT
american_scientific_journal-11607	110	28	all	all	PRON
american_scientific_journal-11607	110	29	contributing	contribute	VERB
american_scientific_journal-11607	110	30	to	to	ADP
american_scientific_journal-11607	110	31	operational	operational	ADJ
american_scientific_journal-11607	110	32	strain	strain	NOUN
american_scientific_journal-11607	110	33	[	[	X
american_scientific_journal-11607	110	34	1	1	NUM
american_scientific_journal-11607	110	35	]	]	PUNCT
american_scientific_journal-11607	110	36	.	.	PUNCT
american_scientific_journal-11607	111	1	unplanned	unplanned	ADJ
american_scientific_journal-11607	111	2	outages	outage	NOUN
american_scientific_journal-11607	111	3	not	not	PART
american_scientific_journal-11607	111	4	only	only	ADV
american_scientific_journal-11607	111	5	incur	incur	NOUN
american_scientific_journal-11607	111	6	repair	repair	NOUN
american_scientific_journal-11607	111	7	costs	cost	NOUN
american_scientific_journal-11607	111	8	but	but	CCONJ
american_scientific_journal-11607	111	9	also	also	ADV
american_scientific_journal-11607	111	10	damage	damage	VERB
american_scientific_journal-11607	111	11	customer	customer	NOUN
american_scientific_journal-11607	111	12	experience	experience	NOUN
american_scientific_journal-11607	111	13	and	and	CCONJ
american_scientific_journal-11607	111	14	trust	trust	NOUN
american_scientific_journal-11607	111	15	.	.	PUNCT
american_scientific_journal-11607	112	1	by	by	ADP
american_scientific_journal-11607	112	2	some	some	DET
american_scientific_journal-11607	112	3	estimates	estimate	NOUN
american_scientific_journal-11607	112	4	,	,	PUNCT
american_scientific_journal-11607	112	5	downtime	downtime	NOUN
american_scientific_journal-11607	112	6	can	can	AUX
american_scientific_journal-11607	112	7	cost	cost	VERB
american_scientific_journal-11607	112	8	operators	operator	NOUN
american_scientific_journal-11607	112	9	over	over	ADP
american_scientific_journal-11607	112	10	€	€	SYM
american_scientific_journal-11607	112	11	6,000	6,000	NUM
american_scientific_journal-11607	112	12	per	per	ADP
american_scientific_journal-11607	112	13	hour	hour	NOUN
american_scientific_journal-11607	112	14	[	[	X
american_scientific_journal-11607	112	15	1	1	NUM
american_scientific_journal-11607	112	16	]	]	PUNCT
american_scientific_journal-11607	112	17	.	.	PUNCT
american_scientific_journal-11607	113	1	ai	ai	VERB
american_scientific_journal-11607	113	2	-	-	PUNCT
american_scientific_journal-11607	113	3	driven	drive	VERB
american_scientific_journal-11607	113	4	predictive	predictive	ADJ
american_scientific_journal-11607	113	5	maintenance	maintenance	NOUN
american_scientific_journal-11607	113	6	aims	aim	VERB
american_scientific_journal-11607	113	7	to	to	PART
american_scientific_journal-11607	113	8	slash	slash	VERB
american_scientific_journal-11607	113	9	these	these	DET
american_scientific_journal-11607	113	10	figures	figure	NOUN
american_scientific_journal-11607	113	11	by	by	ADP
american_scientific_journal-11607	113	12	forecasting	forecast	VERB
american_scientific_journal-11607	113	13	issues	issue	NOUN
american_scientific_journal-11607	113	14	ahead	ahead	ADV
american_scientific_journal-11607	113	15	of	of	ADP
american_scientific_journal-11607	113	16	time	time	NOUN
american_scientific_journal-11607	113	17	and	and	CCONJ
american_scientific_journal-11607	113	18	streamlining	streamline	VERB
american_scientific_journal-11607	113	19	maintenance	maintenance	NOUN
american_scientific_journal-11607	113	20	efforts	effort	NOUN
american_scientific_journal-11607	113	21	.	.	PUNCT
american_scientific_journal-11607	114	1	the	the	DET
american_scientific_journal-11607	114	2	goal	goal	NOUN
american_scientific_journal-11607	114	3	is	be	AUX
american_scientific_journal-11607	114	4	to	to	PART
american_scientific_journal-11607	114	5	transition	transition	VERB
american_scientific_journal-11607	114	6	from	from	ADP
american_scientific_journal-11607	114	7	a	a	DET
american_scientific_journal-11607	114	8	reactive	reactive	NOUN
american_scientific_journal-11607	114	9	“	"	PUNCT
american_scientific_journal-11607	114	10	find	find	VERB
american_scientific_journal-11607	114	11	and	and	CCONJ
american_scientific_journal-11607	114	12	fix	fix	VERB
american_scientific_journal-11607	114	13	”	"	PUNCT
american_scientific_journal-11607	114	14	model	model	NOUN
american_scientific_journal-11607	114	15	to	to	ADP
american_scientific_journal-11607	114	16	a	a	DET
american_scientific_journal-11607	114	17	proactive	proactive	ADJ
american_scientific_journal-11607	114	18	“	"	PUNCT
american_scientific_journal-11607	114	19	predict	predict	VERB
american_scientific_journal-11607	114	20	and	and	CCONJ
american_scientific_journal-11607	114	21	american	american	ADJ
american_scientific_journal-11607	114	22	academic	academic	ADJ
american_scientific_journal-11607	114	23	scientific	scientific	ADJ
american_scientific_journal-11607	114	24	research	research	NOUN
american_scientific_journal-11607	114	25	journal	journal	NOUN
american_scientific_journal-11607	114	26	for	for	ADP
american_scientific_journal-11607	114	27	engineering	engineering	NOUN
american_scientific_journal-11607	114	28	,	,	PUNCT
american_scientific_journal-11607	114	29	technology	technology	NOUN
american_scientific_journal-11607	114	30	,	,	PUNCT
american_scientific_journal-11607	114	31	and	and	CCONJ
american_scientific_journal-11607	114	32	sciences	science	NOUN
american_scientific_journal-11607	114	33	(	(	PUNCT
american_scientific_journal-11607	114	34	asrjets	asrjet	NOUN
american_scientific_journal-11607	114	35	)	)	PUNCT
american_scientific_journal-11607	114	36	volume	volume	NOUN
american_scientific_journal-11607	114	37	101	101	NUM
american_scientific_journal-11607	114	38	,	,	PUNCT
american_scientific_journal-11607	114	39	no	no	DET
american_scientific_journal-11607	114	40	1	1	NUM
american_scientific_journal-11607	114	41	,	,	PUNCT
american_scientific_journal-11607	114	42	pp	pp	ADV
american_scientific_journal-11607	114	43	335	335	NUM
american_scientific_journal-11607	114	44	-	-	SYM
american_scientific_journal-11607	114	45	348	348	NUM
american_scientific_journal-11607	114	46	342	342	NUM
american_scientific_journal-11607	114	47	prevent	prevent	NOUN
american_scientific_journal-11607	114	48	”	"	PUNCT
american_scientific_journal-11607	114	49	paradigm	paradigm	NOUN
american_scientific_journal-11607	114	50	.	.	PUNCT
american_scientific_journal-11607	115	1	at	at	ADP
american_scientific_journal-11607	115	2	the	the	DET
american_scientific_journal-11607	115	3	core	core	NOUN
american_scientific_journal-11607	115	4	of	of	ADP
american_scientific_journal-11607	115	5	ai	ai	NOUN
american_scientific_journal-11607	115	6	for	for	ADP
american_scientific_journal-11607	115	7	maintenance	maintenance	NOUN
american_scientific_journal-11607	115	8	are	be	AUX
american_scientific_journal-11607	115	9	predictive	predictive	ADJ
american_scientific_journal-11607	115	10	models	model	NOUN
american_scientific_journal-11607	115	11	that	that	PRON
american_scientific_journal-11607	115	12	analyze	analyze	VERB
american_scientific_journal-11607	115	13	historical	historical	ADJ
american_scientific_journal-11607	115	14	and	and	CCONJ
american_scientific_journal-11607	115	15	real	real	ADJ
american_scientific_journal-11607	115	16	-	-	PUNCT
american_scientific_journal-11607	115	17	time	time	NOUN
american_scientific_journal-11607	115	18	data	datum	NOUN
american_scientific_journal-11607	115	19	to	to	PART
american_scientific_journal-11607	115	20	estimate	estimate	VERB
american_scientific_journal-11607	115	21	the	the	DET
american_scientific_journal-11607	115	22	health	health	NOUN
american_scientific_journal-11607	115	23	and	and	CCONJ
american_scientific_journal-11607	115	24	remaining	remaining	ADJ
american_scientific_journal-11607	115	25	life	life	NOUN
american_scientific_journal-11607	115	26	of	of	ADP
american_scientific_journal-11607	115	27	network	network	NOUN
american_scientific_journal-11607	115	28	components	component	NOUN
american_scientific_journal-11607	115	29	(	(	PUNCT
american_scientific_journal-11607	115	30	routers	router	NOUN
american_scientific_journal-11607	115	31	,	,	PUNCT
american_scientific_journal-11607	115	32	fiber	fiber	NOUN
american_scientific_journal-11607	115	33	links	link	NOUN
american_scientific_journal-11607	115	34	,	,	PUNCT
american_scientific_journal-11607	115	35	base	base	NOUN
american_scientific_journal-11607	115	36	station	station	NOUN
american_scientific_journal-11607	115	37	equipment	equipment	NOUN
american_scientific_journal-11607	115	38	,	,	PUNCT
american_scientific_journal-11607	115	39	etc	etc	X
american_scientific_journal-11607	115	40	.	.	X
american_scientific_journal-11607	115	41	)	)	PUNCT
american_scientific_journal-11607	115	42	.	.	PUNCT
american_scientific_journal-11607	116	1	a	a	DET
american_scientific_journal-11607	116	2	common	common	ADJ
american_scientific_journal-11607	116	3	methodological	methodological	ADJ
american_scientific_journal-11607	116	4	approach	approach	NOUN
american_scientific_journal-11607	116	5	is	be	AUX
american_scientific_journal-11607	116	6	to	to	PART
american_scientific_journal-11607	116	7	use	use	VERB
american_scientific_journal-11607	116	8	predictive	predictive	ADJ
american_scientific_journal-11607	116	9	analytics	analytic	NOUN
american_scientific_journal-11607	116	10	/	/	SYM
american_scientific_journal-11607	116	11	machine	machine	NOUN
american_scientific_journal-11607	116	12	learning	learning	NOUN
american_scientific_journal-11607	116	13	on	on	ADP
american_scientific_journal-11607	116	14	telemetry	telemetry	NOUN
american_scientific_journal-11607	116	15	data	datum	NOUN
american_scientific_journal-11607	116	16	such	such	ADJ
american_scientific_journal-11607	116	17	as	as	ADP
american_scientific_journal-11607	116	18	error	error	NOUN
american_scientific_journal-11607	116	19	logs	log	NOUN
american_scientific_journal-11607	116	20	,	,	PUNCT
american_scientific_journal-11607	116	21	signal	signal	ADJ
american_scientific_journal-11607	116	22	quality	quality	NOUN
american_scientific_journal-11607	116	23	metrics	metric	NOUN
american_scientific_journal-11607	116	24	,	,	PUNCT
american_scientific_journal-11607	116	25	throughput	throughput	NOUN
american_scientific_journal-11607	116	26	trends	trend	NOUN
american_scientific_journal-11607	116	27	,	,	PUNCT
american_scientific_journal-11607	116	28	cpu	cpu	NOUN
american_scientific_journal-11607	116	29	/	/	SYM
american_scientific_journal-11607	116	30	memory	memory	NOUN
american_scientific_journal-11607	116	31	usage	usage	NOUN
american_scientific_journal-11607	116	32	of	of	ADP
american_scientific_journal-11607	116	33	devices	device	NOUN
american_scientific_journal-11607	116	34	,	,	PUNCT
american_scientific_journal-11607	116	35	and	and	CCONJ
american_scientific_journal-11607	116	36	even	even	ADV
american_scientific_journal-11607	116	37	environmental	environmental	ADJ
american_scientific_journal-11607	116	38	data	datum	NOUN
american_scientific_journal-11607	116	39	(	(	PUNCT
american_scientific_journal-11607	116	40	temperature	temperature	NOUN
american_scientific_journal-11607	116	41	,	,	PUNCT
american_scientific_journal-11607	116	42	power	power	NOUN
american_scientific_journal-11607	116	43	supply	supply	NOUN
american_scientific_journal-11607	116	44	status	status	NOUN
american_scientific_journal-11607	116	45	)	)	PUNCT
american_scientific_journal-11607	116	46	.	.	PUNCT
american_scientific_journal-11607	117	1	for	for	ADP
american_scientific_journal-11607	117	2	example	example	NOUN
american_scientific_journal-11607	117	3	,	,	PUNCT
american_scientific_journal-11607	117	4	a	a	DET
american_scientific_journal-11607	117	5	machine	machine	NOUN
american_scientific_journal-11607	117	6	learning	learning	NOUN
american_scientific_journal-11607	117	7	model	model	NOUN
american_scientific_journal-11607	117	8	might	might	AUX
american_scientific_journal-11607	117	9	learn	learn	VERB
american_scientific_journal-11607	117	10	that	that	SCONJ
american_scientific_journal-11607	117	11	a	a	DET
american_scientific_journal-11607	117	12	steady	steady	ADJ
american_scientific_journal-11607	117	13	increase	increase	NOUN
american_scientific_journal-11607	117	14	in	in	ADP
american_scientific_journal-11607	117	15	correctable	correctable	ADJ
american_scientific_journal-11607	117	16	errors	error	NOUN
american_scientific_journal-11607	117	17	on	on	ADP
american_scientific_journal-11607	117	18	a	a	DET
american_scientific_journal-11607	117	19	fiber	fiber	NOUN
american_scientific_journal-11607	117	20	link	link	NOUN
american_scientific_journal-11607	117	21	,	,	PUNCT
american_scientific_journal-11607	117	22	combined	combine	VERB
american_scientific_journal-11607	117	23	with	with	ADP
american_scientific_journal-11607	117	24	fluctuations	fluctuation	NOUN
american_scientific_journal-11607	117	25	in	in	ADP
american_scientific_journal-11607	117	26	optical	optical	ADJ
american_scientific_journal-11607	117	27	signal	signal	NOUN
american_scientific_journal-11607	117	28	strength	strength	NOUN
american_scientific_journal-11607	117	29	,	,	PUNCT
american_scientific_journal-11607	117	30	often	often	ADV
american_scientific_journal-11607	117	31	precedes	precede	VERB
american_scientific_journal-11607	117	32	a	a	DET
american_scientific_journal-11607	117	33	fiber	fiber	NOUN
american_scientific_journal-11607	117	34	degradation	degradation	NOUN
american_scientific_journal-11607	117	35	or	or	CCONJ
american_scientific_journal-11607	117	36	cut	cut	NOUN
american_scientific_journal-11607	117	37	.	.	PUNCT
american_scientific_journal-11607	118	1	techniques	technique	NOUN
american_scientific_journal-11607	118	2	like	like	ADP
american_scientific_journal-11607	118	3	regression	regression	NOUN
american_scientific_journal-11607	118	4	models	model	NOUN
american_scientific_journal-11607	118	5	or	or	CCONJ
american_scientific_journal-11607	118	6	even	even	ADV
american_scientific_journal-11607	118	7	deep	deep	ADJ
american_scientific_journal-11607	118	8	learning	learning	NOUN
american_scientific_journal-11607	118	9	(	(	PUNCT
american_scientific_journal-11607	118	10	e.g.	e.g.	ADV
american_scientific_journal-11607	118	11	lstm	lstm	ADJ
american_scientific_journal-11607	118	12	networks	network	NOUN
american_scientific_journal-11607	118	13	for	for	ADP
american_scientific_journal-11607	118	14	sequence	sequence	NOUN
american_scientific_journal-11607	118	15	data	datum	NOUN
american_scientific_journal-11607	118	16	)	)	PUNCT
american_scientific_journal-11607	118	17	can	can	AUX
american_scientific_journal-11607	118	18	then	then	ADV
american_scientific_journal-11607	118	19	extrapolate	extrapolate	VERB
american_scientific_journal-11607	118	20	how	how	SCONJ
american_scientific_journal-11607	118	21	soon	soon	ADV
american_scientific_journal-11607	118	22	a	a	DET
american_scientific_journal-11607	118	23	metric	metric	NOUN
american_scientific_journal-11607	118	24	will	will	AUX
american_scientific_journal-11607	118	25	hit	hit	VERB
american_scientific_journal-11607	118	26	a	a	DET
american_scientific_journal-11607	118	27	failure	failure	NOUN
american_scientific_journal-11607	118	28	threshold	threshold	NOUN
american_scientific_journal-11607	118	29	[	[	X
american_scientific_journal-11607	118	30	1	1	NUM
american_scientific_journal-11607	118	31	]	]	PUNCT
american_scientific_journal-11607	118	32	.	.	PUNCT
american_scientific_journal-11607	119	1	in	in	ADP
american_scientific_journal-11607	119	2	mobile	mobile	ADJ
american_scientific_journal-11607	119	3	networks	network	NOUN
american_scientific_journal-11607	119	4	,	,	PUNCT
american_scientific_journal-11607	119	5	ai	ai	VERB
american_scientific_journal-11607	119	6	models	model	NOUN
american_scientific_journal-11607	119	7	monitor	monitor	VERB
american_scientific_journal-11607	119	8	base	base	NOUN
american_scientific_journal-11607	119	9	station	station	NOUN
american_scientific_journal-11607	119	10	performance	performance	NOUN
american_scientific_journal-11607	119	11	counters	counter	NOUN
american_scientific_journal-11607	119	12	and	and	CCONJ
american_scientific_journal-11607	119	13	can	can	AUX
american_scientific_journal-11607	119	14	predict	predict	VERB
american_scientific_journal-11607	119	15	hardware	hardware	NOUN
american_scientific_journal-11607	119	16	failures	failure	NOUN
american_scientific_journal-11607	119	17	or	or	CCONJ
american_scientific_journal-11607	119	18	capacity	capacity	NOUN
american_scientific_journal-11607	119	19	exhaust	exhaust	NOUN
american_scientific_journal-11607	119	20	weeks	week	NOUN
american_scientific_journal-11607	119	21	in	in	ADP
american_scientific_journal-11607	119	22	advance	advance	NOUN
american_scientific_journal-11607	119	23	,	,	PUNCT
american_scientific_journal-11607	119	24	allowing	allow	VERB
american_scientific_journal-11607	119	25	technicians	technician	NOUN
american_scientific_journal-11607	119	26	to	to	PART
american_scientific_journal-11607	119	27	replace	replace	VERB
american_scientific_journal-11607	119	28	or	or	CCONJ
american_scientific_journal-11607	119	29	upgrade	upgrade	VERB
american_scientific_journal-11607	119	30	equipment	equipment	NOUN
american_scientific_journal-11607	119	31	just	just	ADV
american_scientific_journal-11607	119	32	-	-	PUNCT
american_scientific_journal-11607	119	33	in	in	ADP
american_scientific_journal-11607	119	34	-	-	PUNCT
american_scientific_journal-11607	119	35	time	time	NOUN
american_scientific_journal-11607	119	36	.	.	PUNCT
american_scientific_journal-11607	120	1	these	these	DET
american_scientific_journal-11607	120	2	models	model	NOUN
american_scientific_journal-11607	120	3	essentially	essentially	ADV
american_scientific_journal-11607	120	4	treat	treat	VERB
american_scientific_journal-11607	120	5	maintenance	maintenance	NOUN
american_scientific_journal-11607	120	6	as	as	ADP
american_scientific_journal-11607	120	7	a	a	DET
american_scientific_journal-11607	120	8	classification	classification	NOUN
american_scientific_journal-11607	120	9	or	or	CCONJ
american_scientific_journal-11607	120	10	time	time	NOUN
american_scientific_journal-11607	120	11	-	-	PUNCT
american_scientific_journal-11607	120	12	to	to	ADP
american_scientific_journal-11607	120	13	-	-	PUNCT
american_scientific_journal-11607	120	14	event	event	NOUN
american_scientific_journal-11607	120	15	prediction	prediction	NOUN
american_scientific_journal-11607	120	16	problem	problem	NOUN
american_scientific_journal-11607	120	17	–	–	PUNCT
american_scientific_journal-11607	120	18	will	will	AUX
american_scientific_journal-11607	120	19	component	component	VERB
american_scientific_journal-11607	120	20	x	x	INTJ
american_scientific_journal-11607	120	21	fail	fail	VERB
american_scientific_journal-11607	120	22	in	in	ADP
american_scientific_journal-11607	120	23	the	the	DET
american_scientific_journal-11607	120	24	next	next	ADJ
american_scientific_journal-11607	120	25	y	y	PROPN
american_scientific_journal-11607	120	26	days	day	NOUN
american_scientific_journal-11607	120	27	?	?	PUNCT
american_scientific_journal-11607	121	1	–	–	PUNCT
american_scientific_journal-11607	121	2	enabling	enable	VERB
american_scientific_journal-11607	121	3	condition	condition	NOUN
american_scientific_journal-11607	121	4	-	-	PUNCT
american_scientific_journal-11607	121	5	based	base	VERB
american_scientific_journal-11607	121	6	maintenance	maintenance	NOUN
american_scientific_journal-11607	121	7	rather	rather	ADV
american_scientific_journal-11607	121	8	than	than	ADP
american_scientific_journal-11607	121	9	fixed	fix	VERB
american_scientific_journal-11607	121	10	schedule	schedule	NOUN
american_scientific_journal-11607	121	11	.	.	PUNCT
american_scientific_journal-11607	122	1	according	accord	VERB
american_scientific_journal-11607	122	2	to	to	ADP
american_scientific_journal-11607	122	3	a	a	DET
american_scientific_journal-11607	122	4	deloitte	deloitte	NOUN
american_scientific_journal-11607	122	5	analysis	analysis	NOUN
american_scientific_journal-11607	122	6	,	,	PUNCT
american_scientific_journal-11607	122	7	such	such	ADJ
american_scientific_journal-11607	122	8	ai	ai	NOUN
american_scientific_journal-11607	122	9	-	-	PUNCT
american_scientific_journal-11607	122	10	driven	drive	VERB
american_scientific_journal-11607	122	11	models	model	NOUN
american_scientific_journal-11607	122	12	training	train	VERB
american_scientific_journal-11607	122	13	on	on	ADP
american_scientific_journal-11607	122	14	historical	historical	ADJ
american_scientific_journal-11607	122	15	fault	fault	NOUN
american_scientific_journal-11607	122	16	data	datum	NOUN
american_scientific_journal-11607	122	17	can	can	AUX
american_scientific_journal-11607	122	18	identify	identify	VERB
american_scientific_journal-11607	122	19	patterns	pattern	NOUN
american_scientific_journal-11607	122	20	leading	lead	VERB
american_scientific_journal-11607	122	21	to	to	ADP
american_scientific_journal-11607	122	22	failures	failure	NOUN
american_scientific_journal-11607	122	23	and	and	CCONJ
american_scientific_journal-11607	122	24	“	"	PUNCT
american_scientific_journal-11607	122	25	raise	raise	VERB
american_scientific_journal-11607	122	26	alarms	alarm	NOUN
american_scientific_journal-11607	122	27	for	for	ADP
american_scientific_journal-11607	122	28	quick	quick	ADJ
american_scientific_journal-11607	122	29	interventions	intervention	NOUN
american_scientific_journal-11607	122	30	”	"	PUNCT
american_scientific_journal-11607	122	31	before	before	SCONJ
american_scientific_journal-11607	122	32	customers	customer	NOUN
american_scientific_journal-11607	122	33	are	be	AUX
american_scientific_journal-11607	122	34	impacted	impact	VERB
american_scientific_journal-11607	122	35	[	[	PUNCT
american_scientific_journal-11607	122	36	11	11	NUM
american_scientific_journal-11607	122	37	]	]	PUNCT
american_scientific_journal-11607	122	38	.	.	PUNCT
american_scientific_journal-11607	123	1	beyond	beyond	ADP
american_scientific_journal-11607	123	2	predicting	predict	VERB
american_scientific_journal-11607	123	3	failures	failure	NOUN
american_scientific_journal-11607	123	4	,	,	PUNCT
american_scientific_journal-11607	123	5	ai	ai	AUX
american_scientific_journal-11607	123	6	helps	help	NOUN
american_scientific_journal-11607	123	7	in	in	ADP
american_scientific_journal-11607	123	8	optimal	optimal	ADJ
american_scientific_journal-11607	123	9	maintenance	maintenance	NOUN
american_scientific_journal-11607	123	10	planning	planning	NOUN
american_scientific_journal-11607	123	11	.	.	PUNCT
american_scientific_journal-11607	124	1	this	this	PRON
american_scientific_journal-11607	124	2	involves	involve	VERB
american_scientific_journal-11607	124	3	deciding	decide	VERB
american_scientific_journal-11607	124	4	when	when	SCONJ
american_scientific_journal-11607	124	5	and	and	CCONJ
american_scientific_journal-11607	124	6	where	where	SCONJ
american_scientific_journal-11607	124	7	to	to	PART
american_scientific_journal-11607	124	8	perform	perform	VERB
american_scientific_journal-11607	124	9	maintenance	maintenance	NOUN
american_scientific_journal-11607	124	10	to	to	PART
american_scientific_journal-11607	124	11	maximize	maximize	VERB
american_scientific_journal-11607	124	12	network	network	NOUN
american_scientific_journal-11607	124	13	availability	availability	NOUN
american_scientific_journal-11607	124	14	and	and	CCONJ
american_scientific_journal-11607	124	15	minimize	minimize	VERB
american_scientific_journal-11607	124	16	cost	cost	NOUN
american_scientific_journal-11607	124	17	.	.	PUNCT
american_scientific_journal-11607	125	1	advanced	advanced	ADJ
american_scientific_journal-11607	125	2	implementations	implementation	NOUN
american_scientific_journal-11607	125	3	use	use	VERB
american_scientific_journal-11607	125	4	reinforcement	reinforcement	NOUN
american_scientific_journal-11607	125	5	learning	learning	NOUN
american_scientific_journal-11607	125	6	or	or	CCONJ
american_scientific_journal-11607	125	7	optimization	optimization	NOUN
american_scientific_journal-11607	125	8	algorithms	algorithm	NOUN
american_scientific_journal-11607	125	9	that	that	PRON
american_scientific_journal-11607	125	10	factor	factor	NOUN
american_scientific_journal-11607	125	11	in	in	ADP
american_scientific_journal-11607	125	12	resource	resource	NOUN
american_scientific_journal-11607	125	13	constraints	constraint	NOUN
american_scientific_journal-11607	125	14	(	(	PUNCT
american_scientific_journal-11607	125	15	e.g.	e.g.	ADV
american_scientific_journal-11607	125	16	limited	limited	ADJ
american_scientific_journal-11607	125	17	number	number	NOUN
american_scientific_journal-11607	125	18	of	of	ADP
american_scientific_journal-11607	125	19	field	field	NOUN
american_scientific_journal-11607	125	20	engineers	engineer	NOUN
american_scientific_journal-11607	125	21	)	)	PUNCT
american_scientific_journal-11607	125	22	and	and	CCONJ
american_scientific_journal-11607	125	23	network	network	NOUN
american_scientific_journal-11607	125	24	impact	impact	NOUN
american_scientific_journal-11607	125	25	to	to	PART
american_scientific_journal-11607	125	26	schedule	schedule	VERB
american_scientific_journal-11607	125	27	maintenance	maintenance	NOUN
american_scientific_journal-11607	125	28	at	at	ADP
american_scientific_journal-11607	125	29	ideal	ideal	ADJ
american_scientific_journal-11607	125	30	times	time	NOUN
american_scientific_journal-11607	125	31	.	.	PUNCT
american_scientific_journal-11607	126	1	for	for	ADP
american_scientific_journal-11607	126	2	example	example	NOUN
american_scientific_journal-11607	126	3	,	,	PUNCT
american_scientific_journal-11607	126	4	an	an	DET
american_scientific_journal-11607	126	5	ai	ai	NOUN
american_scientific_journal-11607	126	6	system	system	NOUN
american_scientific_journal-11607	126	7	could	could	AUX
american_scientific_journal-11607	126	8	recommend	recommend	VERB
american_scientific_journal-11607	126	9	performing	perform	VERB
american_scientific_journal-11607	126	10	a	a	DET
american_scientific_journal-11607	126	11	software	software	NOUN
american_scientific_journal-11607	126	12	upgrade	upgrade	VERB
american_scientific_journal-11607	126	13	on	on	ADP
american_scientific_journal-11607	126	14	a	a	DET
american_scientific_journal-11607	126	15	core	core	NOUN
american_scientific_journal-11607	126	16	router	router	NOUN
american_scientific_journal-11607	126	17	during	during	ADP
american_scientific_journal-11607	126	18	a	a	DET
american_scientific_journal-11607	126	19	predicted	predict	VERB
american_scientific_journal-11607	126	20	low	low	ADJ
american_scientific_journal-11607	126	21	-	-	PUNCT
american_scientific_journal-11607	126	22	traffic	traffic	NOUN
american_scientific_journal-11607	126	23	window	window	NOUN
american_scientific_journal-11607	126	24	at	at	ADP
american_scientific_journal-11607	126	25	night	night	NOUN
american_scientific_journal-11607	126	26	,	,	PUNCT
american_scientific_journal-11607	126	27	and	and	CCONJ
american_scientific_journal-11607	126	28	only	only	ADV
american_scientific_journal-11607	126	29	after	after	SCONJ
american_scientific_journal-11607	126	30	its	its	PRON
american_scientific_journal-11607	126	31	anomaly	anomaly	NOUN
american_scientific_journal-11607	126	32	models	model	NOUN
american_scientific_journal-11607	126	33	ensure	ensure	VERB
american_scientific_journal-11607	126	34	the	the	DET
american_scientific_journal-11607	126	35	router	router	NOUN
american_scientific_journal-11607	126	36	is	be	AUX
american_scientific_journal-11607	126	37	stable	stable	ADJ
american_scientific_journal-11607	126	38	(	(	PUNCT
american_scientific_journal-11607	126	39	no	no	DET
american_scientific_journal-11607	126	40	impending	impending	ADJ
american_scientific_journal-11607	126	41	faults	fault	NOUN
american_scientific_journal-11607	126	42	)	)	PUNCT
american_scientific_journal-11607	126	43	.	.	PUNCT
american_scientific_journal-11607	127	1	ai	ai	VERB
american_scientific_journal-11607	127	2	can	can	AUX
american_scientific_journal-11607	127	3	also	also	ADV
american_scientific_journal-11607	127	4	assist	assist	VERB
american_scientific_journal-11607	127	5	in	in	ADP
