id	sid	tid	token	lemma	pos
ajst-21780	1	1	academic	academic	ADJ
ajst-21780	1	2	journal	journal	NOUN
ajst-21780	1	3	of	of	ADP
ajst-21780	1	4	science	science	NOUN
ajst-21780	1	5	and	and	CCONJ
ajst-21780	1	6	technology	technology	NOUN
ajst-21780	1	7	issn	issn	NOUN
ajst-21780	1	8	:	:	PUNCT
ajst-21780	1	9	2771	2771	NUM
ajst-21780	1	10	-	-	SYM
ajst-21780	1	11	3032	3032	NUM
ajst-21780	1	12	|	|	NOUN
ajst-21780	1	13	vol	vol	NOUN
ajst-21780	1	14	.	.	PROPN
ajst-21780	2	1	11	11	NUM
ajst-21780	2	2	,	,	PUNCT
ajst-21780	2	3	no	no	INTJ
ajst-21780	2	4	.	.	NOUN
ajst-21780	2	5	1	1	NUM
ajst-21780	2	6	,	,	PUNCT
ajst-21780	2	7	2024	2024	NUM
ajst-21780	2	8	161	161	NUM
ajst-21780	2	9	scalability	scalability	NOUN
ajst-21780	2	10	and	and	CCONJ
ajst-21780	2	11	performance	performance	NOUN
ajst-21780	2	12	optimization	optimization	NOUN
ajst-21780	2	13	strategies	strategy	NOUN
ajst-21780	2	14	in	in	ADP
ajst-21780	2	15	large‐scale	large‐scale	NOUN
ajst-21780	2	16	system	system	NOUN
ajst-21780	2	17	architectures	architecture	NOUN
ajst-21780	2	18	qiang	qiang	PROPN
ajst-21780	2	19	wu1	wu1	PROPN
ajst-21780	2	20	,	,	PUNCT
ajst-21780	2	21	joan	joan	PROPN
ajst-21780	2	22	lazaro2	lazaro2	PROPN
ajst-21780	2	23	1graduate	1graduate	PROPN
ajst-21780	2	24	school	school	NOUN
ajst-21780	2	25	,	,	PUNCT
ajst-21780	2	26	university	university	NOUN
ajst-21780	2	27	of	of	ADP
ajst-21780	2	28	the	the	DET
ajst-21780	2	29	east	east	PROPN
ajst-21780	2	30	,	,	PUNCT
ajst-21780	2	31	manila	manila	PROPN
ajst-21780	2	32	,	,	PUNCT
ajst-21780	2	33	philippines	philippine	NOUN
ajst-21780	2	34	2university	2university	NUM
ajst-21780	2	35	of	of	ADP
ajst-21780	2	36	the	the	DET
ajst-21780	2	37	east	east	PROPN
ajst-21780	2	38	,	,	PUNCT
ajst-21780	2	39	manila	manila	PROPN
ajst-21780	2	40	,	,	PUNCT
ajst-21780	2	41	philippines	philippine	NOUN
ajst-21780	2	42	abstract	abstract	ADJ
ajst-21780	2	43	:	:	PUNCT
ajst-21780	2	44	this	this	DET
ajst-21780	2	45	paper	paper	NOUN
ajst-21780	2	46	aims	aim	VERB
ajst-21780	2	47	to	to	PART
ajst-21780	2	48	break	break	VERB
ajst-21780	2	49	away	away	ADV
ajst-21780	2	50	from	from	ADP
ajst-21780	2	51	traditional	traditional	ADJ
ajst-21780	2	52	thinking	thinking	NOUN
ajst-21780	2	53	paradigms	paradigm	VERB
ajst-21780	2	54	by	by	ADP
ajst-21780	2	55	introducing	introduce	VERB
ajst-21780	2	56	theories	theory	NOUN
ajst-21780	2	57	and	and	CCONJ
ajst-21780	2	58	methods	method	NOUN
ajst-21780	2	59	from	from	ADP
ajst-21780	2	60	complexity	complexity	NOUN
ajst-21780	2	61	science	science	NOUN
ajst-21780	2	62	to	to	PART
ajst-21780	2	63	provide	provide	VERB
ajst-21780	2	64	innovative	innovative	ADJ
ajst-21780	2	65	and	and	CCONJ
ajst-21780	2	66	effective	effective	ADJ
ajst-21780	2	67	solutions	solution	NOUN
ajst-21780	2	68	for	for	ADP
ajst-21780	2	69	scalability	scalability	NOUN
ajst-21780	2	70	and	and	CCONJ
ajst-21780	2	71	performance	performance	NOUN
ajst-21780	2	72	optimization	optimization	NOUN
ajst-21780	2	73	of	of	ADP
ajst-21780	2	74	large	large	ADJ
ajst-21780	2	75	-	-	PUNCT
ajst-21780	2	76	scale	scale	NOUN
ajst-21780	2	77	system	system	NOUN
ajst-21780	2	78	architectures	architecture	NOUN
ajst-21780	2	79	.	.	PUNCT
ajst-21780	3	1	the	the	DET
ajst-21780	3	2	paper	paper	NOUN
ajst-21780	3	3	first	first	ADV
ajst-21780	3	4	constructs	construct	VERB
ajst-21780	3	5	a	a	DET
ajst-21780	3	6	complex	complex	ADJ
ajst-21780	3	7	network	network	NOUN
ajst-21780	3	8	model	model	NOUN
ajst-21780	3	9	for	for	ADP
ajst-21780	3	10	large	large	ADJ
ajst-21780	3	11	-	-	PUNCT
ajst-21780	3	12	scale	scale	NOUN
ajst-21780	3	13	system	system	NOUN
ajst-21780	3	14	architecture	architecture	NOUN
ajst-21780	3	15	,	,	PUNCT
ajst-21780	3	16	which	which	PRON
ajst-21780	3	17	includes	include	VERB
ajst-21780	3	18	nodes	node	NOUN
ajst-21780	3	19	(	(	PUNCT
ajst-21780	3	20	services	service	NOUN
ajst-21780	3	21	)	)	PUNCT
ajst-21780	3	22	,	,	PUNCT
ajst-21780	3	23	edges	edge	NOUN
ajst-21780	3	24	(	(	PUNCT
ajst-21780	3	25	interactions	interaction	NOUN
ajst-21780	3	26	)	)	PUNCT
ajst-21780	3	27	,	,	PUNCT
ajst-21780	3	28	and	and	CCONJ
ajst-21780	3	29	global	global	ADJ
ajst-21780	3	30	attributes	attribute	NOUN
ajst-21780	3	31	,	,	PUNCT
ajst-21780	3	32	along	along	ADP
ajst-21780	3	33	with	with	ADP
ajst-21780	3	34	dynamic	dynamic	ADJ
ajst-21780	3	35	models	model	NOUN
ajst-21780	3	36	reflecting	reflect	VERB
ajst-21780	3	37	key	key	ADJ
ajst-21780	3	38	metrics	metric	NOUN
ajst-21780	3	39	such	such	ADJ
ajst-21780	3	40	as	as	ADP
ajst-21780	3	41	system	system	NOUN
ajst-21780	3	42	performance	performance	NOUN
ajst-21780	3	43	and	and	CCONJ
ajst-21780	3	44	scalability	scalability	NOUN
ajst-21780	3	45	,	,	PUNCT
ajst-21780	3	46	providing	provide	VERB
ajst-21780	3	47	a	a	DET
ajst-21780	3	48	theoretical	theoretical	ADJ
ajst-21780	3	49	foundation	foundation	NOUN
ajst-21780	3	50	for	for	ADP
ajst-21780	3	51	subsequent	subsequent	ADJ
ajst-21780	3	52	research	research	NOUN
ajst-21780	3	53	.	.	PUNCT
ajst-21780	4	1	subsequently	subsequently	ADV
ajst-21780	4	2	,	,	PUNCT
ajst-21780	4	3	from	from	ADP
ajst-21780	4	4	a	a	DET
ajst-21780	4	5	complexity	complexity	NOUN
ajst-21780	4	6	perspective	perspective	NOUN
ajst-21780	4	7	,	,	PUNCT
ajst-21780	4	8	it	it	PRON
ajst-21780	4	9	innovatively	innovatively	ADV
ajst-21780	4	10	proposes	propose	VERB
ajst-21780	4	11	scalability	scalability	NOUN
ajst-21780	4	12	strategies	strategy	NOUN
ajst-21780	4	13	,	,	PUNCT
ajst-21780	4	14	including	include	VERB
ajst-21780	4	15	adaptive	adaptive	ADJ
ajst-21780	4	16	scalability	scalability	NOUN
ajst-21780	4	17	strategies	strategy	NOUN
ajst-21780	4	18	for	for	ADP
ajst-21780	4	19	complex	complex	ADJ
ajst-21780	4	20	network	network	NOUN
ajst-21780	4	21	optimization	optimization	NOUN
ajst-21780	4	22	,	,	PUNCT
ajst-21780	4	23	data	data	NOUN
ajst-21780	4	24	-	-	PUNCT
ajst-21780	4	25	driven	drive	VERB
ajst-21780	4	26	complex	complex	ADJ
ajst-21780	4	27	system	system	NOUN
ajst-21780	4	28	regulation	regulation	NOUN
ajst-21780	4	29	,	,	PUNCT
ajst-21780	4	30	and	and	CCONJ
ajst-21780	4	31	elastic	elastic	ADJ
ajst-21780	4	32	computing	computing	NOUN
ajst-21780	4	33	and	and	CCONJ
ajst-21780	4	34	service	service	NOUN
ajst-21780	4	35	orchestration	orchestration	NOUN
ajst-21780	4	36	mechanisms	mechanism	NOUN
ajst-21780	4	37	.	.	PUNCT
ajst-21780	5	1	in	in	ADP
ajst-21780	5	2	terms	term	NOUN
ajst-21780	5	3	of	of	ADP
ajst-21780	5	4	performance	performance	NOUN
ajst-21780	5	5	optimization	optimization	NOUN
ajst-21780	5	6	,	,	PUNCT
ajst-21780	5	7	it	it	PRON
ajst-21780	5	8	applies	apply	VERB
ajst-21780	5	9	tools	tool	NOUN
ajst-21780	5	10	such	such	ADJ
ajst-21780	5	11	as	as	ADP
ajst-21780	5	12	complex	complex	ADJ
ajst-21780	5	13	systems	system	NOUN
ajst-21780	5	14	observation	observation	NOUN
ajst-21780	5	15	theory	theory	NOUN
ajst-21780	5	16	and	and	CCONJ
ajst-21780	5	17	network	network	NOUN
ajst-21780	5	18	flow	flow	NOUN
ajst-21780	5	19	theory	theory	NOUN
ajst-21780	5	20	to	to	PART
ajst-21780	5	21	explore	explore	VERB
ajst-21780	5	22	insights	insight	NOUN
ajst-21780	5	23	and	and	CCONJ
ajst-21780	5	24	breakthroughs	breakthrough	NOUN
ajst-21780	5	25	in	in	ADP
ajst-21780	5	26	complexity	complexity	NOUN
ajst-21780	5	27	related	relate	VERB
ajst-21780	5	28	to	to	ADP
ajst-21780	5	29	full	full	ADJ
ajst-21780	5	30	-	-	PUNCT
ajst-21780	5	31	link	link	NOUN
ajst-21780	5	32	performance	performance	NOUN
ajst-21780	5	33	monitoring	monitoring	NOUN
ajst-21780	5	34	and	and	CCONJ
ajst-21780	5	35	diagnostics	diagnostic	NOUN
ajst-21780	5	36	,	,	PUNCT
ajst-21780	5	37	asynchronous	asynchronous	ADJ
ajst-21780	5	38	communication	communication	NOUN
ajst-21780	5	39	,	,	PUNCT
ajst-21780	5	40	task	task	NOUN
ajst-21780	5	41	scheduling	scheduling	NOUN
ajst-21780	5	42	,	,	PUNCT
ajst-21780	5	43	and	and	CCONJ
ajst-21780	5	44	software	software	NOUN
ajst-21780	5	45	-	-	PUNCT
ajst-21780	5	46	hardware	hardware	NOUN
ajst-21780	5	47	collaborative	collaborative	ADJ
ajst-21780	5	48	optimization	optimization	NOUN
ajst-21780	5	49	.	.	PUNCT
ajst-21780	6	1	finally	finally	ADV
ajst-21780	6	2	,	,	PUNCT
ajst-21780	6	3	the	the	DET
ajst-21780	6	4	paper	paper	NOUN
ajst-21780	6	5	summarizes	summarize	VERB
ajst-21780	6	6	the	the	DET
ajst-21780	6	7	research	research	NOUN
ajst-21780	6	8	findings	finding	NOUN
ajst-21780	6	9	,	,	PUNCT
ajst-21780	6	10	distilling	distil	VERB
ajst-21780	6	11	the	the	DET
ajst-21780	6	12	core	core	NOUN
ajst-21780	6	13	concepts	concept	NOUN
ajst-21780	6	14	and	and	CCONJ
ajst-21780	6	15	methodological	methodological	ADJ
ajst-21780	6	16	innovations	innovation	NOUN
ajst-21780	6	17	of	of	ADP
ajst-21780	6	18	scalability	scalability	NOUN
ajst-21780	6	19	and	and	CCONJ
ajst-21780	6	20	performance	performance	NOUN
ajst-21780	6	21	optimization	optimization	NOUN
ajst-21780	6	22	strategies	strategy	NOUN
ajst-21780	6	23	from	from	ADP
ajst-21780	6	24	a	a	DET
ajst-21780	6	25	complexity	complexity	NOUN
ajst-21780	6	26	perspective	perspective	NOUN
ajst-21780	6	27	.	.	PUNCT
ajst-21780	7	1	it	it	PRON
ajst-21780	7	2	also	also	ADV
ajst-21780	7	3	looks	look	VERB
ajst-21780	7	4	ahead	ahead	ADV
ajst-21780	7	5	to	to	ADP
ajst-21780	7	6	the	the	DET
ajst-21780	7	7	prospects	prospect	NOUN
ajst-21780	7	8	of	of	ADP
ajst-21780	7	9	further	further	ADJ
ajst-21780	7	10	integrating	integrate	VERB
ajst-21780	7	11	complexity	complexity	NOUN
ajst-21780	7	12	science	science	NOUN
ajst-21780	7	13	and	and	CCONJ
ajst-21780	7	14	information	information	NOUN
ajst-21780	7	15	technology	technology	NOUN
ajst-21780	7	16	in	in	ADP
ajst-21780	7	17	the	the	DET
ajst-21780	7	18	future	future	NOUN
ajst-21780	7	19	,	,	PUNCT
ajst-21780	7	20	along	along	ADP
ajst-21780	7	21	with	with	ADP
ajst-21780	7	22	potential	potential	ADJ
ajst-21780	7	23	research	research	NOUN
ajst-21780	7	24	topics	topic	NOUN
ajst-21780	7	25	in	in	ADP
ajst-21780	7	26	new	new	ADJ
ajst-21780	7	27	scenarios	scenario	NOUN
ajst-21780	7	28	and	and	CCONJ
ajst-21780	7	29	challenges	challenge	NOUN
ajst-21780	7	30	.	.	PUNCT
ajst-21780	8	1	keywords	keyword	NOUN
ajst-21780	8	2	:	:	PUNCT
ajst-21780	8	3	scalability	scalability	NOUN
ajst-21780	8	4	;	;	PUNCT
ajst-21780	8	5	performance	performance	NOUN
ajst-21780	8	6	optimization	optimization	NOUN
ajst-21780	8	7	;	;	PUNCT
ajst-21780	8	8	large	large	ADJ
ajst-21780	8	9	-	-	PUNCT
ajst-21780	8	10	scale	scale	NOUN
ajst-21780	8	11	system	system	NOUN
ajst-21780	8	12	architectures	architecture	NOUN
ajst-21780	8	13	;	;	PUNCT
ajst-21780	8	14	architectural	architectural	ADJ
ajst-21780	8	15	design	design	NOUN
ajst-21780	8	16	.	.	PUNCT
ajst-21780	9	1	1	1	X
ajst-21780	9	2	.	.	X
ajst-21780	9	3	introduction	introduction	NOUN
ajst-21780	9	4	with	with	ADP
ajst-21780	9	5	the	the	DET
ajst-21780	9	6	acceleration	acceleration	NOUN
ajst-21780	9	7	of	of	ADP
ajst-21780	9	8	digital	digital	ADJ
ajst-21780	9	9	transformation	transformation	NOUN
ajst-21780	9	10	and	and	CCONJ
ajst-21780	9	11	the	the	DET
ajst-21780	9	12	full	full	ADJ
ajst-21780	9	13	arrival	arrival	NOUN
ajst-21780	9	14	of	of	ADP
ajst-21780	9	15	the	the	DET
ajst-21780	9	16	big	big	ADJ
ajst-21780	9	17	data	data	PROPN
ajst-21780	9	18	era	era	NOUN
ajst-21780	9	19	,	,	PUNCT
ajst-21780	9	20	large	large	ADJ
ajst-21780	9	21	-	-	PUNCT
ajst-21780	9	22	scale	scale	NOUN
ajst-21780	9	23	system	system	NOUN
ajst-21780	9	24	architecture	architecture	NOUN
ajst-21780	9	25	has	have	AUX
ajst-21780	9	26	become	become	VERB
ajst-21780	9	27	the	the	DET
ajst-21780	9	28	core	core	NOUN
ajst-21780	9	29	infrastructure	infrastructure	NOUN
ajst-21780	9	30	supporting	support	VERB
ajst-21780	9	31	the	the	DET
ajst-21780	9	32	operation	operation	NOUN
ajst-21780	9	33	of	of	ADP
ajst-21780	9	34	modern	modern	ADJ
ajst-21780	9	35	economies	economy	NOUN
ajst-21780	9	36	and	and	CCONJ
ajst-21780	9	37	societies	society	NOUN
ajst-21780	9	38	.	.	PUNCT
ajst-21780	10	1	from	from	ADP
ajst-21780	10	2	e	e	NOUN
ajst-21780	10	3	-	-	NOUN
ajst-21780	10	4	commerce	commerce	NOUN
ajst-21780	10	5	and	and	CCONJ
ajst-21780	10	6	social	social	ADJ
ajst-21780	10	7	media	medium	NOUN
ajst-21780	10	8	to	to	ADP
ajst-21780	10	9	financial	financial	ADJ
ajst-21780	10	10	transactions	transaction	NOUN
ajst-21780	10	11	and	and	CCONJ
ajst-21780	10	12	smart	smart	ADJ
ajst-21780	10	13	cities	city	NOUN
ajst-21780	10	14	,	,	PUNCT
ajst-21780	10	15	various	various	ADJ
ajst-21780	10	16	complex	complex	ADJ
ajst-21780	10	17	and	and	CCONJ
ajst-21780	10	18	massive	massive	ADJ
ajst-21780	10	19	data	data	NOUN
ajst-21780	10	20	interaction	interaction	NOUN
ajst-21780	10	21	scenarios	scenario	NOUN
ajst-21780	10	22	pose	pose	VERB
ajst-21780	10	23	unprecedented	unprecedented	ADJ
ajst-21780	10	24	demands	demand	NOUN
ajst-21780	10	25	for	for	ADP
ajst-21780	10	26	the	the	DET
ajst-21780	10	27	scalability	scalability	NOUN
ajst-21780	10	28	and	and	CCONJ
ajst-21780	10	29	performance	performance	NOUN
ajst-21780	10	30	optimization	optimization	NOUN
ajst-21780	10	31	of	of	ADP
ajst-21780	10	32	system	system	NOUN
ajst-21780	10	33	architectures	architecture	NOUN
ajst-21780	10	34	.	.	PUNCT
ajst-21780	11	1	despite	despite	SCONJ
ajst-21780	11	2	numerous	numerous	ADJ
ajst-21780	11	3	achievements	achievement	NOUN
ajst-21780	11	4	in	in	ADP
ajst-21780	11	5	research	research	NOUN
ajst-21780	11	6	on	on	ADP
ajst-21780	11	7	the	the	DET
ajst-21780	11	8	scalability	scalability	NOUN
ajst-21780	11	9	and	and	CCONJ
ajst-21780	11	10	performance	performance	NOUN
ajst-21780	11	11	optimization	optimization	NOUN
ajst-21780	11	12	of	of	ADP
ajst-21780	11	13	existing	exist	VERB
ajst-21780	11	14	largescale	largescale	NOUN
ajst-21780	11	15	system	system	NOUN
ajst-21780	11	16	architectures	architecture	NOUN
ajst-21780	11	17	,	,	PUNCT
ajst-21780	11	18	they	they	PRON
ajst-21780	11	19	still	still	ADV
ajst-21780	11	20	face	face	VERB
ajst-21780	11	21	a	a	DET
ajst-21780	11	22	series	series	NOUN
ajst-21780	11	23	of	of	ADP
ajst-21780	11	24	severe	severe	ADJ
ajst-21780	11	25	challenges	challenge	NOUN
ajst-21780	11	26	in	in	ADP
ajst-21780	11	27	coping	cope	VERB
ajst-21780	11	28	with	with	ADP
ajst-21780	11	29	increasingly	increasingly	ADV
ajst-21780	11	30	complex	complex	ADJ
ajst-21780	11	31	and	and	CCONJ
ajst-21780	11	32	dynamic	dynamic	ADJ
ajst-21780	11	33	system	system	NOUN
ajst-21780	11	34	environments[1	environments[1	ADV
ajst-21780	11	35	]	]	PUNCT
ajst-21780	11	36	.	.	PUNCT
ajst-21780	12	1	as	as	SCONJ
ajst-21780	12	2	system	system	NOUN
ajst-21780	12	3	scale	scale	NOUN
ajst-21780	12	4	continues	continue	VERB
ajst-21780	12	5	to	to	PART
ajst-21780	12	6	expand	expand	VERB
ajst-21780	12	7	,	,	PUNCT
ajst-21780	12	8	the	the	DET
ajst-21780	12	9	complexity	complexity	NOUN
ajst-21780	12	10	of	of	ADP
ajst-21780	12	11	architectures	architecture	NOUN
ajst-21780	12	12	grows	grow	VERB
ajst-21780	12	13	exponentially	exponentially	ADV
ajst-21780	12	14	,	,	PUNCT
ajst-21780	12	15	leading	lead	VERB
ajst-21780	12	16	to	to	ADP
ajst-21780	12	17	the	the	DET
ajst-21780	12	18	phenomenon	phenomenon	NOUN
ajst-21780	12	19	of	of	ADP
ajst-21780	12	20	"	"	PUNCT
ajst-21780	12	21	architecture	architecture	NOUN
ajst-21780	12	22	entropy	entropy	NOUN
ajst-21780	12	23	increase	increase	NOUN
ajst-21780	12	24	,	,	PUNCT
ajst-21780	12	25	"	"	PUNCT
ajst-21780	12	26	where	where	SCONJ
ajst-21780	12	27	systems	system	NOUN
ajst-21780	12	28	become	become	VERB
ajst-21780	12	29	progressively	progressively	ADV
ajst-21780	12	30	difficult	difficult	ADJ
ajst-21780	12	31	to	to	PART
ajst-21780	12	32	understand	understand	VERB
ajst-21780	12	33	and	and	CCONJ
ajst-21780	12	34	manage	manage	VERB
ajst-21780	12	35	,	,	PUNCT
ajst-21780	12	36	thereby	thereby	ADV
ajst-21780	12	37	affecting	affect	VERB
ajst-21780	12	38	the	the	DET
ajst-21780	12	39	accuracy	accuracy	NOUN
ajst-21780	12	40	and	and	CCONJ
ajst-21780	12	41	efficiency	efficiency	NOUN
ajst-21780	12	42	of	of	ADP
ajst-21780	12	43	scalability	scalability	NOUN
ajst-21780	12	44	decisions	decision	NOUN
ajst-21780	12	45	.	.	PUNCT
ajst-21780	13	1	additionally	additionally	ADV
ajst-21780	13	2	,	,	PUNCT
ajst-21780	13	3	traditional	traditional	ADJ
ajst-21780	13	4	performance	performance	NOUN
ajst-21780	13	5	optimization	optimization	NOUN
ajst-21780	13	6	often	often	ADV
