id	sid	tid	token	lemma	pos
american_scientific_journal-12002	1	1	137	137	NUM
american_scientific_journal-12002	1	2	american	american	ADJ
american_scientific_journal-12002	1	3	academic	academic	ADJ
american_scientific_journal-12002	1	4	scientific	scientific	ADJ
american_scientific_journal-12002	1	5	research	research	NOUN
american_scientific_journal-12002	1	6	journal	journal	NOUN
american_scientific_journal-12002	1	7	for	for	ADP
american_scientific_journal-12002	1	8	engineering	engineering	NOUN
american_scientific_journal-12002	1	9	,	,	PUNCT
american_scientific_journal-12002	1	10	technology	technology	NOUN
american_scientific_journal-12002	1	11	,	,	PUNCT
american_scientific_journal-12002	1	12	and	and	CCONJ
american_scientific_journal-12002	1	13	sciences	sciences	PROPN
american_scientific_journal-12002	1	14	issn	issn	PROPN
american_scientific_journal-12002	1	15	(	(	PUNCT
american_scientific_journal-12002	1	16	print	print	NOUN
american_scientific_journal-12002	1	17	)	)	PUNCT
american_scientific_journal-12002	1	18	2313	2313	NUM
american_scientific_journal-12002	1	19	-	-	SYM
american_scientific_journal-12002	1	20	4410	4410	NUM
american_scientific_journal-12002	1	21	,	,	PUNCT
american_scientific_journal-12002	1	22	issn	issn	PROPN
american_scientific_journal-12002	1	23	(	(	PUNCT
american_scientific_journal-12002	1	24	online	online	ADJ
american_scientific_journal-12002	1	25	)	)	PUNCT
american_scientific_journal-12002	1	26	2313	2313	NUM
american_scientific_journal-12002	1	27	-	-	SYM
american_scientific_journal-12002	1	28	4402	4402	NUM
american_scientific_journal-12002	1	29	https://asrjetsjournal.org/index.php/american_scientific_journal/index	https://asrjetsjournal.org/index.php/american_scientific_journal/index	NOUN
american_scientific_journal-12002	1	30	auto	auto	NOUN
american_scientific_journal-12002	1	31	-	-	PUNCT
american_scientific_journal-12002	1	32	scaling	scale	VERB
american_scientific_journal-12002	1	33	techniques	technique	NOUN
american_scientific_journal-12002	1	34	for	for	ADP
american_scientific_journal-12002	1	35	container	container	NOUN
american_scientific_journal-12002	1	36	workloads	workload	NOUN
american_scientific_journal-12002	1	37	in	in	ADP
american_scientific_journal-12002	1	38	kubernetes	kubernete	NOUN
american_scientific_journal-12002	1	39	clusters	clusters	PROPN
american_scientific_journal-12002	1	40	megha	megha	PROPN
american_scientific_journal-12002	1	41	aggarwal	aggarwal	PROPN
american_scientific_journal-12002	1	42	*	*	PROPN
american_scientific_journal-12002	1	43	software	software	PROPN
american_scientific_journal-12002	1	44	development	development	NOUN
american_scientific_journal-12002	1	45	engineer	engineer	NOUN
american_scientific_journal-12002	1	46	,	,	PUNCT
american_scientific_journal-12002	1	47	amazon	amazon	NOUN
american_scientific_journal-12002	1	48	aws	aws	PROPN
american_scientific_journal-12002	1	49	,	,	PUNCT
american_scientific_journal-12002	1	50	seattle	seattle	PROPN
american_scientific_journal-12002	1	51	,	,	PUNCT
american_scientific_journal-12002	1	52	wa	wa	PROPN
american_scientific_journal-12002	1	53	,	,	PUNCT
american_scientific_journal-12002	1	54	usa	usa	PROPN
american_scientific_journal-12002	1	55	email:megagarw@amazon.com	email:megagarw@amazon.com	PROPN
american_scientific_journal-12002	1	56	abstract	abstract	ADJ
american_scientific_journal-12002	1	57	this	this	DET
american_scientific_journal-12002	1	58	paper	paper	NOUN
american_scientific_journal-12002	1	59	presents	present	VERB
american_scientific_journal-12002	1	60	a	a	DET
american_scientific_journal-12002	1	61	comparative	comparative	ADJ
american_scientific_journal-12002	1	62	study	study	NOUN
american_scientific_journal-12002	1	63	of	of	ADP
american_scientific_journal-12002	1	64	automatic	automatic	ADJ
american_scientific_journal-12002	1	65	scaling	scaling	NOUN
american_scientific_journal-12002	1	66	mechanisms	mechanism	NOUN
american_scientific_journal-12002	1	67	in	in	ADP
american_scientific_journal-12002	1	68	kubernetes	kubernete	NOUN
american_scientific_journal-12002	1	69	clusters	cluster	NOUN
american_scientific_journal-12002	1	70	.	.	PUNCT
american_scientific_journal-12002	2	1	the	the	DET
american_scientific_journal-12002	2	2	objective	objective	NOUN
american_scientific_journal-12002	2	3	of	of	ADP
american_scientific_journal-12002	2	4	this	this	DET
american_scientific_journal-12002	2	5	study	study	NOUN
american_scientific_journal-12002	2	6	is	be	AUX
american_scientific_journal-12002	2	7	to	to	PART
american_scientific_journal-12002	2	8	conduct	conduct	VERB
american_scientific_journal-12002	2	9	a	a	DET
american_scientific_journal-12002	2	10	comparative	comparative	ADJ
american_scientific_journal-12002	2	11	analysis	analysis	NOUN
american_scientific_journal-12002	2	12	of	of	ADP
american_scientific_journal-12002	2	13	various	various	ADJ
american_scientific_journal-12002	2	14	techniques	technique	NOUN
american_scientific_journal-12002	2	15	for	for	ADP
american_scientific_journal-12002	2	16	automating	automate	VERB
american_scientific_journal-12002	2	17	the	the	DET
american_scientific_journal-12002	2	18	scaling	scaling	NOUN
american_scientific_journal-12002	2	19	of	of	ADP
american_scientific_journal-12002	2	20	containerized	containerized	ADJ
american_scientific_journal-12002	2	21	applications	application	NOUN
american_scientific_journal-12002	2	22	in	in	ADP
american_scientific_journal-12002	2	23	kubernetes	kubernete	NOUN
american_scientific_journal-12002	2	24	clusters	cluster	NOUN
american_scientific_journal-12002	2	25	.	.	PUNCT
american_scientific_journal-12002	3	1	the	the	DET
american_scientific_journal-12002	3	2	methodological	methodological	ADJ
american_scientific_journal-12002	3	3	foundation	foundation	NOUN
american_scientific_journal-12002	3	4	of	of	ADP
american_scientific_journal-12002	3	5	the	the	DET
american_scientific_journal-12002	3	6	research	research	NOUN
american_scientific_journal-12002	3	7	comprises	comprise	VERB
american_scientific_journal-12002	3	8	a	a	DET
american_scientific_journal-12002	3	9	systematic	systematic	ADJ
american_scientific_journal-12002	3	10	review	review	NOUN
american_scientific_journal-12002	3	11	and	and	CCONJ
american_scientific_journal-12002	3	12	analytical	analytical	ADJ
american_scientific_journal-12002	3	13	processing	processing	NOUN
american_scientific_journal-12002	3	14	of	of	ADP
american_scientific_journal-12002	3	15	current	current	ADJ
american_scientific_journal-12002	3	16	scientific	scientific	ADJ
american_scientific_journal-12002	3	17	publications	publication	NOUN
american_scientific_journal-12002	3	18	in	in	ADP
american_scientific_journal-12002	3	19	the	the	DET
american_scientific_journal-12002	3	20	field	field	NOUN
american_scientific_journal-12002	3	21	.	.	PUNCT
american_scientific_journal-12002	4	1	the	the	DET
american_scientific_journal-12002	4	2	work	work	NOUN
american_scientific_journal-12002	4	3	examines	examine	VERB
american_scientific_journal-12002	4	4	the	the	DET
american_scientific_journal-12002	4	5	architectural	architectural	ADJ
american_scientific_journal-12002	4	6	principles	principle	NOUN
american_scientific_journal-12002	4	7	,	,	PUNCT
american_scientific_journal-12002	4	8	key	key	ADJ
american_scientific_journal-12002	4	9	configuration	configuration	NOUN
american_scientific_journal-12002	4	10	parameters	parameter	NOUN
american_scientific_journal-12002	4	11	,	,	PUNCT
american_scientific_journal-12002	4	12	and	and	CCONJ
american_scientific_journal-12002	4	13	built	build	VERB
american_scientific_journal-12002	4	14	-	-	PUNCT
american_scientific_journal-12002	4	15	in	in	ADP
american_scientific_journal-12002	4	16	limitations	limitation	NOUN
american_scientific_journal-12002	4	17	of	of	ADP
american_scientific_journal-12002	4	18	traditional	traditional	ADJ
american_scientific_journal-12002	4	19	tools	tool	NOUN
american_scientific_journal-12002	4	20	,	,	PUNCT
american_scientific_journal-12002	4	21	including	include	VERB
american_scientific_journal-12002	4	22	the	the	DET
american_scientific_journal-12002	4	23	horizontal	horizontal	ADJ
american_scientific_journal-12002	4	24	pod	pod	PROPN
american_scientific_journal-12002	4	25	autoscaler	autoscaler	PROPN
american_scientific_journal-12002	4	26	,	,	PUNCT
american_scientific_journal-12002	4	27	vertical	vertical	ADJ
american_scientific_journal-12002	4	28	pod	pod	NOUN
american_scientific_journal-12002	4	29	autoscaler	autoscaler	NOUN
american_scientific_journal-12002	4	30	,	,	PUNCT
american_scientific_journal-12002	4	31	and	and	CCONJ
american_scientific_journal-12002	4	32	cluster	cluster	NOUN
american_scientific_journal-12002	4	33	autoscaler	autoscaler	NOUN
american_scientific_journal-12002	4	34	.	.	PUNCT
american_scientific_journal-12002	5	1	particular	particular	ADJ
american_scientific_journal-12002	5	2	attention	attention	NOUN
american_scientific_journal-12002	5	3	is	be	AUX
american_scientific_journal-12002	5	4	devoted	devote	VERB
american_scientific_journal-12002	5	5	to	to	ADP
american_scientific_journal-12002	5	6	advanced	advanced	ADJ
american_scientific_journal-12002	5	7	solutions	solution	NOUN
american_scientific_journal-12002	5	8	designed	design	VERB
american_scientific_journal-12002	5	9	to	to	PART
american_scientific_journal-12002	5	10	enhance	enhance	VERB
american_scientific_journal-12002	5	11	the	the	DET
american_scientific_journal-12002	5	12	adaptability	adaptability	NOUN
american_scientific_journal-12002	5	13	and	and	CCONJ
american_scientific_journal-12002	5	14	predictability	predictability	NOUN
american_scientific_journal-12002	5	15	of	of	ADP
american_scientific_journal-12002	5	16	scaling	scaling	NOUN
american_scientific_journal-12002	5	17	.	.	PUNCT
american_scientific_journal-12002	6	1	these	these	PRON
american_scientific_journal-12002	6	2	include	include	VERB
american_scientific_journal-12002	6	3	event	event	NOUN
american_scientific_journal-12002	6	4	-	-	PUNCT
american_scientific_journal-12002	6	5	driven	drive	VERB
american_scientific_journal-12002	6	6	scaling	scaling	NOUN
american_scientific_journal-12002	6	7	using	use	VERB
american_scientific_journal-12002	6	8	keda	keda	PROPN
american_scientific_journal-12002	6	9	,	,	PUNCT
american_scientific_journal-12002	6	10	high	high	ADJ
american_scientific_journal-12002	6	11	-	-	PUNCT
american_scientific_journal-12002	6	12	efficiency	efficiency	NOUN
american_scientific_journal-12002	6	13	node	node	NOUN
american_scientific_journal-12002	6	14	management	management	NOUN
american_scientific_journal-12002	6	15	with	with	ADP
american_scientific_journal-12002	6	16	karpenter	karpenter	NOUN
american_scientific_journal-12002	6	17	,	,	PUNCT
american_scientific_journal-12002	6	18	and	and	CCONJ
american_scientific_journal-12002	6	19	the	the	DET
american_scientific_journal-12002	6	20	implementation	implementation	NOUN
american_scientific_journal-12002	6	21	of	of	ADP
american_scientific_journal-12002	6	22	predictive	predictive	ADJ
american_scientific_journal-12002	6	23	strategies	strategy	NOUN
american_scientific_journal-12002	6	24	based	base	VERB
american_scientific_journal-12002	6	25	on	on	ADP
american_scientific_journal-12002	6	26	machine	machine	NOUN
american_scientific_journal-12002	6	27	learning	learning	NOUN
american_scientific_journal-12002	6	28	models	model	NOUN
american_scientific_journal-12002	6	29	.	.	PUNCT
american_scientific_journal-12002	7	1	the	the	DET
american_scientific_journal-12002	7	2	scientific	scientific	ADJ
american_scientific_journal-12002	7	3	novelty	novelty	NOUN
american_scientific_journal-12002	7	4	of	of	ADP
american_scientific_journal-12002	7	5	the	the	DET
american_scientific_journal-12002	7	6	study	study	NOUN
american_scientific_journal-12002	7	7	lies	lie	VERB
american_scientific_journal-12002	7	8	in	in	ADP
american_scientific_journal-12002	7	9	the	the	DET
american_scientific_journal-12002	7	10	description	description	NOUN
american_scientific_journal-12002	7	11	of	of	ADP
american_scientific_journal-12002	7	12	a	a	DET
american_scientific_journal-12002	7	13	comparative	comparative	ADJ
american_scientific_journal-12002	7	14	classification	classification	NOUN
american_scientific_journal-12002	7	15	model	model	NOUN
american_scientific_journal-12002	7	16	of	of	ADP
american_scientific_journal-12002	7	17	autoscaling	autoscale	VERB
american_scientific_journal-12002	7	18	techniques	technique	NOUN
american_scientific_journal-12002	7	19	,	,	PUNCT
american_scientific_journal-12002	7	20	which	which	PRON
american_scientific_journal-12002	7	21	enables	enable	VERB
american_scientific_journal-12002	7	22	the	the	DET
american_scientific_journal-12002	7	23	formulation	formulation	NOUN
american_scientific_journal-12002	7	24	of	of	ADP
american_scientific_journal-12002	7	25	clear	clear	ADJ
american_scientific_journal-12002	7	26	recommendations	recommendation	NOUN
american_scientific_journal-12002	7	27	for	for	ADP
american_scientific_journal-12002	7	28	selecting	select	VERB
american_scientific_journal-12002	7	29	the	the	DET
american_scientific_journal-12002	7	30	optimal	optimal	ADJ
american_scientific_journal-12002	7	31	strategy	strategy	NOUN
american_scientific_journal-12002	7	32	based	base	VERB
american_scientific_journal-12002	7	33	on	on	ADP
american_scientific_journal-12002	7	34	the	the	DET
american_scientific_journal-12002	7	35	type	type	NOUN
american_scientific_journal-12002	7	36	of	of	ADP
american_scientific_journal-12002	7	37	workload	workload	NOUN
american_scientific_journal-12002	7	38	:	:	PUNCT
american_scientific_journal-12002	7	39	microservice	microservice	PROPN
american_scientific_journal-12002	7	40	web	web	NOUN
american_scientific_journal-12002	7	41	applications	application	NOUN
american_scientific_journal-12002	7	42	,	,	PUNCT
american_scientific_journal-12002	7	43	big	big	ADJ
american_scientific_journal-12002	7	44	data	datum	NOUN
american_scientific_journal-12002	7	45	processing	processing	NOUN
american_scientific_journal-12002	7	46	pipelines	pipeline	NOUN
american_scientific_journal-12002	7	47	,	,	PUNCT
american_scientific_journal-12002	7	48	or	or	CCONJ
american_scientific_journal-12002	7	49	resource	resource	NOUN
american_scientific_journal-12002	7	50	-	-	PUNCT
american_scientific_journal-12002	7	51	intensive	intensive	ADJ
american_scientific_journal-12002	7	52	machine	machine	NOUN
american_scientific_journal-12002	7	53	learning	learning	NOUN
american_scientific_journal-12002	7	54	tasks	task	NOUN
american_scientific_journal-12002	7	55	.	.	PUNCT
american_scientific_journal-12002	8	1	the	the	DET
american_scientific_journal-12002	8	2	analysis	analysis	NOUN
american_scientific_journal-12002	8	3	suggests	suggest	VERB
american_scientific_journal-12002	8	4	that	that	SCONJ
american_scientific_journal-12002	8	5	to	to	PART
american_scientific_journal-12002	8	6	achieve	achieve	VERB
american_scientific_journal-12002	8	7	high	high	ADJ
american_scientific_journal-12002	8	8	performance	performance	NOUN
american_scientific_journal-12002	8	9	and	and	CCONJ
american_scientific_journal-12002	8	10	resilience	resilience	NOUN
american_scientific_journal-12002	8	11	,	,	PUNCT
american_scientific_journal-12002	8	12	it	it	PRON
american_scientific_journal-12002	8	13	is	be	AUX
american_scientific_journal-12002	8	14	advisable	advisable	ADJ
american_scientific_journal-12002	8	15	to	to	PART
american_scientific_journal-12002	8	16	combine	combine	VERB
american_scientific_journal-12002	8	17	various	various	ADJ
american_scientific_journal-12002	8	18	approaches	approach	NOUN
american_scientific_journal-12002	8	19	—	—	PUNCT
american_scientific_journal-12002	8	20	including	include	VERB
american_scientific_journal-12002	8	21	horizontal	horizontal	ADJ
american_scientific_journal-12002	8	22	,	,	PUNCT
american_scientific_journal-12002	8	23	vertical	vertical	ADJ
american_scientific_journal-12002	8	24	,	,	PUNCT
american_scientific_journal-12002	8	25	and	and	CCONJ
american_scientific_journal-12002	8	26	cluster	cluster	NOUN
american_scientific_journal-12002	8	27	scaling	scaling	NOUN
american_scientific_journal-12002	8	28	—	—	PUNCT
american_scientific_journal-12002	8	29	supplemented	supplement	VERB
american_scientific_journal-12002	8	30	by	by	ADP
american_scientific_journal-12002	8	31	heuristic	heuristic	ADJ
american_scientific_journal-12002	8	32	or	or	CCONJ
american_scientific_journal-12002	8	33	predictive	predictive	ADJ
american_scientific_journal-12002	8	34	methods	method	NOUN
american_scientific_journal-12002	8	35	.	.	PUNCT
american_scientific_journal-12002	9	1	the	the	DET
american_scientific_journal-12002	9	2	findings	finding	NOUN
american_scientific_journal-12002	9	3	will	will	AUX
american_scientific_journal-12002	9	4	be	be	AUX
american_scientific_journal-12002	9	5	valuable	valuable	ADJ
american_scientific_journal-12002	9	6	to	to	ADP
american_scientific_journal-12002	9	7	devops	devop	NOUN
american_scientific_journal-12002	9	8	engineers	engineer	NOUN
american_scientific_journal-12002	9	9	,	,	PUNCT
american_scientific_journal-12002	9	10	cloud	cloud	NOUN
american_scientific_journal-12002	9	11	system	system	NOUN
american_scientific_journal-12002	9	12	architects	architect	NOUN
american_scientific_journal-12002	9	13	,	,	PUNCT
american_scientific_journal-12002	9	14	and	and	CCONJ
american_scientific_journal-12002	9	15	researchers	researcher	NOUN
american_scientific_journal-12002	9	16	focused	focus	VERB
american_scientific_journal-12002	9	17	on	on	ADP
american_scientific_journal-12002	9	18	optimizing	optimize	VERB
american_scientific_journal-12002	9	19	operational	operational	ADJ
american_scientific_journal-12002	9	20	performance	performance	NOUN
american_scientific_journal-12002	9	21	and	and	CCONJ
american_scientific_journal-12002	9	22	resource	resource	NOUN
american_scientific_journal-12002	9	23	management	management	NOUN
american_scientific_journal-12002	9	24	in	in	ADP
american_scientific_journal-12002	9	25	modern	modern	ADJ
american_scientific_journal-12002	9	26	distributed	distribute	VERB
american_scientific_journal-12002	9	27	environments	environment	NOUN
american_scientific_journal-12002	9	28	.	.	PUNCT
american_scientific_journal-12002	10	1	keywords	keyword	NOUN
american_scientific_journal-12002	10	2	:	:	PUNCT
american_scientific_journal-12002	10	3	kubernetes	kubernete	NOUN
american_scientific_journal-12002	10	4	;	;	PUNCT
american_scientific_journal-12002	10	5	autoscaling	autoscale	VERB
american_scientific_journal-12002	10	6	;	;	PUNCT
american_scientific_journal-12002	10	7	containerization	containerization	NOUN
american_scientific_journal-12002	10	8	;	;	PUNCT
american_scientific_journal-12002	10	9	hpa	hpa	NOUN
american_scientific_journal-12002	10	10	;	;	PUNCT
american_scientific_journal-12002	10	11	vpa	vpa	PROPN
american_scientific_journal-12002	10	12	;	;	PUNCT
american_scientific_journal-12002	10	13	cluster	cluster	NOUN
american_scientific_journal-12002	10	14	autoscaler	autoscaler	NOUN
american_scientific_journal-12002	10	15	;	;	PUNCT
american_scientific_journal-12002	10	16	keda	keda	X
american_scientific_journal-12002	10	17	;	;	PUNCT
american_scientific_journal-12002	10	18	karpenter	karpenter	X
american_scientific_journal-12002	10	19	;	;	PUNCT
american_scientific_journal-12002	10	20	predictive	predictive	ADJ
american_scientific_journal-12002	10	21	scaling	scaling	NOUN
american_scientific_journal-12002	10	22	;	;	PUNCT
american_scientific_journal-12002	10	23	resource	resource	NOUN
american_scientific_journal-12002	10	24	management	management	NOUN
american_scientific_journal-12002	10	25	.	.	PUNCT
american_scientific_journal-12002	11	1	-----------------------------------------------------------------------	-----------------------------------------------------------------------	PUNCT
american_scientific_journal-12002	11	2	received	receive	VERB
american_scientific_journal-12002	11	3	:	:	PUNCT
american_scientific_journal-12002	11	4	7/16/2025	7/16/2025	NUM
american_scientific_journal-12002	11	5	accepted	accept	VERB
american_scientific_journal-12002	11	6	:	:	PUNCT
american_scientific_journal-12002	11	7	9/16/2025	9/16/2025	NUM
american_scientific_journal-12002	11	8	published	publish	VERB
american_scientific_journal-12002	11	9	:	:	PUNCT
american_scientific_journal-12002	11	10	9/26/2025	9/26/2025	NUM
american_scientific_journal-12002	11	11	-----------------------------------------------------------------------	-----------------------------------------------------------------------	PUNCT
american_scientific_journal-12002	11	12	*	*	PUNCT
american_scientific_journal-12002	11	13	corresponding	correspond	VERB
american_scientific_journal-12002	11	14	author	author	NOUN
american_scientific_journal-12002	11	15	.	.	PUNCT
american_scientific_journal-12002	12	1	https://asrjetsjournal.org/index.php/american_scientific_journal/index	https://asrjetsjournal.org/index.php/american_scientific_journal/index	NOUN
american_scientific_journal-12002	12	2	american	american	PROPN
american_scientific_journal-12002	12	3	academic	academic	PROPN
american_scientific_journal-12002	12	4	scientific	scientific	ADJ
american_scientific_journal-12002	12	5	research	research	NOUN
american_scientific_journal-12002	12	6	journal	journal	NOUN
american_scientific_journal-12002	12	7	for	for	ADP
american_scientific_journal-12002	12	8	engineering	engineering	NOUN
american_scientific_journal-12002	12	9	,	,	PUNCT
american_scientific_journal-12002	12	10	technology	technology	NOUN
american_scientific_journal-12002	12	11	,	,	PUNCT
american_scientific_journal-12002	12	12	and	and	CCONJ
american_scientific_journal-12002	12	13	sciences	science	NOUN
american_scientific_journal-12002	12	14	(	(	PUNCT
american_scientific_journal-12002	12	15	asrjets	asrjet	NOUN
american_scientific_journal-12002	12	16	)	)	PUNCT
american_scientific_journal-12002	12	17	volume	volume	NOUN
american_scientific_journal-12002	12	18	103	103	NUM
american_scientific_journal-12002	12	19	,	,	PUNCT
american_scientific_journal-12002	12	20	no	no	DET
american_scientific_journal-12002	12	21	1	1	NUM
american_scientific_journal-12002	12	22	,	,	PUNCT
american_scientific_journal-12002	12	23	pp	pp	ADV
american_scientific_journal-12002	12	24	137	137	NUM
american_scientific_journal-12002	12	25	-	-	SYM
american_scientific_journal-12002	12	26	146	146	NUM
american_scientific_journal-12002	12	27	138	138	NUM
american_scientific_journal-12002	12	28	i.	i.	NOUN
american_scientific_journal-12002	12	29	introduction	introduction	NOUN
american_scientific_journal-12002	12	30	in	in	ADP
american_scientific_journal-12002	12	31	the	the	DET
american_scientific_journal-12002	12	32	modern	modern	ADJ
american_scientific_journal-12002	12	33	it	it	PRON
american_scientific_journal-12002	12	34	ecosystem	ecosystem	NOUN
american_scientific_journal-12002	12	35	,	,	PUNCT
american_scientific_journal-12002	12	36	containerization	containerization	NOUN
american_scientific_journal-12002	12	37	serves	serve	VERB
american_scientific_journal-12002	12	38	as	as	ADP
american_scientific_journal-12002	12	39	a	a	DET
american_scientific_journal-12002	12	40	key	key	ADJ
american_scientific_journal-12002	12	41	architectural	architectural	ADJ
american_scientific_journal-12002	12	42	approach	approach	NOUN
american_scientific_journal-12002	12	43	for	for	ADP
american_scientific_journal-12002	12	44	deploying	deploy	VERB
american_scientific_journal-12002	12	45	and	and	CCONJ
american_scientific_journal-12002	12	46	managing	manage	VERB
american_scientific_journal-12002	12	47	applications	application	NOUN
american_scientific_journal-12002	12	48	.	.	PUNCT
american_scientific_journal-12002	13	1	the	the	DET
american_scientific_journal-12002	13	2	kubernetes	kubernetes	PROPN
american_scientific_journal-12002	13	3	platform	platform	NOUN
american_scientific_journal-12002	13	4	has	have	AUX
american_scientific_journal-12002	13	5	firmly	firmly	ADV
american_scientific_journal-12002	13	6	established	establish	VERB
american_scientific_journal-12002	13	7	itself	itself	PRON
american_scientific_journal-12002	13	8	as	as	ADP
american_scientific_journal-12002	13	9	the	the	DET
american_scientific_journal-12002	13	10	industry	industry	NOUN
american_scientific_journal-12002	13	11	standard	standard	NOUN
american_scientific_journal-12002	13	12	for	for	ADP
american_scientific_journal-12002	13	13	container	container	NOUN
american_scientific_journal-12002	13	14	orchestration	orchestration	NOUN
american_scientific_journal-12002	13	15	,	,	PUNCT
american_scientific_journal-12002	13	16	providing	provide	VERB
american_scientific_journal-12002	13	17	an	an	DET
american_scientific_journal-12002	13	18	extensive	extensive	ADJ
american_scientific_journal-12002	13	19	toolkit	toolkit	NOUN
american_scientific_journal-12002	13	20	for	for	ADP
american_scientific_journal-12002	13	21	automating	automate	VERB
american_scientific_journal-12002	13	22	deployment	deployment	NOUN
american_scientific_journal-12002	13	23	,	,	PUNCT
american_scientific_journal-12002	13	24	scaling	scaling	NOUN
american_scientific_journal-12002	13	25	,	,	PUNCT
american_scientific_journal-12002	13	26	and	and	CCONJ
american_scientific_journal-12002	13	27	maintenance	maintenance	NOUN
american_scientific_journal-12002	13	28	processes	process	NOUN
american_scientific_journal-12002	13	29	of	of	ADP
american_scientific_journal-12002	13	30	distributed	distribute	VERB
american_scientific_journal-12002	13	31	systems	system	NOUN
american_scientific_journal-12002	13	32	[	[	X
american_scientific_journal-12002	13	33	1	1	NUM
american_scientific_journal-12002	13	34	]	]	PUNCT
american_scientific_journal-12002	13	35	.	.	PUNCT
american_scientific_journal-12002	14	1	the	the	DET
american_scientific_journal-12002	14	2	relevance	relevance	NOUN
american_scientific_journal-12002	14	3	of	of	ADP
american_scientific_journal-12002	14	4	optimizing	optimize	VERB
american_scientific_journal-12002	14	5	computational	computational	ADJ
american_scientific_journal-12002	14	6	resource	resource	NOUN
american_scientific_journal-12002	14	7	utilization	utilization	NOUN
american_scientific_journal-12002	14	8	is	be	AUX
american_scientific_journal-12002	14	9	continually	continually	ADV
american_scientific_journal-12002	14	10	increasing	increase	VERB
american_scientific_journal-12002	14	11	.	.	PUNCT
american_scientific_journal-12002	15	1	the	the	DET
american_scientific_journal-12002	15	2	variable	variable	ADJ
american_scientific_journal-12002	15	3	nature	nature	NOUN
american_scientific_journal-12002	15	4	of	of	ADP
american_scientific_journal-12002	15	5	workloads	workload	NOUN
american_scientific_journal-12002	15	6	,	,	PUNCT
american_scientific_journal-12002	15	7	especially	especially	ADV
american_scientific_journal-12002	15	8	in	in	ADP
american_scientific_journal-12002	15	9	microservice	microservice	NOUN
american_scientific_journal-12002	15	10	architectures	architecture	NOUN
american_scientific_journal-12002	15	11	where	where	SCONJ
american_scientific_journal-12002	15	12	traffic	traffic	NOUN
american_scientific_journal-12002	15	13	volumes	volume	NOUN
american_scientific_journal-12002	15	14	can	can	AUX
american_scientific_journal-12002	15	15	change	change	VERB
american_scientific_journal-12002	15	16	by	by	ADP
american_scientific_journal-12002	15	17	orders	order	NOUN
american_scientific_journal-12002	15	18	of	of	ADP
american_scientific_journal-12002	15	19	magnitude	magnitude	NOUN
american_scientific_journal-12002	15	20	over	over	ADP
american_scientific_journal-12002	15	21	very	very	ADV
american_scientific_journal-12002	15	22	short	short	ADJ
american_scientific_journal-12002	15	23	intervals	interval	NOUN
american_scientific_journal-12002	15	24	,	,	PUNCT
american_scientific_journal-12002	15	25	necessitates	necessitate	VERB
american_scientific_journal-12002	15	26	the	the	DET
american_scientific_journal-12002	15	27	implementation	implementation	NOUN
american_scientific_journal-12002	15	28	of	of	ADP
american_scientific_journal-12002	15	29	intelligent	intelligent	ADJ
american_scientific_journal-12002	15	30	and	and	CCONJ
american_scientific_journal-12002	15	31	adaptive	adaptive	ADJ
american_scientific_journal-12002	15	32	scaling	scaling	NOUN
american_scientific_journal-12002	15	33	algorithms	algorithm	NOUN
american_scientific_journal-12002	15	34	.	.	PUNCT
american_scientific_journal-12002	16	1	automatic	automatic	ADJ
american_scientific_journal-12002	16	2	scaling	scaling	NOUN
american_scientific_journal-12002	16	3	is	be	AUX
american_scientific_journal-12002	16	4	regarded	regard	VERB
american_scientific_journal-12002	16	5	as	as	ADP
american_scientific_journal-12002	16	6	one	one	NUM
american_scientific_journal-12002	16	7	of	of	ADP
american_scientific_journal-12002	16	8	the	the	DET
american_scientific_journal-12002	16	9	core	core	NOUN
american_scientific_journal-12002	16	10	functions	function	NOUN
american_scientific_journal-12002	16	11	:	:	PUNCT
american_scientific_journal-12002	16	12	it	it	PRON
american_scientific_journal-12002	16	13	not	not	PART
american_scientific_journal-12002	16	14	only	only	ADV
american_scientific_journal-12002	16	15	contributes	contribute	VERB
american_scientific_journal-12002	16	16	to	to	PART
american_scientific_journal-12002	16	17	cost	cost	NOUN
american_scientific_journal-12002	16	18	reduction	reduction	NOUN
american_scientific_journal-12002	16	19	by	by	ADP
american_scientific_journal-12002	16	20	releasing	release	VERB
american_scientific_journal-12002	16	21	idle	idle	ADJ
american_scientific_journal-12002	16	22	capacity	capacity	NOUN
american_scientific_journal-12002	16	23	but	but	CCONJ
american_scientific_journal-12002	16	24	also	also	ADV
american_scientific_journal-12002	16	25	enhances	enhance	VERB
american_scientific_journal-12002	16	26	system	system	NOUN
american_scientific_journal-12002	16	27	reliability	reliability	NOUN
american_scientific_journal-12002	16	28	by	by	ADP
american_scientific_journal-12002	16	29	promptly	promptly	ADV
american_scientific_journal-12002	16	30	provisioning	provision	VERB
american_scientific_journal-12002	16	31	resources	resource	NOUN
american_scientific_journal-12002	16	32	to	to	PART
american_scientific_journal-12002	16	33	handle	handle	VERB
american_scientific_journal-12002	16	34	peak	peak	NOUN
american_scientific_journal-12002	16	35	loads	load	NOUN
american_scientific_journal-12002	16	36	,	,	PUNCT
american_scientific_journal-12002	16	37	thereby	thereby	ADV
american_scientific_journal-12002	16	38	ensuring	ensure	VERB
american_scientific_journal-12002	16	39	high	high	ADJ
american_scientific_journal-12002	16	40	service	service	NOUN
american_scientific_journal-12002	16	41	availability	availability	NOUN
american_scientific_journal-12002	16	42	.	.	PUNCT
american_scientific_journal-12002	17	1	nevertheless	nevertheless	ADV
american_scientific_journal-12002	17	2	,	,	PUNCT
american_scientific_journal-12002	17	3	a	a	DET
american_scientific_journal-12002	17	4	methodological	methodological	ADJ
american_scientific_journal-12002	17	5	gap	gap	NOUN
american_scientific_journal-12002	17	6	is	be	AUX
american_scientific_journal-12002	17	7	observed	observe	VERB
american_scientific_journal-12002	17	8	in	in	ADP
american_scientific_journal-12002	17	9	the	the	DET
american_scientific_journal-12002	17	10	scientific	scientific	ADJ
american_scientific_journal-12002	17	11	literature	literature	NOUN
american_scientific_journal-12002	17	12	:	:	PUNCT
american_scientific_journal-12002	17	13	there	there	PRON
american_scientific_journal-12002	17	14	is	be	VERB
american_scientific_journal-12002	17	15	no	no	DET
american_scientific_journal-12002	17	16	systematized	systematized	ADJ
american_scientific_journal-12002	17	17	and	and	CCONJ
american_scientific_journal-12002	17	18	comprehensive	comprehensive	ADJ
american_scientific_journal-12002	17	19	comparison	comparison	NOUN
american_scientific_journal-12002	17	20	of	of	ADP
american_scientific_journal-12002	17	21	modern	modern	ADJ
american_scientific_journal-12002	17	22	auto	auto	NOUN
american_scientific_journal-12002	17	23	-	-	PUNCT
american_scientific_journal-12002	17	24	scaling	scale	VERB
american_scientific_journal-12002	17	25	approaches	approach	NOUN
american_scientific_journal-12002	17	26	that	that	PRON
american_scientific_journal-12002	17	27	extend	extend	VERB
american_scientific_journal-12002	17	28	beyond	beyond	ADP
american_scientific_journal-12002	17	29	the	the	DET
american_scientific_journal-12002	17	30	standard	standard	ADJ
american_scientific_journal-12002	17	31	kubernetes	kubernete	NOUN
american_scientific_journal-12002	17	32	mechanisms	mechanism	NOUN
american_scientific_journal-12002	17	33	.	.	PUNCT
american_scientific_journal-12002	18	1	most	most	ADJ
american_scientific_journal-12002	18	2	studies	study	NOUN
american_scientific_journal-12002	18	3	are	be	AUX
american_scientific_journal-12002	18	4	limited	limit	VERB
american_scientific_journal-12002	18	5	to	to	ADP
american_scientific_journal-12002	18	6	the	the	DET
american_scientific_journal-12002	18	7	analysis	analysis	NOUN
american_scientific_journal-12002	18	8	of	of	ADP
american_scientific_journal-12002	18	9	a	a	DET
american_scientific_journal-12002	18	10	single	single	ADJ
american_scientific_journal-12002	18	11	tool	tool	NOUN
american_scientific_journal-12002	18	12	or	or	CCONJ
american_scientific_journal-12002	18	13	model	model	NOUN
american_scientific_journal-12002	18	14	,	,	PUNCT
american_scientific_journal-12002	18	15	whereas	whereas	SCONJ
american_scientific_journal-12002	18	16	a	a	DET
american_scientific_journal-12002	18	17	thorough	thorough	ADJ
american_scientific_journal-12002	18	18	evaluation	evaluation	NOUN
american_scientific_journal-12002	18	19	of	of	ADP
american_scientific_journal-12002	18	20	native	native	ADJ
american_scientific_journal-12002	18	21	,	,	PUNCT
american_scientific_journal-12002	18	22	event	event	NOUN
american_scientific_journal-12002	18	23	-	-	PUNCT
american_scientific_journal-12002	18	24	driven	drive	VERB
american_scientific_journal-12002	18	25	,	,	PUNCT
american_scientific_journal-12002	18	26	and	and	CCONJ
american_scientific_journal-12002	18	27	predictive	predictive	ADJ
american_scientific_journal-12002	18	28	methods	method	NOUN
american_scientific_journal-12002	18	29	remains	remain	VERB
american_scientific_journal-12002	18	30	unaccomplished	unaccomplished	ADJ
american_scientific_journal-12002	18	31	.	.	PUNCT
american_scientific_journal-12002	19	1	the	the	DET
american_scientific_journal-12002	19	2	objective	objective	NOUN