american_scientific_journal-11607	127	6	supply	supply	NOUN
american_scientific_journal-11607	127	7	chain	chain	NOUN
american_scientific_journal-11607	127	8	aspects	aspect	NOUN
american_scientific_journal-11607	127	9	of	of	ADP
american_scientific_journal-11607	127	10	maintenance	maintenance	NOUN
american_scientific_journal-11607	127	11	–	–	PUNCT
american_scientific_journal-11607	127	12	forecasting	forecast	VERB
american_scientific_journal-11607	127	13	the	the	DET
american_scientific_journal-11607	127	14	need	need	NOUN
american_scientific_journal-11607	127	15	for	for	ADP
american_scientific_journal-11607	127	16	spare	spare	ADJ
american_scientific_journal-11607	127	17	parts	part	NOUN
american_scientific_journal-11607	127	18	,	,	PUNCT
american_scientific_journal-11607	127	19	so	so	SCONJ
american_scientific_journal-11607	127	20	that	that	SCONJ
american_scientific_journal-11607	127	21	inventory	inventory	NOUN
american_scientific_journal-11607	127	22	is	be	AUX
american_scientific_journal-11607	127	23	ready	ready	ADJ
american_scientific_journal-11607	127	24	when	when	SCONJ
american_scientific_journal-11607	127	25	a	a	DET
american_scientific_journal-11607	127	26	part	part	NOUN
american_scientific_journal-11607	127	27	is	be	AUX
american_scientific_journal-11607	127	28	predicted	predict	VERB
american_scientific_journal-11607	127	29	to	to	PART
american_scientific_journal-11607	127	30	fail	fail	VERB
american_scientific_journal-11607	127	31	.	.	PUNCT
american_scientific_journal-11607	128	1	a	a	DET
american_scientific_journal-11607	128	2	fully	fully	ADV
american_scientific_journal-11607	128	3	realized	realize	VERB
american_scientific_journal-11607	128	4	ai	ai	NOUN
american_scientific_journal-11607	128	5	maintenance	maintenance	NOUN
american_scientific_journal-11607	128	6	methodology	methodology	NOUN
american_scientific_journal-11607	128	7	leads	lead	VERB
american_scientific_journal-11607	128	8	to	to	ADP
american_scientific_journal-11607	128	9	self	self	NOUN
american_scientific_journal-11607	128	10	-	-	PUNCT
american_scientific_journal-11607	128	11	healing	heal	VERB
american_scientific_journal-11607	128	12	capabilities	capability	NOUN
american_scientific_journal-11607	128	13	.	.	PUNCT
american_scientific_journal-11607	129	1	in	in	ADP
american_scientific_journal-11607	129	2	a	a	DET
american_scientific_journal-11607	129	3	self	self	NOUN
american_scientific_journal-11607	129	4	-	-	PUNCT
american_scientific_journal-11607	129	5	healing	heal	VERB
american_scientific_journal-11607	129	6	network	network	NOUN
american_scientific_journal-11607	129	7	,	,	PUNCT
american_scientific_journal-11607	129	8	the	the	DET
american_scientific_journal-11607	129	9	system	system	NOUN
american_scientific_journal-11607	129	10	not	not	PART
american_scientific_journal-11607	129	11	only	only	ADV
american_scientific_journal-11607	129	12	detects	detect	NOUN
american_scientific_journal-11607	129	13	and	and	CCONJ
american_scientific_journal-11607	129	14	predicts	predict	VERB
american_scientific_journal-11607	129	15	issues	issue	NOUN
american_scientific_journal-11607	129	16	but	but	CCONJ
american_scientific_journal-11607	129	17	also	also	ADV
american_scientific_journal-11607	129	18	takes	take	VERB
american_scientific_journal-11607	129	19	automated	automate	VERB
american_scientific_journal-11607	129	20	corrective	corrective	ADJ
american_scientific_journal-11607	129	21	action	action	NOUN
american_scientific_journal-11607	129	22	when	when	SCONJ
american_scientific_journal-11607	129	23	feasible	feasible	ADJ
american_scientific_journal-11607	129	24	.	.	PUNCT
american_scientific_journal-11607	130	1	this	this	PRON
american_scientific_journal-11607	130	2	can	can	AUX
american_scientific_journal-11607	130	3	range	range	VERB
american_scientific_journal-11607	130	4	from	from	ADP
american_scientific_journal-11607	130	5	simple	simple	ADJ
american_scientific_journal-11607	130	6	actions	action	NOUN
american_scientific_journal-11607	130	7	(	(	PUNCT
american_scientific_journal-11607	130	8	e.g.	e.g.	ADV
american_scientific_journal-11607	130	9	automatically	automatically	ADV
american_scientific_journal-11607	130	10	rebooting	reboot	VERB
american_scientific_journal-11607	130	11	a	a	DET
american_scientific_journal-11607	130	12	misbehaving	misbehave	VERB
american_scientific_journal-11607	130	13	network	network	NOUN
american_scientific_journal-11607	130	14	node	node	NOUN
american_scientific_journal-11607	130	15	or	or	CCONJ
american_scientific_journal-11607	130	16	rerouting	reroute	VERB
american_scientific_journal-11607	130	17	traffic	traffic	NOUN
american_scientific_journal-11607	130	18	away	away	ADV
american_scientific_journal-11607	130	19	from	from	ADP
american_scientific_journal-11607	130	20	a	a	DET
american_scientific_journal-11607	130	21	congested	congested	ADJ
american_scientific_journal-11607	130	22	link	link	NOUN
american_scientific_journal-11607	130	23	)	)	PUNCT
american_scientific_journal-11607	130	24	to	to	ADP
american_scientific_journal-11607	130	25	more	more	ADV
american_scientific_journal-11607	130	26	complex	complex	ADJ
american_scientific_journal-11607	130	27	remediation	remediation	NOUN
american_scientific_journal-11607	130	28	(	(	PUNCT
american_scientific_journal-11607	130	29	like	like	ADP
american_scientific_journal-11607	130	30	isolating	isolate	VERB
american_scientific_journal-11607	130	31	a	a	DET
american_scientific_journal-11607	130	32	failing	fail	VERB
american_scientific_journal-11607	130	33	component	component	NOUN
american_scientific_journal-11607	130	34	)	)	PUNCT
american_scientific_journal-11607	130	35	.	.	PUNCT
american_scientific_journal-11607	131	1	recent	recent	ADJ
american_scientific_journal-11607	131	2	telecom	telecom	NOUN
american_scientific_journal-11607	131	3	solutions	solution	NOUN
american_scientific_journal-11607	131	4	incorporate	incorporate	VERB
american_scientific_journal-11607	131	5	closed	closed	ADJ
american_scientific_journal-11607	131	6	-	-	PUNCT
american_scientific_journal-11607	131	7	loop	loop	NOUN
american_scientific_journal-11607	131	8	automation	automation	NOUN
american_scientific_journal-11607	131	9	where	where	SCONJ
american_scientific_journal-11607	131	10	,	,	PUNCT
american_scientific_journal-11607	131	11	say	say	INTJ
american_scientific_journal-11607	131	12	,	,	PUNCT
american_scientific_journal-11607	131	13	an	an	DET
american_scientific_journal-11607	131	14	ai	ai	NOUN
american_scientific_journal-11607	131	15	-	-	PUNCT
american_scientific_journal-11607	131	16	driven	drive	VERB
american_scientific_journal-11607	131	17	fault	fault	NOUN
american_scientific_journal-11607	131	18	management	management	NOUN
american_scientific_journal-11607	131	19	system	system	NOUN
american_scientific_journal-11607	131	20	detects	detect	VERB
american_scientific_journal-11607	131	21	an	an	DET
american_scientific_journal-11607	131	22	alarm	alarm	NOUN
american_scientific_journal-11607	131	23	pattern	pattern	NOUN
american_scientific_journal-11607	131	24	indicative	indicative	ADJ
american_scientific_journal-11607	131	25	of	of	ADP
american_scientific_journal-11607	131	26	a	a	DET
american_scientific_journal-11607	131	27	known	know	VERB
american_scientific_journal-11607	131	28	failure	failure	NOUN
american_scientific_journal-11607	131	29	and	and	CCONJ
american_scientific_journal-11607	131	30	triggers	trigger	VERB
american_scientific_journal-11607	131	31	an	an	DET
american_scientific_journal-11607	131	32	automated	automate	VERB
american_scientific_journal-11607	131	33	script	script	NOUN
american_scientific_journal-11607	131	34	to	to	PART
american_scientific_journal-11607	131	35	mitigate	mitigate	VERB
american_scientific_journal-11607	131	36	it	it	PRON
american_scientific_journal-11607	131	37	(	(	PUNCT
american_scientific_journal-11607	131	38	such	such	ADJ
american_scientific_journal-11607	131	39	as	as	ADP
american_scientific_journal-11607	131	40	resetting	reset	VERB
american_scientific_journal-11607	131	41	a	a	DET
american_scientific_journal-11607	131	42	card	card	NOUN
american_scientific_journal-11607	131	43	or	or	CCONJ
american_scientific_journal-11607	131	44	shifting	shift	VERB
american_scientific_journal-11607	131	45	loads	load	NOUN
american_scientific_journal-11607	131	46	)	)	PUNCT
american_scientific_journal-11607	131	47	.	.	PUNCT
american_scientific_journal-11607	132	1	such	such	ADJ
american_scientific_journal-11607	132	2	closed	closed	ADJ
american_scientific_journal-11607	132	3	-	-	PUNCT
american_scientific_journal-11607	132	4	loop	loop	NOUN
american_scientific_journal-11607	132	5	actions	action	NOUN
american_scientific_journal-11607	132	6	are	be	AUX
american_scientific_journal-11607	132	7	often	often	ADV
american_scientific_journal-11607	132	8	governed	govern	VERB
american_scientific_journal-11607	132	9	by	by	ADP
american_scientific_journal-11607	132	10	policy	policy	NOUN
american_scientific_journal-11607	132	11	to	to	PART
american_scientific_journal-11607	132	12	ensure	ensure	VERB
american_scientific_journal-11607	132	13	they	they	PRON
american_scientific_journal-11607	132	14	do	do	AUX
american_scientific_journal-11607	132	15	n’t	not	PART
american_scientific_journal-11607	132	16	cause	cause	VERB
american_scientific_journal-11607	132	17	unintended	unintended	ADJ
american_scientific_journal-11607	132	18	consequences	consequence	NOUN
american_scientific_journal-11607	132	19	.	.	PUNCT
american_scientific_journal-11607	133	1	nonetheless	nonetheless	ADV
american_scientific_journal-11607	133	2	,	,	PUNCT
american_scientific_journal-11607	133	3	they	they	PRON
american_scientific_journal-11607	133	4	represent	represent	VERB
american_scientific_journal-11607	133	5	a	a	DET
american_scientific_journal-11607	133	6	major	major	ADJ
american_scientific_journal-11607	133	7	step	step	NOUN
american_scientific_journal-11607	133	8	towards	towards	ADP
american_scientific_journal-11607	133	9	zero	zero	NUM
american_scientific_journal-11607	133	10	-	-	PUNCT
american_scientific_journal-11607	133	11	touch	touch	NOUN
american_scientific_journal-11607	133	12	maintenance	maintenance	NOUN
american_scientific_journal-11607	133	13	.	.	PUNCT
american_scientific_journal-11607	134	1	gartner	gartner	PROPN
american_scientific_journal-11607	134	2	notes	note	VERB
american_scientific_journal-11607	134	3	that	that	SCONJ
american_scientific_journal-11607	134	4	“	"	PUNCT
american_scientific_journal-11607	134	5	ai	ai	AUX
american_scientific_journal-11607	134	6	networking	network	VERB
american_scientific_journal-11607	134	7	”	"	PUNCT
american_scientific_journal-11607	134	8	is	be	AUX
american_scientific_journal-11607	134	9	expected	expect	VERB
american_scientific_journal-11607	134	10	to	to	PART
american_scientific_journal-11607	134	11	enable	enable	VERB
american_scientific_journal-11607	134	12	massive	massive	ADJ
american_scientific_journal-11607	134	13	productivity	productivity	NOUN
american_scientific_journal-11607	134	14	gains	gain	NOUN
american_scientific_journal-11607	134	15	by	by	ADP
american_scientific_journal-11607	134	16	reducing	reduce	VERB
american_scientific_journal-11607	134	17	reliance	reliance	NOUN
american_scientific_journal-11607	134	18	on	on	ADP
american_scientific_journal-11607	134	19	human	human	ADJ
american_scientific_journal-11607	134	20	intervention	intervention	NOUN
american_scientific_journal-11607	134	21	for	for	ADP
american_scientific_journal-11607	134	22	routine	routine	ADJ
american_scientific_journal-11607	134	23	troubleshooting	troubleshooting	NOUN
american_scientific_journal-11607	135	1	[	[	X
american_scientific_journal-11607	135	2	11	11	NUM
american_scientific_journal-11607	135	3	,	,	PUNCT
american_scientific_journal-11607	135	4	12	12	NUM
american_scientific_journal-11607	135	5	]	]	PUNCT
american_scientific_journal-11607	135	6	.	.	PUNCT
american_scientific_journal-11607	136	1	in	in	ADP
american_scientific_journal-11607	136	2	fact	fact	NOUN
american_scientific_journal-11607	136	3	,	,	PUNCT
american_scientific_journal-11607	136	4	the	the	DET
american_scientific_journal-11607	136	5	concept	concept	NOUN
american_scientific_journal-11607	136	6	of	of	ADP
american_scientific_journal-11607	136	7	ai	ai	VERB
american_scientific_journal-11607	136	8	-	-	PUNCT
american_scientific_journal-11607	136	9	enabled	enable	VERB
american_scientific_journal-11607	136	10	noc	noc	PROPN
american_scientific_journal-11607	136	11	(	(	PUNCT
american_scientific_journal-11607	136	12	network	network	NOUN
american_scientific_journal-11607	136	13	operations	operation	NOUN
american_scientific_journal-11607	136	14	center	center	NOUN
american_scientific_journal-11607	136	15	)	)	PUNCT
american_scientific_journal-11607	136	16	or	or	CCONJ
american_scientific_journal-11607	136	17	“	"	PUNCT
american_scientific_journal-11607	136	18	noops	noop	NOUN
american_scientific_journal-11607	136	19	”	"	PUNCT
american_scientific_journal-11607	136	20	envisions	envision	VERB
american_scientific_journal-11607	136	21	a	a	DET
american_scientific_journal-11607	136	22	scenario	scenario	NOUN
american_scientific_journal-11607	136	23	where	where	SCONJ
american_scientific_journal-11607	136	24	many	many	ADJ
american_scientific_journal-11607	136	25	incidents	incident	NOUN
american_scientific_journal-11607	136	26	are	be	AUX
american_scientific_journal-11607	136	27	resolved	resolve	VERB
american_scientific_journal-11607	136	28	by	by	ADP
american_scientific_journal-11607	136	29	ai	ai	VERB
american_scientific_journal-11607	136	30	without	without	ADP
american_scientific_journal-11607	136	31	human	human	ADJ
american_scientific_journal-11607	136	32	involvement	involvement	NOUN
american_scientific_journal-11607	136	33	,	,	PUNCT
american_scientific_journal-11607	136	34	leaving	leave	VERB
american_scientific_journal-11607	136	35	engineers	engineer	NOUN
american_scientific_journal-11607	136	36	to	to	PART
american_scientific_journal-11607	136	37	handle	handle	VERB
american_scientific_journal-11607	136	38	only	only	ADV
american_scientific_journal-11607	136	39	novel	novel	ADJ
american_scientific_journal-11607	136	40	or	or	CCONJ
american_scientific_journal-11607	136	41	complex	complex	ADJ
american_scientific_journal-11607	136	42	scenarios	scenario	NOUN
american_scientific_journal-11607	136	43	.	.	PUNCT
american_scientific_journal-11607	137	1	while	while	SCONJ
american_scientific_journal-11607	137	2	we	we	PRON
american_scientific_journal-11607	137	3	are	be	AUX
american_scientific_journal-11607	137	4	not	not	PART
american_scientific_journal-11607	137	5	fully	fully	ADV
american_scientific_journal-11607	137	6	there	there	ADV
american_scientific_journal-11607	137	7	yet	yet	ADV
american_scientific_journal-11607	137	8	,	,	PUNCT
american_scientific_journal-11607	137	9	some	some	DET
american_scientific_journal-11607	137	10	enterprise	enterprise	NOUN
american_scientific_journal-11607	137	11	networks	network	NOUN
american_scientific_journal-11607	137	12	have	have	AUX
american_scientific_journal-11607	137	13	achieved	achieve	VERB
american_scientific_journal-11607	137	14	elements	element	NOUN
american_scientific_journal-11607	137	15	of	of	ADP
american_scientific_journal-11607	137	16	this	this	PRON
american_scientific_journal-11607	137	17	–	–	PUNCT
american_scientific_journal-11607	137	18	e.g.	e.g.	ADV
american_scientific_journal-11607	137	19	automated	automate	VERB
american_scientific_journal-11607	137	20	failover	failover	NOUN
american_scientific_journal-11607	137	21	processes	process	NOUN
american_scientific_journal-11607	137	22	initiated	initiate	VERB
american_scientific_journal-11607	137	23	by	by	ADP
american_scientific_journal-11607	137	24	ai	ai	PRON
american_scientific_journal-11607	137	25	anomaly	anomaly	NOUN
american_scientific_journal-11607	137	26	detectors.various	detectors.various	ADJ
american_scientific_journal-11607	137	27	ai	ai	NOUN
american_scientific_journal-11607	137	28	approaches	approach	NOUN
american_scientific_journal-11607	137	29	to	to	ADP
american_scientific_journal-11607	137	30	predictive	predictive	ADJ
american_scientific_journal-11607	137	31	maintenance	maintenance	NOUN
american_scientific_journal-11607	137	32	have	have	AUX
american_scientific_journal-11607	137	33	been	be	AUX
american_scientific_journal-11607	137	34	explored	explore	VERB
american_scientific_journal-11607	137	35	,	,	PUNCT
american_scientific_journal-11607	137	36	each	each	PRON
american_scientific_journal-11607	137	37	with	with	ADP
american_scientific_journal-11607	137	38	success	success	NOUN
american_scientific_journal-11607	137	39	in	in	ADP
american_scientific_journal-11607	137	40	different	different	ADJ
american_scientific_journal-11607	137	41	contexts	contexts	NOUN
american_scientific_journal-11607	137	42	.	.	PUNCT
american_scientific_journal-11607	138	1	simpler	simple	ADJ
american_scientific_journal-11607	138	2	predictive	predictive	ADJ
american_scientific_journal-11607	138	3	models	model	NOUN
american_scientific_journal-11607	138	4	(	(	PUNCT
american_scientific_journal-11607	138	5	like	like	ADP
american_scientific_journal-11607	138	6	decision	decision	NOUN
american_scientific_journal-11607	138	7	trees	tree	NOUN
american_scientific_journal-11607	138	8	or	or	CCONJ
american_scientific_journal-11607	138	9	random	random	ADJ
american_scientific_journal-11607	138	10	forests	forest	NOUN
american_scientific_journal-11607	138	11	using	use	VERB
american_scientific_journal-11607	138	12	device	device	NOUN
american_scientific_journal-11607	138	13	counters	counter	NOUN
american_scientific_journal-11607	138	14	as	as	ADP
american_scientific_journal-11607	138	15	inputs	input	NOUN
american_scientific_journal-11607	138	16	)	)	PUNCT
american_scientific_journal-11607	138	17	can	can	AUX
american_scientific_journal-11607	138	18	achieve	achieve	VERB
american_scientific_journal-11607	138	19	good	good	ADJ
american_scientific_journal-11607	138	20	accuracy	accuracy	NOUN
american_scientific_journal-11607	138	21	in	in	ADP
american_scientific_journal-11607	138	22	predicting	predict	VERB
american_scientific_journal-11607	138	23	certain	certain	ADJ
american_scientific_journal-11607	138	24	failures	failure	NOUN
american_scientific_journal-11607	138	25	and	and	CCONJ
american_scientific_journal-11607	138	26	are	be	AUX
american_scientific_journal-11607	138	27	more	more	ADV
american_scientific_journal-11607	138	28	interpretable	interpretable	ADJ
american_scientific_journal-11607	138	29	–	–	PUNCT
american_scientific_journal-11607	138	30	network	network	NOUN
american_scientific_journal-11607	138	31	engineers	engineer	NOUN
american_scientific_journal-11607	138	32	can	can	AUX
american_scientific_journal-11607	138	33	see	see	VERB
american_scientific_journal-11607	138	34	which	which	DET
american_scientific_journal-11607	138	35	factors	factor	NOUN
american_scientific_journal-11607	138	36	(	(	PUNCT
american_scientific_journal-11607	138	37	e.g.	e.g.	ADV
american_scientific_journal-11607	138	38	high	high	ADJ
american_scientific_journal-11607	138	39	temperature	temperature	NOUN
american_scientific_journal-11607	138	40	,	,	PUNCT
american_scientific_journal-11607	138	41	increasing	increase	VERB
american_scientific_journal-11607	138	42	error	error	NOUN
american_scientific_journal-11607	138	43	rates	rate	NOUN
american_scientific_journal-11607	138	44	)	)	PUNCT
american_scientific_journal-11607	138	45	led	lead	VERB
american_scientific_journal-11607	138	46	to	to	ADP
american_scientific_journal-11607	138	47	the	the	DET
american_scientific_journal-11607	138	48	predicted	predict	VERB
american_scientific_journal-11607	138	49	failure	failure	NOUN
american_scientific_journal-11607	138	50	.	.	PUNCT
american_scientific_journal-11607	139	1	more	more	ADJ
american_scientific_journal-11607	139	2	complex	complex	ADJ
american_scientific_journal-11607	139	3	models	model	NOUN
american_scientific_journal-11607	139	4	american	american	ADJ
american_scientific_journal-11607	139	5	academic	academic	ADJ
american_scientific_journal-11607	139	6	scientific	scientific	ADJ
american_scientific_journal-11607	139	7	research	research	NOUN
american_scientific_journal-11607	139	8	journal	journal	NOUN
american_scientific_journal-11607	139	9	for	for	ADP
american_scientific_journal-11607	139	10	engineering	engineering	NOUN
american_scientific_journal-11607	139	11	,	,	PUNCT
american_scientific_journal-11607	139	12	technology	technology	NOUN
american_scientific_journal-11607	139	13	,	,	PUNCT
american_scientific_journal-11607	139	14	and	and	CCONJ
american_scientific_journal-11607	139	15	sciences	science	NOUN
american_scientific_journal-11607	139	16	(	(	PUNCT
american_scientific_journal-11607	139	17	asrjets	asrjet	NOUN
american_scientific_journal-11607	139	18	)	)	PUNCT
american_scientific_journal-11607	139	19	volume	volume	NOUN
american_scientific_journal-11607	139	20	101	101	NUM
american_scientific_journal-11607	139	21	,	,	PUNCT
american_scientific_journal-11607	139	22	no	no	DET
american_scientific_journal-11607	139	23	1	1	NUM
american_scientific_journal-11607	139	24	,	,	PUNCT
american_scientific_journal-11607	139	25	pp	pp	ADV
american_scientific_journal-11607	139	26	335	335	NUM
american_scientific_journal-11607	139	27	-	-	SYM
american_scientific_journal-11607	139	28	348	348	NUM
american_scientific_journal-11607	139	29	343	343	NUM
american_scientific_journal-11607	139	30	(	(	PUNCT
american_scientific_journal-11607	139	31	neural	neural	ADJ
american_scientific_journal-11607	139	32	networks	network	NOUN
american_scientific_journal-11607	139	33	)	)	PUNCT
american_scientific_journal-11607	139	34	might	might	AUX
american_scientific_journal-11607	139	35	capture	capture	VERB
american_scientific_journal-11607	139	36	nonlinear	nonlinear	ADJ
american_scientific_journal-11607	139	37	interactions	interaction	NOUN
american_scientific_journal-11607	139	38	better	well	ADV
american_scientific_journal-11607	139	39	,	,	PUNCT
american_scientific_journal-11607	139	40	albeit	albeit	SCONJ
american_scientific_journal-11607	139	41	at	at	ADP
american_scientific_journal-11607	139	42	the	the	DET
american_scientific_journal-11607	139	43	cost	cost	NOUN
american_scientific_journal-11607	139	44	of	of	ADP
american_scientific_journal-11607	139	45	interpretability	interpretability	NOUN
american_scientific_journal-11607	139	46	.	.	PUNCT
american_scientific_journal-11607	140	1	an	an	DET
american_scientific_journal-11607	140	2	emerging	emerge	VERB
american_scientific_journal-11607	140	3	best	good	ADJ
american_scientific_journal-11607	140	4	practice	practice	NOUN
american_scientific_journal-11607	140	5	is	be	AUX
american_scientific_journal-11607	140	6	to	to	PART
american_scientific_journal-11607	140	7	use	use	VERB
american_scientific_journal-11607	140	8	ensemble	ensemble	ADJ
american_scientific_journal-11607	140	9	methods	method	NOUN
american_scientific_journal-11607	140	10	–	–	PUNCT
american_scientific_journal-11607	140	11	combining	combine	VERB
american_scientific_journal-11607	140	12	multiple	multiple	ADJ
american_scientific_journal-11607	140	13	models	model	NOUN
american_scientific_journal-11607	140	14	to	to	PART
american_scientific_journal-11607	140	15	improve	improve	VERB
american_scientific_journal-11607	140	16	robustness	robustness	NOUN
american_scientific_journal-11607	140	17	.	.	PUNCT
american_scientific_journal-11607	141	1	for	for	ADP
american_scientific_journal-11607	141	2	instance	instance	NOUN
american_scientific_journal-11607	141	3	,	,	PUNCT
american_scientific_journal-11607	141	4	one	one	NUM
american_scientific_journal-11607	141	5	system	system	NOUN
american_scientific_journal-11607	141	6	might	might	AUX
american_scientific_journal-11607	141	7	use	use	VERB
american_scientific_journal-11607	141	8	a	a	DET
american_scientific_journal-11607	141	9	combination	combination	NOUN
american_scientific_journal-11607	141	10	of	of	ADP
american_scientific_journal-11607	141	11	a	a	DET
american_scientific_journal-11607	141	12	statistical	statistical	ADJ
american_scientific_journal-11607	141	13	forecast	forecast	NOUN
american_scientific_journal-11607	141	14	(	(	PUNCT
american_scientific_journal-11607	141	15	to	to	PART
american_scientific_journal-11607	141	16	predict	predict	VERB
american_scientific_journal-11607	141	17	metric	metric	ADJ
american_scientific_journal-11607	141	18	trends	trend	NOUN
american_scientific_journal-11607	141	19	)	)	PUNCT
american_scientific_journal-11607	141	20	and	and	CCONJ
american_scientific_journal-11607	141	21	a	a	DET
american_scientific_journal-11607	141	22	classification	classification	NOUN
american_scientific_journal-11607	141	23	model	model	NOUN
american_scientific_journal-11607	141	24	(	(	PUNCT
american_scientific_journal-11607	141	25	to	to	PART
american_scientific_journal-11607	141	26	assess	assess	VERB
american_scientific_journal-11607	141	27	failure	failure	NOUN
american_scientific_journal-11607	141	28	likelihood	likelihood	NOUN
american_scientific_journal-11607	141	29	given	give	VERB
american_scientific_journal-11607	141	30	current	current	ADJ
american_scientific_journal-11607	141	31	conditions	condition	NOUN
american_scientific_journal-11607	141	32	)	)	PUNCT
american_scientific_journal-11607	141	33	,	,	PUNCT
american_scientific_journal-11607	141	34	cross	cross	ADJ
american_scientific_journal-11607	141	35	-	-	ADJ
american_scientific_journal-11607	141	36	verifying	verify	VERB
american_scientific_journal-11607	141	37	the	the	DET
american_scientific_journal-11607	141	38	outputs	output	NOUN
american_scientific_journal-11607	141	39	.	.	PUNCT
american_scientific_journal-11607	142	1	the	the	DET
american_scientific_journal-11607	142	2	literature	literature	NOUN
american_scientific_journal-11607	142	3	also	also	ADV
american_scientific_journal-11607	142	4	emphasizes	emphasize	VERB
american_scientific_journal-11607	142	5	the	the	DET
american_scientific_journal-11607	142	6	role	role	NOUN
american_scientific_journal-11607	142	7	of	of	ADP
american_scientific_journal-11607	142	8	anomaly	anomaly	NOUN
american_scientific_journal-11607	142	9	detection	detection	NOUN
american_scientific_journal-11607	142	10	as	as	ADP
american_scientific_journal-11607	142	11	a	a	DET
american_scientific_journal-11607	142	12	precursor	precursor	NOUN
american_scientific_journal-11607	142	13	to	to	ADP
american_scientific_journal-11607	142	14	maintenance	maintenance	NOUN
american_scientific_journal-11607	142	15	:	:	PUNCT
american_scientific_journal-11607	142	16	often	often	ADV
american_scientific_journal-11607	142	17	,	,	PUNCT
american_scientific_journal-11607	142	18	the	the	DET
american_scientific_journal-11607	142	19	same	same	ADJ
american_scientific_journal-11607	142	20	anomaly	anomaly	NOUN
american_scientific_journal-11607	142	21	detection	detection	NOUN
american_scientific_journal-11607	142	22	discussed	discuss	VERB
american_scientific_journal-11607	142	23	in	in	ADP
american_scientific_journal-11607	142	24	the	the	DET
american_scientific_journal-11607	142	25	monitoring	monitoring	NOUN
american_scientific_journal-11607	142	26	section	section	NOUN
american_scientific_journal-11607	142	27	serves	serve	VERB
american_scientific_journal-11607	142	28	to	to	ADP
american_scientific_journal-11607	142	29	trigger	trigger	NOUN
american_scientific_journal-11607	142	30	maintenance	maintenance	NOUN
american_scientific_journal-11607	142	31	workflows	workflow	NOUN
american_scientific_journal-11607	142	32	.	.	PUNCT
american_scientific_journal-11607	143	1	a	a	DET
american_scientific_journal-11607	143	2	detected	detect	VERB
american_scientific_journal-11607	143	3	anomaly	anomaly	NOUN
american_scientific_journal-11607	143	4	might	might	AUX
american_scientific_journal-11607	143	5	not	not	PART
american_scientific_journal-11607	143	6	be	be	AUX
american_scientific_journal-11607	143	7	an	an	DET
american_scientific_journal-11607	143	8	immediate	immediate	ADJ
american_scientific_journal-11607	143	9	incident	incident	NOUN
american_scientific_journal-11607	143	10	but	but	CCONJ
american_scientific_journal-11607	143	11	could	could	AUX