ajst-21780	13	7	focuses	focus	VERB
ajst-21780	13	8	on	on	ADP
ajst-21780	13	9	local	local	ADJ
ajst-21780	13	10	components	component	NOUN
ajst-21780	13	11	or	or	CCONJ
ajst-21780	13	12	single	single	ADJ
ajst-21780	13	13	processes	process	NOUN
ajst-21780	13	14	,	,	PUNCT
ajst-21780	13	15	creating	create	VERB
ajst-21780	13	16	a	a	DET
ajst-21780	13	17	"	"	PUNCT
ajst-21780	13	18	performance	performance	NOUN
ajst-21780	13	19	black	black	ADJ
ajst-21780	13	20	box	box	NOUN
ajst-21780	13	21	"	"	PUNCT
ajst-21780	13	22	that	that	PRON
ajst-21780	13	23	makes	make	VERB
ajst-21780	13	24	it	it	PRON
ajst-21780	13	25	difficult	difficult	ADJ
ajst-21780	13	26	to	to	PART
ajst-21780	13	27	accurately	accurately	ADV
ajst-21780	13	28	monitor	monitor	VERB
ajst-21780	13	29	and	and	CCONJ
ajst-21780	13	30	optimize	optimize	VERB
ajst-21780	13	31	the	the	DET
ajst-21780	13	32	entire	entire	ADJ
ajst-21780	13	33	system	system	NOUN
ajst-21780	13	34	's	's	PART
ajst-21780	13	35	full	full	ADJ
ajst-21780	13	36	chain	chain	NOUN
ajst-21780	13	37	.	.	PUNCT
ajst-21780	14	1	furthermore	furthermore	ADV
ajst-21780	14	2	,	,	PUNCT
ajst-21780	14	3	the	the	DET
ajst-21780	14	4	problem	problem	NOUN
ajst-21780	14	5	of	of	ADP
ajst-21780	14	6	optimizing	optimize	VERB
ajst-21780	14	7	heterogeneous	heterogeneous	ADJ
ajst-21780	14	8	resources	resource	NOUN
ajst-21780	14	9	(	(	PUNCT
ajst-21780	14	10	such	such	ADJ
ajst-21780	14	11	as	as	ADP
ajst-21780	14	12	cpus	cpu	NOUN
ajst-21780	14	13	,	,	PUNCT
ajst-21780	14	14	gpus	gpu	NOUN
ajst-21780	14	15	,	,	PUNCT
ajst-21780	14	16	fpgas	fpgas	NOUN
ajst-21780	14	17	,	,	PUNCT
ajst-21780	14	18	edge	edge	NOUN
ajst-21780	14	19	devices	device	NOUN
ajst-21780	14	20	,	,	PUNCT
ajst-21780	14	21	etc	etc	X
ajst-21780	14	22	.	.	X
ajst-21780	14	23	)	)	PUNCT
ajst-21780	14	24	in	in	ADP
ajst-21780	14	25	a	a	DET
ajst-21780	14	26	coordinated	coordinated	ADJ
ajst-21780	14	27	manner	manner	NOUN
ajst-21780	14	28	remains	remain	VERB
ajst-21780	14	29	unresolved	unresolved	ADJ
ajst-21780	14	30	,	,	PUNCT
ajst-21780	14	31	limiting	limit	VERB
ajst-21780	14	32	the	the	DET
ajst-21780	14	33	overall	overall	ADJ
ajst-21780	14	34	system	system	NOUN
ajst-21780	14	35	performance	performance	NOUN
ajst-21780	14	36	improvement	improvement	NOUN
ajst-21780	14	37	.	.	PUNCT
ajst-21780	15	1	therefore	therefore	ADV
ajst-21780	15	2	,	,	PUNCT
ajst-21780	15	3	conducting	conduct	VERB
ajst-21780	15	4	in	in	ADP
ajst-21780	15	5	-	-	PUNCT
ajst-21780	15	6	depth	depth	NOUN
ajst-21780	15	7	research	research	NOUN
ajst-21780	15	8	and	and	CCONJ
ajst-21780	15	9	developing	develop	VERB
ajst-21780	15	10	innovative	innovative	ADJ
ajst-21780	15	11	strategies	strategy	NOUN
ajst-21780	15	12	for	for	ADP
ajst-21780	15	13	the	the	DET
ajst-21780	15	14	scalability	scalability	NOUN
ajst-21780	15	15	and	and	CCONJ
ajst-21780	15	16	performance	performance	NOUN
ajst-21780	15	17	optimization	optimization	NOUN
ajst-21780	15	18	of	of	ADP
ajst-21780	15	19	large	large	ADJ
ajst-21780	15	20	-	-	PUNCT
ajst-21780	15	21	scale	scale	NOUN
ajst-21780	15	22	system	system	NOUN
ajst-21780	15	23	architectures	architecture	NOUN
ajst-21780	15	24	is	be	AUX
ajst-21780	15	25	not	not	PART
ajst-21780	15	26	only	only	ADV
ajst-21780	15	27	crucial	crucial	ADJ
ajst-21780	15	28	for	for	ADP
ajst-21780	15	29	enhancing	enhance	VERB
ajst-21780	15	30	enterprise	enterprise	NOUN
ajst-21780	15	31	competitiveness	competitiveness	NOUN
ajst-21780	15	32	and	and	CCONJ
ajst-21780	15	33	sustaining	sustain	VERB
ajst-21780	15	34	business	business	NOUN
ajst-21780	15	35	growth	growth	NOUN
ajst-21780	15	36	,	,	PUNCT
ajst-21780	15	37	but	but	CCONJ
ajst-21780	15	38	also	also	ADV
ajst-21780	15	39	holds	hold	VERB
ajst-21780	15	40	significant	significant	ADJ
ajst-21780	15	41	strategic	strategic	ADJ
ajst-21780	15	42	importance	importance	NOUN
ajst-21780	15	43	in	in	ADP
ajst-21780	15	44	driving	drive	VERB
ajst-21780	15	45	technological	technological	ADJ
ajst-21780	15	46	progress	progress	NOUN
ajst-21780	15	47	and	and	CCONJ
ajst-21780	15	48	ensuring	ensure	VERB
ajst-21780	15	49	the	the	DET
ajst-21780	15	50	stable	stable	ADJ
ajst-21780	15	51	operation	operation	NOUN
ajst-21780	15	52	of	of	ADP
ajst-21780	15	53	socio	socio	NOUN
ajst-21780	15	54	-	-	PUNCT
ajst-21780	15	55	economic	economic	ADJ
ajst-21780	15	56	activities	activity	NOUN
ajst-21780	15	57	.	.	PUNCT
ajst-21780	16	1	2	2	X
ajst-21780	16	2	.	.	X
ajst-21780	16	3	complexity	complexity	NOUN
ajst-21780	16	4	theory	theory	NOUN
ajst-21780	16	5	and	and	CCONJ
ajst-21780	16	6	models	model	NOUN
ajst-21780	16	7	of	of	ADP
ajst-21780	16	8	large	large	ADJ
ajst-21780	16	9	-	-	PUNCT
ajst-21780	16	10	scale	scale	NOUN
ajst-21780	16	11	system	system	NOUN
ajst-21780	16	12	architecture	architecture	NOUN
ajst-21780	16	13	when	when	SCONJ
ajst-21780	16	14	exploring	explore	VERB
ajst-21780	16	15	issues	issue	NOUN
ajst-21780	16	16	related	relate	VERB
ajst-21780	16	17	to	to	ADP
ajst-21780	16	18	the	the	DET
ajst-21780	16	19	scalability	scalability	NOUN
ajst-21780	16	20	and	and	CCONJ
ajst-21780	16	21	performance	performance	NOUN
ajst-21780	16	22	optimization	optimization	NOUN
ajst-21780	16	23	of	of	ADP
ajst-21780	16	24	large	large	ADJ
ajst-21780	16	25	-	-	PUNCT
ajst-21780	16	26	scale	scale	NOUN
ajst-21780	16	27	system	system	NOUN
ajst-21780	16	28	architectures	architecture	NOUN
ajst-21780	16	29	,	,	PUNCT
ajst-21780	16	30	introducing	introduce	VERB
ajst-21780	16	31	theories	theory	NOUN
ajst-21780	16	32	and	and	CCONJ
ajst-21780	16	33	methods	method	NOUN
ajst-21780	16	34	from	from	ADP
ajst-21780	16	35	complexity	complexity	NOUN
ajst-21780	16	36	science	science	NOUN
ajst-21780	16	37	becomes	become	VERB
ajst-21780	16	38	an	an	DET
ajst-21780	16	39	insightful	insightful	ADJ
ajst-21780	16	40	approach	approach	NOUN
ajst-21780	16	41	.	.	PUNCT
ajst-21780	17	1	complexity	complexity	NOUN
ajst-21780	17	2	science	science	NOUN
ajst-21780	17	3	spans	span	VERB
ajst-21780	17	4	multiple	multiple	ADJ
ajst-21780	17	5	fields	field	NOUN
ajst-21780	17	6	including	include	VERB
ajst-21780	17	7	physics	physics	NOUN
ajst-21780	17	8	,	,	PUNCT
ajst-21780	17	9	biology	biology	NOUN
ajst-21780	17	10	,	,	PUNCT
ajst-21780	17	11	information	information	NOUN
ajst-21780	17	12	,	,	PUNCT
ajst-21780	17	13	and	and	CCONJ
ajst-21780	17	14	social	social	ADJ
ajst-21780	17	15	sciences	science	NOUN
ajst-21780	17	16	,	,	PUNCT
ajst-21780	17	17	revealing	reveal	VERB
ajst-21780	17	18	universal	universal	ADJ
ajst-21780	17	19	phenomena	phenomenon	NOUN
ajst-21780	17	20	such	such	ADJ
ajst-21780	17	21	as	as	ADP
ajst-21780	17	22	nonlinearity	nonlinearity	NOUN
ajst-21780	17	23	,	,	PUNCT
ajst-21780	17	24	emergence	emergence	NOUN
ajst-21780	17	25	,	,	PUNCT
ajst-21780	17	26	self	self	NOUN
ajst-21780	17	27	-	-	PUNCT
ajst-21780	17	28	organization	organization	NOUN
ajst-21780	17	29	,	,	PUNCT
ajst-21780	17	30	and	and	CCONJ
ajst-21780	17	31	chaos	chaos	NOUN
ajst-21780	17	32	in	in	ADP
ajst-21780	17	33	both	both	CCONJ
ajst-21780	17	34	natural	natural	ADJ
ajst-21780	17	35	and	and	CCONJ
ajst-21780	17	36	artificial	artificial	ADJ
ajst-21780	17	37	systems	system	NOUN
ajst-21780	17	38	.	.	PUNCT
ajst-21780	18	1	it	it	PRON
ajst-21780	18	2	provides	provide	VERB
ajst-21780	18	3	valuable	valuable	ADJ
ajst-21780	18	4	theoretical	theoretical	ADJ
ajst-21780	18	5	tools	tool	NOUN
ajst-21780	18	6	for	for	ADP
ajst-21780	18	7	understanding	understanding	NOUN
ajst-21780	18	8	and	and	CCONJ
ajst-21780	18	9	characterizing	characterize	VERB
ajst-21780	18	10	the	the	DET
ajst-21780	18	11	intrinsic	intrinsic	ADJ
ajst-21780	18	12	laws	law	NOUN
ajst-21780	18	13	and	and	CCONJ
ajst-21780	18	14	dynamic	dynamic	ADJ
ajst-21780	18	15	evolution	evolution	NOUN
ajst-21780	18	16	characteristics	characteristic	NOUN
ajst-21780	18	17	of	of	ADP
ajst-21780	18	18	large	large	ADJ
ajst-21780	18	19	-	-	PUNCT
ajst-21780	18	20	scale	scale	NOUN
ajst-21780	18	21	system	system	NOUN
ajst-21780	18	22	architectures	architecture	NOUN
ajst-21780	18	23	.	.	PUNCT
ajst-21780	19	1	this	this	DET
ajst-21780	19	2	chapter	chapter	NOUN
ajst-21780	19	3	will	will	AUX
ajst-21780	19	4	focus	focus	VERB
ajst-21780	19	5	on	on	ADP
ajst-21780	19	6	introducing	introduce	VERB
ajst-21780	19	7	core	core	ADJ
ajst-21780	19	8	components	component	NOUN
ajst-21780	19	9	of	of	ADP
ajst-21780	19	10	complexity	complexity	NOUN
ajst-21780	19	11	science	science	NOUN
ajst-21780	19	12	such	such	ADJ
ajst-21780	19	13	as	as	ADP
ajst-21780	19	14	complex	complex	ADJ
ajst-21780	19	15	network	network	NOUN
ajst-21780	19	16	theory	theory	NOUN
ajst-21780	19	17	,	,	PUNCT
ajst-21780	19	18	self	self	NOUN
ajst-21780	19	19	-	-	PUNCT
ajst-21780	19	20	organization	organization	NOUN
ajst-21780	19	21	theory	theory	NOUN
ajst-21780	19	22	,	,	PUNCT
ajst-21780	19	23	chaos	chaos	NOUN
ajst-21780	19	24	theory	theory	NOUN
ajst-21780	19	25	,	,	PUNCT
ajst-21780	19	26	and	and	CCONJ
ajst-21780	19	27	explaining	explain	VERB
ajst-21780	19	28	their	their	PRON
ajst-21780	19	29	unique	unique	ADJ
ajst-21780	19	30	value	value	NOUN
ajst-21780	19	31	in	in	ADP
ajst-21780	19	32	analyzing	analyze	VERB
ajst-21780	19	33	complexity	complexity	NOUN
ajst-21780	19	34	issues	issue	NOUN
ajst-21780	19	35	of	of	ADP
ajst-21780	19	36	largescale	largescale	NOUN
ajst-21780	19	37	system	system	NOUN
ajst-21780	19	38	architectures	architecture	NOUN
ajst-21780	19	39	.	.	PUNCT
ajst-21780	20	1	2.1	2.1	NUM
ajst-21780	20	2	.	.	PUNCT
ajst-21780	20	3	complex	complex	ADJ
ajst-21780	20	4	network	network	NOUN
ajst-21780	20	5	theory	theory	NOUN
ajst-21780	20	6	complex	complex	ADJ
ajst-21780	20	7	network	network	NOUN
ajst-21780	20	8	theory	theory	NOUN
ajst-21780	20	9	,	,	PUNCT
ajst-21780	20	10	as	as	ADP
ajst-21780	20	11	an	an	DET
ajst-21780	20	12	important	important	ADJ
ajst-21780	20	13	branch	branch	NOUN
ajst-21780	20	14	of	of	ADP
ajst-21780	20	15	complexity	complexity	NOUN
ajst-21780	20	16	science	science	NOUN
ajst-21780	20	17	,	,	PUNCT
ajst-21780	20	18	primarily	primarily	ADV
ajst-21780	20	19	focuses	focus	VERB
ajst-21780	20	20	on	on	ADP
ajst-21780	20	21	the	the	DET
ajst-21780	20	22	topological	topological	ADJ
ajst-21780	20	23	characteristics	characteristic	NOUN
ajst-21780	20	24	of	of	ADP
ajst-21780	20	25	networked	networked	ADJ
ajst-21780	20	26	systems	system	NOUN
ajst-21780	20	27	and	and	CCONJ
ajst-21780	20	28	their	their	PRON
ajst-21780	20	29	relationship	relationship	NOUN
ajst-21780	20	30	with	with	ADP
ajst-21780	20	31	system	system	NOUN
ajst-21780	20	32	functionality[4	functionality[4	PROPN
ajst-21780	20	33	]	]	PUNCT
ajst-21780	20	34	.	.	PUNCT
ajst-21780	21	1	in	in	ADP
ajst-21780	21	2	large	large	ADJ
ajst-21780	21	3	-	-	PUNCT
ajst-21780	21	4	scale	scale	NOUN
ajst-21780	21	5	system	system	NOUN
ajst-21780	21	6	architectures	architecture	NOUN
ajst-21780	21	7	,	,	PUNCT
ajst-21780	21	8	each	each	DET
ajst-21780	21	9	service	service	NOUN
ajst-21780	21	10	can	can	AUX
ajst-21780	21	11	be	be	AUX
ajst-21780	21	12	viewed	view	VERB
ajst-21780	21	13	as	as	ADP
ajst-21780	21	14	a	a	DET
ajst-21780	21	15	node	node	NOUN
ajst-21780	21	16	,	,	PUNCT
ajst-21780	21	17	and	and	CCONJ
ajst-21780	21	18	interactions	interaction	NOUN
ajst-21780	21	19	between	between	ADP
ajst-21780	21	20	nodes	node	NOUN
ajst-21780	21	21	(	(	PUNCT
ajst-21780	21	22	such	such	ADJ
ajst-21780	21	23	as	as	ADP
ajst-21780	21	24	data	datum	NOUN
ajst-21780	21	25	exchanges	exchange	NOUN
ajst-21780	21	26	,	,	PUNCT
ajst-21780	21	27	invocation	invocation	NOUN
ajst-21780	21	28	relationships	relationship	NOUN
ajst-21780	21	29	,	,	PUNCT
ajst-21780	21	30	etc	etc	X
ajst-21780	21	31	.	.	X
ajst-21780	21	32	)	)	PUNCT
ajst-21780	21	33	form	form	VERB
ajst-21780	21	34	the	the	DET
ajst-21780	21	35	edges	edge	NOUN
ajst-21780	21	36	of	of	ADP
ajst-21780	21	37	the	the	DET
ajst-21780	21	38	network	network	NOUN
ajst-21780	21	39	.	.	PUNCT
ajst-21780	22	1	complex	complex	ADJ
ajst-21780	22	2	network	network	NOUN
ajst-21780	22	3	theory	theory	NOUN
ajst-21780	22	4	quantifies	quantify	VERB
ajst-21780	22	5	the	the	DET
ajst-21780	22	6	complex	complex	ADJ
ajst-21780	22	7	network	network	NOUN
ajst-21780	22	8	characteristics	characteristic	NOUN
ajst-21780	22	9	of	of	ADP
ajst-21780	22	10	system	system	NOUN
ajst-21780	22	11	architectures	architecture	NOUN
ajst-21780	22	12	through	through	ADP
ajst-21780	22	13	metrics	metric	NOUN
ajst-21780	22	14	like	like	ADP
ajst-21780	22	15	degree	degree	NOUN
ajst-21780	22	16	distribution	distribution	NOUN
ajst-21780	22	17	,	,	PUNCT
ajst-21780	22	18	clustering	clustering	ADJ
ajst-21780	22	19	coefficient	coefficient	NOUN
ajst-21780	22	20	,	,	PUNCT
ajst-21780	22	21	average	average	ADJ
ajst-21780	22	22	path	path	NOUN
ajst-21780	22	23	length	length	NOUN
ajst-21780	22	24	,	,	PUNCT
ajst-21780	22	25	and	and	CCONJ
ajst-21780	22	26	community	community	NOUN
ajst-21780	22	27	structure	structure	NOUN
ajst-21780	22	28	,	,	PUNCT
ajst-21780	22	29	revealing	reveal	VERB
ajst-21780	22	30	organizational	organizational	ADJ
ajst-21780	22	31	patterns	pattern	NOUN
ajst-21780	22	32	,	,	PUNCT
ajst-21780	22	33	connection	connection	NOUN
ajst-21780	22	34	strength	strength	NOUN
ajst-21780	22	35	,	,	PUNCT
ajst-21780	22	36	and	and	CCONJ
ajst-21780	22	37	redundancy	redundancy	NOUN
ajst-21780	22	38	at	at	ADP
ajst-21780	22	39	a	a	DET
ajst-21780	22	40	macroscopic	macroscopic	ADJ
ajst-21780	22	41	level	level	NOUN
ajst-21780	22	42	.	.	PUNCT
ajst-21780	23	1	degree	degree	NOUN
ajst-21780	23	2	distribution	distribution	NOUN
ajst-21780	23	3	,	,	PUNCT
ajst-21780	23	4	representing	represent	VERB
ajst-21780	23	5	the	the	DET
ajst-21780	23	6	distribution	distribution	NOUN
ajst-21780	23	7	of	of	ADP
ajst-21780	23	8	node	node	ADJ
ajst-21780	23	9	connections	connection	NOUN
ajst-21780	23	10	in	in	ADP
ajst-21780	23	11	a	a	DET
ajst-21780	23	12	network	network	NOUN
ajst-21780	23	13	,	,	PUNCT
ajst-21780	23	14	is	be	AUX
ajst-21780	23	15	crucial	crucial	ADJ
ajst-21780	23	16	for	for	ADP
ajst-21780	23	17	understanding	understand	VERB
ajst-21780	23	18	the	the	DET
ajst-21780	23	19	density	density	NOUN
ajst-21780	23	20	of	of	ADP
ajst-21780	23	21	interactions	interaction	NOUN
ajst-21780	23	22	among	among	ADP
ajst-21780	23	23	services	service	NOUN
ajst-21780	23	24	,	,	PUNCT
ajst-21780	23	25	centralization	centralization	NOUN
ajst-21780	23	26	,	,	PUNCT
ajst-21780	23	27	and	and	CCONJ
ajst-21780	23	28	its	its	PRON
ajst-21780	23	29	162	162	NUM
ajst-21780	23	30	impact	impact	NOUN
ajst-21780	23	31	on	on	ADP
ajst-21780	23	32	fault	fault	NOUN
ajst-21780	23	33	propagation	propagation	NOUN
ajst-21780	23	34	.	.	PUNCT
ajst-21780	24	1	the	the	DET
ajst-21780	24	2	clustering	clustering	ADJ
ajst-21780	24	3	coefficient	coefficient	NOUN
ajst-21780	24	4	reflects	reflect	VERB
ajst-21780	24	5	the	the	DET
ajst-21780	24	6	local	local	ADJ
ajst-21780	24	7	density	density	NOUN
ajst-21780	24	8	of	of	ADP
ajst-21780	24	9	the	the	DET
ajst-21780	24	10	network	network	NOUN
ajst-21780	24	11	;	;	PUNCT
ajst-21780	24	12	a	a	DET
ajst-21780	24	13	high	high	ADJ
ajst-21780	24	14	clustering	clustering	ADJ
ajst-21780	24	15	coefficient	coefficient	NOUN
ajst-21780	24	16	indicates	indicate	VERB
ajst-21780	24	17	nodes	node	NOUN
ajst-21780	24	18	tend	tend	VERB
ajst-21780	24	19	to	to	PART
ajst-21780	24	20	form	form	VERB
ajst-21780	24	21	clusters	cluster	NOUN
ajst-21780	24	22	,	,	PUNCT
ajst-21780	24	23	which	which	PRON
ajst-21780	24	24	is	be	AUX
ajst-21780	24	25	beneficial	beneficial	ADJ
ajst-21780	24	26	for	for	ADP
ajst-21780	24	27	identifying	identify	VERB
ajst-21780	24	28	collaborative	collaborative	ADJ
ajst-21780	24	29	patterns	pattern	NOUN
ajst-21780	24	30	among	among	ADP
ajst-21780	24	31	services	service	NOUN
ajst-21780	24	32	and	and	CCONJ
ajst-21780	24	33	potential	potential	ADJ
ajst-21780	24	34	modular	modular	ADJ
ajst-21780	24	35	structures	structure	NOUN
ajst-21780	24	36	.	.	PUNCT
ajst-21780	25	1	additionally	additionally	ADV
ajst-21780	25	2	,	,	PUNCT
ajst-21780	25	3	the	the	DET
ajst-21780	25	4	average	average	ADJ
ajst-21780	25	5	path	path	NOUN
ajst-21780	25	6	length	length	NOUN
ajst-21780	25	7	measures	measure	VERB
ajst-21780	25	8	the	the	DET
ajst-21780	25	9	average	average	ADJ
