id	sid	tid	token	lemma	pos
ajtas-3076	1	1	american	american	PROPN
ajtas-3076	1	2	journal	journal	PROPN
ajtas-3076	1	3	of	of	ADP
ajtas-3076	1	4	technology	technology	NOUN
ajtas-3076	1	5	and	and	CCONJ
ajtas-3076	1	6	applied	apply	VERB
ajtas-3076	1	7	sciences	sciences	PROPN
ajtas-3076	1	8	issn	issn	X
ajtas-3076	1	9	(	(	PUNCT
ajtas-3076	1	10	e	e	NOUN
ajtas-3076	1	11	):	):	PUNCT
ajtas-3076	1	12	2832	2832	NUM
ajtas-3076	1	13	-	-	SYM
ajtas-3076	1	14	1766	1766	NUM
ajtas-3076	1	15	volume	volume	NOUN
ajtas-3076	1	16	40	40	NUM
ajtas-3076	1	17	,	,	PUNCT
ajtas-3076	1	18	september	september	PROPN
ajtas-3076	1	19	2025	2025	NUM
ajtas-3076	1	20	p	p	NOUN
ajtas-3076	1	21	a	a	DET
ajtas-3076	1	22	g	g	NOUN
ajtas-3076	1	23	e	e	NOUN
ajtas-3076	1	24	|	|	ADV
ajtas-3076	1	25	1	1	NUM
ajtas-3076	1	26	www.americanjournal.org	www.americanjournal.org	NOUN
ajtas-3076	1	27	comparative	comparative	ADJ
ajtas-3076	1	28	analysis	analysis	NOUN
ajtas-3076	1	29	of	of	ADP
ajtas-3076	1	30	the	the	DET
ajtas-3076	1	31	efficiency	efficiency	NOUN
ajtas-3076	1	32	of	of	ADP
ajtas-3076	1	33	microservice	microservice	NOUN
ajtas-3076	1	34	and	and	CCONJ
ajtas-3076	1	35	monolithic	monolithic	ADJ
ajtas-3076	1	36	architectures	architecture	NOUN
ajtas-3076	1	37	under	under	ADP
ajtas-3076	1	38	high	high	ADJ
ajtas-3076	1	39	load	load	NOUN
ajtas-3076	1	40	conditions	condition	NOUN
ajtas-3076	1	41	michael	michael	PROPN
ajtas-3076	1	42	gevorgyan	gevorgyan	VERB
ajtas-3076	1	43	it	it	PRON
ajtas-3076	1	44	specialist	specialist	NOUN
ajtas-3076	1	45	,	,	PUNCT
ajtas-3076	1	46	armenia	armenia	PROPN
ajtas-3076	1	47	a	a	DET
ajtas-3076	1	48	b	b	PROPN
ajtas-3076	1	49	s	s	ADP
ajtas-3076	1	50	t	t	PROPN
ajtas-3076	1	51	r	r	NOUN
ajtas-3076	1	52	a	a	DET
ajtas-3076	1	53	c	c	NOUN
ajtas-3076	1	54	t	t	NOUN
ajtas-3076	2	1	k	k	X
ajtas-3076	2	2	e	e	PROPN
ajtas-3076	2	3	y	y	PROPN
ajtas-3076	2	4	w	w	NOUN
ajtas-3076	2	5	o	o	NOUN
ajtas-3076	2	6	r	r	NOUN
ajtas-3076	2	7	d	d	X
ajtas-3076	2	8	s	s	AUX
ajtas-3076	2	9	the	the	DET
ajtas-3076	2	10	article	article	NOUN
ajtas-3076	2	11	presents	present	VERB
ajtas-3076	2	12	a	a	DET
ajtas-3076	2	13	comparative	comparative	ADJ
ajtas-3076	2	14	analysis	analysis	NOUN
ajtas-3076	2	15	of	of	ADP
ajtas-3076	2	16	the	the	DET
ajtas-3076	2	17	efficiency	efficiency	NOUN
ajtas-3076	2	18	of	of	ADP
ajtas-3076	2	19	microservice	microservice	NOUN
ajtas-3076	2	20	and	and	CCONJ
ajtas-3076	2	21	monolithic	monolithic	ADJ
ajtas-3076	2	22	architectures	architecture	NOUN
ajtas-3076	2	23	under	under	ADP
ajtas-3076	2	24	high	high	ADJ
ajtas-3076	2	25	load	load	NOUN
ajtas-3076	2	26	conditions	condition	NOUN
ajtas-3076	2	27	.	.	PUNCT
ajtas-3076	3	1	the	the	DET
ajtas-3076	3	2	main	main	ADJ
ajtas-3076	3	3	focus	focus	NOUN
ajtas-3076	3	4	is	be	AUX
ajtas-3076	3	5	on	on	ADP
ajtas-3076	3	6	such	such	ADJ
ajtas-3076	3	7	parameters	parameter	NOUN
ajtas-3076	3	8	as	as	ADP
ajtas-3076	3	9	scalability	scalability	NOUN
ajtas-3076	3	10	,	,	PUNCT
ajtas-3076	3	11	performance	performance	NOUN
ajtas-3076	3	12	,	,	PUNCT
ajtas-3076	3	13	fault	fault	VERB
ajtas-3076	3	14	tolerance	tolerance	NOUN
ajtas-3076	3	15	,	,	PUNCT
ajtas-3076	3	16	and	and	CCONJ
ajtas-3076	3	17	infrastructure	infrastructure	NOUN
ajtas-3076	3	18	costs	cost	NOUN
ajtas-3076	3	19	.	.	PUNCT
ajtas-3076	4	1	the	the	DET
ajtas-3076	4	2	results	result	NOUN
ajtas-3076	4	3	show	show	VERB
ajtas-3076	4	4	that	that	SCONJ
ajtas-3076	4	5	microservice	microservice	NOUN
ajtas-3076	4	6	architecture	architecture	NOUN
ajtas-3076	4	7	provides	provide	VERB
ajtas-3076	4	8	higher	high	ADJ
ajtas-3076	4	9	stability	stability	NOUN
ajtas-3076	4	10	and	and	CCONJ
ajtas-3076	4	11	scalability	scalability	NOUN
ajtas-3076	4	12	under	under	ADP
ajtas-3076	4	13	intensive	intensive	ADJ
ajtas-3076	4	14	loads	load	NOUN
ajtas-3076	4	15	,	,	PUNCT
ajtas-3076	4	16	but	but	CCONJ
ajtas-3076	4	17	its	its	PRON
ajtas-3076	4	18	use	use	NOUN
ajtas-3076	4	19	is	be	AUX
ajtas-3076	4	20	associated	associate	VERB
ajtas-3076	4	21	with	with	ADP
ajtas-3076	4	22	increased	increase	VERB
ajtas-3076	4	23	operating	operating	NOUN
ajtas-3076	4	24	costs	cost	NOUN
ajtas-3076	4	25	and	and	CCONJ
ajtas-3076	4	26	increased	increase	VERB
ajtas-3076	4	27	infrastructure	infrastructure	NOUN
ajtas-3076	4	28	complexity	complexity	NOUN
ajtas-3076	4	29	.	.	PUNCT
ajtas-3076	5	1	at	at	ADP
ajtas-3076	5	2	the	the	DET
ajtas-3076	5	3	same	same	ADJ
ajtas-3076	5	4	time	time	NOUN
ajtas-3076	5	5	,	,	PUNCT
ajtas-3076	5	6	monolithic	monolithic	ADJ
ajtas-3076	5	7	architecture	architecture	NOUN
ajtas-3076	5	8	demonstrates	demonstrate	VERB
ajtas-3076	5	9	better	well	ADJ
ajtas-3076	5	10	performance	performance	NOUN
ajtas-3076	5	11	under	under	ADP
ajtas-3076	5	12	moderate	moderate	ADJ
ajtas-3076	5	13	load	load	NOUN
ajtas-3076	5	14	and	and	CCONJ
ajtas-3076	5	15	is	be	AUX
ajtas-3076	5	16	characterized	characterize	VERB
ajtas-3076	5	17	by	by	ADP
ajtas-3076	5	18	lower	low	ADJ
ajtas-3076	5	19	maintenance	maintenance	NOUN
ajtas-3076	5	20	costs	cost	NOUN
ajtas-3076	5	21	.	.	PUNCT
ajtas-3076	6	1	microservices	microservice	NOUN
ajtas-3076	6	2	,	,	PUNCT
ajtas-3076	6	3	monolithic	monolithic	ADJ
ajtas-3076	6	4	architecture	architecture	NOUN
ajtas-3076	6	5	,	,	PUNCT
ajtas-3076	6	6	high	high	ADJ
ajtas-3076	6	7	load	load	NOUN
ajtas-3076	6	8	,	,	PUNCT
ajtas-3076	6	9	scalability	scalability	NOUN
ajtas-3076	6	10	,	,	PUNCT
ajtas-3076	6	11	performance	performance	NOUN
ajtas-3076	6	12	,	,	PUNCT
ajtas-3076	6	13	fault	fault	VERB
ajtas-3076	6	14	tolerance	tolerance	NOUN
ajtas-3076	6	15	,	,	PUNCT
ajtas-3076	6	16	devops	devop	NOUN
ajtas-3076	6	17	,	,	PUNCT
ajtas-3076	6	18	hybrid	hybrid	ADJ
ajtas-3076	6	19	architectures	architecture	NOUN
ajtas-3076	6	20	.	.	PUNCT
ajtas-3076	7	1	introduction	introduction	NOUN
ajtas-3076	7	2	the	the	DET
ajtas-3076	7	3	scientific	scientific	ADJ
ajtas-3076	7	4	novelty	novelty	NOUN
ajtas-3076	7	5	of	of	ADP
ajtas-3076	7	6	the	the	DET
ajtas-3076	7	7	article	article	NOUN
ajtas-3076	7	8	lies	lie	VERB
ajtas-3076	7	9	in	in	ADP
ajtas-3076	7	10	identifying	identify	VERB
ajtas-3076	7	11	the	the	DET
ajtas-3076	7	12	hidden	hidden	ADJ
ajtas-3076	7	13	overhead	overhead	ADJ
ajtas-3076	7	14	costs	cost	NOUN
ajtas-3076	7	15	of	of	ADP
ajtas-3076	7	16	microservice	microservice	NOUN
ajtas-3076	7	17	architecture	architecture	NOUN
ajtas-3076	7	18	(	(	PUNCT
ajtas-3076	7	19	service	service	NOUN
ajtas-3076	7	20	mesh	mesh	NOUN
ajtas-3076	7	21	,	,	PUNCT
ajtas-3076	7	22	tracing	tracing	NOUN
ajtas-3076	7	23	,	,	PUNCT
ajtas-3076	7	24	multi	multi	ADJ
ajtas-3076	7	25	-	-	ADJ
ajtas-3076	7	26	cloud	cloud	ADJ
ajtas-3076	7	27	scenarios	scenario	NOUN
ajtas-3076	7	28	)	)	PUNCT
ajtas-3076	7	29	and	and	CCONJ
ajtas-3076	7	30	comparative	comparative	ADJ
ajtas-3076	7	31	assessment	assessment	NOUN
ajtas-3076	7	32	of	of	ADP
ajtas-3076	7	33	its	its	PRON
ajtas-3076	7	34	effectiveness	effectiveness	NOUN
ajtas-3076	7	35	compared	compare	VERB
ajtas-3076	7	36	to	to	ADP
ajtas-3076	7	37	a	a	DET
ajtas-3076	7	38	monolithic	monolithic	ADJ
ajtas-3076	7	39	approach	approach	NOUN
ajtas-3076	7	40	under	under	ADP
ajtas-3076	7	41	high	high	ADJ
ajtas-3076	7	42	load	load	NOUN
ajtas-3076	7	43	conditions	condition	NOUN
ajtas-3076	7	44	,	,	PUNCT
ajtas-3076	7	45	which	which	PRON
ajtas-3076	7	46	allows	allow	VERB
ajtas-3076	7	47	us	we	PRON
ajtas-3076	7	48	to	to	PART
ajtas-3076	7	49	propose	propose	VERB
ajtas-3076	7	50	reasonable	reasonable	ADJ
ajtas-3076	7	51	criteria	criterion	NOUN
ajtas-3076	7	52	for	for	ADP
ajtas-3076	7	53	choosing	choose	VERB
ajtas-3076	7	54	an	an	DET
ajtas-3076	7	55	architecture	architecture	NOUN
ajtas-3076	7	56	for	for	ADP
ajtas-3076	7	57	scalable	scalable	ADJ
ajtas-3076	7	58	systems	system	NOUN
ajtas-3076	7	59	.	.	PUNCT
ajtas-3076	8	1	optimization	optimization	NOUN
ajtas-3076	8	2	of	of	ADP
ajtas-3076	8	3	software	software	NOUN
ajtas-3076	8	4	system	system	NOUN
ajtas-3076	8	5	architecture	architecture	NOUN
ajtas-3076	8	6	in	in	ADP
ajtas-3076	8	7	the	the	DET
ajtas-3076	8	8	context	context	NOUN
ajtas-3076	8	9	of	of	ADP
ajtas-3076	8	10	rapid	rapid	ADJ
ajtas-3076	8	11	growth	growth	NOUN
ajtas-3076	8	12	of	of	ADP
ajtas-3076	8	13	data	datum	NOUN
ajtas-3076	8	14	volumes	volume	NOUN
ajtas-3076	8	15	and	and	CCONJ
ajtas-3076	8	16	computational	computational	ADJ
ajtas-3076	8	17	requirements	requirement	NOUN
ajtas-3076	8	18	is	be	AUX
ajtas-3076	8	19	one	one	NUM
ajtas-3076	8	20	of	of	ADP
ajtas-3076	8	21	the	the	DET
ajtas-3076	8	22	key	key	ADJ
ajtas-3076	8	23	tasks	task	NOUN
ajtas-3076	8	24	of	of	ADP
ajtas-3076	8	25	modern	modern	ADJ
ajtas-3076	8	26	software	software	NOUN
ajtas-3076	8	27	engineering	engineering	NOUN
ajtas-3076	8	28	.	.	PUNCT
ajtas-3076	9	1	according	accord	VERB
ajtas-3076	9	2	to	to	ADP
ajtas-3076	9	3	forecasts	forecast	NOUN
ajtas-3076	9	4	of	of	ADP
ajtas-3076	9	5	analytical	analytical	ADJ
ajtas-3076	9	6	agencies	agency	NOUN
ajtas-3076	9	7	,	,	PUNCT
ajtas-3076	9	8	by	by	ADP
ajtas-3076	9	9	2030	2030	NUM
ajtas-3076	9	10	the	the	DET
ajtas-3076	9	11	number	number	NOUN
ajtas-3076	9	12	of	of	ADP
ajtas-3076	9	13	connected	connected	ADJ
ajtas-3076	9	14	iot	iot	NOUN
ajtas-3076	9	15	devices	device	NOUN
ajtas-3076	9	16	will	will	AUX
ajtas-3076	9	17	reach	reach	VERB
ajtas-3076	9	18	29	29	NUM
ajtas-3076	9	19	billion	billion	NUM
ajtas-3076	9	20	,	,	PUNCT
ajtas-3076	9	21	which	which	PRON
ajtas-3076	9	22	will	will	AUX
ajtas-3076	9	23	entail	entail	VERB
ajtas-3076	9	24	a	a	DET
ajtas-3076	9	25	significant	significant	ADJ
ajtas-3076	9	26	increase	increase	NOUN
ajtas-3076	9	27	in	in	ADP
ajtas-3076	9	28	the	the	DET
ajtas-3076	9	29	load	load	NOUN
ajtas-3076	9	30	on	on	ADP
ajtas-3076	9	31	the	the	DET
ajtas-3076	9	32	server	server	NOUN
ajtas-3076	9	33	infrastructure	infrastructure	NOUN
ajtas-3076	9	34	[	[	X
ajtas-3076	9	35	1	1	NUM
ajtas-3076	9	36	]	]	PUNCT
ajtas-3076	9	37	.	.	PUNCT
ajtas-3076	10	1	in	in	ADP
ajtas-3076	10	2	this	this	DET
ajtas-3076	10	3	context	context	NOUN
ajtas-3076	10	4	,	,	PUNCT
ajtas-3076	10	5	the	the	DET
ajtas-3076	10	6	choice	choice	NOUN
ajtas-3076	10	7	of	of	ADP
ajtas-3076	10	8	an	an	DET
ajtas-3076	10	9	architectural	architectural	ADJ
ajtas-3076	10	10	model	model	NOUN
ajtas-3076	10	11	acquires	acquire	VERB
ajtas-3076	10	12	strategic	strategic	ADJ
ajtas-3076	10	13	importance	importance	NOUN
ajtas-3076	10	14	for	for	ADP
ajtas-3076	10	15	ensuring	ensure	VERB
ajtas-3076	10	16	the	the	DET
ajtas-3076	10	17	scalability	scalability	NOUN
ajtas-3076	10	18	and	and	CCONJ
ajtas-3076	10	19	reliability	reliability	NOUN
ajtas-3076	10	20	of	of	ADP
ajtas-3076	10	21	information	information	NOUN
ajtas-3076	10	22	systems	system	NOUN
ajtas-3076	10	23	.	.	PUNCT
ajtas-3076	11	1	traditional	traditional	ADJ
ajtas-3076	11	2	monolithic	monolithic	ADJ
ajtas-3076	11	3	architecture	architecture	NOUN
ajtas-3076	11	4	,	,	PUNCT
ajtas-3076	11	5	characterized	characterize	VERB
ajtas-3076	11	6	by	by	ADP
ajtas-3076	11	7	tight	tight	ADJ
ajtas-3076	11	8	integration	integration	NOUN
ajtas-3076	11	9	of	of	ADP
ajtas-3076	11	10	all	all	DET
ajtas-3076	11	11	components	component	NOUN
ajtas-3076	11	12	,	,	PUNCT
ajtas-3076	11	13	demonstrates	demonstrate	VERB
ajtas-3076	11	14	efficiency	efficiency	NOUN
ajtas-3076	11	15	at	at	ADP
ajtas-3076	11	16	the	the	DET
ajtas-3076	11	17	initial	initial	ADJ
ajtas-3076	11	18	stages	stage	NOUN
ajtas-3076	11	19	of	of	ADP
ajtas-3076	11	20	development	development	NOUN
ajtas-3076	11	21	and	and	CCONJ
ajtas-3076	11	22	under	under	ADP
ajtas-3076	11	23	moderate	moderate	ADJ
ajtas-3076	11	24	loads	load	NOUN
ajtas-3076	11	25	.	.	PUNCT
ajtas-3076	12	1	however	however	ADV
ajtas-3076	12	2	,	,	PUNCT
ajtas-3076	12	3	its	its	PRON
ajtas-3076	12	4	disadvantages	disadvantage	NOUN
ajtas-3076	12	5	become	become	VERB
ajtas-3076	12	6	obvious	obvious	ADJ
ajtas-3076	12	7	when	when	SCONJ
ajtas-3076	12	8	frequent	frequent	ADJ
ajtas-3076	12	9	updates	update	NOUN
ajtas-3076	12	10	and	and	CCONJ
ajtas-3076	12	11	horizontal	horizontal	ADJ