american_scientific_journal-11607	143	12	indicate	indicate	VERB
american_scientific_journal-11607	143	13	something	something	PRON
american_scientific_journal-11607	143	14	drifting	drift	VERB
american_scientific_journal-11607	143	15	out	out	ADP
american_scientific_journal-11607	143	16	of	of	ADP
american_scientific_journal-11607	143	17	spec	spec	NOUN
american_scientific_journal-11607	143	18	,	,	PUNCT
american_scientific_journal-11607	143	19	prompting	prompt	VERB
american_scientific_journal-11607	143	20	a	a	DET
american_scientific_journal-11607	143	21	preventative	preventative	ADJ
american_scientific_journal-11607	143	22	fix	fix	NOUN
american_scientific_journal-11607	143	23	.	.	PUNCT
american_scientific_journal-11607	144	1	crucially	crucially	ADV
american_scientific_journal-11607	144	2	,	,	PUNCT
american_scientific_journal-11607	144	3	industry	industry	NOUN
american_scientific_journal-11607	144	4	case	case	NOUN
american_scientific_journal-11607	144	5	studies	study	NOUN
american_scientific_journal-11607	144	6	have	have	AUX
american_scientific_journal-11607	144	7	quantified	quantify	VERB
american_scientific_journal-11607	144	8	the	the	DET
american_scientific_journal-11607	144	9	benefits	benefit	NOUN
american_scientific_journal-11607	144	10	of	of	ADP
american_scientific_journal-11607	144	11	ai	ai	ADJ
american_scientific_journal-11607	144	12	-	-	PUNCT
american_scientific_journal-11607	144	13	driven	drive	VERB
american_scientific_journal-11607	144	14	maintenance	maintenance	NOUN
american_scientific_journal-11607	144	15	.	.	PUNCT
american_scientific_journal-11607	145	1	according	accord	VERB
american_scientific_journal-11607	145	2	to	to	ADP
american_scientific_journal-11607	145	3	a	a	DET
american_scientific_journal-11607	145	4	2022	2022	NUM
american_scientific_journal-11607	145	5	mckinsey	mckinsey	NOUN
american_scientific_journal-11607	145	6	study	study	NOUN
american_scientific_journal-11607	145	7	,	,	PUNCT
american_scientific_journal-11607	145	8	ai	ai	NOUN
american_scientific_journal-11607	145	9	-	-	PUNCT
american_scientific_journal-11607	145	10	based	base	VERB
american_scientific_journal-11607	145	11	network	network	NOUN
american_scientific_journal-11607	145	12	optimization	optimization	NOUN
american_scientific_journal-11607	145	13	and	and	CCONJ
american_scientific_journal-11607	145	14	predictive	predictive	ADJ
american_scientific_journal-11607	145	15	maintenance	maintenance	NOUN
american_scientific_journal-11607	145	16	together	together	ADV
american_scientific_journal-11607	145	17	could	could	AUX
american_scientific_journal-11607	145	18	cut	cut	VERB
american_scientific_journal-11607	145	19	telecom	telecom	NOUN
american_scientific_journal-11607	145	20	operating	operating	NOUN
american_scientific_journal-11607	145	21	expenses	expense	NOUN
american_scientific_journal-11607	145	22	by	by	ADP
american_scientific_journal-11607	145	23	as	as	ADV
american_scientific_journal-11607	145	24	much	much	ADJ
american_scientific_journal-11607	145	25	as	as	ADP
american_scientific_journal-11607	145	26	20	20	NUM
american_scientific_journal-11607	145	27	%	%	NOUN
american_scientific_journal-11607	145	28	[	[	X
american_scientific_journal-11607	145	29	8	8	NUM
american_scientific_journal-11607	145	30	]	]	PUNCT
american_scientific_journal-11607	145	31	.	.	PUNCT
american_scientific_journal-11607	146	1	likewise	likewise	ADV
american_scientific_journal-11607	146	2	,	,	PUNCT
american_scientific_journal-11607	146	3	a	a	DET
american_scientific_journal-11607	146	4	deloitte	deloitte	PROPN
american_scientific_journal-11607	146	5	2023	2023	NUM
american_scientific_journal-11607	146	6	survey	survey	NOUN
american_scientific_journal-11607	146	7	found	find	VERB
american_scientific_journal-11607	146	8	that	that	SCONJ
american_scientific_journal-11607	146	9	incorporating	incorporate	VERB
american_scientific_journal-11607	146	10	predictive	predictive	ADJ
american_scientific_journal-11607	146	11	maintenance	maintenance	NOUN
american_scientific_journal-11607	146	12	reduced	reduce	VERB
american_scientific_journal-11607	146	13	unplanned	unplanned	ADJ
american_scientific_journal-11607	146	14	downtime	downtime	NOUN
american_scientific_journal-11607	146	15	in	in	ADP
american_scientific_journal-11607	146	16	telecom	telecom	NOUN
american_scientific_journal-11607	146	17	networks	network	NOUN
american_scientific_journal-11607	146	18	by	by	ADP
american_scientific_journal-11607	146	19	up	up	ADP
american_scientific_journal-11607	146	20	to	to	PART
american_scientific_journal-11607	146	21	25	25	NUM
american_scientific_journal-11607	146	22	%	%	NOUN
american_scientific_journal-11607	146	23	[	[	X
american_scientific_journal-11607	146	24	8	8	NUM
american_scientific_journal-11607	146	25	]	]	PUNCT
american_scientific_journal-11607	146	26	.	.	PUNCT
american_scientific_journal-11607	147	1	these	these	PRON
american_scientific_journal-11607	147	2	are	be	AUX
american_scientific_journal-11607	147	3	substantial	substantial	ADJ
american_scientific_journal-11607	147	4	improvements	improvement	NOUN
american_scientific_journal-11607	147	5	over	over	ADP
american_scientific_journal-11607	147	6	traditional	traditional	ADJ
american_scientific_journal-11607	147	7	approaches	approach	NOUN
american_scientific_journal-11607	147	8	.	.	PUNCT
american_scientific_journal-11607	148	1	table	table	NOUN
american_scientific_journal-11607	148	2	2	2	NUM
american_scientific_journal-11607	148	3	compiles	compile	NOUN
american_scientific_journal-11607	148	4	several	several	ADJ
american_scientific_journal-11607	148	5	reported	report	VERB
american_scientific_journal-11607	148	6	outcomes	outcome	NOUN
american_scientific_journal-11607	148	7	from	from	ADP
american_scientific_journal-11607	148	8	real	real	ADJ
american_scientific_journal-11607	148	9	-	-	PUNCT
american_scientific_journal-11607	148	10	world	world	NOUN
american_scientific_journal-11607	148	11	deployments	deployment	NOUN
american_scientific_journal-11607	148	12	of	of	ADP
american_scientific_journal-11607	148	13	ai	ai	VERB
american_scientific_journal-11607	148	14	in	in	ADP
american_scientific_journal-11607	148	15	network	network	NOUN
american_scientific_journal-11607	148	16	maintenance	maintenance	NOUN
american_scientific_journal-11607	148	17	,	,	PUNCT
american_scientific_journal-11607	148	18	highlighting	highlight	VERB
american_scientific_journal-11607	148	19	the	the	DET
american_scientific_journal-11607	148	20	impact	impact	NOUN
american_scientific_journal-11607	148	21	on	on	ADP
american_scientific_journal-11607	148	22	downtime	downtime	NOUN
american_scientific_journal-11607	148	23	and	and	CCONJ
american_scientific_journal-11607	148	24	costs	cost	NOUN
american_scientific_journal-11607	148	25	.	.	PUNCT
american_scientific_journal-11607	149	1	table	table	NOUN
american_scientific_journal-11607	149	2	2	2	NUM
american_scientific_journal-11607	149	3	:	:	PUNCT
american_scientific_journal-11607	149	4	examples	example	NOUN
american_scientific_journal-11607	149	5	of	of	ADP
american_scientific_journal-11607	149	6	ai	ai	ADJ
american_scientific_journal-11607	149	7	-	-	PUNCT
american_scientific_journal-11607	149	8	driven	drive	VERB
american_scientific_journal-11607	149	9	network	network	NOUN
american_scientific_journal-11607	149	10	maintenance	maintenance	NOUN
american_scientific_journal-11607	149	11	outcomes	outcome	NOUN
american_scientific_journal-11607	149	12	.	.	PUNCT
american_scientific_journal-11607	150	1	organization	organization	NOUN
american_scientific_journal-11607	150	2	/	/	SYM
american_scientific_journal-11607	150	3	network	network	PROPN
american_scientific_journal-11607	150	4	ai	ai	VERB
american_scientific_journal-11607	150	5	maintenance	maintenance	NOUN
american_scientific_journal-11607	150	6	approach	approach	NOUN
american_scientific_journal-11607	150	7	outcomes	outcome	NOUN
american_scientific_journal-11607	150	8	source	source	VERB
american_scientific_journal-11607	150	9	major	major	ADJ
american_scientific_journal-11607	150	10	telecom	telecom	NOUN
american_scientific_journal-11607	150	11	operator	operator	NOUN
american_scientific_journal-11607	150	12	(	(	PUNCT
american_scientific_journal-11607	150	13	global	global	ADJ
american_scientific_journal-11607	150	14	)	)	PUNCT
american_scientific_journal-11607	150	15	predictive	predictive	ADJ
american_scientific_journal-11607	150	16	analytics	analytic	NOUN
american_scientific_journal-11607	150	17	on	on	ADP
american_scientific_journal-11607	150	18	network	network	NOUN
american_scientific_journal-11607	150	19	infrastructure	infrastructure	NOUN
american_scientific_journal-11607	150	20	(	(	PUNCT
american_scientific_journal-11607	150	21	trained	train	VERB
american_scientific_journal-11607	150	22	on	on	ADP
american_scientific_journal-11607	150	23	historical	historical	ADJ
american_scientific_journal-11607	150	24	fault	fault	NOUN
american_scientific_journal-11607	150	25	/	/	SYM
american_scientific_journal-11607	150	26	event	event	NOUN
american_scientific_journal-11607	150	27	data	datum	NOUN
american_scientific_journal-11607	150	28	)	)	PUNCT
american_scientific_journal-11607	150	29	.	.	PUNCT
american_scientific_journal-11607	151	1	up	up	ADP
american_scientific_journal-11607	151	2	to	to	PART
american_scientific_journal-11607	151	3	20	20	NUM
american_scientific_journal-11607	151	4	%	%	NOUN
american_scientific_journal-11607	151	5	reduction	reduction	NOUN
american_scientific_journal-11607	151	6	in	in	ADP
american_scientific_journal-11607	151	7	overall	overall	ADJ
american_scientific_journal-11607	151	8	network	network	NOUN
american_scientific_journal-11607	151	9	opex	opex	NOUN
american_scientific_journal-11607	151	10	(	(	PUNCT
american_scientific_journal-11607	151	11	operating	operating	NOUN
american_scientific_journal-11607	151	12	cost	cost	NOUN
american_scientific_journal-11607	151	13	)	)	PUNCT
american_scientific_journal-11607	151	14	through	through	ADP
american_scientific_journal-11607	151	15	optimized	optimize	VERB
american_scientific_journal-11607	151	16	maintenance	maintenance	NOUN
american_scientific_journal-11607	151	17	and	and	CCONJ
american_scientific_journal-11607	151	18	network	network	NOUN
american_scientific_journal-11607	151	19	optimization	optimization	NOUN
american_scientific_journal-11607	151	20	.	.	PUNCT
american_scientific_journal-11607	152	1	[	[	X
american_scientific_journal-11607	152	2	8	8	NUM
american_scientific_journal-11607	152	3	]	]	X
american_scientific_journal-11607	152	4	u.s	u.s	PROPN
american_scientific_journal-11607	152	5	.	.	PROPN
american_scientific_journal-11607	152	6	telecoms	telecom	NOUN
american_scientific_journal-11607	152	7	(	(	PUNCT
american_scientific_journal-11607	152	8	aggregate	aggregate	ADJ
american_scientific_journal-11607	152	9	survey	survey	NOUN
american_scientific_journal-11607	152	10	)	)	PUNCT
american_scientific_journal-11607	152	11	various	various	ADJ
american_scientific_journal-11607	152	12	ai	ai	ADJ
american_scientific_journal-11607	152	13	-	-	PUNCT
american_scientific_journal-11607	152	14	driven	drive	VERB
american_scientific_journal-11607	152	15	maintenance	maintenance	NOUN
american_scientific_journal-11607	152	16	tools	tool	NOUN
american_scientific_journal-11607	152	17	(	(	PUNCT
american_scientific_journal-11607	152	18	failure	failure	NOUN
american_scientific_journal-11607	152	19	prediction	prediction	NOUN
american_scientific_journal-11607	152	20	models	model	NOUN
american_scientific_journal-11607	152	21	,	,	PUNCT
american_scientific_journal-11607	152	22	etc	etc	X
american_scientific_journal-11607	152	23	.	.	X
american_scientific_journal-11607	152	24	)	)	PUNCT
american_scientific_journal-11607	152	25	.	.	PUNCT
american_scientific_journal-11607	153	1	up	up	ADP
american_scientific_journal-11607	153	2	to	to	PART
american_scientific_journal-11607	153	3	25	25	NUM
american_scientific_journal-11607	153	4	%	%	NOUN
american_scientific_journal-11607	153	5	reduction	reduction	NOUN
american_scientific_journal-11607	153	6	in	in	ADP
american_scientific_journal-11607	153	7	unplanned	unplanned	ADJ
american_scientific_journal-11607	153	8	downtime	downtime	NOUN
american_scientific_journal-11607	153	9	,	,	PUNCT
american_scientific_journal-11607	153	10	leading	lead	VERB
american_scientific_journal-11607	153	11	to	to	ADP
american_scientific_journal-11607	153	12	higher	high	ADJ
american_scientific_journal-11607	153	13	customer	customer	NOUN
american_scientific_journal-11607	153	14	satisfaction	satisfaction	NOUN
american_scientific_journal-11607	153	15	and	and	CCONJ
american_scientific_journal-11607	153	16	lower	low	ADJ
american_scientific_journal-11607	153	17	repair	repair	NOUN
american_scientific_journal-11607	153	18	costs	cost	NOUN
american_scientific_journal-11607	153	19	.	.	PUNCT
american_scientific_journal-11607	154	1	[	[	X
american_scientific_journal-11607	154	2	8	8	NUM
american_scientific_journal-11607	154	3	]	]	X
american_scientific_journal-11607	154	4	deutsche	deutsche	X
american_scientific_journal-11607	154	5	telekom	telekom	NOUN
american_scientific_journal-11607	154	6	(	(	PUNCT
american_scientific_journal-11607	154	7	germany	germany	PROPN
american_scientific_journal-11607	154	8	)	)	PUNCT
american_scientific_journal-11607	154	9	ran	run	VERB
american_scientific_journal-11607	154	10	intelligent	intelligent	ADJ
american_scientific_journal-11607	154	11	controller	controller	NOUN
american_scientific_journal-11607	154	12	(	(	PUNCT
american_scientific_journal-11607	154	13	ric	ric	PROPN
american_scientific_journal-11607	154	14	)	)	PUNCT
american_scientific_journal-11607	154	15	with	with	ADP
american_scientific_journal-11607	154	16	predictive	predictive	ADJ
american_scientific_journal-11607	154	17	ai	ai	PROPN
american_scientific_journal-11607	154	18	algorithms	algorithm	NOUN
american_scientific_journal-11607	154	19	for	for	ADP
american_scientific_journal-11607	154	20	mobile	mobile	ADJ
american_scientific_journal-11607	154	21	network	network	NOUN
american_scientific_journal-11607	154	22	.	.	PUNCT
american_scientific_journal-11607	155	1	30	30	NUM
american_scientific_journal-11607	155	2	%	%	NOUN
american_scientific_journal-11607	155	3	reduction	reduction	NOUN
american_scientific_journal-11607	155	4	in	in	ADP
american_scientific_journal-11607	155	5	network	network	NOUN
american_scientific_journal-11607	155	6	downtime	downtime	NOUN
american_scientific_journal-11607	155	7	;	;	PUNCT
american_scientific_journal-11607	155	8	25	25	NUM
american_scientific_journal-11607	155	9	%	%	NOUN
american_scientific_journal-11607	155	10	cut	cut	NOUN
american_scientific_journal-11607	155	11	in	in	ADP
american_scientific_journal-11607	155	12	maintenance	maintenance	NOUN
american_scientific_journal-11607	155	13	costs	cost	NOUN
american_scientific_journal-11607	155	14	by	by	ADP
american_scientific_journal-11607	155	15	anticipating	anticipate	VERB
american_scientific_journal-11607	155	16	failures	failure	NOUN
american_scientific_journal-11607	155	17	and	and	CCONJ
american_scientific_journal-11607	155	18	addressing	address	VERB
american_scientific_journal-11607	155	19	them	they	PRON
american_scientific_journal-11607	155	20	preemptively	preemptively	ADV
american_scientific_journal-11607	155	21	[	[	X
american_scientific_journal-11607	155	22	1	1	NUM
american_scientific_journal-11607	155	23	]	]	PUNCT
american_scientific_journal-11607	155	24	.	.	PUNCT
american_scientific_journal-11607	156	1	ais	ais	PROPN
american_scientific_journal-11607	156	2	(	(	PUNCT
american_scientific_journal-11607	156	3	thailand	thailand	PROPN
american_scientific_journal-11607	156	4	)	)	PUNCT
american_scientific_journal-11607	156	5	–	–	PUNCT
american_scientific_journal-11607	156	6	broadband	broadband	NOUN
american_scientific_journal-11607	156	7	ai	ai	ADJ
american_scientific_journal-11607	156	8	-	-	PUNCT
american_scientific_journal-11607	156	9	driven	drive	VERB
american_scientific_journal-11607	156	10	analytics	analytic	NOUN
american_scientific_journal-11607	156	11	for	for	ADP
american_scientific_journal-11607	156	12	fixed	fix	VERB
american_scientific_journal-11607	156	13	network	network	NOUN
american_scientific_journal-11607	156	14	performance	performance	NOUN
american_scientific_journal-11607	156	15	(	(	PUNCT
american_scientific_journal-11607	156	16	predictive	predictive	ADJ
american_scientific_journal-11607	156	17	maintenance	maintenance	NOUN
american_scientific_journal-11607	156	18	on	on	ADP
american_scientific_journal-11607	156	19	fiber	fiber	NOUN
american_scientific_journal-11607	156	20	and	and	CCONJ
american_scientific_journal-11607	156	21	equipment	equipment	NOUN
american_scientific_journal-11607	156	22	)	)	PUNCT
american_scientific_journal-11607	156	23	.	.	PUNCT
american_scientific_journal-11607	157	1	marked	mark	VERB
american_scientific_journal-11607	157	2	improvement	improvement	NOUN
american_scientific_journal-11607	157	3	in	in	ADP
american_scientific_journal-11607	157	4	service	service	NOUN
american_scientific_journal-11607	157	5	reliability	reliability	NOUN
american_scientific_journal-11607	157	6	;	;	PUNCT
american_scientific_journal-11607	157	7	proactive	proactive	ADJ
american_scientific_journal-11607	157	8	fixes	fix	NOUN
american_scientific_journal-11607	157	9	ensure	ensure	VERB
american_scientific_journal-11607	157	10	near	near	ADP
american_scientific_journal-11607	157	11	zero	zero	NUM
american_scientific_journal-11607	157	12	downtime	downtime	NOUN
american_scientific_journal-11607	157	13	for	for	ADP
american_scientific_journal-11607	157	14	customers	customer	NOUN
american_scientific_journal-11607	157	15	[	[	X
american_scientific_journal-11607	157	16	2	2	NUM
american_scientific_journal-11607	157	17	]	]	PUNCT
american_scientific_journal-11607	157	18	.	.	PUNCT
american_scientific_journal-11607	158	1	large	large	ADJ
american_scientific_journal-11607	158	2	data	datum	NOUN
american_scientific_journal-11607	158	3	center	center	NOUN
american_scientific_journal-11607	158	4	network	network	NOUN
american_scientific_journal-11607	158	5	ml	ml	NOUN
american_scientific_journal-11607	158	6	models	model	NOUN
american_scientific_journal-11607	158	7	monitoring	monitor	VERB
american_scientific_journal-11607	158	8	hardware	hardware	NOUN
american_scientific_journal-11607	158	9	sensor	sensor	NOUN
american_scientific_journal-11607	158	10	data	datum	NOUN
american_scientific_journal-11607	158	11	(	(	PUNCT
american_scientific_journal-11607	158	12	temperatures	temperature	NOUN
american_scientific_journal-11607	158	13	,	,	PUNCT
american_scientific_journal-11607	158	14	fan	fan	NOUN
american_scientific_journal-11607	158	15	speeds	speed	NOUN
american_scientific_journal-11607	158	16	,	,	PUNCT
american_scientific_journal-11607	158	17	error	error	NOUN
american_scientific_journal-11607	158	18	rates	rate	NOUN
american_scientific_journal-11607	158	19	)	)	PUNCT
american_scientific_journal-11607	158	20	for	for	ADP
american_scientific_journal-11607	158	21	predictive	predictive	ADJ
american_scientific_journal-11607	158	22	alerts	alert	NOUN
american_scientific_journal-11607	158	23	.	.	PUNCT
american_scientific_journal-11607	159	1	reduced	reduce	VERB
american_scientific_journal-11607	159	2	catastrophic	catastrophic	ADJ
american_scientific_journal-11607	159	3	equipment	equipment	NOUN
american_scientific_journal-11607	159	4	failures	failure	NOUN
american_scientific_journal-11607	159	5	by	by	ADP
american_scientific_journal-11607	159	6	~40	~40	ADJ
american_scientific_journal-11607	159	7	%	%	NOUN
american_scientific_journal-11607	159	8	,	,	PUNCT
american_scientific_journal-11607	159	9	by	by	ADP
american_scientific_journal-11607	159	10	replacing	replace	VERB
american_scientific_journal-11607	159	11	components	component	NOUN
american_scientific_journal-11607	159	12	at	at	ADP
american_scientific_journal-11607	159	13	-	-	PUNCT
american_scientific_journal-11607	159	14	risk	risk	NOUN
american_scientific_journal-11607	159	15	before	before	SCONJ
american_scientific_journal-11607	159	16	they	they	PRON
american_scientific_journal-11607	159	17	actually	actually	ADV
american_scientific_journal-11607	159	18	fail	fail	VERB
american_scientific_journal-11607	159	19	(	(	PUNCT
american_scientific_journal-11607	159	20	internal	internal	ADJ
american_scientific_journal-11607	159	21	kpi	kpi	PROPN
american_scientific_journal-11607	159	22	report	report	NOUN
american_scientific_journal-11607	159	23	)	)	PUNCT
american_scientific_journal-11607	159	24	.	.	PUNCT
american_scientific_journal-11607	160	1	we	we	PRON
american_scientific_journal-11607	160	2	see	see	VERB
american_scientific_journal-11607	160	3	across	across	ADP
american_scientific_journal-11607	160	4	multiple	multiple	ADJ
american_scientific_journal-11607	160	5	cases	case	NOUN
american_scientific_journal-11607	160	6	that	that	PRON
american_scientific_journal-11607	160	7	ai	ai	VERB
american_scientific_journal-11607	160	8	methodologies	methodology	NOUN
american_scientific_journal-11607	160	9	consistently	consistently	ADV
american_scientific_journal-11607	160	10	drive	drive	VERB
american_scientific_journal-11607	160	11	down	down	ADP
american_scientific_journal-11607	160	12	downtime	downtime	NOUN
american_scientific_journal-11607	160	13	and	and	CCONJ
american_scientific_journal-11607	160	14	maintenance	maintenance	NOUN
american_scientific_journal-11607	160	15	american	american	ADJ
american_scientific_journal-11607	160	16	academic	academic	ADJ
american_scientific_journal-11607	160	17	scientific	scientific	ADJ
american_scientific_journal-11607	160	18	research	research	NOUN
american_scientific_journal-11607	160	19	journal	journal	NOUN
american_scientific_journal-11607	160	20	for	for	ADP
american_scientific_journal-11607	160	21	engineering	engineering	NOUN
american_scientific_journal-11607	160	22	,	,	PUNCT
american_scientific_journal-11607	160	23	technology	technology	NOUN
american_scientific_journal-11607	160	24	,	,	PUNCT
american_scientific_journal-11607	160	25	and	and	CCONJ
american_scientific_journal-11607	160	26	sciences	science	NOUN
american_scientific_journal-11607	160	27	(	(	PUNCT
american_scientific_journal-11607	160	28	asrjets	asrjet	NOUN
american_scientific_journal-11607	160	29	)	)	PUNCT
american_scientific_journal-11607	160	30	volume	volume	NOUN
american_scientific_journal-11607	160	31	101	101	NUM
american_scientific_journal-11607	160	32	,	,	PUNCT
american_scientific_journal-11607	160	33	no	no	DET
american_scientific_journal-11607	160	34	1	1	NUM
american_scientific_journal-11607	160	35	,	,	PUNCT
american_scientific_journal-11607	160	36	pp	pp	ADV
american_scientific_journal-11607	160	37	335	335	NUM
american_scientific_journal-11607	160	38	-	-	SYM
american_scientific_journal-11607	160	39	348	348	NUM
american_scientific_journal-11607	160	40	344	344	NUM
american_scientific_journal-11607	160	41	expenses	expense	NOUN
american_scientific_journal-11607	160	42	.	.	PUNCT
american_scientific_journal-11607	161	1	for	for	ADP
american_scientific_journal-11607	161	2	instance	instance	NOUN
american_scientific_journal-11607	161	3	,	,	PUNCT
american_scientific_journal-11607	161	4	deutsche	deutsche	PROPN
american_scientific_journal-11607	161	5	telekom	telekom	NOUN
american_scientific_journal-11607	161	6	’s	’s	PART
american_scientific_journal-11607	161	7	adoption	adoption	NOUN
american_scientific_journal-11607	161	8	of	of	ADP
american_scientific_journal-11607	161	9	an	an	DET
american_scientific_journal-11607	161	10	ai	ai	NOUN
american_scientific_journal-11607	161	11	-	-	PUNCT
american_scientific_journal-11607	161	12	powered	power	VERB
american_scientific_journal-11607	161	13	ric	ric	NOUN
american_scientific_journal-11607	161	14	for	for	ADP
american_scientific_journal-11607	161	15	its	its	PRON
american_scientific_journal-11607	161	16	mobile	mobile	ADJ
american_scientific_journal-11607	161	17	network	network	NOUN
american_scientific_journal-11607	161	18	is	be	AUX
american_scientific_journal-11607	161	19	reported	report	VERB
american_scientific_journal-11607	161	20	to	to	PART
american_scientific_journal-11607	161	21	have	have	VERB
american_scientific_journal-11607	161	22	significantly	significantly	ADV
american_scientific_journal-11607	161	23	improved	improve	VERB
american_scientific_journal-11607	161	24	reliability	reliability	NOUN
american_scientific_journal-11607	161	25	[	[	X
american_scientific_journal-11607	161	26	1	1	NUM
american_scientific_journal-11607	161	27	]	]	PUNCT
american_scientific_journal-11607	161	28	.	.	PUNCT
american_scientific_journal-11607	162	1	these	these	DET
american_scientific_journal-11607	162	2	results	result	NOUN
american_scientific_journal-11607	162	3	validate	validate	VERB
american_scientific_journal-11607	162	4	the	the	DET
american_scientific_journal-11607	162	5	practical	practical	ADJ
american_scientific_journal-11607	162	6	significance	significance	NOUN
american_scientific_journal-11607	162	7	of	of	ADP
american_scientific_journal-11607	162	8	ai	ai	NOUN
american_scientific_journal-11607	162	9	in	in	ADP
american_scientific_journal-11607	162	10	maintenance	maintenance	NOUN
american_scientific_journal-11607	162	11	–	–	PUNCT
american_scientific_journal-11607	162	12	not	not	PART
american_scientific_journal-11607	162	13	only	only	ADV
american_scientific_journal-11607	162	14	as	as	ADP
american_scientific_journal-11607	162	15	experimental	experimental	ADJ
american_scientific_journal-11607	162	16	systems	system	NOUN
american_scientific_journal-11607	162	17	but	but	CCONJ
american_scientific_journal-11607	162	18	as	as	ADP
american_scientific_journal-11607	162	19	operational	operational	ADJ
american_scientific_journal-11607	162	20	tools	tool	NOUN
american_scientific_journal-11607	162	21	saving	save	VERB
american_scientific_journal-11607	162	22	real	real	ADJ
american_scientific_journal-11607	162	23	money	money	NOUN
american_scientific_journal-11607	162	24	and	and	CCONJ
american_scientific_journal-11607	162	25	ensuring	ensure	VERB
american_scientific_journal-11607	162	26	uptime	uptime	NOUN
american_scientific_journal-11607	162	27	.	.	PUNCT
american_scientific_journal-11607	163	1	notably	notably	ADV
american_scientific_journal-11607	163	2	,	,	PUNCT
american_scientific_journal-11607	163	3	the	the	DET
american_scientific_journal-11607	163	4	ric	ric	PROPN
american_scientific_journal-11607	163	5	example	example	NOUN
american_scientific_journal-11607	163	6	is	be	AUX
american_scientific_journal-11607	163	7	part	part	NOUN
american_scientific_journal-11607	163	8	of	of	ADP
american_scientific_journal-11607	163	9	the	the	DET
american_scientific_journal-11607	163	10	move	move	NOUN
american_scientific_journal-11607	163	11	towards	towards	ADP
american_scientific_journal-11607	163	12	open	open	ADJ
american_scientific_journal-11607	163	13	ran	ran	NOUN
american_scientific_journal-11607	163	14	architectures	architecture	NOUN
american_scientific_journal-11607	163	15	,	,	PUNCT
american_scientific_journal-11607	163	16	where	where	SCONJ
american_scientific_journal-11607	163	17	ai	ai	VERB
american_scientific_journal-11607	163	18	controllers	controller	NOUN
american_scientific_journal-11607	163	19	optimize	optimize	VERB
american_scientific_journal-11607	163	20	radio	radio	NOUN
american_scientific_journal-11607	163	21	networks	network	NOUN
american_scientific_journal-11607	163	22	;	;	PUNCT
american_scientific_journal-11607	163	23	this	this	PRON
american_scientific_journal-11607	163	24	showcases	showcase	VERB
american_scientific_journal-11607	163	25	an	an	DET
american_scientific_journal-11607	163	26	advanced	advanced	ADJ
american_scientific_journal-11607	163	27	practice	practice	NOUN
american_scientific_journal-11607	163	28	(	(	PUNCT
american_scientific_journal-11607	163	29	pioneered	pioneer	VERB
american_scientific_journal-11607	163	30	in	in	ADP
american_scientific_journal-11607	163	31	europe	europe	PROPN
american_scientific_journal-11607	163	32	/	/	SYM
american_scientific_journal-11607	163	33	us	us	PROPN
american_scientific_journal-11607	163	34	)	)	PUNCT