ajst-21780	25	10	shortest	short	ADJ
ajst-21780	25	11	path	path	NOUN
ajst-21780	25	12	between	between	ADP
ajst-21780	25	13	any	any	DET
ajst-21780	25	14	two	two	NUM
ajst-21780	25	15	nodes	node	NOUN
ajst-21780	25	16	in	in	ADP
ajst-21780	25	17	a	a	DET
ajst-21780	25	18	network	network	NOUN
ajst-21780	25	19	,	,	PUNCT
ajst-21780	25	20	directly	directly	ADV
ajst-21780	25	21	influencing	influence	VERB
ajst-21780	25	22	information	information	NOUN
ajst-21780	25	23	transmission	transmission	NOUN
ajst-21780	25	24	efficiency	efficiency	NOUN
ajst-21780	25	25	and	and	CCONJ
ajst-21780	25	26	system	system	NOUN
ajst-21780	25	27	responsiveness	responsiveness	NOUN
ajst-21780	25	28	.	.	PUNCT
ajst-21780	26	1	community	community	NOUN
ajst-21780	26	2	structure	structure	NOUN
ajst-21780	26	3	analysis	analysis	NOUN
ajst-21780	26	4	helps	helps	AUX
ajst-21780	26	5	identify	identify	VERB
ajst-21780	26	6	naturally	naturally	ADV
ajst-21780	26	7	formed	form	VERB
ajst-21780	26	8	subsystems	subsystem	NOUN
ajst-21780	26	9	or	or	CCONJ
ajst-21780	26	10	functional	functional	ADJ
ajst-21780	26	11	modules	module	NOUN
ajst-21780	26	12	among	among	ADP
ajst-21780	26	13	services	service	NOUN
ajst-21780	26	14	,	,	PUNCT
ajst-21780	26	15	providing	provide	VERB
ajst-21780	26	16	direct	direct	ADJ
ajst-21780	26	17	guidance	guidance	NOUN
ajst-21780	26	18	for	for	ADP
ajst-21780	26	19	system	system	NOUN
ajst-21780	26	20	decomposition	decomposition	NOUN
ajst-21780	26	21	,	,	PUNCT
ajst-21780	26	22	service	service	NOUN
ajst-21780	26	23	localization	localization	NOUN
ajst-21780	26	24	,	,	PUNCT
ajst-21780	26	25	and	and	CCONJ
ajst-21780	26	26	scalability	scalability	NOUN
ajst-21780	26	27	strategy	strategy	NOUN
ajst-21780	26	28	formulation	formulation	NOUN
ajst-21780	26	29	.	.	PUNCT
ajst-21780	27	1	2.2	2.2	NUM
ajst-21780	27	2	.	.	PUNCT
ajst-21780	27	3	self	self	NOUN
ajst-21780	27	4	-	-	PUNCT
ajst-21780	27	5	organization	organization	NOUN
ajst-21780	27	6	theory	theory	NOUN
ajst-21780	27	7	self	self	NOUN
ajst-21780	27	8	-	-	PUNCT
ajst-21780	27	9	organization	organization	NOUN
ajst-21780	27	10	theory	theory	NOUN
ajst-21780	27	11	studies	study	VERB
ajst-21780	27	12	the	the	DET
ajst-21780	27	13	process	process	NOUN
ajst-21780	27	14	by	by	ADP
ajst-21780	27	15	which	which	PRON
ajst-21780	27	16	systems	system	NOUN
ajst-21780	27	17	spontaneously	spontaneously	ADV
ajst-21780	27	18	form	form	VERB
ajst-21780	27	19	ordered	order	VERB
ajst-21780	27	20	structures	structure	NOUN
ajst-21780	27	21	through	through	ADP
ajst-21780	27	22	internal	internal	ADJ
ajst-21780	27	23	interactions	interaction	NOUN
ajst-21780	27	24	without	without	ADP
ajst-21780	27	25	external	external	ADJ
ajst-21780	27	26	intervention	intervention	NOUN
ajst-21780	27	27	.	.	PUNCT
ajst-21780	28	1	in	in	ADP
ajst-21780	28	2	the	the	DET
ajst-21780	28	3	context	context	NOUN
ajst-21780	28	4	of	of	ADP
ajst-21780	28	5	large	large	ADJ
ajst-21780	28	6	-	-	PUNCT
ajst-21780	28	7	scale	scale	NOUN
ajst-21780	28	8	system	system	NOUN
ajst-21780	28	9	architectures	architecture	NOUN
ajst-21780	28	10	,	,	PUNCT
ajst-21780	28	11	self	self	NOUN
ajst-21780	28	12	-	-	PUNCT
ajst-21780	28	13	organization	organization	NOUN
ajst-21780	28	14	theory	theory	NOUN
ajst-21780	28	15	helps	help	VERB
ajst-21780	28	16	explain	explain	VERB
ajst-21780	28	17	how	how	SCONJ
ajst-21780	28	18	services	service	NOUN
ajst-21780	28	19	form	form	VERB
ajst-21780	28	20	stable	stable	ADJ
ajst-21780	28	21	service	service	NOUN
ajst-21780	28	22	chains	chain	NOUN
ajst-21780	28	23	,	,	PUNCT
ajst-21780	28	24	service	service	NOUN
ajst-21780	28	25	groups	group	NOUN
ajst-21780	28	26	,	,	PUNCT
ajst-21780	28	27	or	or	CCONJ
ajst-21780	28	28	load	load	NOUN
ajst-21780	28	29	balancing	balance	VERB
ajst-21780	28	30	patterns	pattern	NOUN
ajst-21780	28	31	through	through	ADP
ajst-21780	28	32	dynamic	dynamic	ADJ
ajst-21780	28	33	processes	process	NOUN
ajst-21780	28	34	like	like	ADP
ajst-21780	28	35	mutual	mutual	ADJ
ajst-21780	28	36	invocations	invocation	NOUN
ajst-21780	28	37	and	and	CCONJ
ajst-21780	28	38	feedback	feedback	VERB
ajst-21780	28	39	mechanisms[2	mechanisms[2	PROPN
ajst-21780	28	40	]	]	PUNCT
ajst-21780	28	41	.	.	PUNCT
ajst-21780	29	1	self	self	NOUN
ajst-21780	29	2	-	-	PUNCT
ajst-21780	29	3	organization	organization	NOUN
ajst-21780	29	4	theory	theory	NOUN
ajst-21780	29	5	emphasizes	emphasize	VERB
ajst-21780	29	6	the	the	DET
ajst-21780	29	7	system	system	NOUN
ajst-21780	29	8	's	's	PART
ajst-21780	29	9	internal	internal	ADJ
ajst-21780	29	10	nonlinear	nonlinear	ADJ
ajst-21780	29	11	dynamics	dynamic	NOUN
ajst-21780	29	12	,	,	PUNCT
ajst-21780	29	13	positive	positive	ADJ
ajst-21780	29	14	feedback	feedback	NOUN
ajst-21780	29	15	mechanisms	mechanism	NOUN
ajst-21780	29	16	,	,	PUNCT
ajst-21780	29	17	and	and	CCONJ
ajst-21780	29	18	multi	multi	ADJ
ajst-21780	29	19	-	-	NOUN
ajst-21780	29	20	stability	stability	NOUN
ajst-21780	29	21	,	,	PUNCT
ajst-21780	29	22	aiding	aid	VERB
ajst-21780	29	23	our	our	PRON
ajst-21780	29	24	understanding	understanding	NOUN
ajst-21780	29	25	of	of	ADP
ajst-21780	29	26	how	how	SCONJ
ajst-21780	29	27	systems	system	NOUN
ajst-21780	29	28	self	self	NOUN
ajst-21780	29	29	-	-	PUNCT
ajst-21780	29	30	adjust	adjust	NOUN
ajst-21780	29	31	and	and	CCONJ
ajst-21780	29	32	self	self	NOUN
ajst-21780	29	33	-	-	PUNCT
ajst-21780	29	34	repair	repair	NOUN
ajst-21780	29	35	in	in	ADP
ajst-21780	29	36	changing	change	VERB
ajst-21780	29	37	environments	environment	NOUN
ajst-21780	29	38	,	,	PUNCT
ajst-21780	29	39	optimizing	optimize	VERB
ajst-21780	29	40	overall	overall	ADJ
ajst-21780	29	41	performance	performance	NOUN
ajst-21780	29	42	and	and	CCONJ
ajst-21780	29	43	scalability	scalability	NOUN
ajst-21780	29	44	.	.	PUNCT
ajst-21780	30	1	for	for	ADP
ajst-21780	30	2	example	example	NOUN
ajst-21780	30	3	,	,	PUNCT
ajst-21780	30	4	competition	competition	NOUN
ajst-21780	30	5	and	and	CCONJ
ajst-21780	30	6	cooperation	cooperation	NOUN
ajst-21780	30	7	among	among	ADP
ajst-21780	30	8	services	service	NOUN
ajst-21780	30	9	can	can	AUX
ajst-21780	30	10	be	be	AUX
ajst-21780	30	11	viewed	view	VERB
ajst-21780	30	12	as	as	ADP
ajst-21780	30	13	a	a	DET
ajst-21780	30	14	self	self	NOUN
ajst-21780	30	15	-	-	PUNCT
ajst-21780	30	16	organizing	organize	VERB
ajst-21780	30	17	process	process	NOUN
ajst-21780	30	18	where	where	SCONJ
ajst-21780	30	19	the	the	DET
ajst-21780	30	20	interaction	interaction	NOUN
ajst-21780	30	21	of	of	ADP
ajst-21780	30	22	local	local	ADJ
ajst-21780	30	23	rules	rule	NOUN
ajst-21780	30	24	(	(	PUNCT
ajst-21780	30	25	such	such	ADJ
ajst-21780	30	26	as	as	ADP
ajst-21780	30	27	service	service	NOUN
ajst-21780	30	28	quality	quality	NOUN
ajst-21780	30	29	priorities	priority	NOUN
ajst-21780	30	30	,	,	PUNCT
ajst-21780	30	31	load	load	NOUN
ajst-21780	30	32	balancing	balance	VERB
ajst-21780	30	33	strategies	strategy	NOUN
ajst-21780	30	34	,	,	PUNCT
ajst-21780	30	35	etc	etc	X
ajst-21780	30	36	.	.	X
ajst-21780	30	37	)	)	PUNCT
ajst-21780	30	38	may	may	AUX
ajst-21780	30	39	lead	lead	VERB
ajst-21780	30	40	to	to	ADP
ajst-21780	30	41	globally	globally	ADV
ajst-21780	30	42	optimal	optimal	ADJ
ajst-21780	30	43	service	service	NOUN
ajst-21780	30	44	scheduling	scheduling	NOUN
ajst-21780	30	45	patterns	pattern	NOUN
ajst-21780	30	46	.	.	PUNCT
ajst-21780	31	1	self	self	NOUN
ajst-21780	31	2	-	-	PUNCT
ajst-21780	31	3	organization	organization	NOUN
ajst-21780	31	4	theory	theory	NOUN
ajst-21780	31	5	also	also	ADV
ajst-21780	31	6	provides	provide	VERB
ajst-21780	31	7	a	a	DET
ajst-21780	31	8	theoretical	theoretical	ADJ
ajst-21780	31	9	framework	framework	NOUN
ajst-21780	31	10	for	for	ADP
ajst-21780	31	11	analyzing	analyze	VERB
ajst-21780	31	12	system	system	NOUN
ajst-21780	31	13	critical	critical	ADJ
ajst-21780	31	14	points	point	NOUN
ajst-21780	31	15	,	,	PUNCT
ajst-21780	31	16	bifurcation	bifurcation	NOUN
ajst-21780	31	17	behavior	behavior	NOUN
ajst-21780	31	18	,	,	PUNCT
ajst-21780	31	19	and	and	CCONJ
ajst-21780	31	20	system	system	NOUN
ajst-21780	31	21	response	response	NOUN
ajst-21780	31	22	to	to	ADP
ajst-21780	31	23	disturbances	disturbance	NOUN
ajst-21780	31	24	,	,	PUNCT
ajst-21780	31	25	which	which	PRON
ajst-21780	31	26	is	be	AUX
ajst-21780	31	27	important	important	ADJ
ajst-21780	31	28	for	for	ADP
ajst-21780	31	29	predicting	predict	VERB
ajst-21780	31	30	and	and	CCONJ
ajst-21780	31	31	controlling	control	VERB
ajst-21780	31	32	stability	stability	NOUN
ajst-21780	31	33	and	and	CCONJ
ajst-21780	31	34	adaptability	adaptability	NOUN
ajst-21780	31	35	during	during	ADP
ajst-21780	31	36	system	system	NOUN
ajst-21780	31	37	expansion	expansion	NOUN
ajst-21780	31	38	.	.	PUNCT
ajst-21780	32	1	2.3	2.3	NUM
ajst-21780	32	2	.	.	PUNCT
ajst-21780	32	3	chaos	chaos	NOUN
ajst-21780	32	4	theory	theory	NOUN
ajst-21780	32	5	chaos	chaos	NOUN
ajst-21780	32	6	theory	theory	NOUN
ajst-21780	32	7	studies	study	VERB
ajst-21780	32	8	complex	complex	ADJ
ajst-21780	32	9	behaviors	behavior	NOUN
ajst-21780	32	10	that	that	PRON
ajst-21780	32	11	appear	appear	VERB
ajst-21780	32	12	random	random	ADJ
ajst-21780	32	13	but	but	CCONJ
ajst-21780	32	14	are	be	AUX
ajst-21780	32	15	generated	generate	VERB
ajst-21780	32	16	by	by	ADP
ajst-21780	32	17	deterministic	deterministic	ADJ
ajst-21780	32	18	systems	system	NOUN
ajst-21780	32	19	.	.	PUNCT
ajst-21780	33	1	in	in	ADP
ajst-21780	33	2	largescale	largescale	NOUN
ajst-21780	33	3	system	system	NOUN
ajst-21780	33	4	architectures	architecture	NOUN
ajst-21780	33	5	,	,	PUNCT
ajst-21780	33	6	chaos	chaos	NOUN
ajst-21780	33	7	manifests	manifest	NOUN
ajst-21780	33	8	as	as	ADP
ajst-21780	33	9	nonlinear	nonlinear	ADJ
ajst-21780	33	10	fluctuations	fluctuation	NOUN
ajst-21780	33	11	in	in	ADP
ajst-21780	33	12	system	system	NOUN
ajst-21780	33	13	performance	performance	NOUN
ajst-21780	33	14	,	,	PUNCT
ajst-21780	33	15	unpredictable	unpredictable	ADJ
ajst-21780	33	16	fault	fault	NOUN
ajst-21780	33	17	propagation	propagation	NOUN
ajst-21780	33	18	,	,	PUNCT
ajst-21780	33	19	and	and	CCONJ
ajst-21780	33	20	high	high	ADJ
ajst-21780	33	21	sensitivity	sensitivity	NOUN
ajst-21780	33	22	of	of	ADP
ajst-21780	33	23	system	system	NOUN
ajst-21780	33	24	states	state	NOUN
ajst-21780	33	25	to	to	ADP
ajst-21780	33	26	initial	initial	ADJ
ajst-21780	33	27	conditions	condition	NOUN
ajst-21780	33	28	.	.	PUNCT
ajst-21780	34	1	chaos	chaos	NOUN
ajst-21780	34	2	theory	theory	NOUN
ajst-21780	34	3	reminds	remind	VERB
ajst-21780	34	4	us	we	PRON
ajst-21780	34	5	that	that	SCONJ
ajst-21780	34	6	even	even	ADV
ajst-21780	34	7	under	under	ADP
ajst-21780	34	8	seemingly	seemingly	ADV
ajst-21780	34	9	simple	simple	ADJ
ajst-21780	34	10	system	system	NOUN
ajst-21780	34	11	rules	rule	NOUN
ajst-21780	34	12	,	,	PUNCT
ajst-21780	34	13	highly	highly	ADV
ajst-21780	34	14	complex	complex	ADJ
ajst-21780	34	15	dynamic	dynamic	ADJ
ajst-21780	34	16	behaviors	behavior	NOUN
ajst-21780	34	17	can	can	AUX
ajst-21780	34	18	emerge	emerge	VERB
ajst-21780	34	19	,	,	PUNCT
ajst-21780	34	20	requiring	require	VERB
ajst-21780	34	21	us	we	PRON
ajst-21780	34	22	to	to	PART
ajst-21780	34	23	fully	fully	ADV
ajst-21780	34	24	consider	consider	VERB
ajst-21780	34	25	nonlinear	nonlinear	ADJ
ajst-21780	34	26	effects	effect	NOUN
ajst-21780	34	27	and	and	CCONJ
ajst-21780	34	28	uncertainties	uncertainty	NOUN
ajst-21780	34	29	in	in	ADP
ajst-21780	34	30	system	system	NOUN
ajst-21780	34	31	design	design	NOUN
ajst-21780	34	32	and	and	CCONJ
ajst-21780	34	33	optimization	optimization	NOUN
ajst-21780	34	34	.	.	PUNCT
ajst-21780	35	1	through	through	ADP
ajst-21780	35	2	chaos	chaos	NOUN
ajst-21780	35	3	analysis	analysis	NOUN
ajst-21780	35	4	of	of	ADP
ajst-21780	35	5	system	system	NOUN
ajst-21780	35	6	dynamic	dynamic	ADJ
ajst-21780	35	7	models	model	NOUN
ajst-21780	35	8	,	,	PUNCT
ajst-21780	35	9	we	we	PRON
ajst-21780	35	10	can	can	AUX
ajst-21780	35	11	identify	identify	VERB
ajst-21780	35	12	potential	potential	ADJ
ajst-21780	35	13	unstable	unstable	ADJ
ajst-21780	35	14	regions	region	NOUN
ajst-21780	35	15	,	,	PUNCT
ajst-21780	35	16	strange	strange	ADJ
ajst-21780	35	17	attractors	attractor	NOUN
ajst-21780	35	18	,	,	PUNCT
ajst-21780	35	19	and	and	CCONJ
ajst-21780	35	20	bifurcation	bifurcation	NOUN
ajst-21780	35	21	points	point	NOUN
ajst-21780	35	22	in	in	ADP
ajst-21780	35	23	the	the	DET
ajst-21780	35	24	system	system	NOUN
ajst-21780	35	25	,	,	PUNCT
ajst-21780	35	26	thus	thus	ADV
ajst-21780	35	27	alerting	alert	VERB
ajst-21780	35	28	us	we	PRON
ajst-21780	35	29	to	to	ADP
ajst-21780	35	30	potential	potential	ADJ
ajst-21780	35	31	performance	performance	NOUN
ajst-21780	35	32	declines	decline	NOUN
ajst-21780	35	33	,	,	PUNCT
ajst-21780	35	34	cascading	cascade	VERB
ajst-21780	35	35	failures	failure	NOUN
ajst-21780	35	36	,	,	PUNCT
ajst-21780	35	37	and	and	CCONJ
ajst-21780	35	38	other	other	ADJ
ajst-21780	35	39	situations	situation	NOUN
ajst-21780	35	40	.	.	PUNCT
ajst-21780	36	1	furthermore	furthermore	ADV
ajst-21780	36	2	,	,	PUNCT
ajst-21780	36	3	chaos	chaos	NOUN
ajst-21780	36	4	theory	theory	NOUN
ajst-21780	36	5	offers	offer	VERB
ajst-21780	36	6	control	control	NOUN
ajst-21780	36	7	theory	theory	NOUN
ajst-21780	36	8	tools	tool	NOUN
ajst-21780	36	9	(	(	PUNCT
ajst-21780	36	10	such	such	ADJ
ajst-21780	36	11	as	as	ADP
ajst-21780	36	12	lyapunov	lyapunov	ADJ
ajst-21780	36	13	exponents	exponent	NOUN
ajst-21780	36	14	,	,	PUNCT
ajst-21780	36	15	synchronization	synchronization	NOUN
ajst-21780	36	16	methods	method	NOUN
ajst-21780	36	17	,	,	PUNCT
ajst-21780	36	18	etc	etc	X
ajst-21780	36	19	.	.	X
ajst-21780	36	20	)	)	PUNCT
ajst-21780	36	21	to	to	PART
ajst-21780	36	22	design	design	VERB
ajst-21780	36	23	robust	robust	ADJ
ajst-21780	36	24	scalability	scalability	NOUN
ajst-21780	36	25	strategies	strategy	NOUN
ajst-21780	36	26	and	and	CCONJ
ajst-21780	36	27	fault	fault	VERB
ajst-21780	36	28	recovery	recovery	NOUN
ajst-21780	36	29	mechanisms	mechanism	NOUN
ajst-21780	36	30	to	to	PART
ajst-21780	36	31	address	address	VERB
ajst-21780	36	32	system	system	NOUN
ajst-21780	36	33	challenges	challenge	NOUN
ajst-21780	36	34	in	in	ADP
ajst-21780	36	35	complex	complex	ADJ
ajst-21780	36	36	dynamic	dynamic	ADJ
ajst-21780	36	37	environments	environment	NOUN
ajst-21780	36	38	.	.	PUNCT
ajst-21780	37	1	2.4	2.4	NUM
ajst-21780	37	2	.	.	PUNCT
ajst-21780	38	1	construction	construction	NOUN
ajst-21780	38	2	of	of	ADP
ajst-21780	38	3	complexity	complexity	NOUN
ajst-21780	38	4	models	model	NOUN
ajst-21780	38	5	based	base	VERB
ajst-21780	38	6	on	on	ADP
ajst-21780	38	7	the	the	DET
ajst-21780	38	8	aforementioned	aforementioned	ADJ
ajst-21780	38	9	complexity	complexity	NOUN
ajst-21780	38	10	theories	theory	NOUN
ajst-21780	38	11	,	,	PUNCT
ajst-21780	38	12	we	we	PRON
ajst-21780	38	13	construct	construct	VERB
ajst-21780	38	14	a	a	DET
ajst-21780	38	15	complex	complex	ADJ
ajst-21780	38	16	network	network	NOUN
ajst-21780	38	17	model	model	NOUN
ajst-21780	38	18	of	of	ADP
ajst-21780	38	19	large	large	ADJ
ajst-21780	38	20	-	-	PUNCT
ajst-21780	38	21	scale	scale	NOUN
ajst-21780	38	22	system	system	NOUN
ajst-21780	38	23	architecture	architecture	NOUN
ajst-21780	38	24	that	that	PRON
ajst-21780	38	25	includes	include	VERB
ajst-21780	38	26	nodes	node	NOUN
ajst-21780	38	27	(	(	PUNCT
ajst-21780	38	28	services	service	NOUN
ajst-21780	38	29	)	)	PUNCT
ajst-21780	38	30	,	,	PUNCT
ajst-21780	38	31	edges	edge	NOUN
ajst-21780	38	32	(	(	PUNCT
ajst-21780	38	33	interactions	interaction	NOUN
ajst-21780	38	34	)	)	PUNCT
ajst-21780	38	35	,	,	PUNCT
ajst-21780	38	36	and	and	CCONJ
ajst-21780	38	37	global	global	ADJ
ajst-21780	38	38	properties	property	NOUN
ajst-21780	38	39	(	(	PUNCT
ajst-21780	38	40	such	such	ADJ
ajst-21780	38	41	as	as	ADP
ajst-21780	38	42	degree	degree	NOUN
ajst-21780	38	43	distribution	distribution	NOUN
ajst-21780	38	44	,	,	PUNCT
ajst-21780	38	45	clustering	clustering	ADJ
ajst-21780	38	46	coefficient	coefficient	NOUN
ajst-21780	38	47	)	)	PUNCT
ajst-21780	38	48	.	.	PUNCT
ajst-21780	39	1	this	this	DET
ajst-21780	39	2	model	model	NOUN
ajst-21780	39	3	not	not	PART
ajst-21780	39	4	only	only	ADV
ajst-21780	39	5	characterizes	characterize	VERB
ajst-21780	39	6	the	the	DET
ajst-21780	39	7	static	static	ADJ