ajtas-3076	12	12	scaling	scaling	NOUN
ajtas-3076	12	13	are	be	AUX
ajtas-3076	12	14	required	require	VERB
ajtas-3076	12	15	.	.	PUNCT
ajtas-3076	13	1	in	in	ADP
ajtas-3076	13	2	contrast	contrast	NOUN
ajtas-3076	13	3	,	,	PUNCT
ajtas-3076	13	4	microservice	microservice	NOUN
ajtas-3076	13	5	architecture	architecture	NOUN
ajtas-3076	13	6	involves	involve	VERB
ajtas-3076	13	7	decomposing	decompose	VERB
ajtas-3076	13	8	the	the	DET
ajtas-3076	13	9	system	system	NOUN
ajtas-3076	13	10	into	into	ADP
ajtas-3076	13	11	independent	independent	ADJ
ajtas-3076	13	12	,	,	PUNCT
ajtas-3076	13	13	loosely	loosely	ADV
ajtas-3076	13	14	coupled	couple	VERB
ajtas-3076	13	15	services	service	NOUN
ajtas-3076	13	16	,	,	PUNCT
ajtas-3076	13	17	which	which	PRON
ajtas-3076	13	18	helps	help	VERB
ajtas-3076	13	19	to	to	PART
ajtas-3076	13	20	increase	increase	VERB
ajtas-3076	13	21	fault	fault	VERB
ajtas-3076	13	22	tolerance	tolerance	NOUN
ajtas-3076	13	23	and	and	CCONJ
ajtas-3076	13	24	flexibility	flexibility	NOUN
ajtas-3076	13	25	[	[	X
ajtas-3076	13	26	2	2	NUM
ajtas-3076	13	27	]	]	PUNCT
ajtas-3076	13	28	.	.	PUNCT
ajtas-3076	14	1	practical	practical	ADJ
ajtas-3076	14	2	experience	experience	NOUN
ajtas-3076	14	3	of	of	ADP
ajtas-3076	14	4	leading	lead	VERB
ajtas-3076	14	5	it	it	PRON
ajtas-3076	14	6	companies	company	NOUN
ajtas-3076	14	7	,	,	PUNCT
ajtas-3076	14	8	including	include	VERB
ajtas-3076	14	9	netflix	netflix	NOUN
ajtas-3076	14	10	and	and	CCONJ
ajtas-3076	14	11	amazon	amazon	NOUN
ajtas-3076	14	12	,	,	PUNCT
ajtas-3076	14	13	confirms	confirm	VERB
ajtas-3076	14	14	the	the	DET
ajtas-3076	14	15	feasibility	feasibility	NOUN
ajtas-3076	14	16	of	of	ADP
ajtas-3076	14	17	moving	move	VERB
ajtas-3076	14	18	to	to	ADP
ajtas-3076	14	19	microservices	microservice	NOUN
ajtas-3076	14	20	to	to	PART
ajtas-3076	14	21	ensure	ensure	VERB
ajtas-3076	14	22	stable	stable	ADJ
ajtas-3076	14	23	operation	operation	NOUN
ajtas-3076	14	24	under	under	ADP
ajtas-3076	14	25	extreme	extreme	ADJ
ajtas-3076	14	26	loads	load	NOUN
ajtas-3076	14	27	[	[	X
ajtas-3076	14	28	3	3	NUM
ajtas-3076	14	29	]	]	PUNCT
ajtas-3076	14	30	.	.	PUNCT
ajtas-3076	15	1	at	at	ADP
ajtas-3076	15	2	the	the	DET
ajtas-3076	15	3	same	same	ADJ
ajtas-3076	15	4	time	time	NOUN
ajtas-3076	15	5	,	,	PUNCT
ajtas-3076	15	6	the	the	DET
ajtas-3076	15	7	implementation	implementation	NOUN
ajtas-3076	15	8	of	of	ADP
ajtas-3076	15	9	microservice	microservice	NOUN
ajtas-3076	15	10	architecture	architecture	NOUN
ajtas-3076	15	11	is	be	AUX
ajtas-3076	15	12	associated	associate	VERB
ajtas-3076	15	13	with	with	ADP
ajtas-3076	15	14	the	the	DET
ajtas-3076	15	15	need	need	NOUN
ajtas-3076	15	16	to	to	PART
ajtas-3076	15	17	deploy	deploy	VERB
ajtas-3076	15	18	a	a	DET
ajtas-3076	15	19	complex	complex	ADJ
ajtas-3076	15	20	american	american	ADJ
ajtas-3076	15	21	journal	journal	NOUN
ajtas-3076	15	22	of	of	ADP
ajtas-3076	15	23	technology	technology	NOUN
ajtas-3076	15	24	and	and	CCONJ
ajtas-3076	15	25	applied	apply	VERB
ajtas-3076	15	26	sciences	science	NOUN
ajtas-3076	15	27	40	40	NUM
ajtas-3076	15	28	,	,	PUNCT
ajtas-3076	15	29	september	september	PROPN
ajtas-3076	15	30	2025	2025	NUM
ajtas-3076	15	31	p	p	NOUN
ajtas-3076	15	32	a	a	DET
ajtas-3076	15	33	g	g	NOUN
ajtas-3076	15	34	e	e	NOUN
ajtas-3076	15	35	|	|	ADV
ajtas-3076	15	36	2	2	NUM
ajtas-3076	15	37	www.americanjournal.org	www.americanjournal.org	NOUN
ajtas-3076	15	38	infrastructure	infrastructure	NOUN
ajtas-3076	15	39	,	,	PUNCT
ajtas-3076	15	40	including	include	VERB
ajtas-3076	15	41	containerization	containerization	NOUN
ajtas-3076	15	42	systems	system	NOUN
ajtas-3076	15	43	(	(	PUNCT
ajtas-3076	15	44	e.g.	e.g.	ADV
ajtas-3076	15	45	,	,	PUNCT
ajtas-3076	15	46	docker	docker	PROPN
ajtas-3076	15	47	)	)	PUNCT
ajtas-3076	15	48	and	and	CCONJ
ajtas-3076	15	49	orchestration	orchestration	NOUN
ajtas-3076	15	50	(	(	PUNCT
ajtas-3076	15	51	e.g.	e.g.	ADV
ajtas-3076	15	52	,	,	PUNCT
ajtas-3076	15	53	kubernetes	kubernete	NOUN
ajtas-3076	15	54	)	)	PUNCT
ajtas-3076	15	55	,	,	PUNCT
ajtas-3076	15	56	which	which	PRON
ajtas-3076	15	57	can	can	AUX
ajtas-3076	15	58	lead	lead	VERB
ajtas-3076	15	59	to	to	ADP
ajtas-3076	15	60	increased	increase	VERB
ajtas-3076	15	61	operating	operating	NOUN
ajtas-3076	15	62	costs	cost	NOUN
ajtas-3076	15	63	.	.	PUNCT
ajtas-3076	16	1	thus	thus	ADV
ajtas-3076	16	2	,	,	PUNCT
ajtas-3076	16	3	a	a	DET
ajtas-3076	16	4	comparative	comparative	ADJ
ajtas-3076	16	5	analysis	analysis	NOUN
ajtas-3076	16	6	of	of	ADP
ajtas-3076	16	7	the	the	DET
ajtas-3076	16	8	two	two	NUM
ajtas-3076	16	9	architectural	architectural	ADJ
ajtas-3076	16	10	approaches	approach	NOUN
ajtas-3076	16	11	has	have	VERB
ajtas-3076	16	12	significant	significant	ADJ
ajtas-3076	16	13	practical	practical	ADJ
ajtas-3076	16	14	significance	significance	NOUN
ajtas-3076	16	15	.	.	PUNCT
ajtas-3076	17	1	the	the	DET
ajtas-3076	17	2	choice	choice	NOUN
ajtas-3076	17	3	between	between	ADP
ajtas-3076	17	4	a	a	DET
ajtas-3076	17	5	monolithic	monolithic	ADJ
ajtas-3076	17	6	and	and	CCONJ
ajtas-3076	17	7	microservice	microservice	NOUN
ajtas-3076	17	8	architecture	architecture	NOUN
ajtas-3076	17	9	should	should	AUX
ajtas-3076	17	10	be	be	AUX
ajtas-3076	17	11	determined	determine	VERB
ajtas-3076	17	12	not	not	PART
ajtas-3076	17	13	only	only	ADV
ajtas-3076	17	14	by	by	ADP
ajtas-3076	17	15	current	current	ADJ
ajtas-3076	17	16	performance	performance	NOUN
ajtas-3076	17	17	requirements	requirement	NOUN
ajtas-3076	17	18	,	,	PUNCT
ajtas-3076	17	19	but	but	CCONJ
ajtas-3076	17	20	also	also	ADV
ajtas-3076	17	21	by	by	ADP
ajtas-3076	17	22	long	long	ADJ
ajtas-3076	17	23	-	-	PUNCT
ajtas-3076	17	24	term	term	NOUN
ajtas-3076	17	25	project	project	NOUN
ajtas-3076	17	26	development	development	NOUN
ajtas-3076	17	27	goals	goal	NOUN
ajtas-3076	17	28	,	,	PUNCT
ajtas-3076	17	29	taking	take	VERB
ajtas-3076	17	30	into	into	ADP
ajtas-3076	17	31	account	account	NOUN
ajtas-3076	17	32	potential	potential	ADJ
ajtas-3076	17	33	load	load	NOUN
ajtas-3076	17	34	growth	growth	NOUN
ajtas-3076	17	35	and	and	CCONJ
ajtas-3076	17	36	the	the	DET
ajtas-3076	17	37	need	need	NOUN
ajtas-3076	17	38	to	to	PART
ajtas-3076	17	39	make	make	VERB
ajtas-3076	17	40	changes	change	NOUN
ajtas-3076	17	41	.	.	PUNCT
ajtas-3076	18	1	the	the	DET
ajtas-3076	18	2	modern	modern	ADJ
ajtas-3076	18	3	landscape	landscape	NOUN
ajtas-3076	18	4	of	of	ADP
ajtas-3076	18	5	high	high	ADJ
ajtas-3076	18	6	-	-	PUNCT
ajtas-3076	18	7	load	load	NOUN
ajtas-3076	18	8	cloud	cloud	NOUN
ajtas-3076	18	9	systems	system	NOUN
ajtas-3076	18	10	is	be	AUX
ajtas-3076	18	11	defined	define	VERB
ajtas-3076	18	12	by	by	ADP
ajtas-3076	18	13	the	the	DET
ajtas-3076	18	14	dominance	dominance	NOUN
ajtas-3076	18	15	of	of	ADP
ajtas-3076	18	16	microservice	microservice	NOUN
ajtas-3076	18	17	architecture	architecture	NOUN
ajtas-3076	18	18	(	(	PUNCT
ajtas-3076	18	19	msa	msa	PROPN
ajtas-3076	18	20	)	)	PUNCT
ajtas-3076	18	21	and	and	CCONJ
ajtas-3076	18	22	cloudnative	cloudnative	ADJ
ajtas-3076	18	23	technologies	technology	NOUN
ajtas-3076	18	24	.	.	PUNCT
ajtas-3076	19	1	according	accord	VERB
ajtas-3076	19	2	to	to	ADP
ajtas-3076	19	3	the	the	DET
ajtas-3076	19	4	annual	annual	ADJ
ajtas-3076	19	5	report	report	NOUN
ajtas-3076	19	6	of	of	ADP
ajtas-3076	19	7	the	the	DET
ajtas-3076	19	8	organization	organization	NOUN
ajtas-3076	19	9	«	«	PUNCT
ajtas-3076	19	10	cloud	cloud	ADJ
ajtas-3076	19	11	native	native	ADJ
ajtas-3076	19	12	computing	computing	PROPN
ajtas-3076	19	13	foundation	foundation	NOUN
ajtas-3076	19	14	»	»	PUNCT
ajtas-3076	19	15	for	for	ADP
ajtas-3076	19	16	2023	2023	NUM
ajtas-3076	19	17	,	,	PUNCT
ajtas-3076	19	18	the	the	DET
ajtas-3076	19	19	kubernetes	kubernete	NOUN
ajtas-3076	19	20	container	container	NOUN
ajtas-3076	19	21	orchestration	orchestration	NOUN
ajtas-3076	19	22	platform	platform	NOUN
ajtas-3076	19	23	is	be	AUX
ajtas-3076	19	24	used	use	VERB
ajtas-3076	19	25	in	in	ADP
ajtas-3076	19	26	production	production	NOUN
ajtas-3076	19	27	by	by	ADP
ajtas-3076	19	28	most	most	ADJ
ajtas-3076	19	29	organizations	organization	NOUN
ajtas-3076	19	30	,	,	PUNCT
ajtas-3076	19	31	with	with	ADP
ajtas-3076	19	32	the	the	DET
ajtas-3076	19	33	combined	combined	ADJ
ajtas-3076	19	34	share	share	NOUN
ajtas-3076	19	35	of	of	ADP
ajtas-3076	19	36	users	user	NOUN
ajtas-3076	19	37	and	and	CCONJ
ajtas-3076	19	38	those	those	PRON
ajtas-3076	19	39	actively	actively	ADV
ajtas-3076	19	40	evaluating	evaluate	VERB
ajtas-3076	19	41	the	the	DET
ajtas-3076	19	42	platform	platform	NOUN
ajtas-3076	19	43	exceeding	exceed	VERB
ajtas-3076	19	44	80	80	NUM
ajtas-3076	19	45	%	%	NOUN
ajtas-3076	19	46	(	(	PUNCT
ajtas-3076	19	47	84	84	NUM
ajtas-3076	19	48	%	%	NOUN
ajtas-3076	19	49	in	in	ADP
ajtas-3076	19	50	the	the	DET
ajtas-3076	19	51	report	report	NOUN
ajtas-3076	19	52	sample	sample	NOUN
ajtas-3076	19	53	)	)	PUNCT
ajtas-3076	20	1	[	[	X
ajtas-3076	20	2	4	4	NUM
ajtas-3076	20	3	]	]	PUNCT
ajtas-3076	20	4	.	.	PUNCT
ajtas-3076	21	1	this	this	PRON
ajtas-3076	21	2	indicates	indicate	VERB
ajtas-3076	21	3	that	that	SCONJ
ajtas-3076	21	4	the	the	DET
ajtas-3076	21	5	microservices	microservice	NOUN
ajtas-3076	21	6	ecosystem	ecosystem	NOUN
ajtas-3076	21	7	(	(	PUNCT
ajtas-3076	21	8	containers	container	NOUN
ajtas-3076	21	9	,	,	PUNCT
ajtas-3076	21	10	service	service	NOUN
ajtas-3076	21	11	meshes	mesh	NOUN
ajtas-3076	21	12	,	,	PUNCT
ajtas-3076	21	13	devops	devop	NOUN
ajtas-3076	21	14	practices	practice	NOUN
ajtas-3076	21	15	)	)	PUNCT
ajtas-3076	21	16	has	have	AUX
ajtas-3076	21	17	become	become	VERB
ajtas-3076	21	18	the	the	DET
ajtas-3076	21	19	de	de	X
ajtas-3076	21	20	facto	facto	X
ajtas-3076	21	21	standard	standard	NOUN
ajtas-3076	21	22	for	for	ADP
ajtas-3076	21	23	building	build	VERB
ajtas-3076	21	24	scalable	scalable	ADJ
ajtas-3076	21	25	systems	system	NOUN
ajtas-3076	21	26	.	.	PUNCT
ajtas-3076	22	1	an	an	DET
ajtas-3076	22	2	analysis	analysis	NOUN
ajtas-3076	22	3	of	of	ADP
ajtas-3076	22	4	scientific	scientific	ADJ
ajtas-3076	22	5	research	research	NOUN
ajtas-3076	22	6	shows	show	VERB
ajtas-3076	22	7	that	that	SCONJ
ajtas-3076	22	8	the	the	DET
ajtas-3076	22	9	effectiveness	effectiveness	NOUN
ajtas-3076	22	10	of	of	ADP
ajtas-3076	22	11	msa	msa	PROPN
ajtas-3076	22	12	and	and	CCONJ
ajtas-3076	22	13	monolithic	monolithic	ADJ
ajtas-3076	22	14	architecture	architecture	NOUN
ajtas-3076	22	15	depends	depend	VERB
ajtas-3076	22	16	on	on	ADP
ajtas-3076	22	17	the	the	DET
ajtas-3076	22	18	load	load	NOUN
ajtas-3076	22	19	profile	profile	NOUN
ajtas-3076	22	20	and	and	CCONJ
ajtas-3076	22	21	the	the	DET
ajtas-3076	22	22	nature	nature	NOUN
ajtas-3076	22	23	of	of	ADP
ajtas-3076	22	24	intercomponent	intercomponent	ADJ
ajtas-3076	22	25	interactions	interaction	NOUN
ajtas-3076	22	26	.	.	PUNCT
ajtas-3076	23	1	early	early	ADJ
ajtas-3076	23	2	empirical	empirical	ADJ
ajtas-3076	23	3	studies	study	NOUN
ajtas-3076	23	4	(	(	PUNCT
ajtas-3076	23	5	applied	apply	VERB
ajtas-3076	23	6	sciences	science	NOUN
ajtas-3076	23	7	,	,	PUNCT
ajtas-3076	23	8	mdpi	mdpi	PROPN
ajtas-3076	23	9	)	)	PUNCT
ajtas-3076	23	10	demonstrate	demonstrate	VERB
ajtas-3076	23	11	differences	difference	NOUN
ajtas-3076	23	12	in	in	ADP
ajtas-3076	23	13	latency	latency	NOUN
ajtas-3076	23	14	and	and	CCONJ
ajtas-3076	23	15	throughput	throughput	NOUN
ajtas-3076	23	16	between	between	ADP
ajtas-3076	23	17	a	a	DET
ajtas-3076	23	18	monolith	monolith	NOUN
ajtas-3076	23	19	and	and	CCONJ
ajtas-3076	23	20	microservices	microservice	NOUN
ajtas-3076	23	21	on	on	ADP
ajtas-3076	23	22	a	a	DET
ajtas-3076	23	23	reference	reference	NOUN
ajtas-3076	23	24	web	web	NOUN
ajtas-3076	23	25	application	application	NOUN
ajtas-3076	23	26	[	[	X
ajtas-3076	23	27	5	5	NUM
ajtas-3076	23	28	]	]	PUNCT
ajtas-3076	23	29	.	.	PUNCT
ajtas-3076	24	1	more	more	ADJ
ajtas-3076	24	2	recent	recent	ADJ
ajtas-3076	24	3	work	work	NOUN
ajtas-3076	24	4	confirms	confirm	VERB
ajtas-3076	24	5	that	that	SCONJ
ajtas-3076	24	6	under	under	ADP
ajtas-3076	24	7	low	low	ADJ