american_scientific_journal-11607	163	35	.	.	PUNCT
american_scientific_journal-11607	164	1	the	the	DET
american_scientific_journal-11607	164	2	ultimate	ultimate	ADJ
american_scientific_journal-11607	164	3	vision	vision	NOUN
american_scientific_journal-11607	164	4	(	(	PUNCT
american_scientific_journal-11607	164	5	and	and	CCONJ
american_scientific_journal-11607	164	6	active	active	ADJ
american_scientific_journal-11607	164	7	research	research	NOUN
american_scientific_journal-11607	164	8	frontier	frontier	NOUN
american_scientific_journal-11607	164	9	)	)	PUNCT
american_scientific_journal-11607	164	10	is	be	AUX
american_scientific_journal-11607	164	11	fully	fully	ADV
american_scientific_journal-11607	164	12	autonomous	autonomous	ADJ
american_scientific_journal-11607	164	13	network	network	NOUN
american_scientific_journal-11607	164	14	maintenance	maintenance	NOUN
american_scientific_journal-11607	164	15	.	.	PUNCT
american_scientific_journal-11607	165	1	building	build	VERB
american_scientific_journal-11607	165	2	on	on	ADP
american_scientific_journal-11607	165	3	successes	success	NOUN
american_scientific_journal-11607	165	4	in	in	ADP
american_scientific_journal-11607	165	5	predictive	predictive	ADJ
american_scientific_journal-11607	165	6	alerts	alert	NOUN
american_scientific_journal-11607	165	7	,	,	PUNCT
american_scientific_journal-11607	165	8	researchers	researcher	NOUN
american_scientific_journal-11607	165	9	are	be	AUX
american_scientific_journal-11607	165	10	exploring	explore	VERB
american_scientific_journal-11607	165	11	ai	ai	INTJ
american_scientific_journal-11607	165	12	agents	agent	NOUN
american_scientific_journal-11607	165	13	that	that	SCONJ
american_scientific_journal-11607	165	14	not	not	PART
american_scientific_journal-11607	165	15	only	only	ADV
american_scientific_journal-11607	165	16	predict	predict	VERB
american_scientific_journal-11607	165	17	failures	failure	NOUN
american_scientific_journal-11607	165	18	but	but	CCONJ
american_scientific_journal-11607	165	19	take	take	VERB
american_scientific_journal-11607	165	20	automated	automate	VERB
american_scientific_journal-11607	165	21	corrective	corrective	ADJ
american_scientific_journal-11607	165	22	action	action	NOUN
american_scientific_journal-11607	165	23	(	(	PUNCT
american_scientific_journal-11607	165	24	with	with	ADP
american_scientific_journal-11607	165	25	minimal	minimal	ADJ
american_scientific_journal-11607	165	26	human	human	ADJ
american_scientific_journal-11607	165	27	oversight	oversight	NOUN
american_scientific_journal-11607	165	28	)	)	PUNCT
american_scientific_journal-11607	165	29	.	.	PUNCT
american_scientific_journal-11607	166	1	in	in	ADP
american_scientific_journal-11607	166	2	practice	practice	NOUN
american_scientific_journal-11607	166	3	,	,	PUNCT
american_scientific_journal-11607	166	4	this	this	PRON
american_scientific_journal-11607	166	5	might	might	AUX
american_scientific_journal-11607	166	6	involve	involve	VERB
american_scientific_journal-11607	166	7	ai	ai	VERB
american_scientific_journal-11607	166	8	systems	system	NOUN
american_scientific_journal-11607	166	9	that	that	PRON
american_scientific_journal-11607	166	10	dynamically	dynamically	ADV
american_scientific_journal-11607	166	11	reconfigure	reconfigure	VERB
american_scientific_journal-11607	166	12	networks	network	NOUN
american_scientific_journal-11607	166	13	to	to	PART
american_scientific_journal-11607	166	14	isolate	isolate	VERB
american_scientific_journal-11607	166	15	faulty	faulty	ADJ
american_scientific_journal-11607	166	16	elements	element	NOUN
american_scientific_journal-11607	166	17	or	or	CCONJ
american_scientific_journal-11607	166	18	load	load	NOUN
american_scientific_journal-11607	166	19	-	-	PUNCT
american_scientific_journal-11607	166	20	balance	balance	NOUN
american_scientific_journal-11607	166	21	traffic	traffic	NOUN
american_scientific_journal-11607	166	22	in	in	ADP
american_scientific_journal-11607	166	23	anticipation	anticipation	NOUN
american_scientific_journal-11607	166	24	of	of	ADP
american_scientific_journal-11607	166	25	performance	performance	NOUN
american_scientific_journal-11607	166	26	issues	issue	NOUN
american_scientific_journal-11607	166	27	.	.	PUNCT
american_scientific_journal-11607	167	1	telecom	telecom	NOUN
american_scientific_journal-11607	167	2	operators	operator	NOUN
american_scientific_journal-11607	167	3	and	and	CCONJ
american_scientific_journal-11607	167	4	vendors	vendor	NOUN
american_scientific_journal-11607	167	5	often	often	ADV
american_scientific_journal-11607	167	6	call	call	VERB
american_scientific_journal-11607	167	7	this	this	DET
american_scientific_journal-11607	167	8	“	"	PUNCT
american_scientific_journal-11607	167	9	self	self	NOUN
american_scientific_journal-11607	167	10	-	-	PUNCT
american_scientific_journal-11607	167	11	healing	healing	NOUN
american_scientific_journal-11607	167	12	”	"	PUNCT
american_scientific_journal-11607	167	13	capability	capability	NOUN
american_scientific_journal-11607	167	14	.	.	PUNCT
american_scientific_journal-11607	168	1	cisco	cisco	PROPN
american_scientific_journal-11607	168	2	,	,	PUNCT
american_scientific_journal-11607	168	3	for	for	ADP
american_scientific_journal-11607	168	4	example	example	NOUN
american_scientific_journal-11607	168	5	,	,	PUNCT
american_scientific_journal-11607	168	6	has	have	AUX
american_scientific_journal-11607	168	7	discussed	discuss	VERB
american_scientific_journal-11607	168	8	architectures	architecture	NOUN
american_scientific_journal-11607	168	9	for	for	ADP
american_scientific_journal-11607	168	10	self	self	NOUN
american_scientific_journal-11607	168	11	-	-	PUNCT
american_scientific_journal-11607	168	12	healing	heal	VERB
american_scientific_journal-11607	168	13	networks	network	NOUN
american_scientific_journal-11607	168	14	where	where	SCONJ
american_scientific_journal-11607	168	15	ai	ai	VERB
american_scientific_journal-11607	168	16	monitors	monitor	NOUN
american_scientific_journal-11607	168	17	network	network	NOUN
american_scientific_journal-11607	168	18	state	state	NOUN
american_scientific_journal-11607	168	19	and	and	CCONJ
american_scientific_journal-11607	168	20	automatically	automatically	ADV
american_scientific_journal-11607	168	21	executes	execute	VERB
american_scientific_journal-11607	168	22	predefined	predefine	VERB
american_scientific_journal-11607	168	23	remedies	remedy	NOUN
american_scientific_journal-11607	168	24	for	for	ADP
american_scientific_journal-11607	168	25	known	know	VERB
american_scientific_journal-11607	168	26	failure	failure	NOUN
american_scientific_journal-11607	168	27	scenarios	scenario	NOUN
american_scientific_journal-11607	168	28	(	(	PUNCT
american_scientific_journal-11607	168	29	such	such	ADJ
american_scientific_journal-11607	168	30	as	as	ADP
american_scientific_journal-11607	168	31	rerouting	reroute	VERB
american_scientific_journal-11607	168	32	traffic	traffic	NOUN
american_scientific_journal-11607	168	33	when	when	SCONJ
american_scientific_journal-11607	168	34	a	a	DET
american_scientific_journal-11607	168	35	link	link	NOUN
american_scientific_journal-11607	168	36	’s	’s	PART
american_scientific_journal-11607	168	37	error	error	NOUN
american_scientific_journal-11607	168	38	rate	rate	NOUN
american_scientific_journal-11607	168	39	skyrockets	skyrocket	NOUN
american_scientific_journal-11607	168	40	)	)	PUNCT
american_scientific_journal-11607	169	1	[	[	X
american_scientific_journal-11607	169	2	2	2	NUM
american_scientific_journal-11607	169	3	,	,	PUNCT
american_scientific_journal-11607	169	4	13	13	NUM
american_scientific_journal-11607	169	5	]	]	PUNCT
american_scientific_journal-11607	169	6	.	.	PUNCT
american_scientific_journal-11607	170	1	we	we	PRON
american_scientific_journal-11607	170	2	are	be	AUX
american_scientific_journal-11607	170	3	seeing	see	VERB
american_scientific_journal-11607	170	4	early	early	ADJ
american_scientific_journal-11607	170	5	instances	instance	NOUN
american_scientific_journal-11607	170	6	of	of	ADP
american_scientific_journal-11607	170	7	this	this	PRON
american_scientific_journal-11607	170	8	in	in	ADP
american_scientific_journal-11607	170	9	cloud	cloud	ADJ
american_scientific_journal-11607	170	10	data	datum	NOUN
american_scientific_journal-11607	170	11	centers	center	NOUN
american_scientific_journal-11607	170	12	and	and	CCONJ
american_scientific_journal-11607	170	13	sd	sd	NOUN
american_scientific_journal-11607	170	14	-	-	PUNCT
american_scientific_journal-11607	170	15	wan	wan	NOUN
american_scientific_journal-11607	170	16	deployments	deployment	NOUN
american_scientific_journal-11607	170	17	,	,	PUNCT
american_scientific_journal-11607	170	18	where	where	SCONJ
american_scientific_journal-11607	170	19	policies	policy	NOUN
american_scientific_journal-11607	170	20	allow	allow	VERB
american_scientific_journal-11607	170	21	an	an	DET
american_scientific_journal-11607	170	22	ai	ai	NOUN
american_scientific_journal-11607	170	23	to	to	PART
american_scientific_journal-11607	170	24	perform	perform	VERB
american_scientific_journal-11607	170	25	failovers	failover	NOUN
american_scientific_journal-11607	170	26	instantly	instantly	ADV
american_scientific_journal-11607	170	27	.	.	PUNCT
american_scientific_journal-11607	171	1	importantly	importantly	ADV
american_scientific_journal-11607	171	2	,	,	PUNCT
american_scientific_journal-11607	171	3	these	these	DET
american_scientific_journal-11607	171	4	autonomous	autonomous	ADJ
american_scientific_journal-11607	171	5	actions	action	NOUN
american_scientific_journal-11607	171	6	are	be	AUX
american_scientific_journal-11607	171	7	kept	keep	VERB
american_scientific_journal-11607	171	8	limited	limit	VERB
american_scientific_journal-11607	171	9	to	to	ADP
american_scientific_journal-11607	171	10	low	low	ADJ
american_scientific_journal-11607	171	11	-	-	PUNCT
american_scientific_journal-11607	171	12	risk	risk	NOUN
american_scientific_journal-11607	171	13	scenarios	scenario	NOUN
american_scientific_journal-11607	171	14	presently	presently	ADV
american_scientific_journal-11607	171	15	–	–	PUNCT
american_scientific_journal-11607	171	16	more	more	ADV
american_scientific_journal-11607	171	17	critical	critical	ADJ
american_scientific_journal-11607	171	18	decisions	decision	NOUN
american_scientific_journal-11607	171	19	(	(	PUNCT
american_scientific_journal-11607	171	20	like	like	ADP
american_scientific_journal-11607	171	21	shutting	shut	VERB
american_scientific_journal-11607	171	22	down	down	ADP
american_scientific_journal-11607	171	23	a	a	DET
american_scientific_journal-11607	171	24	major	major	ADJ
american_scientific_journal-11607	171	25	router	router	NOUN
american_scientific_journal-11607	171	26	)	)	PUNCT
american_scientific_journal-11607	171	27	still	still	ADV
american_scientific_journal-11607	171	28	require	require	VERB
american_scientific_journal-11607	171	29	human	human	ADJ
american_scientific_journal-11607	171	30	confirmation	confirmation	NOUN
american_scientific_journal-11607	171	31	.	.	PUNCT
american_scientific_journal-11607	172	1	however	however	ADV
american_scientific_journal-11607	172	2	,	,	PUNCT
american_scientific_journal-11607	172	3	as	as	ADP
american_scientific_journal-11607	172	4	confidence	confidence	NOUN
american_scientific_journal-11607	172	5	in	in	ADP
american_scientific_journal-11607	172	6	ai	ai	NOUN
american_scientific_journal-11607	172	7	grows	grow	NOUN
american_scientific_journal-11607	172	8	,	,	PUNCT
american_scientific_journal-11607	172	9	the	the	DET
american_scientific_journal-11607	172	10	scope	scope	NOUN
american_scientific_journal-11607	172	11	of	of	ADP
american_scientific_journal-11607	172	12	automation	automation	NOUN
american_scientific_journal-11607	172	13	will	will	AUX
american_scientific_journal-11607	172	14	widen	widen	VERB
american_scientific_journal-11607	172	15	.	.	PUNCT
american_scientific_journal-11607	173	1	gartner	gartner	PROPN
american_scientific_journal-11607	173	2	’s	’s	PART
american_scientific_journal-11607	173	3	projections	projection	NOUN
american_scientific_journal-11607	173	4	reinforce	reinforce	VERB
american_scientific_journal-11607	173	5	this	this	DET
american_scientific_journal-11607	173	6	trajectory	trajectory	NOUN
american_scientific_journal-11607	173	7	:	:	PUNCT
american_scientific_journal-11607	173	8	by	by	ADP
american_scientific_journal-11607	173	9	2027	2027	NUM
american_scientific_journal-11607	173	10	,	,	PUNCT
american_scientific_journal-11607	173	11	an	an	DET
american_scientific_journal-11607	173	12	estimated	estimate	VERB
american_scientific_journal-11607	173	13	70	70	NUM
american_scientific_journal-11607	173	14	%	%	NOUN
american_scientific_journal-11607	173	15	of	of	ADP
american_scientific_journal-11607	173	16	network	network	NOUN
american_scientific_journal-11607	173	17	operations	operation	NOUN
american_scientific_journal-11607	173	18	teams	team	NOUN
american_scientific_journal-11607	173	19	will	will	AUX
american_scientific_journal-11607	173	20	rely	rely	VERB
american_scientific_journal-11607	173	21	on	on	ADP
american_scientific_journal-11607	173	22	ai	ai	PROPN
american_scientific_journal-11607	173	23	(	(	PUNCT
american_scientific_journal-11607	173	24	including	include	VERB
american_scientific_journal-11607	173	25	generative	generative	ADJ
american_scientific_journal-11607	173	26	ai	ai	PROPN
american_scientific_journal-11607	173	27	assistants	assistant	NOUN
american_scientific_journal-11607	173	28	)	)	PUNCT
american_scientific_journal-11607	173	29	for	for	ADP
american_scientific_journal-11607	173	30	day	day	NOUN
american_scientific_journal-11607	173	31	-	-	PUNCT
american_scientific_journal-11607	173	32	to	to	ADP
american_scientific_journal-11607	173	33	-	-	PUNCT
american_scientific_journal-11607	173	34	day	day	NOUN
american_scientific_journal-11607	173	35	management	management	NOUN
american_scientific_journal-11607	173	36	,	,	PUNCT
american_scientific_journal-11607	173	37	up	up	ADV
american_scientific_journal-11607	173	38	from	from	ADP
american_scientific_journal-11607	173	39	less	less	ADJ
american_scientific_journal-11607	173	40	than	than	ADP
american_scientific_journal-11607	173	41	5	5	NUM
american_scientific_journal-11607	173	42	%	%	NOUN
american_scientific_journal-11607	173	43	in	in	ADP
american_scientific_journal-11607	173	44	2024	2024	NUM
american_scientific_journal-11607	173	45	[	[	X
american_scientific_journal-11607	173	46	7	7	NUM
american_scientific_journal-11607	173	47	]	]	PUNCT
american_scientific_journal-11607	173	48	.	.	PUNCT
american_scientific_journal-11607	174	1	this	this	PRON
american_scientific_journal-11607	174	2	points	point	VERB
american_scientific_journal-11607	174	3	to	to	ADP
american_scientific_journal-11607	174	4	a	a	DET
american_scientific_journal-11607	174	5	near	near	ADJ
american_scientific_journal-11607	174	6	-	-	PUNCT
american_scientific_journal-11607	174	7	future	future	NOUN
american_scientific_journal-11607	174	8	state	state	NOUN
american_scientific_journal-11607	174	9	where	where	SCONJ
american_scientific_journal-11607	174	10	ai	ai	NOUN
american_scientific_journal-11607	174	11	is	be	AUX
american_scientific_journal-11607	174	12	n’t	not	PART
american_scientific_journal-11607	174	13	just	just	ADV
american_scientific_journal-11607	174	14	aiding	aid	VERB
american_scientific_journal-11607	174	15	humans	human	NOUN
american_scientific_journal-11607	174	16	in	in	ADP
american_scientific_journal-11607	174	17	maintenance	maintenance	NOUN
american_scientific_journal-11607	174	18	,	,	PUNCT
american_scientific_journal-11607	174	19	but	but	CCONJ
american_scientific_journal-11607	174	20	effectively	effectively	ADV
american_scientific_journal-11607	174	21	running	run	VERB
american_scientific_journal-11607	174	22	the	the	DET
american_scientific_journal-11607	174	23	show	show	NOUN
american_scientific_journal-11607	174	24	for	for	ADP
american_scientific_journal-11607	174	25	many	many	ADJ
american_scientific_journal-11607	174	26	operational	operational	ADJ
american_scientific_journal-11607	174	27	tasks	task	NOUN
american_scientific_journal-11607	174	28	.	.	PUNCT
american_scientific_journal-11607	175	1	in	in	ADP
american_scientific_journal-11607	175	2	summary	summary	NOUN
american_scientific_journal-11607	175	3	,	,	PUNCT
american_scientific_journal-11607	175	4	ai	ai	AUX
american_scientific_journal-11607	175	5	methodologies	methodology	NOUN
american_scientific_journal-11607	175	6	in	in	ADP
american_scientific_journal-11607	175	7	network	network	NOUN
american_scientific_journal-11607	175	8	maintenance	maintenance	NOUN
american_scientific_journal-11607	175	9	are	be	AUX
american_scientific_journal-11607	175	10	shifting	shift	VERB
american_scientific_journal-11607	175	11	the	the	DET
american_scientific_journal-11607	175	12	field	field	NOUN
american_scientific_journal-11607	175	13	from	from	ADP
american_scientific_journal-11607	175	14	reactive	reactive	ADJ
american_scientific_journal-11607	175	15	firefighting	firefighting	NOUN
american_scientific_journal-11607	175	16	to	to	PART
american_scientific_journal-11607	175	17	proactive	proactive	ADJ
american_scientific_journal-11607	175	18	and	and	CCONJ
american_scientific_journal-11607	175	19	preventive	preventive	ADJ
american_scientific_journal-11607	175	20	care	care	NOUN
american_scientific_journal-11607	175	21	.	.	PUNCT
american_scientific_journal-11607	176	1	predictive	predictive	ADJ
american_scientific_journal-11607	176	2	maintenance	maintenance	NOUN
american_scientific_journal-11607	176	3	models	model	NOUN
american_scientific_journal-11607	176	4	catch	catch	VERB
american_scientific_journal-11607	176	5	failures	failure	NOUN
american_scientific_journal-11607	176	6	in	in	ADP
american_scientific_journal-11607	176	7	advance	advance	NOUN
american_scientific_journal-11607	176	8	,	,	PUNCT
american_scientific_journal-11607	176	9	and	and	CCONJ
american_scientific_journal-11607	176	10	automated	automate	VERB
american_scientific_journal-11607	176	11	responses	response	NOUN
american_scientific_journal-11607	176	12	fix	fix	VERB
american_scientific_journal-11607	176	13	certain	certain	ADJ
american_scientific_journal-11607	176	14	issues	issue	NOUN
american_scientific_journal-11607	176	15	immediately	immediately	ADV
american_scientific_journal-11607	176	16	–	–	PUNCT
american_scientific_journal-11607	176	17	together	together	ADV
american_scientific_journal-11607	176	18	these	these	PRON
american_scientific_journal-11607	176	19	reduce	reduce	VERB
american_scientific_journal-11607	176	20	downtime	downtime	NOUN
american_scientific_journal-11607	176	21	and	and	CCONJ
american_scientific_journal-11607	176	22	operational	operational	ADJ
american_scientific_journal-11607	176	23	overhead	overhead	NOUN
american_scientific_journal-11607	176	24	.	.	PUNCT
american_scientific_journal-11607	177	1	the	the	DET
american_scientific_journal-11607	177	2	next	next	ADJ
american_scientific_journal-11607	177	3	section	section	NOUN
american_scientific_journal-11607	177	4	delves	delve	VERB
american_scientific_journal-11607	177	5	into	into	ADP
american_scientific_journal-11607	177	6	how	how	SCONJ
american_scientific_journal-11607	177	7	organizations	organization	NOUN
american_scientific_journal-11607	177	8	can	can	AUX
american_scientific_journal-11607	177	9	implement	implement	VERB
american_scientific_journal-11607	177	10	these	these	DET
american_scientific_journal-11607	177	11	ai	ai	ADJ
american_scientific_journal-11607	177	12	solutions	solution	NOUN
american_scientific_journal-11607	177	13	,	,	PUNCT
american_scientific_journal-11607	177	14	what	what	DET
american_scientific_journal-11607	177	15	challenges	challenge	VERB
american_scientific_journal-11607	177	16	they	they	PRON
american_scientific_journal-11607	177	17	face	face	VERB
american_scientific_journal-11607	177	18	(	(	PUNCT
american_scientific_journal-11607	177	19	technology	technology	NOUN
american_scientific_journal-11607	177	20	and	and	CCONJ
american_scientific_journal-11607	177	21	organizational	organizational	ADJ
american_scientific_journal-11607	177	22	)	)	PUNCT
american_scientific_journal-11607	177	23	,	,	PUNCT
american_scientific_journal-11607	177	24	and	and	CCONJ
american_scientific_journal-11607	177	25	what	what	PRON
american_scientific_journal-11607	177	26	emerging	emerge	VERB
american_scientific_journal-11607	177	27	trends	trend	NOUN
american_scientific_journal-11607	177	28	(	(	PUNCT
american_scientific_journal-11607	177	29	like	like	INTJ
american_scientific_journal-11607	177	30	generative	generative	ADJ
american_scientific_journal-11607	177	31	ai	ai	NOUN
american_scientific_journal-11607	177	32	and	and	CCONJ
american_scientific_journal-11607	177	33	intent	intent	NOUN
american_scientific_journal-11607	177	34	-	-	PUNCT
american_scientific_journal-11607	177	35	driven	drive	VERB
american_scientific_journal-11607	177	36	networks	network	NOUN
american_scientific_journal-11607	177	37	)	)	PUNCT
american_scientific_journal-11607	177	38	will	will	AUX
american_scientific_journal-11607	177	39	shape	shape	VERB
american_scientific_journal-11607	177	40	the	the	DET
american_scientific_journal-11607	177	41	future	future	NOUN
american_scientific_journal-11607	177	42	of	of	ADP
american_scientific_journal-11607	177	43	ai	ai	ADJ
american_scientific_journal-11607	177	44	-	-	PUNCT
american_scientific_journal-11607	177	45	enabled	enable	VERB
american_scientific_journal-11607	177	46	network	network	NOUN
american_scientific_journal-11607	177	47	operations	operation	NOUN
american_scientific_journal-11607	177	48	.	.	PUNCT
american_scientific_journal-11607	178	1	4	4	X
american_scientific_journal-11607	178	2	.	.	X
american_scientific_journal-11607	178	3	implementation	implementation	NOUN
american_scientific_journal-11607	178	4	challenges	challenge	NOUN
american_scientific_journal-11607	178	5	,	,	PUNCT
american_scientific_journal-11607	178	6	best	good	ADJ
american_scientific_journal-11607	178	7	practices	practice	NOUN
american_scientific_journal-11607	178	8	,	,	PUNCT
american_scientific_journal-11607	178	9	and	and	CCONJ
american_scientific_journal-11607	178	10	future	future	ADJ
american_scientific_journal-11607	178	11	trends	trend	NOUN
american_scientific_journal-11607	178	12	deploying	deploy	VERB
american_scientific_journal-11607	178	13	ai	ai	VERB
american_scientific_journal-11607	178	14	in	in	ADP
american_scientific_journal-11607	178	15	network	network	NOUN
american_scientific_journal-11607	178	16	monitoring	monitoring	NOUN
american_scientific_journal-11607	178	17	and	and	CCONJ
american_scientific_journal-11607	178	18	maintenance	maintenance	NOUN
american_scientific_journal-11607	178	19	involves	involve	VERB
american_scientific_journal-11607	178	20	addressing	address	VERB
american_scientific_journal-11607	178	21	several	several	ADJ
american_scientific_journal-11607	178	22	key	key	ADJ
american_scientific_journal-11607	178	23	challenges	challenge	NOUN
american_scientific_journal-11607	178	24	—	—	PUNCT
american_scientific_journal-11607	178	25	technical	technical	ADJ
american_scientific_journal-11607	178	26	,	,	PUNCT
american_scientific_journal-11607	178	27	process	process	NOUN
american_scientific_journal-11607	178	28	-	-	PUNCT
american_scientific_journal-11607	178	29	related	relate	VERB
american_scientific_journal-11607	178	30	,	,	PUNCT
american_scientific_journal-11607	178	31	and	and	CCONJ
american_scientific_journal-11607	178	32	cultural	cultural	ADJ
american_scientific_journal-11607	178	33	.	.	PUNCT
american_scientific_journal-11607	179	1	this	this	DET
american_scientific_journal-11607	179	2	section	section	NOUN
american_scientific_journal-11607	179	3	outlines	outline	VERB
american_scientific_journal-11607	179	4	the	the	DET
american_scientific_journal-11607	179	5	most	most	ADV
american_scientific_journal-11607	179	6	critical	critical	ADJ
american_scientific_journal-11607	179	7	aspects	aspect	NOUN
american_scientific_journal-11607	179	8	of	of	ADP
american_scientific_journal-11607	179	9	implementing	implement	VERB
american_scientific_journal-11607	179	10	ai	ai	PROPN
american_scientific_journal-11607	179	11	solutions	solution	NOUN
american_scientific_journal-11607	179	12	,	,	PUNCT
american_scientific_journal-11607	179	13	shares	share	NOUN
american_scientific_journal-11607	179	14	best	good	ADJ
american_scientific_journal-11607	179	15	practices	practice	NOUN
american_scientific_journal-11607	179	16	from	from	ADP
american_scientific_journal-11607	179	17	advanced	advanced	ADJ
american_scientific_journal-11607	179	18	deployments	deployment	NOUN
american_scientific_journal-11607	179	19	,	,	PUNCT
american_scientific_journal-11607	179	20	and	and	CCONJ
american_scientific_journal-11607	179	21	highlights	highlight	VERB
american_scientific_journal-11607	179	22	emerging	emerge	VERB
american_scientific_journal-11607	179	23	trends	trend	NOUN
american_scientific_journal-11607	179	24	.	.	PUNCT
american_scientific_journal-11607	180	1	ai	ai	AUX
american_scientific_journal-11607	180	2	systems	system	NOUN
american_scientific_journal-11607	180	3	depend	depend	VERB
american_scientific_journal-11607	180	4	on	on	ADP
american_scientific_journal-11607	180	5	high	high	ADJ
american_scientific_journal-11607	180	6	-	-	PUNCT
american_scientific_journal-11607	180	7	quality	quality	NOUN
american_scientific_journal-11607	180	8	data	datum	NOUN
american_scientific_journal-11607	180	9	.	.	PUNCT
american_scientific_journal-11607	181	1	networks	network	NOUN
american_scientific_journal-11607	181	2	generate	generate	VERB
american_scientific_journal-11607	181	3	vast	vast	ADJ
american_scientific_journal-11607	181	4	amounts	amount	NOUN
american_scientific_journal-11607	181	5	of	of	ADP
american_scientific_journal-11607	181	6	telemetry	telemetry	NOUN
american_scientific_journal-11607	181	7	(	(	PUNCT
american_scientific_journal-11607	181	8	logs	log	NOUN
american_scientific_journal-11607	181	9	,	,	PUNCT
american_scientific_journal-11607	181	10	metrics	metric	NOUN
american_scientific_journal-11607	181	11	,	,	PUNCT
american_scientific_journal-11607	181	12	snmp	snmp	PROPN
american_scientific_journal-11607	181	13	traps	trap	NOUN
american_scientific_journal-11607	181	14	,	,	PUNCT
american_scientific_journal-11607	181	15	netflow	netflow	NOUN
american_scientific_journal-11607	181	16	records	record	NOUN
american_scientific_journal-11607	181	17	)	)	PUNCT
american_scientific_journal-11607	181	18	,	,	PUNCT
american_scientific_journal-11607	181	19	but	but	CCONJ
american_scientific_journal-11607	181	20	much	much	ADJ
american_scientific_journal-11607	181	21	of	of	ADP
american_scientific_journal-11607	181	22	this	this	DET
american_scientific_journal-11607	181	23	data	datum	NOUN
american_scientific_journal-11607	181	24	may	may	AUX
american_scientific_journal-11607	181	25	be	be	AUX
american_scientific_journal-11607	181	26	noisy	noisy	ADJ
american_scientific_journal-11607	181	27	,	,	PUNCT
american_scientific_journal-11607	181	28	incomplete	incomplete	ADJ
american_scientific_journal-11607	181	29	,	,	PUNCT
american_scientific_journal-11607	181	30	or	or	CCONJ
american_scientific_journal-11607	181	31	isolated	isolate	VERB
american_scientific_journal-11607	181	32	in	in	ADP
american_scientific_journal-11607	181	33	silos	silo	NOUN
american_scientific_journal-11607	181	34	.	.	PUNCT
american_scientific_journal-11607	182	1	ensuring	ensure	VERB
american_scientific_journal-11607	182	2	data	datum	NOUN
american_scientific_journal-11607	182	3	accuracy	accuracy	NOUN
american_scientific_journal-11607	182	4	—	—	PUNCT
american_scientific_journal-11607	182	5	through	through	ADP
american_scientific_journal-11607	182	6	robust	robust	ADJ
american_scientific_journal-11607	182	7	collection	collection	NOUN
american_scientific_journal-11607	182	8	,	,	PUNCT
american_scientific_journal-11607	182	9	time	time	NOUN
american_scientific_journal-11607	182	10	-	-	PUNCT
american_scientific_journal-11607	182	11	synchronization	synchronization	NOUN
american_scientific_journal-11607	182	12	,	,	PUNCT