ajst-21780	39	8	topological	topological	ADJ
ajst-21780	39	9	structure	structure	NOUN
ajst-21780	39	10	of	of	ADP
ajst-21780	39	11	systems	system	NOUN
ajst-21780	39	12	but	but	CCONJ
ajst-21780	39	13	also	also	ADV
ajst-21780	39	14	incorporates	incorporate	VERB
ajst-21780	39	15	dynamic	dynamic	ADJ
ajst-21780	39	16	variables	variable	NOUN
ajst-21780	39	17	(	(	PUNCT
ajst-21780	39	18	such	such	ADJ
ajst-21780	39	19	as	as	ADP
ajst-21780	39	20	service	service	NOUN
ajst-21780	39	21	request	request	NOUN
ajst-21780	39	22	rates	rate	NOUN
ajst-21780	39	23	,	,	PUNCT
ajst-21780	39	24	response	response	NOUN
ajst-21780	39	25	times	time	NOUN
ajst-21780	39	26	,	,	PUNCT
ajst-21780	39	27	resource	resource	NOUN
ajst-21780	39	28	utilization	utilization	NOUN
ajst-21780	39	29	)	)	PUNCT
ajst-21780	39	30	to	to	PART
ajst-21780	39	31	reflect	reflect	VERB
ajst-21780	39	32	changes	change	NOUN
ajst-21780	39	33	in	in	ADP
ajst-21780	39	34	key	key	ADJ
ajst-21780	39	35	indicators	indicator	NOUN
ajst-21780	39	36	of	of	ADP
ajst-21780	39	37	system	system	NOUN
ajst-21780	39	38	performance	performance	NOUN
ajst-21780	39	39	and	and	CCONJ
ajst-21780	39	40	scalability	scalability	NOUN
ajst-21780	39	41	.	.	PUNCT
ajst-21780	40	1	specifically	specifically	ADV
ajst-21780	40	2	,	,	PUNCT
ajst-21780	40	3	nodes	node	NOUN
ajst-21780	40	4	represent	represent	VERB
ajst-21780	40	5	various	various	ADJ
ajst-21780	40	6	services	service	NOUN
ajst-21780	40	7	in	in	ADP
ajst-21780	40	8	the	the	DET
ajst-21780	40	9	system	system	NOUN
ajst-21780	40	10	,	,	PUNCT
ajst-21780	40	11	with	with	ADP
ajst-21780	40	12	attributes	attribute	NOUN
ajst-21780	40	13	including	include	VERB
ajst-21780	40	14	service	service	NOUN
ajst-21780	40	15	type	type	NOUN
ajst-21780	40	16	,	,	PUNCT
ajst-21780	40	17	function	function	NOUN
ajst-21780	40	18	,	,	PUNCT
ajst-21780	40	19	resource	resource	NOUN
ajst-21780	40	20	requirements	requirement	NOUN
ajst-21780	40	21	,	,	PUNCT
ajst-21780	40	22	response	response	NOUN
ajst-21780	40	23	capabilities	capability	NOUN
ajst-21780	40	24	,	,	PUNCT
ajst-21780	40	25	etc	etc	X
ajst-21780	40	26	.	.	X
ajst-21780	41	1	edges	edge	NOUN
ajst-21780	41	2	represent	represent	VERB
ajst-21780	41	3	interactions	interaction	NOUN
ajst-21780	41	4	between	between	ADP
ajst-21780	41	5	services	service	NOUN
ajst-21780	41	6	,	,	PUNCT
ajst-21780	41	7	such	such	ADJ
ajst-21780	41	8	as	as	ADP
ajst-21780	41	9	invocation	invocation	NOUN
ajst-21780	41	10	chains	chain	NOUN
ajst-21780	41	11	,	,	PUNCT
ajst-21780	41	12	data	datum	NOUN
ajst-21780	41	13	exchanges	exchange	NOUN
ajst-21780	41	14	,	,	PUNCT
ajst-21780	41	15	dependencies	dependency	NOUN
ajst-21780	41	16	,	,	PUNCT
ajst-21780	41	17	etc	etc	X
ajst-21780	41	18	.	.	X
ajst-21780	41	19	,	,	PUNCT
ajst-21780	41	20	with	with	ADP
ajst-21780	41	21	edge	edge	NOUN
ajst-21780	41	22	weights	weight	NOUN
ajst-21780	41	23	potentially	potentially	ADV
ajst-21780	41	24	reflecting	reflect	VERB
ajst-21780	41	25	interaction	interaction	NOUN
ajst-21780	41	26	frequencies	frequency	NOUN
ajst-21780	41	27	,	,	PUNCT
ajst-21780	41	28	data	datum	NOUN
ajst-21780	41	29	volumes	volume	NOUN
ajst-21780	41	30	,	,	PUNCT
ajst-21780	41	31	importance	importance	NOUN
ajst-21780	41	32	levels	level	NOUN
ajst-21780	41	33	,	,	PUNCT
ajst-21780	41	34	etc	etc	X
ajst-21780	41	35	.	.	X
ajst-21780	41	36	global	global	ADJ
ajst-21780	41	37	properties	property	NOUN
ajst-21780	41	38	describe	describe	VERB
ajst-21780	41	39	statistical	statistical	ADJ
ajst-21780	41	40	characteristics	characteristic	NOUN
ajst-21780	41	41	of	of	ADP
ajst-21780	41	42	the	the	DET
ajst-21780	41	43	entire	entire	ADJ
ajst-21780	41	44	network	network	NOUN
ajst-21780	41	45	,	,	PUNCT
ajst-21780	41	46	such	such	ADJ
ajst-21780	41	47	as	as	ADP
ajst-21780	41	48	degree	degree	NOUN
ajst-21780	41	49	distribution	distribution	NOUN
ajst-21780	41	50	,	,	PUNCT
ajst-21780	41	51	clustering	clustering	ADJ
ajst-21780	41	52	coefficient	coefficient	NOUN
ajst-21780	41	53	,	,	PUNCT
ajst-21780	41	54	average	average	ADJ
ajst-21780	41	55	path	path	NOUN
ajst-21780	41	56	length	length	NOUN
ajst-21780	41	57	,	,	PUNCT
ajst-21780	41	58	used	use	VERB
ajst-21780	41	59	to	to	PART
ajst-21780	41	60	assess	assess	VERB
ajst-21780	41	61	overall	overall	ADJ
ajst-21780	41	62	network	network	NOUN
ajst-21780	41	63	structure	structure	NOUN
ajst-21780	41	64	and	and	CCONJ
ajst-21780	41	65	functional	functional	ADJ
ajst-21780	41	66	characteristics[3	characteristics[3	PROPN
ajst-21780	41	67	]	]	PUNCT
ajst-21780	41	68	;	;	PUNCT
ajst-21780	41	69	they	they	PRON
ajst-21780	41	70	also	also	ADV
ajst-21780	41	71	include	include	VERB
ajst-21780	41	72	indicators	indicator	NOUN
ajst-21780	41	73	reflecting	reflect	VERB
ajst-21780	41	74	system	system	NOUN
ajst-21780	41	75	dynamic	dynamic	ADJ
ajst-21780	41	76	behaviors	behavior	NOUN
ajst-21780	41	77	,	,	PUNCT
ajst-21780	41	78	such	such	ADJ
ajst-21780	41	79	as	as	ADP
ajst-21780	41	80	spatio	spatio	NOUN
ajst-21780	41	81	-	-	PUNCT
ajst-21780	41	82	temporal	temporal	ADJ
ajst-21780	41	83	distribution	distribution	NOUN
ajst-21780	41	84	of	of	ADP
ajst-21780	41	85	service	service	NOUN
ajst-21780	41	86	request	request	NOUN
ajst-21780	41	87	rates	rate	NOUN
ajst-21780	41	88	,	,	PUNCT
ajst-21780	41	89	fluctuation	fluctuation	NOUN
ajst-21780	41	90	patterns	pattern	NOUN
ajst-21780	41	91	of	of	ADP
ajst-21780	41	92	system	system	NOUN
ajst-21780	41	93	load	load	NOUN
ajst-21780	41	94	,	,	PUNCT
ajst-21780	41	95	probability	probability	NOUN
ajst-21780	41	96	of	of	ADP
ajst-21780	41	97	fault	fault	NOUN
ajst-21780	41	98	propagation	propagation	NOUN
ajst-21780	41	99	,	,	PUNCT
ajst-21780	41	100	etc	etc	X
ajst-21780	41	101	.	.	X
ajst-21780	41	102	dynamic	dynamic	ADJ
ajst-21780	41	103	models	model	NOUN
ajst-21780	41	104	combine	combine	VERB
ajst-21780	41	105	the	the	DET
ajst-21780	41	106	above	above	ADJ
ajst-21780	41	107	static	static	ADJ
ajst-21780	41	108	network	network	NOUN
ajst-21780	41	109	structure	structure	NOUN
ajst-21780	41	110	with	with	ADP
ajst-21780	41	111	dynamic	dynamic	ADJ
ajst-21780	41	112	variables	variable	NOUN
ajst-21780	41	113	during	during	ADP
ajst-21780	41	114	system	system	NOUN
ajst-21780	41	115	operation	operation	NOUN
ajst-21780	41	116	through	through	ADP
ajst-21780	41	117	mathematical	mathematical	ADJ
ajst-21780	41	118	equations	equation	NOUN
ajst-21780	41	119	,	,	PUNCT
ajst-21780	41	120	agent	agent	NOUN
ajst-21780	41	121	-	-	PUNCT
ajst-21780	41	122	based	base	VERB
ajst-21780	41	123	simulations	simulation	NOUN
ajst-21780	41	124	,	,	PUNCT
ajst-21780	41	125	network	network	NOUN
ajst-21780	41	126	flow	flow	NOUN
ajst-21780	41	127	models	model	NOUN
ajst-21780	41	128	,	,	PUNCT
ajst-21780	41	129	etc	etc	X
ajst-21780	41	130	.	.	X
ajst-21780	41	131	,	,	PUNCT
ajst-21780	41	132	to	to	PART
ajst-21780	41	133	simulate	simulate	VERB
ajst-21780	41	134	the	the	DET
ajst-21780	41	135	entire	entire	ADJ
ajst-21780	41	136	process	process	NOUN
ajst-21780	41	137	of	of	ADP
ajst-21780	41	138	system	system	NOUN
ajst-21780	41	139	evolution	evolution	NOUN
ajst-21780	41	140	over	over	ADP
ajst-21780	41	141	time	time	NOUN
ajst-21780	41	142	.	.	PUNCT
ajst-21780	42	1	such	such	ADJ
ajst-21780	42	2	dynamic	dynamic	ADJ
ajst-21780	42	3	models	model	NOUN
ajst-21780	42	4	help	help	VERB
ajst-21780	42	5	predict	predict	VERB
ajst-21780	42	6	system	system	NOUN
ajst-21780	42	7	behavior	behavior	NOUN
ajst-21780	42	8	under	under	ADP
ajst-21780	42	9	different	different	ADJ
ajst-21780	42	10	expansion	expansion	NOUN
ajst-21780	42	11	strategies	strategy	NOUN
ajst-21780	42	12	,	,	PUNCT
ajst-21780	42	13	load	load	NOUN
ajst-21780	42	14	conditions	condition	NOUN
ajst-21780	42	15	,	,	PUNCT
ajst-21780	42	16	fault	fault	VERB
ajst-21780	42	17	scenarios	scenario	NOUN
ajst-21780	42	18	,	,	PUNCT
ajst-21780	42	19	providing	provide	VERB
ajst-21780	42	20	a	a	DET
ajst-21780	42	21	quantitative	quantitative	ADJ
ajst-21780	42	22	basis	basis	NOUN
ajst-21780	42	23	for	for	ADP
ajst-21780	42	24	optimization	optimization	NOUN
ajst-21780	42	25	decisions	decision	NOUN
ajst-21780	42	26	.	.	PUNCT
ajst-21780	43	1	3	3	X
ajst-21780	43	2	.	.	X
ajst-21780	43	3	complexity	complexity	NOUN
ajst-21780	43	4	perspective	perspective	NOUN
ajst-21780	43	5	and	and	CCONJ
ajst-21780	43	6	innovations	innovation	NOUN
ajst-21780	43	7	in	in	ADP
ajst-21780	43	8	scalability	scalability	NOUN
ajst-21780	43	9	strategies	strategy	NOUN
ajst-21780	43	10	when	when	SCONJ
ajst-21780	43	11	facing	face	VERB
ajst-21780	43	12	the	the	DET
ajst-21780	43	13	scalability	scalability	NOUN
ajst-21780	43	14	challenges	challenge	NOUN
ajst-21780	43	15	of	of	ADP
ajst-21780	43	16	large	large	ADJ
ajst-21780	43	17	-	-	PUNCT
ajst-21780	43	18	scale	scale	NOUN
ajst-21780	43	19	system	system	NOUN
ajst-21780	43	20	architectures	architecture	NOUN
ajst-21780	43	21	,	,	PUNCT
ajst-21780	43	22	traditional	traditional	ADJ
ajst-21780	43	23	expansion	expansion	NOUN
ajst-21780	43	24	methods	method	NOUN
ajst-21780	43	25	often	often	ADV
ajst-21780	43	26	struggle	struggle	VERB
ajst-21780	43	27	to	to	PART
ajst-21780	43	28	address	address	VERB
ajst-21780	43	29	the	the	DET
ajst-21780	43	30	nonlinear	nonlinear	ADJ
ajst-21780	43	31	effects	effect	NOUN
ajst-21780	43	32	,	,	PUNCT
ajst-21780	43	33	emergent	emergent	ADJ
ajst-21780	43	34	behaviors	behavior	NOUN
ajst-21780	43	35	,	,	PUNCT
ajst-21780	43	36	and	and	CCONJ
ajst-21780	43	37	uncertainties	uncertainty	NOUN
ajst-21780	43	38	brought	bring	VERB
ajst-21780	43	39	about	about	ADP
ajst-21780	43	40	by	by	ADP
ajst-21780	43	41	system	system	NOUN
ajst-21780	43	42	complexity	complexity	NOUN
ajst-21780	43	43	.	.	PUNCT
ajst-21780	44	1	therefore	therefore	ADV
ajst-21780	44	2	,	,	PUNCT
ajst-21780	44	3	we	we	PRON
ajst-21780	44	4	need	need	VERB
ajst-21780	44	5	to	to	PART
ajst-21780	44	6	adopt	adopt	VERB
ajst-21780	44	7	a	a	DET
ajst-21780	44	8	perspective	perspective	NOUN
ajst-21780	44	9	from	from	ADP
ajst-21780	44	10	complexity	complexity	NOUN
ajst-21780	44	11	science	science	NOUN
ajst-21780	44	12	,	,	PUNCT
ajst-21780	44	13	applying	apply	VERB
ajst-21780	44	14	complex	complex	ADJ
ajst-21780	44	15	network	network	NOUN
ajst-21780	44	16	theory	theory	NOUN
ajst-21780	44	17	,	,	PUNCT
ajst-21780	44	18	complex	complex	ADJ
ajst-21780	44	19	system	system	NOUN
ajst-21780	44	20	control	control	NOUN
ajst-21780	44	21	theory	theory	NOUN
ajst-21780	44	22	,	,	PUNCT
ajst-21780	44	23	and	and	CCONJ
ajst-21780	44	24	complex	complex	ADJ
ajst-21780	44	25	adaptive	adaptive	ADJ
ajst-21780	44	26	system	system	NOUN
ajst-21780	44	27	theory	theory	NOUN
ajst-21780	44	28	to	to	PART
ajst-21780	44	29	innovatively	innovatively	ADV
ajst-21780	44	30	design	design	VERB
ajst-21780	44	31	scalability	scalability	NOUN
ajst-21780	44	32	strategies	strategy	NOUN
ajst-21780	44	33	that	that	PRON
ajst-21780	44	34	can	can	AUX
ajst-21780	44	35	tackle	tackle	VERB
ajst-21780	44	36	these	these	DET
ajst-21780	44	37	complexity	complexity	NOUN
ajst-21780	44	38	challenges	challenge	NOUN
ajst-21780	44	39	.	.	PUNCT
ajst-21780	45	1	this	this	DET
ajst-21780	45	2	chapter	chapter	NOUN
ajst-21780	45	3	will	will	AUX
ajst-21780	45	4	delve	delve	VERB
ajst-21780	45	5	into	into	ADP
ajst-21780	45	6	adaptive	adaptive	ADJ
ajst-21780	45	7	expansion	expansion	NOUN
ajst-21780	45	8	through	through	ADP
ajst-21780	45	9	complex	complex	ADJ
ajst-21780	45	10	network	network	NOUN
ajst-21780	45	11	optimization	optimization	NOUN
ajst-21780	45	12	,	,	PUNCT
ajst-21780	45	13	datadriven	datadriven	ADJ
ajst-21780	45	14	complex	complex	ADJ
ajst-21780	45	15	system	system	NOUN
ajst-21780	45	16	control	control	NOUN
ajst-21780	45	17	,	,	PUNCT
ajst-21780	45	18	and	and	CCONJ
ajst-21780	45	19	the	the	DET
ajst-21780	45	20	complex	complex	ADJ
ajst-21780	45	21	adaptive	adaptive	ADJ
ajst-21780	45	22	mechanisms	mechanism	NOUN
ajst-21780	45	23	of	of	ADP
ajst-21780	45	24	elastic	elastic	ADJ
ajst-21780	45	25	computing	computing	NOUN
ajst-21780	45	26	and	and	CCONJ
ajst-21780	45	27	service	service	NOUN
ajst-21780	45	28	orchestration	orchestration	NOUN
ajst-21780	45	29	.	.	PUNCT
ajst-21780	46	1	3.1	3.1	NUM
ajst-21780	46	2	.	.	PUNCT
ajst-21780	47	1	adaptive	adaptive	ADJ
ajst-21780	47	2	expansion	expansion	NOUN
ajst-21780	47	3	through	through	ADP
ajst-21780	47	4	complex	complex	ADJ
ajst-21780	47	5	network	network	NOUN
ajst-21780	47	6	optimization	optimization	NOUN
ajst-21780	47	7	complex	complex	NOUN
ajst-21780	47	8	network	network	NOUN
ajst-21780	47	9	theory	theory	NOUN
ajst-21780	47	10	provides	provide	VERB
ajst-21780	47	11	a	a	DET
ajst-21780	47	12	fresh	fresh	ADJ
ajst-21780	47	13	perspective	perspective	NOUN
ajst-21780	47	14	and	and	CCONJ
ajst-21780	47	15	optimization	optimization	NOUN
ajst-21780	47	16	means	mean	VERB
ajst-21780	47	17	for	for	ADP
ajst-21780	47	18	adaptive	adaptive	ADJ
ajst-21780	47	19	expansion	expansion	NOUN
ajst-21780	47	20	of	of	ADP
ajst-21780	47	21	large	large	ADJ
ajst-21780	47	22	-	-	PUNCT
ajst-21780	47	23	scale	scale	NOUN
ajst-21780	47	24	system	system	NOUN
ajst-21780	47	25	architectures	architecture	NOUN
ajst-21780	47	26	.	.	PUNCT
ajst-21780	48	1	by	by	ADP
ajst-21780	48	2	deeply	deeply	ADV
ajst-21780	48	3	exploring	explore	VERB
ajst-21780	48	4	network	network	NOUN
ajst-21780	48	5	characteristics	characteristic	NOUN
ajst-21780	48	6	such	such	ADJ
ajst-21780	48	7	as	as	ADP
ajst-21780	48	8	community	community	NOUN
ajst-21780	48	9	structure	structure	NOUN
ajst-21780	48	10	and	and	CCONJ
ajst-21780	48	11	centrality	centrality	NOUN
ajst-21780	48	12	metrics	metric	NOUN
ajst-21780	48	13	,	,	PUNCT
ajst-21780	48	14	we	we	PRON
ajst-21780	48	15	can	can	AUX
ajst-21780	48	16	guide	guide	VERB
ajst-21780	48	17	the	the	DET
ajst-21780	48	18	dynamic	dynamic	ADJ
ajst-21780	48	19	adjustment	adjustment	NOUN
ajst-21780	48	20	of	of	ADP
ajst-21780	48	21	service	service	NOUN
ajst-21780	48	22	node	node	NOUN
ajst-21780	48	23	layout	layout	NOUN
ajst-21780	48	24	and	and	CCONJ
ajst-21780	48	25	interaction	interaction	NOUN
ajst-21780	48	26	edges	edge	NOUN
ajst-21780	48	27	,	,	PUNCT
ajst-21780	48	28	achieving	achieve	VERB
ajst-21780	48	29	efficient	efficient	ADJ
ajst-21780	48	30	and	and	CCONJ
ajst-21780	48	31	flexible	flexible	ADJ
ajst-21780	48	32	system	system	NOUN
ajst-21780	48	33	scalability	scalability	NOUN
ajst-21780	48	34	.	.	PUNCT
ajst-21780	49	1	community	community	NOUN
ajst-21780	49	2	structure	structure	NOUN
ajst-21780	49	3	guides	guide	VERB
ajst-21780	49	4	resource	resource	NOUN
ajst-21780	49	5	scheduling	scheduling	NOUN
ajst-21780	49	6	and	and	CCONJ
ajst-21780	49	7	fault	fault	VERB
ajst-21780	49	8	isolation	isolation	NOUN
ajst-21780	49	9	.	.	PUNCT
ajst-21780	50	1	the	the	DET
ajst-21780	50	2	community	community	NOUN
ajst-21780	50	3	structure	structure	NOUN
ajst-21780	50	4	reveals	reveal	VERB
ajst-21780	50	5	natural	natural	ADJ
ajst-21780	50	6	subsystems	subsystem	NOUN
ajst-21780	50	7	or	or	CCONJ
ajst-21780	50	8	functional	functional	ADJ
ajst-21780	50	9	modules	module	NOUN
ajst-21780	50	10	formed	form	VERB
ajst-21780	50	11	by	by	ADP
ajst-21780	50	12	service	service	NOUN
ajst-21780	50	13	nodes	node	NOUN
ajst-21780	50	14	in	in	ADP
ajst-21780	50	15	the	the	DET
ajst-21780	50	16	system	system	NOUN
ajst-21780	50	17	,	,	PUNCT
ajst-21780	50	18	where	where	SCONJ
ajst-21780	50	19	services	service	NOUN
ajst-21780	50	20	within	within	ADP
ajst-21780	50	21	modules	module	NOUN
ajst-21780	50	22	collaborate	collaborate	VERB
ajst-21780	50	23	intensely	intensely	ADV
ajst-21780	50	24	and	and	CCONJ
ajst-21780	50	25	interact	interact	VERB
ajst-21780	50	26	frequently	frequently	ADV
ajst-21780	50	27	.	.	PUNCT
ajst-21780	51	1	leveraging	leverage	VERB
ajst-21780	51	2	community	community	NOUN
ajst-21780	51	3	structure	structure	NOUN
ajst-21780	51	4	information	information	NOUN
ajst-21780	51	5	,	,	PUNCT
ajst-21780	51	6	we	we	PRON
ajst-21780	51	7	can	can	AUX
ajst-21780	51	8	devise	devise	VERB
ajst-21780	51	9	refined	refined	ADJ
ajst-21780	51	10	resource	resource	NOUN
ajst-21780	51	11	scheduling	scheduling	NOUN
ajst-21780	51	12	strategies	strategy	NOUN
ajst-21780	51	13	,	,	PUNCT
ajst-21780	51	14	such	such	ADJ
ajst-21780	51	15	as	as	ADP