ajtas-3076	24	8	and	and	CCONJ
ajtas-3076	24	9	medium	medium	ADJ
ajtas-3076	24	10	loads	load	NOUN
ajtas-3076	24	11	,	,	PUNCT
ajtas-3076	24	12	a	a	DET
ajtas-3076	24	13	monolith	monolith	NOUN
ajtas-3076	24	14	often	often	ADV
ajtas-3076	24	15	exhibits	exhibit	VERB
ajtas-3076	24	16	better	well	ADJ
ajtas-3076	24	17	latency	latency	NOUN
ajtas-3076	24	18	due	due	ADP
ajtas-3076	24	19	to	to	ADP
ajtas-3076	24	20	the	the	DET
ajtas-3076	24	21	absence	absence	NOUN
ajtas-3076	24	22	of	of	ADP
ajtas-3076	24	23	network	network	NOUN
ajtas-3076	24	24	delays	delay	NOUN
ajtas-3076	24	25	.	.	PUNCT
ajtas-3076	25	1	at	at	ADP
ajtas-3076	25	2	the	the	DET
ajtas-3076	25	3	same	same	ADJ
ajtas-3076	25	4	time	time	NOUN
ajtas-3076	25	5	,	,	PUNCT
ajtas-3076	25	6	microservices	microservice	NOUN
ajtas-3076	25	7	scale	scale	VERB
ajtas-3076	25	8	more	more	ADV
ajtas-3076	25	9	reliably	reliably	ADV
ajtas-3076	25	10	with	with	ADP
ajtas-3076	25	11	traffic	traffic	NOUN
ajtas-3076	25	12	growth	growth	NOUN
ajtas-3076	25	13	,	,	PUNCT
ajtas-3076	25	14	especially	especially	ADV
ajtas-3076	25	15	when	when	SCONJ
ajtas-3076	25	16	using	use	VERB
ajtas-3076	25	17	asynchronous	asynchronous	ADJ
ajtas-3076	25	18	communications	communication	NOUN
ajtas-3076	25	19	.	.	PUNCT
ajtas-3076	26	1	using	use	VERB
ajtas-3076	26	2	service	service	NOUN
ajtas-3076	26	3	meshes	mesh	VERB
ajtas-3076	26	4	simplifies	simplifie	NOUN
ajtas-3076	26	5	the	the	DET
ajtas-3076	26	6	implementation	implementation	NOUN
ajtas-3076	26	7	of	of	ADP
ajtas-3076	26	8	non	non	ADJ
ajtas-3076	26	9	-	-	ADJ
ajtas-3076	26	10	functional	functional	ADJ
ajtas-3076	26	11	requirements	requirement	NOUN
ajtas-3076	26	12	(	(	PUNCT
ajtas-3076	26	13	mtls	mtls	VERB
ajtas-3076	26	14	security	security	NOUN
ajtas-3076	26	15	,	,	PUNCT
ajtas-3076	26	16	retries	retrie	NOUN
ajtas-3076	26	17	,	,	PUNCT
ajtas-3076	26	18	load	load	NOUN
ajtas-3076	26	19	balancing	balancing	NOUN
ajtas-3076	26	20	)	)	PUNCT
ajtas-3076	26	21	,	,	PUNCT
ajtas-3076	26	22	but	but	CCONJ
ajtas-3076	26	23	also	also	ADV
ajtas-3076	26	24	adds	add	VERB
ajtas-3076	26	25	overhead	overhead	ADV
ajtas-3076	26	26	.	.	PUNCT
ajtas-3076	27	1	a	a	DET
ajtas-3076	27	2	large	large	ADJ
ajtas-3076	27	3	experimental	experimental	ADJ
ajtas-3076	27	4	setup	setup	NOUN
ajtas-3076	27	5	(	(	PUNCT
ajtas-3076	27	6	socc	socc	NOUN
ajtas-3076	27	7	2023	2023	NUM
ajtas-3076	27	8	)	)	PUNCT
ajtas-3076	27	9	recorded	record	VERB
ajtas-3076	27	10	an	an	DET
ajtas-3076	27	11	increase	increase	NOUN
ajtas-3076	27	12	in	in	ADP
ajtas-3076	27	13	latency	latency	NOUN
ajtas-3076	27	14	of	of	ADP
ajtas-3076	27	15	up	up	ADP
ajtas-3076	27	16	to	to	PART
ajtas-3076	27	17	+269	+269	NOUN
ajtas-3076	27	18	%	%	NOUN
ajtas-3076	27	19	and	and	CCONJ
ajtas-3076	27	20	an	an	DET
ajtas-3076	27	21	increase	increase	NOUN
ajtas-3076	27	22	in	in	ADP
ajtas-3076	27	23	vcpu	vcpu	NOUN
ajtas-3076	27	24	resource	resource	NOUN
ajtas-3076	27	25	consumption	consumption	NOUN
ajtas-3076	27	26	of	of	ADP
ajtas-3076	27	27	up	up	ADP
ajtas-3076	27	28	to	to	PART
ajtas-3076	27	29	+163	+163	NUM
ajtas-3076	27	30	%	%	NOUN
ajtas-3076	27	31	in	in	ADP
ajtas-3076	27	32	the	the	DET
ajtas-3076	27	33	worst	bad	ADJ
ajtas-3076	27	34	-	-	PUNCT
ajtas-3076	27	35	case	case	NOUN
ajtas-3076	27	36	configurations	configuration	NOUN
ajtas-3076	27	37	;	;	PUNCT
ajtas-3076	27	38	the	the	DET
ajtas-3076	27	39	effect	effect	NOUN
ajtas-3076	27	40	depends	depend	VERB
ajtas-3076	27	41	on	on	ADP
ajtas-3076	27	42	the	the	DET
ajtas-3076	27	43	protocols	protocol	NOUN
ajtas-3076	27	44	and	and	CCONJ
ajtas-3076	27	45	proxy	proxy	ADJ
ajtas-3076	27	46	settings	setting	NOUN
ajtas-3076	27	47	[	[	X
ajtas-3076	27	48	6	6	NUM
ajtas-3076	27	49	]	]	PUNCT
ajtas-3076	27	50	.	.	PUNCT
ajtas-3076	28	1	the	the	DET
ajtas-3076	28	2	latest	late	ADJ
ajtas-3076	28	3	benchmark	benchmark	ADJ
ajtas-3076	28	4	reports	report	NOUN
ajtas-3076	28	5	(	(	PUNCT
ajtas-3076	28	6	2024–2025	2024–2025	NUM
ajtas-3076	28	7	)	)	PUNCT
ajtas-3076	28	8	also	also	ADV
ajtas-3076	28	9	confirm	confirm	VERB
ajtas-3076	28	10	that	that	SCONJ
ajtas-3076	28	11	additional	additional	ADJ
ajtas-3076	28	12	proxy	proxy	ADJ
ajtas-3076	28	13	nodes	node	NOUN
ajtas-3076	28	14	on	on	ADP
ajtas-3076	28	15	average	average	ADJ
ajtas-3076	28	16	increase	increase	NOUN
ajtas-3076	28	17	latency	latency	NOUN
ajtas-3076	28	18	by	by	ADP
ajtas-3076	28	19	milliseconds	millisecond	NOUN
ajtas-3076	28	20	per	per	ADP
ajtas-3076	28	21	hop	hop	NOUN
ajtas-3076	28	22	,	,	PUNCT
ajtas-3076	28	23	and	and	CCONJ
ajtas-3076	28	24	the	the	DET
ajtas-3076	28	25	choice	choice	NOUN
ajtas-3076	28	26	of	of	ADP
ajtas-3076	28	27	mesh	mesh	NOUN
ajtas-3076	28	28	model	model	NOUN
ajtas-3076	28	29	(	(	PUNCT
ajtas-3076	28	30	sidecar	sidecar	ADJ
ajtas-3076	28	31	,	,	PUNCT
ajtas-3076	28	32	ambient	ambient	NOUN
ajtas-3076	28	33	,	,	PUNCT
ajtas-3076	28	34	ebpf	ebpf	NOUN
ajtas-3076	28	35	)	)	PUNCT
ajtas-3076	28	36	significantly	significantly	ADV
ajtas-3076	28	37	affects	affect	VERB
ajtas-3076	28	38	the	the	DET
ajtas-3076	28	39	resulting	result	VERB
ajtas-3076	28	40	latency	latency	NOUN
ajtas-3076	28	41	[	[	X
ajtas-3076	28	42	7	7	NUM
ajtas-3076	28	43	]	]	PUNCT
ajtas-3076	28	44	.	.	PUNCT
ajtas-3076	29	1	additionally	additionally	ADV
ajtas-3076	29	2	,	,	PUNCT
ajtas-3076	29	3	it	it	PRON
ajtas-3076	29	4	was	be	AUX
ajtas-3076	29	5	shown	show	VERB
ajtas-3076	29	6	that	that	SCONJ
ajtas-3076	29	7	the	the	DET
ajtas-3076	29	8	distributed	distribute	VERB
ajtas-3076	29	9	tracing	trace	VERB
ajtas-3076	29	10	tools	tool	NOUN
ajtas-3076	29	11	required	require	VERB
ajtas-3076	29	12	for	for	ADP
ajtas-3076	29	13	observability	observability	NOUN
ajtas-3076	29	14	in	in	ADP
ajtas-3076	29	15	msa	msa	PROPN
ajtas-3076	29	16	themselves	themselves	PRON
ajtas-3076	29	17	create	create	VERB
ajtas-3076	29	18	measurable	measurable	ADJ
ajtas-3076	29	19	overhead	overhead	NOUN
ajtas-3076	29	20	that	that	PRON
ajtas-3076	29	21	must	must	AUX
ajtas-3076	29	22	be	be	AUX
ajtas-3076	29	23	taken	take	VERB
ajtas-3076	29	24	into	into	ADP
ajtas-3076	29	25	account	account	NOUN
ajtas-3076	29	26	when	when	SCONJ
ajtas-3076	29	27	planning	planning	NOUN
ajtas-3076	29	28	service	service	NOUN
ajtas-3076	29	29	level	level	NOUN
ajtas-3076	29	30	agreements	agreement	NOUN
ajtas-3076	29	31	[	[	X
ajtas-3076	29	32	8	8	NUM
ajtas-3076	29	33	]	]	PUNCT
ajtas-3076	29	34	.	.	PUNCT
ajtas-3076	30	1	the	the	DET
ajtas-3076	30	2	quality	quality	NOUN
ajtas-3076	30	3	of	of	ADP
ajtas-3076	30	4	interservice	interservice	NOUN
ajtas-3076	30	5	communications	communication	NOUN
ajtas-3076	30	6	and	and	CCONJ
ajtas-3076	30	7	the	the	DET
ajtas-3076	30	8	choice	choice	NOUN
ajtas-3076	30	9	of	of	ADP
ajtas-3076	30	10	data	datum	NOUN
ajtas-3076	30	11	consistency	consistency	NOUN
ajtas-3076	30	12	patterns	pattern	NOUN
ajtas-3076	30	13	have	have	VERB
ajtas-3076	30	14	a	a	DET
ajtas-3076	30	15	decisive	decisive	ADJ
ajtas-3076	30	16	influence	influence	NOUN
ajtas-3076	30	17	on	on	ADP
ajtas-3076	30	18	the	the	DET
ajtas-3076	30	19	«	«	PUNCT
ajtas-3076	30	20	tail	tail	NOUN
ajtas-3076	30	21	»	»	PUNCT
ajtas-3076	30	22	of	of	ADP
ajtas-3076	30	23	the	the	DET
ajtas-3076	30	24	latency	latency	NOUN
ajtas-3076	30	25	distribution	distribution	NOUN
ajtas-3076	30	26	.	.	PUNCT
ajtas-3076	31	1	with	with	ADP
ajtas-3076	31	2	identical	identical	ADJ
ajtas-3076	31	3	average	average	ADJ
ajtas-3076	31	4	latency	latency	NOUN
ajtas-3076	31	5	,	,	PUNCT
ajtas-3076	31	6	microservice	microservice	VERB
ajtas-3076	31	7	graphs	graph	NOUN
ajtas-3076	31	8	with	with	ADP
ajtas-3076	31	9	long	long	ADJ
ajtas-3076	31	10	critical	critical	ADJ
ajtas-3076	31	11	paths	path	NOUN
ajtas-3076	31	12	tend	tend	VERB
ajtas-3076	31	13	to	to	PART
ajtas-3076	31	14	increase	increase	VERB
ajtas-3076	31	15	p95	p95	NOUN
ajtas-3076	31	16	/	/	SYM
ajtas-3076	31	17	p99	p99	PROPN
ajtas-3076	31	18	(	(	PUNCT
ajtas-3076	31	19	the	the	DET
ajtas-3076	31	20	«	«	PUNCT
ajtas-3076	31	21	tail	tail	NOUN
ajtas-3076	31	22	latency	latency	NOUN
ajtas-3076	31	23	»	»	PUNCT
ajtas-3076	31	24	effect	effect	NOUN
ajtas-3076	31	25	)	)	PUNCT
ajtas-3076	31	26	,	,	PUNCT
ajtas-3076	31	27	which	which	PRON
ajtas-3076	31	28	is	be	AUX
ajtas-3076	31	29	noted	note	VERB
ajtas-3076	31	30	in	in	ADP
ajtas-3076	31	31	engineering	engineering	NOUN
ajtas-3076	31	32	studies	study	NOUN
ajtas-3076	31	33	[	[	X
ajtas-3076	31	34	9	9	NUM
ajtas-3076	31	35	]	]	PUNCT
ajtas-3076	31	36	.	.	PUNCT
ajtas-3076	32	1	to	to	PART
ajtas-3076	32	2	minimize	minimize	VERB
ajtas-3076	32	3	this	this	DET
ajtas-3076	32	4	effect	effect	NOUN
ajtas-3076	32	5	,	,	PUNCT
ajtas-3076	32	6	circuit	circuit	NOUN
ajtas-3076	32	7	patterns	pattern	NOUN
ajtas-3076	32	8	are	be	AUX
ajtas-3076	32	9	used	used	ADJ
ajtas-3076	32	10	breaker	breaker	NOUN
ajtas-3076	32	11	,	,	PUNCT
ajtas-3076	32	12	bulkhead	bulkhead	NOUN
ajtas-3076	32	13	,	,	PUNCT
ajtas-3076	32	14	saga	saga	NOUN
ajtas-3076	32	15	/	/	SYM
ajtas-3076	32	16	outbox	outbox	NOUN
ajtas-3076	32	17	,	,	PUNCT
ajtas-3076	32	18	as	as	ADV
ajtas-3076	32	19	well	well	ADV
ajtas-3076	32	20	as	as	ADP
ajtas-3076	32	21	idempotency	idempotency	NOUN
ajtas-3076	32	22	and	and	CCONJ
ajtas-3076	32	23	deduplication	deduplication	NOUN
ajtas-3076	32	24	mechanisms	mechanism	NOUN
ajtas-3076	32	25	.	.	PUNCT
ajtas-3076	33	1	in	in	ADP
ajtas-3076	33	2	domains	domain	NOUN
ajtas-3076	33	3	with	with	ADP
ajtas-3076	33	4	strict	strict	ADJ
ajtas-3076	33	5	latency	latency	NOUN
ajtas-3076	33	6	requirements	requirement	NOUN
ajtas-3076	33	7	(	(	PUNCT
ajtas-3076	33	8	e.g.	e.g.	ADV
ajtas-3076	33	9	,	,	PUNCT
ajtas-3076	33	10	iot	iot	ADJ
ajtas-3076	33	11	,	,	PUNCT
ajtas-3076	33	12	edge	edge	NOUN
ajtas-3076	33	13	analytics	analytic	NOUN
ajtas-3076	33	14	)	)	PUNCT
ajtas-3076	33	15	,	,	PUNCT
ajtas-3076	33	16	microservices	microservice	NOUN
ajtas-3076	33	17	provide	provide	VERB
ajtas-3076	33	18	benefits	benefit	NOUN
ajtas-3076	33	19	in	in	ADP
ajtas-3076	33	20	elasticity	elasticity	NOUN
ajtas-3076	33	21	and	and	CCONJ
ajtas-3076	33	22	independent	independent	ADJ
ajtas-3076	33	23	evolution	evolution	NOUN
ajtas-3076	33	24	of	of	ADP
ajtas-3076	33	25	components	component	NOUN
ajtas-3076	33	26	,	,	PUNCT
ajtas-3076	33	27	but	but	CCONJ
ajtas-3076	33	28	remain	remain	VERB
ajtas-3076	33	29	sensitive	sensitive	ADJ
ajtas-3076	33	30	to	to	ADP
ajtas-3076	33	31	network	network	NOUN
ajtas-3076	33	32	variability	variability	NOUN
ajtas-3076	33	33	.	.	PUNCT
ajtas-3076	34	1	a	a	DET
ajtas-3076	34	2	systematic	systematic	ADJ
ajtas-3076	34	3	review	review	NOUN
ajtas-3076	34	4	of	of	ADP
ajtas-3076	34	5	msa	msa	PROPN
ajtas-3076	34	6	in	in	ADP
ajtas-3076	34	7	iot	iot	PROPN
ajtas-3076	34	8	systematizes	systematize	NOUN
ajtas-3076	34	9	the	the	DET
ajtas-3076	34	10	security	security	NOUN
ajtas-3076	34	11	and	and	CCONJ
ajtas-3076	34	12	scalability	scalability	NOUN
ajtas-3076	34	13	benefits	benefit	NOUN
ajtas-3076	34	14	,	,	PUNCT
ajtas-3076	34	15	while	while	SCONJ
ajtas-3076	34	16	emphasizing	emphasize	VERB
ajtas-3076	34	17	the	the	DET
ajtas-3076	34	18	overhead	overhead	NOUN
ajtas-3076	34	19	of	of	ADP
ajtas-3076	34	20	inter	inter	ADJ
ajtas-3076	34	21	-	-	ADJ
ajtas-3076	34	22	service	service	ADJ
ajtas-3076	34	23	communications	communication	NOUN
ajtas-3076	34	24	and	and	CCONJ
ajtas-3076	34	25	monitoring	monitoring	NOUN
ajtas-3076	34	26	[	[	X
ajtas-3076	34	27	10	10	NUM
ajtas-3076	34	28	]	]	PUNCT
ajtas-3076	34	29	.	.	PUNCT
ajtas-3076	35	1	to	to	PART
ajtas-3076	35	2	place	place	VERB
ajtas-3076	35	3	services	service	NOUN
ajtas-3076	35	4	closer	close	ADV
ajtas-3076	35	5	to	to	ADP
ajtas-3076	35	6	the	the	DET
ajtas-3076	35	7	load	load	NOUN
ajtas-3076	35	8	source	source	NOUN
ajtas-3076	35	9	,	,	PUNCT
ajtas-3076	35	10	latency	latency	NOUN
ajtas-3076	35	11	-	-	PUNCT
ajtas-3076	35	12	aware	aware	ADJ
ajtas-3076	35	13	scheduling	scheduling	NOUN
ajtas-3076	35	14	and	and	CCONJ
ajtas-3076	35	15	fault	fault	NOUN
ajtas-3076	35	16	-	-	PUNCT
ajtas-3076	35	17	tolerance	tolerance	NOUN