american_scientific_journal-12002	19	3	of	of	ADP
american_scientific_journal-12002	19	4	this	this	DET
american_scientific_journal-12002	19	5	research	research	NOUN
american_scientific_journal-12002	19	6	is	be	AUX
american_scientific_journal-12002	19	7	to	to	PART
american_scientific_journal-12002	19	8	conduct	conduct	VERB
american_scientific_journal-12002	19	9	a	a	DET
american_scientific_journal-12002	19	10	comparative	comparative	ADJ
american_scientific_journal-12002	19	11	analysis	analysis	NOUN
american_scientific_journal-12002	19	12	of	of	ADP
american_scientific_journal-12002	19	13	various	various	ADJ
american_scientific_journal-12002	19	14	automatic	automatic	ADJ
american_scientific_journal-12002	19	15	scaling	scaling	NOUN
american_scientific_journal-12002	19	16	techniques	technique	NOUN
american_scientific_journal-12002	19	17	for	for	ADP
american_scientific_journal-12002	19	18	containerized	containerized	ADJ
american_scientific_journal-12002	19	19	applications	application	NOUN
american_scientific_journal-12002	19	20	in	in	ADP
american_scientific_journal-12002	19	21	kubernetes	kubernete	NOUN
american_scientific_journal-12002	19	22	clusters	cluster	NOUN
american_scientific_journal-12002	19	23	.	.	PUNCT
american_scientific_journal-12002	20	1	the	the	DET
american_scientific_journal-12002	20	2	scientific	scientific	ADJ
american_scientific_journal-12002	20	3	novelty	novelty	NOUN
american_scientific_journal-12002	20	4	of	of	ADP
american_scientific_journal-12002	20	5	the	the	DET
american_scientific_journal-12002	20	6	study	study	NOUN
american_scientific_journal-12002	20	7	lies	lie	VERB
american_scientific_journal-12002	20	8	in	in	ADP
american_scientific_journal-12002	20	9	the	the	DET
american_scientific_journal-12002	20	10	description	description	NOUN
american_scientific_journal-12002	20	11	of	of	ADP
american_scientific_journal-12002	20	12	a	a	DET
american_scientific_journal-12002	20	13	comparative	comparative	ADJ
american_scientific_journal-12002	20	14	classification	classification	NOUN
american_scientific_journal-12002	20	15	model	model	NOUN
american_scientific_journal-12002	20	16	of	of	ADP
american_scientific_journal-12002	20	17	auto	auto	NOUN
american_scientific_journal-12002	20	18	-	-	PUNCT
american_scientific_journal-12002	20	19	scaling	scale	VERB
american_scientific_journal-12002	20	20	techniques	technique	NOUN
american_scientific_journal-12002	20	21	,	,	PUNCT
american_scientific_journal-12002	20	22	which	which	PRON
american_scientific_journal-12002	20	23	enables	enable	VERB
american_scientific_journal-12002	20	24	the	the	DET
american_scientific_journal-12002	20	25	formulation	formulation	NOUN
american_scientific_journal-12002	20	26	of	of	ADP
american_scientific_journal-12002	20	27	clear	clear	ADJ
american_scientific_journal-12002	20	28	recommendations	recommendation	NOUN
american_scientific_journal-12002	20	29	for	for	ADP
american_scientific_journal-12002	20	30	selecting	select	VERB
american_scientific_journal-12002	20	31	the	the	DET
american_scientific_journal-12002	20	32	optimal	optimal	ADJ
american_scientific_journal-12002	20	33	strategy	strategy	NOUN
american_scientific_journal-12002	20	34	depending	depend	VERB
american_scientific_journal-12002	20	35	on	on	ADP
american_scientific_journal-12002	20	36	the	the	DET
american_scientific_journal-12002	20	37	workload	workload	NOUN
american_scientific_journal-12002	20	38	type	type	NOUN
american_scientific_journal-12002	20	39	:	:	PUNCT
american_scientific_journal-12002	20	40	microservice	microservice	NOUN
american_scientific_journal-12002	20	41	web	web	NOUN
american_scientific_journal-12002	20	42	applications	application	NOUN
american_scientific_journal-12002	20	43	,	,	PUNCT
american_scientific_journal-12002	20	44	big	big	ADJ
american_scientific_journal-12002	20	45	data	datum	NOUN
american_scientific_journal-12002	20	46	processing	processing	NOUN
american_scientific_journal-12002	20	47	pipelines	pipeline	NOUN
american_scientific_journal-12002	20	48	,	,	PUNCT
american_scientific_journal-12002	20	49	or	or	CCONJ
american_scientific_journal-12002	20	50	resource	resource	NOUN
american_scientific_journal-12002	20	51	-	-	PUNCT
american_scientific_journal-12002	20	52	intensive	intensive	ADJ
american_scientific_journal-12002	20	53	machine	machine	NOUN
american_scientific_journal-12002	20	54	learning	learning	NOUN
american_scientific_journal-12002	20	55	tasks	task	NOUN
american_scientific_journal-12002	20	56	.	.	PUNCT
american_scientific_journal-12002	21	1	the	the	DET
american_scientific_journal-12002	21	2	research	research	NOUN
american_scientific_journal-12002	21	3	hypothesis	hypothesis	NOUN
american_scientific_journal-12002	21	4	posits	posit	NOUN
american_scientific_journal-12002	21	5	that	that	SCONJ
american_scientific_journal-12002	21	6	,	,	PUNCT
american_scientific_journal-12002	21	7	under	under	ADP
american_scientific_journal-12002	21	8	the	the	DET
american_scientific_journal-12002	21	9	diversity	diversity	NOUN
american_scientific_journal-12002	21	10	of	of	ADP
american_scientific_journal-12002	21	11	use	use	NOUN
american_scientific_journal-12002	21	12	cases	case	NOUN
american_scientific_journal-12002	21	13	—	—	PUNCT
american_scientific_journal-12002	21	14	ranging	range	VERB
american_scientific_journal-12002	21	15	from	from	ADP
american_scientific_journal-12002	21	16	web	web	NOUN
american_scientific_journal-12002	21	17	services	service	NOUN
american_scientific_journal-12002	21	18	to	to	ADP
american_scientific_journal-12002	21	19	computational	computational	ADJ
american_scientific_journal-12002	21	20	tasks	task	NOUN
american_scientific_journal-12002	21	21	and	and	CCONJ
american_scientific_journal-12002	21	22	machine	machine	NOUN
american_scientific_journal-12002	21	23	learning	learning	NOUN
american_scientific_journal-12002	21	24	models	model	NOUN
american_scientific_journal-12002	21	25	—	—	PUNCT
american_scientific_journal-12002	21	26	maximal	maximal	ADJ
american_scientific_journal-12002	21	27	efficiency	efficiency	NOUN
american_scientific_journal-12002	21	28	and	and	CCONJ
american_scientific_journal-12002	21	29	reliability	reliability	NOUN
american_scientific_journal-12002	21	30	can	can	AUX
american_scientific_journal-12002	21	31	be	be	AUX
american_scientific_journal-12002	21	32	achieved	achieve	VERB
american_scientific_journal-12002	21	33	not	not	PART
american_scientific_journal-12002	21	34	by	by	ADP
american_scientific_journal-12002	21	35	applying	apply	VERB
american_scientific_journal-12002	21	36	a	a	DET
american_scientific_journal-12002	21	37	single	single	ADJ
american_scientific_journal-12002	21	38	universal	universal	ADJ
american_scientific_journal-12002	21	39	mechanism	mechanism	NOUN
american_scientific_journal-12002	21	40	,	,	PUNCT
american_scientific_journal-12002	21	41	but	but	CCONJ
american_scientific_journal-12002	21	42	through	through	ADP
american_scientific_journal-12002	21	43	the	the	DET
american_scientific_journal-12002	21	44	combined	combine	VERB
american_scientific_journal-12002	21	45	use	use	NOUN
american_scientific_journal-12002	21	46	of	of	ADP
american_scientific_journal-12002	21	47	multiple	multiple	ADJ
american_scientific_journal-12002	21	48	scaling	scale	VERB
american_scientific_journal-12002	21	49	methods	method	NOUN
american_scientific_journal-12002	21	50	,	,	PUNCT
american_scientific_journal-12002	21	51	each	each	PRON
american_scientific_journal-12002	21	52	optimized	optimize	VERB
american_scientific_journal-12002	21	53	for	for	ADP
american_scientific_journal-12002	21	54	the	the	DET
american_scientific_journal-12002	21	55	specific	specific	ADJ
american_scientific_journal-12002	21	56	requirements	requirement	NOUN
american_scientific_journal-12002	21	57	of	of	ADP
american_scientific_journal-12002	21	58	the	the	DET
american_scientific_journal-12002	21	59	particular	particular	ADJ
american_scientific_journal-12002	21	60	workload	workload	NOUN
american_scientific_journal-12002	21	61	.	.	PUNCT
american_scientific_journal-12002	22	1	at	at	ADP
american_scientific_journal-12002	22	2	the	the	DET
american_scientific_journal-12002	22	3	same	same	ADJ
american_scientific_journal-12002	22	4	time	time	NOUN
american_scientific_journal-12002	22	5	,	,	PUNCT
american_scientific_journal-12002	22	6	the	the	DET
american_scientific_journal-12002	22	7	study	study	NOUN
american_scientific_journal-12002	22	8	takes	take	VERB
american_scientific_journal-12002	22	9	the	the	DET
american_scientific_journal-12002	22	10	form	form	NOUN
american_scientific_journal-12002	22	11	of	of	ADP
american_scientific_journal-12002	22	12	a	a	DET
american_scientific_journal-12002	22	13	theoretical	theoretical	ADJ
american_scientific_journal-12002	22	14	review	review	NOUN
american_scientific_journal-12002	22	15	and	and	CCONJ
american_scientific_journal-12002	22	16	does	do	AUX
american_scientific_journal-12002	22	17	not	not	PART
american_scientific_journal-12002	22	18	include	include	VERB
american_scientific_journal-12002	22	19	an	an	DET
american_scientific_journal-12002	22	20	empirical	empirical	ADJ
american_scientific_journal-12002	22	21	assessment	assessment	NOUN
american_scientific_journal-12002	22	22	of	of	ADP
american_scientific_journal-12002	22	23	the	the	DET
american_scientific_journal-12002	22	24	performance	performance	NOUN
american_scientific_journal-12002	22	25	of	of	ADP
american_scientific_journal-12002	22	26	the	the	DET
american_scientific_journal-12002	22	27	systems	system	NOUN
american_scientific_journal-12002	22	28	under	under	ADP
american_scientific_journal-12002	22	29	consideration	consideration	NOUN
american_scientific_journal-12002	22	30	in	in	ADP
american_scientific_journal-12002	22	31	a	a	DET
american_scientific_journal-12002	22	32	controlled	control	VERB
american_scientific_journal-12002	22	33	environment	environment	NOUN
american_scientific_journal-12002	22	34	,	,	PUNCT
american_scientific_journal-12002	22	35	which	which	PRON
american_scientific_journal-12002	22	36	defines	define	VERB
american_scientific_journal-12002	22	37	its	its	PRON
american_scientific_journal-12002	22	38	principal	principal	ADJ
american_scientific_journal-12002	22	39	limitations	limitation	NOUN
american_scientific_journal-12002	22	40	.	.	PUNCT
american_scientific_journal-12002	23	1	ii	ii	X
american_scientific_journal-12002	23	2	.	.	PUNCT
american_scientific_journal-12002	24	1	materials	material	NOUN
american_scientific_journal-12002	24	2	and	and	CCONJ
american_scientific_journal-12002	24	3	methods	method	NOUN
american_scientific_journal-12002	24	4	as	as	ADP
american_scientific_journal-12002	24	5	a	a	DET
american_scientific_journal-12002	24	6	starting	starting	NOUN
american_scientific_journal-12002	24	7	point	point	NOUN
american_scientific_journal-12002	24	8	,	,	PUNCT
american_scientific_journal-12002	24	9	many	many	ADJ
american_scientific_journal-12002	24	10	authors	author	NOUN
american_scientific_journal-12002	24	11	rely	rely	VERB
american_scientific_journal-12002	24	12	on	on	ADP
american_scientific_journal-12002	24	13	the	the	DET
american_scientific_journal-12002	24	14	results	result	NOUN
american_scientific_journal-12002	24	15	of	of	ADP
american_scientific_journal-12002	24	16	annual	annual	ADJ
american_scientific_journal-12002	24	17	reports	report	NOUN
american_scientific_journal-12002	24	18	and	and	CCONJ
american_scientific_journal-12002	24	19	survey	survey	NOUN
american_scientific_journal-12002	24	20	studies	study	NOUN
american_scientific_journal-12002	24	21	,	,	PUNCT
american_scientific_journal-12002	24	22	which	which	PRON
american_scientific_journal-12002	24	23	provide	provide	VERB
american_scientific_journal-12002	24	24	an	an	DET
american_scientific_journal-12002	24	25	overview	overview	NOUN
american_scientific_journal-12002	24	26	of	of	ADP
american_scientific_journal-12002	24	27	the	the	DET
american_scientific_journal-12002	24	28	general	general	ADJ
american_scientific_journal-12002	24	29	state	state	NOUN
american_scientific_journal-12002	24	30	of	of	ADP
american_scientific_journal-12002	24	31	cloud	cloud	ADJ
american_scientific_journal-12002	24	32	-	-	PUNCT
american_scientific_journal-12002	24	33	native	native	ADJ
american_scientific_journal-12002	24	34	technologies	technology	NOUN
american_scientific_journal-12002	24	35	.	.	PUNCT
american_scientific_journal-12002	25	1	thus	thus	ADV
american_scientific_journal-12002	25	2	,	,	PUNCT
american_scientific_journal-12002	25	3	the	the	DET
american_scientific_journal-12002	25	4	cncf	cncf	ADJ
american_scientific_journal-12002	25	5	annual	annual	ADJ
american_scientific_journal-12002	25	6	survey	survey	NOUN
american_scientific_journal-12002	25	7	2023	2023	NUM
american_scientific_journal-12002	25	8	report	report	NOUN
american_scientific_journal-12002	25	9	describes	describe	VERB
american_scientific_journal-12002	25	10	current	current	ADJ
american_scientific_journal-12002	25	11	trends	trend	NOUN
american_scientific_journal-12002	25	12	in	in	ADP
american_scientific_journal-12002	25	13	kubernetes	kubernete	NOUN
american_scientific_journal-12002	25	14	adoption	adoption	NOUN
american_scientific_journal-12002	25	15	and	and	CCONJ
american_scientific_journal-12002	25	16	the	the	DET
american_scientific_journal-12002	25	17	primary	primary	ADJ
american_scientific_journal-12002	25	18	challenges	challenge	NOUN
american_scientific_journal-12002	25	19	faced	face	VERB
american_scientific_journal-12002	25	20	by	by	ADP
american_scientific_journal-12002	25	21	operators	operator	NOUN
american_scientific_journal-12002	25	22	in	in	ADP
american_scientific_journal-12002	25	23	scaling	scale	VERB
american_scientific_journal-12002	25	24	[	[	X
american_scientific_journal-12002	25	25	1	1	NUM
american_scientific_journal-12002	25	26	]	]	PUNCT
american_scientific_journal-12002	25	27	.	.	PUNCT
american_scientific_journal-12002	26	1	this	this	DET
american_scientific_journal-12002	26	2	report	report	NOUN
american_scientific_journal-12002	26	3	is	be	AUX
american_scientific_journal-12002	26	4	important	important	ADJ
american_scientific_journal-12002	26	5	because	because	SCONJ
american_scientific_journal-12002	26	6	it	it	PRON
american_scientific_journal-12002	26	7	quantitatively	quantitatively	ADV
american_scientific_journal-12002	26	8	confirms	confirm	VERB
american_scientific_journal-12002	26	9	the	the	DET
american_scientific_journal-12002	26	10	relevance	relevance	NOUN
american_scientific_journal-12002	26	11	of	of	ADP
american_scientific_journal-12002	26	12	the	the	DET
american_scientific_journal-12002	26	13	problem	problem	NOUN
american_scientific_journal-12002	26	14	,	,	PUNCT
american_scientific_journal-12002	26	15	shifting	shift	VERB
american_scientific_journal-12002	26	16	it	it	PRON
american_scientific_journal-12002	26	17	from	from	ADP
american_scientific_journal-12002	26	18	a	a	DET
american_scientific_journal-12002	26	19	purely	purely	ADV
american_scientific_journal-12002	26	20	technical	technical	ADJ
american_scientific_journal-12002	26	21	american	american	ADJ
american_scientific_journal-12002	26	22	academic	academic	ADJ
american_scientific_journal-12002	26	23	scientific	scientific	ADJ
american_scientific_journal-12002	26	24	research	research	NOUN
american_scientific_journal-12002	26	25	journal	journal	NOUN
american_scientific_journal-12002	26	26	for	for	ADP
american_scientific_journal-12002	26	27	engineering	engineering	NOUN
american_scientific_journal-12002	26	28	,	,	PUNCT
american_scientific_journal-12002	26	29	technology	technology	NOUN
american_scientific_journal-12002	26	30	,	,	PUNCT
american_scientific_journal-12002	26	31	and	and	CCONJ
american_scientific_journal-12002	26	32	sciences	science	NOUN
american_scientific_journal-12002	26	33	(	(	PUNCT
american_scientific_journal-12002	26	34	asrjets	asrjet	NOUN
american_scientific_journal-12002	26	35	)	)	PUNCT
american_scientific_journal-12002	26	36	volume	volume	NOUN
american_scientific_journal-12002	26	37	103	103	NUM
american_scientific_journal-12002	26	38	,	,	PUNCT
american_scientific_journal-12002	26	39	no	no	DET
american_scientific_journal-12002	26	40	1	1	NUM
american_scientific_journal-12002	26	41	,	,	PUNCT
american_scientific_journal-12002	26	42	pp	pp	ADV
american_scientific_journal-12002	26	43	137	137	NUM
american_scientific_journal-12002	26	44	-	-	SYM
american_scientific_journal-12002	26	45	146	146	NUM
american_scientific_journal-12002	26	46	139	139	NUM
american_scientific_journal-12002	26	47	task	task	NOUN
american_scientific_journal-12002	26	48	to	to	ADP
american_scientific_journal-12002	26	49	a	a	DET
american_scientific_journal-12002	26	50	strategic	strategic	ADJ
american_scientific_journal-12002	26	51	priority	priority	NOUN
american_scientific_journal-12002	26	52	for	for	ADP
american_scientific_journal-12002	26	53	business	business	NOUN
american_scientific_journal-12002	26	54	.	.	PUNCT
american_scientific_journal-12002	27	1	this	this	PRON
american_scientific_journal-12002	27	2	underscores	underscore	VERB
american_scientific_journal-12002	27	3	the	the	DET
american_scientific_journal-12002	27	4	need	need	NOUN
american_scientific_journal-12002	27	5	to	to	PART
american_scientific_journal-12002	27	6	systematize	systematize	VERB
american_scientific_journal-12002	27	7	and	and	CCONJ
american_scientific_journal-12002	27	8	compare	compare	VERB
american_scientific_journal-12002	27	9	approaches	approach	NOUN
american_scientific_journal-12002	27	10	,	,	PUNCT
american_scientific_journal-12002	27	11	as	as	SCONJ
american_scientific_journal-12002	27	12	inefficient	inefficient	ADJ
american_scientific_journal-12002	27	13	scaling	scaling	NOUN
american_scientific_journal-12002	27	14	directly	directly	ADV
american_scientific_journal-12002	27	15	leads	lead	VERB
american_scientific_journal-12002	27	16	to	to	ADP
american_scientific_journal-12002	27	17	increased	increase	VERB
american_scientific_journal-12002	27	18	operating	operating	NOUN
american_scientific_journal-12002	27	19	expenditures	expenditure	NOUN
american_scientific_journal-12002	27	20	and	and	CCONJ
american_scientific_journal-12002	27	21	decreased	decrease	VERB
american_scientific_journal-12002	27	22	service	service	NOUN
american_scientific_journal-12002	27	23	reliability	reliability	NOUN
american_scientific_journal-12002	27	24	.	.	PUNCT
american_scientific_journal-12002	28	1	the	the	DET
american_scientific_journal-12002	28	2	next	next	ADJ
american_scientific_journal-12002	28	3	strand	strand	NOUN
american_scientific_journal-12002	28	4	of	of	ADP
american_scientific_journal-12002	28	5	work	work	NOUN
american_scientific_journal-12002	28	6	is	be	AUX
american_scientific_journal-12002	28	7	devoted	devote	VERB
american_scientific_journal-12002	28	8	to	to	ADP
american_scientific_journal-12002	28	9	the	the	DET
american_scientific_journal-12002	28	10	systematization	systematization	NOUN
american_scientific_journal-12002	28	11	of	of	ADP
american_scientific_journal-12002	28	12	knowledge	knowledge	NOUN
american_scientific_journal-12002	28	13	in	in	ADP
american_scientific_journal-12002	28	14	this	this	DET
american_scientific_journal-12002	28	15	domain	domain	NOUN
american_scientific_journal-12002	28	16	.	.	PUNCT
american_scientific_journal-12002	29	1	dogani	dogani	PROPN
american_scientific_journal-12002	29	2	j.	j.	PROPN
american_scientific_journal-12002	29	3	,	,	PUNCT
american_scientific_journal-12002	29	4	namvar	namvar	PROPN
american_scientific_journal-12002	29	5	r.	r.	PROPN
american_scientific_journal-12002	29	6	,	,	PUNCT
american_scientific_journal-12002	29	7	khunjush	khunjush	PROPN
american_scientific_journal-12002	29	8	f.	f.	PROPN
american_scientific_journal-12002	30	1	[	[	X
american_scientific_journal-12002	30	2	7	7	X
american_scientific_journal-12002	30	3	]	]	X
american_scientific_journal-12002	30	4	propose	propose	VERB
american_scientific_journal-12002	30	5	a	a	DET
american_scientific_journal-12002	30	6	detailed	detailed	ADJ
american_scientific_journal-12002	30	7	taxonomy	taxonomy	NOUN
american_scientific_journal-12002	30	8	of	of	ADP
american_scientific_journal-12002	30	9	autoscaling	autoscale	VERB
american_scientific_journal-12002	30	10	techniques	technique	NOUN
american_scientific_journal-12002	30	11	in	in	ADP
american_scientific_journal-12002	30	12	container	container	NOUN
american_scientific_journal-12002	30	13	and	and	CCONJ
american_scientific_journal-12002	30	14	edge	edge	NOUN
american_scientific_journal-12002	30	15	/	/	SYM
american_scientific_journal-12002	30	16	fog	fog	NOUN
american_scientific_journal-12002	30	17	environments	environment	NOUN
american_scientific_journal-12002	30	18	,	,	PUNCT
american_scientific_journal-12002	30	19	classifying	classify	VERB
american_scientific_journal-12002	30	20	methods	method	NOUN
american_scientific_journal-12002	30	21	as	as	ADP
american_scientific_journal-12002	30	22	reactive	reactive	NOUN
american_scientific_journal-12002	30	23	,	,	PUNCT
american_scientific_journal-12002	30	24	predictive	predictive	ADJ
american_scientific_journal-12002	30	25	,	,	PUNCT
american_scientific_journal-12002	30	26	and	and	CCONJ
american_scientific_journal-12002	30	27	hybrid	hybrid	NOUN
american_scientific_journal-12002	30	28	,	,	PUNCT
american_scientific_journal-12002	30	29	and	and	CCONJ
american_scientific_journal-12002	30	30	considering	consider	VERB
american_scientific_journal-12002	30	31	their	their	PRON
american_scientific_journal-12002	30	32	application	application	NOUN
american_scientific_journal-12002	30	33	in	in	ADP
american_scientific_journal-12002	30	34	various	various	ADJ
american_scientific_journal-12002	30	35	deployment	deployment	NOUN
american_scientific_journal-12002	30	36	topologies	topology	NOUN
american_scientific_journal-12002	30	37	.	.	PUNCT
american_scientific_journal-12002	31	1	senjab	senjab	PROPN
american_scientific_journal-12002	31	2	k.	k.	PROPN
american_scientific_journal-12002	31	3	,	,	PUNCT
american_scientific_journal-12002	31	4	and	and	CCONJ
american_scientific_journal-12002	31	5	his	his	PRON
american_scientific_journal-12002	31	6	colleagues	colleague	NOUN
american_scientific_journal-12002	31	7	[	[	X
american_scientific_journal-12002	31	8	9	9	NUM
american_scientific_journal-12002	31	9	]	]	PUNCT
american_scientific_journal-12002	31	10	review	review	NOUN
american_scientific_journal-12002	31	11	task	task	NOUN
american_scientific_journal-12002	31	12	scheduling	scheduling	NOUN
american_scientific_journal-12002	31	13	algorithms	algorithm	NOUN
american_scientific_journal-12002	31	14	in	in	ADP
american_scientific_journal-12002	31	15	kubernetes	kubernete	NOUN
american_scientific_journal-12002	31	16	,	,	PUNCT
american_scientific_journal-12002	31	17	emphasizing	emphasize	VERB
american_scientific_journal-12002	31	18	that	that	SCONJ
american_scientific_journal-12002	31	19	the	the	DET
american_scientific_journal-12002	31	20	effectiveness	effectiveness	NOUN
american_scientific_journal-12002	31	21	of	of	ADP
american_scientific_journal-12002	31	22	autoscaling	autoscale	VERB
american_scientific_journal-12002	31	23	largely	largely	ADV
american_scientific_journal-12002	31	24	depends	depend	VERB
american_scientific_journal-12002	31	25	on	on	ADP
american_scientific_journal-12002	31	26	interaction	interaction	NOUN
american_scientific_journal-12002	31	27	with	with	ADP
american_scientific_journal-12002	31	28	the	the	DET
american_scientific_journal-12002	31	29	resource	resource	NOUN
american_scientific_journal-12002	31	30	scheduler	scheduler	NOUN
american_scientific_journal-12002	31	31	system	system	NOUN
american_scientific_journal-12002	31	32	.	.	PUNCT
american_scientific_journal-12002	32	1	rabiu	rabiu	PROPN
american_scientific_journal-12002	32	2	s.	s.	PROPN
american_scientific_journal-12002	32	3	,	,	PUNCT
american_scientific_journal-12002	32	4	yong	yong	PROPN
american_scientific_journal-12002	32	5	c.	c.	PROPN
american_scientific_journal-12002	32	6	h.	h.	PROPN
american_scientific_journal-12002	32	7	,	,	PUNCT
american_scientific_journal-12002	32	8	mohamad	mohamad	PROPN
american_scientific_journal-12002	32	9	s.	s.	PROPN
american_scientific_journal-12002	32	10	m.s	m.s	PROPN
american_scientific_journal-12002	32	11	.	.	PUNCT
american_scientific_journal-12002	33	1	[	[	X
american_scientific_journal-12002	33	2	10	10	NUM
american_scientific_journal-12002	33	3	]	]	PUNCT
american_scientific_journal-12002	33	4	analyze	analyze	NOUN
american_scientific_journal-12002	33	5	load	load	NOUN
american_scientific_journal-12002	33	6	balancing	balance	VERB
american_scientific_journal-12002	33	7	and	and	CCONJ
american_scientific_journal-12002	33	8	autoscaling	autoscale	VERB
american_scientific_journal-12002	33	9	challenges	challenge	NOUN
american_scientific_journal-12002	33	10	in	in	ADP
american_scientific_journal-12002	33	11	microservice	microservice	NOUN
american_scientific_journal-12002	33	12	architectures	architecture	NOUN
american_scientific_journal-12002	33	13	,	,	PUNCT
american_scientific_journal-12002	33	14	focusing	focus	VERB
american_scientific_journal-12002	33	15	on	on	ADP
american_scientific_journal-12002	33	16	the	the	DET
american_scientific_journal-12002	33	17	integration	integration	NOUN
american_scientific_journal-12002	33	18	of	of	ADP
american_scientific_journal-12002	33	19	load	load	NOUN
american_scientific_journal-12002	33	20	controllers	controller	NOUN
american_scientific_journal-12002	33	21	(	(	PUNCT
american_scientific_journal-12002	33	22	e.g.	e.g.	ADV
american_scientific_journal-12002	33	23	,	,	PUNCT
american_scientific_journal-12002	33	24	nginx	nginx	PROPN
american_scientific_journal-12002	33	25	,	,	PUNCT
american_scientific_journal-12002	33	26	istio	istio	NOUN
american_scientific_journal-12002	33	27	)	)	PUNCT
american_scientific_journal-12002	33	28	with	with	ADP
american_scientific_journal-12002	33	29	hpa	hpa	NOUN
american_scientific_journal-12002	33	30	mechanisms	mechanism	NOUN
american_scientific_journal-12002	33	31	to	to	PART
american_scientific_journal-12002	33	32	ensure	ensure	VERB
american_scientific_journal-12002	33	33	service	service	NOUN
american_scientific_journal-12002	33	34	stability	stability	NOUN
american_scientific_journal-12002	33	35	and	and	CCONJ
american_scientific_journal-12002	33	36	fault	fault	VERB
american_scientific_journal-12002	33	37	tolerance	tolerance	NOUN
american_scientific_journal-12002	33	38	.	.	PUNCT
american_scientific_journal-12002	34	1	these	these	DET
american_scientific_journal-12002	34	2	systematic	systematic	ADJ
american_scientific_journal-12002	34	3	works	work	NOUN
american_scientific_journal-12002	34	4	form	form	VERB
american_scientific_journal-12002	34	5	the	the	DET
american_scientific_journal-12002	34	6	necessary	necessary	ADJ
american_scientific_journal-12002	34	7	theoretical	theoretical	ADJ
american_scientific_journal-12002	34	8	basis	basis	NOUN
american_scientific_journal-12002	34	9	,	,	PUNCT
american_scientific_journal-12002	34	10	allowing	allow	VERB
american_scientific_journal-12002	34	11	us	we	PRON
american_scientific_journal-12002	34	12	to	to	PART
american_scientific_journal-12002	34	13	consider	consider	VERB
american_scientific_journal-12002	34	14	auto	auto	NOUN
american_scientific_journal-12002	34	15	-	-	PUNCT
american_scientific_journal-12002	34	16	scaling	scaling	NOUN
american_scientific_journal-12002	34	17	not	not	PART
american_scientific_journal-12002	34	18	as	as	ADP
american_scientific_journal-12002	34	19	an	an	DET
american_scientific_journal-12002	34	20	isolated	isolated	ADJ
american_scientific_journal-12002	34	21	function	function	NOUN
american_scientific_journal-12002	34	22	,	,	PUNCT
american_scientific_journal-12002	34	23	but	but	CCONJ
american_scientific_journal-12002	34	24	as	as	ADP
american_scientific_journal-12002	34	25	part	part	NOUN
american_scientific_journal-12002	34	26	of	of	ADP
american_scientific_journal-12002	34	27	a	a	DET
american_scientific_journal-12002	34	28	complex	complex	ADJ
american_scientific_journal-12002	34	29	resource	resource	NOUN
american_scientific_journal-12002	34	30	management	management	NOUN
american_scientific_journal-12002	34	31	system	system	NOUN
american_scientific_journal-12002	34	32	.	.	PUNCT
american_scientific_journal-12002	35	1	their	their	PRON
american_scientific_journal-12002	35	2	value	value	NOUN
american_scientific_journal-12002	35	3	lies	lie	VERB
american_scientific_journal-12002	35	4	in	in	ADP
american_scientific_journal-12002	35	5	showing	show	VERB
american_scientific_journal-12002	35	6	how	how	SCONJ
american_scientific_journal-12002	35	7	the	the	DET
american_scientific_journal-12002	35	8	effectiveness	effectiveness	NOUN
american_scientific_journal-12002	35	9	of	of	ADP
american_scientific_journal-12002	35	10	scaling	scaling	NOUN
american_scientific_journal-12002	35	11	depends	depend	VERB
american_scientific_journal-12002	35	12	on	on	ADP
american_scientific_journal-12002	35	13	the	the	DET
american_scientific_journal-12002	35	14	coordinated	coordinated	ADJ
american_scientific_journal-12002	35	15	work	work	NOUN
american_scientific_journal-12002	35	16	of	of	ADP
american_scientific_journal-12002	35	17	the	the	DET
american_scientific_journal-12002	35	18	planner	planner	NOUN
american_scientific_journal-12002	35	19	,	,	PUNCT
american_scientific_journal-12002	35	20	balancer	balancer	NOUN
american_scientific_journal-12002	35	21	,	,	PUNCT
american_scientific_journal-12002	35	22	and	and	CCONJ
american_scientific_journal-12002	35	23	controller	controller	NOUN
american_scientific_journal-12002	35	24	itself	itself	PRON
american_scientific_journal-12002	35	25	.	.	PUNCT
american_scientific_journal-12002	36	1	classic	classic	ADJ
american_scientific_journal-12002	36	2	approaches	approach	NOUN
american_scientific_journal-12002	36	3	to	to	ADP
american_scientific_journal-12002	36	4	hpa	hpa	NOUN
american_scientific_journal-12002	36	5	are	be	AUX
american_scientific_journal-12002	36	6	primarily	primarily	ADV
american_scientific_journal-12002	36	7	oriented	orient	VERB
american_scientific_journal-12002	36	8	toward	toward	ADP
american_scientific_journal-12002	36	9	reactive	reactive	ADJ
american_scientific_journal-12002	36	10	scaling	scaling	NOUN
american_scientific_journal-12002	36	11	based	base	VERB
american_scientific_journal-12002	36	12	on	on	ADP
american_scientific_journal-12002	36	13	cpu	cpu	NOUN
american_scientific_journal-12002	36	14	and/or	and/or	CCONJ
american_scientific_journal-12002	36	15	memory	memory	NOUN
american_scientific_journal-12002	36	16	consumption	consumption	NOUN
american_scientific_journal-12002	36	17	.	.	PUNCT
american_scientific_journal-12002	37	1	nguyen	nguyen	PROPN
american_scientific_journal-12002	37	2	t.	t.	PROPN
american_scientific_journal-12002	37	3	t.	t.	PROPN
american_scientific_journal-12002	37	4	,	,	PUNCT
american_scientific_journal-12002	37	5	and	and	CCONJ
american_scientific_journal-12002	37	6	his	his	PRON
american_scientific_journal-12002	37	7	colleagues	colleague	NOUN
american_scientific_journal-12002	38	1	[	[	X
american_scientific_journal-12002	38	2	2	2	X
american_scientific_journal-12002	38	3	]	]	PUNCT
american_scientific_journal-12002	38	4	describe	describe	VERB
american_scientific_journal-12002	38	5	the	the	DET
american_scientific_journal-12002	38	6	standard	standard	ADJ
american_scientific_journal-12002	38	7	mechanism	mechanism	NOUN
american_scientific_journal-12002	38	8	for	for	ADP
american_scientific_journal-12002	38	9	dynamically	dynamically	ADV
american_scientific_journal-12002	38	10	adjusting	adjust	VERB
american_scientific_journal-12002	38	11	the	the	DET
american_scientific_journal-12002	38	12	number	number	NOUN
american_scientific_journal-12002	38	13	of	of	ADP
american_scientific_journal-12002	38	14	pods	pod	NOUN
american_scientific_journal-12002	38	15	using	use	VERB
american_scientific_journal-12002	38	16	metrics	metric	NOUN
american_scientific_journal-12002	38	17	from	from	ADP
american_scientific_journal-12002	38	18	the	the	DET
american_scientific_journal-12002	38	19	utilization	utilization	NOUN
american_scientific_journal-12002	38	20	metrics	metric	NOUN
american_scientific_journal-12002	38	21	api	api	NOUN
american_scientific_journal-12002	38	22	and	and	CCONJ
american_scientific_journal-12002	38	23	demonstrate	demonstrate	VERB
american_scientific_journal-12002	38	24	its	its	PRON
american_scientific_journal-12002	38	25	effectiveness	effectiveness	NOUN
american_scientific_journal-12002	38	26	for	for	ADP
american_scientific_journal-12002	38	27	moderately	moderately	ADV
american_scientific_journal-12002	38	28	loaded	load	VERB
american_scientific_journal-12002	38	29	web	web	NOUN
american_scientific_journal-12002	38	30	services	service	NOUN
american_scientific_journal-12002	38	31	.	.	PUNCT
american_scientific_journal-12002	39	1	augustyn	augustyn	PROPN
american_scientific_journal-12002	39	2	d.	d.	PROPN
american_scientific_journal-12002	39	3	r.	r.	PROPN
american_scientific_journal-12002	39	4	,	,	PUNCT
american_scientific_journal-12002	39	5	wyciślik	wyciślik	PROPN
american_scientific_journal-12002	39	6	ł	ł	PROPN
american_scientific_journal-12002	39	7	.	.	PROPN
american_scientific_journal-12002	39	8	,	,	PUNCT
american_scientific_journal-12002	40	1	sojka	sojka	PROPN
american_scientific_journal-12002	40	2	m.	m.	NOUN
american_scientific_journal-12002	41	1	[	[	X
american_scientific_journal-12002	41	2	3	3	X
american_scientific_journal-12002	41	3	]	]	PUNCT
american_scientific_journal-12002	41	4	investigate	investigate	VERB
american_scientific_journal-12002	41	5	the	the	DET
american_scientific_journal-12002	41	6	possibilities	possibility	NOUN
american_scientific_journal-12002	41	7	of	of	ADP
american_scientific_journal-12002	41	8	adaptively	adaptively	ADV
american_scientific_journal-12002	41	9	tuning	tune	VERB
american_scientific_journal-12002	41	10	hpa	hpa	NOUN
american_scientific_journal-12002	41	11	parameters	parameter	NOUN
american_scientific_journal-12002	41	12	(	(	PUNCT
american_scientific_journal-12002	41	13	target	target	NOUN
american_scientific_journal-12002	41	14	values	value	NOUN
american_scientific_journal-12002	41	15	,	,	PUNCT
american_scientific_journal-12002	41	16	check	check	NOUN
american_scientific_journal-12002	41	17	intervals	interval	NOUN
american_scientific_journal-12002	41	18	)	)	PUNCT
american_scientific_journal-12002	41	19	using	use	VERB
american_scientific_journal-12002	41	20	bayesian	bayesian	NOUN
american_scientific_journal-12002	41	21	optimization	optimization	NOUN
american_scientific_journal-12002	41	22	methods	method	NOUN