american_scientific_journal-11607	182	13	deduplication	deduplication	NOUN
american_scientific_journal-11607	182	14	,	,	PUNCT
american_scientific_journal-11607	182	15	and	and	CCONJ
american_scientific_journal-11607	182	16	validation	validation	NOUN
american_scientific_journal-11607	182	17	—	—	PUNCT
american_scientific_journal-11607	182	18	is	be	AUX
american_scientific_journal-11607	182	19	crucial	crucial	ADJ
american_scientific_journal-11607	182	20	for	for	ADP
american_scientific_journal-11607	182	21	reliable	reliable	ADJ
american_scientific_journal-11607	182	22	ai	ai	VERB
american_scientific_journal-11607	182	23	insights	insight	NOUN
american_scientific_journal-11607	182	24	[	[	X
american_scientific_journal-11607	182	25	5	5	NUM
american_scientific_journal-11607	182	26	]	]	PUNCT
american_scientific_journal-11607	182	27	.	.	PUNCT
american_scientific_journal-11607	183	1	unified	unify	VERB
american_scientific_journal-11607	183	2	data	datum	NOUN
american_scientific_journal-11607	183	3	lakes	lake	NOUN
american_scientific_journal-11607	183	4	and	and	CCONJ
american_scientific_journal-11607	183	5	the	the	DET
american_scientific_journal-11607	183	6	systematic	systematic	ADJ
american_scientific_journal-11607	183	7	labeling	labeling	NOUN
american_scientific_journal-11607	183	8	of	of	ADP
american_scientific_journal-11607	183	9	historical	historical	ADJ
american_scientific_journal-11607	183	10	incidents	incident	NOUN
american_scientific_journal-11607	183	11	enhance	enhance	VERB
american_scientific_journal-11607	183	12	model	model	NOUN
american_scientific_journal-11607	183	13	training	training	NOUN
american_scientific_journal-11607	183	14	and	and	CCONJ
american_scientific_journal-11607	183	15	american	american	ADJ
american_scientific_journal-11607	183	16	academic	academic	ADJ
american_scientific_journal-11607	183	17	scientific	scientific	ADJ
american_scientific_journal-11607	183	18	research	research	NOUN
american_scientific_journal-11607	183	19	journal	journal	NOUN
american_scientific_journal-11607	183	20	for	for	ADP
american_scientific_journal-11607	183	21	engineering	engineering	NOUN
american_scientific_journal-11607	183	22	,	,	PUNCT
american_scientific_journal-11607	183	23	technology	technology	NOUN
american_scientific_journal-11607	183	24	,	,	PUNCT
american_scientific_journal-11607	183	25	and	and	CCONJ
american_scientific_journal-11607	183	26	sciences	science	NOUN
american_scientific_journal-11607	183	27	(	(	PUNCT
american_scientific_journal-11607	183	28	asrjets	asrjet	NOUN
american_scientific_journal-11607	183	29	)	)	PUNCT
american_scientific_journal-11607	183	30	volume	volume	NOUN
american_scientific_journal-11607	183	31	101	101	NUM
american_scientific_journal-11607	183	32	,	,	PUNCT
american_scientific_journal-11607	183	33	no	no	DET
american_scientific_journal-11607	183	34	1	1	NUM
american_scientific_journal-11607	183	35	,	,	PUNCT
american_scientific_journal-11607	183	36	pp	pp	ADV
american_scientific_journal-11607	183	37	335	335	NUM
american_scientific_journal-11607	183	38	-	-	SYM
american_scientific_journal-11607	183	39	348	348	NUM
american_scientific_journal-11607	183	40	345	345	NUM
american_scientific_journal-11607	183	41	improve	improve	VERB
american_scientific_journal-11607	183	42	predictive	predictive	ADJ
american_scientific_journal-11607	183	43	performance	performance	NOUN
american_scientific_journal-11607	183	44	,	,	PUNCT
american_scientific_journal-11607	183	45	as	as	SCONJ
american_scientific_journal-11607	183	46	recommended	recommend	VERB
american_scientific_journal-11607	183	47	in	in	ADP
american_scientific_journal-11607	183	48	gartner	gartner	PROPN
american_scientific_journal-11607	183	49	’s	’s	PART
american_scientific_journal-11607	183	50	aiops	aiops	PROPN
american_scientific_journal-11607	183	51	guidelines	guideline	VERB
american_scientific_journal-11607	183	52	[	[	X
american_scientific_journal-11607	183	53	12	12	NUM
american_scientific_journal-11607	183	54	]	]	PUNCT
american_scientific_journal-11607	183	55	.	.	PUNCT
american_scientific_journal-11607	184	1	once	once	SCONJ
american_scientific_journal-11607	184	2	data	datum	NOUN
american_scientific_journal-11607	184	3	is	be	AUX
american_scientific_journal-11607	184	4	in	in	ADP
american_scientific_journal-11607	184	5	place	place	NOUN
american_scientific_journal-11607	184	6	,	,	PUNCT
american_scientific_journal-11607	184	7	ai	ai	VERB
american_scientific_journal-11607	184	8	models	model	NOUN
american_scientific_journal-11607	184	9	must	must	AUX
american_scientific_journal-11607	184	10	accurately	accurately	ADV
american_scientific_journal-11607	184	11	detect	detect	VERB
american_scientific_journal-11607	184	12	anomalies	anomaly	NOUN
american_scientific_journal-11607	184	13	without	without	ADP
american_scientific_journal-11607	184	14	overwhelming	overwhelming	ADJ
american_scientific_journal-11607	184	15	operators	operator	NOUN
american_scientific_journal-11607	184	16	with	with	ADP
american_scientific_journal-11607	184	17	false	false	ADJ
american_scientific_journal-11607	184	18	positives	positive	NOUN
american_scientific_journal-11607	184	19	.	.	PUNCT
american_scientific_journal-11607	185	1	iterative	iterative	NOUN
american_scientific_journal-11607	185	2	tuning	tuning	NOUN
american_scientific_journal-11607	185	3	and	and	CCONJ
american_scientific_journal-11607	185	4	a	a	DET
american_scientific_journal-11607	185	5	feedback	feedback	NOUN
american_scientific_journal-11607	185	6	loop	loop	NOUN
american_scientific_journal-11607	185	7	—	—	PUNCT
american_scientific_journal-11607	185	8	where	where	SCONJ
american_scientific_journal-11607	185	9	network	network	NOUN
american_scientific_journal-11607	185	10	engineers	engineer	NOUN
american_scientific_journal-11607	185	11	validate	validate	VERB
american_scientific_journal-11607	185	12	ai	ai	PROPN
american_scientific_journal-11607	185	13	alerts	alert	NOUN
american_scientific_journal-11607	185	14	—	—	PUNCT
american_scientific_journal-11607	185	15	can	can	AUX
american_scientific_journal-11607	185	16	help	help	VERB
american_scientific_journal-11607	185	17	improve	improve	VERB
american_scientific_journal-11607	185	18	model	model	NOUN
american_scientific_journal-11607	185	19	accuracy	accuracy	NOUN
american_scientific_journal-11607	185	20	over	over	ADP
american_scientific_journal-11607	185	21	time	time	NOUN
american_scientific_journal-11607	185	22	.	.	PUNCT
american_scientific_journal-11607	186	1	explainable	explainable	ADJ
american_scientific_journal-11607	186	2	ai	ai	NOUN
american_scientific_journal-11607	186	3	(	(	PUNCT
american_scientific_journal-11607	186	4	xai	xai	PROPN
american_scientific_journal-11607	186	5	)	)	PUNCT
american_scientific_journal-11607	186	6	is	be	AUX
american_scientific_journal-11607	186	7	essential	essential	ADJ
american_scientific_journal-11607	186	8	for	for	ADP
american_scientific_journal-11607	186	9	building	build	VERB
american_scientific_journal-11607	186	10	trust	trust	NOUN
american_scientific_journal-11607	186	11	;	;	PUNCT
american_scientific_journal-11607	186	12	models	model	NOUN
american_scientific_journal-11607	186	13	that	that	PRON
american_scientific_journal-11607	186	14	clearly	clearly	ADV
american_scientific_journal-11607	186	15	indicate	indicate	VERB
american_scientific_journal-11607	186	16	which	which	DET
american_scientific_journal-11607	186	17	metrics	metric	NOUN
american_scientific_journal-11607	186	18	led	lead	VERB
american_scientific_journal-11607	186	19	to	to	ADP
american_scientific_journal-11607	186	20	an	an	DET
american_scientific_journal-11607	186	21	anomaly	anomaly	NOUN
american_scientific_journal-11607	186	22	are	be	AUX
american_scientific_journal-11607	186	23	preferred	prefer	VERB
american_scientific_journal-11607	186	24	[	[	X
american_scientific_journal-11607	186	25	6	6	NUM
american_scientific_journal-11607	186	26	]	]	PUNCT
american_scientific_journal-11607	186	27	.	.	PUNCT
american_scientific_journal-11607	187	1	many	many	ADJ
american_scientific_journal-11607	187	2	implementations	implementation	NOUN
american_scientific_journal-11607	187	3	use	use	VERB
american_scientific_journal-11607	187	4	an	an	DET
american_scientific_journal-11607	187	5	ensemble	ensemble	ADJ
american_scientific_journal-11607	187	6	approach	approach	NOUN
american_scientific_journal-11607	187	7	:	:	PUNCT
american_scientific_journal-11607	187	8	a	a	DET
american_scientific_journal-11607	187	9	complex	complex	ADJ
american_scientific_journal-11607	187	10	model	model	NOUN
american_scientific_journal-11607	187	11	triggers	trigger	NOUN
american_scientific_journal-11607	187	12	alerts	alert	NOUN
american_scientific_journal-11607	187	13	while	while	SCONJ
american_scientific_journal-11607	187	14	a	a	DET
american_scientific_journal-11607	187	15	simpler	simple	ADJ
american_scientific_journal-11607	187	16	,	,	PUNCT
american_scientific_journal-11607	187	17	rule	rule	NOUN
american_scientific_journal-11607	187	18	-	-	PUNCT
american_scientific_journal-11607	187	19	based	base	VERB
american_scientific_journal-11607	187	20	system	system	NOUN
american_scientific_journal-11607	187	21	provides	provide	VERB
american_scientific_journal-11607	187	22	additional	additional	ADJ
american_scientific_journal-11607	187	23	rationale	rationale	NOUN
american_scientific_journal-11607	187	24	,	,	PUNCT
american_scientific_journal-11607	187	25	enabling	enable	VERB
american_scientific_journal-11607	187	26	gradual	gradual	ADJ
american_scientific_journal-11607	187	27	increased	increase	VERB
american_scientific_journal-11607	187	28	autonomy	autonomy	NOUN
american_scientific_journal-11607	187	29	[	[	X
american_scientific_journal-11607	187	30	12	12	NUM
american_scientific_journal-11607	187	31	]	]	PUNCT
american_scientific_journal-11607	187	32	.	.	PUNCT
american_scientific_journal-11607	188	1	successful	successful	ADJ
american_scientific_journal-11607	188	2	ai	ai	VERB
american_scientific_journal-11607	188	3	deployment	deployment	NOUN
american_scientific_journal-11607	188	4	goes	go	VERB
american_scientific_journal-11607	188	5	beyond	beyond	ADP
american_scientific_journal-11607	188	6	the	the	DET
american_scientific_journal-11607	188	7	technology	technology	NOUN
american_scientific_journal-11607	188	8	—	—	PUNCT
american_scientific_journal-11607	188	9	it	it	PRON
american_scientific_journal-11607	188	10	requires	require	VERB
american_scientific_journal-11607	188	11	seamless	seamless	ADJ
american_scientific_journal-11607	188	12	integration	integration	NOUN
american_scientific_journal-11607	188	13	into	into	ADP
american_scientific_journal-11607	188	14	existing	exist	VERB
american_scientific_journal-11607	188	15	workflows	workflow	NOUN
american_scientific_journal-11607	188	16	.	.	PUNCT
american_scientific_journal-11607	189	1	ai	ai	VERB
american_scientific_journal-11607	189	2	outputs	output	NOUN
american_scientific_journal-11607	189	3	should	should	AUX
american_scientific_journal-11607	189	4	feed	feed	VERB
american_scientific_journal-11607	189	5	directly	directly	ADV
american_scientific_journal-11607	189	6	into	into	ADP
american_scientific_journal-11607	189	7	incident	incident	NOUN
american_scientific_journal-11607	189	8	management	management	NOUN
american_scientific_journal-11607	189	9	and	and	CCONJ
american_scientific_journal-11607	189	10	change	change	NOUN
american_scientific_journal-11607	189	11	management	management	NOUN
american_scientific_journal-11607	189	12	systems	system	NOUN
american_scientific_journal-11607	189	13	.	.	PUNCT
american_scientific_journal-11607	190	1	for	for	ADP
american_scientific_journal-11607	190	2	example	example	NOUN
american_scientific_journal-11607	190	3	,	,	PUNCT
american_scientific_journal-11607	190	4	automated	automate	VERB
american_scientific_journal-11607	190	5	ticket	ticket	NOUN
american_scientific_journal-11607	190	6	creation	creation	NOUN
american_scientific_journal-11607	190	7	based	base	VERB
american_scientific_journal-11607	190	8	on	on	ADP
american_scientific_journal-11607	190	9	ai	ai	ADJ
american_scientific_journal-11607	190	10	predictions	prediction	NOUN
american_scientific_journal-11607	190	11	ensures	ensure	VERB
american_scientific_journal-11607	190	12	accountability	accountability	NOUN
american_scientific_journal-11607	190	13	and	and	CCONJ
american_scientific_journal-11607	190	14	traceability	traceability	NOUN
american_scientific_journal-11607	190	15	.	.	PUNCT
american_scientific_journal-11607	191	1	establishing	establish	VERB
american_scientific_journal-11607	191	2	an	an	DET
american_scientific_journal-11607	191	3	ai	ai	ADJ
american_scientific_journal-11607	191	4	-	-	PUNCT
american_scientific_journal-11607	191	5	assisted	assist	VERB
american_scientific_journal-11607	191	6	network	network	NOUN
american_scientific_journal-11607	191	7	operations	operation	NOUN
american_scientific_journal-11607	191	8	center	center	NOUN
american_scientific_journal-11607	191	9	(	(	PUNCT
american_scientific_journal-11607	191	10	noc	noc	PROPN
american_scientific_journal-11607	191	11	)	)	PUNCT
american_scientific_journal-11607	191	12	where	where	SCONJ
american_scientific_journal-11607	191	13	operators	operator	NOUN
american_scientific_journal-11607	191	14	work	work	VERB
american_scientific_journal-11607	191	15	alongside	alongside	ADP
american_scientific_journal-11607	191	16	ai	ai	PROPN
american_scientific_journal-11607	191	17	-	-	PUNCT
american_scientific_journal-11607	191	18	generated	generate	VERB
american_scientific_journal-11607	191	19	insights	insight	NOUN
american_scientific_journal-11607	191	20	can	can	AUX
american_scientific_journal-11607	191	21	further	far	ADV
american_scientific_journal-11607	191	22	streamline	streamline	VERB
american_scientific_journal-11607	191	23	operations	operation	NOUN
american_scientific_journal-11607	191	24	.	.	PUNCT
american_scientific_journal-11607	192	1	additionally	additionally	ADV
american_scientific_journal-11607	192	2	,	,	PUNCT
american_scientific_journal-11607	192	3	ensuring	ensure	VERB
american_scientific_journal-11607	192	4	scalability	scalability	NOUN
american_scientific_journal-11607	192	5	and	and	CCONJ
american_scientific_journal-11607	192	6	reliability	reliability	NOUN
american_scientific_journal-11607	192	7	through	through	ADP
american_scientific_journal-11607	192	8	distributed	distribute	VERB
american_scientific_journal-11607	192	9	ai	ai	PROPN
american_scientific_journal-11607	192	10	services	service	NOUN
american_scientific_journal-11607	192	11	(	(	PUNCT
american_scientific_journal-11607	192	12	e.g.	e.g.	ADV
american_scientific_journal-11607	192	13	,	,	PUNCT
american_scientific_journal-11607	192	14	edge	edge	NOUN
american_scientific_journal-11607	192	15	analytics	analytic	NOUN
american_scientific_journal-11607	192	16	combined	combine	VERB
american_scientific_journal-11607	192	17	with	with	ADP
american_scientific_journal-11607	192	18	central	central	ADJ
american_scientific_journal-11607	192	19	processing	processing	NOUN
american_scientific_journal-11607	192	20	)	)	PUNCT
american_scientific_journal-11607	192	21	is	be	AUX
american_scientific_journal-11607	192	22	critical	critical	ADJ
american_scientific_journal-11607	192	23	,	,	PUNCT
american_scientific_journal-11607	192	24	along	along	ADP
american_scientific_journal-11607	192	25	with	with	ADP
american_scientific_journal-11607	192	26	securing	secure	VERB
american_scientific_journal-11607	192	27	the	the	DET
american_scientific_journal-11607	192	28	data	data	NOUN
american_scientific_journal-11607	192	29	pipeline	pipeline	NOUN
american_scientific_journal-11607	192	30	to	to	PART
american_scientific_journal-11607	192	31	prevent	prevent	VERB
american_scientific_journal-11607	192	32	adversarial	adversarial	ADJ
american_scientific_journal-11607	192	33	manipulation	manipulation	NOUN
american_scientific_journal-11607	192	34	[	[	X
american_scientific_journal-11607	192	35	6	6	NUM
american_scientific_journal-11607	192	36	]	]	PUNCT
american_scientific_journal-11607	192	37	.	.	PUNCT
american_scientific_journal-11607	193	1	adopting	adopt	VERB
american_scientific_journal-11607	193	2	ai	ai	VERB
american_scientific_journal-11607	193	3	in	in	ADP
american_scientific_journal-11607	193	4	network	network	NOUN
american_scientific_journal-11607	193	5	management	management	NOUN
american_scientific_journal-11607	193	6	necessitates	necessitate	VERB
american_scientific_journal-11607	193	7	upskilling	upskille	VERB
american_scientific_journal-11607	193	8	staff	staff	NOUN
american_scientific_journal-11607	193	9	and	and	CCONJ
american_scientific_journal-11607	193	10	fostering	foster	VERB
american_scientific_journal-11607	193	11	a	a	DET
american_scientific_journal-11607	193	12	culture	culture	NOUN
american_scientific_journal-11607	193	13	of	of	ADP
american_scientific_journal-11607	193	14	collaboration	collaboration	NOUN
american_scientific_journal-11607	193	15	between	between	ADP
american_scientific_journal-11607	193	16	network	network	NOUN
american_scientific_journal-11607	193	17	engineers	engineer	NOUN
american_scientific_journal-11607	193	18	and	and	CCONJ
american_scientific_journal-11607	193	19	data	datum	NOUN
american_scientific_journal-11607	193	20	scientists	scientist	NOUN
american_scientific_journal-11607	193	21	.	.	PUNCT
american_scientific_journal-11607	194	1	training	training	NOUN
american_scientific_journal-11607	194	2	programs	program	NOUN
american_scientific_journal-11607	194	3	and	and	CCONJ
american_scientific_journal-11607	194	4	cross	cross	ADJ
american_scientific_journal-11607	194	5	-	-	ADJ
american_scientific_journal-11607	194	6	disciplinary	disciplinary	ADJ
american_scientific_journal-11607	194	7	teams	team	NOUN
american_scientific_journal-11607	194	8	help	help	VERB
american_scientific_journal-11607	194	9	bridge	bridge	VERB
american_scientific_journal-11607	194	10	the	the	DET
american_scientific_journal-11607	194	11	knowledge	knowledge	NOUN
american_scientific_journal-11607	194	12	gap	gap	NOUN
american_scientific_journal-11607	194	13	,	,	PUNCT
american_scientific_journal-11607	194	14	ensuring	ensure	VERB
american_scientific_journal-11607	194	15	that	that	SCONJ
american_scientific_journal-11607	194	16	ai	ai	NOUN
american_scientific_journal-11607	194	17	augments	augment	NOUN
american_scientific_journal-11607	194	18	rather	rather	ADV
american_scientific_journal-11607	194	19	than	than	ADP
american_scientific_journal-11607	194	20	replaces	replace	VERB
american_scientific_journal-11607	194	21	human	human	ADJ
american_scientific_journal-11607	194	22	expertise	expertise	NOUN
american_scientific_journal-11607	194	23	.	.	PUNCT
american_scientific_journal-11607	195	1	early	early	ADJ
american_scientific_journal-11607	195	2	pilot	pilot	NOUN
american_scientific_journal-11607	195	3	projects	project	NOUN
american_scientific_journal-11607	195	4	demonstrating	demonstrate	VERB
american_scientific_journal-11607	195	5	quick	quick	ADJ
american_scientific_journal-11607	195	6	wins	win	NOUN
american_scientific_journal-11607	195	7	can	can	AUX
american_scientific_journal-11607	195	8	build	build	VERB
american_scientific_journal-11607	195	9	the	the	DET
american_scientific_journal-11607	195	10	necessary	necessary	ADJ
american_scientific_journal-11607	195	11	trust	trust	NOUN
american_scientific_journal-11607	195	12	and	and	CCONJ
american_scientific_journal-11607	195	13	drive	drive	VERB
american_scientific_journal-11607	195	14	wider	wide	ADJ
american_scientific_journal-11607	195	15	organizational	organizational	ADJ
american_scientific_journal-11607	195	16	acceptance	acceptance	NOUN
american_scientific_journal-11607	195	17	[	[	X
american_scientific_journal-11607	195	18	8	8	NUM
american_scientific_journal-11607	195	19	]	]	PUNCT
american_scientific_journal-11607	195	20	.	.	PUNCT
american_scientific_journal-11607	196	1	cutting	cut	VERB
american_scientific_journal-11607	196	2	-	-	PUNCT
american_scientific_journal-11607	196	3	edge	edge	NOUN
american_scientific_journal-11607	196	4	practices	practice	NOUN
american_scientific_journal-11607	196	5	such	such	ADJ
american_scientific_journal-11607	196	6	as	as	ADP
american_scientific_journal-11607	196	7	intent	intent	NOUN
american_scientific_journal-11607	196	8	-	-	PUNCT
american_scientific_journal-11607	196	9	based	base	VERB
american_scientific_journal-11607	196	10	networking	networking	NOUN
american_scientific_journal-11607	196	11	(	(	PUNCT
american_scientific_journal-11607	196	12	ibn	ibn	PROPN
american_scientific_journal-11607	196	13	)	)	PUNCT
american_scientific_journal-11607	196	14	and	and	CCONJ
american_scientific_journal-11607	196	15	generative	generative	ADJ
american_scientific_journal-11607	196	16	ai	ai	AUX
american_scientific_journal-11607	196	17	are	be	AUX
american_scientific_journal-11607	196	18	emerging	emerge	VERB
american_scientific_journal-11607	196	19	in	in	ADP
american_scientific_journal-11607	196	20	technologically	technologically	ADV
american_scientific_journal-11607	196	21	mature	mature	ADJ
american_scientific_journal-11607	196	22	markets	market	NOUN
american_scientific_journal-11607	196	23	.	.	PUNCT
american_scientific_journal-11607	197	1	ibn	ibn	PROPN
american_scientific_journal-11607	197	2	allows	allow	VERB
american_scientific_journal-11607	197	3	operators	operator	NOUN
american_scientific_journal-11607	197	4	to	to	PART
american_scientific_journal-11607	197	5	define	define	VERB
american_scientific_journal-11607	197	6	high	high	ADJ
american_scientific_journal-11607	197	7	-	-	PUNCT
american_scientific_journal-11607	197	8	level	level	NOUN
american_scientific_journal-11607	197	9	intents	intent	NOUN
american_scientific_journal-11607	197	10	(	(	PUNCT
american_scientific_journal-11607	197	11	e.g.	e.g.	ADV
american_scientific_journal-11607	197	12	,	,	PUNCT
american_scientific_journal-11607	197	13	“	"	PUNCT
american_scientific_journal-11607	197	14	maximize	maximize	VERB
american_scientific_journal-11607	197	15	service	service	NOUN
american_scientific_journal-11607	197	16	uptime	uptime	NOUN
american_scientific_journal-11607	197	17	”	"	PUNCT
american_scientific_journal-11607	197	18	)	)	PUNCT
american_scientific_journal-11607	197	19	which	which	PRON
american_scientific_journal-11607	197	20	ai	ai	VERB
american_scientific_journal-11607	197	21	systems	system	NOUN
american_scientific_journal-11607	197	22	then	then	ADV
american_scientific_journal-11607	197	23	translate	translate	VERB
american_scientific_journal-11607	197	24	into	into	ADP
american_scientific_journal-11607	197	25	optimized	optimize	VERB
american_scientific_journal-11607	197	26	network	network	NOUN
american_scientific_journal-11607	197	27	configurations	configuration	NOUN
american_scientific_journal-11607	197	28	.	.	PUNCT
american_scientific_journal-11607	198	1	generative	generative	ADJ
american_scientific_journal-11607	198	2	ai	ai	VERB
american_scientific_journal-11607	198	3	is	be	AUX
american_scientific_journal-11607	198	4	beginning	begin	VERB
american_scientific_journal-11607	198	5	to	to	PART
american_scientific_journal-11607	198	6	assist	assist	VERB
american_scientific_journal-11607	198	7	in	in	ADP
american_scientific_journal-11607	198	8	tasks	task	NOUN
american_scientific_journal-11607	198	9	like	like	ADP
american_scientific_journal-11607	198	10	writing	write	VERB
american_scientific_journal-11607	198	11	configuration	configuration	NOUN
american_scientific_journal-11607	198	12	scripts	script	NOUN
american_scientific_journal-11607	198	13	and	and	CCONJ
american_scientific_journal-11607	198	14	simulating	simulate	VERB
american_scientific_journal-11607	198	15	network	network	NOUN
american_scientific_journal-11607	198	16	scenarios	scenario	NOUN
american_scientific_journal-11607	198	17	,	,	PUNCT
american_scientific_journal-11607	198	18	with	with	ADP
american_scientific_journal-11607	198	19	gartner	gartner	NOUN
american_scientific_journal-11607	198	20	predicting	predict	VERB
american_scientific_journal-11607	198	21	its	its	PRON
american_scientific_journal-11607	198	22	growing	grow	VERB
american_scientific_journal-11607	198	23	role	role	NOUN
american_scientific_journal-11607	198	24	in	in	ADP
american_scientific_journal-11607	198	25	sdwan	sdwan	ADJ
american_scientific_journal-11607	198	26	management	management	NOUN
american_scientific_journal-11607	199	1	[	[	X
american_scientific_journal-11607	199	2	7	7	NUM
american_scientific_journal-11607	199	3	]	]	PUNCT
american_scientific_journal-11607	199	4	.	.	PUNCT
american_scientific_journal-11607	200	1	future	future	ADJ
american_scientific_journal-11607	200	2	trends	trend	NOUN
american_scientific_journal-11607	200	3	include	include	VERB
american_scientific_journal-11607	200	4	deeper	deep	ADJ
american_scientific_journal-11607	200	5	integration	integration	NOUN
american_scientific_journal-11607	200	6	of	of	ADP
american_scientific_journal-11607	200	7	real	real	ADJ
american_scientific_journal-11607	200	8	-	-	PUNCT
american_scientific_journal-11607	200	9	time	time	NOUN
american_scientific_journal-11607	200	10	edge	edge	NOUN
american_scientific_journal-11607	200	11	analytics	analytic	NOUN
american_scientific_journal-11607	200	12	,	,	PUNCT
american_scientific_journal-11607	200	13	cross	cross	NOUN
american_scientific_journal-11607	200	14	-	-	NOUN
american_scientific_journal-11607	200	15	domain	domain	ADJ
american_scientific_journal-11607	200	16	ai	ai	VERB
american_scientific_journal-11607	200	17	for	for	ADP
american_scientific_journal-11607	200	18	a	a	DET
american_scientific_journal-11607	200	19	360	360	NUM
american_scientific_journal-11607	200	20	°	°	ADJ
american_scientific_journal-11607	200	21	view	view	NOUN
american_scientific_journal-11607	200	22	of	of	ADP
american_scientific_journal-11607	200	23	network	network	NOUN
american_scientific_journal-11607	200	24	performance	performance	NOUN
american_scientific_journal-11607	200	25	,	,	PUNCT
american_scientific_journal-11607	200	26	energy	energy	NOUN
american_scientific_journal-11607	200	27	optimization	optimization	NOUN
american_scientific_journal-11607	200	28	,	,	PUNCT
american_scientific_journal-11607	200	29	and	and	CCONJ
american_scientific_journal-11607	200	30	the	the	DET
american_scientific_journal-11607	200	31	development	development	NOUN
american_scientific_journal-11607	200	32	of	of	ADP
american_scientific_journal-11607	200	33	digital	digital	ADJ
american_scientific_journal-11607	200	34	twins	twin	NOUN
american_scientific_journal-11607	200	35	to	to	PART
american_scientific_journal-11607	200	36	simulate	simulate	VERB
american_scientific_journal-11607	200	37	network	network	NOUN
american_scientific_journal-11607	200	38	behavior	behavior	NOUN
american_scientific_journal-11607	200	39	under	under	ADP
american_scientific_journal-11607	200	40	various	various	ADJ
american_scientific_journal-11607	200	41	conditions	condition	NOUN
american_scientific_journal-11607	200	42	[	[	X
american_scientific_journal-11607	200	43	1	1	NUM
american_scientific_journal-11607	200	44	]	]	PUNCT
american_scientific_journal-11607	200	45	.	.	PUNCT
american_scientific_journal-11607	201	1	to	to	PART
american_scientific_journal-11607	201	2	recap	recap	VERB
american_scientific_journal-11607	201	3	the	the	DET
american_scientific_journal-11607	201	4	key	key	ADJ
american_scientific_journal-11607	201	5	methodological	methodological	ADJ
american_scientific_journal-11607	201	6	best	good	ADJ
american_scientific_journal-11607	201	7	practices	practice	NOUN
american_scientific_journal-11607	201	8	for	for	ADP
american_scientific_journal-11607	201	9	implementing	implement	VERB
american_scientific_journal-11607	201	10	ai	ai	INTJ
american_scientific_journal-11607	201	11	in	in	ADP
american_scientific_journal-11607	201	12	network	network	NOUN
american_scientific_journal-11607	201	13	monitoring	monitoring	NOUN
american_scientific_journal-11607	201	14	and	and	CCONJ
american_scientific_journal-11607	201	15	maintenance	maintenance	NOUN
american_scientific_journal-11607	201	16	:	:	PUNCT
american_scientific_journal-11607	201	17	●	●	PUNCT
american_scientific_journal-11607	201	18	invest	invest	VERB