ajtas-3076	35	18	strategies	strategy	NOUN
ajtas-3076	35	19	in	in	ADP
ajtas-3076	35	20	hybrid	hybrid	ADJ
ajtas-3076	35	21	cloud	cloud	NOUN
ajtas-3076	35	22	-	-	PUNCT
ajtas-3076	35	23	edge	edge	NOUN
ajtas-3076	35	24	topologies	topology	NOUN
ajtas-3076	35	25	are	be	AUX
ajtas-3076	35	26	considered	consider	VERB
ajtas-3076	35	27	,	,	PUNCT
ajtas-3076	35	28	which	which	PRON
ajtas-3076	35	29	improves	improve	VERB
ajtas-3076	35	30	response	response	NOUN
ajtas-3076	35	31	stability	stability	NOUN
ajtas-3076	35	32	in	in	ADP
ajtas-3076	35	33	the	the	DET
ajtas-3076	35	34	face	face	NOUN
ajtas-3076	35	35	of	of	ADP
ajtas-3076	35	36	network	network	NOUN
ajtas-3076	35	37	disturbances	disturbance	NOUN
ajtas-3076	35	38	.	.	PUNCT
ajtas-3076	36	1	the	the	DET
ajtas-3076	36	2	decision	decision	NOUN
ajtas-3076	36	3	to	to	PART
ajtas-3076	36	4	migrate	migrate	VERB
ajtas-3076	36	5	from	from	ADP
ajtas-3076	36	6	a	a	DET
ajtas-3076	36	7	monolith	monolith	NOUN
ajtas-3076	36	8	to	to	ADP
ajtas-3076	36	9	microservices	microservice	NOUN
ajtas-3076	36	10	should	should	AUX
ajtas-3076	36	11	be	be	AUX
ajtas-3076	36	12	based	base	VERB
ajtas-3076	36	13	on	on	ADP
ajtas-3076	36	14	the	the	DET
ajtas-3076	36	15	maturity	maturity	NOUN
ajtas-3076	36	16	of	of	ADP
ajtas-3076	36	17	devops	devop	NOUN
ajtas-3076	36	18	processes	process	NOUN
ajtas-3076	36	19	,	,	PUNCT
ajtas-3076	36	20	consistency	consistency	NOUN
ajtas-3076	36	21	requirements	requirement	NOUN
ajtas-3076	36	22	,	,	PUNCT
ajtas-3076	36	23	load	load	NOUN
ajtas-3076	36	24	profile	profile	NOUN
ajtas-3076	36	25	,	,	PUNCT
ajtas-3076	36	26	observability	observability	NOUN
ajtas-3076	36	27	cost	cost	NOUN
ajtas-3076	36	28	,	,	PUNCT
ajtas-3076	36	29	and	and	CCONJ
ajtas-3076	36	30	team	team	NOUN
ajtas-3076	36	31	competence	competence	NOUN
ajtas-3076	36	32	[	[	X
ajtas-3076	36	33	11	11	NUM
ajtas-3076	36	34	]	]	PUNCT
ajtas-3076	36	35	.	.	PUNCT
ajtas-3076	37	1	american	american	PROPN
ajtas-3076	37	2	journal	journal	PROPN
ajtas-3076	37	3	of	of	ADP
ajtas-3076	37	4	technology	technology	NOUN
ajtas-3076	37	5	and	and	CCONJ
ajtas-3076	37	6	applied	apply	VERB
ajtas-3076	37	7	sciences	science	NOUN
ajtas-3076	37	8	40	40	NUM
ajtas-3076	37	9	,	,	PUNCT
ajtas-3076	37	10	september	september	PROPN
ajtas-3076	37	11	2025	2025	NUM
ajtas-3076	37	12	p	p	NOUN
ajtas-3076	38	1	a	a	DET
ajtas-3076	38	2	g	g	NOUN
ajtas-3076	38	3	e	e	NOUN
ajtas-3076	38	4	|	|	ADV
ajtas-3076	38	5	3	3	NUM
ajtas-3076	38	6	www.americanjournal.org	www.americanjournal.org	NOUN
ajtas-3076	38	7	experience	experience	NOUN
ajtas-3076	38	8	from	from	ADP
ajtas-3076	38	9	large	large	ADJ
ajtas-3076	38	10	companies	company	NOUN
ajtas-3076	38	11	(	(	PUNCT
ajtas-3076	38	12	uber	uber	ADJ
ajtas-3076	38	13	,	,	PUNCT
ajtas-3076	38	14	netflix	netflix	PROPN
ajtas-3076	38	15	)	)	PUNCT
ajtas-3076	38	16	shows	show	VERB
ajtas-3076	38	17	that	that	SCONJ
ajtas-3076	38	18	at	at	ADP
ajtas-3076	38	19	scales	scale	NOUN
ajtas-3076	38	20	of	of	ADP
ajtas-3076	38	21	thousands	thousand	NOUN
ajtas-3076	38	22	of	of	ADP
ajtas-3076	38	23	services	service	NOUN
ajtas-3076	38	24	,	,	PUNCT
ajtas-3076	38	25	the	the	DET
ajtas-3076	38	26	cost	cost	NOUN
ajtas-3076	38	27	of	of	ADP
ajtas-3076	38	28	cognitive	cognitive	ADJ
ajtas-3076	38	29	and	and	CCONJ
ajtas-3076	38	30	operational	operational	ADJ
ajtas-3076	38	31	complexity	complexity	NOUN
ajtas-3076	38	32	increases	increase	NOUN
ajtas-3076	38	33	.	.	PUNCT
ajtas-3076	39	1	this	this	PRON
ajtas-3076	39	2	leads	lead	VERB
ajtas-3076	39	3	to	to	ADP
ajtas-3076	39	4	the	the	DET
ajtas-3076	39	5	evolution	evolution	NOUN
ajtas-3076	39	6	of	of	ADP
ajtas-3076	39	7	architecture	architecture	NOUN
ajtas-3076	39	8	towards	towards	ADP
ajtas-3076	39	9	domain	domain	NOUN
ajtas-3076	39	10	-	-	PUNCT
ajtas-3076	39	11	oriented	orient	VERB
ajtas-3076	39	12	«	«	PUNCT
ajtas-3076	39	13	platforms	platform	NOUN
ajtas-3076	39	14	»	»	PUNCT
ajtas-3076	39	15	and	and	CCONJ
ajtas-3076	39	16	unifying	unify	VERB
ajtas-3076	39	17	layers	layer	NOUN
ajtas-3076	39	18	(	(	PUNCT
ajtas-3076	39	19	e.g.	e.g.	ADV
ajtas-3076	39	20	doma	doma	NOUN
ajtas-3076	39	21	at	at	ADP
ajtas-3076	39	22	uber	uber	ADJ
ajtas-3076	39	23	,	,	PUNCT
ajtas-3076	39	24	graphql	graphql	PROPN
ajtas-3076	39	25	federation	federation	PROPN
ajtas-3076	39	26	at	at	ADP
ajtas-3076	39	27	netflix	netflix	PROPN
ajtas-3076	39	28	)	)	PUNCT
ajtas-3076	39	29	to	to	PART
ajtas-3076	39	30	reduce	reduce	VERB
ajtas-3076	39	31	this	this	DET
ajtas-3076	39	32	complexity	complexity	NOUN
ajtas-3076	39	33	.	.	PUNCT
ajtas-3076	40	1	to	to	PART
ajtas-3076	40	2	conduct	conduct	VERB
ajtas-3076	40	3	a	a	DET
ajtas-3076	40	4	comparative	comparative	ADJ
ajtas-3076	40	5	analysis	analysis	NOUN
ajtas-3076	40	6	of	of	ADP
ajtas-3076	40	7	the	the	DET
ajtas-3076	40	8	efficiency	efficiency	NOUN
ajtas-3076	40	9	of	of	ADP
ajtas-3076	40	10	monolithic	monolithic	ADJ
ajtas-3076	40	11	and	and	CCONJ
ajtas-3076	40	12	microservice	microservice	NOUN
ajtas-3076	40	13	architectures	architecture	NOUN
ajtas-3076	40	14	under	under	ADP
ajtas-3076	40	15	high	high	ADJ
ajtas-3076	40	16	load	load	NOUN
ajtas-3076	40	17	conditions	condition	NOUN
ajtas-3076	40	18	,	,	PUNCT
ajtas-3076	40	19	a	a	DET
ajtas-3076	40	20	methodology	methodology	NOUN
ajtas-3076	40	21	based	base	VERB
ajtas-3076	40	22	on	on	ADP
ajtas-3076	40	23	experimental	experimental	ADJ
ajtas-3076	40	24	modeling	modeling	NOUN
ajtas-3076	40	25	and	and	CCONJ
ajtas-3076	40	26	analysis	analysis	NOUN
ajtas-3076	40	27	of	of	ADP
ajtas-3076	40	28	key	key	ADJ
ajtas-3076	40	29	metrics	metric	NOUN
ajtas-3076	40	30	was	be	AUX
ajtas-3076	40	31	developed	develop	VERB
ajtas-3076	40	32	.	.	PUNCT
ajtas-3076	41	1	two	two	NUM
ajtas-3076	41	2	architectural	architectural	ADJ
ajtas-3076	41	3	models	model	NOUN
ajtas-3076	41	4	were	be	AUX
ajtas-3076	41	5	chosen	choose	VERB
ajtas-3076	41	6	as	as	ADP
ajtas-3076	41	7	objects	object	NOUN
ajtas-3076	41	8	of	of	ADP
ajtas-3076	41	9	study	study	NOUN
ajtas-3076	41	10	:	:	PUNCT
ajtas-3076	41	11	a	a	DET
ajtas-3076	41	12	monolithic	monolithic	ADJ
ajtas-3076	41	13	application	application	NOUN
ajtas-3076	41	14	implemented	implement	VERB
ajtas-3076	41	15	as	as	ADP
ajtas-3076	41	16	a	a	DET
ajtas-3076	41	17	single	single	ADJ
ajtas-3076	41	18	executable	executable	ADJ
ajtas-3076	41	19	module	module	NOUN
ajtas-3076	41	20	with	with	ADP
ajtas-3076	41	21	centralized	centralized	ADJ
ajtas-3076	41	22	business	business	NOUN
ajtas-3076	41	23	logic	logic	NOUN
ajtas-3076	41	24	and	and	CCONJ
ajtas-3076	41	25	a	a	DET
ajtas-3076	41	26	common	common	ADJ
ajtas-3076	41	27	database	database	NOUN
ajtas-3076	41	28	;	;	PUNCT
ajtas-3076	41	29	a	a	DET
ajtas-3076	41	30	microservice	microservice	NOUN
ajtas-3076	41	31	system	system	NOUN
ajtas-3076	41	32	consisting	consist	VERB
ajtas-3076	41	33	of	of	ADP
ajtas-3076	41	34	a	a	DET
ajtas-3076	41	35	set	set	NOUN
ajtas-3076	41	36	of	of	ADP
ajtas-3076	41	37	autonomous	autonomous	ADJ
ajtas-3076	41	38	services	service	NOUN
ajtas-3076	41	39	that	that	PRON
ajtas-3076	41	40	interact	interact	VERB
ajtas-3076	41	41	using	use	VERB
ajtas-3076	41	42	rest	rest	NOUN
ajtas-3076	41	43	apis	apis	ADJ
ajtas-3076	41	44	and	and	CCONJ
ajtas-3076	41	45	asynchronous	asynchronous	ADJ
ajtas-3076	41	46	queues	queue	NOUN
ajtas-3076	41	47	(	(	PUNCT
ajtas-3076	41	48	e.g.	e.g.	ADV
ajtas-3076	41	49	rabbitmq	rabbitmq	NOUN
ajtas-3076	41	50	,	,	PUNCT
ajtas-3076	41	51	kafka	kafka	PROPN
ajtas-3076	41	52	)	)	PUNCT
ajtas-3076	41	53	.	.	PUNCT
ajtas-3076	42	1	the	the	DET
ajtas-3076	42	2	system	system	NOUN
ajtas-3076	42	3	was	be	AUX
ajtas-3076	42	4	deployed	deploy	VERB
ajtas-3076	42	5	in	in	ADP
ajtas-3076	42	6	docker	docker	PROPN
ajtas-3076	42	7	containers	container	NOUN
ajtas-3076	42	8	using	use	VERB
ajtas-3076	42	9	orchestration	orchestration	NOUN
ajtas-3076	42	10	kubernetes	kubernete	NOUN
ajtas-3076	42	11	for	for	ADP
ajtas-3076	42	12	management	management	NOUN
ajtas-3076	42	13	.	.	PUNCT
ajtas-3076	43	1	the	the	DET
ajtas-3076	43	2	comparison	comparison	NOUN
ajtas-3076	43	3	was	be	AUX
ajtas-3076	43	4	carried	carry	VERB
ajtas-3076	43	5	out	out	ADP
ajtas-3076	43	6	based	base	VERB
ajtas-3076	43	7	on	on	ADP
ajtas-3076	43	8	four	four	NUM
ajtas-3076	43	9	key	key	ADJ
ajtas-3076	43	10	performance	performance	NOUN
ajtas-3076	43	11	indicators	indicator	NOUN
ajtas-3076	43	12	:	:	PUNCT
ajtas-3076	43	13	1	1	X
ajtas-3076	43	14	.	.	X
ajtas-3076	43	15	scalability	scalability	NOUN
ajtas-3076	43	16	is	be	AUX
ajtas-3076	43	17	the	the	DET
ajtas-3076	43	18	ability	ability	NOUN
ajtas-3076	43	19	of	of	ADP
ajtas-3076	43	20	the	the	DET
ajtas-3076	43	21	system	system	NOUN
ajtas-3076	43	22	to	to	PART
ajtas-3076	43	23	support	support	VERB
ajtas-3076	43	24	increased	increase	VERB
ajtas-3076	43	25	load	load	NOUN
ajtas-3076	43	26	without	without	ADP
ajtas-3076	43	27	reducing	reduce	VERB
ajtas-3076	43	28	performance	performance	NOUN
ajtas-3076	43	29	.	.	PUNCT
ajtas-3076	44	1	2	2	X
ajtas-3076	44	2	.	.	X
ajtas-3076	44	3	performance	performance	NOUN
ajtas-3076	44	4	was	be	AUX
ajtas-3076	44	5	measured	measure	VERB
ajtas-3076	44	6	by	by	ADP
ajtas-3076	44	7	average	average	ADJ
ajtas-3076	44	8	response	response	NOUN
ajtas-3076	44	9	time	time	NOUN
ajtas-3076	44	10	and	and	CCONJ
ajtas-3076	44	11	the	the	DET
ajtas-3076	44	12	number	number	NOUN
ajtas-3076	44	13	of	of	ADP
ajtas-3076	44	14	processed	process	VERB
ajtas-3076	44	15	requests	request	NOUN
ajtas-3076	44	16	per	per	ADP
ajtas-3076	44	17	second	second	ADJ
ajtas-3076	44	18	(	(	PUNCT
ajtas-3076	44	19	rps	rps	PROPN
ajtas-3076	44	20	,	,	PUNCT
ajtas-3076	44	21	tps	tps	NOUN
ajtas-3076	44	22	)	)	PUNCT
ajtas-3076	44	23	.	.	PUNCT
ajtas-3076	45	1	3	3	X
ajtas-3076	45	2	.	.	X
ajtas-3076	45	3	stability	stability	NOUN
ajtas-3076	45	4	(	(	PUNCT
ajtas-3076	45	5	fault	fault	VERB
ajtas-3076	45	6	tolerance	tolerance	NOUN
ajtas-3076	45	7	)	)	PUNCT
ajtas-3076	45	8	was	be	AUX
ajtas-3076	45	9	assessed	assess	VERB
ajtas-3076	45	10	based	base	VERB
ajtas-3076	45	11	on	on	ADP
ajtas-3076	45	12	the	the	DET
ajtas-3076	45	13	system	system	NOUN
ajtas-3076	45	14	’s	’s	PART
ajtas-3076	45	15	behavior	behavior	NOUN
ajtas-3076	45	16	when	when	SCONJ
ajtas-3076	45	17	one	one	NUM
ajtas-3076	45	18	or	or	CCONJ
ajtas-3076	45	19	more	more	ADJ
ajtas-3076	45	20	components	component	NOUN
ajtas-3076	45	21	fail	fail	VERB
ajtas-3076	45	22	.	.	PUNCT
ajtas-3076	46	1	4	4	X
ajtas-3076	46	2	.	.	X
ajtas-3076	46	3	infrastructure	infrastructure	NOUN
ajtas-3076	46	4	costs	cost	NOUN
ajtas-3076	46	5	were	be	AUX
ajtas-3076	46	6	determined	determine	VERB
ajtas-3076	46	7	based	base	VERB
ajtas-3076	46	8	on	on	ADP
ajtas-3076	46	9	the	the	DET
ajtas-3076	46	10	volume	volume	NOUN
ajtas-3076	46	11	of	of	ADP
ajtas-3076	46	12	consumed	consume	VERB
ajtas-3076	46	13	computing	compute	VERB
ajtas-3076	46	14	resources	resource	NOUN
ajtas-3076	46	15	(	(	PUNCT
ajtas-3076	46	16	cpu	cpu	NOUN
ajtas-3076	46	17	,	,	PUNCT
ajtas-3076	46	18	ram	ram	NOUN
ajtas-3076	46	19	)	)	PUNCT
ajtas-3076	46	20	and	and	CCONJ
ajtas-3076	46	21	the	the	DET
ajtas-3076	46	22	complexity	complexity	NOUN
ajtas-3076	46	23	of	of	ADP
ajtas-3076	46	24	devops	devop	NOUN
ajtas-3076	46	25	processes	process	NOUN
ajtas-3076	46	26	.	.	PUNCT
ajtas-3076	47	1	as	as	ADP
ajtas-3076	47	2	part	part	NOUN
ajtas-3076	47	3	of	of	ADP
ajtas-3076	47	4	the	the	DET
ajtas-3076	47	5	experimental	experimental	ADJ
ajtas-3076	47	6	part	part	NOUN
ajtas-3076	47	7	of	of	ADP
ajtas-3076	47	8	the	the	DET
ajtas-3076	47	9	study	study	NOUN
ajtas-3076	47	10	,	,	PUNCT
ajtas-3076	47	11	a	a	DET
ajtas-3076	47	12	test	test	NOUN
ajtas-3076	47	13	load	load	NOUN
ajtas-3076	47	14	was	be	AUX
ajtas-3076	47	15	generated	generate	VERB
ajtas-3076	47	16	using	use	VERB
ajtas-3076	47	17	jmeter	jmeter	NOUN
ajtas-3076	47	18	and	and	CCONJ
ajtas-3076	47	19	k6	k6	NOUN
ajtas-3076	47	20	tools	tool	NOUN
ajtas-3076	47	21	,	,	PUNCT
ajtas-3076	47	22	the	the	DET
ajtas-3076	47	23	intensity	intensity	NOUN
ajtas-3076	47	24	of	of	ADP
ajtas-3076	47	25	which	which	PRON