american_scientific_journal-12002	41	23	,	,	PUNCT
american_scientific_journal-12002	41	24	thereby	thereby	ADV
american_scientific_journal-12002	41	25	simultaneously	simultaneously	ADV
american_scientific_journal-12002	41	26	addressing	address	VERB
american_scientific_journal-12002	41	27	latency	latency	NOUN
american_scientific_journal-12002	41	28	and	and	CCONJ
american_scientific_journal-12002	41	29	throughput	throughput	NOUN
american_scientific_journal-12002	41	30	requirements	requirement	NOUN
american_scientific_journal-12002	41	31	in	in	ADP
american_scientific_journal-12002	41	32	cloud	cloud	ADJ
american_scientific_journal-12002	41	33	deployments	deployment	NOUN
american_scientific_journal-12002	41	34	.	.	PUNCT
american_scientific_journal-12002	42	1	rolík	rolík	PROPN
american_scientific_journal-12002	42	2	o.	o.	PROPN
american_scientific_journal-12002	42	3	,	,	PUNCT
american_scientific_journal-12002	42	4	volkov	volkov	PROPN
american_scientific_journal-12002	42	5	v.	v.	X
american_scientific_journal-12002	43	1	[	[	X
american_scientific_journal-12002	43	2	4	4	X
american_scientific_journal-12002	43	3	]	]	X
american_scientific_journal-12002	43	4	propose	propose	VERB
american_scientific_journal-12002	43	5	their	their	PRON
american_scientific_journal-12002	43	6	horizontal	horizontal	ADJ
american_scientific_journal-12002	43	7	scaling	scale	VERB
american_scientific_journal-12002	43	8	algorithm	algorithm	NOUN
american_scientific_journal-12002	43	9	,	,	PUNCT
american_scientific_journal-12002	43	10	based	base	VERB
american_scientific_journal-12002	43	11	on	on	ADP
american_scientific_journal-12002	43	12	a	a	DET
american_scientific_journal-12002	43	13	feedback	feedback	NOUN
american_scientific_journal-12002	43	14	controller	controller	NOUN
american_scientific_journal-12002	43	15	and	and	CCONJ
american_scientific_journal-12002	43	16	peak	peak	NOUN
american_scientific_journal-12002	43	17	-	-	PUNCT
american_scientific_journal-12002	43	18	smoothing	smooth	VERB
american_scientific_journal-12002	43	19	mechanisms	mechanism	NOUN
american_scientific_journal-12002	43	20	(	(	PUNCT
american_scientific_journal-12002	43	21	low	low	ADJ
american_scientific_journal-12002	43	22	–	–	PUNCT
american_scientific_journal-12002	43	23	pass	pass	ADJ
american_scientific_journal-12002	43	24	filtering	filtering	NOUN
american_scientific_journal-12002	43	25	)	)	PUNCT
american_scientific_journal-12002	43	26	,	,	PUNCT
american_scientific_journal-12002	43	27	to	to	PART
american_scientific_journal-12002	43	28	prevent	prevent	VERB
american_scientific_journal-12002	43	29	overregulation	overregulation	NOUN
american_scientific_journal-12002	43	30	of	of	ADP
american_scientific_journal-12002	43	31	replica	replica	NOUN
american_scientific_journal-12002	43	32	counts	count	NOUN
american_scientific_journal-12002	43	33	during	during	ADP
american_scientific_journal-12002	43	34	sudden	sudden	ADJ
american_scientific_journal-12002	43	35	load	load	NOUN
american_scientific_journal-12002	43	36	changes	change	NOUN
american_scientific_journal-12002	43	37	.	.	PUNCT
american_scientific_journal-12002	44	1	these	these	DET
american_scientific_journal-12002	44	2	studies	study	NOUN
american_scientific_journal-12002	44	3	demonstrate	demonstrate	VERB
american_scientific_journal-12002	44	4	attempts	attempt	VERB
american_scientific_journal-12002	44	5	to	to	PART
american_scientific_journal-12002	44	6	improve	improve	VERB
american_scientific_journal-12002	44	7	the	the	DET
american_scientific_journal-12002	44	8	basic	basic	ADJ
american_scientific_journal-12002	44	9	reactive	reactive	ADJ
american_scientific_journal-12002	44	10	approach	approach	NOUN
american_scientific_journal-12002	44	11	without	without	ADP
american_scientific_journal-12002	44	12	relinquishing	relinquish	VERB
american_scientific_journal-12002	44	13	its	its	PRON
american_scientific_journal-12002	44	14	simplicity	simplicity	NOUN
american_scientific_journal-12002	44	15	.	.	PUNCT
american_scientific_journal-12002	45	1	work	work	NOUN
american_scientific_journal-12002	46	1	[	[	X
american_scientific_journal-12002	46	2	3	3	X
american_scientific_journal-12002	46	3	]	]	PUNCT
american_scientific_journal-12002	46	4	employing	employ	VERB
american_scientific_journal-12002	46	5	bayesian	bayesian	NOUN
american_scientific_journal-12002	46	6	optimization	optimization	NOUN
american_scientific_journal-12002	46	7	is	be	AUX
american_scientific_journal-12002	46	8	of	of	ADP
american_scientific_journal-12002	46	9	particular	particular	ADJ
american_scientific_journal-12002	46	10	interest	interest	NOUN
american_scientific_journal-12002	46	11	,	,	PUNCT
american_scientific_journal-12002	46	12	as	as	SCONJ
american_scientific_journal-12002	46	13	it	it	PRON
american_scientific_journal-12002	46	14	transforms	transform	VERB
american_scientific_journal-12002	46	15	hpa	hpa	NOUN
american_scientific_journal-12002	46	16	tuning	tuning	NOUN
american_scientific_journal-12002	46	17	from	from	ADP
american_scientific_journal-12002	46	18	a	a	DET
american_scientific_journal-12002	46	19	manual	manual	ADJ
american_scientific_journal-12002	46	20	process	process	NOUN
american_scientific_journal-12002	46	21	into	into	ADP
american_scientific_journal-12002	46	22	an	an	DET
american_scientific_journal-12002	46	23	automated	automate	VERB
american_scientific_journal-12002	46	24	loop	loop	NOUN
american_scientific_journal-12002	46	25	;	;	PUNCT
american_scientific_journal-12002	46	26	however	however	ADV
american_scientific_journal-12002	46	27	,	,	PUNCT
american_scientific_journal-12002	46	28	the	the	DET
american_scientific_journal-12002	46	29	fundamental	fundamental	ADJ
american_scientific_journal-12002	46	30	problem	problem	NOUN
american_scientific_journal-12002	46	31	of	of	ADP
american_scientific_journal-12002	46	32	delayed	delay	VERB
american_scientific_journal-12002	46	33	response	response	NOUN
american_scientific_journal-12002	46	34	to	to	PART
american_scientific_journal-12002	46	35	load	load	VERB
american_scientific_journal-12002	46	36	in	in	ADP
american_scientific_journal-12002	46	37	these	these	DET
american_scientific_journal-12002	46	38	approaches	approach	NOUN
american_scientific_journal-12002	46	39	remains	remain	VERB
american_scientific_journal-12002	46	40	.	.	PUNCT
american_scientific_journal-12002	47	1	for	for	ADP
american_scientific_journal-12002	47	2	scenarios	scenario	NOUN
american_scientific_journal-12002	47	3	with	with	ADP
american_scientific_journal-12002	47	4	highly	highly	ADV
american_scientific_journal-12002	47	5	spiky	spiky	ADJ
american_scientific_journal-12002	47	6	or	or	CCONJ
american_scientific_journal-12002	47	7	seasonal	seasonal	ADJ
american_scientific_journal-12002	47	8	workloads	workload	NOUN
american_scientific_journal-12002	47	9	,	,	PUNCT
american_scientific_journal-12002	47	10	reactive	reactive	ADJ
american_scientific_journal-12002	47	11	autoscaling	autoscaling	NOUN
american_scientific_journal-12002	47	12	is	be	AUX
american_scientific_journal-12002	47	13	insufficient	insufficient	ADJ
american_scientific_journal-12002	47	14	;	;	PUNCT
american_scientific_journal-12002	47	15	predictive	predictive	ADJ
american_scientific_journal-12002	47	16	models	model	NOUN
american_scientific_journal-12002	47	17	are	be	AUX
american_scientific_journal-12002	47	18	employed	employ	VERB
american_scientific_journal-12002	47	19	instead	instead	ADV
american_scientific_journal-12002	47	20	.	.	PUNCT
american_scientific_journal-12002	48	1	dang	dang	VERB
american_scientific_journal-12002	48	2	-	-	PUNCT
american_scientific_journal-12002	48	3	quang	quang	PROPN
american_scientific_journal-12002	48	4	n.	n.	PROPN
american_scientific_journal-12002	48	5	m.	m.	NOUN
american_scientific_journal-12002	48	6	and	and	CCONJ
american_scientific_journal-12002	48	7	yoo	yoo	PROPN
american_scientific_journal-12002	48	8	m.	m.	NOUN
american_scientific_journal-12002	49	1	[	[	X
american_scientific_journal-12002	49	2	6	6	NUM
american_scientific_journal-12002	49	3	]	]	PUNCT
american_scientific_journal-12002	49	4	apply	apply	VERB
american_scientific_journal-12002	49	5	bidirectional	bidirectional	ADJ
american_scientific_journal-12002	49	6	lstm	lstm	PROPN
american_scientific_journal-12002	49	7	neural	neural	ADJ
american_scientific_journal-12002	49	8	networks	network	NOUN
american_scientific_journal-12002	49	9	to	to	PART
american_scientific_journal-12002	49	10	forecast	forecast	VERB
american_scientific_journal-12002	49	11	future	future	ADJ
american_scientific_journal-12002	49	12	loads	load	NOUN
american_scientific_journal-12002	49	13	and	and	CCONJ
american_scientific_journal-12002	49	14	proactively	proactively	ADV
american_scientific_journal-12002	49	15	adjust	adjust	VERB
american_scientific_journal-12002	49	16	pod	pod	NOUN
american_scientific_journal-12002	49	17	counts	count	NOUN
american_scientific_journal-12002	49	18	,	,	PUNCT
american_scientific_journal-12002	49	19	demonstrating	demonstrate	VERB
american_scientific_journal-12002	49	20	a	a	DET
american_scientific_journal-12002	49	21	reduction	reduction	NOUN
american_scientific_journal-12002	49	22	in	in	ADP
american_scientific_journal-12002	49	23	failures	failure	NOUN
american_scientific_journal-12002	49	24	during	during	ADP
american_scientific_journal-12002	49	25	peak	peak	NOUN
american_scientific_journal-12002	49	26	loads	load	NOUN
american_scientific_journal-12002	49	27	.	.	PUNCT
american_scientific_journal-12002	50	1	mondal	mondal	PROPN
american_scientific_journal-12002	50	2	s.	s.	PROPN
american_scientific_journal-12002	50	3	k.	k.	PROPN
american_scientific_journal-12002	50	4	and	and	CCONJ
american_scientific_journal-12002	50	5	his	his	PRON
american_scientific_journal-12002	50	6	colleagues	colleague	NOUN
american_scientific_journal-12002	50	7	[	[	X
american_scientific_journal-12002	50	8	8	8	NUM
american_scientific_journal-12002	50	9	]	]	PUNCT
american_scientific_journal-12002	50	10	combine	combine	VERB
american_scientific_journal-12002	50	11	mathematical	mathematical	ADJ
american_scientific_journal-12002	50	12	modeling	modeling	NOUN
american_scientific_journal-12002	50	13	methods	method	NOUN
american_scientific_journal-12002	50	14	(	(	PUNCT
american_scientific_journal-12002	50	15	arima	arima	NOUN
american_scientific_journal-12002	50	16	,	,	PUNCT
american_scientific_journal-12002	50	17	exponential	exponential	NOUN
american_scientific_journal-12002	50	18	smoothing	smoothing	NOUN
american_scientific_journal-12002	50	19	)	)	PUNCT
american_scientific_journal-12002	50	20	with	with	ADP
american_scientific_journal-12002	50	21	a	a	DET
american_scientific_journal-12002	50	22	configurable	configurable	ADJ
american_scientific_journal-12002	50	23	autoscaling	autoscale	VERB
american_scientific_journal-12002	50	24	scheme	scheme	NOUN
american_scientific_journal-12002	50	25	,	,	PUNCT
american_scientific_journal-12002	50	26	allowing	allow	VERB
american_scientific_journal-12002	50	27	flexible	flexible	ADJ
american_scientific_journal-12002	50	28	threshold	threshold	NOUN
american_scientific_journal-12002	50	29	adjustments	adjustment	NOUN
american_scientific_journal-12002	50	30	to	to	ADP
american_scientific_journal-12002	50	31	the	the	DET
american_scientific_journal-12002	50	32	characteristics	characteristic	NOUN
american_scientific_journal-12002	50	33	of	of	ADP
american_scientific_journal-12002	50	34	each	each	DET
american_scientific_journal-12002	50	35	workload	workload	NOUN
american_scientific_journal-12002	50	36	and	and	CCONJ
american_scientific_journal-12002	50	37	ensuring	ensure	VERB
american_scientific_journal-12002	50	38	more	more	ADV
american_scientific_journal-12002	50	39	accurate	accurate	ADJ
american_scientific_journal-12002	50	40	adherence	adherence	NOUN
american_scientific_journal-12002	50	41	to	to	ADP
american_scientific_journal-12002	50	42	specified	specify	VERB
american_scientific_journal-12002	50	43	slos	slo	NOUN
american_scientific_journal-12002	50	44	.	.	PUNCT
american_scientific_journal-12002	51	1	these	these	DET
american_scientific_journal-12002	51	2	studies	study	NOUN
american_scientific_journal-12002	51	3	mark	mark	VERB
american_scientific_journal-12002	51	4	a	a	DET
american_scientific_journal-12002	51	5	transition	transition	NOUN
american_scientific_journal-12002	51	6	from	from	ADP
american_scientific_journal-12002	51	7	a	a	DET
american_scientific_journal-12002	51	8	reactive	reactive	NOUN
american_scientific_journal-12002	51	9	to	to	ADP
american_scientific_journal-12002	51	10	a	a	DET
american_scientific_journal-12002	51	11	proactive	proactive	ADJ
american_scientific_journal-12002	51	12	paradigm	paradigm	NOUN
american_scientific_journal-12002	51	13	,	,	PUNCT
american_scientific_journal-12002	51	14	which	which	PRON
american_scientific_journal-12002	51	15	constitutes	constitute	VERB
american_scientific_journal-12002	51	16	a	a	DET
american_scientific_journal-12002	51	17	qualitative	qualitative	ADJ
american_scientific_journal-12002	51	18	leap	leap	NOUN
american_scientific_journal-12002	51	19	in	in	ADP
american_scientific_journal-12002	51	20	ensuring	ensure	VERB
american_scientific_journal-12002	51	21	service	service	NOUN
american_scientific_journal-12002	51	22	reliability	reliability	NOUN
american_scientific_journal-12002	51	23	.	.	PUNCT
american_scientific_journal-12002	52	1	the	the	DET
american_scientific_journal-12002	52	2	use	use	NOUN
american_scientific_journal-12002	52	3	of	of	ADP
american_scientific_journal-12002	52	4	complex	complex	ADJ
american_scientific_journal-12002	52	5	models	model	NOUN
american_scientific_journal-12002	52	6	such	such	ADJ
american_scientific_journal-12002	52	7	as	as	ADP
american_scientific_journal-12002	52	8	lstm	lstm	NOUN
american_scientific_journal-12002	52	9	[	[	X
american_scientific_journal-12002	52	10	6	6	NUM
american_scientific_journal-12002	52	11	]	]	PUNCT
american_scientific_journal-12002	52	12	makes	make	VERB
american_scientific_journal-12002	52	13	it	it	PRON
american_scientific_journal-12002	52	14	possible	possible	ADJ
american_scientific_journal-12002	52	15	to	to	PART
american_scientific_journal-12002	52	16	capture	capture	VERB
american_scientific_journal-12002	52	17	nonlinear	nonlinear	ADJ
american_scientific_journal-12002	52	18	dependencies	dependency	NOUN
american_scientific_journal-12002	52	19	in	in	ADP
american_scientific_journal-12002	52	20	load	load	NOUN
american_scientific_journal-12002	52	21	data	datum	NOUN
american_scientific_journal-12002	52	22	,	,	PUNCT
american_scientific_journal-12002	52	23	while	while	SCONJ
american_scientific_journal-12002	52	24	simultaneously	simultaneously	ADV
american_scientific_journal-12002	52	25	increasing	increase	VERB
american_scientific_journal-12002	52	26	the	the	DET
american_scientific_journal-12002	52	27	requirements	requirement	NOUN
american_scientific_journal-12002	52	28	for	for	ADP
american_scientific_journal-12002	52	29	the	the	DET
american_scientific_journal-12002	52	30	quality	quality	NOUN
american_scientific_journal-12002	52	31	of	of	ADP
american_scientific_journal-12002	52	32	historical	historical	ADJ
american_scientific_journal-12002	52	33	data	datum	NOUN
american_scientific_journal-12002	52	34	and	and	CCONJ
american_scientific_journal-12002	52	35	the	the	DET
american_scientific_journal-12002	52	36	computational	computational	ADJ
american_scientific_journal-12002	52	37	resources	resource	NOUN
american_scientific_journal-12002	52	38	needed	need	VERB
american_scientific_journal-12002	52	39	to	to	PART
american_scientific_journal-12002	52	40	train	train	VERB
american_scientific_journal-12002	52	41	the	the	DET
american_scientific_journal-12002	52	42	model	model	NOUN
american_scientific_journal-12002	52	43	itself	itself	PRON
american_scientific_journal-12002	52	44	.	.	PUNCT
american_scientific_journal-12002	53	1	a	a	DET
american_scientific_journal-12002	53	2	line	line	NOUN
american_scientific_journal-12002	53	3	of	of	ADP
american_scientific_journal-12002	53	4	research	research	NOUN
american_scientific_journal-12002	53	5	has	have	AUX
american_scientific_journal-12002	53	6	emerged	emerge	VERB
american_scientific_journal-12002	53	7	focusing	focus	VERB
american_scientific_journal-12002	53	8	on	on	ADP
american_scientific_journal-12002	53	9	the	the	DET
american_scientific_journal-12002	53	10	peculiarities	peculiarity	NOUN
american_scientific_journal-12002	53	11	of	of	ADP
american_scientific_journal-12002	53	12	autoscaling	autoscale	VERB
american_scientific_journal-12002	53	13	ai	ai	VERB
american_scientific_journal-12002	53	14	and	and	CCONJ
american_scientific_journal-12002	53	15	ml	ml	ADP
american_scientific_journal-12002	53	16	workloads	workload	NOUN
american_scientific_journal-12002	53	17	,	,	PUNCT
american_scientific_journal-12002	53	18	as	as	ADV
american_scientific_journal-12002	53	19	well	well	ADV
american_scientific_journal-12002	53	20	as	as	ADP
american_scientific_journal-12002	53	21	the	the	DET
american_scientific_journal-12002	53	22	portability	portability	NOUN
american_scientific_journal-12002	53	23	of	of	ADP
american_scientific_journal-12002	53	24	solutions	solution	NOUN
american_scientific_journal-12002	53	25	across	across	ADP
american_scientific_journal-12002	53	26	different	different	ADJ
american_scientific_journal-12002	53	27	cloud	cloud	NOUN
american_scientific_journal-12002	53	28	providers	provider	NOUN
american_scientific_journal-12002	53	29	.	.	PUNCT
american_scientific_journal-12002	54	1	emma	emma	PROPN
american_scientific_journal-12002	54	2	l.	l.	PROPN
american_scientific_journal-12002	55	1	[	[	X
american_scientific_journal-12002	55	2	5	5	NUM
american_scientific_journal-12002	55	3	]	]	PUNCT
american_scientific_journal-12002	55	4	examines	examine	VERB
american_scientific_journal-12002	55	5	multi	multi	ADJ
american_scientific_journal-12002	55	6	-	-	ADJ
american_scientific_journal-12002	55	7	cloud	cloud	ADJ
american_scientific_journal-12002	55	8	ai	ai	NOUN
american_scientific_journal-12002	55	9	strategies	strategy	NOUN
american_scientific_journal-12002	55	10	,	,	PUNCT
american_scientific_journal-12002	55	11	american	american	ADJ
american_scientific_journal-12002	55	12	academic	academic	ADJ
american_scientific_journal-12002	55	13	scientific	scientific	ADJ
american_scientific_journal-12002	55	14	research	research	NOUN
american_scientific_journal-12002	55	15	journal	journal	NOUN
american_scientific_journal-12002	55	16	for	for	ADP
american_scientific_journal-12002	55	17	engineering	engineering	NOUN
american_scientific_journal-12002	55	18	,	,	PUNCT
american_scientific_journal-12002	55	19	technology	technology	NOUN
american_scientific_journal-12002	55	20	,	,	PUNCT
american_scientific_journal-12002	55	21	and	and	CCONJ
american_scientific_journal-12002	55	22	sciences	science	NOUN
american_scientific_journal-12002	55	23	(	(	PUNCT
american_scientific_journal-12002	55	24	asrjets	asrjet	NOUN
american_scientific_journal-12002	55	25	)	)	PUNCT
american_scientific_journal-12002	55	26	volume	volume	NOUN
american_scientific_journal-12002	55	27	103	103	NUM
american_scientific_journal-12002	55	28	,	,	PUNCT
american_scientific_journal-12002	55	29	no	no	DET
american_scientific_journal-12002	55	30	1	1	NUM
american_scientific_journal-12002	55	31	,	,	PUNCT
american_scientific_journal-12002	55	32	pp	pp	ADV
american_scientific_journal-12002	55	33	137	137	NUM
american_scientific_journal-12002	55	34	-	-	SYM
american_scientific_journal-12002	55	35	146	146	NUM
american_scientific_journal-12002	55	36	140	140	NUM
american_scientific_journal-12002	55	37	describing	describe	VERB
american_scientific_journal-12002	55	38	containerization	containerization	NOUN
american_scientific_journal-12002	55	39	patterns	pattern	NOUN
american_scientific_journal-12002	55	40	for	for	ADP
american_scientific_journal-12002	55	41	models	model	NOUN
american_scientific_journal-12002	55	42	and	and	CCONJ
american_scientific_journal-12002	55	43	orchestration	orchestration	NOUN
american_scientific_journal-12002	55	44	tools	tool	NOUN
american_scientific_journal-12002	55	45	that	that	PRON
american_scientific_journal-12002	55	46	enable	enable	VERB
american_scientific_journal-12002	55	47	dynamic	dynamic	ADJ
american_scientific_journal-12002	55	48	redistribution	redistribution	NOUN
american_scientific_journal-12002	55	49	of	of	ADP
american_scientific_journal-12002	55	50	workloads	workload	NOUN
american_scientific_journal-12002	55	51	among	among	ADP
american_scientific_journal-12002	55	52	aws	aws	NOUN
american_scientific_journal-12002	55	53	,	,	PUNCT
american_scientific_journal-12002	55	54	azure	azure	NOUN
american_scientific_journal-12002	55	55	,	,	PUNCT
american_scientific_journal-12002	55	56	and	and	CCONJ
american_scientific_journal-12002	55	57	google	google	PROPN
american_scientific_journal-12002	55	58	cloud	cloud	NOUN
american_scientific_journal-12002	55	59	to	to	PART
american_scientific_journal-12002	55	60	optimize	optimize	VERB
american_scientific_journal-12002	55	61	cost	cost	NOUN
american_scientific_journal-12002	55	62	and	and	CCONJ
american_scientific_journal-12002	55	63	performance	performance	NOUN
american_scientific_journal-12002	55	64	.	.	PUNCT
american_scientific_journal-12002	56	1	nuthalapati	nuthalapati	NOUN
american_scientific_journal-12002	56	2	a.	a.	NOUN
american_scientific_journal-12002	57	1	[	[	X
american_scientific_journal-12002	57	2	11	11	NUM
american_scientific_journal-12002	57	3	]	]	PUNCT
american_scientific_journal-12002	57	4	focuses	focus	VERB
american_scientific_journal-12002	57	5	on	on	ADP
american_scientific_journal-12002	57	6	scaling	scale	VERB
american_scientific_journal-12002	57	7	ai	ai	VERB
american_scientific_journal-12002	57	8	applications	application	NOUN
american_scientific_journal-12002	57	9	in	in	ADP
american_scientific_journal-12002	57	10	the	the	DET
american_scientific_journal-12002	57	11	cloud	cloud	NOUN
american_scientific_journal-12002	57	12	with	with	ADP
american_scientific_journal-12002	57	13	consideration	consideration	NOUN
american_scientific_journal-12002	57	14	for	for	ADP
american_scientific_journal-12002	57	15	model	model	NOUN
american_scientific_journal-12002	57	16	efficiency	efficiency	NOUN
american_scientific_journal-12002	57	17	(	(	PUNCT
american_scientific_journal-12002	57	18	model	model	NOUN
american_scientific_journal-12002	57	19	pruning	pruning	NOUN
american_scientific_journal-12002	57	20	,	,	PUNCT
american_scientific_journal-12002	57	21	quantization	quantization	NOUN
american_scientific_journal-12002	57	22	)	)	PUNCT
american_scientific_journal-12002	57	23	and	and	CCONJ
american_scientific_journal-12002	57	24	workload	workload	NOUN
american_scientific_journal-12002	57	25	distribution	distribution	NOUN
american_scientific_journal-12002	57	26	,	,	PUNCT
american_scientific_journal-12002	57	27	proposing	propose	VERB
american_scientific_journal-12002	57	28	an	an	DET
american_scientific_journal-12002	57	29	architecture	architecture	NOUN
american_scientific_journal-12002	57	30	in	in	ADP
american_scientific_journal-12002	57	31	which	which	PRON
american_scientific_journal-12002	57	32	hpa	hpa	VERB
american_scientific_journal-12002	57	33	integrates	integrate	NOUN
american_scientific_journal-12002	57	34	with	with	ADP
american_scientific_journal-12002	57	35	monitoring	monitoring	NOUN
american_scientific_journal-12002	57	36	systems	system	NOUN
american_scientific_journal-12002	57	37	for	for	ADP
american_scientific_journal-12002	57	38	mlcontainer	mlcontainer	NOUN
american_scientific_journal-12002	57	39	-	-	PUNCT
american_scientific_journal-12002	57	40	specific	specific	ADJ
american_scientific_journal-12002	57	41	metrics	metric	NOUN
american_scientific_journal-12002	57	42	(	(	PUNCT
american_scientific_journal-12002	57	43	gpu	gpu	NOUN
american_scientific_journal-12002	57	44	utilization	utilization	NOUN
american_scientific_journal-12002	57	45	,	,	PUNCT
american_scientific_journal-12002	57	46	inference	inference	NOUN
american_scientific_journal-12002	57	47	latency	latency	NOUN
american_scientific_journal-12002	57	48	)	)	PUNCT
american_scientific_journal-12002	57	49	to	to	PART
american_scientific_journal-12002	57	50	achieve	achieve	VERB
american_scientific_journal-12002	57	51	more	more	ADV
american_scientific_journal-12002	57	52	precise	precise	ADJ
american_scientific_journal-12002	57	53	resource	resource	NOUN
american_scientific_journal-12002	57	54	management	management	NOUN
american_scientific_journal-12002	57	55	.	.	PUNCT
american_scientific_journal-12002	58	1	this	this	DET
american_scientific_journal-12002	58	2	direction	direction	NOUN
american_scientific_journal-12002	58	3	emphasizes	emphasize	VERB
american_scientific_journal-12002	58	4	that	that	SCONJ
american_scientific_journal-12002	58	5	for	for	ADP
american_scientific_journal-12002	58	6	modern	modern	ADJ
american_scientific_journal-12002	58	7	ai	ai	NOUN
american_scientific_journal-12002	58	8	/	/	SYM
american_scientific_journal-12002	58	9	ml	ml	NOUN
american_scientific_journal-12002	58	10	tasks	task	NOUN
american_scientific_journal-12002	58	11	,	,	PUNCT
american_scientific_journal-12002	58	12	simple	simple	ADJ
american_scientific_journal-12002	58	13	scaling	scaling	NOUN
american_scientific_journal-12002	58	14	by	by	ADP
american_scientific_journal-12002	58	15	cpu	cpu	PROPN
american_scientific_journal-12002	58	16	/	/	SYM
american_scientific_journal-12002	58	17	ram	ram	NOUN
american_scientific_journal-12002	58	18	is	be	AUX
american_scientific_journal-12002	58	19	no	no	ADV
american_scientific_journal-12002	58	20	longer	long	ADV
american_scientific_journal-12002	58	21	sufficient	sufficient	ADJ
american_scientific_journal-12002	58	22	,	,	PUNCT
american_scientific_journal-12002	58	23	and	and	CCONJ
american_scientific_journal-12002	58	24	the	the	DET
american_scientific_journal-12002	58	25	focus	focus	NOUN
american_scientific_journal-12002	58	26	is	be	AUX
american_scientific_journal-12002	58	27	shifting	shift	VERB
american_scientific_journal-12002	58	28	to	to	ADP
american_scientific_journal-12002	58	29	specialized	specialize	VERB
american_scientific_journal-12002	58	30	metrics	metric	NOUN
american_scientific_journal-12002	58	31	[	[	X
american_scientific_journal-12002	58	32	11	11	NUM
american_scientific_journal-12002	58	33	]	]	PUNCT
american_scientific_journal-12002	58	34	.	.	PUNCT
american_scientific_journal-12002	59	1	in	in	ADP
american_scientific_journal-12002	59	2	addition	addition	NOUN
american_scientific_journal-12002	59	3	,	,	PUNCT
american_scientific_journal-12002	59	4	work	work	NOUN
american_scientific_journal-12002	59	5	[	[	X
american_scientific_journal-12002	59	6	5	5	X
american_scientific_journal-12002	59	7	]	]	PUNCT
american_scientific_journal-12002	59	8	raises	raise	VERB
american_scientific_journal-12002	59	9	an	an	DET
american_scientific_journal-12002	59	10	important	important	ADJ
american_scientific_journal-12002	59	11	architectural	architectural	ADJ
american_scientific_journal-12002	59	12	question	question	NOUN
american_scientific_journal-12002	59	13	of	of	ADP
american_scientific_journal-12002	59	14	solution	solution	NOUN
american_scientific_journal-12002	59	15	portability	portability	NOUN
american_scientific_journal-12002	59	16	,	,	PUNCT
american_scientific_journal-12002	59	17	since	since	SCONJ
american_scientific_journal-12002	59	18	coupling	couple	VERB
american_scientific_journal-12002	59	19	to	to	ADP
american_scientific_journal-12002	59	20	hardware	hardware	NOUN
american_scientific_journal-12002	59	21	accelerators	accelerator	NOUN
american_scientific_journal-12002	59	22	of	of	ADP
american_scientific_journal-12002	59	23	a	a	DET
american_scientific_journal-12002	59	24	specific	specific	ADJ
american_scientific_journal-12002	59	25	provider	provider	NOUN
american_scientific_journal-12002	59	26	can	can	AUX
american_scientific_journal-12002	59	27	become	become	VERB
american_scientific_journal-12002	59	28	a	a	DET
american_scientific_journal-12002	59	29	serious	serious	ADJ
american_scientific_journal-12002	59	30	obstacle	obstacle	NOUN
american_scientific_journal-12002	59	31	in	in	ADP
american_scientific_journal-12002	59	32	multi	multi	ADJ
american_scientific_journal-12002	59	33	-	-	ADJ
american_scientific_journal-12002	59	34	cloud	cloud	ADJ
american_scientific_journal-12002	59	35	environments	environment	NOUN
american_scientific_journal-12002	59	36	.	.	PUNCT
american_scientific_journal-12002	60	1	the	the	DET
american_scientific_journal-12002	60	2	literature	literature	NOUN
american_scientific_journal-12002	60	3	exhibits	exhibit	VERB
american_scientific_journal-12002	60	4	a	a	DET
american_scientific_journal-12002	60	5	contradiction	contradiction	NOUN
american_scientific_journal-12002	60	6	between	between	ADP
american_scientific_journal-12002	60	7	the	the	DET
american_scientific_journal-12002	60	8	simplicity	simplicity	NOUN
american_scientific_journal-12002	60	9	of	of	ADP
american_scientific_journal-12002	60	10	reactive	reactive	ADJ
american_scientific_journal-12002	60	11	hpa	hpa	NOUN
american_scientific_journal-12002	60	12	mechanisms	mechanism	NOUN
american_scientific_journal-12002	60	13	(	(	PUNCT
american_scientific_journal-12002	60	14	low	low	ADJ
american_scientific_journal-12002	60	15	implementation	implementation	NOUN
american_scientific_journal-12002	60	16	complexity	complexity	NOUN
american_scientific_journal-12002	60	17	)	)	PUNCT
american_scientific_journal-12002	60	18	and	and	CCONJ
american_scientific_journal-12002	60	19	the	the	DET
american_scientific_journal-12002	60	20	high	high	ADJ
american_scientific_journal-12002	60	21	potential	potential	NOUN
american_scientific_journal-12002	60	22	of	of	ADP
american_scientific_journal-12002	60	23	predictive	predictive	ADJ
american_scientific_journal-12002	60	24	approaches	approach	NOUN
american_scientific_journal-12002	60	25	(	(	PUNCT
american_scientific_journal-12002	60	26	more	more	ADV
american_scientific_journal-12002	60	27	precise	precise	ADJ
american_scientific_journal-12002	60	28	adaptation	adaptation	NOUN
american_scientific_journal-12002	60	29	to	to	PART
american_scientific_journal-12002	60	30	peak	peak	VERB
american_scientific_journal-12002	60	31	loads	load	NOUN
american_scientific_journal-12002	60	32	)	)	PUNCT
american_scientific_journal-12002	60	33	.	.	PUNCT
american_scientific_journal-12002	61	1	on	on	ADP
american_scientific_journal-12002	61	2	one	one	NUM
american_scientific_journal-12002	61	3	hand	hand	NOUN
american_scientific_journal-12002	61	4	,	,	PUNCT
american_scientific_journal-12002	61	5	bayesian	bayesian	NOUN
american_scientific_journal-12002	61	6	optimization	optimization	NOUN
american_scientific_journal-12002	61	7	methods	method	NOUN
american_scientific_journal-12002	61	8	and	and	CCONJ
american_scientific_journal-12002	61	9	lstm	lstm	NOUN
american_scientific_journal-12002	61	10	forecasts	forecast	NOUN
american_scientific_journal-12002	61	11	improve	improve	VERB
american_scientific_journal-12002	61	12	scaling	scale	VERB
american_scientific_journal-12002	61	13	quality	quality	NOUN
american_scientific_journal-12002	61	14	but	but	CCONJ
american_scientific_journal-12002	61	15	require	require	VERB
american_scientific_journal-12002	61	16	data	datum	NOUN
american_scientific_journal-12002	61	17	and	and	CCONJ
american_scientific_journal-12002	61	18	complex	complex	ADJ
american_scientific_journal-12002	61	19	configuration	configuration	NOUN
american_scientific_journal-12002	61	20	.	.	PUNCT
american_scientific_journal-12002	62	1	on	on	ADP
american_scientific_journal-12002	62	2	the	the	DET
american_scientific_journal-12002	62	3	other	other	ADJ
american_scientific_journal-12002	62	4	hand	hand	NOUN
american_scientific_journal-12002	62	5	,	,	PUNCT
american_scientific_journal-12002	62	6	classic	classic	ADJ
american_scientific_journal-12002	62	7	hpa	hpa	NOUN
american_scientific_journal-12002	62	8	remains	remain	VERB
american_scientific_journal-12002	62	9	popular	popular	ADJ
american_scientific_journal-12002	62	10	due	due	ADP
american_scientific_journal-12002	62	11	to	to	ADP
american_scientific_journal-12002	62	12	its	its	PRON
american_scientific_journal-12002	62	13	integration	integration	NOUN
american_scientific_journal-12002	62	14	into	into	ADP
american_scientific_journal-12002	62	15	kubernetes	kubernete	NOUN
american_scientific_journal-12002	62	16	and	and	CCONJ
american_scientific_journal-12002	62	17	ease	ease	NOUN
american_scientific_journal-12002	62	18	of	of	ADP
american_scientific_journal-12002	62	19	use	use	NOUN
american_scientific_journal-12002	62	20	;	;	PUNCT
american_scientific_journal-12002	62	21	however	however	ADV
american_scientific_journal-12002	62	22	,	,	PUNCT
american_scientific_journal-12002	62	23	it	it	PRON
american_scientific_journal-12002	62	24	often	often	ADV
american_scientific_journal-12002	62	25	fails	fail	VERB
american_scientific_journal-12002	62	26	to	to	PART
american_scientific_journal-12002	62	27	cope	cope	VERB
american_scientific_journal-12002	62	28	with	with	ADP
american_scientific_journal-12002	62	29	dynamically	dynamically	ADV
american_scientific_journal-12002	62	30	changing	change	VERB
american_scientific_journal-12002	62	31	conditions	condition	NOUN
american_scientific_journal-12002	62	32	.	.	PUNCT
american_scientific_journal-12002	63	1	moreover	moreover	ADV
american_scientific_journal-12002	63	2	,	,	PUNCT
american_scientific_journal-12002	63	3	despite	despite	SCONJ
american_scientific_journal-12002	63	4	the	the	DET
american_scientific_journal-12002	63	5	emergence	emergence	NOUN
american_scientific_journal-12002	63	6	of	of	ADP
american_scientific_journal-12002	63	7	multi	multi	ADJ
american_scientific_journal-12002	63	8	-	-	ADJ
american_scientific_journal-12002	63	9	cloud	cloud	ADJ
american_scientific_journal-12002	63	10	and	and	CCONJ
american_scientific_journal-12002	63	11	ai	ai	ADJ
american_scientific_journal-12002	63	12	-	-	PUNCT
american_scientific_journal-12002	63	13	oriented	orient	VERB
american_scientific_journal-12002	63	14	studies	study	NOUN
american_scientific_journal-12002	63	15	,	,	PUNCT
american_scientific_journal-12002	63	16	there	there	PRON
american_scientific_journal-12002	63	17	remains	remain	VERB
american_scientific_journal-12002	63	18	a	a	DET
american_scientific_journal-12002	63	19	shortage	shortage	NOUN
american_scientific_journal-12002	63	20	of	of	ADP
american_scientific_journal-12002	63	21	works	work	NOUN
american_scientific_journal-12002	63	22	dedicated	dedicate	VERB
american_scientific_journal-12002	63	23	to	to	ADP