ajst-21780	51	16	prioritizing	prioritize	VERB
ajst-21780	51	17	resource	resource	NOUN
ajst-21780	51	18	allocation	allocation	NOUN
ajst-21780	51	19	for	for	ADP
ajst-21780	51	20	services	service	NOUN
ajst-21780	51	21	within	within	ADP
ajst-21780	51	22	the	the	DET
ajst-21780	51	23	same	same	ADJ
ajst-21780	51	24	community	community	NOUN
ajst-21780	51	25	to	to	PART
ajst-21780	51	26	reduce	reduce	VERB
ajst-21780	51	27	intercommunity	intercommunity	NOUN
ajst-21780	51	28	communication	communication	NOUN
ajst-21780	51	29	overhead	overhead	ADV
ajst-21780	51	30	and	and	CCONJ
ajst-21780	51	31	enhance	enhance	VERB
ajst-21780	51	32	overall	overall	ADJ
ajst-21780	51	33	system	system	NOUN
ajst-21780	51	34	performance	performance	NOUN
ajst-21780	51	35	.	.	PUNCT
ajst-21780	52	1	additionally	additionally	ADV
ajst-21780	52	2	,	,	PUNCT
ajst-21780	52	3	the	the	DET
ajst-21780	52	4	community	community	NOUN
ajst-21780	52	5	structure	structure	NOUN
ajst-21780	52	6	provides	provide	VERB
ajst-21780	52	7	natural	natural	ADJ
ajst-21780	52	8	boundaries	boundary	NOUN
ajst-21780	52	9	for	for	ADP
ajst-21780	52	10	fault	fault	NOUN
ajst-21780	52	11	isolation	isolation	NOUN
ajst-21780	52	12	;	;	PUNCT
ajst-21780	52	13	when	when	SCONJ
ajst-21780	52	14	services	service	NOUN
ajst-21780	52	15	within	within	ADP
ajst-21780	52	16	a	a	DET
ajst-21780	52	17	community	community	NOUN
ajst-21780	52	18	encounter	encounter	NOUN
ajst-21780	52	19	faults	fault	NOUN
ajst-21780	52	20	,	,	PUNCT
ajst-21780	52	21	their	their	PRON
ajst-21780	52	22	interactions	interaction	NOUN
ajst-21780	52	23	with	with	ADP
ajst-21780	52	24	other	other	ADJ
ajst-21780	52	25	communities	community	NOUN
ajst-21780	52	26	can	can	AUX
ajst-21780	52	27	be	be	AUX
ajst-21780	52	28	swiftly	swiftly	ADV
ajst-21780	52	29	severed	sever	VERB
ajst-21780	52	30	to	to	PART
ajst-21780	52	31	prevent	prevent	VERB
ajst-21780	52	32	fault	fault	NOUN
ajst-21780	52	33	propagation	propagation	NOUN
ajst-21780	52	34	and	and	CCONJ
ajst-21780	52	35	enhance	enhance	VERB
ajst-21780	52	36	system	system	NOUN
ajst-21780	52	37	fault	fault	NOUN
ajst-21780	52	38	tolerance	tolerance	NOUN
ajst-21780	52	39	.	.	PUNCT
ajst-21780	53	1	163	163	NUM
ajst-21780	53	2	centrality	centrality	NOUN
ajst-21780	53	3	metrics	metric	NOUN
ajst-21780	53	4	guide	guide	VERB
ajst-21780	53	5	critical	critical	ADJ
ajst-21780	53	6	service	service	NOUN
ajst-21780	53	7	identification	identification	NOUN
ajst-21780	53	8	and	and	CCONJ
ajst-21780	53	9	optimization	optimization	NOUN
ajst-21780	53	10	.	.	PUNCT
ajst-21780	54	1	metrics	metric	NOUN
ajst-21780	54	2	like	like	ADP
ajst-21780	54	3	degree	degree	NOUN
ajst-21780	54	4	centrality	centrality	NOUN
ajst-21780	54	5	,	,	PUNCT
ajst-21780	54	6	closeness	closeness	NOUN
ajst-21780	54	7	centrality	centrality	NOUN
ajst-21780	54	8	,	,	PUNCT
ajst-21780	54	9	and	and	CCONJ
ajst-21780	54	10	betweenness	betweenness	NOUN
ajst-21780	54	11	centrality	centrality	NOUN
ajst-21780	54	12	quantify	quantify	VERB
ajst-21780	54	13	the	the	DET
ajst-21780	54	14	importance	importance	NOUN
ajst-21780	54	15	and	and	CCONJ
ajst-21780	54	16	influence	influence	NOUN
ajst-21780	54	17	of	of	ADP
ajst-21780	54	18	service	service	NOUN
ajst-21780	54	19	nodes	node	NOUN
ajst-21780	54	20	in	in	ADP
ajst-21780	54	21	the	the	DET
ajst-21780	54	22	network	network	NOUN
ajst-21780	54	23	.	.	PUNCT
ajst-21780	55	1	services	service	NOUN
ajst-21780	55	2	with	with	ADP
ajst-21780	55	3	high	high	ADJ
ajst-21780	55	4	degree	degree	NOUN
ajst-21780	55	5	centrality	centrality	NOUN
ajst-21780	55	6	often	often	ADV
ajst-21780	55	7	act	act	VERB
ajst-21780	55	8	as	as	ADP
ajst-21780	55	9	frequent	frequent	ADJ
ajst-21780	55	10	interaction	interaction	NOUN
ajst-21780	55	11	hubs	hub	NOUN
ajst-21780	55	12	;	;	PUNCT
ajst-21780	55	13	optimizing	optimize	VERB
ajst-21780	55	14	these	these	PRON
ajst-21780	55	15	can	can	AUX
ajst-21780	55	16	significantly	significantly	ADV
ajst-21780	55	17	enhance	enhance	VERB
ajst-21780	55	18	overall	overall	ADJ
ajst-21780	55	19	system	system	NOUN
ajst-21780	55	20	communication	communication	NOUN
ajst-21780	55	21	efficiency	efficiency	NOUN
ajst-21780	55	22	.	.	PUNCT
ajst-21780	56	1	services	service	NOUN
ajst-21780	56	2	with	with	ADP
ajst-21780	56	3	high	high	ADJ
ajst-21780	56	4	closeness	closeness	NOUN
ajst-21780	56	5	centrality	centrality	NOUN
ajst-21780	56	6	are	be	AUX
ajst-21780	56	7	close	close	ADJ
ajst-21780	56	8	to	to	ADP
ajst-21780	56	9	all	all	DET
ajst-21780	56	10	other	other	ADJ
ajst-21780	56	11	services	service	NOUN
ajst-21780	56	12	on	on	ADP
ajst-21780	56	13	average	average	ADJ
ajst-21780	56	14	;	;	PUNCT
ajst-21780	56	15	optimizing	optimize	VERB
ajst-21780	56	16	them	they	PRON
ajst-21780	56	17	accelerates	accelerate	VERB
ajst-21780	56	18	information	information	NOUN
ajst-21780	56	19	dissemination	dissemination	NOUN
ajst-21780	56	20	and	and	CCONJ
ajst-21780	56	21	response	response	NOUN
ajst-21780	56	22	times	time	NOUN
ajst-21780	56	23	.	.	PUNCT
ajst-21780	57	1	services	service	NOUN
ajst-21780	57	2	with	with	ADP
ajst-21780	57	3	high	high	ADJ
ajst-21780	57	4	betweenness	betweenness	NOUN
ajst-21780	57	5	centrality	centrality	NOUN
ajst-21780	57	6	lie	lie	NOUN
ajst-21780	57	7	on	on	ADP
ajst-21780	57	8	paths	path	NOUN
ajst-21780	57	9	that	that	PRON
ajst-21780	57	10	many	many	ADJ
ajst-21780	57	11	service	service	NOUN
ajst-21780	57	12	interactions	interaction	NOUN
ajst-21780	57	13	traverse	traverse	VERB
ajst-21780	57	14	;	;	PUNCT
ajst-21780	57	15	optimizing	optimize	VERB
ajst-21780	57	16	these	these	PRON
ajst-21780	57	17	can	can	AUX
ajst-21780	57	18	alleviate	alleviate	VERB
ajst-21780	57	19	system	system	NOUN
ajst-21780	57	20	bottlenecks	bottleneck	NOUN
ajst-21780	57	21	and	and	CCONJ
ajst-21780	57	22	enhance	enhance	VERB
ajst-21780	57	23	overall	overall	ADJ
ajst-21780	57	24	throughput	throughput	NOUN
ajst-21780	57	25	.	.	PUNCT
ajst-21780	58	1	by	by	ADP
ajst-21780	58	2	identifying	identify	VERB
ajst-21780	58	3	and	and	CCONJ
ajst-21780	58	4	optimizing	optimize	VERB
ajst-21780	58	5	these	these	DET
ajst-21780	58	6	key	key	ADJ
ajst-21780	58	7	services	service	NOUN
ajst-21780	58	8	,	,	PUNCT
ajst-21780	58	9	we	we	PRON
ajst-21780	58	10	can	can	AUX
ajst-21780	58	11	strategically	strategically	ADV
ajst-21780	58	12	enhance	enhance	VERB
ajst-21780	58	13	system	system	NOUN
ajst-21780	58	14	scalability	scalability	NOUN
ajst-21780	58	15	.	.	PUNCT
ajst-21780	59	1	3.2	3.2	NUM
ajst-21780	59	2	.	.	PUNCT
ajst-21780	59	3	data	data	NOUN
ajst-21780	59	4	-	-	PUNCT
ajst-21780	59	5	driven	drive	VERB
ajst-21780	59	6	complex	complex	ADJ
ajst-21780	59	7	system	system	NOUN
ajst-21780	59	8	control	control	NOUN
ajst-21780	59	9	drawing	draw	VERB
ajst-21780	59	10	from	from	ADP
ajst-21780	59	11	complex	complex	ADJ
ajst-21780	59	12	system	system	NOUN
ajst-21780	59	13	control	control	NOUN
ajst-21780	59	14	theory	theory	NOUN
ajst-21780	59	15	,	,	PUNCT
ajst-21780	59	16	we	we	PRON
ajst-21780	59	17	can	can	AUX
ajst-21780	59	18	design	design	VERB
ajst-21780	59	19	data	data	NOUN
ajst-21780	59	20	-	-	PUNCT
ajst-21780	59	21	driven	drive	VERB
ajst-21780	59	22	feedback	feedback	NOUN
ajst-21780	59	23	loops	loop	NOUN
ajst-21780	59	24	to	to	PART
ajst-21780	59	25	monitor	monitor	VERB
ajst-21780	59	26	system	system	NOUN
ajst-21780	59	27	states	state	NOUN
ajst-21780	59	28	in	in	ADP
ajst-21780	59	29	real	real	ADJ
ajst-21780	59	30	-	-	PUNCT
ajst-21780	59	31	time	time	NOUN
ajst-21780	59	32	,	,	PUNCT
ajst-21780	59	33	enabling	enable	VERB
ajst-21780	59	34	precise	precise	ADJ
ajst-21780	59	35	control	control	NOUN
ajst-21780	59	36	of	of	ADP
ajst-21780	59	37	expansion	expansion	NOUN
ajst-21780	59	38	behaviors	behavior	NOUN
ajst-21780	59	39	to	to	PART
ajst-21780	59	40	ensure	ensure	VERB
ajst-21780	59	41	system	system	NOUN
ajst-21780	59	42	stability	stability	NOUN
ajst-21780	59	43	and	and	CCONJ
ajst-21780	59	44	efficiency	efficiency	NOUN
ajst-21780	59	45	in	in	ADP
ajst-21780	59	46	complex	complex	ADJ
ajst-21780	59	47	environments	environment	NOUN
ajst-21780	59	48	.	.	PUNCT
ajst-21780	60	1	data	datum	NOUN
ajst-21780	60	2	lifecycle	lifecycle	NOUN
ajst-21780	60	3	management	management	NOUN
ajst-21780	60	4	and	and	CCONJ
ajst-21780	60	5	data	data	NOUN
ajst-21780	60	6	flow	flow	NOUN
ajst-21780	60	7	pattern	pattern	NOUN
ajst-21780	60	8	optimization	optimization	NOUN
ajst-21780	60	9	are	be	AUX
ajst-21780	60	10	essential	essential	ADJ
ajst-21780	60	11	components	component	NOUN
ajst-21780	60	12	of	of	ADP
ajst-21780	60	13	this	this	DET
ajst-21780	60	14	control	control	NOUN
ajst-21780	60	15	process	process	NOUN
ajst-21780	60	16	.	.	PUNCT
ajst-21780	61	1	data	datum	NOUN
ajst-21780	61	2	lifecycle	lifecycle	NOUN
ajst-21780	61	3	management	management	NOUN
ajst-21780	61	4	empowers	empower	VERB
ajst-21780	61	5	intelligent	intelligent	ADJ
ajst-21780	61	6	decisionmaking	decisionmaking	NOUN
ajst-21780	61	7	.	.	PUNCT
ajst-21780	62	1	the	the	DET
ajst-21780	62	2	data	datum	NOUN
ajst-21780	62	3	lifecycle	lifecycle	NOUN
ajst-21780	62	4	encompasses	encompass	VERB
ajst-21780	62	5	the	the	DET
ajst-21780	62	6	entire	entire	ADJ
ajst-21780	62	7	process	process	NOUN
ajst-21780	62	8	from	from	ADP
ajst-21780	62	9	data	datum	NOUN
ajst-21780	62	10	generation	generation	NOUN
ajst-21780	62	11	,	,	PUNCT
ajst-21780	62	12	processing	processing	NOUN
ajst-21780	62	13	,	,	PUNCT
ajst-21780	62	14	storage	storage	NOUN
ajst-21780	62	15	,	,	PUNCT
ajst-21780	62	16	usage	usage	NOUN
ajst-21780	62	17	,	,	PUNCT
ajst-21780	62	18	archiving	archiving	NOUN
ajst-21780	62	19	,	,	PUNCT
ajst-21780	62	20	to	to	PART
ajst-21780	62	21	disposal	disposal	VERB
ajst-21780	62	22	.	.	PUNCT
ajst-21780	63	1	by	by	ADP
ajst-21780	63	2	finely	finely	ADV
ajst-21780	63	3	managing	manage	VERB
ajst-21780	63	4	the	the	DET
ajst-21780	63	5	data	datum	NOUN
ajst-21780	63	6	lifecycle	lifecycle	NOUN
ajst-21780	63	7	,	,	PUNCT
ajst-21780	63	8	we	we	PRON
ajst-21780	63	9	can	can	AUX
ajst-21780	63	10	accurately	accurately	ADV
ajst-21780	63	11	grasp	grasp	VERB
ajst-21780	63	12	data	datum	NOUN
ajst-21780	63	13	requirements	requirement	NOUN
ajst-21780	63	14	,	,	PUNCT
ajst-21780	63	15	processing	processing	NOUN
ajst-21780	63	16	capabilities	capability	NOUN
ajst-21780	63	17	,	,	PUNCT
ajst-21780	63	18	and	and	CCONJ
ajst-21780	63	19	storage	storage	NOUN
ajst-21780	63	20	pressures	pressure	NOUN
ajst-21780	63	21	at	at	ADP
ajst-21780	63	22	various	various	ADJ
ajst-21780	63	23	stages	stage	NOUN
ajst-21780	63	24	of	of	ADP
ajst-21780	63	25	the	the	DET
ajst-21780	63	26	system	system	NOUN
ajst-21780	63	27	,	,	PUNCT
ajst-21780	63	28	providing	provide	VERB
ajst-21780	63	29	real	real	ADJ
ajst-21780	63	30	-	-	PUNCT
ajst-21780	63	31	time	time	NOUN
ajst-21780	63	32	comprehensive	comprehensive	ADJ
ajst-21780	63	33	data	datum	NOUN
ajst-21780	63	34	support	support	NOUN
ajst-21780	63	35	for	for	ADP
ajst-21780	63	36	expansion	expansion	NOUN
ajst-21780	63	37	decisions	decision	NOUN
ajst-21780	63	38	.	.	PUNCT
ajst-21780	64	1	for	for	ADP
ajst-21780	64	2	example	example	NOUN
ajst-21780	64	3	,	,	PUNCT
ajst-21780	64	4	monitoring	monitor	VERB
ajst-21780	64	5	data	data	NOUN
ajst-21780	64	6	generation	generation	NOUN
ajst-21780	64	7	rates	rate	NOUN
ajst-21780	64	8	and	and	CCONJ
ajst-21780	64	9	processing	processing	NOUN
ajst-21780	64	10	delays	delay	NOUN
ajst-21780	64	11	can	can	AUX
ajst-21780	64	12	predict	predict	VERB
ajst-21780	64	13	when	when	SCONJ
ajst-21780	64	14	additional	additional	ADJ
ajst-21780	64	15	computing	computing	NOUN
ajst-21780	64	16	resources	resource	NOUN
ajst-21780	64	17	are	be	AUX
ajst-21780	64	18	needed	need	VERB
ajst-21780	64	19	to	to	PART
ajst-21780	64	20	prevent	prevent	VERB
ajst-21780	64	21	data	datum	NOUN
ajst-21780	64	22	backlog	backlog	NOUN
ajst-21780	64	23	.	.	PUNCT
ajst-21780	65	1	analyzing	analyze	VERB
ajst-21780	65	2	data	data	NOUN
ajst-21780	65	3	usage	usage	NOUN
ajst-21780	65	4	patterns	pattern	NOUN
ajst-21780	65	5	can	can	AUX
ajst-21780	65	6	inform	inform	VERB
ajst-21780	65	7	proper	proper	ADJ
ajst-21780	65	8	allocation	allocation	NOUN
ajst-21780	65	9	of	of	ADP
ajst-21780	65	10	storage	storage	NOUN
ajst-21780	65	11	resources	resource	NOUN
ajst-21780	65	12	,	,	PUNCT
ajst-21780	65	13	avoiding	avoid	VERB
ajst-21780	65	14	storage	storage	NOUN
ajst-21780	65	15	bottlenecks	bottleneck	NOUN
ajst-21780	65	16	caused	cause	VERB
ajst-21780	65	17	by	by	ADP
ajst-21780	65	18	hot	hot	ADJ
ajst-21780	65	19	data	datum	NOUN
ajst-21780	65	20	.	.	PUNCT
ajst-21780	66	1	optimization	optimization	NOUN
ajst-21780	66	2	of	of	ADP
ajst-21780	66	3	data	datum	NOUN
ajst-21780	66	4	flow	flow	NOUN
ajst-21780	66	5	patterns	pattern	NOUN
ajst-21780	66	6	enhances	enhance	VERB
ajst-21780	66	7	system	system	NOUN
ajst-21780	66	8	efficiency	efficiency	NOUN
ajst-21780	66	9	.	.	PUNCT
ajst-21780	67	1	the	the	DET
ajst-21780	67	2	flow	flow	NOUN
ajst-21780	67	3	patterns	pattern	NOUN
ajst-21780	67	4	of	of	ADP
ajst-21780	67	5	data	datum	NOUN
ajst-21780	67	6	within	within	ADP
ajst-21780	67	7	the	the	DET
ajst-21780	67	8	system	system	NOUN
ajst-21780	67	9	directly	directly	ADV
ajst-21780	67	10	impact	impact	VERB
ajst-21780	67	11	expansion	expansion	NOUN
ajst-21780	67	12	outcomes	outcome	NOUN
ajst-21780	67	13	.	.	PUNCT
ajst-21780	68	1	by	by	ADP
ajst-21780	68	2	analyzing	analyze	VERB
ajst-21780	68	3	characteristics	characteristic	NOUN
ajst-21780	68	4	such	such	ADJ
ajst-21780	68	5	as	as	ADP
ajst-21780	68	6	data	data	NOUN
ajst-21780	68	7	flow	flow	NOUN
ajst-21780	68	8	paths	path	NOUN
ajst-21780	68	9	,	,	PUNCT
ajst-21780	68	10	volumes	volume	NOUN
ajst-21780	68	11	,	,	PUNCT
ajst-21780	68	12	and	and	CCONJ
ajst-21780	68	13	delays	delay	NOUN
ajst-21780	68	14	,	,	PUNCT
ajst-21780	68	15	we	we	PRON
ajst-21780	68	16	can	can	AUX
ajst-21780	68	17	identify	identify	VERB
ajst-21780	68	18	and	and	CCONJ
ajst-21780	68	19	optimize	optimize	VERB
ajst-21780	68	20	bottlenecks	bottleneck	NOUN
ajst-21780	68	21	in	in	ADP
ajst-21780	68	22	data	datum	NOUN
ajst-21780	68	23	flow	flow	NOUN
ajst-21780	68	24	,	,	PUNCT
ajst-21780	68	25	such	such	ADJ
ajst-21780	68	26	as	as	ADP
ajst-21780	68	27	redesigning	redesign	VERB
ajst-21780	68	28	data	datum	NOUN
ajst-21780	68	29	routing	route	VERB
ajst-21780	68	30	to	to	PART
ajst-21780	68	31	minimize	minimize	VERB
ajst-21780	68	32	cross	cross	ADJ
ajst-21780	68	33	-	-	ADJ
ajst-21780	68	34	regional	regional	ADJ
ajst-21780	68	35	transfers	transfer	NOUN
ajst-21780	68	36	,	,	PUNCT
ajst-21780	68	37	employing	employ	VERB
ajst-21780	68	38	caching	cache	VERB
ajst-21780	68	39	strategies	strategy	NOUN
ajst-21780	68	40	to	to	PART
ajst-21780	68	41	reduce	reduce	VERB
ajst-21780	68	42	frequent	frequent	ADJ
ajst-21780	68	43	reads	read	NOUN
ajst-21780	68	44	,	,	PUNCT
ajst-21780	68	45	implementing	implement	VERB
ajst-21780	68	46	data	datum	NOUN
ajst-21780	68	47	compression	compression	NOUN
ajst-21780	68	48	and	and	CCONJ
ajst-21780	68	49	encoding	encode	VERB
ajst-21780	68	50	techniques	technique	NOUN
ajst-21780	68	51	to	to	PART
ajst-21780	68	52	conserve	conserve	VERB
ajst-21780	68	53	bandwidth	bandwidth	ADJ
ajst-21780	68	54	resources	resource	NOUN
ajst-21780	68	55	.	.	PUNCT
ajst-21780	69	1	these	these	DET
ajst-21780	69	2	optimization	optimization	NOUN
ajst-21780	69	3	measures	measure	NOUN
ajst-21780	69	4	help	help	VERB
ajst-21780	69	5	improve	improve	VERB
ajst-21780	69	6	data	datum	NOUN
ajst-21780	69	7	processing	processing	NOUN
ajst-21780	69	8	efficiency	efficiency	NOUN
ajst-21780	69	9	and	and	CCONJ
ajst-21780	69	10	reduce	reduce	VERB
ajst-21780	69	11	system	system	NOUN
ajst-21780	69	12	expansion	expansion	NOUN
ajst-21780	69	13	costs	cost	NOUN
ajst-21780	69	14	.	.	PUNCT
ajst-21780	70	1	3.3	3.3	NUM
ajst-21780	70	2	.	.	PUNCT
ajst-21780	70	3	elastic	elastic	ADJ
ajst-21780	70	4	computing	computing	NOUN
ajst-21780	70	5	and	and	CCONJ
ajst-21780	70	6	service	service	NOUN
ajst-21780	70	7	orchestration	orchestration	NOUN
ajst-21780	70	8	's	's	PART
ajst-21780	70	9	complex	complex	ADJ
ajst-21780	70	10	adaptive	adaptive	ADJ
ajst-21780	70	11	mechanism	mechanism	NOUN
ajst-21780	70	12	in	in	ADP
ajst-21780	70	13	response	response	NOUN
ajst-21780	70	14	to	to	ADP