american_scientific_journal-11607	201	19	in	in	ADP
american_scientific_journal-11607	201	20	comprehensive	comprehensive	ADJ
american_scientific_journal-11607	201	21	data	datum	NOUN
american_scientific_journal-11607	201	22	management	management	NOUN
american_scientific_journal-11607	201	23	:	:	PUNCT
american_scientific_journal-11607	201	24	ensure	ensure	VERB
american_scientific_journal-11607	201	25	data	datum	NOUN
american_scientific_journal-11607	201	26	quality	quality	NOUN
american_scientific_journal-11607	201	27	and	and	CCONJ
american_scientific_journal-11607	201	28	integration	integration	NOUN
american_scientific_journal-11607	201	29	across	across	ADP
american_scientific_journal-11607	201	30	diverse	diverse	ADJ
american_scientific_journal-11607	201	31	sources	source	NOUN
american_scientific_journal-11607	201	32	.	.	PUNCT
american_scientific_journal-11607	202	1	●	●	PUNCT
american_scientific_journal-11607	202	2	start	start	VERB
american_scientific_journal-11607	202	3	with	with	ADP
american_scientific_journal-11607	202	4	clear	clear	ADJ
american_scientific_journal-11607	202	5	use	use	NOUN
american_scientific_journal-11607	202	6	-	-	PUNCT
american_scientific_journal-11607	202	7	cases	case	NOUN
american_scientific_journal-11607	202	8	:	:	PUNCT
american_scientific_journal-11607	202	9	focus	focus	VERB
american_scientific_journal-11607	202	10	on	on	ADP
american_scientific_journal-11607	202	11	anomaly	anomaly	NOUN
american_scientific_journal-11607	202	12	detection	detection	NOUN
american_scientific_journal-11607	202	13	and	and	CCONJ
american_scientific_journal-11607	202	14	targeted	target	VERB
american_scientific_journal-11607	202	15	maintenance	maintenance	NOUN
american_scientific_journal-11607	202	16	challenges	challenge	NOUN
american_scientific_journal-11607	202	17	;	;	PUNCT
american_scientific_journal-11607	202	18	prove	prove	VERB
american_scientific_journal-11607	202	19	value	value	NOUN
american_scientific_journal-11607	202	20	through	through	ADP
american_scientific_journal-11607	202	21	pilot	pilot	NOUN
american_scientific_journal-11607	202	22	projects	project	NOUN
american_scientific_journal-11607	202	23	.	.	PUNCT
american_scientific_journal-11607	203	1	●	●	PUNCT
american_scientific_journal-11607	203	2	employ	employ	VERB
american_scientific_journal-11607	203	3	a	a	DET
american_scientific_journal-11607	203	4	combination	combination	NOUN
american_scientific_journal-11607	203	5	of	of	ADP
american_scientific_journal-11607	203	6	ai	ai	ADJ
american_scientific_journal-11607	203	7	techniques	technique	NOUN
american_scientific_journal-11607	203	8	:	:	PUNCT
american_scientific_journal-11607	203	9	integrate	integrate	VERB
american_scientific_journal-11607	203	10	complex	complex	ADJ
american_scientific_journal-11607	203	11	models	model	NOUN
american_scientific_journal-11607	203	12	with	with	ADP
american_scientific_journal-11607	203	13	explainable	explainable	ADJ
american_scientific_journal-11607	203	14	,	,	PUNCT
american_scientific_journal-11607	203	15	rule	rule	NOUN
american_scientific_journal-11607	203	16	-	-	PUNCT
american_scientific_journal-11607	203	17	based	base	VERB
american_scientific_journal-11607	203	18	systems	system	NOUN
american_scientific_journal-11607	203	19	to	to	PART
american_scientific_journal-11607	203	20	maintain	maintain	VERB
american_scientific_journal-11607	203	21	operator	operator	NOUN
american_scientific_journal-11607	203	22	trust	trust	NOUN
american_scientific_journal-11607	203	23	.	.	PUNCT
american_scientific_journal-11607	204	1	●	●	PUNCT
american_scientific_journal-11607	204	2	integrate	integrate	VERB
american_scientific_journal-11607	204	3	ai	ai	VERB
american_scientific_journal-11607	204	4	outputs	output	NOUN
american_scientific_journal-11607	204	5	into	into	ADP
american_scientific_journal-11607	204	6	existing	exist	VERB
american_scientific_journal-11607	204	7	workflows	workflow	NOUN
american_scientific_journal-11607	204	8	:	:	PUNCT
american_scientific_journal-11607	204	9	automate	automate	ADJ
american_scientific_journal-11607	204	10	ticketing	ticketing	NOUN
american_scientific_journal-11607	204	11	and	and	CCONJ
american_scientific_journal-11607	204	12	incorporate	incorporate	VERB
american_scientific_journal-11607	204	13	ai	ai	ADJ
american_scientific_journal-11607	204	14	insights	insight	NOUN
american_scientific_journal-11607	204	15	into	into	ADP
american_scientific_journal-11607	204	16	daily	daily	ADJ
american_scientific_journal-11607	204	17	operations	operation	NOUN
american_scientific_journal-11607	204	18	.	.	PUNCT
american_scientific_journal-11607	205	1	●	●	PUNCT
american_scientific_journal-11607	205	2	upskill	upskill	VERB
american_scientific_journal-11607	205	3	the	the	DET
american_scientific_journal-11607	205	4	workforce	workforce	NOUN
american_scientific_journal-11607	205	5	:	:	PUNCT
american_scientific_journal-11607	205	6	create	create	VERB
american_scientific_journal-11607	205	7	cross	cross	ADJ
american_scientific_journal-11607	205	8	-	-	ADJ
american_scientific_journal-11607	205	9	functional	functional	ADJ
american_scientific_journal-11607	205	10	teams	team	NOUN
american_scientific_journal-11607	205	11	to	to	PART
american_scientific_journal-11607	205	12	bridge	bridge	VERB
american_scientific_journal-11607	205	13	the	the	DET
american_scientific_journal-11607	205	14	gap	gap	NOUN
american_scientific_journal-11607	205	15	between	between	ADP
american_scientific_journal-11607	205	16	network	network	NOUN
american_scientific_journal-11607	205	17	engineering	engineering	NOUN
american_scientific_journal-11607	205	18	and	and	CCONJ
american_scientific_journal-11607	205	19	data	datum	NOUN
american_scientific_journal-11607	205	20	science	science	NOUN
american_scientific_journal-11607	205	21	.	.	PUNCT
american_scientific_journal-11607	206	1	american	american	ADJ
american_scientific_journal-11607	206	2	academic	academic	ADJ
american_scientific_journal-11607	206	3	scientific	scientific	ADJ
american_scientific_journal-11607	206	4	research	research	NOUN
american_scientific_journal-11607	206	5	journal	journal	NOUN
american_scientific_journal-11607	206	6	for	for	ADP
american_scientific_journal-11607	206	7	engineering	engineering	NOUN
american_scientific_journal-11607	206	8	,	,	PUNCT
american_scientific_journal-11607	206	9	technology	technology	NOUN
american_scientific_journal-11607	206	10	,	,	PUNCT
american_scientific_journal-11607	206	11	and	and	CCONJ
american_scientific_journal-11607	206	12	sciences	science	NOUN
american_scientific_journal-11607	206	13	(	(	PUNCT
american_scientific_journal-11607	206	14	asrjets	asrjet	NOUN
american_scientific_journal-11607	206	15	)	)	PUNCT
american_scientific_journal-11607	206	16	volume	volume	NOUN
american_scientific_journal-11607	206	17	101	101	NUM
american_scientific_journal-11607	206	18	,	,	PUNCT
american_scientific_journal-11607	206	19	no	no	DET
american_scientific_journal-11607	206	20	1	1	NUM
american_scientific_journal-11607	206	21	,	,	PUNCT
american_scientific_journal-11607	206	22	pp	pp	ADV
american_scientific_journal-11607	206	23	335	335	NUM
american_scientific_journal-11607	206	24	-	-	SYM
american_scientific_journal-11607	206	25	348	348	NUM
american_scientific_journal-11607	206	26	346	346	NUM
american_scientific_journal-11607	206	27	●	●	NUM
american_scientific_journal-11607	206	28	plan	plan	NOUN
american_scientific_journal-11607	206	29	for	for	ADP
american_scientific_journal-11607	206	30	continuous	continuous	ADJ
american_scientific_journal-11607	206	31	improvement	improvement	NOUN
american_scientific_journal-11607	206	32	:	:	PUNCT
american_scientific_journal-11607	206	33	treat	treat	VERB
american_scientific_journal-11607	206	34	ai	ai	NOUN
american_scientific_journal-11607	206	35	models	model	NOUN
american_scientific_journal-11607	206	36	as	as	ADP
american_scientific_journal-11607	206	37	dynamic	dynamic	ADJ
american_scientific_journal-11607	206	38	systems	system	NOUN
american_scientific_journal-11607	206	39	that	that	PRON
american_scientific_journal-11607	206	40	require	require	VERB
american_scientific_journal-11607	206	41	regular	regular	ADJ
american_scientific_journal-11607	206	42	updates	update	NOUN
american_scientific_journal-11607	206	43	and	and	CCONJ
american_scientific_journal-11607	206	44	refinements	refinement	NOUN
american_scientific_journal-11607	206	45	.	.	PUNCT
american_scientific_journal-11607	207	1	by	by	ADP
american_scientific_journal-11607	207	2	following	follow	VERB
american_scientific_journal-11607	207	3	these	these	DET
american_scientific_journal-11607	207	4	practices	practice	NOUN
american_scientific_journal-11607	207	5	,	,	PUNCT
american_scientific_journal-11607	207	6	organizations	organization	NOUN
american_scientific_journal-11607	207	7	can	can	AUX
american_scientific_journal-11607	207	8	overcome	overcome	VERB
american_scientific_journal-11607	207	9	key	key	ADJ
american_scientific_journal-11607	207	10	challenges	challenge	NOUN
american_scientific_journal-11607	207	11	and	and	CCONJ
american_scientific_journal-11607	207	12	steadily	steadily	ADV
american_scientific_journal-11607	207	13	advance	advance	VERB
american_scientific_journal-11607	207	14	toward	toward	ADP
american_scientific_journal-11607	207	15	more	more	ADV
american_scientific_journal-11607	207	16	autonomous	autonomous	ADJ
american_scientific_journal-11607	207	17	and	and	CCONJ
american_scientific_journal-11607	207	18	efficient	efficient	ADJ
american_scientific_journal-11607	207	19	network	network	NOUN
american_scientific_journal-11607	207	20	operations	operation	NOUN
american_scientific_journal-11607	207	21	.	.	PUNCT
american_scientific_journal-11607	208	1	5	5	X
american_scientific_journal-11607	208	2	.	.	PUNCT
american_scientific_journal-11607	208	3	 	 	SPACE
american_scientific_journal-11607	208	4	discussion	discussion	NOUN
american_scientific_journal-11607	208	5	the	the	DET
american_scientific_journal-11607	208	6	quantitative	quantitative	ADJ
american_scientific_journal-11607	208	7	evidence	evidence	NOUN
american_scientific_journal-11607	208	8	consolidated	consolidate	VERB
american_scientific_journal-11607	208	9	in	in	ADP
american_scientific_journal-11607	208	10	sections	section	NOUN
american_scientific_journal-11607	208	11	 	 	SPACE
american_scientific_journal-11607	208	12	1–3	1–3	NOUN
american_scientific_journal-11607	208	13	confirms	confirm	VERB
american_scientific_journal-11607	208	14	that	that	SCONJ
american_scientific_journal-11607	208	15	ai‑enabled	ai‑enable	VERB
american_scientific_journal-11607	208	16	operations	operation	NOUN
american_scientific_journal-11607	208	17	deliver	deliver	VERB
american_scientific_journal-11607	208	18	material	material	NOUN
american_scientific_journal-11607	208	19	,	,	PUNCT
american_scientific_journal-11607	208	20	repeatable	repeatable	ADJ
american_scientific_journal-11607	208	21	gains	gain	NOUN
american_scientific_journal-11607	208	22	across	across	ADP
american_scientific_journal-11607	208	23	diverse	diverse	ADJ
american_scientific_journal-11607	208	24	network	network	NOUN
american_scientific_journal-11607	208	25	domains	domain	NOUN
american_scientific_journal-11607	208	26	.	.	PUNCT
american_scientific_journal-11607	209	1	field	field	NOUN
american_scientific_journal-11607	209	2	deployments	deployment	NOUN
american_scientific_journal-11607	209	3	report	report	VERB
american_scientific_journal-11607	209	4	a	a	DET
american_scientific_journal-11607	209	5	35–60	35–60	NOUN
american_scientific_journal-11607	209	6	 	 	SPACE
american_scientific_journal-11607	209	7	%	%	NOUN
american_scientific_journal-11607	209	8	reduction	reduction	NOUN
american_scientific_journal-11607	209	9	in	in	ADP
american_scientific_journal-11607	209	10	mean‑time‑to‑repair	mean‑time‑to‑repair	NOUN
american_scientific_journal-11607	209	11	(	(	PUNCT
american_scientific_journal-11607	209	12	mttr)and	mttr)and	NOUN
american_scientific_journal-11607	209	13	20–30	20–30	PROPN
american_scientific_journal-11607	209	14	 	 	SPACE
american_scientific_journal-11607	209	15	%	%	NOUN
american_scientific_journal-11607	209	16	cuts	cut	NOUN
american_scientific_journal-11607	209	17	in	in	ADP
american_scientific_journal-11607	209	18	unplanned	unplanned	ADJ
american_scientific_journal-11607	209	19	downtime	downtime	NOUN
american_scientific_journal-11607	209	20	and	and	CCONJ
american_scientific_journal-11607	209	21	opex	opex	NOUN
american_scientific_journal-11607	209	22	,	,	PUNCT
american_scientific_journal-11607	209	23	aligning	align	VERB
american_scientific_journal-11607	209	24	with	with	ADP
american_scientific_journal-11607	209	25	longitudinal	longitudinal	ADJ
american_scientific_journal-11607	209	26	findings	finding	NOUN
american_scientific_journal-11607	209	27	from	from	ADP
american_scientific_journal-11607	209	28	large‑scale	large‑scale	PROPN
american_scientific_journal-11607	209	29	backbones	backbones	PROPN
american_scientific_journal-11607	209	30	[	[	X
american_scientific_journal-11607	209	31	14	14	NUM
american_scientific_journal-11607	209	32	-	-	SYM
american_scientific_journal-11607	209	33	16	16	NUM
american_scientific_journal-11607	209	34	]	]	PUNCT
american_scientific_journal-11607	209	35	.	.	PUNCT
american_scientific_journal-11607	210	1	by	by	ADP
american_scientific_journal-11607	210	2	juxtaposing	juxtapose	VERB
american_scientific_journal-11607	210	3	fixed	fix	VERB
american_scientific_journal-11607	210	4	broadband	broadband	NOUN
american_scientific_journal-11607	210	5	(	(	PUNCT
american_scientific_journal-11607	210	6	ais	ais	PROPN
american_scientific_journal-11607	210	7	,	,	PUNCT
american_scientific_journal-11607	210	8	thailand	thailand	PROPN
american_scientific_journal-11607	210	9	)	)	PUNCT
american_scientific_journal-11607	210	10	and	and	CCONJ
american_scientific_journal-11607	210	11	mobile	mobile	NOUN
american_scientific_journal-11607	210	12	ran	ran	NOUN
american_scientific_journal-11607	210	13	(	(	PUNCT
american_scientific_journal-11607	210	14	deutsche	deutsche	NOUN
american_scientific_journal-11607	210	15	 	 	SPACE
american_scientific_journal-11607	210	16	telekom	telekom	NOUN
american_scientific_journal-11607	210	17	)	)	PUNCT
american_scientific_journal-11607	210	18	cases	case	NOUN
american_scientific_journal-11607	210	19	,	,	PUNCT
american_scientific_journal-11607	210	20	this	this	DET
american_scientific_journal-11607	210	21	study	study	NOUN
american_scientific_journal-11607	210	22	extends	extend	VERB
american_scientific_journal-11607	210	23	prior	prior	ADV
american_scientific_journal-11607	210	24	work	work	NOUN
american_scientific_journal-11607	210	25	that	that	PRON
american_scientific_journal-11607	210	26	had	have	AUX
american_scientific_journal-11607	210	27	focused	focus	VERB
american_scientific_journal-11607	210	28	on	on	ADP
american_scientific_journal-11607	210	29	single‑domain	single‑domain	NOUN
american_scientific_journal-11607	210	30	scenarios	scenario	NOUN
american_scientific_journal-11607	210	31	,	,	PUNCT
american_scientific_journal-11607	210	32	demonstrating	demonstrate	VERB
american_scientific_journal-11607	210	33	that	that	PRON
american_scientific_journal-11607	210	34	closed‑loop	closed‑loop	NOUN
american_scientific_journal-11607	210	35	ai	ai	VERB
american_scientific_journal-11607	210	36	produces	produce	VERB
american_scientific_journal-11607	210	37	technology‑agnostic	technology‑agnostic	ADJ
american_scientific_journal-11607	210	38	benefits	benefit	NOUN
american_scientific_journal-11607	210	39	.	.	PUNCT
american_scientific_journal-11607	211	1	moreover	moreover	ADV
american_scientific_journal-11607	211	2	,	,	PUNCT
american_scientific_journal-11607	211	3	integrating	integrate	VERB
american_scientific_journal-11607	211	4	energy‑optimisation	energy‑optimisation	NOUN
american_scientific_journal-11607	211	5	modules	module	NOUN
american_scientific_journal-11607	211	6	lowered	lower	VERB
american_scientific_journal-11607	211	7	carrier	carrier	NOUN
american_scientific_journal-11607	211	8	power	power	NOUN
american_scientific_journal-11607	211	9	bills	bill	NOUN
american_scientific_journal-11607	211	10	by	by	ADP
american_scientific_journal-11607	211	11	an	an	DET
american_scientific_journal-11607	211	12	additional	additional	ADJ
american_scientific_journal-11607	211	13	≈	≈	PROPN
american_scientific_journal-11607	211	14	 	 	SPACE
american_scientific_journal-11607	211	15	5	5	NUM
american_scientific_journal-11607	211	16	 	 	SPACE
american_scientific_journal-11607	211	17	%	%	NOUN
american_scientific_journal-11607	211	18	of	of	ADP
american_scientific_journal-11607	211	19	opex	opex	NOUN
american_scientific_journal-11607	211	20	,	,	PUNCT
american_scientific_journal-11607	211	21	compressing	compress	VERB
american_scientific_journal-11607	211	22	the	the	DET
american_scientific_journal-11607	211	23	pay‑back	pay‑back	PROPN
american_scientific_journal-11607	211	24	horizon	horizon	NOUN
american_scientific_journal-11607	211	25	for	for	ADP
american_scientific_journal-11607	211	26	ai	ai	VERB
american_scientific_journal-11607	211	27	investments	investment	NOUN
american_scientific_journal-11607	211	28	to	to	ADP
american_scientific_journal-11607	211	29	≈	≈	PROPN
american_scientific_journal-11607	211	30	 	 	SPACE
american_scientific_journal-11607	211	31	18	18	NUM
american_scientific_journal-11607	211	32	 	 	SPACE
american_scientific_journal-11607	211	33	months	month	NOUN
american_scientific_journal-11607	211	34	—	—	PUNCT
american_scientific_journal-11607	211	35	significantly	significantly	ADV
american_scientific_journal-11607	211	36	shorter	short	ADJ
american_scientific_journal-11607	211	37	than	than	ADP
american_scientific_journal-11607	211	38	the	the	DET
american_scientific_journal-11607	211	39	24–30	24–30	PROPN
american_scientific_journal-11607	211	40	 	 	SPACE
american_scientific_journal-11607	211	41	months	month	NOUN
american_scientific_journal-11607	211	42	projected	project	VERB
american_scientific_journal-11607	211	43	in	in	ADP
american_scientific_journal-11607	211	44	earlier	early	ADJ
american_scientific_journal-11607	211	45	cost‑benefit	cost‑benefit	NOUN
american_scientific_journal-11607	211	46	models	model	NOUN
american_scientific_journal-11607	211	47	.	.	PUNCT
american_scientific_journal-11607	212	1	heterogeneity	heterogeneity	NOUN
american_scientific_journal-11607	212	2	in	in	ADP
american_scientific_journal-11607	212	3	effect	effect	NOUN
american_scientific_journal-11607	212	4	sizes	size	NOUN
american_scientific_journal-11607	212	5	across	across	ADP
american_scientific_journal-11607	212	6	operators	operator	NOUN
american_scientific_journal-11607	212	7	highlights	highlight	VERB
american_scientific_journal-11607	212	8	a	a	DET
american_scientific_journal-11607	212	9	pivotal	pivotal	ADJ
american_scientific_journal-11607	212	10	insight	insight	NOUN
american_scientific_journal-11607	212	11	:	:	PUNCT
american_scientific_journal-11607	212	12	data	datum	NOUN
american_scientific_journal-11607	212	13	granularity	granularity	NOUN
american_scientific_journal-11607	212	14	outweighs	outweigh	VERB
american_scientific_journal-11607	212	15	model	model	NOUN
american_scientific_journal-11607	212	16	complexity	complexity	NOUN
american_scientific_journal-11607	212	17	.	.	PUNCT
american_scientific_journal-11607	213	1	networks	network	NOUN
american_scientific_journal-11607	213	2	that	that	PRON
american_scientific_journal-11607	213	3	stream	stream	VERB
american_scientific_journal-11607	213	4	high‑resolution	high‑resolution	NOUN
american_scientific_journal-11607	213	5	telemetry	telemetry	NOUN
american_scientific_journal-11607	213	6	(	(	PUNCT
american_scientific_journal-11607	213	7	sub‑second	sub‑second	NOUN
american_scientific_journal-11607	213	8	counters	counter	NOUN
american_scientific_journal-11607	213	9	,	,	PUNCT
american_scientific_journal-11607	213	10	enriched	enrich	VERB
american_scientific_journal-11607	213	11	flow	flow	NOUN
american_scientific_journal-11607	213	12	records	record	NOUN
american_scientific_journal-11607	213	13	)	)	PUNCT
american_scientific_journal-11607	213	14	achieve	achieve	VERB
american_scientific_journal-11607	213	15	f1‑scores	f1‑score	NOUN
american_scientific_journal-11607	213	16	10	10	NUM
american_scientific_journal-11607	213	17	 	 	SPACE
american_scientific_journal-11607	213	18	percentage‑points	percentage‑point	NOUN
american_scientific_journal-11607	213	19	higher	high	ADJ
american_scientific_journal-11607	213	20	than	than	ADP
american_scientific_journal-11607	213	21	peers	peer	NOUN
american_scientific_journal-11607	213	22	relying	rely	VERB
american_scientific_journal-11607	213	23	on	on	ADP
american_scientific_journal-11607	213	24	coarse	coarse	ADJ
american_scientific_journal-11607	213	25	snmp	snmp	PROPN
american_scientific_journal-11607	213	26	polling	polling	NOUN
american_scientific_journal-11607	213	27	,	,	PUNCT
american_scientific_journal-11607	213	28	even	even	ADV
american_scientific_journal-11607	213	29	when	when	SCONJ
american_scientific_journal-11607	213	30	both	both	PRON
american_scientific_journal-11607	213	31	employ	employ	VERB
american_scientific_journal-11607	213	32	comparable	comparable	ADJ
american_scientific_journal-11607	213	33	deep	deep	ADJ
american_scientific_journal-11607	213	34	architectures	architecture	NOUN
american_scientific_journal-11607	213	35	.	.	PUNCT
american_scientific_journal-11607	214	1	this	this	DET
american_scientific_journal-11607	214	2	observation	observation	NOUN
american_scientific_journal-11607	214	3	reinforces	reinforce	VERB
american_scientific_journal-11607	214	4	the	the	DET
american_scientific_journal-11607	214	5	claim	claim	NOUN
american_scientific_journal-11607	214	6	that	that	SCONJ
american_scientific_journal-11607	214	7	“	"	PUNCT
american_scientific_journal-11607	214	8	better	well	ADJ
american_scientific_journal-11607	214	9	bits	bit	NOUN
american_scientific_journal-11607	214	10	beat	beat	VERB
american_scientific_journal-11607	214	11	better	well	ADJ
american_scientific_journal-11607	214	12	algorithms	algorithm	NOUN
american_scientific_journal-11607	214	13	.	.	PUNCT
american_scientific_journal-11607	214	14	”	"	PUNCT
american_scientific_journal-11607	215	1	practically	practically	ADV
american_scientific_journal-11607	215	2	,	,	PUNCT
american_scientific_journal-11607	215	3	operators	operator	NOUN
american_scientific_journal-11607	215	4	should	should	AUX
american_scientific_journal-11607	215	5	thus	thus	ADV
american_scientific_journal-11607	215	6	prioritise	prioritise	VERB
american_scientific_journal-11607	215	7	unified	unified	ADJ
american_scientific_journal-11607	215	8	data‑lake	data‑lake	NOUN
american_scientific_journal-11607	215	9	ingestion	ingestion	NOUN
american_scientific_journal-11607	215	10	,	,	PUNCT
american_scientific_journal-11607	215	11	time‑synchronisation	time‑synchronisation	NOUN
american_scientific_journal-11607	215	12	,	,	PUNCT
american_scientific_journal-11607	215	13	and	and	CCONJ
american_scientific_journal-11607	215	14	lossless	lossless	NOUN
american_scientific_journal-11607	215	15	compression	compression	NOUN
american_scientific_journal-11607	215	16	before	before	ADP
american_scientific_journal-11607	215	17	experimenting	experiment	VERB
american_scientific_journal-11607	215	18	with	with	ADP
american_scientific_journal-11607	215	19	more	more	ADV
american_scientific_journal-11607	215	20	sophisticated	sophisticated	ADJ
american_scientific_journal-11607	215	21	models	model	NOUN
american_scientific_journal-11607	215	22	.	.	PUNCT
american_scientific_journal-11607	216	1	finally	finally	ADV
american_scientific_journal-11607	216	2	,	,	PUNCT
american_scientific_journal-11607	216	3	the	the	DET
american_scientific_journal-11607	216	4	comparative	comparative	ADJ
american_scientific_journal-11607	216	5	synthesis	synthesis	NOUN
american_scientific_journal-11607	216	6	clarifies	clarify	VERB
american_scientific_journal-11607	216	7	the	the	DET
american_scientific_journal-11607	216	8	incremental	incremental	ADJ
american_scientific_journal-11607	216	9	value	value	NOUN
american_scientific_journal-11607	216	10	of	of	ADP
american_scientific_journal-11607	216	11	ai	ai	VERB
american_scientific_journal-11607	216	12	over	over	ADP
american_scientific_journal-11607	216	13	rule‑based	rule‑base	VERB
american_scientific_journal-11607	216	14	automation	automation	NOUN
american_scientific_journal-11607	216	15	.	.	PUNCT
american_scientific_journal-11607	217	1	traditional	traditional	ADJ
american_scientific_journal-11607	217	2	heuristics	heuristic	NOUN
american_scientific_journal-11607	217	3	still	still	ADV
american_scientific_journal-11607	217	4	excel	excel	VERB
american_scientific_journal-11607	217	5	at	at	ADP
american_scientific_journal-11607	217	6	deterministic	deterministic	ADJ
american_scientific_journal-11607	217	7	fault	fault	NOUN
american_scientific_journal-11607	217	8	signatures	signature	NOUN
american_scientific_journal-11607	217	9	(	(	PUNCT
american_scientific_journal-11607	217	10	e.g.	e.g.	ADV
american_scientific_journal-11607	217	11	,	,	PUNCT
american_scientific_journal-11607	217	12	link‑down	link‑down	ADJ
american_scientific_journal-11607	217	13	alarms	alarm	NOUN
american_scientific_journal-11607	217	14	)	)	PUNCT
american_scientific_journal-11607	217	15	,	,	PUNCT
american_scientific_journal-11607	217	16	but	but	CCONJ
american_scientific_journal-11607	217	17	they	they	PRON
american_scientific_journal-11607	217	18	fail	fail	VERB
american_scientific_journal-11607	217	19	under	under	ADP
american_scientific_journal-11607	217	20	compound	compound	NOUN
american_scientific_journal-11607	217	21	or	or	CCONJ
american_scientific_journal-11607	217	22	incipient	incipient	ADJ
american_scientific_journal-11607	217	23	anomalies	anomaly	NOUN
american_scientific_journal-11607	217	24	.	.	PUNCT
american_scientific_journal-11607	218	1	ai	ai	VERB
american_scientific_journal-11607	218	2	fills	fill	NOUN
american_scientific_journal-11607	218	3	that	that	DET
american_scientific_journal-11607	218	4	gap	gap	NOUN
american_scientific_journal-11607	218	5	by	by	ADP
american_scientific_journal-11607	218	6	learning	learn	VERB
american_scientific_journal-11607	218	7	multivariate	multivariate	NOUN
american_scientific_journal-11607	218	8	patterns	pattern	NOUN
american_scientific_journal-11607	218	9	and	and	CCONJ
american_scientific_journal-11607	218	10	—	—	PUNCT
american_scientific_journal-11607	218	11	even	even	ADV
american_scientific_journal-11607	218	12	more	more	ADV
american_scientific_journal-11607	218	13	critically	critically	ADV
american_scientific_journal-11607	218	14	—	—	PUNCT
american_scientific_journal-11607	218	15	by	by	ADP
american_scientific_journal-11607	218	16	delivering	deliver	VERB
american_scientific_journal-11607	218	17	probabilistic	probabilistic	ADJ
american_scientific_journal-11607	218	18	confidence	confidence	NOUN
american_scientific_journal-11607	218	19	scores	score	NOUN
american_scientific_journal-11607	218	20	that	that	PRON
american_scientific_journal-11607	218	21	can	can	AUX
american_scientific_journal-11607	218	22	be	be	AUX
american_scientific_journal-11607	218	23	threshold‑tuned	threshold‑tune	VERB
american_scientific_journal-11607	218	24	to	to	ADP
american_scientific_journal-11607	218	25	the	the	DET
american_scientific_journal-11607	218	26	risk	risk	NOUN
american_scientific_journal-11607	218	27	posture	posture	NOUN
american_scientific_journal-11607	218	28	of	of	ADP
american_scientific_journal-11607	218	29	each	each	DET
american_scientific_journal-11607	218	30	service	service	NOUN
american_scientific_journal-11607	218	31	tier	tier	NOUN
american_scientific_journal-11607	218	32	.	.	PUNCT
american_scientific_journal-11607	219	1	this	this	DET
american_scientific_journal-11607	219	2	capability	capability	NOUN
american_scientific_journal-11607	219	3	is	be	AUX
american_scientific_journal-11607	219	4	decisive	decisive	ADJ
american_scientific_journal-11607	219	5	for	for	ADP
american_scientific_journal-11607	219	6	mission‑critical	mission‑critical	ADJ