american_scientific_journal-12002	63	24	gpu	gpu	NOUN
american_scientific_journal-12002	63	25	workload	workload	NOUN
american_scientific_journal-12002	63	26	autoscaling	autoscale	VERB
american_scientific_journal-12002	63	27	and	and	CCONJ
american_scientific_journal-12002	63	28	the	the	DET
american_scientific_journal-12002	63	29	integration	integration	NOUN
american_scientific_journal-12002	63	30	of	of	ADP
american_scientific_journal-12002	63	31	hpa	hpa	NOUN
american_scientific_journal-12002	63	32	with	with	ADP
american_scientific_journal-12002	63	33	the	the	DET
american_scientific_journal-12002	63	34	cluster	cluster	NOUN
american_scientific_journal-12002	63	35	autoscaler	autoscaler	NOUN
american_scientific_journal-12002	63	36	and	and	CCONJ
american_scientific_journal-12002	63	37	vertical	vertical	ADJ
american_scientific_journal-12002	63	38	pod	pod	NOUN
american_scientific_journal-12002	63	39	autoscaler	autoscaler	PROPN
american_scientific_journal-12002	63	40	.	.	PUNCT
american_scientific_journal-12002	64	1	energyand	energyand	ADJ
american_scientific_journal-12002	64	2	cost	cost	NOUN
american_scientific_journal-12002	64	3	-	-	PUNCT
american_scientific_journal-12002	64	4	aware	aware	ADJ
american_scientific_journal-12002	64	5	scaling	scaling	NOUN
american_scientific_journal-12002	64	6	,	,	PUNCT
american_scientific_journal-12002	64	7	as	as	ADV
american_scientific_journal-12002	64	8	well	well	ADV
american_scientific_journal-12002	64	9	as	as	ADP
american_scientific_journal-12002	64	10	the	the	DET
american_scientific_journal-12002	64	11	interaction	interaction	NOUN
american_scientific_journal-12002	64	12	of	of	ADP
american_scientific_journal-12002	64	13	scheduling	scheduling	NOUN
american_scientific_journal-12002	64	14	algorithms	algorithm	NOUN
american_scientific_journal-12002	64	15	with	with	ADP
american_scientific_journal-12002	64	16	autoscaling	autoscale	VERB
american_scientific_journal-12002	64	17	in	in	ADP
american_scientific_journal-12002	64	18	heterogeneous	heterogeneous	ADJ
american_scientific_journal-12002	64	19	clusters	cluster	NOUN
american_scientific_journal-12002	64	20	,	,	PUNCT
american_scientific_journal-12002	64	21	are	be	AUX
american_scientific_journal-12002	64	22	also	also	ADV
american_scientific_journal-12002	64	23	underexplored	underexplored	ADJ
american_scientific_journal-12002	64	24	.	.	PUNCT
american_scientific_journal-12002	65	1	these	these	DET
american_scientific_journal-12002	65	2	directions	direction	NOUN
american_scientific_journal-12002	65	3	represent	represent	VERB
american_scientific_journal-12002	65	4	open	open	ADJ
american_scientific_journal-12002	65	5	challenges	challenge	NOUN
american_scientific_journal-12002	65	6	for	for	ADP
american_scientific_journal-12002	65	7	further	further	ADJ
american_scientific_journal-12002	65	8	research	research	NOUN
american_scientific_journal-12002	65	9	.	.	PUNCT
american_scientific_journal-12002	66	1	iii.results	iii.result	NOUN
american_scientific_journal-12002	66	2	and	and	CCONJ
american_scientific_journal-12002	66	3	discussion	discussion	NOUN
american_scientific_journal-12002	66	4	in	in	ADP
american_scientific_journal-12002	66	5	kubernetes	kubernete	NOUN
american_scientific_journal-12002	66	6	,	,	PUNCT
american_scientific_journal-12002	66	7	the	the	DET
american_scientific_journal-12002	66	8	autoscaling	autoscale	VERB
american_scientific_journal-12002	66	9	mechanisms	mechanism	NOUN
american_scientific_journal-12002	66	10	are	be	AUX
american_scientific_journal-12002	66	11	structured	structure	VERB
american_scientific_journal-12002	66	12	according	accord	VERB
american_scientific_journal-12002	66	13	to	to	ADP
american_scientific_journal-12002	66	14	a	a	DET
american_scientific_journal-12002	66	15	three	three	NUM
american_scientific_journal-12002	66	16	-	-	PUNCT
american_scientific_journal-12002	66	17	tier	tier	NOUN
american_scientific_journal-12002	66	18	model	model	NOUN
american_scientific_journal-12002	66	19	,	,	PUNCT
american_scientific_journal-12002	66	20	allowing	allow	VERB
american_scientific_journal-12002	66	21	for	for	ADP
american_scientific_journal-12002	66	22	both	both	CCONJ
american_scientific_journal-12002	66	23	the	the	DET
american_scientific_journal-12002	66	24	dynamic	dynamic	ADJ
american_scientific_journal-12002	66	25	adjustment	adjustment	NOUN
american_scientific_journal-12002	66	26	of	of	ADP
american_scientific_journal-12002	66	27	the	the	DET
american_scientific_journal-12002	66	28	number	number	NOUN
american_scientific_journal-12002	66	29	of	of	ADP
american_scientific_journal-12002	66	30	pods	pod	NOUN
american_scientific_journal-12002	66	31	and	and	CCONJ
american_scientific_journal-12002	66	32	the	the	DET
american_scientific_journal-12002	66	33	adaptation	adaptation	NOUN
american_scientific_journal-12002	66	34	of	of	ADP
american_scientific_journal-12002	66	35	the	the	DET
american_scientific_journal-12002	66	36	cluster	cluster	NOUN
american_scientific_journal-12002	66	37	configuration	configuration	NOUN
american_scientific_journal-12002	66	38	itself	itself	PRON
american_scientific_journal-12002	66	39	to	to	ADP
american_scientific_journal-12002	66	40	actual	actual	ADJ
american_scientific_journal-12002	66	41	operating	operating	NOUN
american_scientific_journal-12002	66	42	conditions	condition	NOUN
american_scientific_journal-12002	66	43	.	.	PUNCT
american_scientific_journal-12002	67	1	at	at	ADP
american_scientific_journal-12002	67	2	the	the	DET
american_scientific_journal-12002	67	3	first	first	ADJ
american_scientific_journal-12002	67	4	level	level	NOUN
american_scientific_journal-12002	67	5	is	be	AUX
american_scientific_journal-12002	67	6	the	the	DET
american_scientific_journal-12002	67	7	horizontal	horizontal	ADJ
american_scientific_journal-12002	67	8	pod	pod	NOUN
american_scientific_journal-12002	67	9	autoscaler	autoscaler	NOUN
american_scientific_journal-12002	67	10	(	(	PUNCT
american_scientific_journal-12002	67	11	hpa	hpa	NOUN
american_scientific_journal-12002	67	12	)	)	PUNCT
american_scientific_journal-12002	67	13	—	—	PUNCT
american_scientific_journal-12002	67	14	a	a	DET
american_scientific_journal-12002	67	15	controller	controller	NOUN
american_scientific_journal-12002	67	16	implementing	implement	VERB
american_scientific_journal-12002	67	17	a	a	DET
american_scientific_journal-12002	67	18	control	control	NOUN
american_scientific_journal-12002	67	19	loop	loop	NOUN
american_scientific_journal-12002	67	20	:	:	PUNCT
american_scientific_journal-12002	67	21	at	at	ADP
american_scientific_journal-12002	67	22	each	each	DET
american_scientific_journal-12002	67	23	step	step	NOUN
american_scientific_journal-12002	67	24	it	it	PRON
american_scientific_journal-12002	67	25	queries	query	VERB
american_scientific_journal-12002	67	26	the	the	DET
american_scientific_journal-12002	67	27	metrics	metric	NOUN
american_scientific_journal-12002	67	28	server	server	NOUN
american_scientific_journal-12002	67	29	,	,	PUNCT
american_scientific_journal-12002	67	30	collecting	collect	VERB
american_scientific_journal-12002	67	31	up	up	ADP
american_scientific_journal-12002	67	32	-	-	PUNCT
american_scientific_journal-12002	67	33	to	to	ADP
american_scientific_journal-12002	67	34	-	-	PUNCT
american_scientific_journal-12002	67	35	date	date	NOUN
american_scientific_journal-12002	67	36	metrics	metric	NOUN
american_scientific_journal-12002	67	37	(	(	PUNCT
american_scientific_journal-12002	67	38	cpu	cpu	NOUN
american_scientific_journal-12002	67	39	load	load	NOUN
american_scientific_journal-12002	67	40	,	,	PUNCT
american_scientific_journal-12002	67	41	ram	ram	VERB
american_scientific_journal-12002	67	42	usage	usage	NOUN
american_scientific_journal-12002	67	43	or	or	CCONJ
american_scientific_journal-12002	67	44	any	any	DET
american_scientific_journal-12002	67	45	custom	custom	NOUN
american_scientific_journal-12002	67	46	metrics	metric	NOUN
american_scientific_journal-12002	67	47	integrated	integrate	VERB
american_scientific_journal-12002	67	48	via	via	ADP
american_scientific_journal-12002	67	49	prometheus	prometheus	PROPN
american_scientific_journal-12002	67	50	adapters	adapter	NOUN
american_scientific_journal-12002	67	51	and	and	CCONJ
american_scientific_journal-12002	67	52	similar	similar	ADJ
american_scientific_journal-12002	67	53	systems	system	NOUN
american_scientific_journal-12002	67	54	)	)	PUNCT
american_scientific_journal-12002	67	55	,	,	PUNCT
american_scientific_journal-12002	67	56	after	after	ADP
american_scientific_journal-12002	67	57	which	which	PRON
american_scientific_journal-12002	67	58	it	it	PRON
american_scientific_journal-12002	67	59	compares	compare	VERB
american_scientific_journal-12002	67	60	them	they	PRON
american_scientific_journal-12002	67	61	with	with	ADP
american_scientific_journal-12002	67	62	predefined	predefined	ADJ
american_scientific_journal-12002	67	63	target	target	NOUN
american_scientific_journal-12002	67	64	values	value	NOUN
american_scientific_journal-12002	67	65	.	.	PUNCT
american_scientific_journal-12002	68	1	the	the	DET
american_scientific_journal-12002	68	2	hpa	hpa	NOUN
american_scientific_journal-12002	68	3	configuration	configuration	NOUN
american_scientific_journal-12002	68	4	specifies	specifie	NOUN
american_scientific_journal-12002	68	5	threshold	threshold	NOUN
american_scientific_journal-12002	68	6	levels	level	NOUN
american_scientific_journal-12002	68	7	and	and	CCONJ
american_scientific_journal-12002	68	8	scaling	scale	VERB
american_scientific_journal-12002	68	9	policies	policy	NOUN
american_scientific_journal-12002	68	10	that	that	PRON
american_scientific_journal-12002	68	11	determine	determine	VERB
american_scientific_journal-12002	68	12	the	the	DET
american_scientific_journal-12002	68	13	rate	rate	NOUN
american_scientific_journal-12002	68	14	and	and	CCONJ
american_scientific_journal-12002	68	15	steps	step	NOUN
american_scientific_journal-12002	68	16	of	of	ADP
american_scientific_journal-12002	68	17	pod	pod	ADJ
american_scientific_journal-12002	68	18	count	count	NOUN
american_scientific_journal-12002	68	19	changes	change	NOUN
american_scientific_journal-12002	68	20	,	,	PUNCT
american_scientific_journal-12002	68	21	smoothing	smooth	VERB
american_scientific_journal-12002	68	22	abrupt	abrupt	ADJ
american_scientific_journal-12002	68	23	fluctuations	fluctuation	NOUN
american_scientific_journal-12002	68	24	,	,	PUNCT
american_scientific_journal-12002	68	25	and	and	CCONJ
american_scientific_journal-12002	68	26	preventing	prevent	VERB
american_scientific_journal-12002	68	27	spikes	spike	NOUN
american_scientific_journal-12002	68	28	in	in	ADP
american_scientific_journal-12002	68	29	load	load	NOUN
american_scientific_journal-12002	68	30	.	.	PUNCT
american_scientific_journal-12002	69	1	this	this	DET
american_scientific_journal-12002	69	2	approach	approach	NOUN
american_scientific_journal-12002	69	3	is	be	AUX
american_scientific_journal-12002	69	4	ideally	ideally	ADV
american_scientific_journal-12002	69	5	suited	suited	ADJ
american_scientific_journal-12002	69	6	to	to	ADP
american_scientific_journal-12002	69	7	stateless	stateless	NOUN
american_scientific_journal-12002	69	8	applications	application	NOUN
american_scientific_journal-12002	69	9	with	with	ADP
american_scientific_journal-12002	69	10	a	a	DET
american_scientific_journal-12002	69	11	predictable	predictable	ADJ
american_scientific_journal-12002	69	12	correlation	correlation	NOUN
american_scientific_journal-12002	69	13	between	between	ADP
american_scientific_journal-12002	69	14	traffic	traffic	NOUN
american_scientific_journal-12002	69	15	and	and	CCONJ
american_scientific_journal-12002	69	16	resource	resource	NOUN
american_scientific_journal-12002	69	17	consumption	consumption	NOUN
american_scientific_journal-12002	69	18	;	;	PUNCT
american_scientific_journal-12002	69	19	however	however	ADV
american_scientific_journal-12002	69	20	,	,	PUNCT
american_scientific_journal-12002	69	21	the	the	DET
american_scientific_journal-12002	69	22	reactive	reactive	ADJ
american_scientific_journal-12002	69	23	nature	nature	NOUN
american_scientific_journal-12002	69	24	of	of	ADP
american_scientific_journal-12002	69	25	hpa	hpa	NOUN
american_scientific_journal-12002	69	26	means	mean	VERB
american_scientific_journal-12002	69	27	that	that	SCONJ
american_scientific_journal-12002	69	28	scaling	scaling	NOUN
american_scientific_journal-12002	69	29	is	be	AUX
american_scientific_journal-12002	69	30	triggered	trigger	VERB
american_scientific_journal-12002	69	31	only	only	ADV
american_scientific_journal-12002	69	32	after	after	SCONJ
american_scientific_journal-12002	69	33	a	a	DET
american_scientific_journal-12002	69	34	threshold	threshold	NOUN
american_scientific_journal-12002	69	35	is	be	AUX
american_scientific_journal-12002	69	36	exceeded	exceed	VERB
american_scientific_journal-12002	69	37	,	,	PUNCT
american_scientific_journal-12002	69	38	which	which	PRON
american_scientific_journal-12002	69	39	can	can	AUX
american_scientific_journal-12002	69	40	lead	lead	VERB
american_scientific_journal-12002	69	41	to	to	ADP
american_scientific_journal-12002	69	42	brief	brief	ADJ
american_scientific_journal-12002	69	43	performance	performance	NOUN
american_scientific_journal-12002	69	44	degradation	degradation	NOUN
american_scientific_journal-12002	69	45	during	during	ADP
american_scientific_journal-12002	69	46	a	a	DET
american_scientific_journal-12002	69	47	sudden	sudden	ADJ
american_scientific_journal-12002	69	48	increase	increase	NOUN
american_scientific_journal-12002	69	49	in	in	ADP
american_scientific_journal-12002	69	50	load	load	NOUN
american_scientific_journal-12002	69	51	[	[	X
american_scientific_journal-12002	69	52	2	2	NUM
american_scientific_journal-12002	69	53	]	]	PUNCT
american_scientific_journal-12002	69	54	.	.	PUNCT
american_scientific_journal-12002	70	1	a	a	DET
american_scientific_journal-12002	70	2	schematic	schematic	ADJ
american_scientific_journal-12002	70	3	representation	representation	NOUN
american_scientific_journal-12002	70	4	of	of	ADP
american_scientific_journal-12002	70	5	the	the	DET
american_scientific_journal-12002	70	6	hpa	hpa	NOUN
american_scientific_journal-12002	70	7	control	control	PROPN
american_scientific_journal-12002	70	8	loop	loop	NOUN
american_scientific_journal-12002	70	9	is	be	AUX
american_scientific_journal-12002	70	10	shown	show	VERB
american_scientific_journal-12002	70	11	in	in	ADP
american_scientific_journal-12002	70	12	figure	figure	NOUN
american_scientific_journal-12002	70	13	1	1	NUM
american_scientific_journal-12002	70	14	.	.	PUNCT
american_scientific_journal-12002	71	1	american	american	ADJ
american_scientific_journal-12002	71	2	academic	academic	ADJ
american_scientific_journal-12002	71	3	scientific	scientific	ADJ
american_scientific_journal-12002	71	4	research	research	NOUN
american_scientific_journal-12002	71	5	journal	journal	NOUN
american_scientific_journal-12002	71	6	for	for	ADP
american_scientific_journal-12002	71	7	engineering	engineering	NOUN
american_scientific_journal-12002	71	8	,	,	PUNCT
american_scientific_journal-12002	71	9	technology	technology	NOUN
american_scientific_journal-12002	71	10	,	,	PUNCT
american_scientific_journal-12002	71	11	and	and	CCONJ
american_scientific_journal-12002	71	12	sciences	science	NOUN
american_scientific_journal-12002	71	13	(	(	PUNCT
american_scientific_journal-12002	71	14	asrjets	asrjet	NOUN
american_scientific_journal-12002	71	15	)	)	PUNCT
american_scientific_journal-12002	71	16	volume	volume	NOUN
american_scientific_journal-12002	71	17	103	103	NUM
american_scientific_journal-12002	71	18	,	,	PUNCT
american_scientific_journal-12002	71	19	no	no	DET
american_scientific_journal-12002	71	20	1	1	NUM
american_scientific_journal-12002	71	21	,	,	PUNCT
american_scientific_journal-12002	71	22	pp	pp	ADV
american_scientific_journal-12002	71	23	137	137	NUM
american_scientific_journal-12002	71	24	-	-	SYM
american_scientific_journal-12002	71	25	146	146	NUM
american_scientific_journal-12002	71	26	141	141	NUM
american_scientific_journal-12002	71	27	figure1	figure1	NOUN
american_scientific_journal-12002	71	28	:	:	PUNCT
american_scientific_journal-12002	71	29	architectural	architectural	ADJ
american_scientific_journal-12002	71	30	scheme	scheme	NOUN
american_scientific_journal-12002	71	31	of	of	ADP
american_scientific_journal-12002	71	32	the	the	DET
american_scientific_journal-12002	71	33	horizontal	horizontal	ADJ
american_scientific_journal-12002	71	34	pod	pod	NOUN
american_scientific_journal-12002	71	35	autoscaler	autoscaler	NOUN
american_scientific_journal-12002	71	36	(	(	PUNCT
american_scientific_journal-12002	71	37	hpa	hpa	NOUN
american_scientific_journal-12002	71	38	)	)	PUNCT
american_scientific_journal-12002	72	1	[	[	X
american_scientific_journal-12002	72	2	2	2	NUM
american_scientific_journal-12002	72	3	,	,	PUNCT
american_scientific_journal-12002	72	4	11	11	NUM
american_scientific_journal-12002	72	5	]	]	PUNCT
american_scientific_journal-12002	72	6	the	the	DET
american_scientific_journal-12002	72	7	second	second	ADJ
american_scientific_journal-12002	72	8	component	component	NOUN
american_scientific_journal-12002	72	9	of	of	ADP
american_scientific_journal-12002	72	10	the	the	DET
american_scientific_journal-12002	72	11	system	system	NOUN
american_scientific_journal-12002	72	12	,	,	PUNCT
american_scientific_journal-12002	72	13	vertical	vertical	ADJ
american_scientific_journal-12002	72	14	pod	pod	NOUN
american_scientific_journal-12002	72	15	autoscaler	autoscaler	NOUN
american_scientific_journal-12002	72	16	(	(	PUNCT
american_scientific_journal-12002	72	17	vpa	vpa	PROPN
american_scientific_journal-12002	72	18	)	)	PUNCT
american_scientific_journal-12002	72	19	,	,	PUNCT
american_scientific_journal-12002	72	20	does	do	AUX
american_scientific_journal-12002	72	21	not	not	PART
american_scientific_journal-12002	72	22	aim	aim	VERB
american_scientific_journal-12002	72	23	to	to	PART
american_scientific_journal-12002	72	24	change	change	VERB
american_scientific_journal-12002	72	25	the	the	DET
american_scientific_journal-12002	72	26	number	number	NOUN
american_scientific_journal-12002	72	27	of	of	ADP
american_scientific_journal-12002	72	28	pod	pod	NOUN
american_scientific_journal-12002	72	29	instances	instance	NOUN
american_scientific_journal-12002	72	30	as	as	SCONJ
american_scientific_journal-12002	72	31	hpa	hpa	NOUN
american_scientific_journal-12002	72	32	does	do	VERB
american_scientific_journal-12002	72	33	,	,	PUNCT
american_scientific_journal-12002	72	34	but	but	CCONJ
american_scientific_journal-12002	72	35	is	be	AUX
american_scientific_journal-12002	72	36	designed	design	VERB
american_scientific_journal-12002	72	37	for	for	ADP
american_scientific_journal-12002	72	38	dynamic	dynamic	ADJ
american_scientific_journal-12002	72	39	adjustment	adjustment	NOUN
american_scientific_journal-12002	72	40	of	of	ADP
american_scientific_journal-12002	72	41	cpu	cpu	NOUN
american_scientific_journal-12002	72	42	and	and	CCONJ
american_scientific_journal-12002	72	43	memory	memory	NOUN
american_scientific_journal-12002	72	44	requests	request	NOUN
american_scientific_journal-12002	72	45	and	and	CCONJ
american_scientific_journal-12002	72	46	limits	limit	NOUN
american_scientific_journal-12002	72	47	of	of	ADP
american_scientific_journal-12002	72	48	already	already	ADV
american_scientific_journal-12002	72	49	deployed	deploy	VERB
american_scientific_journal-12002	72	50	containers	container	NOUN
american_scientific_journal-12002	72	51	.	.	PUNCT
american_scientific_journal-12002	73	1	the	the	DET
american_scientific_journal-12002	73	2	collection	collection	NOUN
american_scientific_journal-12002	73	3	and	and	CCONJ
american_scientific_journal-12002	73	4	analysis	analysis	NOUN
american_scientific_journal-12002	73	5	of	of	ADP
american_scientific_journal-12002	73	6	historical	historical	ADJ
american_scientific_journal-12002	73	7	metrics	metric	NOUN
american_scientific_journal-12002	73	8	enables	enable	VERB
american_scientific_journal-12002	73	9	vpa	vpa	PROPN
american_scientific_journal-12002	73	10	to	to	PART
american_scientific_journal-12002	73	11	generate	generate	VERB
american_scientific_journal-12002	73	12	wellfounded	wellfounded	ADJ
american_scientific_journal-12002	73	13	recommendations	recommendation	NOUN
american_scientific_journal-12002	73	14	for	for	ADP
american_scientific_journal-12002	73	15	resource	resource	NOUN
american_scientific_journal-12002	73	16	values	value	NOUN
american_scientific_journal-12002	73	17	.	.	PUNCT
american_scientific_journal-12002	74	1	it	it	PRON
american_scientific_journal-12002	74	2	supports	support	VERB
american_scientific_journal-12002	74	3	three	three	NUM
american_scientific_journal-12002	74	4	modes	mode	NOUN
american_scientific_journal-12002	74	5	of	of	ADP
american_scientific_journal-12002	74	6	operation	operation	NOUN
american_scientific_journal-12002	74	7	:	:	PUNCT
american_scientific_journal-12002	74	8	•	•	NOUN
american_scientific_journal-12002	74	9	off	off	ADV
american_scientific_journal-12002	74	10	:	:	PUNCT
american_scientific_journal-12002	74	11	only	only	ADV
american_scientific_journal-12002	74	12	generates	generate	VERB
american_scientific_journal-12002	74	13	recommendations	recommendation	NOUN
american_scientific_journal-12002	74	14	without	without	ADP
american_scientific_journal-12002	74	15	making	make	VERB
american_scientific_journal-12002	74	16	changes	change	NOUN
american_scientific_journal-12002	74	17	to	to	ADP
american_scientific_journal-12002	74	18	the	the	DET
american_scientific_journal-12002	74	19	configuration	configuration	NOUN
american_scientific_journal-12002	74	20	;	;	PUNCT
american_scientific_journal-12002	74	21	•	•	NUM
american_scientific_journal-12002	74	22	initial	initial	NOUN
american_scientific_journal-12002	74	23	:	:	PUNCT
american_scientific_journal-12002	74	24	applies	apply	VERB
american_scientific_journal-12002	74	25	optimal	optimal	ADJ
american_scientific_journal-12002	74	26	resource	resource	NOUN
american_scientific_journal-12002	74	27	parameters	parameter	NOUN
american_scientific_journal-12002	74	28	only	only	ADV
american_scientific_journal-12002	74	29	when	when	SCONJ
american_scientific_journal-12002	74	30	a	a	DET
american_scientific_journal-12002	74	31	new	new	ADJ
american_scientific_journal-12002	74	32	pod	pod	NOUN
american_scientific_journal-12002	74	33	is	be	AUX
american_scientific_journal-12002	74	34	created	create	VERB
american_scientific_journal-12002	74	35	;	;	PUNCT
american_scientific_journal-12002	74	36	•	•	NUM
american_scientific_journal-12002	74	37	auto	auto	NOUN
american_scientific_journal-12002	74	38	:	:	PUNCT
american_scientific_journal-12002	74	39	automatically	automatically	ADV
american_scientific_journal-12002	74	40	adjusts	adjust	VERB
american_scientific_journal-12002	74	41	requests	request	NOUN
american_scientific_journal-12002	74	42	and	and	CCONJ
american_scientific_journal-12002	74	43	limits	limit	NOUN
american_scientific_journal-12002	74	44	in	in	ADP
american_scientific_journal-12002	74	45	real	real	ADJ
american_scientific_journal-12002	74	46	time	time	NOUN
american_scientific_journal-12002	74	47	,	,	PUNCT
american_scientific_journal-12002	74	48	which	which	PRON
american_scientific_journal-12002	74	49	requires	require	VERB
american_scientific_journal-12002	74	50	restarting	restart	VERB
american_scientific_journal-12002	74	51	the	the	DET
american_scientific_journal-12002	74	52	corresponding	correspond	VERB
american_scientific_journal-12002	74	53	pod	pod	NOUN
american_scientific_journal-12002	74	54	and	and	CCONJ
american_scientific_journal-12002	74	55	may	may	AUX
american_scientific_journal-12002	74	56	lead	lead	VERB
american_scientific_journal-12002	74	57	to	to	PART
american_scientific_journal-12002	74	58	brief	brief	ADJ
american_scientific_journal-12002	74	59	service	service	NOUN
american_scientific_journal-12002	74	60	interruptions	interruption	NOUN
american_scientific_journal-12002	74	61	.	.	PUNCT
american_scientific_journal-12002	75	1	the	the	DET
american_scientific_journal-12002	75	2	main	main	ADJ
american_scientific_journal-12002	75	3	advantage	advantage	NOUN
american_scientific_journal-12002	75	4	of	of	ADP
american_scientific_journal-12002	75	5	vpa	vpa	PROPN
american_scientific_journal-12002	75	6	lies	lie	VERB
american_scientific_journal-12002	75	7	in	in	ADP
american_scientific_journal-12002	75	8	precisely	precisely	ADV
american_scientific_journal-12002	75	9	fitting	fitting	ADJ
american_scientific_journal-12002	75	10	resources	resource	NOUN
american_scientific_journal-12002	75	11	to	to	ADP
american_scientific_journal-12002	75	12	the	the	DET
american_scientific_journal-12002	75	13	actual	actual	ADJ
american_scientific_journal-12002	75	14	needs	need	NOUN
american_scientific_journal-12002	75	15	of	of	ADP
american_scientific_journal-12002	75	16	applications	application	NOUN
american_scientific_journal-12002	75	17	with	with	ADP
american_scientific_journal-12002	75	18	variable	variable	ADJ
american_scientific_journal-12002	75	19	load	load	NOUN
american_scientific_journal-12002	75	20	,	,	PUNCT
american_scientific_journal-12002	75	21	thereby	thereby	ADV
american_scientific_journal-12002	75	22	increasing	increase	VERB
american_scientific_journal-12002	75	23	pod	pod	ADJ
american_scientific_journal-12002	75	24	density	density	NOUN
american_scientific_journal-12002	75	25	on	on	ADP
american_scientific_journal-12002	75	26	nodes	node	NOUN
american_scientific_journal-12002	75	27	.	.	PUNCT
american_scientific_journal-12002	76	1	at	at	ADP
american_scientific_journal-12002	76	2	the	the	DET
american_scientific_journal-12002	76	3	same	same	ADJ
american_scientific_journal-12002	76	4	time	time	NOUN
american_scientific_journal-12002	76	5	,	,	PUNCT
american_scientific_journal-12002	76	6	the	the	DET
american_scientific_journal-12002	76	7	auto	auto	NOUN
american_scientific_journal-12002	76	8	mode	mode	NOUN
american_scientific_journal-12002	76	9	carries	carry	VERB
american_scientific_journal-12002	76	10	the	the	DET
american_scientific_journal-12002	76	11	risk	risk	NOUN
american_scientific_journal-12002	76	12	of	of	ADP
american_scientific_journal-12002	76	13	brief	brief	ADJ
american_scientific_journal-12002	76	14	downtime	downtime	NOUN
american_scientific_journal-12002	76	15	during	during	ADP
american_scientific_journal-12002	76	16	container	container	NOUN
american_scientific_journal-12002	76	17	restart	restart	NOUN
american_scientific_journal-12002	76	18	,	,	PUNCT
american_scientific_journal-12002	76	19	which	which	PRON
american_scientific_journal-12002	76	20	is	be	AUX
american_scientific_journal-12002	76	21	unacceptable	unacceptable	ADJ
american_scientific_journal-12002	76	22	for	for	ADP
american_scientific_journal-12002	76	23	mission	mission	NOUN
american_scientific_journal-12002	76	24	-	-	PUNCT
american_scientific_journal-12002	76	25	critical	critical	ADJ
american_scientific_journal-12002	76	26	services	service	NOUN
american_scientific_journal-12002	76	27	[	[	X
american_scientific_journal-12002	76	28	3	3	NUM
american_scientific_journal-12002	76	29	]	]	PUNCT
american_scientific_journal-12002	76	30	.	.	PUNCT
american_scientific_journal-12002	77	1	at	at	ADP
american_scientific_journal-12002	77	2	a	a	DET
american_scientific_journal-12002	77	3	higher	high	ADJ
american_scientific_journal-12002	77	4	level	level	NOUN
american_scientific_journal-12002	77	5	,	,	PUNCT
american_scientific_journal-12002	77	6	cluster	cluster	NOUN
american_scientific_journal-12002	77	7	autoscaler	autoscaler	NOUN
american_scientific_journal-12002	77	8	(	(	PUNCT
american_scientific_journal-12002	77	9	ca	ca	NOUN
american_scientific_journal-12002	77	10	)	)	PUNCT
american_scientific_journal-12002	77	11	–	–	PUNCT
american_scientific_journal-12002	77	12	the	the	DET
american_scientific_journal-12002	77	13	component	component	NOUN
american_scientific_journal-12002	77	14	responsible	responsible	ADJ
american_scientific_journal-12002	77	15	for	for	ADP
american_scientific_journal-12002	77	16	scaling	scale	VERB
american_scientific_journal-12002	77	17	the	the	DET
american_scientific_journal-12002	77	18	entire	entire	ADJ
american_scientific_journal-12002	77	19	cluster	cluster	NOUN
american_scientific_journal-12002	77	20	by	by	ADP
american_scientific_journal-12002	77	21	adding	add	VERB
american_scientific_journal-12002	77	22	or	or	CCONJ
american_scientific_journal-12002	77	23	removing	remove	VERB
american_scientific_journal-12002	77	24	worker	worker	NOUN
american_scientific_journal-12002	77	25	nodes	node	NOUN
american_scientific_journal-12002	77	26	(	(	PUNCT
american_scientific_journal-12002	77	27	virtual	virtual	ADJ
american_scientific_journal-12002	77	28	or	or	CCONJ
american_scientific_journal-12002	77	29	physical	physical	ADJ
american_scientific_journal-12002	77	30	machines)operates	machines)operate	NOUN
american_scientific_journal-12002	77	31	.	.	PUNCT
american_scientific_journal-12002	78	1	when	when	SCONJ
american_scientific_journal-12002	78	2	pods	pod	NOUN
american_scientific_journal-12002	78	3	in	in	ADP
american_scientific_journal-12002	78	4	pending	pende	VERB
american_scientific_journal-12002	78	5	state	state	NOUN
american_scientific_journal-12002	78	6	appear	appear	VERB
american_scientific_journal-12002	78	7	in	in	ADP
american_scientific_journal-12002	78	8	the	the	DET
american_scientific_journal-12002	78	9	cluster	cluster	NOUN
american_scientific_journal-12002	78	10	due	due	ADP
american_scientific_journal-12002	78	11	to	to	ADP
american_scientific_journal-12002	78	12	insufficient	insufficient	ADJ
american_scientific_journal-12002	78	13	resources	resource	NOUN
american_scientific_journal-12002	78	14	(	(	PUNCT
american_scientific_journal-12002	78	15	cpu	cpu	PROPN
american_scientific_journal-12002	78	16	,	,	PUNCT
american_scientific_journal-12002	78	17	ram	ram	NOUN
american_scientific_journal-12002	78	18	or	or	CCONJ
american_scientific_journal-12002	78	19	gpu	gpu	PROPN
american_scientific_journal-12002	78	20	)	)	PUNCT
american_scientific_journal-12002	78	21	,	,	PUNCT
american_scientific_journal-12002	78	22	ca	can	AUX
american_scientific_journal-12002	78	23	uses	use	VERB
american_scientific_journal-12002	78	24	cloud	cloud	NOUN
american_scientific_journal-12002	78	25	provider	provider	NOUN
american_scientific_journal-12002	78	26	apis	apis	PROPN
american_scientific_journal-12002	78	27	(	(	PUNCT
american_scientific_journal-12002	78	28	aws	aws	PROPN
american_scientific_journal-12002	78	29	,	,	PUNCT
american_scientific_journal-12002	78	30	gcp	gcp	NOUN
american_scientific_journal-12002	78	31	,	,	PUNCT
american_scientific_journal-12002	78	32	azure	azure	NOUN
american_scientific_journal-12002	78	33	,	,	PUNCT
american_scientific_journal-12002	78	34	etc	etc	X
american_scientific_journal-12002	78	35	.	.	X
american_scientific_journal-12002	78	36	)	)	PUNCT
american_scientific_journal-12002	78	37	to	to	PART
american_scientific_journal-12002	78	38	initiate	initiate	VERB
american_scientific_journal-12002	78	39	the	the	DET
american_scientific_journal-12002	78	40	creation	creation	NOUN
american_scientific_journal-12002	78	41	of	of	ADP
american_scientific_journal-12002	78	42	additional	additional	ADJ
american_scientific_journal-12002	78	43	nodes	node	NOUN
american_scientific_journal-12002	78	44	,	,	PUNCT
american_scientific_journal-12002	78	45	and	and	CCONJ
american_scientific_journal-12002	78	46	under	under	ADP
american_scientific_journal-12002	78	47	low	low	ADJ
american_scientific_journal-12002	78	48	load	load	NOUN
american_scientific_journal-12002	78	49	removes	remove	VERB
american_scientific_journal-12002	78	50	idle	idle	ADJ
american_scientific_journal-12002	78	51	machines	machine	NOUN
american_scientific_journal-12002	78	52	if	if	SCONJ
american_scientific_journal-12002	78	53	all	all	DET
american_scientific_journal-12002	78	54	their	their	PRON
american_scientific_journal-12002	78	55	pods	pod	NOUN
american_scientific_journal-12002	78	56	can	can	AUX
american_scientific_journal-12002	78	57	be	be	AUX
american_scientific_journal-12002	78	58	safely	safely	ADV
american_scientific_journal-12002	78	59	redistributed	redistribute	VERB
american_scientific_journal-12002	78	60	onto	onto	ADP
american_scientific_journal-12002	78	61	the	the	DET
american_scientific_journal-12002	78	62	remaining	remain	VERB
american_scientific_journal-12002	78	63	nodes	node	NOUN
american_scientific_journal-12002	78	64	.	.	PUNCT
american_scientific_journal-12002	79	1	effective	effective	ADJ
american_scientific_journal-12002	79	2	operation	operation	NOUN
american_scientific_journal-12002	79	3	of	of	ADP
american_scientific_journal-12002	79	4	ca	can	AUX
american_scientific_journal-12002	79	5	requires	require	VERB
american_scientific_journal-12002	79	6	coordinated	coordinated	ADJ
american_scientific_journal-12002	79	7	interaction	interaction	NOUN
american_scientific_journal-12002	79	8	with	with	ADP
american_scientific_journal-12002	79	9	hpa	hpa	NOUN
american_scientific_journal-12002	79	10	and	and	CCONJ
american_scientific_journal-12002	79	11	vpa	vpa	PROPN
american_scientific_journal-12002	79	12	,	,	PUNCT
american_scientific_journal-12002	79	13	as	as	ADV
american_scientific_journal-12002	79	14	well	well	ADV
american_scientific_journal-12002	79	15	as	as	ADP
american_scientific_journal-12002	79	16	a	a	DET
american_scientific_journal-12002	79	17	thoughtful	thoughtful	ADJ
american_scientific_journal-12002	79	18	load	load	NOUN
american_scientific_journal-12002	79	19	-	-	PUNCT
american_scientific_journal-12002	79	20	balancing	balance	VERB
american_scientific_journal-12002	79	21	strategy	strategy	NOUN
american_scientific_journal-12002	79	22	across	across	ADP
american_scientific_journal-12002	79	23	availability	availability	NOUN
american_scientific_journal-12002	79	24	zones	zone	NOUN
american_scientific_journal-12002	79	25	.	.	PUNCT
american_scientific_journal-12002	80	1	a	a	DET
american_scientific_journal-12002	80	2	summary	summary	NOUN
american_scientific_journal-12002	80	3	comparison	comparison	NOUN
american_scientific_journal-12002	80	4	of	of	ADP
american_scientific_journal-12002	80	5	these	these	DET
american_scientific_journal-12002	80	6	mechanisms	mechanism	NOUN
american_scientific_journal-12002	80	7	is	be	AUX
american_scientific_journal-12002	80	8	presented	present	VERB
american_scientific_journal-12002	80	9	in	in	ADP
american_scientific_journal-12002	80	10	table	table	NOUN
american_scientific_journal-12002	80	11	1	1	NUM