ajst-21780	70	15	rapidly	rapidly	ADV
ajst-21780	70	16	changing	change	VERB
ajst-21780	70	17	business	business	NOUN
ajst-21780	70	18	needs	need	NOUN
ajst-21780	70	19	and	and	CCONJ
ajst-21780	70	20	system	system	NOUN
ajst-21780	70	21	loads	load	NOUN
ajst-21780	70	22	,	,	PUNCT
ajst-21780	70	23	container	container	NOUN
ajst-21780	70	24	orchestration	orchestration	NOUN
ajst-21780	70	25	platforms	platform	NOUN
ajst-21780	70	26	like	like	ADP
ajst-21780	70	27	kubernetes	kubernete	NOUN
ajst-21780	70	28	leverage	leverage	VERB
ajst-21780	70	29	complex	complex	ADJ
ajst-21780	70	30	adaptive	adaptive	ADJ
ajst-21780	70	31	system	system	NOUN
ajst-21780	70	32	theory	theory	NOUN
ajst-21780	70	33	to	to	PART
ajst-21780	70	34	achieve	achieve	VERB
ajst-21780	70	35	selforganization	selforganization	NOUN
ajst-21780	70	36	,	,	PUNCT
ajst-21780	70	37	adaptive	adaptive	ADJ
ajst-21780	70	38	deployment	deployment	NOUN
ajst-21780	70	39	,	,	PUNCT
ajst-21780	70	40	and	and	CCONJ
ajst-21780	70	41	management	management	NOUN
ajst-21780	70	42	of	of	ADP
ajst-21780	70	43	services	service	NOUN
ajst-21780	70	44	.	.	PUNCT
ajst-21780	71	1	multi	multi	ADJ
ajst-21780	71	2	-	-	ADJ
ajst-21780	71	3	objective	objective	ADJ
ajst-21780	71	4	optimization	optimization	NOUN
ajst-21780	71	5	and	and	CCONJ
ajst-21780	71	6	multi	multi	ADJ
ajst-21780	71	7	-	-	ADJ
ajst-21780	71	8	level	level	ADJ
ajst-21780	71	9	decision	decision	NOUN
ajst-21780	71	10	-	-	PUNCT
ajst-21780	71	11	making	making	NOUN
ajst-21780	71	12	play	play	VERB
ajst-21780	71	13	critical	critical	ADJ
ajst-21780	71	14	roles	role	NOUN
ajst-21780	71	15	in	in	ADP
ajst-21780	71	16	this	this	DET
ajst-21780	71	17	process	process	NOUN
ajst-21780	71	18	.	.	PUNCT
ajst-21780	72	1	multi	multi	ADJ
ajst-21780	72	2	-	-	ADJ
ajst-21780	72	3	objective	objective	ADJ
ajst-21780	72	4	optimization	optimization	NOUN
ajst-21780	72	5	balances	balance	VERB
ajst-21780	72	6	expansion	expansion	NOUN
ajst-21780	72	7	goals	goal	NOUN
ajst-21780	72	8	.	.	PUNCT
ajst-21780	73	1	in	in	ADP
ajst-21780	73	2	elastic	elastic	ADJ
ajst-21780	73	3	computing	computing	NOUN
ajst-21780	73	4	environments	environment	NOUN
ajst-21780	73	5	,	,	PUNCT
ajst-21780	73	6	expansion	expansion	NOUN
ajst-21780	73	7	decisions	decision	NOUN
ajst-21780	73	8	often	often	ADV
ajst-21780	73	9	involve	involve	VERB
ajst-21780	73	10	multiple	multiple	ADJ
ajst-21780	73	11	conflicting	conflicting	ADJ
ajst-21780	73	12	objectives	objective	NOUN
ajst-21780	73	13	,	,	PUNCT
ajst-21780	73	14	such	such	ADJ
ajst-21780	73	15	as	as	ADP
ajst-21780	73	16	maximizing	maximize	VERB
ajst-21780	73	17	resource	resource	NOUN
ajst-21780	73	18	utilization	utilization	NOUN
ajst-21780	73	19	,	,	PUNCT
ajst-21780	73	20	minimizing	minimize	VERB
ajst-21780	73	21	response	response	NOUN
ajst-21780	73	22	times	time	NOUN
ajst-21780	73	23	,	,	PUNCT
ajst-21780	73	24	and	and	CCONJ
ajst-21780	73	25	maintaining	maintain	VERB
ajst-21780	73	26	service	service	NOUN
ajst-21780	73	27	availability	availability	NOUN
ajst-21780	73	28	.	.	PUNCT
ajst-21780	74	1	multi	multi	ADJ
ajst-21780	74	2	-	-	ADJ
ajst-21780	74	3	objective	objective	ADJ
ajst-21780	74	4	optimization	optimization	NOUN
ajst-21780	74	5	methods	method	NOUN
ajst-21780	74	6	such	such	ADJ
ajst-21780	74	7	as	as	ADP
ajst-21780	74	8	pareto	pareto	ADJ
ajst-21780	74	9	front	front	ADJ
ajst-21780	74	10	analysis	analysis	NOUN
ajst-21780	74	11	,	,	PUNCT
ajst-21780	74	12	multi	multi	ADJ
ajst-21780	74	13	-	-	ADJ
ajst-21780	74	14	objective	objective	ADJ
ajst-21780	74	15	genetic	genetic	ADJ
ajst-21780	74	16	algorithms	algorithm	NOUN
ajst-21780	74	17	,	,	PUNCT
ajst-21780	74	18	help	help	VERB
ajst-21780	74	19	us	we	PRON
ajst-21780	74	20	find	find	VERB
ajst-21780	74	21	balanced	balanced	ADJ
ajst-21780	74	22	expansion	expansion	NOUN
ajst-21780	74	23	strategies	strategy	NOUN
ajst-21780	74	24	across	across	ADP
ajst-21780	74	25	multiple	multiple	ADJ
ajst-21780	74	26	objectives	objective	NOUN
ajst-21780	74	27	.	.	PUNCT
ajst-21780	75	1	by	by	ADP
ajst-21780	75	2	defining	define	VERB
ajst-21780	75	3	clear	clear	ADJ
ajst-21780	75	4	trade	trade	NOUN
ajst-21780	75	5	-	-	PUNCT
ajst-21780	75	6	off	off	ADP
ajst-21780	75	7	indicators	indicator	NOUN
ajst-21780	75	8	and	and	CCONJ
ajst-21780	75	9	preference	preference	NOUN
ajst-21780	75	10	functions	function	NOUN
ajst-21780	75	11	,	,	PUNCT
ajst-21780	75	12	platforms	platform	NOUN
ajst-21780	75	13	can	can	AUX
ajst-21780	75	14	meet	meet	VERB
ajst-21780	75	15	business	business	NOUN
ajst-21780	75	16	requirements	requirement	NOUN
ajst-21780	75	17	while	while	SCONJ
ajst-21780	75	18	considering	consider	VERB
ajst-21780	75	19	overall	overall	ADJ
ajst-21780	75	20	system	system	NOUN
ajst-21780	75	21	efficiency	efficiency	NOUN
ajst-21780	75	22	and	and	CCONJ
ajst-21780	75	23	cost	cost	NOUN
ajst-21780	75	24	-	-	PUNCT
ajst-21780	75	25	effectiveness	effectiveness	NOUN
ajst-21780	75	26	.	.	PUNCT
ajst-21780	76	1	multi	multi	ADJ
ajst-21780	76	2	-	-	ADJ
ajst-21780	76	3	level	level	ADJ
ajst-21780	76	4	decision	decision	NOUN
ajst-21780	76	5	-	-	PUNCT
ajst-21780	76	6	making	making	NOUN
ajst-21780	76	7	enables	enable	VERB
ajst-21780	76	8	flexible	flexible	ADJ
ajst-21780	76	9	orchestration	orchestration	NOUN
ajst-21780	76	10	.	.	PUNCT
ajst-21780	77	1	elastic	elastic	ADJ
ajst-21780	77	2	computing	computing	NOUN
ajst-21780	77	3	platforms	platform	NOUN
ajst-21780	77	4	typically	typically	ADV
ajst-21780	77	5	include	include	VERB
ajst-21780	77	6	node	node	ADJ
ajst-21780	77	7	layers	layer	NOUN
ajst-21780	77	8	(	(	PUNCT
ajst-21780	77	9	infrastructure	infrastructure	NOUN
ajst-21780	77	10	management	management	NOUN
ajst-21780	77	11	)	)	PUNCT
ajst-21780	77	12	,	,	PUNCT
ajst-21780	77	13	pod	pod	NOUN
ajst-21780	77	14	layers	layer	NOUN
ajst-21780	77	15	(	(	PUNCT
ajst-21780	77	16	service	service	NOUN
ajst-21780	77	17	instance	instance	NOUN
ajst-21780	77	18	scheduling	scheduling	NOUN
ajst-21780	77	19	)	)	PUNCT
ajst-21780	77	20	,	,	PUNCT
ajst-21780	77	21	and	and	CCONJ
ajst-21780	77	22	service	service	NOUN
ajst-21780	77	23	layers	layer	NOUN
ajst-21780	77	24	(	(	PUNCT
ajst-21780	77	25	service	service	NOUN
ajst-21780	77	26	access	access	NOUN
ajst-21780	77	27	proxies	proxy	NOUN
ajst-21780	77	28	)	)	PUNCT
ajst-21780	77	29	,	,	PUNCT
ajst-21780	77	30	among	among	ADP
ajst-21780	77	31	others	other	NOUN
ajst-21780	77	32	.	.	PUNCT
ajst-21780	78	1	guided	guide	VERB
ajst-21780	78	2	by	by	ADP
ajst-21780	78	3	complex	complex	ADJ
ajst-21780	78	4	adaptive	adaptive	ADJ
ajst-21780	78	5	system	system	NOUN
ajst-21780	78	6	theory	theory	NOUN
ajst-21780	78	7	,	,	PUNCT
ajst-21780	78	8	platforms	platform	NOUN
ajst-21780	78	9	employ	employ	VERB
ajst-21780	78	10	multi	multi	ADJ
ajst-21780	78	11	-	-	ADJ
ajst-21780	78	12	level	level	ADJ
ajst-21780	78	13	decision	decision	NOUN
ajst-21780	78	14	-	-	PUNCT
ajst-21780	78	15	making	make	VERB
ajst-21780	78	16	mechanisms	mechanism	NOUN
ajst-21780	78	17	where	where	SCONJ
ajst-21780	78	18	each	each	DET
ajst-21780	78	19	layer	layer	NOUN
ajst-21780	78	20	independently	independently	ADV
ajst-21780	78	21	makes	make	VERB
ajst-21780	78	22	decisions	decision	NOUN
ajst-21780	78	23	based	base	VERB
ajst-21780	78	24	on	on	ADP
ajst-21780	78	25	its	its	PRON
ajst-21780	78	26	managed	manage	VERB
ajst-21780	78	27	information	information	NOUN
ajst-21780	78	28	,	,	PUNCT
ajst-21780	78	29	while	while	SCONJ
ajst-21780	78	30	coordinating	coordinate	VERB
ajst-21780	78	31	through	through	ADP
ajst-21780	78	32	feedback	feedback	NOUN
ajst-21780	78	33	mechanisms	mechanism	NOUN
ajst-21780	78	34	to	to	PART
ajst-21780	78	35	achieve	achieve	VERB
ajst-21780	78	36	global	global	ADJ
ajst-21780	78	37	optimization	optimization	NOUN
ajst-21780	78	38	.	.	PUNCT
ajst-21780	79	1	for	for	ADP
ajst-21780	79	2	example	example	NOUN
ajst-21780	79	3	,	,	PUNCT
ajst-21780	79	4	node	node	ADJ
ajst-21780	79	5	layers	layer	NOUN
ajst-21780	79	6	handle	handle	VERB
ajst-21780	79	7	infrastructure	infrastructure	NOUN
ajst-21780	79	8	resource	resource	NOUN
ajst-21780	79	9	allocation	allocation	NOUN
ajst-21780	79	10	and	and	CCONJ
ajst-21780	79	11	recovery	recovery	NOUN
ajst-21780	79	12	,	,	PUNCT
ajst-21780	79	13	pod	pod	NOUN
ajst-21780	79	14	layers	layer	NOUN
ajst-21780	79	15	dynamically	dynamically	ADV
ajst-21780	79	16	schedule	schedule	VERB
ajst-21780	79	17	service	service	NOUN
ajst-21780	79	18	instances	instance	NOUN
ajst-21780	79	19	based	base	VERB
ajst-21780	79	20	on	on	ADP
ajst-21780	79	21	service	service	NOUN
ajst-21780	79	22	loads	load	NOUN
ajst-21780	79	23	and	and	CCONJ
ajst-21780	79	24	node	node	NOUN
ajst-21780	79	25	statuses	status	NOUN
ajst-21780	79	26	,	,	PUNCT
ajst-21780	79	27	and	and	CCONJ
ajst-21780	79	28	service	service	NOUN
ajst-21780	79	29	layers	layer	NOUN
ajst-21780	79	30	maintain	maintain	VERB
ajst-21780	79	31	service	service	NOUN
ajst-21780	79	32	access	access	NOUN
ajst-21780	79	33	stability	stability	NOUN
ajst-21780	79	34	and	and	CCONJ
ajst-21780	79	35	availability	availability	NOUN
ajst-21780	79	36	.	.	PUNCT
ajst-21780	80	1	this	this	DET
ajst-21780	80	2	hierarchical	hierarchical	ADJ
ajst-21780	80	3	decision	decision	NOUN
ajst-21780	80	4	-	-	PUNCT
ajst-21780	80	5	making	making	NOUN
ajst-21780	80	6	enhances	enhance	NOUN
ajst-21780	80	7	system	system	NOUN
ajst-21780	80	8	flexibility	flexibility	NOUN
ajst-21780	80	9	and	and	CCONJ
ajst-21780	80	10	responsiveness	responsiveness	NOUN
ajst-21780	80	11	,	,	PUNCT
ajst-21780	80	12	enabling	enable	VERB
ajst-21780	80	13	rapid	rapid	ADJ
ajst-21780	80	14	adaptation	adaptation	NOUN
ajst-21780	80	15	to	to	ADP
ajst-21780	80	16	changes	change	NOUN
ajst-21780	80	17	in	in	ADP
ajst-21780	80	18	complex	complex	ADJ
ajst-21780	80	19	environments	environment	NOUN
ajst-21780	80	20	and	and	CCONJ
ajst-21780	80	21	achieving	achieve	VERB
ajst-21780	80	22	efficient	efficient	ADJ
ajst-21780	80	23	scalability	scalability	NOUN
ajst-21780	80	24	.	.	PUNCT
ajst-21780	81	1	4	4	X
ajst-21780	81	2	.	.	X
ajst-21780	81	3	insights	insight	NOUN
ajst-21780	81	4	and	and	CCONJ
ajst-21780	81	5	breakthroughs	breakthrough	NOUN
ajst-21780	81	6	in	in	ADP
ajst-21780	81	7	performance	performance	NOUN
ajst-21780	81	8	optimization	optimization	NOUN
ajst-21780	81	9	strategies	strategy	NOUN
ajst-21780	81	10	in	in	ADP
ajst-21780	81	11	the	the	DET
ajst-21780	81	12	pursuit	pursuit	NOUN
ajst-21780	81	13	of	of	ADP
ajst-21780	81	14	achieving	achieve	VERB
ajst-21780	81	15	high	high	ADJ
ajst-21780	81	16	system	system	NOUN
ajst-21780	81	17	performance	performance	NOUN
ajst-21780	81	18	,	,	PUNCT
ajst-21780	81	19	traditional	traditional	ADJ
ajst-21780	81	20	methods	method	NOUN
ajst-21780	81	21	often	often	ADV
ajst-21780	81	22	fall	fall	VERB
ajst-21780	81	23	short	short	ADJ
ajst-21780	81	24	in	in	ADP
ajst-21780	81	25	uncovering	uncover	VERB
ajst-21780	81	26	and	and	CCONJ
ajst-21780	81	27	addressing	address	VERB
ajst-21780	81	28	the	the	DET
ajst-21780	81	29	performance	performance	NOUN
ajst-21780	81	30	bottlenecks	bottleneck	NOUN
ajst-21780	81	31	that	that	PRON
ajst-21780	81	32	lurk	lurk	VERB
ajst-21780	81	33	behind	behind	ADP
ajst-21780	81	34	complex	complex	ADJ
ajst-21780	81	35	interactions	interaction	NOUN
ajst-21780	81	36	.	.	PUNCT
ajst-21780	82	1	this	this	DET
ajst-21780	82	2	chapter	chapter	NOUN
ajst-21780	82	3	harnesses	harness	VERB
ajst-21780	82	4	the	the	DET
ajst-21780	82	5	theories	theory	NOUN
ajst-21780	82	6	of	of	ADP
ajst-21780	82	7	complex	complex	ADJ
ajst-21780	82	8	system	system	NOUN
ajst-21780	82	9	observation	observation	NOUN
ajst-21780	82	10	,	,	PUNCT
ajst-21780	82	11	network	network	NOUN
ajst-21780	82	12	flow	flow	NOUN
ajst-21780	82	13	,	,	PUNCT
ajst-21780	82	14	and	and	CCONJ
ajst-21780	82	15	complex	complex	ADJ
ajst-21780	82	16	system	system	NOUN
ajst-21780	82	17	design	design	NOUN
ajst-21780	82	18	to	to	PART
ajst-21780	82	19	explore	explore	VERB
ajst-21780	82	20	innovative	innovative	ADJ
ajst-21780	82	21	performance	performance	NOUN
ajst-21780	82	22	optimization	optimization	NOUN
ajst-21780	82	23	strategies	strategy	NOUN
ajst-21780	82	24	and	and	CCONJ
ajst-21780	82	25	breakthroughs	breakthrough	NOUN
ajst-21780	82	26	across	across	ADP
ajst-21780	82	27	three	three	NUM
ajst-21780	82	28	dimensions	dimension	NOUN
ajst-21780	82	29	:	:	PUNCT
ajst-21780	82	30	comprehensive	comprehensive	ADJ
ajst-21780	82	31	performance	performance	NOUN
ajst-21780	82	32	monitoring	monitoring	NOUN
ajst-21780	82	33	and	and	CCONJ
ajst-21780	82	34	diagnostics	diagnostic	NOUN
ajst-21780	82	35	,	,	PUNCT
ajst-21780	82	36	asynchronous	asynchronous	ADJ
ajst-21780	82	37	communication	communication	NOUN
ajst-21780	82	38	and	and	CCONJ
ajst-21780	82	39	task	task	NOUN
ajst-21780	82	40	scheduling	scheduling	NOUN
ajst-21780	82	41	,	,	PUNCT
ajst-21780	82	42	and	and	CCONJ
ajst-21780	82	43	collaborative	collaborative	ADJ
ajst-21780	82	44	software	software	NOUN
ajst-21780	82	45	-	-	PUNCT
ajst-21780	82	46	hardware	hardware	NOUN
ajst-21780	82	47	optimization	optimization	NOUN
ajst-21780	82	48	.	.	PUNCT
ajst-21780	83	1	4.1	4.1	NUM
ajst-21780	83	2	.	.	PUNCT
ajst-21780	83	3	comprehensive	comprehensive	ADJ
ajst-21780	83	4	performance	performance	NOUN
ajst-21780	83	5	monitoring	monitoring	NOUN
ajst-21780	83	6	and	and	CCONJ
ajst-21780	83	7	diagnostics	diagnostic	NOUN
ajst-21780	83	8	the	the	DET
ajst-21780	83	9	objective	objective	NOUN
ajst-21780	83	10	of	of	ADP
ajst-21780	83	11	constructing	construct	VERB
ajst-21780	83	12	a	a	DET
ajst-21780	83	13	comprehensive	comprehensive	ADJ
ajst-21780	83	14	performance	performance	NOUN
ajst-21780	83	15	monitoring	monitoring	NOUN
ajst-21780	83	16	system	system	NOUN
ajst-21780	83	17	based	base	VERB
ajst-21780	83	18	on	on	ADP
ajst-21780	83	19	complex	complex	ADJ
ajst-21780	83	20	system	system	NOUN
ajst-21780	83	21	observation	observation	NOUN
ajst-21780	83	22	theory	theory	NOUN
ajst-21780	83	23	is	be	AUX
ajst-21780	83	24	to	to	PART
ajst-21780	83	25	expose	expose	VERB
ajst-21780	83	26	the	the	DET
ajst-21780	83	27	performance	performance	NOUN
ajst-21780	83	28	bottlenecks	bottleneck	NOUN
ajst-21780	83	29	that	that	PRON
ajst-21780	83	30	hide	hide	VERB
ajst-21780	83	31	within	within	ADP
ajst-21780	83	32	intricate	intricate	ADJ
ajst-21780	83	33	system	system	NOUN
ajst-21780	83	34	interactions	interaction	NOUN
ajst-21780	83	35	.	.	PUNCT
ajst-21780	84	1	by	by	ADP
ajst-21780	84	2	delving	delve	VERB
ajst-21780	84	3	deeply	deeply	ADV
ajst-21780	84	4	into	into	ADP
ajst-21780	84	5	complex	complex	ADJ
ajst-21780	84	6	network	network	NOUN
ajst-21780	84	7	dynamics	dynamic	NOUN
ajst-21780	84	8	,	,	PUNCT
ajst-21780	84	9	we	we	PRON
ajst-21780	84	10	can	can	AUX
ajst-21780	84	11	conduct	conduct	VERB
ajst-21780	84	12	more	more	ADV
ajst-21780	84	13	effective	effective	ADJ
ajst-21780	84	14	performance	performance	NOUN
ajst-21780	84	15	anomaly	anomaly	NOUN
ajst-21780	84	16	detection	detection	NOUN
ajst-21780	84	17	and	and	CCONJ
ajst-21780	84	18	root	root	NOUN
ajst-21780	84	19	cause	cause	NOUN
ajst-21780	84	20	analysis	analysis	NOUN
ajst-21780	84	21	.	.	PUNCT
ajst-21780	85	1	the	the	DET
ajst-21780	85	2	dynamics	dynamic	NOUN
ajst-21780	85	3	of	of	ADP
ajst-21780	85	4	complex	complex	ADJ
ajst-21780	85	5	networks	network	NOUN
ajst-21780	85	6	play	play	VERB
ajst-21780	85	7	a	a	DET
ajst-21780	85	8	crucial	crucial	ADJ
ajst-21780	85	9	role	role	NOUN
ajst-21780	85	10	in	in	ADP
ajst-21780	85	11	the	the	DET
ajst-21780	85	12	detection	detection	NOUN
ajst-21780	85	13	of	of	ADP
ajst-21780	85	14	performance	performance	NOUN
ajst-21780	85	15	anomalies	anomaly	NOUN
ajst-21780	85	16	within	within	ADP
ajst-21780	85	17	interconnected	interconnected	ADJ
ajst-21780	85	18	systems	system	NOUN
ajst-21780	85	19	.	.	PUNCT
ajst-21780	86	1	complex	complex	ADJ
ajst-21780	86	2	network	network	NOUN
ajst-21780	86	3	analysis	analysis	NOUN
ajst-21780	86	4	uncovers	uncover	NOUN
ajst-21780	86	5	intricate	intricate	ADJ
ajst-21780	86	6	patterns	pattern	NOUN
ajst-21780	86	7	of	of	ADP
ajst-21780	86	8	behavior	behavior	NOUN
ajst-21780	86	9	,	,	PUNCT
ajst-21780	86	10	revealing	reveal	VERB
ajst-21780	86	11	nonlinear	nonlinear	ADJ
ajst-21780	86	12	dynamics	dynamic	NOUN
ajst-21780	86	13	,	,	PUNCT