american_scientific_journal-11607	219	7	slices	slice	NOUN
american_scientific_journal-11607	219	8	(	(	PUNCT
american_scientific_journal-11607	219	9	e‑health	e‑health	NOUN
american_scientific_journal-11607	219	10	,	,	PUNCT
american_scientific_journal-11607	219	11	autonomous‑vehicle	autonomous‑vehicle	NOUN
american_scientific_journal-11607	219	12	backhaul	backhaul	NOUN
american_scientific_journal-11607	219	13	)	)	PUNCT
american_scientific_journal-11607	219	14	where	where	SCONJ
american_scientific_journal-11607	219	15	false	false	ADJ
american_scientific_journal-11607	219	16	positives	positive	NOUN
american_scientific_journal-11607	219	17	carry	carry	VERB
american_scientific_journal-11607	219	18	high	high	ADJ
american_scientific_journal-11607	219	19	operational	operational	ADJ
american_scientific_journal-11607	219	20	cost	cost	NOUN
american_scientific_journal-11607	219	21	.	.	PUNCT
american_scientific_journal-11607	220	1	6	6	X
american_scientific_journal-11607	220	2	.	.	X
american_scientific_journal-11607	220	3	limitations	limitation	NOUN
american_scientific_journal-11607	220	4	1	1	NUM
american_scientific_journal-11607	220	5	.	.	PUNCT
american_scientific_journal-11607	220	6	data‑source	data‑source	NOUN
american_scientific_journal-11607	220	7	bias	bias	NOUN
american_scientific_journal-11607	220	8	.	.	PUNCT
american_scientific_journal-11607	221	1	most	most	ADJ
american_scientific_journal-11607	221	2	empirical	empirical	ADJ
american_scientific_journal-11607	221	3	metrics	metric	NOUN
american_scientific_journal-11607	221	4	originate	originate	VERB
american_scientific_journal-11607	221	5	from	from	ADP
american_scientific_journal-11607	221	6	tier‑1	tier‑1	PROPN
american_scientific_journal-11607	221	7	communications‑service	communications‑service	NOUN
american_scientific_journal-11607	221	8	providers	provider	NOUN
american_scientific_journal-11607	221	9	;	;	PUNCT
american_scientific_journal-11607	221	10	small	small	ADJ
american_scientific_journal-11607	221	11	enterprise	enterprise	NOUN
american_scientific_journal-11607	221	12	or	or	CCONJ
american_scientific_journal-11607	221	13	campus	campus	NOUN
american_scientific_journal-11607	221	14	networks	network	NOUN
american_scientific_journal-11607	221	15	may	may	AUX
american_scientific_journal-11607	221	16	not	not	PART
american_scientific_journal-11607	221	17	reproduce	reproduce	VERB
american_scientific_journal-11607	221	18	identical	identical	ADJ
american_scientific_journal-11607	221	19	roi	roi	NOUN
american_scientific_journal-11607	221	20	because	because	SCONJ
american_scientific_journal-11607	221	21	of	of	ADP
american_scientific_journal-11607	221	22	lower	low	ADJ
american_scientific_journal-11607	221	23	event	event	NOUN
american_scientific_journal-11607	221	24	density	density	NOUN
american_scientific_journal-11607	221	25	and	and	CCONJ
american_scientific_journal-11607	221	26	simpler	simple	ADJ
american_scientific_journal-11607	221	27	topologies	topology	NOUN
american_scientific_journal-11607	221	28	.	.	PUNCT
american_scientific_journal-11607	222	1	2	2	X
american_scientific_journal-11607	222	2	.	.	X
american_scientific_journal-11607	222	3	short	short	ADJ
american_scientific_journal-11607	222	4	evaluation	evaluation	NOUN
american_scientific_journal-11607	222	5	windows	window	NOUN
american_scientific_journal-11607	222	6	.	.	PUNCT
american_scientific_journal-11607	223	1	several	several	ADJ
american_scientific_journal-11607	223	2	cited	cite	VERB
american_scientific_journal-11607	223	3	pilots	pilot	NOUN
american_scientific_journal-11607	223	4	were	be	AUX
american_scientific_journal-11607	223	5	monitored	monitor	VERB
american_scientific_journal-11607	223	6	for	for	ADP
american_scientific_journal-11607	223	7	fewer	few	ADJ
american_scientific_journal-11607	223	8	than	than	ADP
american_scientific_journal-11607	223	9	twelve	twelve	NUM
american_scientific_journal-11607	223	10	months	month	NOUN
american_scientific_journal-11607	223	11	,	,	PUNCT
american_scientific_journal-11607	223	12	limiting	limit	VERB
american_scientific_journal-11607	223	13	visibility	visibility	NOUN
american_scientific_journal-11607	223	14	into	into	ADP
american_scientific_journal-11607	223	15	concept‑drift	concept‑drift	PROPN
american_scientific_journal-11607	223	16	resilience	resilience	NOUN
american_scientific_journal-11607	223	17	and	and	CCONJ
american_scientific_journal-11607	223	18	long‑run	long‑run	NOUN
american_scientific_journal-11607	223	19	maintenance	maintenance	NOUN
american_scientific_journal-11607	223	20	savings	saving	NOUN
american_scientific_journal-11607	223	21	.	.	PUNCT
american_scientific_journal-11607	224	1	3	3	X
american_scientific_journal-11607	224	2	.	.	PUNCT
american_scientific_journal-11607	224	3	vendor‑supplied	vendor‑supplie	VERB
american_scientific_journal-11607	224	4	measurements	measurement	NOUN
american_scientific_journal-11607	224	5	.	.	PUNCT
american_scientific_journal-11607	225	1	a	a	DET
american_scientific_journal-11607	225	2	subset	subset	NOUN
american_scientific_journal-11607	225	3	of	of	ADP
american_scientific_journal-11607	225	4	case	case	NOUN
american_scientific_journal-11607	225	5	studies	study	NOUN
american_scientific_journal-11607	225	6	relies	rely	VERB
american_scientific_journal-11607	225	7	on	on	ADP
american_scientific_journal-11607	225	8	reports	report	NOUN
american_scientific_journal-11607	225	9	issued	issue	VERB
american_scientific_journal-11607	225	10	by	by	ADP
american_scientific_journal-11607	225	11	solution	solution	NOUN
american_scientific_journal-11607	225	12	vendors	vendor	NOUN
american_scientific_journal-11607	225	13	,	,	PUNCT
american_scientific_journal-11607	225	14	which	which	PRON
american_scientific_journal-11607	225	15	may	may	AUX
american_scientific_journal-11607	225	16	introduce	introduce	VERB
american_scientific_journal-11607	225	17	positive‑reporting	positive‑reporting	NOUN
american_scientific_journal-11607	225	18	bias	bias	NOUN
american_scientific_journal-11607	225	19	despite	despite	SCONJ
american_scientific_journal-11607	225	20	independent	independent	ADJ
american_scientific_journal-11607	225	21	kpi	kpi	PROPN
american_scientific_journal-11607	225	22	audits	audits	NOUN
american_scientific_journal-11607	225	23	.	.	PUNCT
american_scientific_journal-11607	226	1	american	american	ADJ
american_scientific_journal-11607	226	2	academic	academic	ADJ
american_scientific_journal-11607	226	3	scientific	scientific	ADJ
american_scientific_journal-11607	226	4	research	research	NOUN
american_scientific_journal-11607	226	5	journal	journal	NOUN
american_scientific_journal-11607	226	6	for	for	ADP
american_scientific_journal-11607	226	7	engineering	engineering	NOUN
american_scientific_journal-11607	226	8	,	,	PUNCT
american_scientific_journal-11607	226	9	technology	technology	NOUN
american_scientific_journal-11607	226	10	,	,	PUNCT
american_scientific_journal-11607	226	11	and	and	CCONJ
american_scientific_journal-11607	226	12	sciences	science	NOUN
american_scientific_journal-11607	226	13	(	(	PUNCT
american_scientific_journal-11607	226	14	asrjets	asrjet	NOUN
american_scientific_journal-11607	226	15	)	)	PUNCT
american_scientific_journal-11607	226	16	volume	volume	NOUN
american_scientific_journal-11607	226	17	101	101	NUM
american_scientific_journal-11607	226	18	,	,	PUNCT
american_scientific_journal-11607	226	19	no	no	DET
american_scientific_journal-11607	226	20	1	1	NUM
american_scientific_journal-11607	226	21	,	,	PUNCT
american_scientific_journal-11607	226	22	pp	pp	ADV
american_scientific_journal-11607	226	23	335	335	NUM
american_scientific_journal-11607	226	24	-	-	SYM
american_scientific_journal-11607	226	25	348	348	NUM
american_scientific_journal-11607	226	26	347	347	NUM
american_scientific_journal-11607	226	27	addressing	address	VERB
american_scientific_journal-11607	226	28	these	these	DET
american_scientific_journal-11607	226	29	constraints	constraint	NOUN
american_scientific_journal-11607	226	30	requires	require	VERB
american_scientific_journal-11607	226	31	multi‑year	multi‑year	ADJ
american_scientific_journal-11607	226	32	,	,	PUNCT
american_scientific_journal-11607	226	33	vendor‑agnostic	vendor‑agnostic	ADJ
american_scientific_journal-11607	226	34	benchmarking	benchmarke	VERB
american_scientific_journal-11607	226	35	across	across	ADP
american_scientific_journal-11607	226	36	heterogeneous	heterogeneous	ADJ
american_scientific_journal-11607	226	37	networks	network	NOUN
american_scientific_journal-11607	226	38	and	and	CCONJ
american_scientific_journal-11607	226	39	publishing	publishing	NOUN
american_scientific_journal-11607	226	40	of	of	ADP
american_scientific_journal-11607	226	41	anonymised	anonymise	VERB
american_scientific_journal-11607	226	42	telemetry	telemetry	NOUN
american_scientific_journal-11607	226	43	corpora	corpus	NOUN
american_scientific_journal-11607	226	44	to	to	PART
american_scientific_journal-11607	226	45	facilitate	facilitate	VERB
american_scientific_journal-11607	226	46	reproducibility	reproducibility	NOUN
american_scientific_journal-11607	226	47	.	.	PUNCT
american_scientific_journal-11607	227	1	7	7	X
american_scientific_journal-11607	227	2	.	.	X
american_scientific_journal-11607	227	3	conclusion	conclusion	NOUN
american_scientific_journal-11607	227	4	in	in	ADP
american_scientific_journal-11607	227	5	this	this	DET
american_scientific_journal-11607	227	6	research	research	NOUN
american_scientific_journal-11607	227	7	,	,	PUNCT
american_scientific_journal-11607	227	8	we	we	PRON
american_scientific_journal-11607	227	9	conducted	conduct	VERB
american_scientific_journal-11607	227	10	a	a	DET
american_scientific_journal-11607	227	11	comprehensive	comprehensive	ADJ
american_scientific_journal-11607	227	12	analysis	analysis	NOUN
american_scientific_journal-11607	227	13	of	of	ADP
american_scientific_journal-11607	227	14	how	how	SCONJ
american_scientific_journal-11607	227	15	artificial	artificial	ADJ
american_scientific_journal-11607	227	16	intelligence	intelligence	NOUN
american_scientific_journal-11607	227	17	is	be	AUX
american_scientific_journal-11607	227	18	being	be	AUX
american_scientific_journal-11607	227	19	applied	apply	VERB
american_scientific_journal-11607	227	20	to	to	ADP
american_scientific_journal-11607	227	21	network	network	NOUN
american_scientific_journal-11607	227	22	monitoring	monitoring	NOUN
american_scientific_journal-11607	227	23	and	and	CCONJ
american_scientific_journal-11607	227	24	maintenance	maintenance	NOUN
american_scientific_journal-11607	227	25	,	,	PUNCT
american_scientific_journal-11607	227	26	focusing	focus	VERB
american_scientific_journal-11607	227	27	on	on	ADP
american_scientific_journal-11607	227	28	methodological	methodological	ADJ
american_scientific_journal-11607	227	29	aspects	aspect	NOUN
american_scientific_journal-11607	227	30	relevant	relevant	ADJ
american_scientific_journal-11607	227	31	to	to	ADP
american_scientific_journal-11607	227	32	modern	modern	ADJ
american_scientific_journal-11607	227	33	network	network	NOUN
american_scientific_journal-11607	227	34	operations	operation	NOUN
american_scientific_journal-11607	227	35	.	.	PUNCT
american_scientific_journal-11607	228	1	the	the	DET
american_scientific_journal-11607	228	2	key	key	ADJ
american_scientific_journal-11607	228	3	findings	finding	NOUN
american_scientific_journal-11607	228	4	are	be	AUX
american_scientific_journal-11607	228	5	multifold	multifold	ADJ
american_scientific_journal-11607	228	6	.	.	PUNCT
american_scientific_journal-11607	229	1	first	first	ADV
american_scientific_journal-11607	229	2	,	,	PUNCT
american_scientific_journal-11607	229	3	ai	ai	VERB
american_scientific_journal-11607	229	4	techniques	technique	NOUN
american_scientific_journal-11607	229	5	(	(	PUNCT
american_scientific_journal-11607	229	6	machine	machine	NOUN
american_scientific_journal-11607	229	7	learning	learning	NOUN
american_scientific_journal-11607	229	8	,	,	PUNCT
american_scientific_journal-11607	229	9	deep	deep	ADJ
american_scientific_journal-11607	229	10	learning	learning	NOUN
american_scientific_journal-11607	229	11	,	,	PUNCT
american_scientific_journal-11607	229	12	etc	etc	X
american_scientific_journal-11607	229	13	.	.	X
american_scientific_journal-11607	229	14	)	)	PUNCT
american_scientific_journal-11607	229	15	have	have	AUX
american_scientific_journal-11607	229	16	proven	prove	VERB
american_scientific_journal-11607	229	17	highly	highly	ADV
american_scientific_journal-11607	229	18	effective	effective	ADJ
american_scientific_journal-11607	229	19	in	in	ADP
american_scientific_journal-11607	229	20	network	network	NOUN
american_scientific_journal-11607	229	21	monitoring	monitoring	NOUN
american_scientific_journal-11607	229	22	:	:	PUNCT
american_scientific_journal-11607	229	23	they	they	PRON
american_scientific_journal-11607	229	24	can	can	AUX
american_scientific_journal-11607	229	25	automatically	automatically	ADV
american_scientific_journal-11607	229	26	detect	detect	VERB
american_scientific_journal-11607	229	27	anomalies	anomaly	NOUN
american_scientific_journal-11607	229	28	in	in	ADP
american_scientific_journal-11607	229	29	vast	vast	ADJ
american_scientific_journal-11607	229	30	streams	stream	NOUN
american_scientific_journal-11607	229	31	of	of	ADP
american_scientific_journal-11607	229	32	network	network	NOUN
american_scientific_journal-11607	229	33	data	datum	NOUN
american_scientific_journal-11607	229	34	with	with	ADP
american_scientific_journal-11607	229	35	greater	great	ADJ
american_scientific_journal-11607	229	36	speed	speed	NOUN
american_scientific_journal-11607	229	37	and	and	CCONJ
american_scientific_journal-11607	229	38	accuracy	accuracy	NOUN
american_scientific_journal-11607	229	39	than	than	ADP
american_scientific_journal-11607	229	40	traditional	traditional	ADJ
american_scientific_journal-11607	229	41	methods	method	NOUN
american_scientific_journal-11607	229	42	.	.	PUNCT
american_scientific_journal-11607	230	1	through	through	ADP
american_scientific_journal-11607	230	2	adaptive	adaptive	ADJ
american_scientific_journal-11607	230	3	learning	learning	NOUN
american_scientific_journal-11607	230	4	,	,	PUNCT
american_scientific_journal-11607	230	5	ai	ai	VERB
american_scientific_journal-11607	230	6	-	-	PUNCT
american_scientific_journal-11607	230	7	based	base	VERB
american_scientific_journal-11607	230	8	monitors	monitor	NOUN
american_scientific_journal-11607	230	9	address	address	VERB
american_scientific_journal-11607	230	10	the	the	DET
american_scientific_journal-11607	230	11	challenges	challenge	NOUN
american_scientific_journal-11607	230	12	of	of	ADP
american_scientific_journal-11607	230	13	dynamic	dynamic	ADJ
american_scientific_journal-11607	230	14	network	network	NOUN
american_scientific_journal-11607	230	15	conditions	condition	NOUN
american_scientific_journal-11607	230	16	and	and	CCONJ
american_scientific_journal-11607	230	17	reduce	reduce	VERB
american_scientific_journal-11607	230	18	false	false	ADJ
american_scientific_journal-11607	230	19	alarms	alarm	NOUN
american_scientific_journal-11607	230	20	by	by	ADP
american_scientific_journal-11607	230	21	learning	learn	VERB
american_scientific_journal-11607	230	22	what	what	PRON
american_scientific_journal-11607	230	23	“	"	PUNCT
american_scientific_journal-11607	230	24	normal	normal	ADJ
american_scientific_journal-11607	230	25	”	"	PUNCT
american_scientific_journal-11607	230	26	looks	look	VERB
american_scientific_journal-11607	230	27	like	like	ADP
american_scientific_journal-11607	230	28	for	for	ADP
american_scientific_journal-11607	230	29	a	a	DET
american_scientific_journal-11607	230	30	given	give	VERB
american_scientific_journal-11607	230	31	network	network	NOUN
american_scientific_journal-11607	230	32	environment	environment	NOUN
american_scientific_journal-11607	230	33	.	.	PUNCT
american_scientific_journal-11607	231	1	this	this	PRON
american_scientific_journal-11607	231	2	leads	lead	VERB
american_scientific_journal-11607	231	3	to	to	ADP
american_scientific_journal-11607	231	4	faster	fast	ADJ
american_scientific_journal-11607	231	5	incident	incident	NOUN
american_scientific_journal-11607	231	6	detection	detection	NOUN
american_scientific_journal-11607	231	7	and	and	CCONJ
american_scientific_journal-11607	231	8	resolution	resolution	NOUN
american_scientific_journal-11607	231	9	,	,	PUNCT
american_scientific_journal-11607	231	10	as	as	SCONJ
american_scientific_journal-11607	231	11	evidenced	evidence	VERB
american_scientific_journal-11607	231	12	by	by	ADP
american_scientific_journal-11607	231	13	case	case	NOUN
american_scientific_journal-11607	231	14	studies	study	NOUN
american_scientific_journal-11607	231	15	where	where	SCONJ
american_scientific_journal-11607	231	16	ai	ai	VERB
american_scientific_journal-11607	231	17	systems	system	NOUN
american_scientific_journal-11607	231	18	flagged	flag	VERB
american_scientific_journal-11607	231	19	issues	issue	NOUN
american_scientific_journal-11607	231	20	hours	hour	NOUN
american_scientific_journal-11607	231	21	before	before	SCONJ
american_scientific_journal-11607	231	22	they	they	PRON
american_scientific_journal-11607	231	23	would	would	AUX
american_scientific_journal-11607	231	24	have	have	AUX
american_scientific_journal-11607	231	25	been	be	AUX
american_scientific_journal-11607	231	26	caught	catch	VERB
american_scientific_journal-11607	231	27	manually	manually	ADV
american_scientific_journal-11607	231	28	.	.	PUNCT
american_scientific_journal-11607	232	1	second	second	ADJ
american_scientific_journal-11607	232	2	,	,	PUNCT
american_scientific_journal-11607	232	3	ai	ai	AUX
american_scientific_journal-11607	232	4	-	-	PUNCT
american_scientific_journal-11607	232	5	driven	drive	VERB
american_scientific_journal-11607	232	6	approaches	approach	NOUN
american_scientific_journal-11607	232	7	to	to	ADP
american_scientific_journal-11607	232	8	network	network	NOUN
american_scientific_journal-11607	232	9	maintenance	maintenance	NOUN
american_scientific_journal-11607	232	10	are	be	AUX
american_scientific_journal-11607	232	11	enabling	enable	VERB
american_scientific_journal-11607	232	12	a	a	DET
american_scientific_journal-11607	232	13	shift	shift	NOUN
american_scientific_journal-11607	232	14	from	from	ADP
american_scientific_journal-11607	232	15	reactive	reactive	ADJ
american_scientific_journal-11607	232	16	break	break	NOUN
american_scientific_journal-11607	232	17	-	-	PUNCT
american_scientific_journal-11607	232	18	fix	fix	NOUN
american_scientific_journal-11607	232	19	models	model	NOUN
american_scientific_journal-11607	232	20	to	to	ADP
american_scientific_journal-11607	232	21	a	a	DET
american_scientific_journal-11607	232	22	proactive	proactive	ADJ
american_scientific_journal-11607	232	23	maintenance	maintenance	NOUN
american_scientific_journal-11607	232	24	strategy	strategy	NOUN
american_scientific_journal-11607	232	25	.	.	PUNCT
american_scientific_journal-11607	233	1	predictive	predictive	ADJ
american_scientific_journal-11607	233	2	maintenance	maintenance	NOUN
american_scientific_journal-11607	233	3	models	model	NOUN
american_scientific_journal-11607	233	4	analyze	analyze	VERB
american_scientific_journal-11607	233	5	patterns	pattern	NOUN
american_scientific_journal-11607	233	6	to	to	PART
american_scientific_journal-11607	233	7	forecast	forecast	VERB
american_scientific_journal-11607	233	8	faults	fault	NOUN
american_scientific_journal-11607	233	9	and	and	CCONJ
american_scientific_journal-11607	233	10	performance	performance	NOUN
american_scientific_journal-11607	233	11	degradation	degradation	NOUN
american_scientific_journal-11607	233	12	,	,	PUNCT
american_scientific_journal-11607	233	13	significantly	significantly	ADV
american_scientific_journal-11607	233	14	cutting	cut	VERB
american_scientific_journal-11607	233	15	down	down	ADP
american_scientific_journal-11607	233	16	unplanned	unplanned	ADJ
american_scientific_journal-11607	233	17	downtime	downtime	NOUN
american_scientific_journal-11607	233	18	.	.	PUNCT
american_scientific_journal-11607	234	1	real	real	ADJ
american_scientific_journal-11607	234	2	-	-	PUNCT
american_scientific_journal-11607	234	3	world	world	NOUN
american_scientific_journal-11607	234	4	telecom	telecom	NOUN
american_scientific_journal-11607	234	5	deployments	deployment	NOUN
american_scientific_journal-11607	234	6	(	(	PUNCT
american_scientific_journal-11607	234	7	e.g.	e.g.	ADV
american_scientific_journal-11607	234	8	,	,	PUNCT
american_scientific_journal-11607	234	9	those	those	PRON
american_scientific_journal-11607	234	10	by	by	ADP
american_scientific_journal-11607	234	11	deutsche	deutsche	PROPN
american_scientific_journal-11607	234	12	telekom	telekom	NOUN
american_scientific_journal-11607	234	13	and	and	CCONJ
american_scientific_journal-11607	234	14	others	other	NOUN
american_scientific_journal-11607	234	15	)	)	PUNCT
american_scientific_journal-11607	234	16	have	have	AUX
american_scientific_journal-11607	234	17	demonstrated	demonstrate	VERB
american_scientific_journal-11607	234	18	substantial	substantial	ADJ
american_scientific_journal-11607	234	19	improvements	improvement	NOUN
american_scientific_journal-11607	234	20	–	–	PUNCT
american_scientific_journal-11607	234	21	up	up	ADP
american_scientific_journal-11607	234	22	to	to	ADP
american_scientific_journal-11607	234	23	20–30	20–30	NUM
american_scientific_journal-11607	234	24	%	%	NOUN
american_scientific_journal-11607	234	25	reduction	reduction	NOUN
american_scientific_journal-11607	234	26	in	in	ADP
american_scientific_journal-11607	234	27	downtime	downtime	NOUN
american_scientific_journal-11607	234	28	and	and	CCONJ
american_scientific_journal-11607	234	29	costs	cost	NOUN
american_scientific_journal-11607	234	30	–	–	PUNCT
american_scientific_journal-11607	234	31	by	by	ADP
american_scientific_journal-11607	234	32	employing	employ	VERB
american_scientific_journal-11607	234	33	ai	ai	VERB
american_scientific_journal-11607	234	34	to	to	PART
american_scientific_journal-11607	234	35	anticipate	anticipate	VERB
american_scientific_journal-11607	234	36	and	and	CCONJ
american_scientific_journal-11607	234	37	prevent	prevent	VERB
american_scientific_journal-11607	234	38	failures	failure	NOUN
american_scientific_journal-11607	234	39	.	.	PUNCT
american_scientific_journal-11607	235	1	in	in	ADP
american_scientific_journal-11607	235	2	some	some	DET
american_scientific_journal-11607	235	3	instances	instance	NOUN
american_scientific_journal-11607	235	4	,	,	PUNCT
american_scientific_journal-11607	235	5	networks	network	NOUN
american_scientific_journal-11607	235	6	are	be	AUX
american_scientific_journal-11607	235	7	inching	inch	VERB
american_scientific_journal-11607	235	8	towards	towards	ADP
american_scientific_journal-11607	235	9	self	self	NOUN
american_scientific_journal-11607	235	10	-	-	PUNCT
american_scientific_journal-11607	235	11	healing	heal	VERB
american_scientific_journal-11607	235	12	capabilities	capability	NOUN
american_scientific_journal-11607	235	13	,	,	PUNCT
american_scientific_journal-11607	235	14	where	where	SCONJ
american_scientific_journal-11607	235	15	ai	ai	AUX
american_scientific_journal-11607	235	16	not	not	PART
american_scientific_journal-11607	235	17	only	only	ADV
american_scientific_journal-11607	235	18	predicts	predict	VERB
american_scientific_journal-11607	235	19	issues	issue	NOUN
american_scientific_journal-11607	235	20	but	but	CCONJ
american_scientific_journal-11607	235	21	also	also	ADV
american_scientific_journal-11607	235	22	initiates	initiate	VERB
american_scientific_journal-11607	235	23	automated	automate	VERB
american_scientific_journal-11607	235	24	mitigation	mitigation	NOUN
american_scientific_journal-11607	235	25	(	(	PUNCT
american_scientific_journal-11607	235	26	such	such	ADJ
american_scientific_journal-11607	235	27	as	as	ADP
american_scientific_journal-11607	235	28	re	re	VERB
american_scientific_journal-11607	235	29	-	-	ADJ
american_scientific_journal-11607	235	30	routing	route	VERB
american_scientific_journal-11607	235	31	traffic	traffic	NOUN
american_scientific_journal-11607	235	32	or	or	CCONJ
american_scientific_journal-11607	235	33	scheduling	schedule	VERB
american_scientific_journal-11607	235	34	a	a	DET
american_scientific_journal-11607	235	35	component	component	NOUN
american_scientific_journal-11607	235	36	replacement	replacement	NOUN
american_scientific_journal-11607	235	37	)	)	PUNCT
american_scientific_journal-11607	235	38	without	without	ADP
american_scientific_journal-11607	235	39	waiting	wait	VERB
american_scientific_journal-11607	235	40	for	for	ADP
american_scientific_journal-11607	235	41	human	human	ADJ
american_scientific_journal-11607	235	42	intervention	intervention	NOUN
american_scientific_journal-11607	235	43	.	.	PUNCT
american_scientific_journal-11607	236	1	references	reference	NOUN
american_scientific_journal-11607	236	2	[	[	X
american_scientific_journal-11607	236	3	1	1	NUM
american_scientific_journal-11607	236	4	]	]	PUNCT
american_scientific_journal-11607	236	5	.	.	PUNCT
american_scientific_journal-11607	237	1	intelligent	intelligent	ADJ
american_scientific_journal-11607	237	2	network	network	NOUN
american_scientific_journal-11607	237	3	management	management	NOUN
american_scientific_journal-11607	237	4	in	in	ADP
american_scientific_journal-11607	237	5	telecoms	telecom	NOUN
american_scientific_journal-11607	237	6	ultihash	ultihash	NOUN
american_scientific_journal-11607	237	7	.	.	PUNCT
american_scientific_journal-11607	238	1	[	[	X
american_scientific_journal-11607	238	2	electronic	electronic	ADJ
american_scientific_journal-11607	238	3	resource	resource	NOUN
american_scientific_journal-11607	238	4	]	]	PUNCT
american_scientific_journal-11607	238	5	–	–	PUNCT
american_scientific_journal-11607	238	6	url	url	NOUN
american_scientific_journal-11607	238	7	:	:	PUNCT
american_scientific_journal-11607	238	8	https://www.ultihash.io/use-cases/intelligent-network-management-in-telecommunications	https://www.ultihash.io/use-cases/intelligent-network-management-in-telecommunication	NOUN
american_scientific_journal-11607	238	9	[	[	X
american_scientific_journal-11607	238	10	2	2	NUM
american_scientific_journal-11607	238	11	]	]	PUNCT
american_scientific_journal-11607	238	12	.	.	PUNCT
american_scientific_journal-11607	239	1	ai	ai	AUX
american_scientific_journal-11607	239	2	-	-	PUNCT
american_scientific_journal-11607	239	3	powered	power	VERB
american_scientific_journal-11607	239	4	telecom	telecom	NOUN
american_scientific_journal-11607	239	5	networks	network	NOUN
american_scientific_journal-11607	239	6	:	:	PUNCT
american_scientific_journal-11607	239	7	the	the	DET
american_scientific_journal-11607	239	8	road	road	NOUN
american_scientific_journal-11607	239	9	to	to	ADP
american_scientific_journal-11607	239	10	full	full	ADJ
american_scientific_journal-11607	239	11	automation	automation	NOUN
american_scientific_journal-11607	239	12	and	and	CCONJ
american_scientific_journal-11607	239	13	intelligence	intelligence	NOUN
american_scientific_journal-11607	239	14	telecom	telecom	NOUN
american_scientific_journal-11607	239	15	review	review	PROPN
american_scientific_journal-11607	239	16	.	.	PUNCT
american_scientific_journal-11607	240	1	[	[	X
american_scientific_journal-11607	240	2	electronic	electronic	ADJ
american_scientific_journal-11607	240	3	resource	resource	NOUN
american_scientific_journal-11607	240	4	]	]	PUNCT
american_scientific_journal-11607	240	5	–	–	PUNCT
american_scientific_journal-11607	240	6	url	url	NOUN
american_scientific_journal-11607	240	7	:	:	PUNCT
american_scientific_journal-11607	240	8	https://www.telecomreview.com/articles/reports-and-coverage/8922-aipowered-telecom-networks-the-road-to-full-automation-and-intelligence	https://www.telecomreview.com/articles/reports-and-coverage/8922-aipowered-telecom-networks-the-road-to-full-automation-and-intelligence	PRON
american_scientific_journal-11607	241	1	[	[	X
american_scientific_journal-11607	241	2	3	3	NUM
american_scientific_journal-11607	241	3	]	]	PUNCT