ajtas-3076	47	26	gradually	gradually	ADV
ajtas-3076	47	27	increased	increase	VERB
ajtas-3076	47	28	from	from	ADP
ajtas-3076	47	29	1,000	1,000	NUM
ajtas-3076	47	30	to	to	ADP
ajtas-3076	47	31	20,000	20,000	NUM
ajtas-3076	47	32	requests	request	NOUN
ajtas-3076	47	33	per	per	ADP
ajtas-3076	47	34	second	second	NOUN
ajtas-3076	47	35	.	.	PUNCT
ajtas-3076	48	1	the	the	DET
ajtas-3076	48	2	monolithic	monolithic	ADJ
ajtas-3076	48	3	application	application	NOUN
ajtas-3076	48	4	was	be	AUX
ajtas-3076	48	5	subjected	subject	VERB
ajtas-3076	48	6	to	to	ADP
ajtas-3076	48	7	vertical	vertical	ADJ
ajtas-3076	48	8	scaling	scaling	NOUN
ajtas-3076	48	9	(	(	PUNCT
ajtas-3076	48	10	increasing	increase	VERB
ajtas-3076	48	11	server	server	NOUN
ajtas-3076	48	12	resources	resource	NOUN
ajtas-3076	48	13	)	)	PUNCT
ajtas-3076	48	14	,	,	PUNCT
ajtas-3076	48	15	while	while	SCONJ
ajtas-3076	48	16	the	the	DET
ajtas-3076	48	17	microservice	microservice	NOUN
ajtas-3076	48	18	system	system	NOUN
ajtas-3076	48	19	used	use	VERB
ajtas-3076	48	20	horizontal	horizontal	ADJ
ajtas-3076	48	21	scaling	scaling	NOUN
ajtas-3076	48	22	(	(	PUNCT
ajtas-3076	48	23	adding	add	VERB
ajtas-3076	48	24	new	new	ADJ
ajtas-3076	48	25	service	service	NOUN
ajtas-3076	48	26	instances	instance	NOUN
ajtas-3076	48	27	)	)	PUNCT
ajtas-3076	48	28	in	in	ADP
ajtas-3076	48	29	a	a	DET
ajtas-3076	48	30	kubernetes	kubernete	NOUN
ajtas-3076	48	31	cluster	cluster	NOUN
ajtas-3076	48	32	.	.	PUNCT
ajtas-3076	49	1	to	to	PART
ajtas-3076	49	2	assess	assess	VERB
ajtas-3076	49	3	fault	fault	NOUN
ajtas-3076	49	4	tolerance	tolerance	NOUN
ajtas-3076	49	5	,	,	PUNCT
ajtas-3076	49	6	failures	failure	NOUN
ajtas-3076	49	7	were	be	AUX
ajtas-3076	49	8	artificially	artificially	ADV
ajtas-3076	49	9	simulated	simulated	ADJ
ajtas-3076	49	10	:	:	PUNCT
ajtas-3076	49	11	individual	individual	ADJ
ajtas-3076	49	12	services	service	NOUN
ajtas-3076	49	13	in	in	ADP
ajtas-3076	49	14	the	the	DET
ajtas-3076	49	15	microservice	microservice	NOUN
ajtas-3076	49	16	architecture	architecture	NOUN
ajtas-3076	49	17	and	and	CCONJ
ajtas-3076	49	18	critical	critical	ADJ
ajtas-3076	49	19	modules	module	NOUN
ajtas-3076	49	20	in	in	ADP
ajtas-3076	49	21	the	the	DET
ajtas-3076	49	22	monolithic	monolithic	ADJ
ajtas-3076	49	23	were	be	AUX
ajtas-3076	49	24	disabled	disable	VERB
ajtas-3076	49	25	.	.	PUNCT
ajtas-3076	50	1	infrastructure	infrastructure	NOUN
ajtas-3076	50	2	costs	cost	NOUN
ajtas-3076	50	3	were	be	AUX
ajtas-3076	50	4	assessed	assess	VERB
ajtas-3076	50	5	based	base	VERB
ajtas-3076	50	6	on	on	ADP
ajtas-3076	50	7	monitoring	monitor	VERB
ajtas-3076	50	8	the	the	DET
ajtas-3076	50	9	consumed	consume	VERB
ajtas-3076	50	10	resources	resource	NOUN
ajtas-3076	50	11	and	and	CCONJ
ajtas-3076	50	12	analyzing	analyze	VERB
ajtas-3076	50	13	the	the	DET
ajtas-3076	50	14	complexity	complexity	NOUN
ajtas-3076	50	15	of	of	ADP
ajtas-3076	50	16	maintaining	maintain	VERB
ajtas-3076	50	17	each	each	PRON
ajtas-3076	50	18	of	of	ADP
ajtas-3076	50	19	the	the	DET
ajtas-3076	50	20	systems	system	NOUN
ajtas-3076	50	21	.	.	PUNCT
ajtas-3076	51	1	table	table	NOUN
ajtas-3076	51	2	1	1	NUM
ajtas-3076	51	3	comparison	comparison	NOUN
ajtas-3076	51	4	criteria	criterion	NOUN
ajtas-3076	51	5	for	for	ADP
ajtas-3076	51	6	monolithic	monolithic	ADJ
ajtas-3076	51	7	and	and	CCONJ
ajtas-3076	51	8	microservice	microservice	NOUN
ajtas-3076	51	9	architectures	architecture	NOUN
ajtas-3076	51	10	criterion	criterion	NOUN
ajtas-3076	51	11	monolithic	monolithic	ADJ
ajtas-3076	51	12	architecture	architecture	NOUN
ajtas-3076	51	13	microservice	microservice	NOUN
ajtas-3076	51	14	architecture	architecture	NOUN
ajtas-3076	51	15	scalability	scalability	NOUN
ajtas-3076	51	16	vertical	vertical	NOUN
ajtas-3076	51	17	,	,	PUNCT
ajtas-3076	51	18	limited	limit	VERB
ajtas-3076	51	19	to	to	ADP
ajtas-3076	51	20	resources	resource	NOUN
ajtas-3076	51	21	of	of	ADP
ajtas-3076	51	22	one	one	NUM
ajtas-3076	51	23	node	node	NOUN
ajtas-3076	51	24	horizontal	horizontal	NOUN
ajtas-3076	51	25	,	,	PUNCT
ajtas-3076	51	26	linear	linear	ADJ
ajtas-3076	51	27	scaling	scale	VERB
ajtas-3076	51	28	performance	performance	NOUN
ajtas-3076	51	29	low	low	ADJ
ajtas-3076	51	30	latency	latency	NOUN
ajtas-3076	51	31	at	at	ADP
ajtas-3076	51	32	low	low	ADJ
ajtas-3076	51	33	load	load	NOUN
ajtas-3076	51	34	,	,	PUNCT
ajtas-3076	51	35	degradation	degradation	NOUN
ajtas-3076	51	36	at	at	ADP
ajtas-3076	51	37	rps	rps	PROPN
ajtas-3076	51	38	growth	growth	NOUN
ajtas-3076	51	39	>	>	X
ajtas-3076	51	40	10,000	10,000	NUM
ajtas-3076	51	41	increased	increase	VERB
ajtas-3076	51	42	latency	latency	NOUN
ajtas-3076	51	43	due	due	ADP
ajtas-3076	51	44	to	to	ADP
ajtas-3076	51	45	network	network	NOUN
ajtas-3076	51	46	calls	call	NOUN
ajtas-3076	51	47	,	,	PUNCT
ajtas-3076	51	48	but	but	CCONJ
ajtas-3076	51	49	consistent	consistent	ADJ
ajtas-3076	51	50	performance	performance	NOUN
ajtas-3076	51	51	as	as	SCONJ
ajtas-3076	51	52	load	load	NOUN
ajtas-3076	51	53	increases	increase	VERB
ajtas-3076	51	54	sustainability	sustainability	NOUN
ajtas-3076	51	55	failure	failure	NOUN
ajtas-3076	51	56	of	of	ADP
ajtas-3076	51	57	a	a	DET
ajtas-3076	51	58	critical	critical	ADJ
ajtas-3076	51	59	module	module	NOUN
ajtas-3076	51	60	can	can	AUX
ajtas-3076	51	61	paralyze	paralyze	VERB
ajtas-3076	51	62	the	the	DET
ajtas-3076	51	63	system	system	NOUN
ajtas-3076	51	64	localizing	localize	VERB
ajtas-3076	51	65	the	the	DET
ajtas-3076	51	66	failure	failure	NOUN
ajtas-3076	51	67	,	,	PUNCT
ajtas-3076	51	68	maintaining	maintain	VERB
ajtas-3076	51	69	the	the	DET
ajtas-3076	51	70	operation	operation	NOUN
ajtas-3076	51	71	of	of	ADP
ajtas-3076	51	72	other	other	ADJ
ajtas-3076	51	73	services	service	NOUN
ajtas-3076	51	74	infrastructure	infrastructure	VERB
ajtas-3076	51	75	simple	simple	ADJ
ajtas-3076	51	76	configuration	configuration	NOUN
ajtas-3076	51	77	,	,	PUNCT
ajtas-3076	51	78	minimal	minimal	ADJ
ajtas-3076	51	79	devops	devop	NOUN
ajtas-3076	51	80	costs	cost	NOUN
ajtas-3076	51	81	requires	require	VERB
ajtas-3076	51	82	containerization	containerization	NOUN
ajtas-3076	51	83	,	,	PUNCT
ajtas-3076	51	84	orchestration	orchestration	NOUN
ajtas-3076	51	85	,	,	PUNCT
ajtas-3076	51	86	service	service	NOUN
ajtas-3076	51	87	meshes	mesh	VERB
ajtas-3076	51	88	cost	cost	VERB
ajtas-3076	51	89	below	below	ADV
ajtas-3076	51	90	in	in	ADP
ajtas-3076	51	91	the	the	DET
ajtas-3076	51	92	deployment	deployment	NOUN
ajtas-3076	51	93	and	and	CCONJ
ajtas-3076	51	94	support	support	NOUN
ajtas-3076	51	95	phase	phase	NOUN
ajtas-3076	51	96	higher	high	ADJ
ajtas-3076	51	97	through	through	ADP
ajtas-3076	51	98	infrastructure	infrastructure	NOUN
ajtas-3076	51	99	and	and	CCONJ
ajtas-3076	51	100	team	team	NOUN
ajtas-3076	51	101	competence	competence	NOUN
ajtas-3076	51	102	american	american	PROPN
ajtas-3076	51	103	journal	journal	PROPN
ajtas-3076	51	104	of	of	ADP
ajtas-3076	51	105	technology	technology	NOUN
ajtas-3076	51	106	and	and	CCONJ
ajtas-3076	51	107	applied	apply	VERB
ajtas-3076	51	108	sciences	science	NOUN
ajtas-3076	51	109	40	40	NUM
ajtas-3076	51	110	,	,	PUNCT
ajtas-3076	51	111	september	september	PROPN
ajtas-3076	51	112	2025	2025	NUM
ajtas-3076	51	113	p	p	NOUN
ajtas-3076	51	114	a	a	DET
ajtas-3076	51	115	g	g	NOUN
ajtas-3076	51	116	e	e	NOUN
ajtas-3076	51	117	|	|	ADV
ajtas-3076	51	118	4	4	NUM
ajtas-3076	51	119	www.americanjournal.org	www.americanjournal.org	NOUN
ajtas-3076	51	120	thus	thus	ADV
ajtas-3076	51	121	,	,	PUNCT
ajtas-3076	51	122	the	the	DET
ajtas-3076	51	123	research	research	NOUN
ajtas-3076	51	124	methodology	methodology	NOUN
ajtas-3076	51	125	involves	involve	VERB
ajtas-3076	51	126	a	a	DET
ajtas-3076	51	127	comprehensive	comprehensive	ADJ
ajtas-3076	51	128	assessment	assessment	NOUN
ajtas-3076	51	129	of	of	ADP
ajtas-3076	51	130	not	not	PART
ajtas-3076	51	131	only	only	ADJ
ajtas-3076	51	132	performance	performance	NOUN
ajtas-3076	51	133	metrics	metric	NOUN
ajtas-3076	51	134	,	,	PUNCT
ajtas-3076	51	135	but	but	CCONJ
ajtas-3076	51	136	also	also	ADV
ajtas-3076	51	137	reliability	reliability	NOUN
ajtas-3076	51	138	factors	factor	NOUN
ajtas-3076	51	139	and	and	CCONJ
ajtas-3076	51	140	operating	operating	NOUN
ajtas-3076	51	141	costs	cost	NOUN
ajtas-3076	51	142	,	,	PUNCT
ajtas-3076	51	143	which	which	PRON
ajtas-3076	51	144	allows	allow	VERB
ajtas-3076	51	145	us	we	PRON
ajtas-3076	51	146	to	to	PART
ajtas-3076	51	147	form	form	VERB
ajtas-3076	51	148	an	an	DET
ajtas-3076	51	149	objective	objective	ADJ
ajtas-3076	51	150	idea	idea	NOUN
ajtas-3076	51	151	of	of	ADP
ajtas-3076	51	152	the	the	DET
ajtas-3076	51	153	applicability	applicability	NOUN
ajtas-3076	51	154	of	of	ADP
ajtas-3076	51	155	architectural	architectural	ADJ
ajtas-3076	51	156	approaches	approach	NOUN
ajtas-3076	51	157	under	under	ADP
ajtas-3076	51	158	high	high	ADJ
ajtas-3076	51	159	load	load	NOUN
ajtas-3076	51	160	conditions	condition	NOUN
ajtas-3076	51	161	.	.	PUNCT
ajtas-3076	52	1	the	the	DET
ajtas-3076	52	2	conducted	conduct	VERB
ajtas-3076	52	3	experimental	experimental	ADJ
ajtas-3076	52	4	modeling	modeling	NOUN
ajtas-3076	52	5	revealed	reveal	VERB
ajtas-3076	52	6	significant	significant	ADJ
ajtas-3076	52	7	differences	difference	NOUN
ajtas-3076	52	8	in	in	ADP
ajtas-3076	52	9	the	the	DET
ajtas-3076	52	10	behavior	behavior	NOUN
ajtas-3076	52	11	of	of	ADP
ajtas-3076	52	12	monolithic	monolithic	ADJ
ajtas-3076	52	13	and	and	CCONJ
ajtas-3076	52	14	microservice	microservice	NOUN
ajtas-3076	52	15	architectures	architecture	NOUN
ajtas-3076	52	16	under	under	ADP
ajtas-3076	52	17	high	high	ADJ
ajtas-3076	52	18	load	load	NOUN
ajtas-3076	52	19	.	.	PUNCT
ajtas-3076	53	1	the	the	DET
ajtas-3076	53	2	results	result	NOUN
ajtas-3076	53	3	of	of	ADP
ajtas-3076	53	4	the	the	DET
ajtas-3076	53	5	analysis	analysis	NOUN
ajtas-3076	53	6	are	be	AUX
ajtas-3076	53	7	presented	present	VERB
ajtas-3076	53	8	by	by	ADP
ajtas-3076	53	9	key	key	ADJ
ajtas-3076	53	10	indicators	indicator	NOUN
ajtas-3076	53	11	.	.	PUNCT
ajtas-3076	54	1	1	1	X
ajtas-3076	54	2	.	.	X
ajtas-3076	54	3	scalability	scalability	NOUN
ajtas-3076	54	4	.	.	PUNCT
ajtas-3076	55	1	the	the	DET
ajtas-3076	55	2	monolithic	monolithic	ADJ
ajtas-3076	55	3	system	system	NOUN
ajtas-3076	55	4	demonstrated	demonstrate	VERB
ajtas-3076	55	5	stable	stable	ADJ
ajtas-3076	55	6	operation	operation	NOUN
ajtas-3076	55	7	up	up	ADP
ajtas-3076	55	8	to	to	ADP
ajtas-3076	55	9	a	a	DET
ajtas-3076	55	10	threshold	threshold	NOUN
ajtas-3076	55	11	of	of	ADP
ajtas-3076	55	12	~5,000	~5,000	NUM
ajtas-3076	55	13	requests	request	NOUN
ajtas-3076	55	14	per	per	ADP
ajtas-3076	55	15	second	second	ADJ
ajtas-3076	55	16	(	(	PUNCT
ajtas-3076	55	17	rps	rps	PROPN
ajtas-3076	55	18	)	)	PUNCT
ajtas-3076	55	19	,	,	PUNCT
ajtas-3076	55	20	after	after	ADP
ajtas-3076	55	21	which	which	PRON
ajtas-3076	55	22	obvious	obvious	ADJ
ajtas-3076	55	23	performance	performance	NOUN
ajtas-3076	55	24	degradation	degradation	NOUN
ajtas-3076	55	25	was	be	AUX
ajtas-3076	55	26	observed	observe	VERB
ajtas-3076	55	27	.	.	PUNCT
ajtas-3076	56	1	scaling	scaling	NOUN
ajtas-3076	56	2	of	of	ADP
ajtas-3076	56	3	such	such	DET
ajtas-3076	56	4	a	a	DET
ajtas-3076	56	5	system	system	NOUN
ajtas-3076	56	6	is	be	AUX
ajtas-3076	56	7	limited	limit	VERB
ajtas-3076	56	8	by	by	ADP
ajtas-3076	56	9	a	a	DET
ajtas-3076	56	10	vertical	vertical	ADJ
ajtas-3076	56	11	approach	approach	NOUN
ajtas-3076	56	12	,	,	PUNCT
ajtas-3076	56	13	which	which	PRON
ajtas-3076	56	14	depends	depend	VERB
ajtas-3076	56	15	on	on	ADP
ajtas-3076	56	16	the	the	DET
ajtas-3076	56	17	physical	physical	ADJ
ajtas-3076	56	18	characteristics	characteristic	NOUN
ajtas-3076	56	19	of	of	ADP
ajtas-3076	56	20	the	the	DET
ajtas-3076	56	21	server	server	NOUN
ajtas-3076	56	22	.	.	PUNCT
ajtas-3076	57	1	the	the	DET
ajtas-3076	57	2	microservice	microservice	NOUN
ajtas-3076	57	3	architecture	architecture	NOUN
ajtas-3076	57	4	demonstrated	demonstrate	VERB
ajtas-3076	57	5	the	the	DET