ajst-21780	86	14	burst	burst	ADJ
ajst-21780	86	15	phenomena	phenomenon	NOUN
ajst-21780	86	16	,	,	PUNCT
ajst-21780	86	17	and	and	CCONJ
ajst-21780	86	18	cascading	cascade	VERB
ajst-21780	86	19	failures	failure	NOUN
ajst-21780	86	20	that	that	PRON
ajst-21780	86	21	can	can	AUX
ajst-21780	86	22	occur	occur	VERB
ajst-21780	86	23	among	among	ADP
ajst-21780	86	24	network	network	NOUN
ajst-21780	86	25	nodes	node	NOUN
ajst-21780	86	26	.	.	PUNCT
ajst-21780	87	1	this	this	DET
ajst-21780	87	2	analytical	analytical	ADJ
ajst-21780	87	3	approach	approach	NOUN
ajst-21780	87	4	is	be	AUX
ajst-21780	87	5	particularly	particularly	ADV
ajst-21780	87	6	effective	effective	ADJ
ajst-21780	87	7	in	in	ADP
ajst-21780	87	8	performance	performance	NOUN
ajst-21780	87	9	monitoring	monitor	VERB
ajst-21780	87	10	scenarios	scenario	NOUN
ajst-21780	87	11	,	,	PUNCT
ajst-21780	87	12	where	where	SCONJ
ajst-21780	87	13	dynamic	dynamic	ADJ
ajst-21780	87	14	metrics	metric	NOUN
ajst-21780	87	15	such	such	ADJ
ajst-21780	87	16	as	as	ADP
ajst-21780	87	17	communication	communication	NOUN
ajst-21780	87	18	frequency	frequency	NOUN
ajst-21780	87	19	,	,	PUNCT
ajst-21780	87	20	response	response	NOUN
ajst-21780	87	21	times	time	NOUN
ajst-21780	87	22	,	,	PUNCT
ajst-21780	87	23	and	and	CCONJ
ajst-21780	87	24	message	message	NOUN
ajst-21780	87	25	queue	queue	NOUN
ajst-21780	87	26	lengths	length	NOUN
ajst-21780	87	27	are	be	AUX
ajst-21780	87	28	continuously	continuously	ADV
ajst-21780	87	29	monitored	monitor	VERB
ajst-21780	87	30	.	.	PUNCT
ajst-21780	88	1	for	for	ADP
ajst-21780	88	2	instance	instance	NOUN
ajst-21780	88	3	,	,	PUNCT
ajst-21780	88	4	by	by	ADP
ajst-21780	88	5	applying	apply	VERB
ajst-21780	88	6	complex	complex	ADJ
ajst-21780	88	7	network	network	NOUN
ajst-21780	88	8	burst	burst	NOUN
ajst-21780	88	9	synchronization	synchronization	NOUN
ajst-21780	88	10	theory	theory	NOUN
ajst-21780	88	11	,	,	PUNCT
ajst-21780	88	12	anomalies	anomaly	NOUN
ajst-21780	88	13	can	can	AUX
ajst-21780	88	14	be	be	AUX
ajst-21780	88	15	identified	identify	VERB
ajst-21780	88	16	when	when	SCONJ
ajst-21780	88	17	response	response	NOUN
ajst-21780	88	18	times	time	NOUN
ajst-21780	88	19	between	between	ADP
ajst-21780	88	20	services	service	NOUN
ajst-21780	88	21	suddenly	suddenly	ADV
ajst-21780	88	22	synchronize	synchronize	VERB
ajst-21780	88	23	and	and	CCONJ
ajst-21780	88	24	increase	increase	VERB
ajst-21780	88	25	,	,	PUNCT
ajst-21780	88	26	signaling	signal	VERB
ajst-21780	88	27	potential	potential	ADJ
ajst-21780	88	28	faults	fault	NOUN
ajst-21780	88	29	or	or	CCONJ
ajst-21780	88	30	bottlenecks	bottleneck	NOUN
ajst-21780	88	31	in	in	ADP
ajst-21780	88	32	the	the	DET
ajst-21780	88	33	system	system	NOUN
ajst-21780	88	34	.	.	PUNCT
ajst-21780	89	1	moreover	moreover	ADV
ajst-21780	89	2	,	,	PUNCT
ajst-21780	89	3	analyzing	analyze	VERB
ajst-21780	89	4	network	network	NOUN
ajst-21780	89	5	characteristics	characteristic	NOUN
ajst-21780	89	6	such	such	ADJ
ajst-21780	89	7	as	as	ADP
ajst-21780	89	8	node	node	NOUN
ajst-21780	89	9	degree	degree	NOUN
ajst-21780	89	10	distribution	distribution	NOUN
ajst-21780	89	11	and	and	CCONJ
ajst-21780	89	12	clustering	clustering	ADJ
ajst-21780	89	13	coefficient	coefficient	NOUN
ajst-21780	89	14	allows	allow	VERB
ajst-21780	89	15	for	for	ADP
ajst-21780	89	16	the	the	DET
ajst-21780	89	17	prediction	prediction	NOUN
ajst-21780	89	18	of	of	ADP
ajst-21780	89	19	high	high	ADJ
ajst-21780	89	20	-	-	PUNCT
ajst-21780	89	21	risk	risk	NOUN
ajst-21780	89	22	nodes	node	NOUN
ajst-21780	89	23	or	or	CCONJ
ajst-21780	89	24	subnets	subnet	NOUN
ajst-21780	89	25	that	that	PRON
ajst-21780	89	26	might	might	AUX
ajst-21780	89	27	trigger	trigger	VERB
ajst-21780	89	28	performance	performance	NOUN
ajst-21780	89	29	avalanches	avalanche	NOUN
ajst-21780	89	30	.	.	PUNCT
ajst-21780	90	1	by	by	ADP
ajst-21780	90	2	leveraging	leverage	VERB
ajst-21780	90	3	these	these	DET
ajst-21780	90	4	insights	insight	NOUN
ajst-21780	90	5	,	,	PUNCT
ajst-21780	90	6	performance	performance	NOUN
ajst-21780	90	7	monitoring	monitoring	NOUN
ajst-21780	90	8	systems	system	NOUN
ajst-21780	90	9	can	can	AUX
ajst-21780	90	10	proactively	proactively	ADV
ajst-21780	90	11	detect	detect	VERB
ajst-21780	90	12	164	164	NUM
ajst-21780	90	13	abnormalities	abnormality	NOUN
ajst-21780	90	14	before	before	SCONJ
ajst-21780	90	15	they	they	PRON
ajst-21780	90	16	escalate	escalate	VERB
ajst-21780	90	17	into	into	ADP
ajst-21780	90	18	critical	critical	ADJ
ajst-21780	90	19	issues	issue	NOUN
ajst-21780	90	20	.	.	PUNCT
ajst-21780	91	1	the	the	DET
ajst-21780	91	2	ability	ability	NOUN
ajst-21780	91	3	to	to	PART
ajst-21780	91	4	detect	detect	VERB
ajst-21780	91	5	and	and	CCONJ
ajst-21780	91	6	respond	respond	VERB
ajst-21780	91	7	to	to	ADP
ajst-21780	91	8	such	such	ADJ
ajst-21780	91	9	anomalies	anomaly	NOUN
ajst-21780	91	10	in	in	ADP
ajst-21780	91	11	real	real	ADJ
ajst-21780	91	12	-	-	PUNCT
ajst-21780	91	13	time	time	NOUN
ajst-21780	91	14	is	be	AUX
ajst-21780	91	15	essential	essential	ADJ
ajst-21780	91	16	for	for	ADP
ajst-21780	91	17	maintaining	maintain	VERB
ajst-21780	91	18	the	the	DET
ajst-21780	91	19	reliability	reliability	NOUN
ajst-21780	91	20	and	and	CCONJ
ajst-21780	91	21	efficiency	efficiency	NOUN
ajst-21780	91	22	of	of	ADP
ajst-21780	91	23	complex	complex	ADJ
ajst-21780	91	24	networks	network	NOUN
ajst-21780	91	25	.	.	PUNCT
ajst-21780	92	1	this	this	DET
ajst-21780	92	2	approach	approach	NOUN
ajst-21780	92	3	not	not	PART
ajst-21780	92	4	only	only	ADV
ajst-21780	92	5	aids	aid	NOUN
ajst-21780	92	6	in	in	ADP
ajst-21780	92	7	anomaly	anomaly	NOUN
ajst-21780	92	8	detection	detection	NOUN
ajst-21780	92	9	but	but	CCONJ
ajst-21780	92	10	also	also	ADV
ajst-21780	92	11	facilitates	facilitate	VERB
ajst-21780	92	12	the	the	DET
ajst-21780	92	13	implementation	implementation	NOUN
ajst-21780	92	14	of	of	ADP
ajst-21780	92	15	preemptive	preemptive	ADJ
ajst-21780	92	16	measures	measure	NOUN
ajst-21780	92	17	to	to	PART
ajst-21780	92	18	mitigate	mitigate	VERB
ajst-21780	92	19	risks	risk	NOUN
ajst-21780	92	20	and	and	CCONJ
ajst-21780	92	21	ensure	ensure	VERB
ajst-21780	92	22	optimal	optimal	ADJ
ajst-21780	92	23	network	network	NOUN
ajst-21780	92	24	performance	performance	NOUN
ajst-21780	92	25	.	.	PUNCT
ajst-21780	93	1	network	network	NOUN
ajst-21780	93	2	dynamics	dynamic	NOUN
ajst-21780	93	3	are	be	AUX
ajst-21780	93	4	instrumental	instrumental	ADJ
ajst-21780	93	5	in	in	ADP
ajst-21780	93	6	facilitating	facilitate	VERB
ajst-21780	93	7	root	root	NOUN
ajst-21780	93	8	cause	cause	VERB
ajst-21780	93	9	analysis	analysis	NOUN
ajst-21780	93	10	following	follow	VERB
ajst-21780	93	11	the	the	DET
ajst-21780	93	12	detection	detection	NOUN
ajst-21780	93	13	of	of	ADP
ajst-21780	93	14	performance	performance	NOUN
ajst-21780	93	15	anomalies	anomaly	NOUN
ajst-21780	93	16	within	within	ADP
ajst-21780	93	17	complex	complex	ADJ
ajst-21780	93	18	systems	system	NOUN
ajst-21780	93	19	.	.	PUNCT
ajst-21780	94	1	upon	upon	SCONJ
ajst-21780	94	2	identifying	identify	VERB
ajst-21780	94	3	an	an	DET
ajst-21780	94	4	anomaly	anomaly	NOUN
ajst-21780	94	5	,	,	PUNCT
ajst-21780	94	6	network	network	NOUN
ajst-21780	94	7	dynamics	dynamic	NOUN
ajst-21780	94	8	models	model	NOUN
ajst-21780	94	9	and	and	CCONJ
ajst-21780	94	10	data	datum	NOUN
ajst-21780	94	11	-	-	PUNCT
ajst-21780	94	12	driven	drive	VERB
ajst-21780	94	13	methodologies	methodology	NOUN
ajst-21780	94	14	play	play	VERB
ajst-21780	94	15	a	a	DET
ajst-21780	94	16	pivotal	pivotal	ADJ
ajst-21780	94	17	role	role	NOUN
ajst-21780	94	18	in	in	ADP
ajst-21780	94	19	tracing	trace	VERB
ajst-21780	94	20	the	the	DET
ajst-21780	94	21	propagation	propagation	NOUN
ajst-21780	94	22	path	path	NOUN
ajst-21780	94	23	of	of	ADP
ajst-21780	94	24	anomalies	anomaly	NOUN
ajst-21780	94	25	to	to	PART
ajst-21780	94	26	pinpoint	pinpoint	VERB
ajst-21780	94	27	their	their	PRON
ajst-21780	94	28	origin	origin	NOUN
ajst-21780	94	29	.	.	PUNCT
ajst-21780	95	1	this	this	DET
ajst-21780	95	2	process	process	NOUN
ajst-21780	95	3	involves	involve	VERB
ajst-21780	95	4	analyzing	analyze	VERB
ajst-21780	95	5	delay	delay	NOUN
ajst-21780	95	6	distributions	distribution	NOUN
ajst-21780	95	7	and	and	CCONJ
ajst-21780	95	8	path	path	NOUN
ajst-21780	95	9	dependencies	dependency	NOUN
ajst-21780	95	10	of	of	ADP
ajst-21780	95	11	message	message	NOUN
ajst-21780	95	12	transmissions	transmission	NOUN
ajst-21780	95	13	to	to	PART
ajst-21780	95	14	identify	identify	VERB
ajst-21780	95	15	specific	specific	ADJ
ajst-21780	95	16	service	service	NOUN
ajst-21780	95	17	nodes	node	NOUN
ajst-21780	95	18	or	or	CCONJ
ajst-21780	95	19	communication	communication	NOUN
ajst-21780	95	20	paths	path	NOUN
ajst-21780	95	21	causing	cause	VERB
ajst-21780	95	22	performance	performance	NOUN
ajst-21780	95	23	bottlenecks	bottleneck	NOUN
ajst-21780	95	24	.	.	PUNCT
ajst-21780	96	1	by	by	ADP
ajst-21780	96	2	studying	study	VERB
ajst-21780	96	3	delay	delay	NOUN
ajst-21780	96	4	distributions	distribution	NOUN
ajst-21780	96	5	,	,	PUNCT
ajst-21780	96	6	analysts	analyst	NOUN
ajst-21780	96	7	can	can	AUX
ajst-21780	96	8	discern	discern	VERB
ajst-21780	96	9	patterns	pattern	NOUN
ajst-21780	96	10	that	that	PRON
ajst-21780	96	11	indicate	indicate	VERB
ajst-21780	96	12	where	where	SCONJ
ajst-21780	96	13	delays	delay	NOUN
ajst-21780	96	14	are	be	AUX
ajst-21780	96	15	accumulating	accumulate	VERB
ajst-21780	96	16	and	and	CCONJ
ajst-21780	96	17	affecting	affect	VERB
ajst-21780	96	18	overall	overall	ADJ
ajst-21780	96	19	system	system	NOUN
ajst-21780	96	20	performance	performance	NOUN
ajst-21780	96	21	.	.	PUNCT
ajst-21780	97	1	path	path	NOUN
ajst-21780	97	2	dependency	dependency	NOUN
ajst-21780	97	3	analysis	analysis	NOUN
ajst-21780	97	4	helps	help	VERB
ajst-21780	97	5	in	in	ADP
ajst-21780	97	6	understanding	understand	VERB
ajst-21780	97	7	how	how	SCONJ
ajst-21780	97	8	anomalies	anomaly	NOUN
ajst-21780	97	9	spread	spread	VERB
ajst-21780	97	10	through	through	ADP
ajst-21780	97	11	interconnected	interconnected	ADJ
ajst-21780	97	12	nodes	node	NOUN
ajst-21780	97	13	,	,	PUNCT
ajst-21780	97	14	revealing	reveal	VERB
ajst-21780	97	15	critical	critical	ADJ
ajst-21780	97	16	points	point	NOUN
ajst-21780	97	17	of	of	ADP
ajst-21780	97	18	failure	failure	NOUN
ajst-21780	97	19	or	or	CCONJ
ajst-21780	97	20	congestion	congestion	NOUN
ajst-21780	97	21	.	.	PUNCT
ajst-21780	98	1	moreover	moreover	ADV
ajst-21780	98	2	,	,	PUNCT
ajst-21780	98	3	employing	employ	VERB
ajst-21780	98	4	community	community	NOUN
ajst-21780	98	5	structure	structure	NOUN
ajst-21780	98	6	analysis	analysis	NOUN
ajst-21780	98	7	enables	enable	VERB
ajst-21780	98	8	the	the	DET
ajst-21780	98	9	quick	quick	ADJ
ajst-21780	98	10	isolation	isolation	NOUN
ajst-21780	98	11	of	of	ADP
ajst-21780	98	12	local	local	ADJ
ajst-21780	98	13	fault	fault	NOUN
ajst-21780	98	14	areas	area	NOUN
ajst-21780	98	15	with	with	ADP
ajst-21780	98	16	broader	broad	ADJ
ajst-21780	98	17	impact	impact	NOUN
ajst-21780	98	18	.	.	PUNCT
ajst-21780	99	1	this	this	DET
ajst-21780	99	2	method	method	NOUN
ajst-21780	99	3	identifies	identify	VERB
ajst-21780	99	4	clusters	cluster	NOUN
ajst-21780	99	5	or	or	CCONJ
ajst-21780	99	6	communities	community	NOUN
ajst-21780	99	7	of	of	ADP
ajst-21780	99	8	interconnected	interconnected	ADJ
ajst-21780	99	9	nodes	node	NOUN
ajst-21780	99	10	where	where	SCONJ
ajst-21780	99	11	anomalies	anomaly	NOUN
ajst-21780	99	12	are	be	AUX
ajst-21780	99	13	concentrated	concentrate	VERB
ajst-21780	99	14	,	,	PUNCT
ajst-21780	99	15	aiding	aid	VERB
ajst-21780	99	16	in	in	ADP
ajst-21780	99	17	the	the	DET
ajst-21780	99	18	rapid	rapid	ADJ
ajst-21780	99	19	localization	localization	NOUN
ajst-21780	99	20	of	of	ADP
ajst-21780	99	21	issues	issue	NOUN
ajst-21780	99	22	.	.	PUNCT
ajst-21780	100	1	the	the	DET
ajst-21780	100	2	utilization	utilization	NOUN
ajst-21780	100	3	of	of	ADP
ajst-21780	100	4	network	network	NOUN
ajst-21780	100	5	dynamics	dynamic	NOUN
ajst-21780	100	6	for	for	ADP
ajst-21780	100	7	root	root	NOUN
ajst-21780	100	8	cause	cause	VERB
ajst-21780	100	9	analysis	analysis	NOUN
ajst-21780	100	10	significantly	significantly	ADV
ajst-21780	100	11	reduces	reduce	VERB
ajst-21780	100	12	fault	fault	NOUN
ajst-21780	100	13	diagnosis	diagnosis	NOUN
ajst-21780	100	14	time	time	NOUN
ajst-21780	100	15	and	and	CCONJ
ajst-21780	100	16	enhances	enhance	VERB
ajst-21780	100	17	operational	operational	ADJ
ajst-21780	100	18	efficiency	efficiency	NOUN
ajst-21780	100	19	.	.	PUNCT
ajst-21780	101	1	by	by	ADP
ajst-21780	101	2	leveraging	leverage	VERB
ajst-21780	101	3	these	these	DET
ajst-21780	101	4	techniques	technique	NOUN
ajst-21780	101	5	,	,	PUNCT
ajst-21780	101	6	organizations	organization	NOUN
ajst-21780	101	7	can	can	AUX
ajst-21780	101	8	swiftly	swiftly	ADV
ajst-21780	101	9	address	address	VERB
ajst-21780	101	10	performance	performance	NOUN
ajst-21780	101	11	issues	issue	NOUN
ajst-21780	101	12	,	,	PUNCT
ajst-21780	101	13	minimize	minimize	VERB
ajst-21780	101	14	downtime	downtime	NOUN
ajst-21780	101	15	,	,	PUNCT
ajst-21780	101	16	and	and	CCONJ
ajst-21780	101	17	optimize	optimize	VERB
ajst-21780	101	18	network	network	NOUN
ajst-21780	101	19	resource	resource	NOUN
ajst-21780	101	20	allocation	allocation	NOUN
ajst-21780	101	21	.	.	PUNCT
ajst-21780	102	1	this	this	DET
ajst-21780	102	2	proactive	proactive	ADJ
ajst-21780	102	3	approach	approach	NOUN
ajst-21780	102	4	ensures	ensure	VERB
ajst-21780	102	5	the	the	DET
ajst-21780	102	6	robustness	robustness	NOUN
ajst-21780	102	7	and	and	CCONJ
ajst-21780	102	8	reliability	reliability	NOUN
ajst-21780	102	9	of	of	ADP
ajst-21780	102	10	complex	complex	ADJ
ajst-21780	102	11	systems	system	NOUN
ajst-21780	102	12	,	,	PUNCT
ajst-21780	102	13	leading	lead	VERB
ajst-21780	102	14	to	to	ADP
ajst-21780	102	15	improved	improve	VERB
ajst-21780	102	16	overall	overall	ADJ
ajst-21780	102	17	system	system	NOUN
ajst-21780	102	18	performance	performance	NOUN
ajst-21780	102	19	and	and	CCONJ
ajst-21780	102	20	user	user	NOUN
ajst-21780	102	21	satisfaction	satisfaction	NOUN
ajst-21780	102	22	.	.	PUNCT
ajst-21780	103	1	4.2	4.2	NUM
ajst-21780	103	2	.	.	PUNCT
ajst-21780	103	3	asynchronous	asynchronous	ADJ
ajst-21780	103	4	communication	communication	NOUN
ajst-21780	103	5	and	and	CCONJ
ajst-21780	103	6	task	task	NOUN
ajst-21780	103	7	scheduling	scheduling	NOUN
ajst-21780	103	8	considering	consider	VERB
ajst-21780	103	9	system	system	NOUN
ajst-21780	103	10	communication	communication	NOUN
ajst-21780	103	11	as	as	ADP
ajst-21780	103	12	information	information	NOUN
ajst-21780	103	13	flow	flow	NOUN
ajst-21780	103	14	on	on	ADP
ajst-21780	103	15	complex	complex	ADJ
ajst-21780	103	16	networks	network	NOUN
ajst-21780	103	17	and	and	CCONJ
ajst-21780	103	18	applying	apply	VERB
ajst-21780	103	19	network	network	NOUN
ajst-21780	103	20	flow	flow	NOUN
ajst-21780	103	21	theory	theory	NOUN
ajst-21780	103	22	to	to	PART
ajst-21780	103	23	optimize	optimize	VERB
ajst-21780	103	24	task	task	NOUN
ajst-21780	103	25	scheduling	scheduling	NOUN
ajst-21780	103	26	and	and	CCONJ
ajst-21780	103	27	communication	communication	NOUN
ajst-21780	103	28	patterns	pattern	NOUN
ajst-21780	103	29	can	can	AUX
ajst-21780	103	30	significantly	significantly	ADV
ajst-21780	103	31	enhance	enhance	VERB
ajst-21780	103	32	overall	overall	ADJ
ajst-21780	103	33	system	system	NOUN
ajst-21780	103	34	performance	performance	NOUN
ajst-21780	103	35	.	.	PUNCT
ajst-21780	104	1	4.2.1	4.2.1	NOUN
ajst-21780	104	2	.	.	PUNCT
ajst-21780	105	1	implementing	implement	VERB
ajst-21780	105	2	complex	complex	ADJ
ajst-21780	105	3	network	network	NOUN
ajst-21780	105	4	congestion	congestion	NOUN
ajst-21780	105	5	control	control	NOUN
ajst-21780	105	6	strategies	strategy	NOUN
ajst-21780	105	7	in	in	ADP
ajst-21780	105	8	complex	complex	ADJ
ajst-21780	105	9	network	network	NOUN
ajst-21780	105	10	environments	environment	NOUN
ajst-21780	105	11	,	,	PUNCT
ajst-21780	105	12	congestion	congestion	NOUN
ajst-21780	105	13	frequently	frequently	ADV
ajst-21780	105	14	emerges	emerge	VERB
ajst-21780	105	15	due	due	ADJ
ajst-21780	105	16	to	to	ADP
ajst-21780	105	17	heavy	heavy	ADJ
ajst-21780	105	18	loads	load	NOUN