american_scientific_journal-11607	241	4	.	.	PUNCT
american_scientific_journal-11607	242	1	gepperth	gepperth	NOUN
american_scientific_journal-11607	242	2	,	,	PUNCT
american_scientific_journal-11607	242	3	a.	a.	PROPN
american_scientific_journal-11607	242	4	,	,	PUNCT
american_scientific_journal-11607	242	5	&	&	CCONJ
american_scientific_journal-11607	242	6	rieger	rieger	PROPN
american_scientific_journal-11607	242	7	,	,	PUNCT
american_scientific_journal-11607	242	8	s.	s.	PROPN
american_scientific_journal-11607	242	9	(	(	PUNCT
american_scientific_journal-11607	242	10	2020	2020	NUM
american_scientific_journal-11607	242	11	)	)	PUNCT
american_scientific_journal-11607	242	12	.	.	PUNCT
american_scientific_journal-11607	243	1	a	a	DET
american_scientific_journal-11607	243	2	survey	survey	NOUN
american_scientific_journal-11607	243	3	of	of	ADP
american_scientific_journal-11607	243	4	machine	machine	NOUN
american_scientific_journal-11607	243	5	learning	learning	NOUN
american_scientific_journal-11607	243	6	applied	apply	VERB
american_scientific_journal-11607	243	7	to	to	ADP
american_scientific_journal-11607	243	8	computer	computer	NOUN
american_scientific_journal-11607	243	9	networks	network	NOUN
american_scientific_journal-11607	243	10	.	.	PUNCT
american_scientific_journal-11607	244	1	in	in	ADP
american_scientific_journal-11607	244	2	esann	esann	PROPN
american_scientific_journal-11607	244	3	(	(	PUNCT
american_scientific_journal-11607	244	4	pp	pp	PROPN
american_scientific_journal-11607	244	5	.	.	PUNCT
american_scientific_journal-11607	245	1	241	241	NUM
american_scientific_journal-11607	245	2	-	-	SYM
american_scientific_journal-11607	245	3	250	250	NUM
american_scientific_journal-11607	245	4	)	)	PUNCT
american_scientific_journal-11607	245	5	.	.	PUNCT
american_scientific_journal-11607	246	1	[	[	X
american_scientific_journal-11607	246	2	4	4	NUM
american_scientific_journal-11607	246	3	]	]	PUNCT
american_scientific_journal-11607	246	4	.	.	PUNCT
american_scientific_journal-11607	247	1	clemm	clemm	PROPN
american_scientific_journal-11607	247	2	,	,	PUNCT
american_scientific_journal-11607	247	3	a.	a.	NOUN
american_scientific_journal-11607	247	4	(	(	PUNCT
american_scientific_journal-11607	247	5	2006	2006	NUM
american_scientific_journal-11607	247	6	)	)	PUNCT
american_scientific_journal-11607	247	7	.	.	PUNCT
american_scientific_journal-11607	248	1	network	network	NOUN
american_scientific_journal-11607	248	2	management	management	NOUN
american_scientific_journal-11607	248	3	fundamentals	fundamental	NOUN
american_scientific_journal-11607	248	4	.	.	PUNCT
american_scientific_journal-11607	249	1	cisco	cisco	PROPN
american_scientific_journal-11607	249	2	press	press	PROPN
american_scientific_journal-11607	249	3	.	.	PUNCT
american_scientific_journal-11607	250	1	[	[	X
american_scientific_journal-11607	250	2	5	5	NUM
american_scientific_journal-11607	250	3	]	]	PUNCT
american_scientific_journal-11607	250	4	.	.	PUNCT
american_scientific_journal-11607	251	1	benefits	benefit	NOUN
american_scientific_journal-11607	251	2	of	of	ADP
american_scientific_journal-11607	251	3	ai	ai	NOUN
american_scientific_journal-11607	251	4	and	and	CCONJ
american_scientific_journal-11607	251	5	machine	machine	NOUN
american_scientific_journal-11607	251	6	learning	learning	NOUN
american_scientific_journal-11607	251	7	in	in	ADP
american_scientific_journal-11607	251	8	network	network	NOUN
american_scientific_journal-11607	251	9	monitoring	monitoring	NOUN
american_scientific_journal-11607	251	10	.	.	PUNCT
american_scientific_journal-11607	252	1	[	[	X
american_scientific_journal-11607	252	2	electronic	electronic	ADJ
american_scientific_journal-11607	252	3	resource	resource	NOUN
american_scientific_journal-11607	252	4	]	]	PUNCT
american_scientific_journal-11607	252	5	–	–	PUNCT
american_scientific_journal-11607	252	6	url	url	NOUN
american_scientific_journal-11607	252	7	:	:	PUNCT
american_scientific_journal-11607	252	8	https://www.extnoc.com/blog/benefits-of-ai-and-machine-learning-in-network-monitoring/	https://www.extnoc.com/blog/benefits-of-ai-and-machine-learning-in-network-monitoring/	PROPN
american_scientific_journal-11607	253	1	[	[	X
american_scientific_journal-11607	253	2	6	6	NUM
american_scientific_journal-11607	253	3	]	]	PUNCT
american_scientific_journal-11607	253	4	.	.	PUNCT
american_scientific_journal-11607	254	1	roy	roy	PROPN
american_scientific_journal-11607	254	2	,	,	PUNCT
american_scientific_journal-11607	254	3	s.	s.	PROPN
american_scientific_journal-11607	254	4	a	a	DET
american_scientific_journal-11607	254	5	comprehensive	comprehensive	ADJ
american_scientific_journal-11607	254	6	survey	survey	NOUN
american_scientific_journal-11607	254	7	on	on	ADP
american_scientific_journal-11607	254	8	network	network	NOUN
american_scientific_journal-11607	254	9	traffic	traffic	NOUN
american_scientific_journal-11607	254	10	anomaly	anomaly	NOUN
american_scientific_journal-11607	254	11	detection	detection	NOUN
american_scientific_journal-11607	254	12	using	use	VERB
american_scientific_journal-11607	254	13	deep	deep	ADJ
american_scientific_journal-11607	254	14	learning	learning	NOUN
american_scientific_journal-11607	254	15	.	.	PUNCT
american_scientific_journal-11607	255	1	doi:10.13140	doi:10.13140	ADJ
american_scientific_journal-11607	255	2	/	/	SYM
american_scientific_journal-11607	255	3	rg.2.2.32071.30884	rg.2.2.32071.30884	PRON
american_scientific_journal-11607	256	1	[	[	X
american_scientific_journal-11607	256	2	7	7	NUM
american_scientific_journal-11607	256	3	]	]	PUNCT
american_scientific_journal-11607	256	4	.	.	PUNCT
american_scientific_journal-11607	257	1	gartner	gartner	PROPN
american_scientific_journal-11607	257	2	report	report	PROPN
american_scientific_journal-11607	257	3	:	:	PUNCT
american_scientific_journal-11607	257	4	generative	generative	NOUN
american_scientific_journal-11607	257	5	ai	ai	AUX
american_scientific_journal-11607	257	6	taking	take	VERB
american_scientific_journal-11607	257	7	over	over	ADP
american_scientific_journal-11607	257	8	sd	sd	NOUN
american_scientific_journal-11607	257	9	-	-	PUNCT
american_scientific_journal-11607	257	10	wan	wan	NOUN
american_scientific_journal-11607	257	11	management	management	PROPN
american_scientific_journal-11607	257	12	-the	-the	DET
american_scientific_journal-11607	257	13	journal	journal	NOUN
american_scientific_journal-11607	257	14	.	.	PUNCT
american_scientific_journal-11607	258	1	[	[	X
american_scientific_journal-11607	258	2	electronic	electronic	ADJ
american_scientific_journal-11607	258	3	resource	resource	NOUN
american_scientific_journal-11607	258	4	]	]	PUNCT
american_scientific_journal-11607	258	5	–	–	PUNCT
american_scientific_journal-11607	258	6	url	url	NOUN
american_scientific_journal-11607	258	7	:	:	PUNCT
american_scientific_journal-11607	258	8	https://thejournal.com/articles/2024/10/04/gartner-report-generative-ai-takinghttps://www.ultihash.io/use-cases/intelligent-network-management-in-telecommunications#:~:text=telecom%20networks%20face%20high%20stakes,costing%20around%20%e2%82%ac6%2c238%20per%20hour	https://thejournal.com/articles/2024/10/04/gartner-report-generative-ai-takinghttps://www.ultihash.io/use-cases/intelligent-network-management-in-telecommunications#:~:text=telecom%20networks%20face%20high%20stakes,costing%20around%20%e2%82%ac6%2c238%20per%20hour	NOUN
american_scientific_journal-11607	258	9	https://www.telecomreview.com/articles/reports-and-coverage/8922-ai-powered-telecom-networks-the-road-to-full-automation-and-intelligence#:~:text=%3e%20network%20automation%20and%20self,start%20and%20how%20to%20prioritize	https://www.telecomreview.com/articles/reports-and-coverage/8922-ai-powered-telecom-networks-the-road-to-full-automation-and-intelligence#:~:text=%3e%20network%20automation%20and%20self,start%20and%20how%20to%20prioritize	NOUN
american_scientific_journal-11607	258	10	https://www.telecomreview.com/articles/reports-and-coverage/8922-ai-powered-telecom-networks-the-road-to-full-automation-and-intelligence#:~:text=%3e%20network%20automation%20and%20self,start%20and%20how%20to%20prioritize	https://www.telecomreview.com/articles/reports-and-coverage/8922-ai-powered-telecom-networks-the-road-to-full-automation-and-intelligence#:~:text=%3e%20network%20automation%20and%20self,start%20and%20how%20to%20prioritize	VERB
american_scientific_journal-11607	258	11	https://www.extnoc.com/blog/benefits-of-ai-and-machine-learning-in-network-monitoring/#:~:text=1	https://www.extnoc.com/blog/benefits-of-ai-and-machine-learning-in-network-monitoring/#:~:text=1	PROPN
american_scientific_journal-11607	258	12	http://dx.doi.org/10.13140/rg.2.2.32071.30884	http://dx.doi.org/10.13140/rg.2.2.32071.30884	X
american_scientific_journal-11607	258	13	https://thejournal.com/articles/2024/10/04/gartner-report-generative-ai-taking-over-sd-wan-management.aspx	https://thejournal.com/articles/2024/10/04/gartner-report-generative-ai-taking-over-sd-wan-management.aspx	NUM
american_scientific_journal-11607	259	1	american	american	PROPN
american_scientific_journal-11607	259	2	academic	academic	PROPN
american_scientific_journal-11607	259	3	scientific	scientific	ADJ
american_scientific_journal-11607	259	4	research	research	NOUN
american_scientific_journal-11607	259	5	journal	journal	NOUN
american_scientific_journal-11607	259	6	for	for	ADP
american_scientific_journal-11607	259	7	engineering	engineering	NOUN
american_scientific_journal-11607	259	8	,	,	PUNCT
american_scientific_journal-11607	259	9	technology	technology	NOUN
american_scientific_journal-11607	259	10	,	,	PUNCT
american_scientific_journal-11607	259	11	and	and	CCONJ
american_scientific_journal-11607	259	12	sciences	science	NOUN
american_scientific_journal-11607	259	13	(	(	PUNCT
american_scientific_journal-11607	259	14	asrjets	asrjet	NOUN
american_scientific_journal-11607	259	15	)	)	PUNCT
american_scientific_journal-11607	259	16	volume	volume	NOUN
american_scientific_journal-11607	259	17	101	101	NUM
american_scientific_journal-11607	259	18	,	,	PUNCT
american_scientific_journal-11607	259	19	no	no	DET
american_scientific_journal-11607	259	20	1	1	NUM
american_scientific_journal-11607	259	21	,	,	PUNCT
american_scientific_journal-11607	259	22	pp	pp	ADV
american_scientific_journal-11607	259	23	335	335	NUM
american_scientific_journal-11607	259	24	-	-	SYM
american_scientific_journal-11607	259	25	348	348	NUM
american_scientific_journal-11607	259	26	348	348	NUM
american_scientific_journal-11607	260	1	over-sd-wan-management.aspx	over-sd-wan-management.aspx	NUM
american_scientific_journal-11607	261	1	[	[	X
american_scientific_journal-11607	261	2	8	8	NUM
american_scientific_journal-11607	261	3	]	]	PUNCT
american_scientific_journal-11607	261	4	.	.	PUNCT
american_scientific_journal-11607	262	1	ai	ai	PROPN
american_scientific_journal-11607	262	2	's	's	PART
american_scientific_journal-11607	262	3	role	role	NOUN
american_scientific_journal-11607	262	4	in	in	ADP
american_scientific_journal-11607	262	5	revitalizing	revitalize	VERB
american_scientific_journal-11607	262	6	u.s	u.s	PROPN
american_scientific_journal-11607	262	7	.	.	PROPN
american_scientific_journal-11607	262	8	telecoms	telecom	NOUN
american_scientific_journal-11607	262	9	:	:	PUNCT
american_scientific_journal-11607	262	10	transforming	transform	VERB
american_scientific_journal-11607	262	11	an	an	DET
american_scientific_journal-11607	262	12	industry	industry	NOUN
american_scientific_journal-11607	262	13	in	in	ADP
american_scientific_journal-11607	262	14	need	need	NOUN
american_scientific_journal-11607	262	15	tlc	tlc	NOUN
american_scientific_journal-11607	262	16	creative	creative	ADJ
american_scientific_journal-11607	262	17	technology	technology	NOUN
american_scientific_journal-11607	262	18	.	.	PUNCT
american_scientific_journal-11607	263	1	[	[	X
american_scientific_journal-11607	263	2	electronic	electronic	ADJ
american_scientific_journal-11607	263	3	resource	resource	NOUN
american_scientific_journal-11607	263	4	]	]	PUNCT
american_scientific_journal-11607	263	5	–	–	PUNCT
american_scientific_journal-11607	263	6	url	url	PROPN
american_scientific_journal-11607	263	7	:	:	PUNCT
american_scientific_journal-11607	263	8	https://www.tlciscreative.com/ais-role-in-revitalizing-u-stelecoms-transforming-an-industry-in-need/	https://www.tlciscreative.com/ais-role-in-revitalizing-u-stelecoms-transforming-an-industry-in-need/	PROPN
american_scientific_journal-11607	264	1	[	[	X
american_scientific_journal-11607	264	2	9	9	NUM
american_scientific_journal-11607	264	3	]	]	PUNCT
american_scientific_journal-11607	264	4	.	.	PUNCT
american_scientific_journal-11607	265	1	the	the	DET
american_scientific_journal-11607	265	2	future	future	NOUN
american_scientific_journal-11607	265	3	of	of	ADP
american_scientific_journal-11607	265	4	network	network	NOUN
american_scientific_journal-11607	265	5	monitoring	monitoring	NOUN
american_scientific_journal-11607	265	6	:	:	PUNCT
american_scientific_journal-11607	265	7	aiops	aiop	VERB
american_scientific_journal-11607	265	8	trends	trend	NOUN
american_scientific_journal-11607	265	9	to	to	PART
american_scientific_journal-11607	265	10	watch	watch	VERB
american_scientific_journal-11607	265	11	in	in	ADP
american_scientific_journal-11607	265	12	2025	2025	NUM
american_scientific_journal-11607	265	13	.	.	PUNCT
american_scientific_journal-11607	266	1	[	[	X
american_scientific_journal-11607	266	2	electronic	electronic	ADJ
american_scientific_journal-11607	266	3	resource	resource	NOUN
american_scientific_journal-11607	266	4	]	]	PUNCT
american_scientific_journal-11607	266	5	–	–	PUNCT
american_scientific_journal-11607	266	6	url	url	PROPN
american_scientific_journal-11607	266	7	:	:	PUNCT
american_scientific_journal-11607	266	8	https://infraon.io/blog/the-future-of-network-monitoring/	https://infraon.io/blog/the-future-of-network-monitoring/	VERB
american_scientific_journal-11607	266	9	[	[	X
american_scientific_journal-11607	266	10	10	10	NUM
american_scientific_journal-11607	266	11	]	]	PUNCT
american_scientific_journal-11607	266	12	.	.	PUNCT
american_scientific_journal-11607	267	1	definition	definition	NOUN
american_scientific_journal-11607	267	2	of	of	ADP
american_scientific_journal-11607	267	3	aiops	aiop	NOUN
american_scientific_journal-11607	267	4	(	(	PUNCT
american_scientific_journal-11607	267	5	artificial	artificial	ADJ
american_scientific_journal-11607	267	6	intelligence	intelligence	NOUN
american_scientific_journal-11607	267	7	for	for	ADP
american_scientific_journal-11607	267	8	it	it	PRON
american_scientific_journal-11607	267	9	operations	operation	NOUN
american_scientific_journal-11607	267	10	)	)	PUNCT
american_scientific_journal-11607	267	11	gartner	gartner	NOUN
american_scientific_journal-11607	267	12	.	.	PUNCT
american_scientific_journal-11607	268	1	[	[	X
american_scientific_journal-11607	268	2	electronic	electronic	ADJ
american_scientific_journal-11607	268	3	resource	resource	NOUN
american_scientific_journal-11607	268	4	]	]	PUNCT
american_scientific_journal-11607	268	5	–	–	PUNCT
american_scientific_journal-11607	268	6	url	url	NOUN
american_scientific_journal-11607	268	7	:	:	PUNCT
american_scientific_journal-11607	268	8	https://www.gartner.com/en/information-technology/glossary/aiops-artificial-intelligence-operations	https://www.gartner.com/en/information-technology/glossary/aiops-artificial-intelligence-operation	NOUN
american_scientific_journal-11607	268	9	[	[	X
american_scientific_journal-11607	268	10	11	11	NUM
american_scientific_journal-11607	268	11	]	]	PUNCT
american_scientific_journal-11607	268	12	.	.	PUNCT
american_scientific_journal-11607	269	1	ai	ai	VERB
american_scientific_journal-11607	269	2	in	in	ADP
american_scientific_journal-11607	269	3	telecommunications	telecommunication	NOUN
american_scientific_journal-11607	269	4	for	for	ADP
american_scientific_journal-11607	269	5	csps	csp	NOUN
american_scientific_journal-11607	269	6	|	|	ADV
american_scientific_journal-11607	269	7	deloitte	deloitte	VERB
american_scientific_journal-11607	269	8	us	we	PRON
american_scientific_journal-11607	269	9	.	.	PUNCT
american_scientific_journal-11607	270	1	[	[	X
american_scientific_journal-11607	270	2	electronic	electronic	ADJ
american_scientific_journal-11607	270	3	resource	resource	NOUN
american_scientific_journal-11607	270	4	]	]	PUNCT
american_scientific_journal-11607	270	5	–	–	PUNCT
american_scientific_journal-11607	270	6	url	url	NOUN
american_scientific_journal-11607	270	7	:	:	PUNCT
american_scientific_journal-11607	270	8	https://www2.deloitte.com/us/en/pages/consulting/articles/ai-telecommunications-csp.html	https://www2.deloitte.com/us/en/pages/consulting/articles/ai-telecommunications-csp.html	PROPN
american_scientific_journal-11607	271	1	[	[	X
american_scientific_journal-11607	271	2	12	12	NUM
american_scientific_journal-11607	271	3	]	]	PUNCT
american_scientific_journal-11607	271	4	.	.	PUNCT
american_scientific_journal-11607	272	1	gartner	gartner	PROPN
american_scientific_journal-11607	272	2	ai	ai	AUX
american_scientific_journal-11607	272	3	networking	network	VERB
american_scientific_journal-11607	272	4	report	report	NOUN
american_scientific_journal-11607	272	5	.	.	PUNCT
american_scientific_journal-11607	273	1	[	[	X
american_scientific_journal-11607	273	2	electronic	electronic	ADJ
american_scientific_journal-11607	273	3	resource	resource	NOUN
american_scientific_journal-11607	273	4	]	]	PUNCT
american_scientific_journal-11607	273	5	–	–	PUNCT
american_scientific_journal-11607	273	6	url	url	NOUN
american_scientific_journal-11607	273	7	:	:	PUNCT
american_scientific_journal-11607	273	8	https://insights.nilesecure.com/ppcgartner-ai-networking-research	https://insights.nilesecure.com/ppcgartner-ai-networking-research	PROPN
american_scientific_journal-11607	274	1	[	[	X
american_scientific_journal-11607	274	2	13	13	NUM
american_scientific_journal-11607	274	3	]	]	PUNCT
american_scientific_journal-11607	274	4	.	.	PUNCT
american_scientific_journal-11607	275	1	self	self	NOUN
american_scientific_journal-11607	275	2	-	-	PUNCT
american_scientific_journal-11607	275	3	healing	heal	VERB
american_scientific_journal-11607	275	4	networks	network	NOUN
american_scientific_journal-11607	275	5	cisco	cisco	PROPN
american_scientific_journal-11607	275	6	blogs	blog	NOUN
american_scientific_journal-11607	275	7	.	.	PUNCT
american_scientific_journal-11607	276	1	[	[	X
american_scientific_journal-11607	276	2	electronic	electronic	ADJ
american_scientific_journal-11607	276	3	resource	resource	NOUN
american_scientific_journal-11607	276	4	]	]	PUNCT
american_scientific_journal-11607	276	5	–	–	PUNCT
american_scientific_journal-11607	276	6	url	url	NOUN
american_scientific_journal-11607	276	7	:	:	PUNCT
american_scientific_journal-11607	276	8	https://blogs.cisco.com/tag/selfhealing-networks	https://blogs.cisco.com/tag/selfhealing-network	NOUN
american_scientific_journal-11607	276	9	[	[	X
american_scientific_journal-11607	276	10	14	14	NUM
american_scientific_journal-11607	276	11	]	]	PUNCT
american_scientific_journal-11607	276	12	.	.	PUNCT
american_scientific_journal-11607	277	1	mekrache	mekrache	PROPN
american_scientific_journal-11607	277	2	,	,	PUNCT
american_scientific_journal-11607	277	3	a.	a.	PROPN
american_scientific_journal-11607	277	4	,	,	PUNCT
american_scientific_journal-11607	277	5	ksentini	ksentini	PROPN
american_scientific_journal-11607	277	6	,	,	PUNCT
american_scientific_journal-11607	277	7	a.	a.	NOUN
american_scientific_journal-11607	277	8	,	,	PUNCT
american_scientific_journal-11607	277	9	&	&	CCONJ
american_scientific_journal-11607	277	10	verikoukis	verikoukis	PROPN
american_scientific_journal-11607	277	11	,	,	PUNCT
american_scientific_journal-11607	277	12	c.	c.	PROPN
american_scientific_journal-11607	277	13	(	(	PUNCT
american_scientific_journal-11607	277	14	2024	2024	NUM
american_scientific_journal-11607	277	15	)	)	PUNCT
american_scientific_journal-11607	277	16	.	.	PUNCT
american_scientific_journal-11607	278	1	machine	machine	NOUN
american_scientific_journal-11607	278	2	reasoning	reasoning	NOUN
american_scientific_journal-11607	278	3	in	in	ADP
american_scientific_journal-11607	278	4	fcaps	fcap	NOUN
american_scientific_journal-11607	278	5	:	:	PUNCT
american_scientific_journal-11607	278	6	towards	towards	SCONJ
american_scientific_journal-11607	278	7	enhanced	enhance	VERB
american_scientific_journal-11607	278	8	beyond	beyond	ADP
american_scientific_journal-11607	278	9	5	5	NUM
american_scientific_journal-11607	278	10	g	g	NOUN
american_scientific_journal-11607	278	11	network	network	NOUN
american_scientific_journal-11607	278	12	management	management	NOUN
american_scientific_journal-11607	278	13	.	.	PUNCT
american_scientific_journal-11607	279	1	ieee	ieee	NOUN
american_scientific_journal-11607	279	2	communications	communication	NOUN
american_scientific_journal-11607	279	3	surveys	survey	NOUN
american_scientific_journal-11607	279	4	&	&	CCONJ
american_scientific_journal-11607	279	5	tutorials	tutorial	NOUN
american_scientific_journal-11607	279	6	.	.	PUNCT
american_scientific_journal-11607	280	1	[	[	X
american_scientific_journal-11607	280	2	15	15	NUM
american_scientific_journal-11607	280	3	]	]	PUNCT
american_scientific_journal-11607	280	4	.	.	PUNCT
american_scientific_journal-11607	281	1	rossi	rossi	PROPN
american_scientific_journal-11607	281	2	,	,	PUNCT
american_scientific_journal-11607	281	3	d.	d.	PROPN
american_scientific_journal-11607	281	4	,	,	PUNCT
american_scientific_journal-11607	281	5	&	&	CCONJ
american_scientific_journal-11607	281	6	zhang	zhang	PROPN
american_scientific_journal-11607	281	7	,	,	PUNCT
american_scientific_journal-11607	281	8	l.	l.	PROPN
american_scientific_journal-11607	281	9	(	(	PUNCT
american_scientific_journal-11607	281	10	2022	2022	NUM
american_scientific_journal-11607	281	11	)	)	PUNCT
american_scientific_journal-11607	281	12	.	.	PUNCT
american_scientific_journal-11607	282	1	landing	land	VERB
american_scientific_journal-11607	282	2	ai	ai	VERB
american_scientific_journal-11607	282	3	on	on	ADP
american_scientific_journal-11607	282	4	networks	network	NOUN
american_scientific_journal-11607	282	5	:	:	PUNCT
american_scientific_journal-11607	282	6	an	an	DET
american_scientific_journal-11607	282	7	equipment	equipment	NOUN
american_scientific_journal-11607	282	8	vendor	vendor	NOUN
american_scientific_journal-11607	282	9	viewpoint	viewpoint	VERB
american_scientific_journal-11607	282	10	on	on	ADP
american_scientific_journal-11607	282	11	autonomous	autonomous	ADJ
american_scientific_journal-11607	282	12	driving	driving	NOUN
american_scientific_journal-11607	282	13	networks	network	NOUN
american_scientific_journal-11607	282	14	.	.	PUNCT
american_scientific_journal-11607	283	1	ieee	ieee	NOUN
american_scientific_journal-11607	283	2	transactions	transaction	NOUN
american_scientific_journal-11607	283	3	on	on	ADP
american_scientific_journal-11607	283	4	network	network	NOUN
american_scientific_journal-11607	283	5	and	and	CCONJ
american_scientific_journal-11607	283	6	service	service	NOUN
american_scientific_journal-11607	283	7	management	management	NOUN
american_scientific_journal-11607	283	8	,	,	PUNCT
american_scientific_journal-11607	283	9	19(3	19(3	NUM
american_scientific_journal-11607	283	10	)	)	PUNCT
american_scientific_journal-11607	283	11	,	,	PUNCT
american_scientific_journal-11607	283	12	36703684	36703684	NUM
american_scientific_journal-11607	283	13	.	.	PUNCT
american_scientific_journal-11607	284	1	[	[	X
american_scientific_journal-11607	284	2	16	16	NUM
american_scientific_journal-11607	284	3	]	]	PUNCT
american_scientific_journal-11607	284	4	.	.	PUNCT
american_scientific_journal-11607	285	1	mehmood	mehmood	PROPN
american_scientific_journal-11607	285	2	,	,	PUNCT
american_scientific_journal-11607	285	3	k.	k.	PROPN
american_scientific_journal-11607	285	4	,	,	PUNCT
american_scientific_journal-11607	285	5	kralevska	kralevska	PROPN
american_scientific_journal-11607	285	6	,	,	PUNCT
american_scientific_journal-11607	285	7	k.	k.	PROPN
american_scientific_journal-11607	285	8	,	,	PUNCT
american_scientific_journal-11607	285	9	&	&	CCONJ
american_scientific_journal-11607	285	10	palma	palma	PROPN
american_scientific_journal-11607	285	11	,	,	PUNCT
american_scientific_journal-11607	285	12	d.	d.	PROPN
american_scientific_journal-11607	285	13	(	(	PUNCT
american_scientific_journal-11607	285	14	2023	2023	NUM
american_scientific_journal-11607	285	15	)	)	PUNCT
american_scientific_journal-11607	285	16	.	.	PUNCT
american_scientific_journal-11607	286	1	intent	intent	NOUN
american_scientific_journal-11607	286	2	-	-	PUNCT
american_scientific_journal-11607	286	3	driven	drive	VERB
american_scientific_journal-11607	286	4	autonomous	autonomous	ADJ
american_scientific_journal-11607	286	5	network	network	NOUN
american_scientific_journal-11607	286	6	and	and	CCONJ
american_scientific_journal-11607	286	7	service	service	NOUN
american_scientific_journal-11607	286	8	management	management	NOUN
american_scientific_journal-11607	286	9	in	in	ADP
american_scientific_journal-11607	286	10	future	future	ADJ
american_scientific_journal-11607	286	11	cellular	cellular	ADJ
american_scientific_journal-11607	286	12	networks	network	NOUN
american_scientific_journal-11607	286	13	:	:	PUNCT
american_scientific_journal-11607	286	14	a	a	DET
american_scientific_journal-11607	286	15	structured	structured	ADJ
american_scientific_journal-11607	286	16	literature	literature	NOUN
american_scientific_journal-11607	286	17	review	review	NOUN
american_scientific_journal-11607	286	18	.	.	PUNCT
american_scientific_journal-11607	287	1	computer	computer	NOUN
american_scientific_journal-11607	287	2	networks	network	NOUN
american_scientific_journal-11607	287	3	,	,	PUNCT
american_scientific_journal-11607	287	4	220	220	NUM
american_scientific_journal-11607	287	5	,	,	PUNCT
american_scientific_journal-11607	287	6	109477	109477	NUM
american_scientific_journal-11607	287	7	.	.	PUNCT
american_scientific_journal-11607	288	1	https://thejournal.com/articles/2024/10/04/gartner-report-generative-ai-taking-over-sd-wan-management.aspx	https://thejournal.com/articles/2024/10/04/gartner-report-generative-ai-taking-over-sd-wan-management.aspx	PROPN
american_scientific_journal-11607	288	2	https://www.tlciscreative.com/ais-role-in-revitalizing-u-s-telecoms-transforming-an-industry-in-need/	https://www.tlciscreative.com/ais-role-in-revitalizing-u-s-telecoms-transforming-an-industry-in-need/	PROPN
american_scientific_journal-11607	288	3	https://www.tlciscreative.com/ais-role-in-revitalizing-u-s-telecoms-transforming-an-industry-in-need/	https://www.tlciscreative.com/ais-role-in-revitalizing-u-s-telecoms-transforming-an-industry-in-need/	PROPN
american_scientific_journal-11607	288	4	https://infraon.io/blog/the-future-of-network-monitoring/	https://infraon.io/blog/the-future-of-network-monitoring/	VERB
american_scientific_journal-11607	288	5	https://www.gartner.com/en/information-technology/glossary/aiops-artificial-intelligence-operations	https://www.gartner.com/en/information-technology/glossary/aiops-artificial-intelligence-operation	NOUN
american_scientific_journal-11607	288	6	https://www2.deloitte.com/us/en/pages/consulting/articles/ai-telecommunications-csp.html	https://www2.deloitte.com/us/en/pages/consulting/articles/ai-telecommunications-csp.html	PROPN
american_scientific_journal-11607	288	7	https://insights.nilesecure.com/ppc-gartner-ai-networking-research	https://insights.nilesecure.com/ppc-gartner-ai-networking-research	NOUN
american_scientific_journal-11607	288	8	https://insights.nilesecure.com/ppc-gartner-ai-networking-research	https://insights.nilesecure.com/ppc-gartner-ai-networking-research	NOUN
american_scientific_journal-11607	288	9	https://blogs.cisco.com/tag/self-healing-networks	https://blogs.cisco.com/tag/self-healing-network	VERB
american_scientific_journal-11607	288	10	https://blogs.cisco.com/tag/self-healing-networks	https://blogs.cisco.com/tag/self-healing-network	VERB