ajtas-3076	57	6	ability	ability	NOUN
ajtas-3076	57	7	to	to	PART
ajtas-3076	57	8	scale	scale	VERB
ajtas-3076	57	9	horizontally	horizontally	ADV
ajtas-3076	57	10	,	,	PUNCT
ajtas-3076	57	11	which	which	PRON
ajtas-3076	57	12	allowed	allow	VERB
ajtas-3076	57	13	the	the	DET
ajtas-3076	57	14	system	system	NOUN
ajtas-3076	57	15	to	to	PART
ajtas-3076	57	16	maintain	maintain	VERB
ajtas-3076	57	17	an	an	DET
ajtas-3076	57	18	acceptable	acceptable	ADJ
ajtas-3076	57	19	response	response	NOUN
ajtas-3076	57	20	time	time	NOUN
ajtas-3076	57	21	even	even	ADV
ajtas-3076	57	22	with	with	ADP
ajtas-3076	57	23	a	a	DET
ajtas-3076	57	24	load	load	NOUN
ajtas-3076	57	25	increase	increase	NOUN
ajtas-3076	57	26	of	of	ADP
ajtas-3076	57	27	up	up	ADP
ajtas-3076	57	28	to	to	PART
ajtas-3076	57	29	20,000	20,000	NUM
ajtas-3076	57	30	rps	rps	NOUN
ajtas-3076	57	31	,	,	PUNCT
ajtas-3076	57	32	despite	despite	SCONJ
ajtas-3076	57	33	the	the	DET
ajtas-3076	57	34	increasing	increase	VERB
ajtas-3076	57	35	costs	cost	NOUN
ajtas-3076	57	36	of	of	ADP
ajtas-3076	57	37	interservice	interservice	NOUN
ajtas-3076	57	38	interaction	interaction	NOUN
ajtas-3076	57	39	.	.	PUNCT
ajtas-3076	58	1	2	2	X
ajtas-3076	58	2	.	.	X
ajtas-3076	58	3	performance	performance	NOUN
ajtas-3076	58	4	.	.	PUNCT
ajtas-3076	59	1	at	at	ADP
ajtas-3076	59	2	low	low	ADJ
ajtas-3076	59	3	load	load	NOUN
ajtas-3076	59	4	(	(	PUNCT
ajtas-3076	59	5	up	up	ADP
ajtas-3076	59	6	to	to	ADP
ajtas-3076	59	7	2000	2000	NUM
ajtas-3076	59	8	rps	rps	PROPN
ajtas-3076	59	9	)	)	PUNCT
ajtas-3076	59	10	,	,	PUNCT
ajtas-3076	59	11	the	the	DET
ajtas-3076	59	12	monolith	monolith	NOUN
ajtas-3076	59	13	provided	provide	VERB
ajtas-3076	59	14	a	a	DET
ajtas-3076	59	15	lower	low	ADJ
ajtas-3076	59	16	average	average	ADJ
ajtas-3076	59	17	response	response	NOUN
ajtas-3076	59	18	time	time	NOUN
ajtas-3076	59	19	(	(	PUNCT
ajtas-3076	59	20	25	25	NUM
ajtas-3076	59	21	-	-	SYM
ajtas-3076	59	22	30	30	NUM
ajtas-3076	59	23	ms	ms	NOUN
ajtas-3076	59	24	)	)	PUNCT
ajtas-3076	59	25	due	due	ADP
ajtas-3076	59	26	to	to	ADP
ajtas-3076	59	27	the	the	DET
ajtas-3076	59	28	absence	absence	NOUN
ajtas-3076	59	29	of	of	ADP
ajtas-3076	59	30	network	network	NOUN
ajtas-3076	59	31	calls	call	NOUN
ajtas-3076	59	32	.	.	PUNCT
ajtas-3076	60	1	in	in	ADP
ajtas-3076	60	2	microservices	microservice	NOUN
ajtas-3076	60	3	,	,	PUNCT
ajtas-3076	60	4	this	this	DET
ajtas-3076	60	5	figure	figure	NOUN
ajtas-3076	60	6	was	be	AUX
ajtas-3076	60	7	higher	high	ADJ
ajtas-3076	60	8	(	(	PUNCT
ajtas-3076	60	9	35	35	NUM
ajtas-3076	60	10	-	-	SYM
ajtas-3076	60	11	40	40	NUM
ajtas-3076	60	12	ms	ms	NOUN
ajtas-3076	60	13	)	)	PUNCT
ajtas-3076	60	14	due	due	ADP
ajtas-3076	60	15	to	to	ADP
ajtas-3076	60	16	additional	additional	ADJ
ajtas-3076	60	17	network	network	NOUN
ajtas-3076	60	18	hops	hop	VERB
ajtas-3076	60	19	.	.	PUNCT
ajtas-3076	61	1	however	however	ADV
ajtas-3076	61	2	,	,	PUNCT
ajtas-3076	61	3	at	at	ADP
ajtas-3076	61	4	loads	load	NOUN
ajtas-3076	61	5	above	above	ADP
ajtas-3076	61	6	10,000	10,000	NUM
ajtas-3076	61	7	rps	rps	NOUN
ajtas-3076	61	8	,	,	PUNCT
ajtas-3076	61	9	the	the	DET
ajtas-3076	61	10	monolithic	monolithic	ADJ
ajtas-3076	61	11	system	system	NOUN
ajtas-3076	61	12	faced	face	VERB
ajtas-3076	61	13	a	a	DET
ajtas-3076	61	14	sharp	sharp	ADJ
ajtas-3076	61	15	increase	increase	NOUN
ajtas-3076	61	16	in	in	ADP
ajtas-3076	61	17	latency	latency	NOUN
ajtas-3076	61	18	(	(	PUNCT
ajtas-3076	61	19	up	up	ADP
ajtas-3076	61	20	to	to	PART
ajtas-3076	61	21	120	120	NUM
ajtas-3076	61	22	-	-	SYM
ajtas-3076	61	23	150	150	NUM
ajtas-3076	61	24	ms	ms	NOUN
ajtas-3076	61	25	)	)	PUNCT
ajtas-3076	61	26	,	,	PUNCT
ajtas-3076	61	27	while	while	SCONJ
ajtas-3076	61	28	microservices	microservice	NOUN
ajtas-3076	61	29	demonstrated	demonstrate	VERB
ajtas-3076	61	30	a	a	DET
ajtas-3076	61	31	smoother	smooth	ADJ
ajtas-3076	61	32	increase	increase	NOUN
ajtas-3076	61	33	in	in	ADP
ajtas-3076	61	34	latency	latency	NOUN
ajtas-3076	61	35	(	(	PUNCT
ajtas-3076	61	36	up	up	ADP
ajtas-3076	61	37	to	to	PART
ajtas-3076	61	38	80	80	NUM
ajtas-3076	61	39	-	-	SYM
ajtas-3076	61	40	90	90	NUM
ajtas-3076	61	41	ms	ms	NOUN
ajtas-3076	61	42	)	)	PUNCT
ajtas-3076	61	43	while	while	SCONJ
ajtas-3076	61	44	maintaining	maintain	VERB
ajtas-3076	61	45	stable	stable	ADJ
ajtas-3076	61	46	throughput	throughput	NOUN
ajtas-3076	61	47	.	.	PUNCT
ajtas-3076	62	1	3	3	X
ajtas-3076	62	2	.	.	X
ajtas-3076	62	3	resilience	resilience	NOUN
ajtas-3076	62	4	(	(	PUNCT
ajtas-3076	62	5	fault	fault	VERB
ajtas-3076	62	6	tolerance	tolerance	NOUN
ajtas-3076	62	7	)	)	PUNCT
ajtas-3076	62	8	.	.	PUNCT
ajtas-3076	63	1	simulation	simulation	NOUN
ajtas-3076	63	2	of	of	ADP
ajtas-3076	63	3	failures	failure	NOUN
ajtas-3076	63	4	showed	show	VERB
ajtas-3076	63	5	that	that	SCONJ
ajtas-3076	63	6	the	the	DET
ajtas-3076	63	7	failure	failure	NOUN
ajtas-3076	63	8	of	of	ADP
ajtas-3076	63	9	a	a	DET
ajtas-3076	63	10	critical	critical	ADJ
ajtas-3076	63	11	component	component	NOUN
ajtas-3076	63	12	in	in	ADP
ajtas-3076	63	13	a	a	DET
ajtas-3076	63	14	monolith	monolith	NOUN
ajtas-3076	63	15	leads	lead	VERB
ajtas-3076	63	16	to	to	ADP
ajtas-3076	63	17	a	a	DET
ajtas-3076	63	18	complete	complete	ADJ
ajtas-3076	63	19	system	system	NOUN
ajtas-3076	63	20	shutdown	shutdown	NOUN
ajtas-3076	63	21	.	.	PUNCT
ajtas-3076	64	1	in	in	ADP
ajtas-3076	64	2	a	a	DET
ajtas-3076	64	3	microservice	microservice	NOUN
ajtas-3076	64	4	architecture	architecture	NOUN
ajtas-3076	64	5	,	,	PUNCT
ajtas-3076	64	6	the	the	DET
ajtas-3076	64	7	failure	failure	NOUN
ajtas-3076	64	8	of	of	ADP
ajtas-3076	64	9	one	one	NUM
ajtas-3076	64	10	service	service	NOUN
ajtas-3076	64	11	caused	cause	VERB
ajtas-3076	64	12	only	only	ADJ
ajtas-3076	64	13	partial	partial	ADJ
ajtas-3076	64	14	degradation	degradation	NOUN
ajtas-3076	64	15	of	of	ADP
ajtas-3076	64	16	functionality	functionality	NOUN
ajtas-3076	64	17	,	,	PUNCT
ajtas-3076	64	18	while	while	SCONJ
ajtas-3076	64	19	other	other	ADJ
ajtas-3076	64	20	components	component	NOUN
ajtas-3076	64	21	continued	continue	VERB
ajtas-3076	64	22	to	to	PART
ajtas-3076	64	23	function	function	VERB
ajtas-3076	64	24	.	.	PUNCT
ajtas-3076	65	1	4	4	X
ajtas-3076	65	2	.	.	X
ajtas-3076	65	3	infrastructure	infrastructure	NOUN
ajtas-3076	65	4	costs	cost	NOUN
ajtas-3076	65	5	.	.	PUNCT
ajtas-3076	66	1	the	the	DET
ajtas-3076	66	2	monolithic	monolithic	ADJ
ajtas-3076	66	3	system	system	NOUN
ajtas-3076	66	4	required	require	VERB
ajtas-3076	66	5	fewer	few	ADJ
ajtas-3076	66	6	resources	resource	NOUN
ajtas-3076	66	7	and	and	CCONJ
ajtas-3076	66	8	was	be	AUX
ajtas-3076	66	9	easier	easy	ADJ
ajtas-3076	66	10	to	to	PART
ajtas-3076	66	11	maintain	maintain	VERB
ajtas-3076	66	12	,	,	PUNCT
ajtas-3076	66	13	making	make	VERB
ajtas-3076	66	14	it	it	PRON
ajtas-3076	66	15	cost	cost	NOUN
ajtas-3076	66	16	-	-	PUNCT
ajtas-3076	66	17	effective	effective	ADJ
ajtas-3076	66	18	for	for	ADP
ajtas-3076	66	19	systems	system	NOUN
ajtas-3076	66	20	with	with	ADP
ajtas-3076	66	21	average	average	ADJ
ajtas-3076	66	22	load	load	NOUN
ajtas-3076	66	23	.	.	PUNCT
ajtas-3076	67	1	microservice	microservice	NOUN
ajtas-3076	67	2	architecture	architecture	NOUN
ajtas-3076	67	3	,	,	PUNCT
ajtas-3076	67	4	on	on	ADP
ajtas-3076	67	5	the	the	DET
ajtas-3076	67	6	contrary	contrary	NOUN
ajtas-3076	67	7	,	,	PUNCT
ajtas-3076	67	8	comes	come	VERB
ajtas-3076	67	9	with	with	ADP
ajtas-3076	67	10	additional	additional	ADJ
ajtas-3076	67	11	costs	cost	NOUN
ajtas-3076	67	12	for	for	ADP
ajtas-3076	67	13	containerization	containerization	NOUN
ajtas-3076	67	14	,	,	PUNCT
ajtas-3076	67	15	orchestration	orchestration	NOUN
ajtas-3076	67	16	(	(	PUNCT
ajtas-3076	67	17	kubernetes	kubernete	NOUN
ajtas-3076	67	18	)	)	PUNCT
ajtas-3076	67	19	,	,	PUNCT
ajtas-3076	67	20	load	load	NOUN
ajtas-3076	67	21	balancing	balancing	NOUN
ajtas-3076	67	22	,	,	PUNCT
ajtas-3076	67	23	and	and	CCONJ
ajtas-3076	67	24	monitoring	monitoring	NOUN
ajtas-3076	67	25	.	.	PUNCT
ajtas-3076	68	1	these	these	DET
ajtas-3076	68	2	costs	cost	NOUN
ajtas-3076	68	3	,	,	PUNCT
ajtas-3076	68	4	however	however	ADV
ajtas-3076	68	5	,	,	PUNCT
ajtas-3076	68	6	are	be	AUX
ajtas-3076	68	7	offset	offset	VERB
ajtas-3076	68	8	by	by	ADP
ajtas-3076	68	9	high	high	ADJ
ajtas-3076	68	10	flexibility	flexibility	NOUN
ajtas-3076	68	11	and	and	CCONJ
ajtas-3076	68	12	reliability	reliability	NOUN
ajtas-3076	68	13	under	under	ADP
ajtas-3076	68	14	extreme	extreme	ADJ
ajtas-3076	68	15	loads	load	NOUN
ajtas-3076	68	16	.	.	PUNCT
ajtas-3076	69	1	table	table	NOUN
ajtas-3076	69	2	2	2	NUM
ajtas-3076	69	3	comparison	comparison	NOUN
ajtas-3076	69	4	of	of	ADP
ajtas-3076	69	5	test	test	NOUN
ajtas-3076	69	6	results	result	NOUN
ajtas-3076	69	7	indicator	indicator	NOUN
ajtas-3076	69	8	/	/	SYM
ajtas-3076	69	9	criterion	criterion	NOUN
ajtas-3076	69	10	monolithic	monolithic	ADJ
ajtas-3076	69	11	architecture	architecture	NOUN
ajtas-3076	69	12	microservice	microservice	NOUN
ajtas-3076	69	13	architecture	architecture	NOUN
ajtas-3076	69	14	average	average	ADJ
ajtas-3076	69	15	response	response	NOUN
ajtas-3076	69	16	time	time	NOUN
ajtas-3076	69	17	(	(	PUNCT
ajtas-3076	69	18	up	up	ADP
ajtas-3076	69	19	to	to	ADP
ajtas-3076	69	20	2000	2000	NUM
ajtas-3076	69	21	rps	rps	PROPN
ajtas-3076	69	22	25–30	25–30	NUM
ajtas-3076	69	23	ms	ms	NOUN
ajtas-3076	70	1	35–40	35–40	NUM
ajtas-3076	70	2	ms	ms	PROPN
ajtas-3076	70	3	average	average	ADJ
ajtas-3076	70	4	response	response	NOUN
ajtas-3076	70	5	time	time	NOUN
ajtas-3076	70	6	(	(	PUNCT
ajtas-3076	70	7	10,000	10,000	NUM
ajtas-3076	70	8	+	+	CCONJ
ajtas-3076	70	9	rps	rps	NOUN
ajtas-3076	70	10	)	)	PUNCT
ajtas-3076	70	11	120–150	120–150	PROPN
ajtas-3076	71	1	ms	ms	DET
ajtas-3076	71	2	80–90	80–90	NUM
ajtas-3076	71	3	ms	ms	NOUN
ajtas-3076	71	4	maximum	maximum	ADJ
ajtas-3076	71	5	stable	stable	ADJ
ajtas-3076	71	6	load	load	NOUN
ajtas-3076	71	7	~5000	~5000	NUM
ajtas-3076	71	8	rps	rps	NOUN
ajtas-3076	71	9	20,000	20,000	NUM
ajtas-3076	71	10	+	+	CCONJ
ajtas-3076	71	11	rps	rps	NOUN
ajtas-3076	71	12	behavior	behavior	NOUN
ajtas-3076	71	13	upon	upon	SCONJ
ajtas-3076	71	14	failure	failure	NOUN
ajtas-3076	71	15	failure	failure	NOUN
ajtas-3076	71	16	of	of	ADP
ajtas-3076	71	17	a	a	DET
ajtas-3076	71	18	critical	critical	ADJ
ajtas-3076	71	19	module	module	NOUN
ajtas-3076	71	20	paralyzes	paralyze	VERB
ajtas-3076	71	21	the	the	DET
ajtas-3076	71	22	system	system	NOUN
ajtas-3076	71	23	the	the	DET
ajtas-3076	71	24	failure	failure	NOUN
ajtas-3076	71	25	of	of	ADP
ajtas-3076	71	26	a	a	DET
ajtas-3076	71	27	single	single	ADJ
ajtas-3076	71	28	service	service	NOUN
ajtas-3076	71	29	does	do	AUX
ajtas-3076	71	30	not	not	PART
ajtas-3076	71	31	stop	stop	VERB
ajtas-3076	71	32	the	the	DET
ajtas-3076	71	33	entire	entire	ADJ
ajtas-3076	71	34	system	system	NOUN
ajtas-3076	71	35	infrastructure	infrastructure	NOUN
ajtas-3076	71	36	costs	cost	VERB
ajtas-3076	71	37	low	low	ADJ
ajtas-3076	71	38	,	,	PUNCT
ajtas-3076	71	39	simple	simple	ADJ
ajtas-3076	71	40	support	support	NOUN
ajtas-3076	71	41	high	high	ADJ
ajtas-3076	71	42	,	,	PUNCT
ajtas-3076	71	43	requires	require	VERB
ajtas-3076	71	44	devops	devop	NOUN
ajtas-3076	71	45	and	and	CCONJ
ajtas-3076	71	46	orchestration	orchestration	NOUN
ajtas-3076	71	47	flexibility	flexibility	NOUN
ajtas-3076	71	48	of	of	ADP
ajtas-3076	71	49	updates	update	NOUN
ajtas-3076	71	50	limited	limit	VERB
ajtas-3076	71	51	,	,	PUNCT
ajtas-3076	71	52	release	release	NOUN
ajtas-3076	71	53	affects	affect	VERB
ajtas-3076	71	54	the	the	DET
ajtas-3076	71	55	entire	entire	ADJ
ajtas-3076	71	56	application	application	NOUN
ajtas-3076	71	57	high	high	ADJ
ajtas-3076	71	58	,	,	PUNCT
ajtas-3076	71	59	updates	update	NOUN
ajtas-3076	71	60	are	be	AUX
ajtas-3076	71	61	isolated	isolate	VERB
ajtas-3076	71	62	by	by	ADP
ajtas-3076	71	63	services	service	NOUN
ajtas-3076	71	64	the	the	DET
ajtas-3076	71	65	conducted	conduct	VERB
ajtas-3076	71	66	research	research	NOUN
ajtas-3076	71	67	allows	allow	VERB
ajtas-3076	71	68	us	we	PRON
ajtas-3076	71	69	to	to	PART