american_scientific_journal-12002	80	12	.	.	PUNCT
american_scientific_journal-12002	81	1	american	american	ADJ
american_scientific_journal-12002	81	2	academic	academic	ADJ
american_scientific_journal-12002	81	3	scientific	scientific	ADJ
american_scientific_journal-12002	81	4	research	research	NOUN
american_scientific_journal-12002	81	5	journal	journal	NOUN
american_scientific_journal-12002	81	6	for	for	ADP
american_scientific_journal-12002	81	7	engineering	engineering	NOUN
american_scientific_journal-12002	81	8	,	,	PUNCT
american_scientific_journal-12002	81	9	technology	technology	NOUN
american_scientific_journal-12002	81	10	,	,	PUNCT
american_scientific_journal-12002	81	11	and	and	CCONJ
american_scientific_journal-12002	81	12	sciences	science	NOUN
american_scientific_journal-12002	81	13	(	(	PUNCT
american_scientific_journal-12002	81	14	asrjets	asrjet	NOUN
american_scientific_journal-12002	81	15	)	)	PUNCT
american_scientific_journal-12002	81	16	volume	volume	NOUN
american_scientific_journal-12002	81	17	103	103	NUM
american_scientific_journal-12002	81	18	,	,	PUNCT
american_scientific_journal-12002	81	19	no	no	DET
american_scientific_journal-12002	81	20	1	1	NUM
american_scientific_journal-12002	81	21	,	,	PUNCT
american_scientific_journal-12002	81	22	pp	pp	ADV
american_scientific_journal-12002	81	23	137	137	NUM
american_scientific_journal-12002	81	24	-	-	SYM
american_scientific_journal-12002	81	25	146	146	NUM
american_scientific_journal-12002	81	26	142	142	NUM
american_scientific_journal-12002	81	27	table	table	NOUN
american_scientific_journal-12002	81	28	1	1	NUM
american_scientific_journal-12002	81	29	:	:	PUNCT
american_scientific_journal-12002	81	30	comparative	comparative	ADJ
american_scientific_journal-12002	81	31	analysis	analysis	NOUN
american_scientific_journal-12002	81	32	of	of	ADP
american_scientific_journal-12002	81	33	embedded	embed	VERB
american_scientific_journal-12002	81	34	kubernetes	kubernete	NOUN
american_scientific_journal-12002	81	35	autoscaling	autoscale	VERB
american_scientific_journal-12002	81	36	mechanisms	mechanism	NOUN
american_scientific_journal-12002	81	37	[	[	X
american_scientific_journal-12002	81	38	2	2	NUM
american_scientific_journal-12002	81	39	,	,	PUNCT
american_scientific_journal-12002	81	40	3	3	NUM
american_scientific_journal-12002	81	41	,	,	PUNCT
american_scientific_journal-12002	81	42	5	5	NUM
american_scientific_journal-12002	81	43	]	]	X
american_scientific_journal-12002	81	44	characteristic	characteristic	ADJ
american_scientific_journal-12002	81	45	horizontal	horizontal	ADJ
american_scientific_journal-12002	81	46	pod	pod	NOUN
american_scientific_journal-12002	81	47	autoscaler	autoscaler	NOUN
american_scientific_journal-12002	81	48	(	(	PUNCT
american_scientific_journal-12002	81	49	hpa	hpa	NOUN
american_scientific_journal-12002	81	50	)	)	PUNCT
american_scientific_journal-12002	81	51	vertical	vertical	ADJ
american_scientific_journal-12002	81	52	pod	pod	NOUN
american_scientific_journal-12002	81	53	autoscaler	autoscaler	NOUN
american_scientific_journal-12002	81	54	(	(	PUNCT
american_scientific_journal-12002	81	55	vpa	vpa	PROPN
american_scientific_journal-12002	81	56	)	)	PUNCT
american_scientific_journal-12002	81	57	cluster	cluster	NOUN
american_scientific_journal-12002	81	58	autoscaler	autoscaler	NOUN
american_scientific_journal-12002	81	59	(	(	PUNCT
american_scientific_journal-12002	81	60	ca	ca	NOUN
american_scientific_journal-12002	81	61	)	)	PUNCT
american_scientific_journal-12002	81	62	object	object	NOUN
american_scientific_journal-12002	81	63	of	of	ADP
american_scientific_journal-12002	81	64	scaling	scale	VERB
american_scientific_journal-12002	81	65	number	number	NOUN
american_scientific_journal-12002	81	66	of	of	ADP
american_scientific_journal-12002	81	67	pods	pod	NOUN
american_scientific_journal-12002	81	68	(	(	PUNCT
american_scientific_journal-12002	81	69	replicas	replica	NOUN
american_scientific_journal-12002	81	70	)	)	PUNCT
american_scientific_journal-12002	81	71	pod	pod	NOUN
american_scientific_journal-12002	81	72	resources	resource	NOUN
american_scientific_journal-12002	81	73	(	(	PUNCT
american_scientific_journal-12002	81	74	cpu	cpu	NOUN
american_scientific_journal-12002	81	75	/	/	SYM
american_scientific_journal-12002	81	76	ram	ram	NOUN
american_scientific_journal-12002	81	77	requests	request	NOUN
american_scientific_journal-12002	81	78	&	&	CCONJ
american_scientific_journal-12002	81	79	limits	limit	NOUN
american_scientific_journal-12002	81	80	)	)	PUNCT
american_scientific_journal-12002	81	81	number	number	NOUN
american_scientific_journal-12002	81	82	of	of	ADP
american_scientific_journal-12002	81	83	cluster	cluster	NOUN
american_scientific_journal-12002	81	84	nodes	node	NOUN
american_scientific_journal-12002	81	85	trigger	trigger	VERB
american_scientific_journal-12002	81	86	exceeding	exceed	VERB
american_scientific_journal-12002	81	87	target	target	NOUN
american_scientific_journal-12002	81	88	metrics	metric	NOUN
american_scientific_journal-12002	81	89	(	(	PUNCT
american_scientific_journal-12002	81	90	cpu	cpu	NOUN
american_scientific_journal-12002	81	91	,	,	PUNCT
american_scientific_journal-12002	81	92	ram	ram	NOUN
american_scientific_journal-12002	81	93	,	,	PUNCT
american_scientific_journal-12002	81	94	custom	custom	ADJ
american_scientific_journal-12002	81	95	)	)	PUNCT
american_scientific_journal-12002	81	96	analysis	analysis	NOUN
american_scientific_journal-12002	81	97	of	of	ADP
american_scientific_journal-12002	81	98	historical	historical	ADJ
american_scientific_journal-12002	81	99	resource	resource	NOUN
american_scientific_journal-12002	81	100	consumption	consumption	NOUN
american_scientific_journal-12002	81	101	insufficient	insufficient	ADJ
american_scientific_journal-12002	81	102	resources	resource	NOUN
american_scientific_journal-12002	81	103	for	for	ADP
american_scientific_journal-12002	81	104	pods	pod	NOUN
american_scientific_journal-12002	81	105	(	(	PUNCT
american_scientific_journal-12002	81	106	pending	pende	VERB
american_scientific_journal-12002	81	107	state	state	NOUN
american_scientific_journal-12002	81	108	)	)	PUNCT
american_scientific_journal-12002	81	109	or	or	CCONJ
american_scientific_journal-12002	81	110	low	low	ADJ
american_scientific_journal-12002	81	111	node	node	ADJ
american_scientific_journal-12002	81	112	utilization	utilization	NOUN
american_scientific_journal-12002	81	113	main	main	ADJ
american_scientific_journal-12002	81	114	scenario	scenario	NOUN
american_scientific_journal-12002	81	115	stateless	stateless	NOUN
american_scientific_journal-12002	81	116	applications	application	NOUN
american_scientific_journal-12002	81	117	with	with	ADP
american_scientific_journal-12002	81	118	variable	variable	ADJ
american_scientific_journal-12002	81	119	load	load	NOUN
american_scientific_journal-12002	81	120	stateful	stateful	ADJ
american_scientific_journal-12002	81	121	applications	application	NOUN
american_scientific_journal-12002	81	122	,	,	PUNCT
american_scientific_journal-12002	81	123	applications	application	NOUN
american_scientific_journal-12002	81	124	with	with	ADP
american_scientific_journal-12002	81	125	unpredictable	unpredictable	ADJ
american_scientific_journal-12002	81	126	resource	resource	NOUN
american_scientific_journal-12002	81	127	consumption	consumption	NOUN
american_scientific_journal-12002	81	128	any	any	DET
american_scientific_journal-12002	81	129	scenarios	scenario	NOUN
american_scientific_journal-12002	81	130	where	where	SCONJ
american_scientific_journal-12002	81	131	the	the	DET
american_scientific_journal-12002	81	132	load	load	NOUN
american_scientific_journal-12002	81	133	may	may	AUX
american_scientific_journal-12002	81	134	exceed	exceed	VERB
american_scientific_journal-12002	81	135	the	the	DET
american_scientific_journal-12002	81	136	capacity	capacity	NOUN
american_scientific_journal-12002	81	137	of	of	ADP
american_scientific_journal-12002	81	138	the	the	DET
american_scientific_journal-12002	81	139	current	current	ADJ
american_scientific_journal-12002	81	140	cluster	cluster	NOUN
american_scientific_journal-12002	81	141	advantages	advantage	NOUN
american_scientific_journal-12002	81	142	ease	ease	NOUN
american_scientific_journal-12002	81	143	of	of	ADP
american_scientific_journal-12002	81	144	configuration	configuration	NOUN
american_scientific_journal-12002	81	145	,	,	PUNCT
american_scientific_journal-12002	81	146	broad	broad	ADJ
american_scientific_journal-12002	81	147	applicability	applicability	NOUN
american_scientific_journal-12002	81	148	,	,	PUNCT
american_scientific_journal-12002	81	149	and	and	CCONJ
american_scientific_journal-12002	81	150	industry	industry	NOUN
american_scientific_journal-12002	81	151	standard	standard	ADJ
american_scientific_journal-12002	81	152	resource	resource	NOUN
american_scientific_journal-12002	81	153	utilization	utilization	NOUN
american_scientific_journal-12002	81	154	optimization	optimization	NOUN
american_scientific_journal-12002	81	155	,	,	PUNCT
american_scientific_journal-12002	81	156	increased	increase	VERB
american_scientific_journal-12002	81	157	placement	placement	NOUN
american_scientific_journal-12002	81	158	density	density	NOUN
american_scientific_journal-12002	81	159	infrastructure	infrastructure	NOUN
american_scientific_journal-12002	81	160	management	management	NOUN
american_scientific_journal-12002	81	161	automation	automation	NOUN
american_scientific_journal-12002	81	162	,	,	PUNCT
american_scientific_journal-12002	81	163	cost	cost	VERB
american_scientific_journal-12002	81	164	savings	saving	NOUN
american_scientific_journal-12002	81	165	disadvantages	disadvantage	NOUN
american_scientific_journal-12002	81	166	reactive	reactive	ADJ
american_scientific_journal-12002	81	167	nature	nature	NOUN
american_scientific_journal-12002	81	168	,	,	PUNCT
american_scientific_journal-12002	81	169	response	response	NOUN
american_scientific_journal-12002	81	170	latency	latency	NOUN
american_scientific_journal-12002	81	171	,	,	PUNCT
american_scientific_journal-12002	81	172	inefficient	inefficient	ADJ
american_scientific_journal-12002	81	173	for	for	ADP
american_scientific_journal-12002	81	174	eventdriven	eventdriven	ADJ
american_scientific_journal-12002	81	175	workloads	workload	NOUN
american_scientific_journal-12002	81	176	requires	require	VERB
american_scientific_journal-12002	81	177	pod	pod	NOUN
american_scientific_journal-12002	81	178	restarts	restart	NOUN
american_scientific_journal-12002	81	179	(	(	PUNCT
american_scientific_journal-12002	81	180	in	in	ADP
american_scientific_journal-12002	81	181	auto	auto	NOUN
american_scientific_journal-12002	81	182	mode	mode	NOUN
american_scientific_journal-12002	81	183	)	)	PUNCT
american_scientific_journal-12002	81	184	,	,	PUNCT
american_scientific_journal-12002	81	185	which	which	PRON
american_scientific_journal-12002	81	186	affects	affect	VERB
american_scientific_journal-12002	81	187	availability	availability	NOUN
american_scientific_journal-12002	81	188	latency	latency	NOUN
american_scientific_journal-12002	81	189	in	in	ADP
american_scientific_journal-12002	81	190	provisioning	provision	VERB
american_scientific_journal-12002	81	191	new	new	ADJ
american_scientific_journal-12002	81	192	nodes	node	NOUN
american_scientific_journal-12002	81	193	(	(	PUNCT
american_scientific_journal-12002	81	194	minutes	minute	NOUN
american_scientific_journal-12002	81	195	)	)	PUNCT
american_scientific_journal-12002	81	196	,	,	PUNCT
american_scientific_journal-12002	81	197	dependency	dependency	NOUN
american_scientific_journal-12002	81	198	on	on	ADP
american_scientific_journal-12002	81	199	cloud	cloud	NOUN
american_scientific_journal-12002	81	200	provider	provider	NOUN
american_scientific_journal-12002	81	201	standard	standard	ADJ
american_scientific_journal-12002	81	202	scaling	scale	VERB
american_scientific_journal-12002	81	203	mechanisms	mechanism	NOUN
american_scientific_journal-12002	81	204	,	,	PUNCT
american_scientific_journal-12002	81	205	despite	despite	SCONJ
american_scientific_journal-12002	81	206	their	their	PRON
american_scientific_journal-12002	81	207	functionality	functionality	NOUN
american_scientific_journal-12002	81	208	,	,	PUNCT
american_scientific_journal-12002	81	209	remain	remain	VERB
american_scientific_journal-12002	81	210	predominantly	predominantly	ADV
american_scientific_journal-12002	81	211	reactive	reactive	ADJ
american_scientific_journal-12002	81	212	and	and	CCONJ
american_scientific_journal-12002	81	213	operate	operate	VERB
american_scientific_journal-12002	81	214	only	only	ADV
american_scientific_journal-12002	81	215	on	on	ADP
american_scientific_journal-12002	81	216	typical	typical	ADJ
american_scientific_journal-12002	81	217	metrics	metric	NOUN
american_scientific_journal-12002	81	218	,	,	PUNCT
american_scientific_journal-12002	81	219	which	which	PRON
american_scientific_journal-12002	81	220	has	have	AUX
american_scientific_journal-12002	81	221	stimulated	stimulate	VERB
american_scientific_journal-12002	81	222	the	the	DET
american_scientific_journal-12002	81	223	development	development	NOUN
american_scientific_journal-12002	81	224	of	of	ADP
american_scientific_journal-12002	81	225	more	more	ADV
american_scientific_journal-12002	81	226	intelligent	intelligent	ADJ
american_scientific_journal-12002	81	227	solutions	solution	NOUN
american_scientific_journal-12002	81	228	.	.	PUNCT
american_scientific_journal-12002	82	1	one	one	NUM
american_scientific_journal-12002	82	2	such	such	ADJ
american_scientific_journal-12002	82	3	solution	solution	NOUN
american_scientific_journal-12002	82	4	is	be	AUX
american_scientific_journal-12002	82	5	the	the	DET
american_scientific_journal-12002	82	6	keda	keda	PROPN
american_scientific_journal-12002	82	7	project	project	NOUN
american_scientific_journal-12002	82	8	(	(	PUNCT
american_scientific_journal-12002	82	9	kubernetes	kubernete	VERB
american_scientific_journal-12002	82	10	event	event	NOUN
american_scientific_journal-12002	82	11	-	-	PUNCT
american_scientific_journal-12002	82	12	driven	drive	VERB
american_scientific_journal-12002	82	13	autoscaling	autoscaling	NOUN
american_scientific_journal-12002	82	14	)	)	PUNCT
american_scientific_journal-12002	82	15	,	,	PUNCT
american_scientific_journal-12002	82	16	incubated	incubate	VERB
american_scientific_journal-12002	82	17	by	by	ADP
american_scientific_journal-12002	82	18	cncf	cncf	NOUN
american_scientific_journal-12002	82	19	.	.	PUNCT
american_scientific_journal-12002	83	1	unlike	unlike	ADP
american_scientific_journal-12002	83	2	hpa	hpa	NOUN
american_scientific_journal-12002	83	3	,	,	PUNCT
american_scientific_journal-12002	83	4	which	which	PRON
american_scientific_journal-12002	83	5	reacts	react	VERB
american_scientific_journal-12002	83	6	only	only	ADV
american_scientific_journal-12002	83	7	to	to	PART
american_scientific_journal-12002	83	8	cpu	cpu	VERB
american_scientific_journal-12002	83	9	and	and	CCONJ
american_scientific_journal-12002	83	10	memory	memory	NOUN
american_scientific_journal-12002	83	11	parameters	parameter	NOUN
american_scientific_journal-12002	83	12	,	,	PUNCT
american_scientific_journal-12002	83	13	keda	keda	PROPN
american_scientific_journal-12002	83	14	is	be	AUX
american_scientific_journal-12002	83	15	capable	capable	ADJ
american_scientific_journal-12002	83	16	of	of	ADP
american_scientific_journal-12002	83	17	initiating	initiate	VERB
american_scientific_journal-12002	83	18	changes	change	NOUN
american_scientific_journal-12002	83	19	in	in	ADP
american_scientific_journal-12002	83	20	the	the	DET
american_scientific_journal-12002	83	21	number	number	NOUN
american_scientific_journal-12002	83	22	of	of	ADP
american_scientific_journal-12002	83	23	pods	pod	NOUN
american_scientific_journal-12002	83	24	based	base	VERB
american_scientific_journal-12002	83	25	on	on	ADP
american_scientific_journal-12002	83	26	events	event	NOUN
american_scientific_journal-12002	83	27	arriving	arrive	VERB
american_scientific_journal-12002	83	28	from	from	ADP
american_scientific_journal-12002	83	29	a	a	DET
american_scientific_journal-12002	83	30	wide	wide	ADJ
american_scientific_journal-12002	83	31	range	range	NOUN
american_scientific_journal-12002	83	32	of	of	ADP
american_scientific_journal-12002	83	33	sources	source	NOUN
american_scientific_journal-12002	83	34	,	,	PUNCT
american_scientific_journal-12002	83	35	including	include	VERB
american_scientific_journal-12002	83	36	queue	queue	NOUN
american_scientific_journal-12002	83	37	length	length	NOUN
american_scientific_journal-12002	83	38	in	in	ADP
american_scientific_journal-12002	83	39	kafka	kafka	PROPN
american_scientific_journal-12002	83	40	or	or	CCONJ
american_scientific_journal-12002	83	41	rabbitmq	rabbitmq	NOUN
american_scientific_journal-12002	83	42	,	,	PUNCT
american_scientific_journal-12002	83	43	message	message	NOUN
american_scientific_journal-12002	83	44	count	count	NOUN
american_scientific_journal-12002	83	45	in	in	ADP
american_scientific_journal-12002	83	46	azure	azure	ADJ
american_scientific_journal-12002	83	47	service	service	NOUN
american_scientific_journal-12002	83	48	bus	bus	NOUN
american_scientific_journal-12002	83	49	,	,	PUNCT
american_scientific_journal-12002	83	50	custom	custom	NOUN
american_scientific_journal-12002	83	51	metrics	metric	NOUN
american_scientific_journal-12002	83	52	from	from	ADP
american_scientific_journal-12002	83	53	prometheus	prometheus	NOUN
american_scientific_journal-12002	83	54	,	,	PUNCT
american_scientific_journal-12002	83	55	and	and	CCONJ
american_scientific_journal-12002	83	56	many	many	ADJ
american_scientific_journal-12002	83	57	other	other	ADJ
american_scientific_journal-12002	83	58	systems	system	NOUN
american_scientific_journal-12002	83	59	.	.	PUNCT
american_scientific_journal-12002	84	1	instead	instead	ADV
american_scientific_journal-12002	84	2	of	of	ADP
american_scientific_journal-12002	84	3	periodically	periodically	ADV
american_scientific_journal-12002	84	4	polling	poll	VERB
american_scientific_journal-12002	84	5	node	node	NOUN
american_scientific_journal-12002	84	6	load	load	NOUN
american_scientific_journal-12002	84	7	metrics	metric	NOUN
american_scientific_journal-12002	84	8	,	,	PUNCT
american_scientific_journal-12002	84	9	it	it	PRON
american_scientific_journal-12002	84	10	triggers	trigger	VERB
american_scientific_journal-12002	84	11	scaling	scale	VERB
american_scientific_journal-12002	84	12	(	(	PUNCT
american_scientific_journal-12002	84	13	up	up	ADP
american_scientific_journal-12002	84	14	to	to	ADP
american_scientific_journal-12002	84	15	a	a	DET
american_scientific_journal-12002	84	16	complete	complete	ADJ
american_scientific_journal-12002	84	17	zeroing	zeroing	NOUN
american_scientific_journal-12002	84	18	of	of	ADP
american_scientific_journal-12002	84	19	replicas	replica	NOUN
american_scientific_journal-12002	84	20	)	)	PUNCT
american_scientific_journal-12002	84	21	in	in	ADP
american_scientific_journal-12002	84	22	response	response	NOUN
american_scientific_journal-12002	84	23	to	to	ADP
american_scientific_journal-12002	84	24	external	external	ADJ
american_scientific_journal-12002	84	25	triggers	trigger	NOUN
american_scientific_journal-12002	84	26	[	[	X
american_scientific_journal-12002	84	27	4	4	NUM
american_scientific_journal-12002	84	28	]	]	PUNCT
american_scientific_journal-12002	84	29	.	.	PUNCT
american_scientific_journal-12002	85	1	the	the	DET
american_scientific_journal-12002	85	2	architecture	architecture	NOUN
american_scientific_journal-12002	85	3	of	of	ADP
american_scientific_journal-12002	85	4	keda	keda	PROPN
american_scientific_journal-12002	85	5	is	be	AUX
american_scientific_journal-12002	85	6	built	build	VERB
american_scientific_journal-12002	85	7	around	around	ADP
american_scientific_journal-12002	85	8	a	a	DET
american_scientific_journal-12002	85	9	set	set	NOUN
american_scientific_journal-12002	85	10	of	of	ADP
american_scientific_journal-12002	85	11	scalers	scaler	NOUN
american_scientific_journal-12002	85	12	—	—	PUNCT
american_scientific_journal-12002	85	13	adapters	adapter	NOUN
american_scientific_journal-12002	85	14	that	that	PRON
american_scientific_journal-12002	85	15	extract	extract	VERB
american_scientific_journal-12002	85	16	metrics	metric	NOUN
american_scientific_journal-12002	85	17	from	from	ADP
american_scientific_journal-12002	85	18	various	various	ADJ
american_scientific_journal-12002	85	19	sources	source	NOUN
american_scientific_journal-12002	85	20	and	and	CCONJ
american_scientific_journal-12002	85	21	forward	forward	VERB
american_scientific_journal-12002	85	22	them	they	PRON
american_scientific_journal-12002	85	23	to	to	ADP
american_scientific_journal-12002	85	24	a	a	DET
american_scientific_journal-12002	85	25	scaledobject	scaledobject	NOUN
american_scientific_journal-12002	85	26	.	.	PUNCT
american_scientific_journal-12002	86	1	it	it	PRON
american_scientific_journal-12002	86	2	is	be	AUX
american_scientific_journal-12002	86	3	the	the	DET
american_scientific_journal-12002	86	4	scaledobject	scaledobject	NOUN
american_scientific_journal-12002	86	5	that	that	PRON
american_scientific_journal-12002	86	6	manages	manage	VERB
american_scientific_journal-12002	86	7	the	the	DET
american_scientific_journal-12002	86	8	target	target	NOUN
american_scientific_journal-12002	86	9	application	application	NOUN
american_scientific_journal-12002	86	10	deployment	deployment	NOUN
american_scientific_journal-12002	86	11	,	,	PUNCT
american_scientific_journal-12002	86	12	adjusting	adjust	VERB
american_scientific_journal-12002	86	13	the	the	DET
american_scientific_journal-12002	86	14	number	number	NOUN
american_scientific_journal-12002	86	15	of	of	ADP
american_scientific_journal-12002	86	16	replicas	replica	NOUN
american_scientific_journal-12002	86	17	according	accord	VERB
american_scientific_journal-12002	86	18	to	to	ADP
american_scientific_journal-12002	86	19	incoming	incoming	ADJ
american_scientific_journal-12002	86	20	events	event	NOUN
american_scientific_journal-12002	86	21	(	(	PUNCT
american_scientific_journal-12002	86	22	figure	figure	NOUN
american_scientific_journal-12002	86	23	2	2	NUM
american_scientific_journal-12002	86	24	)	)	PUNCT
american_scientific_journal-12002	86	25	.	.	PUNCT
american_scientific_journal-12002	87	1	this	this	DET
american_scientific_journal-12002	87	2	approach	approach	NOUN
american_scientific_journal-12002	87	3	is	be	AUX
american_scientific_journal-12002	87	4	particularly	particularly	ADV
american_scientific_journal-12002	87	5	effective	effective	ADJ
american_scientific_journal-12002	87	6	for	for	ADP
american_scientific_journal-12002	87	7	asynchronous	asynchronous	ADJ
american_scientific_journal-12002	87	8	workloads	workload	NOUN
american_scientific_journal-12002	87	9	and	and	CCONJ
american_scientific_journal-12002	87	10	data	data	NOUN
american_scientific_journal-12002	87	11	-	-	PUNCT
american_scientific_journal-12002	87	12	streaming	streaming	NOUN
american_scientific_journal-12002	87	13	scenarios	scenario	NOUN
american_scientific_journal-12002	87	14	,	,	PUNCT
american_scientific_journal-12002	87	15	where	where	SCONJ
american_scientific_journal-12002	87	16	event	event	NOUN
american_scientific_journal-12002	87	17	intensity	intensity	NOUN
american_scientific_journal-12002	87	18	does	do	AUX
american_scientific_journal-12002	87	19	not	not	PART
american_scientific_journal-12002	87	20	necessarily	necessarily	ADV
american_scientific_journal-12002	87	21	correlate	correlate	VERB
american_scientific_journal-12002	87	22	with	with	ADP
american_scientific_journal-12002	87	23	cpu	cpu	NOUN
american_scientific_journal-12002	87	24	or	or	CCONJ
american_scientific_journal-12002	87	25	memory	memory	NOUN
american_scientific_journal-12002	87	26	consumption	consumption	NOUN
american_scientific_journal-12002	87	27	.	.	PUNCT
american_scientific_journal-12002	88	1	american	american	ADJ
american_scientific_journal-12002	88	2	academic	academic	ADJ
american_scientific_journal-12002	88	3	scientific	scientific	ADJ
american_scientific_journal-12002	88	4	research	research	NOUN
american_scientific_journal-12002	88	5	journal	journal	NOUN
american_scientific_journal-12002	88	6	for	for	ADP
american_scientific_journal-12002	88	7	engineering	engineering	NOUN
american_scientific_journal-12002	88	8	,	,	PUNCT
american_scientific_journal-12002	88	9	technology	technology	NOUN
american_scientific_journal-12002	88	10	,	,	PUNCT
american_scientific_journal-12002	88	11	and	and	CCONJ
american_scientific_journal-12002	88	12	sciences	science	NOUN
american_scientific_journal-12002	88	13	(	(	PUNCT
american_scientific_journal-12002	88	14	asrjets	asrjet	NOUN
american_scientific_journal-12002	88	15	)	)	PUNCT
american_scientific_journal-12002	88	16	volume	volume	NOUN
american_scientific_journal-12002	88	17	103	103	NUM
american_scientific_journal-12002	88	18	,	,	PUNCT
american_scientific_journal-12002	88	19	no	no	DET
american_scientific_journal-12002	88	20	1	1	NUM
american_scientific_journal-12002	88	21	,	,	PUNCT
american_scientific_journal-12002	88	22	pp	pp	ADV
american_scientific_journal-12002	88	23	137	137	NUM
american_scientific_journal-12002	88	24	-	-	SYM
american_scientific_journal-12002	88	25	146	146	NUM
american_scientific_journal-12002	89	1	143	143	NUM
american_scientific_journal-12002	89	2	figure2	figure2	ADJ
american_scientific_journal-12002	89	3	:	:	PUNCT
american_scientific_journal-12002	89	4	event	event	NOUN
american_scientific_journal-12002	89	5	-	-	PUNCT
american_scientific_journal-12002	89	6	oriented	orient	VERB
american_scientific_journal-12002	89	7	scaling	scaling	NOUN
american_scientific_journal-12002	89	8	architecture	architecture	NOUN
american_scientific_journal-12002	89	9	with	with	ADP
american_scientific_journal-12002	89	10	keda	keda	PROPN
american_scientific_journal-12002	89	11	[	[	X
american_scientific_journal-12002	89	12	4	4	X
american_scientific_journal-12002	89	13	]	]	PUNCT
american_scientific_journal-12002	89	14	one	one	NUM
american_scientific_journal-12002	89	15	of	of	ADP
american_scientific_journal-12002	89	16	the	the	DET
american_scientific_journal-12002	89	17	most	most	ADV
american_scientific_journal-12002	89	18	notable	notable	ADJ
american_scientific_journal-12002	89	19	innovations	innovation	NOUN
american_scientific_journal-12002	89	20	in	in	ADP
american_scientific_journal-12002	89	21	the	the	DET
american_scientific_journal-12002	89	22	kubernetes	kubernete	NOUN
american_scientific_journal-12002	89	23	ecosystem	ecosystem	NOUN
american_scientific_journal-12002	89	24	is	be	AUX
american_scientific_journal-12002	89	25	karpenter	karpenter	ADJ
american_scientific_journal-12002	89	26	—	—	PUNCT
american_scientific_journal-12002	89	27	aws	aw	NOUN
american_scientific_journal-12002	89	28	’s	’s	PART
american_scientific_journal-12002	89	29	response	response	NOUN
american_scientific_journal-12002	89	30	to	to	ADP
american_scientific_journal-12002	89	31	the	the	DET
american_scientific_journal-12002	89	32	classic	classic	ADJ
american_scientific_journal-12002	89	33	cluster	cluster	NOUN
american_scientific_journal-12002	89	34	autoscaler	autoscaler	NOUN
american_scientific_journal-12002	89	35	.	.	PUNCT
american_scientific_journal-12002	90	1	unlike	unlike	ADP
american_scientific_journal-12002	90	2	the	the	DET
american_scientific_journal-12002	90	3	latter	latter	ADJ
american_scientific_journal-12002	90	4	,	,	PUNCT
american_scientific_journal-12002	90	5	which	which	PRON
american_scientific_journal-12002	90	6	operates	operate	VERB
american_scientific_journal-12002	90	7	on	on	ADP
american_scientific_journal-12002	90	8	autoscaling	autoscale	VERB
american_scientific_journal-12002	90	9	groups	group	NOUN
american_scientific_journal-12002	90	10	,	,	PUNCT
american_scientific_journal-12002	90	11	karpenter	karpenter	NOUN
american_scientific_journal-12002	90	12	initiates	initiate	VERB
american_scientific_journal-12002	90	13	the	the	DET
american_scientific_journal-12002	90	14	provisioning	provisioning	NOUN
american_scientific_journal-12002	90	15	of	of	ADP
american_scientific_journal-12002	90	16	nodes	node	NOUN
american_scientific_journal-12002	90	17	directly	directly	ADV
american_scientific_journal-12002	90	18	through	through	ADP
american_scientific_journal-12002	90	19	the	the	DET
american_scientific_journal-12002	90	20	cloud	cloud	PROPN
american_scientific_journal-12002	90	21	api	api	NOUN
american_scientific_journal-12002	90	22	,	,	PUNCT
american_scientific_journal-12002	90	23	bypassing	bypass	VERB
american_scientific_journal-12002	90	24	the	the	DET
american_scientific_journal-12002	90	25	intermediate	intermediate	ADJ
american_scientific_journal-12002	90	26	abstraction	abstraction	NOUN
american_scientific_journal-12002	90	27	layer	layer	NOUN
american_scientific_journal-12002	90	28	.	.	PUNCT
american_scientific_journal-12002	91	1	this	this	DET
american_scientific_journal-12002	91	2	direct	direct	ADJ
american_scientific_journal-12002	91	3	resource	resource	NOUN
american_scientific_journal-12002	91	4	allocation	allocation	NOUN
american_scientific_journal-12002	91	5	mechanism	mechanism	NOUN
american_scientific_journal-12002	91	6	reduces	reduce	VERB
american_scientific_journal-12002	91	7	the	the	DET
american_scientific_journal-12002	91	8	interval	interval	NOUN
american_scientific_journal-12002	91	9	from	from	ADP
american_scientific_journal-12002	91	10	a	a	DET
american_scientific_journal-12002	91	11	pod	pod	NOUN
american_scientific_journal-12002	91	12	entering	enter	VERB
american_scientific_journal-12002	91	13	the	the	DET
american_scientific_journal-12002	91	14	pending	pende	VERB
american_scientific_journal-12002	91	15	state	state	NOUN
american_scientific_journal-12002	91	16	to	to	ADP
american_scientific_journal-12002	91	17	the	the	DET
american_scientific_journal-12002	91	18	actual	actual	ADJ
american_scientific_journal-12002	91	19	application	application	NOUN
american_scientific_journal-12002	91	20	launch	launch	NOUN
american_scientific_journal-12002	91	21	to	to	AUX
american_scientific_journal-12002	91	22	mere	mere	ADJ
american_scientific_journal-12002	91	23	tens	ten	NOUN
american_scientific_journal-12002	91	24	of	of	ADP
american_scientific_journal-12002	91	25	seconds	second	NOUN
american_scientific_journal-12002	91	26	.	.	PUNCT
american_scientific_journal-12002	92	1	in	in	ADP
american_scientific_journal-12002	92	2	contrast	contrast	NOUN
american_scientific_journal-12002	92	3	,	,	PUNCT
american_scientific_journal-12002	92	4	the	the	DET
american_scientific_journal-12002	92	5	traditional	traditional	ADJ
american_scientific_journal-12002	92	6	ca	can	AUX
american_scientific_journal-12002	92	7	often	often	ADV
american_scientific_journal-12002	92	8	requires	require	VERB
american_scientific_journal-12002	92	9	several	several	ADJ
american_scientific_journal-12002	92	10	minutes	minute	NOUN
american_scientific_journal-12002	93	1	[	[	X
american_scientific_journal-12002	93	2	5	5	NUM
american_scientific_journal-12002	93	3	]	]	PUNCT
american_scientific_journal-12002	93	4	.	.	PUNCT
american_scientific_journal-12002	94	1	an	an	DET
american_scientific_journal-12002	94	2	additional	additional	ADJ
american_scientific_journal-12002	94	3	advantage	advantage	NOUN
american_scientific_journal-12002	94	4	is	be	AUX
american_scientific_journal-12002	94	5	the	the	DET
american_scientific_journal-12002	94	6	more	more	ADV
american_scientific_journal-12002	94	7	flexible	flexible	ADJ
american_scientific_journal-12002	94	8	instance	instance	NOUN
american_scientific_journal-12002	94	9	selection	selection	NOUN
american_scientific_journal-12002	94	10	,	,	PUNCT
american_scientific_journal-12002	94	11	including	include	VERB
american_scientific_journal-12002	94	12	the	the	DET
american_scientific_journal-12002	94	13	dynamic	dynamic	ADJ
american_scientific_journal-12002	94	14	utilization	utilization	NOUN
american_scientific_journal-12002	94	15	of	of	ADP
american_scientific_journal-12002	94	16	spot	spot	NOUN
american_scientific_journal-12002	94	17	instances	instance	NOUN
american_scientific_journal-12002	94	18	,	,	PUNCT
american_scientific_journal-12002	94	19	which	which	PRON
american_scientific_journal-12002	94	20	offers	offer	VERB
american_scientific_journal-12002	94	21	considerable	considerable	ADJ
american_scientific_journal-12002	94	22	scope	scope	NOUN
american_scientific_journal-12002	94	23	for	for	ADP
american_scientific_journal-12002	94	24	optimizing	optimize	VERB
american_scientific_journal-12002	94	25	operational	operational	ADJ
american_scientific_journal-12002	94	26	costs	cost	NOUN
american_scientific_journal-12002	94	27	.	.	PUNCT
american_scientific_journal-12002	95	1	the	the	DET
american_scientific_journal-12002	95	2	next	next	ADJ
american_scientific_journal-12002	95	3	evolutionary	evolutionary	ADJ
american_scientific_journal-12002	95	4	step	step	NOUN
american_scientific_journal-12002	95	5	has	have	AUX
american_scientific_journal-12002	95	6	been	be	AUX
american_scientific_journal-12002	95	7	predictive	predictive	ADJ
american_scientific_journal-12002	95	8	scaling	scaling	NOUN
american_scientific_journal-12002	95	9	based	base	VERB
american_scientific_journal-12002	95	10	on	on	ADP
american_scientific_journal-12002	95	11	machine	machine	NOUN
american_scientific_journal-12002	95	12	learning	learning	NOUN
american_scientific_journal-12002	95	13	.	.	PUNCT
american_scientific_journal-12002	96	1	instead	instead	ADV
american_scientific_journal-12002	96	2	of	of	ADP
american_scientific_journal-12002	96	3	a	a	DET
american_scientific_journal-12002	96	4	reactive	reactive	ADJ
american_scientific_journal-12002	96	5	approach	approach	NOUN
american_scientific_journal-12002	96	6	,	,	PUNCT
american_scientific_journal-12002	96	7	where	where	SCONJ
american_scientific_journal-12002	96	8	automation	automation	NOUN
american_scientific_journal-12002	96	9	catches	catch	VERB
american_scientific_journal-12002	96	10	up	up	ADP
american_scientific_journal-12002	96	11	with	with	ADP
american_scientific_journal-12002	96	12	increased	increase	VERB
american_scientific_journal-12002	96	13	load	load	NOUN
american_scientific_journal-12002	96	14	,	,	PUNCT
american_scientific_journal-12002	96	15	algorithms	algorithm	NOUN
american_scientific_journal-12002	96	16	analyze	analyze	VERB
american_scientific_journal-12002	96	17	historical	historical	ADJ
american_scientific_journal-12002	96	18	metrics	metric	NOUN
american_scientific_journal-12002	96	19	(	(	PUNCT
american_scientific_journal-12002	96	20	for	for	ADP
american_scientific_journal-12002	96	21	example	example	NOUN
american_scientific_journal-12002	96	22	,	,	PUNCT
american_scientific_journal-12002	96	23	stored	store	VERB
american_scientific_journal-12002	96	24	in	in	ADP
american_scientific_journal-12002	96	25	prometheus	prometheus	NOUN
american_scientific_journal-12002	96	26	)	)	PUNCT
american_scientific_journal-12002	96	27	and	and	CCONJ
american_scientific_journal-12002	96	28	generate	generate	VERB
american_scientific_journal-12002	96	29	forecasts	forecast	NOUN
american_scientific_journal-12002	96	30	using	use	VERB
american_scientific_journal-12002	96	31	time	time	NOUN
american_scientific_journal-12002	96	32	-	-	PUNCT
american_scientific_journal-12002	96	33	series	series	NOUN
american_scientific_journal-12002	96	34	models	model	NOUN
american_scientific_journal-12002	96	35	such	such	ADJ
american_scientific_journal-12002	96	36	as	as	ADP
american_scientific_journal-12002	96	37	arima	arima	PROPN
american_scientific_journal-12002	96	38	as	as	ADV
american_scientific_journal-12002	96	39	well	well	ADV
american_scientific_journal-12002	96	40	as	as	ADP
american_scientific_journal-12002	96	41	recurrent	recurrent	ADJ
american_scientific_journal-12002	96	42	lstm	lstm	NOUN
american_scientific_journal-12002	96	43	architectures	architecture	NOUN
american_scientific_journal-12002	96	44	[	[	X
american_scientific_journal-12002	96	45	6	6	NUM
american_scientific_journal-12002	96	46	,	,	PUNCT
american_scientific_journal-12002	96	47	7	7	NUM
american_scientific_journal-12002	96	48	]	]	PUNCT
american_scientific_journal-12002	96	49	.	.	PUNCT
american_scientific_journal-12002	97	1	the	the	DET
american_scientific_journal-12002	97	2	forecasted	forecast	VERB
american_scientific_journal-12002	97	3	value	value	NOUN
american_scientific_journal-12002	97	4	is	be	AUX
american_scientific_journal-12002	97	5	then	then	ADV
american_scientific_journal-12002	97	6	supplied	supply	VERB
american_scientific_journal-12002	97	7	to	to	ADP
american_scientific_journal-12002	97	8	the	the	DET
american_scientific_journal-12002	97	9	hpa	hpa	NOUN
american_scientific_journal-12002	97	10	as	as	ADP
american_scientific_journal-12002	97	11	a	a	DET
american_scientific_journal-12002	97	12	custom	custom	NOUN
american_scientific_journal-12002	97	13	metric	metric	ADJ
american_scientific_journal-12002	97	14	,	,	PUNCT
american_scientific_journal-12002	97	15	enabling	enable	VERB
american_scientific_journal-12002	97	16	preemptive	preemptive	ADJ
american_scientific_journal-12002	97	17	scaling	scaling	NOUN
american_scientific_journal-12002	97	18	up	up	ADP
american_scientific_journal-12002	97	19	or	or	CCONJ
american_scientific_journal-12002	97	20	down	down	ADP
american_scientific_journal-12002	97	21	of	of	ADP
american_scientific_journal-12002	97	22	pod	pod	NOUN
american_scientific_journal-12002	97	23	counts	count	NOUN
american_scientific_journal-12002	97	24	before	before	ADP
american_scientific_journal-12002	97	25	the	the	DET
american_scientific_journal-12002	97	26	onset	onset	NOUN
american_scientific_journal-12002	97	27	of	of	ADP
american_scientific_journal-12002	97	28	peak	peak	NOUN
american_scientific_journal-12002	97	29	windows	window	NOUN
american_scientific_journal-12002	97	30	.	.	PUNCT
american_scientific_journal-12002	98	1	this	this	DET
american_scientific_journal-12002	98	2	approach	approach	NOUN
american_scientific_journal-12002	98	3	is	be	AUX
american_scientific_journal-12002	98	4	particularly	particularly	ADV
american_scientific_journal-12002	98	5	beneficial	beneficial	ADJ
american_scientific_journal-12002	98	6	for	for	ADP
american_scientific_journal-12002	98	7	workloads	workload	NOUN
american_scientific_journal-12002	98	8	with	with	ADP
american_scientific_journal-12002	98	9	pronounced	pronounce	VERB
american_scientific_journal-12002	98	10	diurnal	diurnal	ADJ
american_scientific_journal-12002	98	11	or	or	CCONJ
american_scientific_journal-12002	98	12	weekly	weekly	ADJ
american_scientific_journal-12002	98	13	patterns	pattern	NOUN
american_scientific_journal-12002	98	14	—	—	PUNCT
american_scientific_journal-12002	98	15	a	a	DET
american_scientific_journal-12002	98	16	classic	classic	ADJ
american_scientific_journal-12002	98	17	example	example	NOUN
american_scientific_journal-12002	98	18	being	be	AUX
american_scientific_journal-12002	98	19	marketplaces	marketplace	NOUN
american_scientific_journal-12002	98	20	during	during	ADP
american_scientific_journal-12002	98	21	sale	sale	NOUN
american_scientific_journal-12002	98	22	periods	period	NOUN
american_scientific_journal-12002	98	23	or	or	CCONJ
american_scientific_journal-12002	98	24	streaming	streaming	NOUN
american_scientific_journal-12002	98	25	services	service	NOUN
american_scientific_journal-12002	98	26	during	during	ADP
american_scientific_journal-12002	98	27	major	major	ADJ
american_scientific_journal-12002	98	28	broadcasts	broadcast	NOUN
american_scientific_journal-12002	98	29	.	.	PUNCT
american_scientific_journal-12002	99	1	a	a	DET
american_scientific_journal-12002	99	2	critical	critical	ADJ
american_scientific_journal-12002	99	3	element	element	NOUN
american_scientific_journal-12002	99	4	of	of	ADP
american_scientific_journal-12002	99	5	implementation	implementation	NOUN
american_scientific_journal-12002	99	6	is	be	AUX
american_scientific_journal-12002	99	7	the	the	DET
american_scientific_journal-12002	99	8	selection	selection	NOUN
american_scientific_journal-12002	99	9	of	of	ADP
american_scientific_journal-12002	99	10	metrics	metric	NOUN
american_scientific_journal-12002	99	11	and	and	CCONJ
american_scientific_journal-12002	99	12	policies	policy	NOUN
american_scientific_journal-12002	99	13	.	.	PUNCT
american_scientific_journal-12002	100	1	relying	rely	VERB
american_scientific_journal-12002	100	2	solely	solely	ADV
american_scientific_journal-12002	100	3	on	on	ADP
american_scientific_journal-12002	100	4	cpu	cpu	ADJ
american_scientific_journal-12002	100	5	utilization	utilization	NOUN
american_scientific_journal-12002	100	6	and	and	CCONJ
american_scientific_journal-12002	100	7	memory	memory	NOUN
american_scientific_journal-12002	100	8	consumption	consumption	NOUN
american_scientific_journal-12002	100	9	is	be	AUX
american_scientific_journal-12002	100	10	convenient	convenient	ADJ
american_scientific_journal-12002	100	11	,	,	PUNCT
american_scientific_journal-12002	100	12	but	but	CCONJ
american_scientific_journal-12002	100	13	it	it	PRON
american_scientific_journal-12002	100	14	does	do	AUX
american_scientific_journal-12002	100	15	not	not	PART
american_scientific_journal-12002	100	16	always	always	ADV
american_scientific_journal-12002	100	17	accurately	accurately	ADV
american_scientific_journal-12002	100	18	reflect	reflect	VERB
american_scientific_journal-12002	100	19	the	the	DET
american_scientific_journal-12002	100	20	actual	actual	ADJ
american_scientific_journal-12002	100	21	bottleneck	bottleneck	NOUN
american_scientific_journal-12002	100	22	.	.	PUNCT
american_scientific_journal-12002	101	1	in	in	ADP
american_scientific_journal-12002	101	2	i	i	PROPN
american_scientific_journal-12002	101	3	/	/	SYM
american_scientific_journal-12002	101	4	osensitive	osensitive	ADJ
american_scientific_journal-12002	101	5	applications	application	NOUN
american_scientific_journal-12002	101	6	or	or	CCONJ
american_scientific_journal-12002	101	7	when	when	SCONJ
american_scientific_journal-12002	101	8	interacting	interact	VERB
american_scientific_journal-12002	101	9	with	with	ADP
american_scientific_journal-12002	101	10	external	external	ADJ
american_scientific_journal-12002	101	11	services	service	NOUN
american_scientific_journal-12002	101	12	,	,	PUNCT
american_scientific_journal-12002	101	13	business	business	NOUN
american_scientific_journal-12002	101	14	metrics	metric	NOUN
american_scientific_journal-12002	101	15	become	become	VERB
american_scientific_journal-12002	101	16	critical	critical	ADJ
american_scientific_journal-12002	101	17	:	:	PUNCT
american_scientific_journal-12002	101	18	rps	rps	NOUN
american_scientific_journal-12002	101	19	,	,	PUNCT
american_scientific_journal-12002	101	20	median	median	ADJ
american_scientific_journal-12002	101	21	response	response	NOUN
american_scientific_journal-12002	101	22	latency	latency	NOUN
american_scientific_journal-12002	101	23	,	,	PUNCT
american_scientific_journal-12002	101	24	and	and	CCONJ
american_scientific_journal-12002	101	25	the	the	DET
american_scientific_journal-12002	101	26	number	number	NOUN
american_scientific_journal-12002	101	27	of	of	ADP
american_scientific_journal-12002	101	28	active	active	ADJ
american_scientific_journal-12002	101	29	sessions	session	NOUN
american_scientific_journal-12002	101	30	.	.	PUNCT
american_scientific_journal-12002	102	1	thanks	thank	NOUN
american_scientific_journal-12002	102	2	to	to	ADP
american_scientific_journal-12002	102	3	the	the	DET
american_scientific_journal-12002	102	4	prometheus	prometheus	PROPN
american_scientific_journal-12002	102	5	ecosystem	ecosystem	PROPN
american_scientific_journal-12002	102	6	and	and	CCONJ
american_scientific_journal-12002	102	7	hpa	hpa	NOUN
american_scientific_journal-12002	102	8	adapters	adapter	NOUN
american_scientific_journal-12002	102	9	,	,	PUNCT
american_scientific_journal-12002	102	10	such	such	ADJ
american_scientific_journal-12002	102	11	multidimensional	multidimensional	ADJ
american_scientific_journal-12002	102	12	scaling	scale	VERB
american_scientific_journal-12002	102	13	schemes	scheme	NOUN
american_scientific_journal-12002	102	14	can	can	AUX
american_scientific_journal-12002	102	15	be	be	AUX
american_scientific_journal-12002	102	16	implemented	implement	VERB
american_scientific_journal-12002	102	17	with	with	ADP
american_scientific_journal-12002	102	18	minimal	minimal	ADJ
american_scientific_journal-12002	102	19	effort	effort	NOUN
american_scientific_journal-12002	102	20	[	[	X
american_scientific_journal-12002	102	21	10	10	NUM
american_scientific_journal-12002	102	22	]	]	PUNCT
american_scientific_journal-12002	102	23	.	.	PUNCT
american_scientific_journal-12002	103	1	practice	practice	NOUN
american_scientific_journal-12002	103	2	shows	show	VERB
american_scientific_journal-12002	103	3	that	that	SCONJ
american_scientific_journal-12002	103	4	the	the	DET
american_scientific_journal-12002	103	5	best	good	ADJ
american_scientific_journal-12002	103	6	results	result	NOUN
american_scientific_journal-12002	103	7	are	be	AUX
american_scientific_journal-12002	103	8	achieved	achieve	VERB
american_scientific_journal-12002	103	9	by	by	ADP
american_scientific_journal-12002	103	10	combining	combine	VERB
american_scientific_journal-12002	103	11	static	static	ADJ
american_scientific_journal-12002	103	12	guarantees	guarantee	NOUN
american_scientific_journal-12002	103	13	(	(	PUNCT
american_scientific_journal-12002	103	14	a	a	DET
american_scientific_journal-12002	103	15	minimum	minimum	ADJ
american_scientific_journal-12002	103	16	number	number	NOUN
american_scientific_journal-12002	103	17	of	of	ADP
american_scientific_journal-12002	103	18	replicas	replica	NOUN
american_scientific_journal-12002	103	19	to	to	PART
american_scientific_journal-12002	103	20	maintain	maintain	VERB
american_scientific_journal-12002	103	21	fault	fault	NOUN
american_scientific_journal-12002	103	22	tolerance	tolerance	NOUN
american_scientific_journal-12002	103	23	)	)	PUNCT
american_scientific_journal-12002	103	24	with	with	ADP
american_scientific_journal-12002	103	25	dynamic	dynamic	ADJ
american_scientific_journal-12002	103	26	rules	rule	NOUN
american_scientific_journal-12002	103	27	that	that	PRON
american_scientific_journal-12002	103	28	use	use	VERB
american_scientific_journal-12002	103	29	multiple	multiple	ADJ
american_scientific_journal-12002	103	30	metrics	metric	NOUN
american_scientific_journal-12002	103	31	simultaneously	simultaneously	ADV
american_scientific_journal-12002	103	32	.	.	PUNCT
american_scientific_journal-12002	104	1	additional	additional	ADJ
american_scientific_journal-12002	104	2	challenges	challenge	NOUN
american_scientific_journal-12002	104	3	arise	arise	VERB
american_scientific_journal-12002	104	4	when	when	SCONJ
american_scientific_journal-12002	104	5	working	work	VERB
american_scientific_journal-12002	104	6	with	with	ADP
american_scientific_journal-12002	104	7	stateful	stateful	ADJ
american_scientific_journal-12002	104	8	components	component	NOUN
american_scientific_journal-12002	104	9	and	and	CCONJ
american_scientific_journal-12002	104	10	tasks	task	NOUN
american_scientific_journal-12002	104	11	requiring	require	VERB
american_scientific_journal-12002	104	12	hardware	hardware	NOUN
american_scientific_journal-12002	104	13	accelerators	accelerator	NOUN
american_scientific_journal-12002	104	14	.	.	PUNCT
american_scientific_journal-12002	105	1	horizontal	horizontal	ADJ
american_scientific_journal-12002	105	2	scaling	scaling	NOUN
american_scientific_journal-12002	105	3	of	of	ADP
american_scientific_journal-12002	105	4	databases	database	NOUN
american_scientific_journal-12002	105	5	or	or	CCONJ
american_scientific_journal-12002	105	6	message	message	NOUN
american_scientific_journal-12002	105	7	queues	queue	NOUN
american_scientific_journal-12002	105	8	involves	involve	VERB
american_scientific_journal-12002	105	9	creating	create	VERB
american_scientific_journal-12002	105	10	new	new	ADJ
american_scientific_journal-12002	105	11	pods	pod	NOUN
american_scientific_journal-12002	105	12	and	and	CCONJ
american_scientific_journal-12002	105	13	attaching	attach	VERB
american_scientific_journal-12002	105	14	persistent	persistent	ADJ
american_scientific_journal-12002	105	15	volumes	volume	NOUN
american_scientific_journal-12002	105	16	,	,	PUNCT
american_scientific_journal-12002	105	17	as	as	ADV
american_scientific_journal-12002	105	18	well	well	ADV
american_scientific_journal-12002	105	19	as	as	ADP
american_scientific_journal-12002	105	20	data	data	NOUN
american_scientific_journal-12002	105	21	replication	replication	NOUN
american_scientific_journal-12002	105	22	and	and	CCONJ
american_scientific_journal-12002	105	23	synchronization	synchronization	NOUN
american_scientific_journal-12002	105	24	[	[	X
american_scientific_journal-12002	105	25	8	8	NUM
american_scientific_journal-12002	105	26	]	]	PUNCT
american_scientific_journal-12002	105	27	.	.	PUNCT
american_scientific_journal-12002	106	1	for	for	ADP
american_scientific_journal-12002	106	2	ml	ml	NOUN
american_scientific_journal-12002	106	3	workloads	workload	NOUN
american_scientific_journal-12002	106	4	utilizing	utilize	VERB
american_scientific_journal-12002	106	5	gpus	gpu	NOUN
american_scientific_journal-12002	106	6	or	or	CCONJ
american_scientific_journal-12002	106	7	tpus	tpus	PROPN
american_scientific_journal-12002	106	8	,	,	PUNCT
american_scientific_journal-12002	106	9	not	not	PART
american_scientific_journal-12002	106	10	only	only	ADV
american_scientific_journal-12002	106	11	are	be	AUX
american_scientific_journal-12002	106	12	the	the	DET
american_scientific_journal-12002	106	13	available	available	ADJ
american_scientific_journal-12002	106	14	accelerators	accelerator	NOUN
american_scientific_journal-12002	106	15	important	important	ADJ
american_scientific_journal-12002	106	16	,	,	PUNCT
american_scientific_journal-12002	106	17	but	but	CCONJ
american_scientific_journal-12002	106	18	also	also	ADV
american_scientific_journal-12002	106	19	the	the	DET
american_scientific_journal-12002	106	20	network	network	NOUN
american_scientific_journal-12002	106	21	topology	topology	NOUN
american_scientific_journal-12002	106	22	between	between	ADP
american_scientific_journal-12002	106	23	them	they	PRON
american_scientific_journal-12002	106	24	is	be	AUX
american_scientific_journal-12002	106	25	important	important	ADJ
american_scientific_journal-12002	106	26	.	.	PUNCT
american_scientific_journal-12002	107	1	kubernetes	kubernete	NOUN
american_scientific_journal-12002	107	2	tools	tool	NOUN
american_scientific_journal-12002	107	3	—	—	PUNCT
american_scientific_journal-12002	107	4	including	include	VERB
american_scientific_journal-12002	107	5	taints	taint	NOUN
american_scientific_journal-12002	107	6	/	/	SYM
american_scientific_journal-12002	107	7	tolerations	toleration	NOUN
american_scientific_journal-12002	107	8	,	,	PUNCT
american_scientific_journal-12002	107	9	node	node	ADJ
american_scientific_journal-12002	107	10	affinity	affinity	NOUN
american_scientific_journal-12002	107	11	,	,	PUNCT
american_scientific_journal-12002	107	12	and	and	CCONJ
american_scientific_journal-12002	107	13	anti	anti	ADJ
american_scientific_journal-12002	107	14	-	-	NOUN
american_scientific_journal-12002	107	15	affinity	affinity	NOUN
american_scientific_journal-12002	107	16	—	—	PUNCT
american_scientific_journal-12002	107	17	enable	enable	VERB
american_scientific_journal-12002	107	18	the	the	DET
american_scientific_journal-12002	107	19	isolation	isolation	NOUN
american_scientific_journal-12002	107	20	of	of	ADP
american_scientific_journal-12002	107	21	gpu	gpu	NOUN
american_scientific_journal-12002	107	22	pools	pool	NOUN
american_scientific_journal-12002	107	23	and	and	CCONJ
american_scientific_journal-12002	107	24	control	control	NOUN
american_scientific_journal-12002	107	25	of	of	ADP
american_scientific_journal-12002	107	26	event	event	NOUN
american_scientific_journal-12002	107	27	source	source	NOUN
american_scientific_journal-12002	107	28	(	(	PUNCT
american_scientific_journal-12002	107	29	e.g.	e.g.	ADV
american_scientific_journal-12002	107	30	,	,	PUNCT
american_scientific_journal-12002	107	31	kafka	kafka	PROPN
american_scientific_journal-12002	107	32	,	,	PUNCT
american_scientific_journal-12002	107	33	sqs	sqs	PROPN
american_scientific_journal-12002	107	34	scaler	scaler	NOUN
american_scientific_journal-12002	107	35	(	(	PUNCT
american_scientific_journal-12002	107	36	e.g.	e.g.	ADV
american_scientific_journal-12002	107	37	,	,	PUNCT
american_scientific_journal-12002	107	38	kafka	kafka	PROPN
american_scientific_journal-12002	107	39	-	-	PUNCT
american_scientific_journal-12002	107	40	s	s	PROPN
american_scientific_journal-12002	107	41	keda	keda	NOUN
american_scientific_journal-12002	107	42	operator	operator	NOUN
american_scientific_journal-12002	107	43	(	(	PUNCT
american_scientific_journal-12002	107	44	in	in	ADP
american_scientific_journal-12002	107	45	kubernetes	kubernete	NOUN
american_scientific_journal-12002	107	46	)	)	PUNCT
american_scientific_journal-12002	107	47	horizontal	horizontal	ADJ
american_scientific_journal-12002	107	48	pod	pod	NOUN
american_scientific_journal-12002	107	49	autoscaler	autoscaler	NOUN
american_scientific_journal-12002	107	50	(	(	PUNCT
american_scientific_journal-12002	107	51	hpa	hpa	NOUN
american_scientific_journal-12002	107	52	)	)	PUNCT
american_scientific_journal-12002	107	53	deployment	deployment	NOUN
american_scientific_journal-12002	107	54	(	(	PUNCT
american_scientific_journal-12002	107	55	application	application	NOUN
american_scientific_journal-12002	107	56	pods	pod	NOUN
american_scientific_journal-12002	107	57	)	)	PUNCT
american_scientific_journal-12002	107	58	american	american	ADJ
american_scientific_journal-12002	107	59	academic	academic	ADJ
american_scientific_journal-12002	107	60	scientific	scientific	ADJ
american_scientific_journal-12002	107	61	research	research	NOUN
american_scientific_journal-12002	107	62	journal	journal	NOUN
american_scientific_journal-12002	107	63	for	for	ADP
american_scientific_journal-12002	107	64	engineering	engineering	NOUN
american_scientific_journal-12002	107	65	,	,	PUNCT
american_scientific_journal-12002	107	66	technology	technology	NOUN
american_scientific_journal-12002	107	67	,	,	PUNCT
american_scientific_journal-12002	107	68	and	and	CCONJ
american_scientific_journal-12002	107	69	sciences	science	NOUN
american_scientific_journal-12002	107	70	(	(	PUNCT
american_scientific_journal-12002	107	71	asrjets	asrjet	NOUN
american_scientific_journal-12002	107	72	)	)	PUNCT
american_scientific_journal-12002	107	73	volume	volume	NOUN
american_scientific_journal-12002	107	74	103	103	NUM
american_scientific_journal-12002	107	75	,	,	PUNCT
american_scientific_journal-12002	107	76	no	no	DET
american_scientific_journal-12002	107	77	1	1	NUM
american_scientific_journal-12002	107	78	,	,	PUNCT
american_scientific_journal-12002	107	79	pp	pp	ADV
american_scientific_journal-12002	107	80	137	137	NUM
american_scientific_journal-12002	107	81	-	-	SYM
american_scientific_journal-12002	107	82	146	146	NUM
american_scientific_journal-12002	107	83	144	144	NUM
american_scientific_journal-12002	107	84	pod	pod	NOUN
american_scientific_journal-12002	107	85	placement	placement	NOUN
american_scientific_journal-12002	107	86	,	,	PUNCT
american_scientific_journal-12002	107	87	thereby	thereby	ADV
american_scientific_journal-12002	107	88	optimizing	optimize	VERB
american_scientific_journal-12002	107	89	throughput	throughput	NOUN
american_scientific_journal-12002	107	90	and	and	CCONJ
american_scientific_journal-12002	107	91	latency	latency	NOUN
american_scientific_journal-12002	107	92	[	[	X
american_scientific_journal-12002	107	93	9	9	NUM
american_scientific_journal-12002	107	94	,	,	PUNCT
american_scientific_journal-12002	107	95	11	11	NUM
american_scientific_journal-12002	107	96	]	]	PUNCT
american_scientific_journal-12002	107	97	.	.	PUNCT
american_scientific_journal-12002	108	1	the	the	DET
american_scientific_journal-12002	108	2	orchestration	orchestration	NOUN
american_scientific_journal-12002	108	3	process	process	NOUN
american_scientific_journal-12002	108	4	and	and	CCONJ
american_scientific_journal-12002	108	5	ensuring	ensure	VERB
american_scientific_journal-12002	108	6	fault	fault	NOUN
american_scientific_journal-12002	108	7	tolerance	tolerance	NOUN
american_scientific_journal-12002	108	8	are	be	AUX
american_scientific_journal-12002	108	9	no	no	ADV
american_scientific_journal-12002	108	10	less	less	ADV
american_scientific_journal-12002	108	11	significant	significant	ADJ
american_scientific_journal-12002	108	12	.	.	PUNCT
american_scientific_journal-12002	109	1	the	the	DET
american_scientific_journal-12002	109	2	effect	effect	NOUN
american_scientific_journal-12002	109	3	of	of	ADP
american_scientific_journal-12002	109	4	instantaneous	instantaneous	ADJ
american_scientific_journal-12002	109	5	pod	pod	NOUN
american_scientific_journal-12002	109	6	scaling	scaling	NOUN
american_scientific_journal-12002	109	7	is	be	AUX
american_scientific_journal-12002	109	8	nullified	nullify	VERB
american_scientific_journal-12002	109	9	if	if	SCONJ
american_scientific_journal-12002	109	10	the	the	DET
american_scientific_journal-12002	109	11	layer	layer	NOUN
american_scientific_journal-12002	109	12	responsible	responsible	ADJ
american_scientific_journal-12002	109	13	for	for	ADP
american_scientific_journal-12002	109	14	cluster	cluster	NOUN
american_scientific_journal-12002	109	15	expansion	expansion	NOUN
american_scientific_journal-12002	109	16	(	(	PUNCT
american_scientific_journal-12002	109	17	whether	whether	SCONJ
american_scientific_journal-12002	109	18	ca	ca	NOUN
american_scientific_journal-12002	109	19	or	or	CCONJ
american_scientific_journal-12002	109	20	karpenter	karpenter	ADV
american_scientific_journal-12002	109	21	)	)	PUNCT
american_scientific_journal-12002	109	22	fails	fail	VERB
american_scientific_journal-12002	109	23	to	to	PART
american_scientific_journal-12002	109	24	provision	provision	NOUN
american_scientific_journal-12002	109	25	nodes	node	NOUN
american_scientific_journal-12002	109	26	promptly	promptly	ADV
american_scientific_journal-12002	109	27	.	.	PUNCT
american_scientific_journal-12002	110	1	during	during	ADP
american_scientific_journal-12002	110	2	scale	scale	NOUN
american_scientific_journal-12002	110	3	-	-	PUNCT
american_scientific_journal-12002	110	4	down	down	NOUN
american_scientific_journal-12002	110	5	,	,	PUNCT
american_scientific_journal-12002	110	6	the	the	DET
american_scientific_journal-12002	110	7	pod	pod	NOUN
american_scientific_journal-12002	110	8	disruption	disruption	NOUN
american_scientific_journal-12002	110	9	budget	budget	NOUN
american_scientific_journal-12002	110	10	ensures	ensure	VERB
american_scientific_journal-12002	110	11	that	that	SCONJ
american_scientific_journal-12002	110	12	the	the	DET
american_scientific_journal-12002	110	13	minimum	minimum	ADJ
american_scientific_journal-12002	110	14	required	require	VERB
american_scientific_journal-12002	110	15	number	number	NOUN
american_scientific_journal-12002	110	16	of	of	ADP
american_scientific_journal-12002	110	17	instances	instance	NOUN
american_scientific_journal-12002	110	18	remains	remain	VERB
american_scientific_journal-12002	110	19	operational	operational	ADJ
american_scientific_journal-12002	110	20	.	.	PUNCT
american_scientific_journal-12002	111	1	for	for	ADP
american_scientific_journal-12002	111	2	stateful	stateful	ADJ
american_scientific_journal-12002	111	3	services	service	NOUN
american_scientific_journal-12002	111	4	,	,	PUNCT
american_scientific_journal-12002	111	5	a	a	DET
american_scientific_journal-12002	111	6	graceful	graceful	ADJ
american_scientific_journal-12002	111	7	shutdown	shutdown	NOUN
american_scientific_journal-12002	111	8	with	with	ADP
american_scientific_journal-12002	111	9	state	state	NOUN
american_scientific_journal-12002	111	10	preservation	preservation	NOUN
american_scientific_journal-12002	111	11	is	be	AUX
american_scientific_journal-12002	111	12	also	also	ADV
american_scientific_journal-12002	111	13	required	require	VERB
american_scientific_journal-12002	111	14	.	.	PUNCT
american_scientific_journal-12002	112	1	ultimately	ultimately	ADV
american_scientific_journal-12002	112	2	,	,	PUNCT
american_scientific_journal-12002	112	3	the	the	DET
american_scientific_journal-12002	112	4	choice	choice	NOUN
american_scientific_journal-12002	112	5	of	of	ADP
american_scientific_journal-12002	112	6	an	an	DET
american_scientific_journal-12002	112	7	autoscaling	autoscale	VERB
american_scientific_journal-12002	112	8	strategy	strategy	NOUN
american_scientific_journal-12002	112	9	becomes	become	VERB
american_scientific_journal-12002	112	10	a	a	DET
american_scientific_journal-12002	112	11	multifaceted	multifaceted	ADJ
american_scientific_journal-12002	112	12	engineering	engineering	NOUN
american_scientific_journal-12002	112	13	task	task	NOUN
american_scientific_journal-12002	112	14	that	that	PRON
american_scientific_journal-12002	112	15	requires	require	VERB
american_scientific_journal-12002	112	16	a	a	DET
american_scientific_journal-12002	112	17	synthetic	synthetic	ADJ
american_scientific_journal-12002	112	18	view	view	NOUN
american_scientific_journal-12002	112	19	of	of	ADP
american_scientific_journal-12002	112	20	application	application	NOUN
american_scientific_journal-12002	112	21	architecture	architecture	NOUN
american_scientific_journal-12002	112	22	,	,	PUNCT
american_scientific_journal-12002	112	23	traffic	traffic	NOUN
american_scientific_journal-12002	112	24	patterns	pattern	NOUN
american_scientific_journal-12002	112	25	,	,	PUNCT
american_scientific_journal-12002	112	26	and	and	CCONJ
american_scientific_journal-12002	112	27	business	business	NOUN
american_scientific_journal-12002	112	28	economic	economic	ADJ
american_scientific_journal-12002	112	29	requirements	requirement	NOUN
american_scientific_journal-12002	112	30	.	.	PUNCT
american_scientific_journal-12002	113	1	a	a	DET
american_scientific_journal-12002	113	2	judicious	judicious	ADJ
american_scientific_journal-12002	113	3	combination	combination	NOUN
american_scientific_journal-12002	113	4	of	of	ADP
american_scientific_journal-12002	113	5	tools	tool	NOUN
american_scientific_journal-12002	113	6	and	and	CCONJ
american_scientific_journal-12002	113	7	methods	method	NOUN
american_scientific_journal-12002	113	8	—	—	PUNCT
american_scientific_journal-12002	113	9	from	from	ADP
american_scientific_journal-12002	113	10	karpenter	karpenter	NOUN
american_scientific_journal-12002	113	11	’s	’s	PART
american_scientific_journal-12002	113	12	direct	direct	ADJ
american_scientific_journal-12002	113	13	node	node	NOUN
american_scientific_journal-12002	113	14	provisioning	provision	VERB
american_scientific_journal-12002	113	15	to	to	ADP
american_scientific_journal-12002	113	16	machine	machine	NOUN
american_scientific_journal-12002	113	17	learning	learning	NOUN
american_scientific_journal-12002	113	18	-	-	PUNCT
american_scientific_journal-12002	113	19	based	base	VERB
american_scientific_journal-12002	113	20	load	load	NOUN
american_scientific_journal-12002	113	21	forecasts	forecast	NOUN
american_scientific_journal-12002	113	22	—	—	PUNCT
american_scientific_journal-12002	113	23	enables	enable	VERB
american_scientific_journal-12002	113	24	the	the	DET
american_scientific_journal-12002	113	25	building	building	NOUN
american_scientific_journal-12002	113	26	of	of	ADP
american_scientific_journal-12002	113	27	a	a	DET
american_scientific_journal-12002	113	28	system	system	NOUN
american_scientific_journal-12002	113	29	that	that	PRON
american_scientific_journal-12002	113	30	reliably	reliably	ADV
american_scientific_journal-12002	113	31	withstands	withstand	VERB
american_scientific_journal-12002	113	32	peaks	peak	NOUN
american_scientific_journal-12002	113	33	while	while	SCONJ
american_scientific_journal-12002	113	34	remaining	remain	VERB
american_scientific_journal-12002	113	35	cost	cost	NOUN
american_scientific_journal-12002	113	36	-	-	PUNCT
american_scientific_journal-12002	113	37	effective	effective	ADJ
american_scientific_journal-12002	113	38	in	in	ADP
american_scientific_journal-12002	113	39	everyday	everyday	ADJ
american_scientific_journal-12002	113	40	operation	operation	NOUN
american_scientific_journal-12002	113	41	.	.	PUNCT
american_scientific_journal-12002	114	1	thus	thus	ADV
american_scientific_journal-12002	114	2	,	,	PUNCT
american_scientific_journal-12002	114	3	one	one	PRON
american_scientific_journal-12002	114	4	can	can	AUX
american_scientific_journal-12002	114	5	observe	observe	VERB
american_scientific_journal-12002	114	6	a	a	DET
american_scientific_journal-12002	114	7	clear	clear	ADJ
american_scientific_journal-12002	114	8	paradigm	paradigm	NOUN
american_scientific_journal-12002	114	9	shift	shift	NOUN
american_scientific_journal-12002	114	10	:	:	PUNCT
american_scientific_journal-12002	114	11	from	from	ADP
american_scientific_journal-12002	114	12	the	the	DET
american_scientific_journal-12002	114	13	use	use	NOUN
american_scientific_journal-12002	114	14	of	of	ADP
american_scientific_journal-12002	114	15	isolated	isolated	ADJ
american_scientific_journal-12002	114	16	,	,	PUNCT
american_scientific_journal-12002	114	17	reactive	reactive	ADJ
american_scientific_journal-12002	114	18	tools	tool	NOUN
american_scientific_journal-12002	114	19	to	to	ADP
american_scientific_journal-12002	114	20	the	the	DET
american_scientific_journal-12002	114	21	construction	construction	NOUN
american_scientific_journal-12002	114	22	of	of	ADP
american_scientific_journal-12002	114	23	comprehensive	comprehensive	ADJ
american_scientific_journal-12002	114	24	,	,	PUNCT
american_scientific_journal-12002	114	25	multi	multi	ADJ
american_scientific_journal-12002	114	26	-	-	ADJ
american_scientific_journal-12002	114	27	layered	layered	ADJ
american_scientific_journal-12002	114	28	autoscaling	autoscaling	NOUN
american_scientific_journal-12002	114	29	systems	system	NOUN
american_scientific_journal-12002	114	30	.	.	PUNCT
american_scientific_journal-12002	115	1	the	the	DET
american_scientific_journal-12002	115	2	modern	modern	ADJ
american_scientific_journal-12002	115	3	approach	approach	NOUN
american_scientific_journal-12002	115	4	consists	consist	VERB
american_scientific_journal-12002	115	5	not	not	PART
american_scientific_journal-12002	115	6	in	in	ADP
american_scientific_journal-12002	115	7	selecting	select	VERB
american_scientific_journal-12002	115	8	a	a	DET
american_scientific_journal-12002	115	9	single	single	ADJ
american_scientific_journal-12002	115	10	best	good	ADJ
american_scientific_journal-12002	115	11	tool	tool	NOUN
american_scientific_journal-12002	115	12	but	but	CCONJ
american_scientific_journal-12002	115	13	in	in	ADP
american_scientific_journal-12002	115	14	their	their	PRON
american_scientific_journal-12002	115	15	judicious	judicious	ADJ
american_scientific_journal-12002	115	16	composition	composition	NOUN
american_scientific_journal-12002	115	17	.	.	PUNCT
american_scientific_journal-12002	116	1	for	for	ADP
american_scientific_journal-12002	116	2	example	example	NOUN
american_scientific_journal-12002	116	3	,	,	PUNCT
american_scientific_journal-12002	116	4	hpa	hpa	NOUN
american_scientific_journal-12002	116	5	can	can	AUX
american_scientific_journal-12002	116	6	control	control	VERB
american_scientific_journal-12002	116	7	basic	basic	ADJ
american_scientific_journal-12002	116	8	horizontal	horizontal	ADJ
american_scientific_journal-12002	116	9	scaling	scaling	NOUN
american_scientific_journal-12002	116	10	by	by	ADP
american_scientific_journal-12002	116	11	rps	rps	PROPN
american_scientific_journal-12002	116	12	,	,	PUNCT
american_scientific_journal-12002	116	13	keda	keda	PROPN
american_scientific_journal-12002	116	14	handles	handle	VERB
american_scientific_journal-12002	116	15	asynchronous	asynchronous	ADJ
american_scientific_journal-12002	116	16	event	event	NOUN
american_scientific_journal-12002	116	17	-	-	PUNCT
american_scientific_journal-12002	116	18	driven	drive	VERB
american_scientific_journal-12002	116	19	workloads	workload	NOUN
american_scientific_journal-12002	116	20	within	within	ADP
american_scientific_journal-12002	116	21	the	the	DET
american_scientific_journal-12002	116	22	same	same	ADJ
american_scientific_journal-12002	116	23	system	system	NOUN
american_scientific_journal-12002	116	24	,	,	PUNCT
american_scientific_journal-12002	116	25	while	while	SCONJ
american_scientific_journal-12002	116	26	karpenter	karpenter	ADJ
american_scientific_journal-12002	116	27	at	at	ADP
american_scientific_journal-12002	116	28	the	the	DET
american_scientific_journal-12002	116	29	cluster	cluster	NOUN
american_scientific_journal-12002	116	30	level	level	NOUN
american_scientific_journal-12002	116	31	ensures	ensure	VERB
american_scientific_journal-12002	116	32	the	the	DET
american_scientific_journal-12002	116	33	fastest	fast	ADJ
american_scientific_journal-12002	116	34	and	and	CCONJ
american_scientific_journal-12002	116	35	most	most	ADJ