ajtas-3076	71	70	conclude	conclude	VERB
ajtas-3076	71	71	that	that	SCONJ
ajtas-3076	71	72	the	the	DET
ajtas-3076	71	73	choice	choice	NOUN
ajtas-3076	71	74	of	of	ADP
ajtas-3076	71	75	architectural	architectural	ADJ
ajtas-3076	71	76	approach	approach	NOUN
ajtas-3076	71	77	should	should	AUX
ajtas-3076	71	78	be	be	AUX
ajtas-3076	71	79	based	base	VERB
ajtas-3076	71	80	on	on	ADP
ajtas-3076	71	81	a	a	DET
ajtas-3076	71	82	thorough	thorough	ADJ
ajtas-3076	71	83	analysis	analysis	NOUN
ajtas-3076	71	84	of	of	ADP
ajtas-3076	71	85	the	the	DET
ajtas-3076	71	86	load	load	NOUN
ajtas-3076	71	87	profile	profile	NOUN
ajtas-3076	71	88	,	,	PUNCT
ajtas-3076	71	89	requirements	requirement	NOUN
ajtas-3076	71	90	for	for	ADP
ajtas-3076	71	91	fault	fault	NOUN
ajtas-3076	71	92	tolerance	tolerance	NOUN
ajtas-3076	71	93	and	and	CCONJ
ajtas-3076	71	94	the	the	DET
ajtas-3076	71	95	resource	resource	NOUN
ajtas-3076	71	96	base	base	NOUN
ajtas-3076	71	97	of	of	ADP
ajtas-3076	71	98	the	the	DET
ajtas-3076	71	99	project	project	NOUN
ajtas-3076	71	100	.	.	PUNCT
ajtas-3076	72	1	monolithic	monolithic	ADJ
ajtas-3076	72	2	architecture	architecture	NOUN
ajtas-3076	72	3	is	be	AUX
ajtas-3076	72	4	optimal	optimal	ADJ
ajtas-3076	72	5	for	for	ADP
ajtas-3076	72	6	applications	application	NOUN
ajtas-3076	72	7	with	with	ADP
ajtas-3076	72	8	moderate	moderate	ADJ
ajtas-3076	72	9	load	load	NOUN
ajtas-3076	72	10	,	,	PUNCT
ajtas-3076	72	11	where	where	SCONJ
ajtas-3076	72	12	the	the	DET
ajtas-3076	72	13	priority	priority	NOUN
ajtas-3076	72	14	factors	factor	NOUN
ajtas-3076	72	15	are	be	AUX
ajtas-3076	72	16	ease	ease	NOUN
ajtas-3076	72	17	of	of	ADP
ajtas-3076	72	18	development	development	NOUN
ajtas-3076	72	19	,	,	PUNCT
ajtas-3076	72	20	low	low	ADJ
ajtas-3076	72	21	operating	operating	NOUN
ajtas-3076	72	22	costs	cost	NOUN
ajtas-3076	72	23	and	and	CCONJ
ajtas-3076	72	24	fast	fast	ADJ
ajtas-3076	72	25	time	time	NOUN
ajtas-3076	72	26	to	to	ADP
ajtas-3076	72	27	market	market	NOUN
ajtas-3076	72	28	.	.	PUNCT
ajtas-3076	73	1	however	however	ADV
ajtas-3076	73	2	,	,	PUNCT
ajtas-3076	73	3	under	under	ADP
ajtas-3076	73	4	high	high	ADJ
ajtas-3076	73	5	american	american	ADJ
ajtas-3076	73	6	journal	journal	NOUN
ajtas-3076	73	7	of	of	ADP
ajtas-3076	73	8	technology	technology	NOUN
ajtas-3076	73	9	and	and	CCONJ
ajtas-3076	73	10	applied	apply	VERB
ajtas-3076	73	11	sciences	science	NOUN
ajtas-3076	73	12	40	40	NUM
ajtas-3076	73	13	,	,	PUNCT
ajtas-3076	73	14	september	september	PROPN
ajtas-3076	73	15	2025	2025	NUM
ajtas-3076	73	16	p	p	NOUN
ajtas-3076	73	17	a	a	DET
ajtas-3076	73	18	g	g	NOUN
ajtas-3076	73	19	e	e	NOUN
ajtas-3076	73	20	|	|	ADV
ajtas-3076	73	21	5	5	NUM
ajtas-3076	73	22	www.americanjournal.org	www.americanjournal.org	NOUN
ajtas-3076	73	23	load	load	NOUN
ajtas-3076	73	24	conditions	condition	NOUN
ajtas-3076	73	25	,	,	PUNCT
ajtas-3076	73	26	its	its	PRON
ajtas-3076	73	27	scalability	scalability	NOUN
ajtas-3076	73	28	and	and	CCONJ
ajtas-3076	73	29	fault	fault	VERB
ajtas-3076	73	30	tolerance	tolerance	NOUN
ajtas-3076	73	31	are	be	AUX
ajtas-3076	73	32	limited	limited	ADJ
ajtas-3076	73	33	.	.	PUNCT
ajtas-3076	74	1	microservice	microservice	NOUN
ajtas-3076	74	2	architecture	architecture	NOUN
ajtas-3076	74	3	has	have	AUX
ajtas-3076	74	4	proven	prove	VERB
ajtas-3076	74	5	its	its	PRON
ajtas-3076	74	6	effectiveness	effectiveness	NOUN
ajtas-3076	74	7	for	for	ADP
ajtas-3076	74	8	high	high	ADJ
ajtas-3076	74	9	load	load	NOUN
ajtas-3076	74	10	systems	system	NOUN
ajtas-3076	74	11	,	,	PUNCT
ajtas-3076	74	12	as	as	SCONJ
ajtas-3076	74	13	it	it	PRON
ajtas-3076	74	14	allows	allow	VERB
ajtas-3076	74	15	processing	process	VERB
ajtas-3076	74	16	significant	significant	ADJ
ajtas-3076	74	17	volumes	volume	NOUN
ajtas-3076	74	18	of	of	ADP
ajtas-3076	74	19	requests	request	NOUN
ajtas-3076	74	20	due	due	ADP
ajtas-3076	74	21	to	to	ADP
ajtas-3076	74	22	horizontal	horizontal	ADJ
ajtas-3076	74	23	scaling	scaling	NOUN
ajtas-3076	74	24	and	and	CCONJ
ajtas-3076	74	25	localization	localization	NOUN
ajtas-3076	74	26	of	of	ADP
ajtas-3076	74	27	failures	failure	NOUN
ajtas-3076	74	28	.	.	PUNCT
ajtas-3076	75	1	however	however	ADV
ajtas-3076	75	2	,	,	PUNCT
ajtas-3076	75	3	its	its	PRON
ajtas-3076	75	4	implementation	implementation	NOUN
ajtas-3076	75	5	is	be	AUX
ajtas-3076	75	6	associated	associate	VERB
ajtas-3076	75	7	with	with	ADP
ajtas-3076	75	8	increased	increase	VERB
ajtas-3076	75	9	overhead	overhead	ADJ
ajtas-3076	75	10	costs	cost	NOUN
ajtas-3076	75	11	for	for	ADP
ajtas-3076	75	12	network	network	NOUN
ajtas-3076	75	13	interactions	interaction	NOUN
ajtas-3076	75	14	and	and	CCONJ
ajtas-3076	75	15	more	more	ADJ
ajtas-3076	75	16	complex	complex	ADJ
ajtas-3076	75	17	infrastructure	infrastructure	NOUN
ajtas-3076	75	18	.	.	PUNCT
ajtas-3076	76	1	thus	thus	ADV
ajtas-3076	76	2	,	,	PUNCT
ajtas-3076	76	3	for	for	ADP
ajtas-3076	76	4	systems	system	NOUN
ajtas-3076	76	5	with	with	ADP
ajtas-3076	76	6	an	an	DET
ajtas-3076	76	7	average	average	ADJ
ajtas-3076	76	8	load	load	NOUN
ajtas-3076	76	9	,	,	PUNCT
ajtas-3076	76	10	it	it	PRON
ajtas-3076	76	11	is	be	AUX
ajtas-3076	76	12	most	most	ADV
ajtas-3076	76	13	appropriate	appropriate	ADJ
ajtas-3076	76	14	to	to	PART
ajtas-3076	76	15	use	use	VERB
ajtas-3076	76	16	a	a	DET
ajtas-3076	76	17	monolithic	monolithic	ADJ
ajtas-3076	76	18	architecture	architecture	NOUN
ajtas-3076	76	19	,	,	PUNCT
ajtas-3076	76	20	while	while	SCONJ
ajtas-3076	76	21	for	for	ADP
ajtas-3076	76	22	projects	project	NOUN
ajtas-3076	76	23	that	that	PRON
ajtas-3076	76	24	require	require	VERB
ajtas-3076	76	25	high	high	ADJ
ajtas-3076	76	26	scalability	scalability	NOUN
ajtas-3076	76	27	and	and	CCONJ
ajtas-3076	76	28	reliability	reliability	NOUN
ajtas-3076	76	29	under	under	ADP
ajtas-3076	76	30	peak	peak	NOUN
ajtas-3076	76	31	loads	load	NOUN
ajtas-3076	76	32	,	,	PUNCT
ajtas-3076	76	33	a	a	DET
ajtas-3076	76	34	microservice	microservice	NOUN
ajtas-3076	76	35	approach	approach	NOUN
ajtas-3076	76	36	is	be	AUX
ajtas-3076	76	37	preferable	preferable	ADJ
ajtas-3076	76	38	.	.	PUNCT
ajtas-3076	77	1	therefore	therefore	ADV
ajtas-3076	77	2	,	,	PUNCT
ajtas-3076	77	3	the	the	DET
ajtas-3076	77	4	choice	choice	NOUN
ajtas-3076	77	5	of	of	ADP
ajtas-3076	77	6	architectural	architectural	ADJ
ajtas-3076	77	7	approach	approach	NOUN
ajtas-3076	77	8	should	should	AUX
ajtas-3076	77	9	be	be	AUX
ajtas-3076	77	10	determined	determine	VERB
ajtas-3076	77	11	by	by	ADP
ajtas-3076	77	12	the	the	DET
ajtas-3076	77	13	nature	nature	NOUN
ajtas-3076	77	14	of	of	ADP
ajtas-3076	77	15	the	the	DET
ajtas-3076	77	16	load	load	NOUN
ajtas-3076	77	17	,	,	PUNCT
ajtas-3076	77	18	fault	fault	VERB
ajtas-3076	77	19	tolerance	tolerance	NOUN
ajtas-3076	77	20	requirements	requirement	NOUN
ajtas-3076	77	21	and	and	CCONJ
ajtas-3076	77	22	the	the	DET
ajtas-3076	77	23	organization	organization	NOUN
ajtas-3076	77	24	's	's	PART
ajtas-3076	77	25	available	available	ADJ
ajtas-3076	77	26	resources	resource	NOUN
ajtas-3076	77	27	.	.	PUNCT
ajtas-3076	78	1	for	for	ADP
ajtas-3076	78	2	systems	system	NOUN
ajtas-3076	78	3	designed	design	VERB
ajtas-3076	78	4	for	for	ADP
ajtas-3076	78	5	intensive	intensive	ADJ
ajtas-3076	78	6	traffic	traffic	NOUN
ajtas-3076	78	7	,	,	PUNCT
ajtas-3076	78	8	a	a	DET
ajtas-3076	78	9	large	large	ADJ
ajtas-3076	78	10	number	number	NOUN
ajtas-3076	78	11	of	of	ADP
ajtas-3076	78	12	users	user	NOUN
ajtas-3076	78	13	and	and	CCONJ
ajtas-3076	78	14	constant	constant	ADJ
ajtas-3076	78	15	development	development	NOUN
ajtas-3076	78	16	,	,	PUNCT
ajtas-3076	78	17	the	the	DET
ajtas-3076	78	18	optimal	optimal	ADJ
ajtas-3076	78	19	solution	solution	NOUN
ajtas-3076	78	20	is	be	AUX
ajtas-3076	78	21	a	a	DET
ajtas-3076	78	22	microservice	microservice	NOUN
ajtas-3076	78	23	architecture	architecture	NOUN
ajtas-3076	78	24	.	.	PUNCT
ajtas-3076	79	1	for	for	ADP
ajtas-3076	79	2	applications	application	NOUN
ajtas-3076	79	3	with	with	ADP
ajtas-3076	79	4	a	a	DET
ajtas-3076	79	5	moderate	moderate	ADJ
ajtas-3076	79	6	load	load	NOUN
ajtas-3076	79	7	,	,	PUNCT
ajtas-3076	79	8	limited	limited	ADJ
ajtas-3076	79	9	budget	budget	NOUN
ajtas-3076	79	10	and	and	CCONJ
ajtas-3076	79	11	simpler	simple	ADJ
ajtas-3076	79	12	functional	functional	ADJ
ajtas-3076	79	13	requirements	requirement	NOUN
ajtas-3076	79	14	,	,	PUNCT
ajtas-3076	79	15	it	it	PRON
ajtas-3076	79	16	is	be	AUX
ajtas-3076	79	17	advisable	advisable	ADJ
ajtas-3076	79	18	to	to	PART
ajtas-3076	79	19	use	use	VERB
ajtas-3076	79	20	a	a	DET
ajtas-3076	79	21	monolith	monolith	NOUN
ajtas-3076	79	22	.	.	PUNCT
ajtas-3076	80	1	references	reference	NOUN
ajtas-3076	80	2	1	1	NUM
ajtas-3076	80	3	.	.	PUNCT
ajtas-3076	80	4	statista	statista	PROPN
ajtas-3076	80	5	.	.	PUNCT
ajtas-3076	81	1	number	number	NOUN
ajtas-3076	81	2	of	of	ADP
ajtas-3076	81	3	internet	internet	NOUN
ajtas-3076	81	4	of	of	ADP
ajtas-3076	81	5	things	thing	NOUN
ajtas-3076	81	6	(	(	PUNCT
ajtas-3076	81	7	iot	iot	NOUN
ajtas-3076	81	8	)	)	PUNCT
ajtas-3076	81	9	connected	connect	VERB
ajtas-3076	81	10	worldwide	worldwide	ADJ
ajtas-3076	81	11	devices	device	NOUN
ajtas-3076	81	12	from	from	ADP
ajtas-3076	81	13	2019	2019	NUM
ajtas-3076	81	14	to	to	ADP
ajtas-3076	81	15	2030	2030	NUM
ajtas-3076	81	16	[	[	PUNCT
ajtas-3076	81	17	electronic	electronic	ADJ
ajtas-3076	81	18	resource	resource	NOUN
ajtas-3076	81	19	]	]	PUNCT
ajtas-3076	81	20	.	.	PUNCT
ajtas-3076	82	1	–	–	PUNCT
ajtas-3076	82	2	mode	mode	NOUN
ajtas-3076	82	3	access	access	NOUN
ajtas-3076	82	4	:	:	PUNCT
ajtas-3076	82	5	https://www.statista.com/statistics/1183457/iot-connecteddevices-worldwide	https://www.statista.com/statistics/1183457/iot-connecteddevices-worldwide	NOUN
ajtas-3076	82	6	(	(	PUNCT
ajtas-3076	82	7	date	date	NOUN
ajtas-3076	82	8	accessed	access	VERB
ajtas-3076	82	9	:	:	PUNCT
ajtas-3076	82	10	22.08.2025	22.08.2025	NUM
ajtas-3076	82	11	)	)	PUNCT
ajtas-3076	82	12	.	.	PUNCT
ajtas-3076	83	1	2	2	X
ajtas-3076	83	2	.	.	X
ajtas-3076	83	3	newman	newman	PROPN
ajtas-3076	83	4	s.	s.	PROPN
ajtas-3076	83	5	building	building	PROPN
ajtas-3076	83	6	microservices	microservice	NOUN
ajtas-3076	83	7	.	.	PUNCT
ajtas-3076	84	1	–	–	PUNCT
ajtas-3076	84	2	2nd	2nd	ADJ
ajtas-3076	84	3	ed	ed	NOUN
ajtas-3076	84	4	.	.	PUNCT
ajtas-3076	85	1	–	–	PUNCT
ajtas-3076	85	2	beijing	beijing	PROPN
ajtas-3076	85	3	:	:	PUNCT
ajtas-3076	85	4	o'reilly	o'reilly	NOUN
ajtas-3076	85	5	media	medium	NOUN
ajtas-3076	85	6	,	,	PUNCT
ajtas-3076	85	7	2021	2021	NUM
ajtas-3076	85	8	.	.	PUNCT
ajtas-3076	86	1	–	–	PUNCT
ajtas-3076	86	2	445	445	NUM
ajtas-3076	86	3	p.	p.	NOUN
ajtas-3076	86	4	3	3	NUM
ajtas-3076	86	5	.	.	PUNCT
ajtas-3076	87	1	fowler	fowler	PROPN
ajtas-3076	87	2	m.	m.	PROPN
ajtas-3076	87	3	,	,	PUNCT
ajtas-3076	87	4	lewis	lewis	PROPN
ajtas-3076	87	5	j.	j.	PROPN
ajtas-3076	87	6	microservices	microservices	PROPN
ajtas-3076	87	7	:	:	PUNCT
ajtas-3076	87	8	a	a	DET
ajtas-3076	87	9	definition	definition	NOUN
ajtas-3076	87	10	of	of	ADP
ajtas-3076	87	11	this	this	DET
ajtas-3076	87	12	new	new	ADJ
ajtas-3076	87	13	architectural	architectural	ADJ
ajtas-3076	87	14	term	term	NOUN
ajtas-3076	87	15	[	[	PUNCT
ajtas-3076	87	16	electronic	electronic	ADJ
ajtas-3076	87	17	resource	resource	NOUN
ajtas-3076	87	18	]	]	PUNCT
ajtas-3076	87	19	.	.	PUNCT
ajtas-3076	87	20	–	–	PUNCT
ajtas-3076	87	21	mode	mode	NOUN
ajtas-3076	87	22	access	access	NOUN
ajtas-3076	87	23	:	:	PUNCT
ajtas-3076	87	24	https://martinfowler.com/articles/microservices.html	https://martinfowler.com/articles/microservices.html	PROPN
ajtas-3076	87	25	(	(	PUNCT
ajtas-3076	87	26	date	date	NOUN
ajtas-3076	87	27	accessed	access	VERB
ajtas-3076	87	28	:	:	PUNCT
ajtas-3076	87	29	21.08.2025	21.08.2025	NUM
ajtas-3076	87	30	)	)	PUNCT
ajtas-3076	87	31	.	.	PUNCT
ajtas-3076	88	1	4	4	X
ajtas-3076	88	2	.	.	X
ajtas-3076	88	3	cloud	cloud	ADJ
ajtas-3076	88	4	native	native	PROPN
ajtas-3076	88	5	computing	computing	PROPN
ajtas-3076	88	6	foundation	foundation	PROPN
ajtas-3076	88	7	.	.	PUNCT