american_scientific_journal-12002	116	36	cost	cost	NOUN
american_scientific_journal-12002	116	37	-	-	PUNCT
american_scientific_journal-12002	116	38	effective	effective	ADJ
american_scientific_journal-12002	116	39	provisioning	provisioning	NOUN
american_scientific_journal-12002	116	40	of	of	ADP
american_scientific_journal-12002	116	41	nodes	node	NOUN
american_scientific_journal-12002	116	42	for	for	ADP
american_scientific_journal-12002	116	43	both	both	DET
american_scientific_journal-12002	116	44	types	type	NOUN
american_scientific_journal-12002	116	45	of	of	ADP
american_scientific_journal-12002	116	46	tasks	task	NOUN
american_scientific_journal-12002	116	47	.	.	PUNCT
american_scientific_journal-12002	117	1	this	this	DET
american_scientific_journal-12002	117	2	shift	shift	NOUN
american_scientific_journal-12002	117	3	from	from	ADP
american_scientific_journal-12002	117	4	configuring	configure	VERB
american_scientific_journal-12002	117	5	individual	individual	ADJ
american_scientific_journal-12002	117	6	components	component	NOUN
american_scientific_journal-12002	117	7	to	to	ADP
american_scientific_journal-12002	117	8	designing	design	VERB
american_scientific_journal-12002	117	9	a	a	DET
american_scientific_journal-12002	117	10	holistic	holistic	ADJ
american_scientific_journal-12002	117	11	adaptive	adaptive	ADJ
american_scientific_journal-12002	117	12	system	system	NOUN
american_scientific_journal-12002	117	13	changes	change	VERB
american_scientific_journal-12002	117	14	the	the	DET
american_scientific_journal-12002	117	15	role	role	NOUN
american_scientific_journal-12002	117	16	of	of	ADP
american_scientific_journal-12002	117	17	the	the	DET
american_scientific_journal-12002	117	18	engineer	engineer	NOUN
american_scientific_journal-12002	117	19	,	,	PUNCT
american_scientific_journal-12002	117	20	requiring	require	VERB
american_scientific_journal-12002	117	21	not	not	PART
american_scientific_journal-12002	117	22	only	only	ADV
american_scientific_journal-12002	117	23	knowledge	knowledge	NOUN
american_scientific_journal-12002	117	24	of	of	ADP
american_scientific_journal-12002	117	25	specific	specific	ADJ
american_scientific_journal-12002	117	26	technologies	technology	NOUN
american_scientific_journal-12002	117	27	but	but	CCONJ
american_scientific_journal-12002	117	28	also	also	ADV
american_scientific_journal-12002	117	29	a	a	DET
american_scientific_journal-12002	117	30	deep	deep	ADJ
american_scientific_journal-12002	117	31	understanding	understanding	NOUN
american_scientific_journal-12002	117	32	of	of	ADP
american_scientific_journal-12002	117	33	application	application	NOUN
american_scientific_journal-12002	117	34	architecture	architecture	NOUN
american_scientific_journal-12002	117	35	,	,	PUNCT
american_scientific_journal-12002	117	36	traffic	traffic	NOUN
american_scientific_journal-12002	117	37	models	model	NOUN
american_scientific_journal-12002	117	38	,	,	PUNCT
american_scientific_journal-12002	117	39	and	and	CCONJ
american_scientific_journal-12002	117	40	the	the	DET
american_scientific_journal-12002	117	41	economic	economic	ADJ
american_scientific_journal-12002	117	42	realities	reality	NOUN
american_scientific_journal-12002	117	43	of	of	ADP
american_scientific_journal-12002	117	44	the	the	DET
american_scientific_journal-12002	117	45	cloud	cloud	NOUN
american_scientific_journal-12002	117	46	platform	platform	NOUN
american_scientific_journal-12002	117	47	.	.	PUNCT
american_scientific_journal-12002	118	1	ultimately	ultimately	ADV
american_scientific_journal-12002	118	2	,	,	PUNCT
american_scientific_journal-12002	118	3	the	the	DET
american_scientific_journal-12002	118	4	maturity	maturity	NOUN
american_scientific_journal-12002	118	5	of	of	ADP
american_scientific_journal-12002	118	6	an	an	DET
american_scientific_journal-12002	118	7	autoscaling	autoscale	VERB
american_scientific_journal-12002	118	8	system	system	NOUN
american_scientific_journal-12002	118	9	is	be	AUX
american_scientific_journal-12002	118	10	determined	determine	VERB
american_scientific_journal-12002	118	11	not	not	PART
american_scientific_journal-12002	118	12	so	so	ADV
american_scientific_journal-12002	118	13	much	much	ADV
american_scientific_journal-12002	118	14	by	by	ADP
american_scientific_journal-12002	118	15	the	the	DET
american_scientific_journal-12002	118	16	sophistication	sophistication	NOUN
american_scientific_journal-12002	118	17	of	of	ADP
american_scientific_journal-12002	118	18	an	an	DET
american_scientific_journal-12002	118	19	individual	individual	ADJ
american_scientific_journal-12002	118	20	component	component	NOUN
american_scientific_journal-12002	118	21	as	as	ADP
american_scientific_journal-12002	118	22	by	by	ADP
american_scientific_journal-12002	118	23	the	the	DET
american_scientific_journal-12002	118	24	harmony	harmony	NOUN
american_scientific_journal-12002	118	25	of	of	ADP
american_scientific_journal-12002	118	26	their	their	PRON
american_scientific_journal-12002	118	27	joint	joint	ADJ
american_scientific_journal-12002	118	28	operation	operation	NOUN
american_scientific_journal-12002	118	29	to	to	PART
american_scientific_journal-12002	118	30	achieve	achieve	VERB
american_scientific_journal-12002	118	31	specific	specific	ADJ
american_scientific_journal-12002	118	32	business	business	NOUN
american_scientific_journal-12002	118	33	goals	goal	NOUN
american_scientific_journal-12002	118	34	such	such	ADJ
american_scientific_journal-12002	118	35	as	as	ADP
american_scientific_journal-12002	118	36	adherence	adherence	NOUN
american_scientific_journal-12002	118	37	to	to	ADP
american_scientific_journal-12002	118	38	slo	slo	PROPN
american_scientific_journal-12002	118	39	and	and	CCONJ
american_scientific_journal-12002	118	40	cost	cost	VERB
american_scientific_journal-12002	118	41	optimization	optimization	NOUN
american_scientific_journal-12002	118	42	.	.	PUNCT
american_scientific_journal-12002	119	1	iv.conclusion	iv.conclusion	VERB
american_scientific_journal-12002	119	2	the	the	DET
american_scientific_journal-12002	119	3	analysis	analysis	NOUN
american_scientific_journal-12002	119	4	of	of	ADP
american_scientific_journal-12002	119	5	existing	exist	VERB
american_scientific_journal-12002	119	6	automatic	automatic	ADJ
american_scientific_journal-12002	119	7	scaling	scaling	NOUN
american_scientific_journal-12002	119	8	mechanisms	mechanism	NOUN
american_scientific_journal-12002	119	9	within	within	ADP
american_scientific_journal-12002	119	10	the	the	DET
american_scientific_journal-12002	119	11	kubernetes	kubernete	NOUN
american_scientific_journal-12002	119	12	ecosystem	ecosystem	NOUN
american_scientific_journal-12002	119	13	confirms	confirm	VERB
american_scientific_journal-12002	119	14	that	that	SCONJ
american_scientific_journal-12002	119	15	no	no	DET
american_scientific_journal-12002	119	16	universal	universal	ADJ
american_scientific_journal-12002	119	17	strategy	strategy	NOUN
american_scientific_journal-12002	119	18	applicable	applicable	ADJ
american_scientific_journal-12002	119	19	to	to	ADP
american_scientific_journal-12002	119	20	all	all	DET
american_scientific_journal-12002	119	21	categories	category	NOUN
american_scientific_journal-12002	119	22	of	of	ADP
american_scientific_journal-12002	119	23	workloads	workload	NOUN
american_scientific_journal-12002	119	24	currently	currently	ADV
american_scientific_journal-12002	119	25	exists	exist	VERB
american_scientific_journal-12002	119	26	.	.	PUNCT
american_scientific_journal-12002	120	1	a	a	DET
american_scientific_journal-12002	120	2	rational	rational	ADJ
american_scientific_journal-12002	120	3	selection	selection	NOUN
american_scientific_journal-12002	120	4	of	of	ADP
american_scientific_journal-12002	120	5	a	a	DET
american_scientific_journal-12002	120	6	specific	specific	ADJ
american_scientific_journal-12002	120	7	method	method	NOUN
american_scientific_journal-12002	120	8	or	or	CCONJ
american_scientific_journal-12002	120	9	their	their	PRON
american_scientific_journal-12002	120	10	synergistic	synergistic	ADJ
american_scientific_journal-12002	120	11	combination	combination	NOUN
american_scientific_journal-12002	120	12	must	must	AUX
american_scientific_journal-12002	120	13	be	be	AUX
american_scientific_journal-12002	120	14	based	base	VERB
american_scientific_journal-12002	120	15	on	on	ADP
american_scientific_journal-12002	120	16	a	a	DET
american_scientific_journal-12002	120	17	scrupulous	scrupulous	ADJ
american_scientific_journal-12002	120	18	analysis	analysis	NOUN
american_scientific_journal-12002	120	19	of	of	ADP
american_scientific_journal-12002	120	20	both	both	DET
american_scientific_journal-12002	120	21	application	application	NOUN
american_scientific_journal-12002	120	22	characteristics	characteristic	NOUN
american_scientific_journal-12002	120	23	and	and	CCONJ
american_scientific_journal-12002	120	24	infrastructure	infrastructure	NOUN
american_scientific_journal-12002	120	25	operational	operational	ADJ
american_scientific_journal-12002	120	26	constraints	constraint	NOUN
american_scientific_journal-12002	120	27	.	.	PUNCT
american_scientific_journal-12002	121	1	classic	classic	ADJ
american_scientific_journal-12002	121	2	built	build	VERB
american_scientific_journal-12002	121	3	-	-	PUNCT
american_scientific_journal-12002	121	4	in	in	ADP
american_scientific_journal-12002	121	5	kubernetes	kubernete	NOUN
american_scientific_journal-12002	121	6	components	component	NOUN
american_scientific_journal-12002	121	7	(	(	PUNCT
american_scientific_journal-12002	121	8	hpa	hpa	NOUN
american_scientific_journal-12002	121	9	,	,	PUNCT
american_scientific_journal-12002	121	10	vpa	vpa	PROPN
american_scientific_journal-12002	121	11	,	,	PUNCT
american_scientific_journal-12002	121	12	and	and	CCONJ
american_scientific_journal-12002	121	13	cluster	cluster	NOUN
american_scientific_journal-12002	121	14	autoscaler	autoscaler	NOUN
american_scientific_journal-12002	121	15	)	)	PUNCT
american_scientific_journal-12002	121	16	form	form	VERB
american_scientific_journal-12002	121	17	a	a	DET
american_scientific_journal-12002	121	18	reliable	reliable	ADJ
american_scientific_journal-12002	121	19	foundation	foundation	NOUN
american_scientific_journal-12002	121	20	;	;	PUNCT
american_scientific_journal-12002	121	21	however	however	ADV
american_scientific_journal-12002	121	22	,	,	PUNCT
american_scientific_journal-12002	121	23	their	their	PRON
american_scientific_journal-12002	121	24	practical	practical	ADJ
american_scientific_journal-12002	121	25	value	value	NOUN
american_scientific_journal-12002	121	26	declines	decline	NOUN
american_scientific_journal-12002	121	27	as	as	SCONJ
american_scientific_journal-12002	121	28	the	the	DET
american_scientific_journal-12002	121	29	environment	environment	NOUN
american_scientific_journal-12002	121	30	becomes	become	VERB
american_scientific_journal-12002	121	31	more	more	ADV
american_scientific_journal-12002	121	32	complex	complex	ADJ
american_scientific_journal-12002	121	33	and	and	CCONJ
american_scientific_journal-12002	121	34	dynamic	dynamic	ADJ
american_scientific_journal-12002	121	35	.	.	PUNCT
american_scientific_journal-12002	122	1	hpa	hpa	NOUN
american_scientific_journal-12002	122	2	remains	remain	VERB
american_scientific_journal-12002	122	3	the	the	DET
american_scientific_journal-12002	122	4	de	de	X
american_scientific_journal-12002	122	5	facto	facto	X
american_scientific_journal-12002	122	6	standard	standard	NOUN
american_scientific_journal-12002	122	7	for	for	ADP
american_scientific_journal-12002	122	8	stateless	stateless	NOUN
american_scientific_journal-12002	122	9	services	service	NOUN
american_scientific_journal-12002	122	10	,	,	PUNCT
american_scientific_journal-12002	122	11	with	with	ADP
american_scientific_journal-12002	122	12	a	a	DET
american_scientific_journal-12002	122	13	well	well	ADV
american_scientific_journal-12002	122	14	-	-	PUNCT
american_scientific_journal-12002	122	15	predictable	predictable	ADJ
american_scientific_journal-12002	122	16	request	request	NOUN
american_scientific_journal-12002	122	17	profile	profile	NOUN
american_scientific_journal-12002	122	18	,	,	PUNCT
american_scientific_journal-12002	122	19	due	due	ADP
american_scientific_journal-12002	122	20	to	to	ADP
american_scientific_journal-12002	122	21	its	its	PRON
american_scientific_journal-12002	122	22	response	response	NOUN
american_scientific_journal-12002	122	23	to	to	PART
american_scientific_journal-12002	122	24	podlevel	podlevel	VERB
american_scientific_journal-12002	122	25	metrics	metric	NOUN
american_scientific_journal-12002	122	26	(	(	PUNCT
american_scientific_journal-12002	122	27	cpu	cpu	PROPN
american_scientific_journal-12002	122	28	,	,	PUNCT
american_scientific_journal-12002	122	29	memory	memory	NOUN
american_scientific_journal-12002	122	30	,	,	PUNCT
american_scientific_journal-12002	122	31	rps	rps	PROPN
american_scientific_journal-12002	122	32	)	)	PUNCT
american_scientific_journal-12002	122	33	exhibiting	exhibit	VERB
american_scientific_journal-12002	122	34	acceptable	acceptable	ADJ
american_scientific_journal-12002	122	35	latency	latency	NOUN
american_scientific_journal-12002	122	36	.	.	PUNCT
american_scientific_journal-12002	123	1	vpa	vpa	PROPN
american_scientific_journal-12002	123	2	,	,	PUNCT
american_scientific_journal-12002	123	3	by	by	ADP
american_scientific_journal-12002	123	4	contrast	contrast	NOUN
american_scientific_journal-12002	123	5	,	,	PUNCT
american_scientific_journal-12002	123	6	serves	serve	VERB
american_scientific_journal-12002	123	7	as	as	ADP
american_scientific_journal-12002	123	8	a	a	DET
american_scientific_journal-12002	123	9	fine	fine	ADV
american_scientific_journal-12002	123	10	-	-	PUNCT
american_scientific_journal-12002	123	11	grained	grain	VERB
american_scientific_journal-12002	123	12	calibration	calibration	NOUN
american_scientific_journal-12002	123	13	tool	tool	NOUN
american_scientific_journal-12002	123	14	for	for	ADP
american_scientific_journal-12002	123	15	resources	resource	NOUN
american_scientific_journal-12002	123	16	.	.	PUNCT
american_scientific_journal-12002	124	1	by	by	ADP
american_scientific_journal-12002	124	2	adjusting	adjust	VERB
american_scientific_journal-12002	124	3	requests	request	NOUN
american_scientific_journal-12002	124	4	and	and	CCONJ
american_scientific_journal-12002	124	5	limits	limit	NOUN
american_scientific_journal-12002	124	6	,	,	PUNCT
american_scientific_journal-12002	124	7	it	it	PRON
american_scientific_journal-12002	124	8	increases	increase	VERB
american_scientific_journal-12002	124	9	utilization	utilization	NOUN
american_scientific_journal-12002	124	10	efficiency	efficiency	NOUN
american_scientific_journal-12002	124	11	but	but	CCONJ
american_scientific_journal-12002	124	12	simultaneously	simultaneously	ADV
american_scientific_journal-12002	124	13	elevates	elevate	VERB
american_scientific_journal-12002	124	14	the	the	DET
american_scientific_journal-12002	124	15	risk	risk	NOUN
american_scientific_journal-12002	124	16	of	of	ADP
american_scientific_journal-12002	124	17	brief	brief	ADJ
american_scientific_journal-12002	124	18	downtimes	downtime	NOUN
american_scientific_journal-12002	124	19	during	during	ADP
american_scientific_journal-12002	124	20	container	container	NOUN
american_scientific_journal-12002	124	21	redistribution	redistribution	NOUN
american_scientific_journal-12002	124	22	.	.	PUNCT
american_scientific_journal-12002	125	1	cluster	cluster	NOUN
american_scientific_journal-12002	125	2	autoscaler	autoscaler	NOUN
american_scientific_journal-12002	125	3	is	be	AUX
american_scientific_journal-12002	125	4	essential	essential	ADJ
american_scientific_journal-12002	125	5	in	in	ADP
american_scientific_journal-12002	125	6	public	public	ADJ
american_scientific_journal-12002	125	7	clouds	cloud	NOUN
american_scientific_journal-12002	125	8	,	,	PUNCT
american_scientific_journal-12002	125	9	where	where	SCONJ
american_scientific_journal-12002	125	10	cost	cost	NOUN
american_scientific_journal-12002	125	11	savings	saving	NOUN
american_scientific_journal-12002	125	12	are	be	AUX
american_scientific_journal-12002	125	13	achieved	achieve	VERB
american_scientific_journal-12002	125	14	through	through	ADP
american_scientific_journal-12002	125	15	elastic	elastic	ADJ
american_scientific_journal-12002	125	16	management	management	NOUN
american_scientific_journal-12002	125	17	of	of	ADP
american_scientific_journal-12002	125	18	node	node	ADJ
american_scientific_journal-12002	125	19	groups	group	NOUN
american_scientific_journal-12002	125	20	;	;	PUNCT
american_scientific_journal-12002	125	21	nevertheless	nevertheless	ADV
american_scientific_journal-12002	125	22	,	,	PUNCT
american_scientific_journal-12002	125	23	the	the	DET
american_scientific_journal-12002	125	24	inertia	inertia	NOUN
american_scientific_journal-12002	125	25	of	of	ADP
american_scientific_journal-12002	125	26	scaling	scale	VERB
american_scientific_journal-12002	125	27	operations	operation	NOUN
american_scientific_journal-12002	125	28	(	(	PUNCT
american_scientific_journal-12002	125	29	minutes	minute	NOUN
american_scientific_journal-12002	125	30	until	until	ADP
american_scientific_journal-12002	125	31	actual	actual	ADJ
american_scientific_journal-12002	125	32	vm	vm	PROPN
american_scientific_journal-12002	125	33	provisioning	provisioning	PROPN
american_scientific_journal-12002	125	34	)	)	PUNCT
american_scientific_journal-12002	125	35	can	can	AUX
american_scientific_journal-12002	125	36	become	become	VERB
american_scientific_journal-12002	125	37	a	a	DET
american_scientific_journal-12002	125	38	bottleneck	bottleneck	NOUN
american_scientific_journal-12002	125	39	for	for	ADP
american_scientific_journal-12002	125	40	bursty	bursty	NOUN
american_scientific_journal-12002	125	41	workloads	workload	NOUN
american_scientific_journal-12002	125	42	.	.	PUNCT
american_scientific_journal-12002	126	1	contemporary	contemporary	ADJ
american_scientific_journal-12002	126	2	next	next	ADJ
american_scientific_journal-12002	126	3	-	-	PUNCT
american_scientific_journal-12002	126	4	gen	gen	NOUN
american_scientific_journal-12002	126	5	solutions	solution	NOUN
american_scientific_journal-12002	126	6	address	address	VERB
american_scientific_journal-12002	126	7	precisely	precisely	ADV
american_scientific_journal-12002	126	8	those	those	DET
american_scientific_journal-12002	126	9	scenarios	scenario	NOUN
american_scientific_journal-12002	126	10	in	in	ADP
american_scientific_journal-12002	126	11	which	which	PRON
american_scientific_journal-12002	126	12	basic	basic	ADJ
american_scientific_journal-12002	126	13	tools	tool	NOUN
american_scientific_journal-12002	126	14	demonstrate	demonstrate	VERB
american_scientific_journal-12002	126	15	limitations	limitation	NOUN
american_scientific_journal-12002	126	16	.	.	PUNCT
american_scientific_journal-12002	127	1	american	american	ADJ
american_scientific_journal-12002	127	2	academic	academic	ADJ
american_scientific_journal-12002	127	3	scientific	scientific	ADJ
american_scientific_journal-12002	127	4	research	research	NOUN
american_scientific_journal-12002	127	5	journal	journal	NOUN
american_scientific_journal-12002	127	6	for	for	ADP
american_scientific_journal-12002	127	7	engineering	engineering	NOUN
american_scientific_journal-12002	127	8	,	,	PUNCT
american_scientific_journal-12002	127	9	technology	technology	NOUN
american_scientific_journal-12002	127	10	,	,	PUNCT
american_scientific_journal-12002	127	11	and	and	CCONJ
american_scientific_journal-12002	127	12	sciences	science	NOUN
american_scientific_journal-12002	127	13	(	(	PUNCT
american_scientific_journal-12002	127	14	asrjets	asrjet	NOUN
american_scientific_journal-12002	127	15	)	)	PUNCT
american_scientific_journal-12002	127	16	volume	volume	NOUN
american_scientific_journal-12002	127	17	103	103	NUM
american_scientific_journal-12002	127	18	,	,	PUNCT
american_scientific_journal-12002	127	19	no	no	DET
american_scientific_journal-12002	127	20	1	1	NUM
american_scientific_journal-12002	127	21	,	,	PUNCT
american_scientific_journal-12002	127	22	pp	pp	ADV
american_scientific_journal-12002	127	23	137	137	NUM
american_scientific_journal-12002	127	24	-	-	SYM
american_scientific_journal-12002	127	25	146	146	NUM
american_scientific_journal-12002	127	26	145	145	NUM
american_scientific_journal-12002	127	27	keda	keda	X
american_scientific_journal-12002	127	28	integrates	integrate	VERB
american_scientific_journal-12002	127	29	optimally	optimally	ADV
american_scientific_journal-12002	127	30	into	into	ADP
american_scientific_journal-12002	127	31	event	event	NOUN
american_scientific_journal-12002	127	32	-	-	PUNCT
american_scientific_journal-12002	127	33	driven	drive	VERB
american_scientific_journal-12002	127	34	topologies	topology	NOUN
american_scientific_journal-12002	127	35	and	and	CCONJ
american_scientific_journal-12002	127	36	asynchronous	asynchronous	ADJ
american_scientific_journal-12002	127	37	data	data	NOUN
american_scientific_journal-12002	127	38	-	-	PUNCT
american_scientific_journal-12002	127	39	processing	process	VERB
american_scientific_journal-12002	127	40	pipelines	pipeline	NOUN
american_scientific_journal-12002	127	41	,	,	PUNCT
american_scientific_journal-12002	127	42	providing	provide	VERB
american_scientific_journal-12002	127	43	the	the	DET
american_scientific_journal-12002	127	44	ability	ability	NOUN
american_scientific_journal-12002	127	45	to	to	PART
american_scientific_journal-12002	127	46	scale	scale	VERB
american_scientific_journal-12002	127	47	to	to	ADP
american_scientific_journal-12002	127	48	zero	zero	NUM
american_scientific_journal-12002	127	49	and	and	CCONJ
american_scientific_journal-12002	127	50	thereby	thereby	ADV
american_scientific_journal-12002	127	51	minimize	minimize	VERB
american_scientific_journal-12002	127	52	idle	idle	ADJ
american_scientific_journal-12002	127	53	expenditure	expenditure	NOUN
american_scientific_journal-12002	127	54	.	.	PUNCT
american_scientific_journal-12002	128	1	karpenter	karpenter	PROPN
american_scientific_journal-12002	128	2	,	,	PUNCT
american_scientific_journal-12002	128	3	by	by	ADP
american_scientific_journal-12002	128	4	leveraging	leverage	VERB
american_scientific_journal-12002	128	5	direct	direct	ADJ
american_scientific_journal-12002	128	6	interaction	interaction	NOUN
american_scientific_journal-12002	128	7	with	with	ADP
american_scientific_journal-12002	128	8	the	the	DET
american_scientific_journal-12002	128	9	cloud	cloud	PROPN
american_scientific_journal-12002	128	10	api	api	NOUN
american_scientific_journal-12002	128	11	,	,	PUNCT
american_scientific_journal-12002	128	12	significantly	significantly	ADV
american_scientific_journal-12002	128	13	outperforms	outperform	VERB
american_scientific_journal-12002	128	14	the	the	DET
american_scientific_journal-12002	128	15	traditional	traditional	ADJ
american_scientific_journal-12002	128	16	cluster	cluster	NOUN
american_scientific_journal-12002	128	17	autoscaler	autoscaler	NOUN
american_scientific_journal-12002	128	18	in	in	ADP
american_scientific_journal-12002	128	19	node	node	ADJ
american_scientific_journal-12002	128	20	provisioning	provision	VERB
american_scientific_journal-12002	128	21	latency	latency	NOUN
american_scientific_journal-12002	128	22	and	and	CCONJ
american_scientific_journal-12002	128	23	instance	instance	NOUN
american_scientific_journal-12002	128	24	selection	selection	NOUN
american_scientific_journal-12002	128	25	flexibility	flexibility	NOUN
american_scientific_journal-12002	128	26	,	,	PUNCT
american_scientific_journal-12002	128	27	rendering	render	VERB
american_scientific_journal-12002	128	28	it	it	PRON
american_scientific_journal-12002	128	29	the	the	DET
american_scientific_journal-12002	128	30	preferred	preferred	ADJ
american_scientific_journal-12002	128	31	choice	choice	NOUN
american_scientific_journal-12002	128	32	for	for	ADP
american_scientific_journal-12002	128	33	environments	environment	NOUN
american_scientific_journal-12002	128	34	characterized	characterize	VERB
american_scientific_journal-12002	128	35	by	by	ADP
american_scientific_journal-12002	128	36	sudden	sudden	ADJ
american_scientific_journal-12002	128	37	and	and	CCONJ
american_scientific_journal-12002	128	38	hard	hard	ADV
american_scientific_journal-12002	128	39	-	-	PUNCT
american_scientific_journal-12002	128	40	to	to	PART
american_scientific_journal-12002	128	41	-	-	PUNCT
american_scientific_journal-12002	128	42	predict	predict	VERB
american_scientific_journal-12002	128	43	peaks	peak	NOUN
american_scientific_journal-12002	128	44	as	as	ADV
american_scientific_journal-12002	128	45	well	well	ADV
american_scientific_journal-12002	128	46	as	as	ADP
american_scientific_journal-12002	128	47	for	for	ADP
american_scientific_journal-12002	128	48	cost	cost	NOUN
american_scientific_journal-12002	128	49	-	-	PUNCT
american_scientific_journal-12002	128	50	optimization	optimization	NOUN
american_scientific_journal-12002	128	51	tasks	task	NOUN
american_scientific_journal-12002	128	52	.	.	PUNCT
american_scientific_journal-12002	129	1	predictive	predictive	ADJ
american_scientific_journal-12002	129	2	scaling	scale	VERB
american_scientific_journal-12002	129	3	algorithms	algorithm	NOUN
american_scientific_journal-12002	129	4	trained	train	VERB
american_scientific_journal-12002	129	5	on	on	ADP
american_scientific_journal-12002	129	6	historical	historical	ADJ
american_scientific_journal-12002	129	7	telemetry	telemetry	NOUN
american_scientific_journal-12002	129	8	series	series	NOUN
american_scientific_journal-12002	129	9	currently	currently	ADV
american_scientific_journal-12002	129	10	represent	represent	VERB
american_scientific_journal-12002	129	11	the	the	DET
american_scientific_journal-12002	129	12	cutting	cut	VERB
american_scientific_journal-12002	129	13	edge	edge	NOUN
american_scientific_journal-12002	129	14	of	of	ADP
american_scientific_journal-12002	129	15	the	the	DET
american_scientific_journal-12002	129	16	technology	technology	NOUN
american_scientific_journal-12002	129	17	:	:	PUNCT
american_scientific_journal-12002	129	18	they	they	PRON
american_scientific_journal-12002	129	19	are	be	AUX
american_scientific_journal-12002	129	20	particularly	particularly	ADV
american_scientific_journal-12002	129	21	effective	effective	ADJ
american_scientific_journal-12002	129	22	for	for	ADP
american_scientific_journal-12002	129	23	services	service	NOUN
american_scientific_journal-12002	129	24	with	with	ADP
american_scientific_journal-12002	129	25	pronounced	pronounce	VERB
american_scientific_journal-12002	129	26	diurnal	diurnal	ADJ
american_scientific_journal-12002	129	27	or	or	CCONJ
american_scientific_journal-12002	129	28	weekly	weekly	ADJ
american_scientific_journal-12002	129	29	seasonality	seasonality	NOUN
american_scientific_journal-12002	129	30	(	(	PUNCT
american_scientific_journal-12002	129	31	e	e	NOUN
american_scientific_journal-12002	129	32	-	-	NOUN
american_scientific_journal-12002	129	33	commerce	commerce	NOUN
american_scientific_journal-12002	129	34	platforms	platform	NOUN
american_scientific_journal-12002	129	35	,	,	PUNCT
american_scientific_journal-12002	129	36	streaming	streaming	NOUN
american_scientific_journal-12002	129	37	media	medium	NOUN
american_scientific_journal-12002	129	38	)	)	PUNCT
american_scientific_journal-12002	129	39	,	,	PUNCT
american_scientific_journal-12002	129	40	allowing	allow	VERB
american_scientific_journal-12002	129	41	compute	compute	NOUN
american_scientific_journal-12002	129	42	capacity	capacity	NOUN
american_scientific_journal-12002	129	43	to	to	PART
american_scientific_journal-12002	129	44	be	be	AUX
american_scientific_journal-12002	129	45	reserved	reserve	VERB
american_scientific_journal-12002	129	46	in	in	ADP
american_scientific_journal-12002	129	47	advance	advance	NOUN
american_scientific_journal-12002	129	48	and	and	CCONJ
american_scientific_journal-12002	129	49	thus	thus	ADV
american_scientific_journal-12002	129	50	preventing	prevent	VERB
american_scientific_journal-12002	129	51	degradation	degradation	NOUN
american_scientific_journal-12002	129	52	of	of	ADP
american_scientific_journal-12002	129	53	qos	qos	NOUN
american_scientific_journal-12002	129	54	during	during	ADP
american_scientific_journal-12002	129	55	peak	peak	NOUN
american_scientific_journal-12002	129	56	load	load	NOUN
american_scientific_journal-12002	129	57	periods	period	NOUN
american_scientific_journal-12002	129	58	.	.	PUNCT
american_scientific_journal-12002	130	1	based	base	VERB
american_scientific_journal-12002	130	2	on	on	ADP
american_scientific_journal-12002	130	3	the	the	DET
american_scientific_journal-12002	130	4	above	above	NOUN
american_scientific_journal-12002	130	5	,	,	PUNCT
american_scientific_journal-12002	130	6	the	the	DET
american_scientific_journal-12002	130	7	following	follow	VERB
american_scientific_journal-12002	130	8	practical	practical	ADJ
american_scientific_journal-12002	130	9	recommendations	recommendation	NOUN
american_scientific_journal-12002	130	10	can	can	AUX
american_scientific_journal-12002	130	11	be	be	AUX
american_scientific_journal-12002	130	12	formulated	formulate	VERB
american_scientific_journal-12002	130	13	:	:	PUNCT
american_scientific_journal-12002	130	14	•	•	NUM
american_scientific_journal-12002	130	15	standard	standard	ADJ
american_scientific_journal-12002	130	16	web	web	NOUN
american_scientific_journal-12002	130	17	services	service	NOUN
american_scientific_journal-12002	130	18	and	and	CCONJ
american_scientific_journal-12002	130	19	apis	apis	NOUN
american_scientific_journal-12002	130	20	:	:	PUNCT
american_scientific_journal-12002	130	21	a	a	DET
american_scientific_journal-12002	130	22	combination	combination	NOUN
american_scientific_journal-12002	130	23	of	of	ADP
american_scientific_journal-12002	130	24	hpa	hpa	NOUN
american_scientific_journal-12002	130	25	targeting	target	VERB
american_scientific_journal-12002	130	26	rps	rps	NOUN
american_scientific_journal-12002	130	27	and	and	CCONJ
american_scientific_journal-12002	130	28	p99	p99	PROPN
american_scientific_journal-12002	130	29	latency	latency	NOUN
american_scientific_journal-12002	130	30	with	with	ADP
american_scientific_journal-12002	130	31	karpenter	karpenter	NOUN
american_scientific_journal-12002	130	32	is	be	AUX
american_scientific_journal-12002	130	33	optimal	optimal	ADJ
american_scientific_journal-12002	130	34	as	as	SCONJ
american_scientific_journal-12002	130	35	it	it	PRON
american_scientific_journal-12002	130	36	ensures	ensure	VERB
american_scientific_journal-12002	130	37	both	both	DET
american_scientific_journal-12002	130	38	rapid	rapid	ADJ
american_scientific_journal-12002	130	39	response	response	NOUN
american_scientific_journal-12002	130	40	to	to	ADP
american_scientific_journal-12002	130	41	high	high	ADJ
american_scientific_journal-12002	130	42	-	-	PUNCT
american_scientific_journal-12002	130	43	level	level	NOUN
american_scientific_journal-12002	130	44	metrics	metric	NOUN
american_scientific_journal-12002	130	45	and	and	CCONJ
american_scientific_journal-12002	130	46	swift	swift	ADJ
american_scientific_journal-12002	130	47	addition	addition	NOUN
american_scientific_journal-12002	130	48	/	/	SYM
american_scientific_journal-12002	130	49	removal	removal	NOUN
american_scientific_journal-12002	130	50	of	of	ADP
american_scientific_journal-12002	130	51	nodes	node	NOUN
american_scientific_journal-12002	130	52	•	•	ADP
american_scientific_journal-12002	130	53	asynchronous	asynchronous	ADJ
american_scientific_journal-12002	130	54	tasks	task	NOUN
american_scientific_journal-12002	130	55	and	and	CCONJ
american_scientific_journal-12002	130	56	data	data	NOUN
american_scientific_journal-12002	130	57	-	-	PUNCT
american_scientific_journal-12002	130	58	processing	process	VERB
american_scientific_journal-12002	130	59	pipelines	pipeline	NOUN
american_scientific_journal-12002	130	60	:	:	PUNCT
american_scientific_journal-12002	130	61	keda	keda	PROPN
american_scientific_journal-12002	130	62	is	be	AUX
american_scientific_journal-12002	130	63	recommended	recommend	VERB
american_scientific_journal-12002	130	64	,	,	PUNCT
american_scientific_journal-12002	130	65	as	as	SCONJ
american_scientific_journal-12002	130	66	it	it	PRON
american_scientific_journal-12002	130	67	provides	provide	VERB
american_scientific_journal-12002	130	68	native	native	ADJ
american_scientific_journal-12002	130	69	triggers	trigger	NOUN
american_scientific_journal-12002	130	70	for	for	ADP
american_scientific_journal-12002	130	71	queues	queue	NOUN
american_scientific_journal-12002	130	72	,	,	PUNCT
american_scientific_journal-12002	130	73	brokers	broker	NOUN
american_scientific_journal-12002	130	74	,	,	PUNCT
american_scientific_journal-12002	130	75	and	and	CCONJ
american_scientific_journal-12002	130	76	streaming	streaming	NOUN
american_scientific_journal-12002	130	77	services	service	NOUN
american_scientific_journal-12002	130	78	and	and	CCONJ
american_scientific_journal-12002	130	79	can	can	AUX
american_scientific_journal-12002	130	80	reduce	reduce	VERB
american_scientific_journal-12002	130	81	the	the	DET
american_scientific_journal-12002	130	82	cluster	cluster	NOUN
american_scientific_journal-12002	130	83	to	to	ADP
american_scientific_journal-12002	130	84	zero	zero	NUM
american_scientific_journal-12002	130	85	between	between	ADP
american_scientific_journal-12002	130	86	waves	wave	NOUN
american_scientific_journal-12002	130	87	of	of	ADP
american_scientific_journal-12002	130	88	tasks	task	NOUN
american_scientific_journal-12002	130	89	•	•	ADP
american_scientific_journal-12002	130	90	ml	ml	ADP
american_scientific_journal-12002	130	91	workloads	workload	NOUN
american_scientific_journal-12002	130	92	with	with	ADP
american_scientific_journal-12002	130	93	gpu	gpu	NOUN
american_scientific_journal-12002	130	94	dependency	dependency	NOUN
american_scientific_journal-12002	130	95	:	:	PUNCT
american_scientific_journal-12002	130	96	application	application	NOUN
american_scientific_journal-12002	130	97	of	of	ADP
american_scientific_journal-12002	130	98	karpenter	karpenter	NOUN
american_scientific_journal-12002	130	99	with	with	ADP
american_scientific_journal-12002	130	100	correctly	correctly	ADV
american_scientific_journal-12002	130	101	configured	configure	VERB
american_scientific_journal-12002	130	102	taints	taint	NOUN
american_scientific_journal-12002	130	103	and	and	CCONJ
american_scientific_journal-12002	130	104	tolerations	toleration	NOUN
american_scientific_journal-12002	130	105	is	be	AUX
american_scientific_journal-12002	130	106	advisable	advisable	ADJ
american_scientific_journal-12002	130	107	,	,	PUNCT
american_scientific_journal-12002	130	108	augmented	augment	VERB
american_scientific_journal-12002	130	109	by	by	ADP
american_scientific_journal-12002	130	110	a	a	DET
american_scientific_journal-12002	130	111	predictive	predictive	ADJ
american_scientific_journal-12002	130	112	autoscaling	autoscale	VERB
american_scientific_journal-12002	130	113	model	model	NOUN
american_scientific_journal-12002	130	114	(	(	PUNCT
american_scientific_journal-12002	130	115	for	for	ADP
american_scientific_journal-12002	130	116	example	example	NOUN
american_scientific_journal-12002	130	117	,	,	PUNCT
american_scientific_journal-12002	130	118	based	base	VERB
american_scientific_journal-12002	130	119	on	on	ADP
american_scientific_journal-12002	130	120	time	time	NOUN
american_scientific_journal-12002	130	121	-	-	PUNCT
american_scientific_journal-12002	130	122	series	series	NOUN
american_scientific_journal-12002	130	123	forecasting	forecasting	NOUN
american_scientific_journal-12002	130	124	)	)	PUNCT
american_scientific_journal-12002	130	125	if	if	SCONJ
american_scientific_journal-12002	130	126	request	request	NOUN
american_scientific_journal-12002	130	127	patterns	pattern	NOUN
american_scientific_journal-12002	130	128	exhibit	exhibit	VERB
american_scientific_journal-12002	130	129	repeatable	repeatable	ADJ
american_scientific_journal-12002	130	130	behavior	behavior	NOUN
american_scientific_journal-12002	130	131	probable	probable	ADJ
american_scientific_journal-12002	130	132	vectors	vector	NOUN
american_scientific_journal-12002	130	133	for	for	ADP
american_scientific_journal-12002	130	134	the	the	DET
american_scientific_journal-12002	130	135	further	further	ADJ
american_scientific_journal-12002	130	136	evolution	evolution	NOUN
american_scientific_journal-12002	130	137	of	of	ADP
american_scientific_journal-12002	130	138	automatic	automatic	ADJ
american_scientific_journal-12002	130	139	scaling	scaling	NOUN
american_scientific_journal-12002	130	140	lie	lie	NOUN
american_scientific_journal-12002	130	141	,	,	PUNCT
american_scientific_journal-12002	130	142	first	first	ADV
american_scientific_journal-12002	130	143	,	,	PUNCT
american_scientific_journal-12002	130	144	in	in	ADP
american_scientific_journal-12002	130	145	the	the	DET
american_scientific_journal-12002	130	146	deeper	deep	ADJ
american_scientific_journal-12002	130	147	integration	integration	NOUN
american_scientific_journal-12002	130	148	of	of	ADP
american_scientific_journal-12002	130	149	predictive	predictive	ADJ
american_scientific_journal-12002	130	150	approaches	approach	NOUN
american_scientific_journal-12002	130	151	directly	directly	ADV
american_scientific_journal-12002	130	152	into	into	ADP
american_scientific_journal-12002	130	153	the	the	DET
american_scientific_journal-12002	130	154	kubernetes	kubernete	NOUN
american_scientific_journal-12002	130	155	core	core	NOUN
american_scientific_journal-12002	130	156	and	and	CCONJ
american_scientific_journal-12002	130	157	its	its	PRON
american_scientific_journal-12002	130	158	control	control	NOUN
american_scientific_journal-12002	130	159	plane	plane	NOUN
american_scientific_journal-12002	130	160	,	,	PUNCT
american_scientific_journal-12002	130	161	and	and	CCONJ
american_scientific_journal-12002	130	162	second	second	ADJ
american_scientific_journal-12002	130	163	,	,	PUNCT
american_scientific_journal-12002	130	164	in	in	ADP
american_scientific_journal-12002	130	165	the	the	DET
american_scientific_journal-12002	130	166	development	development	NOUN
american_scientific_journal-12002	130	167	of	of	ADP
american_scientific_journal-12002	130	168	unified	unified	ADJ
american_scientific_journal-12002	130	169	mechanisms	mechanism	NOUN
american_scientific_journal-12002	130	170	for	for	ADP
american_scientific_journal-12002	130	171	hybrid	hybrid	NOUN
american_scientific_journal-12002	130	172	and	and	CCONJ
american_scientific_journal-12002	130	173	edge	edge	NOUN
american_scientific_journal-12002	130	174	-	-	PUNCT
american_scientific_journal-12002	130	175	computing	compute	VERB
american_scientific_journal-12002	130	176	scenarios	scenario	NOUN
american_scientific_journal-12002	130	177	,	,	PUNCT
american_scientific_journal-12002	130	178	where	where	SCONJ
american_scientific_journal-12002	130	179	resource	resource	NOUN
american_scientific_journal-12002	130	180	management	management	NOUN
american_scientific_journal-12002	130	181	is	be	AUX
american_scientific_journal-12002	130	182	complicated	complicate	VERB
american_scientific_journal-12002	130	183	by	by	ADP
american_scientific_journal-12002	130	184	variable	variable	ADJ
american_scientific_journal-12002	130	185	network	network	NOUN
american_scientific_journal-12002	130	186	connectivity	connectivity	NOUN
american_scientific_journal-12002	130	187	and	and	CCONJ
american_scientific_journal-12002	130	188	the	the	DET
american_scientific_journal-12002	130	189	heterogeneity	heterogeneity	NOUN
american_scientific_journal-12002	130	190	of	of	ADP
american_scientific_journal-12002	130	191	hardware	hardware	NOUN
american_scientific_journal-12002	130	192	profiles	profile	NOUN
american_scientific_journal-12002	130	193	.	.	PUNCT
american_scientific_journal-12002	131	1	research	research	NOUN
american_scientific_journal-12002	131	2	and	and	CCONJ
american_scientific_journal-12002	131	3	engineering	engineering	NOUN
american_scientific_journal-12002	131	4	efforts	effort	NOUN
american_scientific_journal-12002	131	5	of	of	ADP
american_scientific_journal-12002	131	6	the	the	DET
american_scientific_journal-12002	131	7	community	community	NOUN
american_scientific_journal-12002	131	8	will	will	AUX
american_scientific_journal-12002	131	9	focus	focus	VERB
american_scientific_journal-12002	131	10	on	on	ADP
american_scientific_journal-12002	131	11	these	these	DET
american_scientific_journal-12002	131	12	domains	domain	NOUN
american_scientific_journal-12002	131	13	in	in	ADP
american_scientific_journal-12002	131	14	the	the	DET
american_scientific_journal-12002	131	15	coming	come	VERB
american_scientific_journal-12002	131	16	years	year	NOUN
american_scientific_journal-12002	131	17	.	.	PUNCT
american_scientific_journal-12002	132	1	references	reference	NOUN
american_scientific_journal-12002	132	2	[	[	X
american_scientific_journal-12002	132	3	1	1	NUM
american_scientific_journal-12002	132	4	]	]	PUNCT
american_scientific_journal-12002	132	5	.	.	PUNCT
american_scientific_journal-12002	133	1	cloud	cloud	PROPN
american_scientific_journal-12002	133	2	native	native	PROPN
american_scientific_journal-12002	133	3	computing	computing	PROPN
american_scientific_journal-12002	133	4	foundation	foundation	PROPN
american_scientific_journal-12002	133	5	.	.	PUNCT
american_scientific_journal-12002	134	1	(	(	PUNCT
american_scientific_journal-12002	134	2	2024	2024	NUM
american_scientific_journal-12002	134	3	)	)	PUNCT
american_scientific_journal-12002	134	4	.	.	PUNCT
american_scientific_journal-12002	135	1	cncf	cncf	ADJ
american_scientific_journal-12002	135	2	annual	annual	ADJ
american_scientific_journal-12002	135	3	survey	survey	NOUN
american_scientific_journal-12002	135	4	2023	2023	NUM
american_scientific_journal-12002	135	5	:	:	PUNCT
american_scientific_journal-12002	135	6	the	the	DET
american_scientific_journal-12002	135	7	state	state	NOUN
american_scientific_journal-12002	135	8	of	of	ADP
american_scientific_journal-12002	135	9	cloud	cloud	PROPN
american_scientific_journal-12002	135	10	native	native	ADJ
american_scientific_journal-12002	135	11	development	development	PROPN
american_scientific_journal-12002	135	12	,	,	PUNCT
american_scientific_journal-12002	135	13	from	from	ADP
american_scientific_journal-12002	135	14	:	:	PUNCT
american_scientific_journal-12002	135	15	https://www.cncf.io/reports/cncf-annual-survey-2023/	https://www.cncf.io/reports/cncf-annual-survey-2023/	PROPN
american_scientific_journal-12002	135	16	(	(	PUNCT
american_scientific_journal-12002	135	17	date	date	NOUN
american_scientific_journal-12002	135	18	accessed	access	VERB
american_scientific_journal-12002	135	19	:	:	PUNCT
american_scientific_journal-12002	135	20	17.05.2025	17.05.2025	NUM
american_scientific_journal-12002	135	21	)	)	PUNCT
american_scientific_journal-12002	135	22	.	.	PUNCT
american_scientific_journal-12002	136	1	[	[	X
american_scientific_journal-12002	136	2	2	2	NUM
american_scientific_journal-12002	136	3	]	]	PUNCT
american_scientific_journal-12002	136	4	.	.	PUNCT
american_scientific_journal-12002	137	1	nguyen	nguyen	NOUN
american_scientific_journal-12002	137	2	,	,	PUNCT
american_scientific_journal-12002	137	3	t.	t.	PROPN
american_scientific_journal-12002	137	4	t.	t.	PROPN
american_scientific_journal-12002	137	5	,	,	PUNCT
american_scientific_journal-12002	137	6	et	et	PROPN
american_scientific_journal-12002	137	7	al	al	PROPN
american_scientific_journal-12002	137	8	.	.	PROPN
american_scientific_journal-12002	137	9	(	(	PUNCT
american_scientific_journal-12002	137	10	2020	2020	NUM
american_scientific_journal-12002	137	11	)	)	PUNCT
american_scientific_journal-12002	137	12	.	.	PUNCT
american_scientific_journal-12002	138	1	horizontal	horizontal	ADJ
american_scientific_journal-12002	138	2	pod	pod	NOUN
american_scientific_journal-12002	138	3	autoscaling	autoscale	VERB
american_scientific_journal-12002	138	4	in	in	ADP
american_scientific_journal-12002	138	5	kubernetes	kubernete	NOUN
american_scientific_journal-12002	138	6	for	for	ADP
american_scientific_journal-12002	138	7	elastic	elastic	ADJ
american_scientific_journal-12002	138	8	container	container	NOUN
american_scientific_journal-12002	138	9	orchestration	orchestration	NOUN
american_scientific_journal-12002	138	10	.	.	PUNCT
american_scientific_journal-12002	139	1	sensors	sensor	NOUN
american_scientific_journal-12002	139	2	,	,	PUNCT
american_scientific_journal-12002	139	3	20(16	20(16	NUM
american_scientific_journal-12002	139	4	)	)	PUNCT
american_scientific_journal-12002	139	5	,	,	PUNCT
american_scientific_journal-12002	139	6	4621	4621	NUM
american_scientific_journal-12002	139	7	.	.	PUNCT
american_scientific_journal-12002	140	1	https://doi.org/10.3390/s20164621	https://doi.org/10.3390/s20164621	NUM
american_scientific_journal-12002	140	2	.	.	PUNCT
american_scientific_journal-12002	141	1	[	[	X
american_scientific_journal-12002	141	2	3	3	NUM
american_scientific_journal-12002	141	3	]	]	PUNCT
american_scientific_journal-12002	141	4	.	.	PUNCT
american_scientific_journal-12002	141	5	augustyn	augustyn	PROPN
american_scientific_journal-12002	141	6	,	,	PUNCT
american_scientific_journal-12002	141	7	d.	d.	PROPN
american_scientific_journal-12002	141	8	r.	r.	PROPN
american_scientific_journal-12002	141	9	,	,	PUNCT
american_scientific_journal-12002	141	10	wyciślik	wyciślik	PROPN
american_scientific_journal-12002	141	11	,	,	PUNCT
american_scientific_journal-12002	141	12	ł	ł	PROPN
american_scientific_journal-12002	141	13	.	.	PROPN
american_scientific_journal-12002	141	14	,	,	PUNCT
american_scientific_journal-12002	141	15	&	&	CCONJ
american_scientific_journal-12002	141	16	sojka	sojka	PROPN
american_scientific_journal-12002	141	17	,	,	PUNCT
american_scientific_journal-12002	141	18	m.	m.	NOUN
american_scientific_journal-12002	141	19	(	(	PUNCT
american_scientific_journal-12002	141	20	2024	2024	NUM
american_scientific_journal-12002	141	21	)	)	PUNCT
american_scientific_journal-12002	141	22	.	.	PUNCT
american_scientific_journal-12002	142	1	tuning	tune	VERB
american_scientific_journal-12002	142	2	a	a	DET
american_scientific_journal-12002	142	3	kubernetes	kubernete	NOUN
american_scientific_journal-12002	142	4	horizontal	horizontal	ADJ
american_scientific_journal-12002	142	5	pod	pod	NOUN
american_scientific_journal-12002	142	6	autoscaler	autoscaler	NOUN
american_scientific_journal-12002	142	7	for	for	ADP
american_scientific_journal-12002	142	8	meeting	meet	VERB
american_scientific_journal-12002	142	9	performance	performance	NOUN
american_scientific_journal-12002	142	10	and	and	CCONJ
american_scientific_journal-12002	142	11	load	load	NOUN
american_scientific_journal-12002	142	12	demands	demand	NOUN
american_scientific_journal-12002	142	13	in	in	ADP
american_scientific_journal-12002	142	14	cloud	cloud	ADJ
american_scientific_journal-12002	142	15	deployments	deployment	NOUN
american_scientific_journal-12002	142	16	.	.	PUNCT
american_scientific_journal-12002	143	1	applied	apply	VERB
american_scientific_journal-12002	143	2	sciences	science	NOUN
american_scientific_journal-12002	143	3	,	,	PUNCT
american_scientific_journal-12002	143	4	14(2	14(2	NUM
american_scientific_journal-12002	143	5	)	)	PUNCT
american_scientific_journal-12002	143	6	,	,	PUNCT
american_scientific_journal-12002	143	7	article	article	NOUN
american_scientific_journal-12002	143	8	646	646	NUM
american_scientific_journal-12002	143	9	.	.	PUNCT
american_scientific_journal-12002	144	1	https://doi.org/10.3390/app14020646	https://doi.org/10.3390/app14020646	NOUN
american_scientific_journal-12002	144	2	.	.	PUNCT
american_scientific_journal-12002	145	1	[	[	X
american_scientific_journal-12002	145	2	4	4	NUM
american_scientific_journal-12002	145	3	]	]	PUNCT
american_scientific_journal-12002	145	4	.	.	PUNCT
american_scientific_journal-12002	146	1	rolík	rolík	PROPN
american_scientific_journal-12002	146	2	,	,	PUNCT
american_scientific_journal-12002	146	3	o.	o.	PROPN
american_scientific_journal-12002	146	4	,	,	PUNCT
american_scientific_journal-12002	146	5	&	&	CCONJ
american_scientific_journal-12002	146	6	volkov	volkov	PROPN
american_scientific_journal-12002	146	7	,	,	PUNCT
american_scientific_journal-12002	146	8	v.	v.	PROPN
american_scientific_journal-12002	146	9	(	(	PUNCT
american_scientific_journal-12002	146	10	2024	2024	NUM
american_scientific_journal-12002	146	11	)	)	PUNCT
american_scientific_journal-12002	146	12	.	.	PUNCT
american_scientific_journal-12002	147	1	method	method	NOUN
american_scientific_journal-12002	147	2	of	of	ADP
american_scientific_journal-12002	147	3	horizontal	horizontal	ADJ
american_scientific_journal-12002	147	4	pod	pod	NOUN
american_scientific_journal-12002	147	5	scaling	scaling	NOUN
american_scientific_journal-12002	147	6	in	in	ADP
american_scientific_journal-12002	147	7	kubernetes	kubernete	NOUN
american_scientific_journal-12002	147	8	to	to	PART
american_scientific_journal-12002	147	9	omit	omit	VERB
american_scientific_journal-12002	147	10	overregulation	overregulation	NOUN
american_scientific_journal-12002	147	11	.	.	PUNCT
american_scientific_journal-12002	148	1	information	information	NOUN
american_scientific_journal-12002	148	2	,	,	PUNCT
american_scientific_journal-12002	148	3	computing	computing	NOUN
american_scientific_journal-12002	148	4	and	and	CCONJ
american_scientific_journal-12002	148	5	intelligent	intelligent	ADJ
american_scientific_journal-12002	148	6	systems	system	NOUN
american_scientific_journal-12002	148	7	,	,	PUNCT
american_scientific_journal-12002	148	8	(	(	PUNCT
american_scientific_journal-12002	148	9	5	5	NUM
american_scientific_journal-12002	148	10	)	)	PUNCT
american_scientific_journal-12002	148	11	,	,	PUNCT
american_scientific_journal-12002	148	12	55–67	55–67	NUM
american_scientific_journal-12002	148	13	.	.	PUNCT
american_scientific_journal-12002	149	1	[	[	X
american_scientific_journal-12002	149	2	5	5	NUM
american_scientific_journal-12002	149	3	]	]	PUNCT
american_scientific_journal-12002	149	4	.	.	PUNCT
american_scientific_journal-12002	150	1	emma	emma	PROPN
american_scientific_journal-12002	150	2	,	,	PUNCT
american_scientific_journal-12002	150	3	l.	l.	PROPN
american_scientific_journal-12002	150	4	(	(	PUNCT
american_scientific_journal-12002	150	5	2025	2025	NUM
american_scientific_journal-12002	150	6	)	)	PUNCT
american_scientific_journal-12002	150	7	.	.	PUNCT
american_scientific_journal-12002	151	1	multi	multi	ADJ
american_scientific_journal-12002	151	2	-	-	ADJ
american_scientific_journal-12002	151	3	cloud	cloud	ADJ
american_scientific_journal-12002	151	4	ai	ai	NOUN
american_scientific_journal-12002	151	5	strategies	strategy	NOUN
american_scientific_journal-12002	151	6	:	:	PUNCT
american_scientific_journal-12002	151	7	deploying	deploy	VERB
american_scientific_journal-12002	151	8	portable	portable	ADJ
american_scientific_journal-12002	151	9	machine	machine	NOUN
american_scientific_journal-12002	151	10	learning	learn	VERB
american_scientific_journal-12002	151	11	solutions	solution	NOUN
american_scientific_journal-12002	151	12	across	across	ADP
american_scientific_journal-12002	151	13	aws	aws	NOUN
american_scientific_journal-12002	151	14	,	,	PUNCT
american_scientific_journal-12002	151	15	azure	azure	NOUN
american_scientific_journal-12002	151	16	,	,	PUNCT
american_scientific_journal-12002	151	17	and	and	CCONJ
american_scientific_journal-12002	151	18	google	google	PROPN
american_scientific_journal-12002	151	19	cloud	cloud	NOUN
american_scientific_journal-12002	151	20	,	,	PUNCT
american_scientific_journal-12002	151	21	1	1	NUM
american_scientific_journal-12002	151	22	-	-	SYM
american_scientific_journal-12002	151	23	12	12	NUM
american_scientific_journal-12002	151	24	.	.	PUNCT
american_scientific_journal-12002	152	1	[	[	X
american_scientific_journal-12002	152	2	6	6	NUM
american_scientific_journal-12002	152	3	]	]	PUNCT
american_scientific_journal-12002	152	4	.	.	PUNCT
american_scientific_journal-12002	153	1	dang	dang	PROPN
american_scientific_journal-12002	153	2	-	-	PUNCT
american_scientific_journal-12002	153	3	quang	quang	PROPN
american_scientific_journal-12002	153	4	,	,	PUNCT
american_scientific_journal-12002	153	5	n.	n.	NOUN
american_scientific_journal-12002	153	6	m.	m.	NOUN
american_scientific_journal-12002	153	7	,	,	PUNCT
american_scientific_journal-12002	153	8	&	&	CCONJ
american_scientific_journal-12002	153	9	yoo	yoo	PROPN
american_scientific_journal-12002	153	10	,	,	PUNCT
american_scientific_journal-12002	153	11	m.	m.	NOUN
american_scientific_journal-12002	153	12	(	(	PUNCT
american_scientific_journal-12002	153	13	2021	2021	NUM
american_scientific_journal-12002	153	14	)	)	PUNCT
american_scientific_journal-12002	153	15	.	.	PUNCT
american_scientific_journal-12002	154	1	deep	deep	ADJ
american_scientific_journal-12002	154	2	learning	learning	NOUN
american_scientific_journal-12002	154	3	–	–	PUNCT
american_scientific_journal-12002	154	4	based	base	VERB
american_scientific_journal-12002	154	5	autoscaling	autoscaling	NOUN
american_scientific_journal-12002	154	6	using	use	VERB
american_scientific_journal-12002	154	7	bidirectional	bidirectional	NOUN
american_scientific_journal-12002	154	8	long	long	ADJ
american_scientific_journal-12002	154	9	shortterm	shortterm	NOUN
american_scientific_journal-12002	154	10	memory	memory	NOUN
american_scientific_journal-12002	154	11	for	for	ADP
american_scientific_journal-12002	154	12	kubernetes	kubernete	NOUN
american_scientific_journal-12002	154	13	.	.	PUNCT
american_scientific_journal-12002	155	1	applied	apply	VERB
american_scientific_journal-12002	155	2	sciences	science	NOUN
american_scientific_journal-12002	155	3	,	,	PUNCT
american_scientific_journal-12002	155	4	11(9	11(9	PROPN
american_scientific_journal-12002	155	5	)	)	PUNCT
american_scientific_journal-12002	155	6	,	,	PUNCT
american_scientific_journal-12002	155	7	article	article	NOUN
american_scientific_journal-12002	155	8	3835	3835	NUM
american_scientific_journal-12002	155	9	.	.	PUNCT
american_scientific_journal-12002	156	1	https://doi.org/10.3390/app11093835	https://doi.org/10.3390/app11093835	PROPN
american_scientific_journal-12002	157	1	[	[	X
american_scientific_journal-12002	157	2	7	7	NUM
american_scientific_journal-12002	157	3	]	]	PUNCT
american_scientific_journal-12002	157	4	.	.	PUNCT
american_scientific_journal-12002	158	1	dogani	dogani	PROPN
american_scientific_journal-12002	158	2	,	,	PUNCT
american_scientific_journal-12002	158	3	j.	j.	PROPN
american_scientific_journal-12002	158	4	,	,	PUNCT
american_scientific_journal-12002	158	5	namvar	namvar	PROPN
american_scientific_journal-12002	158	6	,	,	PUNCT
american_scientific_journal-12002	158	7	r.	r.	PROPN
american_scientific_journal-12002	158	8	,	,	PUNCT
american_scientific_journal-12002	158	9	&	&	CCONJ
american_scientific_journal-12002	158	10	khunjush	khunjush	PROPN
american_scientific_journal-12002	158	11	,	,	PUNCT
american_scientific_journal-12002	158	12	f.	f.	PROPN
american_scientific_journal-12002	158	13	(	(	PUNCT
american_scientific_journal-12002	158	14	2023	2023	NUM
american_scientific_journal-12002	158	15	)	)	PUNCT
american_scientific_journal-12002	158	16	.	.	PUNCT
american_scientific_journal-12002	159	1	auto	auto	NOUN
american_scientific_journal-12002	159	2	-	-	PUNCT
american_scientific_journal-12002	159	3	scaling	scale	VERB
american_scientific_journal-12002	159	4	techniques	technique	NOUN
american_scientific_journal-12002	159	5	in	in	ADP
american_scientific_journal-12002	159	6	container	container	NOUN
american_scientific_journal-12002	159	7	-	-	PUNCT
american_scientific_journal-12002	159	8	based	base	VERB
american_scientific_journal-12002	159	9	cloud	cloud	NOUN
american_scientific_journal-12002	159	10	and	and	CCONJ
american_scientific_journal-12002	159	11	https://www.cncf.io/reports/cncf-annual-survey-2023/	https://www.cncf.io/reports/cncf-annual-survey-2023/	VERB
american_scientific_journal-12002	159	12	https://doi.org/10.3390/s20164621	https://doi.org/10.3390/s20164621	NUM
american_scientific_journal-12002	159	13	https://doi.org/10.3390/app14020646	https://doi.org/10.3390/app14020646	NOUN
american_scientific_journal-12002	159	14	https://doi.org/10.3390/app11093835	https://doi.org/10.3390/app11093835	VERB
american_scientific_journal-12002	159	15	american	american	PROPN
american_scientific_journal-12002	159	16	academic	academic	ADJ
american_scientific_journal-12002	159	17	scientific	scientific	ADJ
american_scientific_journal-12002	159	18	research	research	NOUN
american_scientific_journal-12002	159	19	journal	journal	NOUN
american_scientific_journal-12002	159	20	for	for	ADP
american_scientific_journal-12002	159	21	engineering	engineering	NOUN
american_scientific_journal-12002	159	22	,	,	PUNCT
american_scientific_journal-12002	159	23	technology	technology	NOUN
american_scientific_journal-12002	159	24	,	,	PUNCT
american_scientific_journal-12002	159	25	and	and	CCONJ
american_scientific_journal-12002	159	26	sciences	science	NOUN
american_scientific_journal-12002	159	27	(	(	PUNCT
american_scientific_journal-12002	159	28	asrjets	asrjet	NOUN
american_scientific_journal-12002	159	29	)	)	PUNCT
american_scientific_journal-12002	159	30	volume	volume	NOUN
american_scientific_journal-12002	159	31	103	103	NUM
american_scientific_journal-12002	159	32	,	,	PUNCT
american_scientific_journal-12002	159	33	no	no	DET
american_scientific_journal-12002	159	34	1	1	NUM
american_scientific_journal-12002	159	35	,	,	PUNCT
american_scientific_journal-12002	159	36	pp	pp	ADV
american_scientific_journal-12002	159	37	137	137	NUM
american_scientific_journal-12002	159	38	-	-	SYM
american_scientific_journal-12002	159	39	146	146	NUM
american_scientific_journal-12002	159	40	146	146	NUM
american_scientific_journal-12002	159	41	edge	edge	NOUN
american_scientific_journal-12002	159	42	/	/	SYM
american_scientific_journal-12002	159	43	fog	fog	NOUN
american_scientific_journal-12002	159	44	computing	computing	NOUN
american_scientific_journal-12002	159	45	:	:	PUNCT
american_scientific_journal-12002	159	46	taxonomy	taxonomy	NOUN
american_scientific_journal-12002	159	47	and	and	CCONJ
american_scientific_journal-12002	159	48	survey	survey	NOUN
american_scientific_journal-12002	159	49	.	.	PUNCT
american_scientific_journal-12002	160	1	computer	computer	NOUN
american_scientific_journal-12002	160	2	communications	communication	NOUN
american_scientific_journal-12002	160	3	,	,	PUNCT
american_scientific_journal-12002	160	4	209	209	NUM
american_scientific_journal-12002	160	5	,	,	PUNCT
american_scientific_journal-12002	160	6	120–150	120–150	NUM
american_scientific_journal-12002	160	7	.	.	PUNCT
american_scientific_journal-12002	161	1	https://doi.org/10.1016/j.comcom.2023.06.010	https://doi.org/10.1016/j.comcom.2023.06.010	NOUN
american_scientific_journal-12002	161	2	[	[	X
american_scientific_journal-12002	161	3	8	8	NUM
american_scientific_journal-12002	161	4	]	]	PUNCT
american_scientific_journal-12002	161	5	.	.	PUNCT
american_scientific_journal-12002	162	1	mondal	mondal	PROPN
american_scientific_journal-12002	162	2	,	,	PUNCT
american_scientific_journal-12002	162	3	s.	s.	PROPN
american_scientific_journal-12002	162	4	k.	k.	PROPN
american_scientific_journal-12002	162	5	,	,	PUNCT
american_scientific_journal-12002	162	6	et	et	PROPN
american_scientific_journal-12002	162	7	al	al	PROPN
american_scientific_journal-12002	162	8	.	.	PROPN
american_scientific_journal-12002	162	9	(	(	PUNCT
american_scientific_journal-12002	162	10	2023	2023	NUM
american_scientific_journal-12002	162	11	)	)	PUNCT
american_scientific_journal-12002	162	12	.	.	PUNCT
american_scientific_journal-12002	163	1	toward	toward	ADP
american_scientific_journal-12002	163	2	optimal	optimal	ADJ
american_scientific_journal-12002	163	3	load	load	NOUN
american_scientific_journal-12002	163	4	prediction	prediction	NOUN
american_scientific_journal-12002	163	5	and	and	CCONJ
american_scientific_journal-12002	163	6	customizable	customizable	ADJ
american_scientific_journal-12002	163	7	autoscaling	autoscale	VERB
american_scientific_journal-12002	163	8	scheme	scheme	NOUN
american_scientific_journal-12002	163	9	for	for	ADP
american_scientific_journal-12002	163	10	kubernetes	kubernete	NOUN
american_scientific_journal-12002	163	11	.	.	PUNCT
american_scientific_journal-12002	164	1	mathematics	mathematic	NOUN
american_scientific_journal-12002	164	2	,	,	PUNCT
american_scientific_journal-12002	164	3	11(12	11(12	NUM
american_scientific_journal-12002	164	4	)	)	PUNCT
american_scientific_journal-12002	164	5	,	,	PUNCT
american_scientific_journal-12002	164	6	article	article	NOUN
american_scientific_journal-12002	164	7	2675	2675	NUM
american_scientific_journal-12002	164	8	.	.	PUNCT
american_scientific_journal-12002	165	1	https://doi.org/10.3390/math11122675	https://doi.org/10.3390/math11122675	PROPN
american_scientific_journal-12002	166	1	[	[	X
american_scientific_journal-12002	166	2	9	9	NUM
american_scientific_journal-12002	166	3	]	]	PUNCT
american_scientific_journal-12002	166	4	.	.	PUNCT
american_scientific_journal-12002	167	1	senjab	senjab	PROPN
american_scientific_journal-12002	167	2	,	,	PUNCT
american_scientific_journal-12002	167	3	k.	k.	PROPN
american_scientific_journal-12002	167	4	,	,	PUNCT
american_scientific_journal-12002	167	5	et	et	PROPN
american_scientific_journal-12002	167	6	al	al	PROPN
american_scientific_journal-12002	167	7	.	.	PROPN
american_scientific_journal-12002	168	1	(	(	PUNCT
american_scientific_journal-12002	168	2	2023	2023	NUM
american_scientific_journal-12002	168	3	)	)	PUNCT
american_scientific_journal-12002	168	4	.	.	PUNCT
american_scientific_journal-12002	169	1	a	a	DET
american_scientific_journal-12002	169	2	survey	survey	NOUN
american_scientific_journal-12002	169	3	of	of	ADP
american_scientific_journal-12002	169	4	kubernetes	kubernete	NOUN
american_scientific_journal-12002	169	5	scheduling	scheduling	NOUN
american_scientific_journal-12002	169	6	algorithms	algorithm	NOUN
american_scientific_journal-12002	169	7	.	.	PUNCT
american_scientific_journal-12002	170	1	journal	journal	NOUN
american_scientific_journal-12002	170	2	of	of	ADP
american_scientific_journal-12002	170	3	cloud	cloud	PROPN
american_scientific_journal-12002	170	4	computing	computing	NOUN
american_scientific_journal-12002	170	5	,	,	PUNCT
american_scientific_journal-12002	170	6	12	12	NUM
american_scientific_journal-12002	170	7	(	(	PUNCT
american_scientific_journal-12002	170	8	1	1	NUM
american_scientific_journal-12002	170	9	)	)	PUNCT
american_scientific_journal-12002	170	10	.	.	PUNCT
american_scientific_journal-12002	171	1	[	[	X
american_scientific_journal-12002	171	2	10	10	NUM
american_scientific_journal-12002	171	3	]	]	PUNCT
american_scientific_journal-12002	171	4	.	.	PUNCT
american_scientific_journal-12002	172	1	rabiu	rabiu	NOUN
american_scientific_journal-12002	172	2	,	,	PUNCT
american_scientific_journal-12002	172	3	s.	s.	PROPN
american_scientific_journal-12002	172	4	,	,	PUNCT
american_scientific_journal-12002	172	5	yong	yong	PROPN
american_scientific_journal-12002	172	6	,	,	PUNCT
american_scientific_journal-12002	172	7	c.	c.	PROPN
american_scientific_journal-12002	172	8	h.	h.	PROPN
american_scientific_journal-12002	172	9	,	,	PUNCT
american_scientific_journal-12002	172	10	&	&	CCONJ
american_scientific_journal-12002	172	11	mohamad	mohamad	PROPN
american_scientific_journal-12002	172	12	,	,	PUNCT
american_scientific_journal-12002	172	13	s.	s.	PROPN
american_scientific_journal-12002	172	14	m.	m.	PROPN
american_scientific_journal-12002	172	15	s.	s.	PROPN
american_scientific_journal-12002	172	16	(	(	PUNCT
american_scientific_journal-12002	172	17	2022	2022	NUM
american_scientific_journal-12002	172	18	)	)	PUNCT
american_scientific_journal-12002	172	19	.	.	PUNCT
american_scientific_journal-12002	173	1	a	a	DET
american_scientific_journal-12002	173	2	cloud	cloud	NOUN
american_scientific_journal-12002	173	3	-	-	PUNCT
american_scientific_journal-12002	173	4	based	base	VERB
american_scientific_journal-12002	173	5	container	container	NOUN
american_scientific_journal-12002	173	6	microservices	microservice	NOUN
american_scientific_journal-12002	173	7	:	:	PUNCT
american_scientific_journal-12002	173	8	a	a	DET
american_scientific_journal-12002	173	9	review	review	NOUN
american_scientific_journal-12002	173	10	on	on	ADP
american_scientific_journal-12002	173	11	load	load	NOUN
american_scientific_journal-12002	173	12	-	-	PUNCT
american_scientific_journal-12002	173	13	balancing	balance	VERB
american_scientific_journal-12002	173	14	and	and	CCONJ
american_scientific_journal-12002	173	15	auto	auto	NOUN
american_scientific_journal-12002	173	16	-	-	PUNCT
american_scientific_journal-12002	173	17	scaling	scale	VERB
american_scientific_journal-12002	173	18	issues	issue	NOUN
american_scientific_journal-12002	173	19	.	.	PUNCT
american_scientific_journal-12002	174	1	international	international	ADJ
american_scientific_journal-12002	174	2	journal	journal	PROPN
american_scientific_journal-12002	174	3	of	of	ADP
american_scientific_journal-12002	174	4	data	data	PROPN
american_scientific_journal-12002	174	5	science	science	NOUN
american_scientific_journal-12002	174	6	,	,	PUNCT
american_scientific_journal-12002	174	7	3(2	3(2	NUM
american_scientific_journal-12002	174	8	)	)	PUNCT
american_scientific_journal-12002	174	9	,	,	PUNCT
american_scientific_journal-12002	174	10	80–92	80–92	NUM
american_scientific_journal-12002	174	11	.	.	PUNCT
american_scientific_journal-12002	175	1	https://doi.org/10.18517/ijods.3.2.80-92.2022	https://doi.org/10.18517/ijods.3.2.80-92.2022	NOUN
american_scientific_journal-12002	176	1	[	[	X
american_scientific_journal-12002	176	2	11	11	NUM
american_scientific_journal-12002	176	3	]	]	PUNCT
american_scientific_journal-12002	176	4	.	.	PUNCT
american_scientific_journal-12002	177	1	nuthalapati	nuthalapati	PROPN
american_scientific_journal-12002	177	2	,	,	PUNCT
american_scientific_journal-12002	177	3	a.	a.	NOUN
american_scientific_journal-12002	177	4	(	(	PUNCT
american_scientific_journal-12002	177	5	2025	2025	NUM
american_scientific_journal-12002	177	6	)	)	PUNCT
american_scientific_journal-12002	177	7	.	.	PUNCT
american_scientific_journal-12002	178	1	scaling	scale	VERB
american_scientific_journal-12002	178	2	ai	ai	AUX
american_scientific_journal-12002	178	3	applications	application	NOUN
american_scientific_journal-12002	178	4	on	on	ADP
american_scientific_journal-12002	178	5	the	the	DET
american_scientific_journal-12002	178	6	cloud	cloud	NOUN
american_scientific_journal-12002	178	7	toward	toward	ADP
american_scientific_journal-12002	178	8	optimized	optimize	VERB
american_scientific_journal-12002	178	9	cloud	cloud	ADJ
american_scientific_journal-12002	178	10	-	-	PUNCT
american_scientific_journal-12002	178	11	native	native	ADJ
american_scientific_journal-12002	178	12	architectures	architecture	NOUN
american_scientific_journal-12002	178	13	,	,	PUNCT
american_scientific_journal-12002	178	14	model	model	NOUN
american_scientific_journal-12002	178	15	efficiency	efficiency	NOUN
american_scientific_journal-12002	178	16	,	,	PUNCT
american_scientific_journal-12002	178	17	and	and	CCONJ
american_scientific_journal-12002	178	18	workload	workload	NOUN
american_scientific_journal-12002	178	19	distribution	distribution	NOUN
american_scientific_journal-12002	178	20	.	.	PUNCT
american_scientific_journal-12002	179	1	international	international	ADJ
american_scientific_journal-12002	179	2	journal	journal	NOUN
american_scientific_journal-12002	179	3	of	of	ADP
american_scientific_journal-12002	179	4	latest	late	ADJ
american_scientific_journal-12002	179	5	technology	technology	NOUN
american_scientific_journal-12002	179	6	in	in	ADP
american_scientific_journal-12002	179	7	engineering	engineering	NOUN
american_scientific_journal-12002	179	8	,	,	PUNCT
american_scientific_journal-12002	179	9	management	management	NOUN
american_scientific_journal-12002	179	10	&	&	CCONJ
american_scientific_journal-12002	179	11	applied	apply	VERB
american_scientific_journal-12002	179	12	science	science	NOUN
american_scientific_journal-12002	179	13	,	,	PUNCT
american_scientific_journal-12002	179	14	14(2	14(2	NUM
american_scientific_journal-12002	179	15	)	)	PUNCT
american_scientific_journal-12002	179	16	,	,	PUNCT
american_scientific_journal-12002	179	17	200–206	200–206	NUM
american_scientific_journal-12002	179	18	.	.	PUNCT
american_scientific_journal-12002	180	1	https://doi.org/10.51583/ijltemas.2025.14020022	https://doi.org/10.51583/ijltemas.2025.14020022	PROPN
american_scientific_journal-12002	180	2	https://doi.org/10.1016/j.comcom.2023.06.010	https://doi.org/10.1016/j.comcom.2023.06.010	PROPN
american_scientific_journal-12002	180	3	https://doi.org/10.3390/math11122675	https://doi.org/10.3390/math11122675	VERB
american_scientific_journal-12002	180	4	https://doi.org/10.18517/ijods.3.2.80-92.2022	https://doi.org/10.18517/ijods.3.2.80-92.2022	NOUN
american_scientific_journal-12002	180	5	https://doi.org/10.51583/ijltemas.2025.14020022	https://doi.org/10.51583/ijltemas.2025.14020022	PROPN