ajtas-3076	89	1	cncf	cncf	ADJ
ajtas-3076	89	2	annual	annual	ADJ
ajtas-3076	89	3	survey	survey	NOUN
ajtas-3076	89	4	2023	2023	NUM
ajtas-3076	89	5	[	[	PUNCT
ajtas-3076	89	6	electronic	electronic	ADJ
ajtas-3076	89	7	resource	resource	NOUN
ajtas-3076	89	8	]	]	PUNCT
ajtas-3076	89	9	.	.	PUNCT
ajtas-3076	90	1	–	–	PUNCT
ajtas-3076	90	2	mode	mode	NOUN
ajtas-3076	90	3	access	access	NOUN
ajtas-3076	90	4	:	:	PUNCT
ajtas-3076	90	5	https://www.cncf.io/reports/cncf-annual-survey-2023/	https://www.cncf.io/reports/cncf-annual-survey-2023/	PROPN
ajtas-3076	90	6	(	(	PUNCT
ajtas-3076	90	7	date	date	NOUN
ajtas-3076	90	8	accessed	access	VERB
ajtas-3076	90	9	:	:	PUNCT
ajtas-3076	90	10	23.08.2025	23.08.2025	NUM
ajtas-3076	90	11	)	)	PUNCT
ajtas-3076	90	12	.	.	PUNCT
ajtas-3076	91	1	5	5	X
ajtas-3076	91	2	.	.	X
ajtas-3076	91	3	rahman	rahman	PROPN
ajtas-3076	91	4	a.	a.	PROPN
ajtas-3076	91	5	,	,	PUNCT
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ajtas-3076	91	8	,	,	PUNCT
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ajtas-3076	91	11	,	,	PUNCT
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ajtas-3076	91	31	.	.	PUNCT
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ajtas-3076	93	9	.	.	PUNCT
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ajtas-3076	94	2	.	.	PUNCT
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ajtas-3076	96	8	:	:	PUNCT
ajtas-3076	96	9	20.08.2025	20.08.2025	NUM
ajtas-3076	96	10	)	)	PUNCT
ajtas-3076	96	11	.	.	PUNCT
ajtas-3076	97	1	6	6	X
ajtas-3076	97	2	.	.	X
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ajtas-3076	97	4	m.	m.	PROPN
ajtas-3076	97	5	,	,	PUNCT
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ajtas-3076	97	8	,	,	PUNCT
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ajtas-3076	97	11	,	,	PUNCT
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ajtas-3076	97	14	,	,	PUNCT
ajtas-3076	97	15	vahdat	vahdat	PROPN
ajtas-3076	97	16	a.	a.	NOUN
ajtas-3076	97	17	dissecting	dissect	VERB
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ajtas-3076	97	19	of	of	ADP
ajtas-3076	97	20	service	service	NOUN
ajtas-3076	97	21	mesh	mesh	NOUN
ajtas-3076	97	22	sidecars	sidecar	NOUN
ajtas-3076	97	23	//	//	NUM
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ajtas-3076	97	25	of	of	ADP
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ajtas-3076	97	27	2023	2023	NUM
ajtas-3076	97	28	.	.	PUNCT
ajtas-3076	98	1	acm	acm	PROPN
ajtas-3076	98	2	,	,	PUNCT
ajtas-3076	98	3	2023	2023	NUM
ajtas-3076	98	4	.	.	PUNCT
ajtas-3076	99	1	doi	doi	NOUN
ajtas-3076	99	2	:	:	PUNCT
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ajtas-3076	99	4	.	.	PUNCT
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ajtas-3076	100	3	:	:	PUNCT
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ajtas-3076	100	8	:	:	PUNCT
ajtas-3076	100	9	23.08.2025	23.08.2025	NUM
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ajtas-3076	100	11	.	.	PUNCT
ajtas-3076	101	1	7	7	X
ajtas-3076	101	2	.	.	X
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ajtas-3076	101	4	lab	lab	NOUN
ajtas-3076	101	5	.	.	PUNCT
ajtas-3076	102	1	performance	performance	NOUN
ajtas-3076	102	2	comparison	comparison	NOUN
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ajtas-3076	102	5	mesh	mesh	NOUN
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ajtas-3076	102	7	:	:	PUNCT
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ajtas-3076	102	10	tax	tax	NOUN
ajtas-3076	102	11	(	(	PUNCT
ajtas-3076	102	12	project	project	NOUN
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ajtas-3076	102	15	[	[	PUNCT
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ajtas-3076	102	18	]	]	PUNCT
ajtas-3076	102	19	.	.	PUNCT
ajtas-3076	103	1	–	–	PUNCT
ajtas-3076	103	2	2024	2024	NUM
ajtas-3076	103	3	.	.	PUNCT
ajtas-3076	104	1	–	–	PUNCT
ajtas-3076	104	2	mode	mode	NOUN
ajtas-3076	104	3	access	access	NOUN
ajtas-3076	104	4	:	:	PUNCT
ajtas-3076	104	5	https://deepness-lab.org/wpcontent/uploads/2024/05/service_mesh_performance_project_report.pdf	https://deepness-lab.org/wpcontent/uploads/2024/05/service_mesh_performance_project_report.pdf	PROPN
ajtas-3076	104	6	(	(	PUNCT
ajtas-3076	104	7	date	date	NOUN
ajtas-3076	104	8	accessed	access	VERB
ajtas-3076	104	9	:	:	PUNCT
ajtas-3076	104	10	24.08.2025	24.08.2025	NUM
ajtas-3076	104	11	)	)	PUNCT
ajtas-3076	104	12	.	.	PUNCT
ajtas-3076	105	1	8	8	X
ajtas-3076	105	2	.	.	X
ajtas-3076	105	3	anders	anders	PROPN
ajtas-3076	105	4	m.	m.	NOUN
ajtas-3076	105	5	investigating	investigate	VERB
ajtas-3076	105	6	performance	performance	NOUN
ajtas-3076	105	7	overhead	overhead	ADV
ajtas-3076	105	8	of	of	ADP
ajtas-3076	105	9	distributed	distribute	VERB
ajtas-3076	105	10	tracing	trace	VERB
ajtas-3076	105	11	in	in	ADP
ajtas-3076	105	12	microservices	microservice	NOUN
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ajtas-3076	105	14	serverless	serverless	NOUN
ajtas-3076	105	15	(	(	PUNCT
ajtas-3076	105	16	master	master	NOUN
ajtas-3076	105	17	's	's	PART
ajtas-3076	105	18	thesis	thesis	NOUN
ajtas-3076	105	19	)	)	PUNCT
ajtas-3076	105	20	[	[	PUNCT
ajtas-3076	105	21	electronic	electronic	ADJ
ajtas-3076	105	22	resource	resource	NOUN
ajtas-3076	105	23	]	]	PUNCT
ajtas-3076	105	24	.	.	PUNCT
ajtas-3076	106	1	–	–	PUNCT
ajtas-3076	106	2	2025	2025	NUM
ajtas-3076	106	3	.	.	PUNCT
ajtas-3076	107	1	–	–	PUNCT
ajtas-3076	107	2	mode	mode	NOUN
ajtas-3076	107	3	access	access	NOUN
ajtas-3076	107	4	:	:	PUNCT
ajtas-3076	107	5	https://atlargeresearch.com/pdfs/2024-msc-anders_tracing_overhead.pdf	https://atlargeresearch.com/pdfs/2024-msc-anders_tracing_overhead.pdf	NUM
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ajtas-3076	107	9	:	:	PUNCT
ajtas-3076	107	10	08/25/2025	08/25/2025	NUM
ajtas-3076	107	11	)	)	PUNCT
ajtas-3076	107	12	.	.	PUNCT
ajtas-3076	108	1	9	9	X
ajtas-3076	108	2	.	.	X
ajtas-3076	109	1	hotnets'24	hotnets'24	NOUN
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ajtas-3076	109	3	opportunities	opportunity	NOUN
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ajtas-3076	109	9	traffic	traffic	NOUN
ajtas-3076	109	10	engineering	engineering	NOUN
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ajtas-3076	110	1	[	[	PUNCT
ajtas-3076	110	2	electronic	electronic	ADJ
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ajtas-3076	111	1	–	–	PUNCT
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ajtas-3076	112	2	mode	mode	NOUN
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ajtas-3076	112	4	:	:	PUNCT
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ajtas-3076	112	9	:	:	PUNCT
ajtas-3076	112	10	08/25/2025	08/25/2025	NUM
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ajtas-3076	113	1	https://www.statista.com/statistics/1183457/iot-connected-devices-worldwide?utm_source=chatgpt.com	https://www.statista.com/statistics/1183457/iot-connected-devices-worldwide?utm_source=chatgpt.com	X
ajtas-3076	113	2	https://www.statista.com/statistics/1183457/iot-connected-devices-worldwide?utm_source=chatgpt.com	https://www.statista.com/statistics/1183457/iot-connected-devices-worldwide?utm_source=chatgpt.com	X
ajtas-3076	113	3	https://martinfowler.com/articles/microservices.html?utm_source=chatgpt.com	https://martinfowler.com/articles/microservices.html?utm_source=chatgpt.com	X
ajtas-3076	113	4	https://www.cncf.io/reports/cncf-annual-survey-2023/?utm_source=chatgpt.com	https://www.cncf.io/reports/cncf-annual-survey-2023/?utm_source=chatgpt.com	X
ajtas-3076	113	5	https://www.mdpi.com/2076-3417/10/17/5797?utm_source=chatgpt.com	https://www.mdpi.com/2076-3417/10/17/5797?utm_source=chatgpt.com	X
ajtas-3076	113	6	https://dl.acm.org/doi/10.1145/3620678.3624652?utm_source=chatgpt.com	https://dl.acm.org/doi/10.1145/3620678.3624652?utm_source=chatgpt.com	X
ajtas-3076	113	7	https://deepness-lab.org/wp-content/uploads/2024/05/service_mesh_performance_project_report.pdf?utm_source=chatgpt.com	https://deepness-lab.org/wp-content/uploads/2024/05/service_mesh_performance_project_report.pdf?utm_source=chatgpt.com	PROPN
ajtas-3076	113	8	https://deepness-lab.org/wp-content/uploads/2024/05/service_mesh_performance_project_report.pdf?utm_source=chatgpt.com	https://deepness-lab.org/wp-content/uploads/2024/05/service_mesh_performance_project_report.pdf?utm_source=chatgpt.com	PROPN
ajtas-3076	113	9	https://atlarge-research.com/pdfs/2024-msc-anders_tracing_overhead.pdf?utm_source=chatgpt.com	https://atlarge-research.com/pdfs/2024-msc-anders_tracing_overhead.pdf?utm_source=chatgpt.com	X
ajtas-3076	113	10	https://atlarge-research.com/pdfs/2024-msc-anders_tracing_overhead.pdf?utm_source=chatgpt.com	https://atlarge-research.com/pdfs/2024-msc-anders_tracing_overhead.pdf?utm_source=chatgpt.com	X
ajtas-3076	113	11	https://conferences.sigcomm.org/hotnets/2024/papers/hotnets24-107.pdf?utm_source=chatgpt.com	https://conferences.sigcomm.org/hotnets/2024/papers/hotnets24-107.pdf?utm_source=chatgpt.com	PROPN
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ajtas-3076	114	5	d.	d.	PROPN
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ajtas-3076	114	7	gomes	gomes	PROPN
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ajtas-3076	114	9	,	,	PUNCT
ajtas-3076	114	10	silva	silva	PROPN
ajtas-3076	114	11	f.	f.	PROPN
ajtas-3076	114	12	microservices	microservices	PROPN
ajtas-3076	114	13	in	in	ADP
ajtas-3076	114	14	iot	iot	PROPN
ajtas-3076	114	15	:	:	PUNCT
ajtas-3076	114	16	a	a	DET
ajtas-3076	114	17	systematic	systematic	ADJ
ajtas-3076	114	18	review	review	NOUN
ajtas-3076	114	19	2010–2024	2010–2024	NUM
ajtas-3076	114	20	//	//	NUM
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ajtas-3076	115	3	.	.	PUNCT
ajtas-3076	116	1	–	–	PUNCT
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ajtas-3076	117	7	–	–	PUNCT
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ajtas-3076	117	9	.	.	PUNCT
ajtas-3076	118	1	6771	6771	NUM
ajtas-3076	118	2	.	.	PUNCT
ajtas-3076	118	3	–	–	PUNCT
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ajtas-3076	118	6	:	:	PUNCT
ajtas-3076	118	7	https://www.mdpi.com/14248220/24/20/6771	https://www.mdpi.com/14248220/24/20/6771	NUM
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ajtas-3076	118	11	:	:	PUNCT
ajtas-3076	118	12	08/26/2025	08/26/2025	NUM
ajtas-3076	118	13	)	)	PUNCT
ajtas-3076	118	14	.	.	PUNCT
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ajtas-3076	119	2	.	.	PUNCT
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ajtas-3076	119	16	:	:	PUNCT
ajtas-3076	119	17	an	an	DET
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ajtas-3076	119	20	//	//	SYM
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ajtas-3076	119	22	and	and	CCONJ
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ajtas-3076	119	25	.	.	PUNCT
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ajtas-3076	119	28	.	.	PUNCT
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ajtas-3076	119	31	.	.	PUNCT
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ajtas-3076	119	36	.	.	PUNCT
ajtas-3076	120	1	106378	106378	NUM
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ajtas-3076	121	4	:	:	PUNCT
ajtas-3076	121	5	https://www.sciencedirect.com/science/article/pii/s0950584921000793	https://www.sciencedirect.com/science/article/pii/s0950584921000793	PROPN
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ajtas-3076	121	9	:	:	PUNCT
ajtas-3076	121	10	08/27/2025	08/27/2025	NUM
ajtas-3076	121	11	)	)	PUNCT
ajtas-3076	121	12	.	.	PUNCT
ajtas-3076	122	1	https://www.mdpi.com/1424-8220/24/20/6771?utm_source=chatgpt.com	https://www.mdpi.com/1424-8220/24/20/6771?utm_source=chatgpt.com	X
ajtas-3076	122	2	https://www.mdpi.com/1424-8220/24/20/6771?utm_source=chatgpt.com	https://www.mdpi.com/1424-8220/24/20/6771?utm_source=chatgpt.com	X
ajtas-3076	122	3	https://www.sciencedirect.com/science/article/pii/s0950584921000793?utm_source=chatgpt.com	https://www.sciencedirect.com/science/article/pii/s0950584921000793?utm_source=chatgpt.com	X