ajst-21780	105	19	on	on	ADP
ajst-21780	105	20	specific	specific	ADJ
ajst-21780	105	21	nodes	node	NOUN
ajst-21780	105	22	or	or	CCONJ
ajst-21780	105	23	edges	edge	NOUN
ajst-21780	105	24	within	within	ADP
ajst-21780	105	25	the	the	DET
ajst-21780	105	26	network	network	NOUN
ajst-21780	105	27	.	.	PUNCT
ajst-21780	106	1	this	this	DET
ajst-21780	106	2	issue	issue	NOUN
ajst-21780	106	3	can	can	AUX
ajst-21780	106	4	be	be	AUX
ajst-21780	106	5	effectively	effectively	ADV
ajst-21780	106	6	addressed	address	VERB
ajst-21780	106	7	by	by	ADP
ajst-21780	106	8	leveraging	leverage	VERB
ajst-21780	106	9	concepts	concept	NOUN
ajst-21780	106	10	from	from	ADP
ajst-21780	106	11	network	network	NOUN
ajst-21780	106	12	flow	flow	NOUN
ajst-21780	106	13	theory	theory	NOUN
ajst-21780	106	14	,	,	PUNCT
ajst-21780	106	15	particularly	particularly	ADV
ajst-21780	106	16	the	the	DET
ajst-21780	106	17	max	max	PROPN
ajst-21780	106	18	-	-	PUNCT
ajst-21780	106	19	flow	flow	NOUN
ajst-21780	106	20	min	min	ADJ
ajst-21780	106	21	-	-	ADJ
ajst-21780	106	22	cut	cut	NOUN
ajst-21780	106	23	theorem	theorem	NOUN
ajst-21780	106	24	,	,	PUNCT
ajst-21780	106	25	to	to	PART
ajst-21780	106	26	develop	develop	VERB
ajst-21780	106	27	dynamic	dynamic	ADJ
ajst-21780	106	28	congestion	congestion	NOUN
ajst-21780	106	29	control	control	NOUN
ajst-21780	106	30	strategies	strategy	NOUN
ajst-21780	106	31	.	.	PUNCT
ajst-21780	107	1	these	these	DET
ajst-21780	107	2	strategies	strategy	NOUN
ajst-21780	107	3	encompass	encompass	VERB
ajst-21780	107	4	various	various	ADJ
ajst-21780	107	5	approaches	approach	NOUN
ajst-21780	107	6	such	such	ADJ
ajst-21780	107	7	as	as	ADP
ajst-21780	107	8	adjusting	adjust	VERB
ajst-21780	107	9	message	message	NOUN
ajst-21780	107	10	transmission	transmission	NOUN
ajst-21780	107	11	rates	rate	NOUN
ajst-21780	107	12	based	base	VERB
ajst-21780	107	13	on	on	ADP
ajst-21780	107	14	network	network	NOUN
ajst-21780	107	15	conditions	condition	NOUN
ajst-21780	107	16	,	,	PUNCT
ajst-21780	107	17	dynamically	dynamically	ADV
ajst-21780	107	18	allocating	allocate	VERB
ajst-21780	107	19	communication	communication	NOUN
ajst-21780	107	20	bandwidth	bandwidth	NOUN
ajst-21780	107	21	where	where	SCONJ
ajst-21780	107	22	needed	need	VERB
ajst-21780	107	23	,	,	PUNCT
ajst-21780	107	24	and	and	CCONJ
ajst-21780	107	25	employing	employ	VERB
ajst-21780	107	26	backup	backup	ADJ
ajst-21780	107	27	paths	path	NOUN
ajst-21780	107	28	to	to	PART
ajst-21780	107	29	intelligently	intelligently	ADV
ajst-21780	107	30	distribute	distribute	VERB
ajst-21780	107	31	traffic	traffic	NOUN
ajst-21780	107	32	and	and	CCONJ
ajst-21780	107	33	circumvent	circumvent	VERB
ajst-21780	107	34	bottlenecks	bottleneck	NOUN
ajst-21780	107	35	.	.	PUNCT
ajst-21780	108	1	by	by	ADP
ajst-21780	108	2	implementing	implement	VERB
ajst-21780	108	3	these	these	DET
ajst-21780	108	4	techniques	technique	NOUN
ajst-21780	108	5	,	,	PUNCT
ajst-21780	108	6	networks	network	NOUN
ajst-21780	108	7	can	can	AUX
ajst-21780	108	8	maintain	maintain	VERB
ajst-21780	108	9	optimal	optimal	ADJ
ajst-21780	108	10	performance	performance	NOUN
ajst-21780	108	11	and	and	CCONJ
ajst-21780	108	12	efficient	efficient	ADJ
ajst-21780	108	13	information	information	NOUN
ajst-21780	108	14	flow	flow	NOUN
ajst-21780	108	15	,	,	PUNCT
ajst-21780	108	16	even	even	ADV
ajst-21780	108	17	under	under	ADP
ajst-21780	108	18	varying	vary	VERB
ajst-21780	108	19	traffic	traffic	NOUN
ajst-21780	108	20	conditions	condition	NOUN
ajst-21780	108	21	.	.	PUNCT
ajst-21780	109	1	integrating	integrate	VERB
ajst-21780	109	2	principles	principle	NOUN
ajst-21780	109	3	of	of	ADP
ajst-21780	109	4	network	network	NOUN
ajst-21780	109	5	flow	flow	NOUN
ajst-21780	109	6	fairness	fairness	NOUN
ajst-21780	109	7	is	be	AUX
ajst-21780	109	8	crucial	crucial	ADJ
ajst-21780	109	9	for	for	ADP
ajst-21780	109	10	developing	develop	VERB
ajst-21780	109	11	rational	rational	ADJ
ajst-21780	109	12	traffic	traffic	NOUN
ajst-21780	109	13	allocation	allocation	NOUN
ajst-21780	109	14	strategies	strategy	NOUN
ajst-21780	109	15	.	.	PUNCT
ajst-21780	110	1	this	this	PRON
ajst-21780	110	2	ensures	ensure	VERB
ajst-21780	110	3	that	that	SCONJ
ajst-21780	110	4	communication	communication	NOUN
ajst-21780	110	5	needs	need	NOUN
ajst-21780	110	6	are	be	AUX
ajst-21780	110	7	balanced	balance	VERB
ajst-21780	110	8	among	among	ADP
ajst-21780	110	9	different	different	ADJ
ajst-21780	110	10	services	service	NOUN
ajst-21780	110	11	,	,	PUNCT
ajst-21780	110	12	mitigating	mitigate	VERB
ajst-21780	110	13	the	the	DET
ajst-21780	110	14	risk	risk	NOUN
ajst-21780	110	15	of	of	ADP
ajst-21780	110	16	certain	certain	ADJ
ajst-21780	110	17	services	service	NOUN
ajst-21780	110	18	being	be	AUX
ajst-21780	110	19	starved	starve	VERB
ajst-21780	110	20	of	of	ADP
ajst-21780	110	21	necessary	necessary	ADJ
ajst-21780	110	22	bandwidth	bandwidth	NOUN
ajst-21780	110	23	or	or	CCONJ
ajst-21780	110	24	resources	resource	NOUN
ajst-21780	110	25	.	.	PUNCT
ajst-21780	111	1	achieving	achieve	VERB
ajst-21780	111	2	fairness	fairness	NOUN
ajst-21780	111	3	in	in	ADP
ajst-21780	111	4	traffic	traffic	NOUN
ajst-21780	111	5	allocation	allocation	NOUN
ajst-21780	111	6	not	not	PART
ajst-21780	111	7	only	only	ADV
ajst-21780	111	8	enhances	enhance	VERB
ajst-21780	111	9	overall	overall	ADJ
ajst-21780	111	10	network	network	NOUN
ajst-21780	111	11	performance	performance	NOUN
ajst-21780	111	12	but	but	CCONJ
ajst-21780	111	13	also	also	ADV
ajst-21780	111	14	promotes	promote	VERB
ajst-21780	111	15	equitable	equitable	ADJ
ajst-21780	111	16	resource	resource	NOUN
ajst-21780	111	17	utilization	utilization	NOUN
ajst-21780	111	18	,	,	PUNCT
ajst-21780	111	19	thereby	thereby	ADV
ajst-21780	111	20	improving	improve	VERB
ajst-21780	111	21	user	user	NOUN
ajst-21780	111	22	experience	experience	NOUN
ajst-21780	111	23	and	and	CCONJ
ajst-21780	111	24	system	system	NOUN
ajst-21780	111	25	reliability	reliability	NOUN
ajst-21780	111	26	.	.	PUNCT
ajst-21780	112	1	therefore	therefore	ADV
ajst-21780	112	2	,	,	PUNCT
ajst-21780	112	3	the	the	DET
ajst-21780	112	4	intersection	intersection	NOUN
ajst-21780	112	5	of	of	ADP
ajst-21780	112	6	network	network	NOUN
ajst-21780	112	7	flow	flow	NOUN
ajst-21780	112	8	theory	theory	NOUN
ajst-21780	112	9	and	and	CCONJ
ajst-21780	112	10	congestion	congestion	NOUN
ajst-21780	112	11	control	control	NOUN
ajst-21780	112	12	strategies	strategy	NOUN
ajst-21780	112	13	offers	offer	VERB
ajst-21780	112	14	a	a	DET
ajst-21780	112	15	robust	robust	ADJ
ajst-21780	112	16	framework	framework	NOUN
ajst-21780	112	17	for	for	ADP
ajst-21780	112	18	designing	design	VERB
ajst-21780	112	19	resilient	resilient	ADJ
ajst-21780	112	20	and	and	CCONJ
ajst-21780	112	21	efficient	efficient	ADJ
ajst-21780	112	22	network	network	NOUN
ajst-21780	112	23	architectures	architecture	NOUN
ajst-21780	112	24	.	.	PUNCT
ajst-21780	113	1	by	by	ADP
ajst-21780	113	2	applying	apply	VERB
ajst-21780	113	3	these	these	DET
ajst-21780	113	4	principles	principle	NOUN
ajst-21780	113	5	,	,	PUNCT
ajst-21780	113	6	network	network	NOUN
ajst-21780	113	7	engineers	engineer	NOUN
ajst-21780	113	8	can	can	AUX
ajst-21780	113	9	effectively	effectively	ADV
ajst-21780	113	10	manage	manage	VERB
ajst-21780	113	11	congestion	congestion	NOUN
ajst-21780	113	12	,	,	PUNCT
ajst-21780	113	13	optimize	optimize	NOUN
ajst-21780	113	14	resource	resource	NOUN
ajst-21780	113	15	utilization	utilization	NOUN
ajst-21780	113	16	,	,	PUNCT
ajst-21780	113	17	and	and	CCONJ
ajst-21780	113	18	uphold	uphold	VERB
ajst-21780	113	19	fairness	fairness	NOUN
ajst-21780	113	20	in	in	ADP
ajst-21780	113	21	traffic	traffic	NOUN
ajst-21780	113	22	allocation	allocation	NOUN
ajst-21780	113	23	across	across	ADP
ajst-21780	113	24	diverse	diverse	ADJ
ajst-21780	113	25	network	network	NOUN
ajst-21780	113	26	environments	environment	NOUN
ajst-21780	113	27	.	.	PUNCT
ajst-21780	114	1	4.2.2	4.2.2	X
ajst-21780	114	2	.	.	PUNCT
ajst-21780	115	1	network	network	NOUN
ajst-21780	115	2	flow	flow	NOUN
ajst-21780	115	3	optimization	optimization	NOUN
ajst-21780	115	4	of	of	ADP
ajst-21780	115	5	task	task	NOUN
ajst-21780	115	6	scheduling	scheduling	NOUN
ajst-21780	115	7	in	in	ADP
ajst-21780	115	8	the	the	DET
ajst-21780	115	9	realm	realm	NOUN
ajst-21780	115	10	of	of	ADP
ajst-21780	115	11	task	task	NOUN
ajst-21780	115	12	scheduling	scheduling	NOUN
ajst-21780	115	13	optimization	optimization	NOUN
ajst-21780	115	14	,	,	PUNCT
ajst-21780	115	15	the	the	DET
ajst-21780	115	16	concept	concept	NOUN
ajst-21780	115	17	of	of	ADP
ajst-21780	115	18	treating	treat	VERB
ajst-21780	115	19	tasks	task	NOUN
ajst-21780	115	20	as	as	ADP
ajst-21780	115	21	"	"	PUNCT
ajst-21780	115	22	cargo	cargo	NOUN
ajst-21780	115	23	"	"	PUNCT
ajst-21780	115	24	within	within	ADP
ajst-21780	115	25	a	a	DET
ajst-21780	115	26	network	network	NOUN
ajst-21780	115	27	and	and	CCONJ
ajst-21780	115	28	task	task	NOUN
ajst-21780	115	29	execution	execution	NOUN
ajst-21780	115	30	nodes	node	NOUN
ajst-21780	115	31	as	as	ADP
ajst-21780	115	32	"	"	PUNCT
ajst-21780	115	33	warehouses	warehouse	NOUN
ajst-21780	115	34	"	"	PUNCT
ajst-21780	115	35	offers	offer	VERB
ajst-21780	115	36	a	a	DET
ajst-21780	115	37	powerful	powerful	ADJ
ajst-21780	115	38	framework	framework	NOUN
ajst-21780	115	39	.	.	PUNCT
ajst-21780	116	1	task	task	NOUN
ajst-21780	116	2	dependencies	dependency	NOUN
ajst-21780	116	3	can	can	AUX
ajst-21780	116	4	be	be	AUX
ajst-21780	116	5	likened	liken	VERB
ajst-21780	116	6	to	to	ADP
ajst-21780	116	7	"	"	PUNCT
ajst-21780	116	8	transport	transport	NOUN
ajst-21780	116	9	routes	route	NOUN
ajst-21780	116	10	,	,	PUNCT
ajst-21780	116	11	"	"	PUNCT
ajst-21780	116	12	where	where	SCONJ
ajst-21780	116	13	network	network	NOUN
ajst-21780	116	14	flow	flow	NOUN
ajst-21780	116	15	models	model	NOUN
ajst-21780	116	16	excel	excel	VERB
ajst-21780	116	17	in	in	ADP
ajst-21780	116	18	solving	solve	VERB
ajst-21780	116	19	scheduling	scheduling	NOUN
ajst-21780	116	20	challenges	challenge	NOUN
ajst-21780	116	21	.	.	PUNCT
ajst-21780	117	1	this	this	DET
ajst-21780	117	2	method	method	NOUN
ajst-21780	117	3	aims	aim	VERB
ajst-21780	117	4	to	to	PART
ajst-21780	117	5	find	find	VERB
ajst-21780	117	6	optimal	optimal	ADJ
ajst-21780	117	7	solutions	solution	NOUN
ajst-21780	117	8	that	that	PRON
ajst-21780	117	9	adhere	adhere	VERB
ajst-21780	117	10	to	to	ADP
ajst-21780	117	11	task	task	NOUN
ajst-21780	117	12	dependencies	dependency	NOUN
ajst-21780	117	13	while	while	SCONJ
ajst-21780	117	14	minimizing	minimize	VERB
ajst-21780	117	15	total	total	ADJ
ajst-21780	117	16	execution	execution	NOUN
ajst-21780	117	17	time	time	NOUN
ajst-21780	117	18	or	or	CCONJ
ajst-21780	117	19	maximizing	maximizing	NOUN
ajst-21780	117	20	completed	complete	VERB
ajst-21780	117	21	tasks	task	NOUN
ajst-21780	117	22	within	within	ADP
ajst-21780	117	23	given	give	VERB
ajst-21780	117	24	resource	resource	NOUN
ajst-21780	117	25	constraints	constraint	NOUN
ajst-21780	117	26	.	.	PUNCT
ajst-21780	118	1	by	by	ADP
ajst-21780	118	2	leveraging	leverage	VERB
ajst-21780	118	3	network	network	NOUN
ajst-21780	118	4	flow	flow	NOUN
ajst-21780	118	5	algorithms	algorithm	NOUN
ajst-21780	118	6	,	,	PUNCT
ajst-21780	118	7	such	such	ADJ
ajst-21780	118	8	as	as	ADP
ajst-21780	118	9	the	the	DET
ajst-21780	118	10	max	max	PROPN
ajst-21780	118	11	-	-	PUNCT
ajst-21780	118	12	flow	flow	NOUN
ajst-21780	118	13	min	min	ADJ
ajst-21780	118	14	-	-	ADJ
ajst-21780	118	15	cut	cut	VERB
ajst-21780	118	16	theorem	theorem	NOUN
ajst-21780	118	17	or	or	CCONJ
ajst-21780	118	18	variants	variant	NOUN
ajst-21780	118	19	like	like	ADP
ajst-21780	118	20	the	the	DET
ajst-21780	118	21	fordfulkerson	fordfulkerson	NOUN
ajst-21780	118	22	method	method	NOUN
ajst-21780	118	23	,	,	PUNCT
ajst-21780	118	24	this	this	DET
ajst-21780	118	25	approach	approach	NOUN
ajst-21780	118	26	efficiently	efficiently	ADV
ajst-21780	118	27	manages	manage	VERB
ajst-21780	118	28	task	task	NOUN
ajst-21780	118	29	allocation	allocation	NOUN
ajst-21780	118	30	,	,	PUNCT
ajst-21780	118	31	avoiding	avoid	VERB
ajst-21780	118	32	bottlenecks	bottleneck	NOUN
ajst-21780	118	33	,	,	PUNCT
ajst-21780	118	34	resource	resource	NOUN
ajst-21780	118	35	underutilization	underutilization	NOUN
ajst-21780	118	36	,	,	PUNCT
ajst-21780	118	37	and	and	CCONJ
ajst-21780	118	38	task	task	NOUN
ajst-21780	118	39	delays	delay	NOUN
ajst-21780	118	40	.	.	PUNCT
ajst-21780	119	1	it	it	PRON
ajst-21780	119	2	ensures	ensure	VERB
ajst-21780	119	3	smoother	smooth	ADJ
ajst-21780	119	4	task	task	NOUN
ajst-21780	119	5	execution	execution	NOUN
ajst-21780	119	6	,	,	PUNCT
ajst-21780	119	7	preventing	prevent	VERB
ajst-21780	119	8	pile	pile	NOUN
ajst-21780	119	9	-	-	PUNCT
ajst-21780	119	10	ups	up	NOUN
ajst-21780	119	11	and	and	CCONJ
ajst-21780	119	12	enhancing	enhance	VERB
ajst-21780	119	13	overall	overall	ADJ
ajst-21780	119	14	system	system	NOUN
ajst-21780	119	15	efficiency	efficiency	NOUN
ajst-21780	119	16	.	.	PUNCT
ajst-21780	120	1	this	this	DET
ajst-21780	120	2	model	model	NOUN
ajst-21780	120	3	-	-	PUNCT
ajst-21780	120	4	driven	drive	VERB
ajst-21780	120	5	strategy	strategy	NOUN
ajst-21780	120	6	promotes	promote	VERB
ajst-21780	120	7	effective	effective	ADJ
ajst-21780	120	8	resource	resource	NOUN
ajst-21780	120	9	utilization	utilization	NOUN
ajst-21780	120	10	,	,	PUNCT
ajst-21780	120	11	enabling	enable	VERB
ajst-21780	120	12	systems	system	NOUN
ajst-21780	120	13	to	to	PART
ajst-21780	120	14	handle	handle	VERB
ajst-21780	120	15	complex	complex	ADJ
ajst-21780	120	16	dependencies	dependency	NOUN
ajst-21780	120	17	and	and	CCONJ
ajst-21780	120	18	constraints	constraint	NOUN
ajst-21780	120	19	with	with	ADP
ajst-21780	120	20	agility	agility	NOUN
ajst-21780	120	21	,	,	PUNCT
ajst-21780	120	22	ultimately	ultimately	ADV
ajst-21780	120	23	driving	drive	VERB
ajst-21780	120	24	improved	improved	ADJ
ajst-21780	120	25	performance	performance	NOUN
ajst-21780	120	26	and	and	CCONJ
ajst-21780	120	27	reliability	reliability	NOUN
ajst-21780	120	28	in	in	ADP
ajst-21780	120	29	task	task	NOUN
ajst-21780	120	30	scheduling	scheduling	NOUN
ajst-21780	120	31	and	and	CCONJ
ajst-21780	120	32	execution	execution	NOUN
ajst-21780	120	33	.	.	PUNCT
ajst-21780	121	1	4.3	4.3	NUM
ajst-21780	121	2	.	.	PUNCT
ajst-21780	121	3	software	software	NOUN
ajst-21780	121	4	-	-	PUNCT
ajst-21780	121	5	hardware	hardware	NOUN
ajst-21780	121	6	collaborative	collaborative	ADJ
ajst-21780	121	7	optimization	optimization	NOUN
ajst-21780	121	8	:	:	PUNCT
ajst-21780	121	9	intelligent	intelligent	ADJ
ajst-21780	121	10	design	design	NOUN
ajst-21780	121	11	of	of	ADP
ajst-21780	121	12	complex	complex	ADJ
ajst-21780	121	13	systems	system	NOUN
ajst-21780	121	14	drawing	draw	VERB
ajst-21780	121	15	from	from	ADP
ajst-21780	121	16	the	the	DET
ajst-21780	121	17	concept	concept	NOUN
ajst-21780	121	18	of	of	ADP
ajst-21780	121	19	complex	complex	ADJ
ajst-21780	121	20	system	system	NOUN
ajst-21780	121	21	design	design	NOUN
ajst-21780	121	22	,	,	PUNCT
ajst-21780	121	23	we	we	PRON
ajst-21780	121	24	propose	propose	VERB
ajst-21780	121	25	a	a	DET
ajst-21780	121	26	multi	multi	ADJ
ajst-21780	121	27	-	-	ADJ
ajst-21780	121	28	layered	layered	ADJ
ajst-21780	121	29	,	,	PUNCT
ajst-21780	121	30	multi	multi	ADJ
ajst-21780	121	31	-	-	ADJ
ajst-21780	121	32	granularity	granularity	NOUN
ajst-21780	121	33	framework	framework	NOUN
ajst-21780	121	34	for	for	ADP
ajst-21780	121	35	software	software	NOUN
ajst-21780	121	36	-	-	PUNCT
ajst-21780	121	37	hardware	hardware	NOUN
ajst-21780	121	38	collaborative	collaborative	ADJ
ajst-21780	121	39	optimization	optimization	NOUN
ajst-21780	121	40	to	to	PART
ajst-21780	121	41	meet	meet	VERB
ajst-21780	121	42	the	the	DET
ajst-21780	121	43	deep	deep	ADJ
ajst-21780	121	44	integration	integration	NOUN
ajst-21780	121	45	requirements	requirement	NOUN
ajst-21780	121	46	of	of	ADP
ajst-21780	121	47	hardware	hardware	NOUN
ajst-21780	121	48	acceleration	acceleration	NOUN
ajst-21780	121	49	and	and	CCONJ
ajst-21780	121	50	software	software	NOUN
ajst-21780	121	51	optimization	optimization	NOUN
ajst-21780	121	52	in	in	ADP
ajst-21780	121	53	system	system	NOUN
ajst-21780	121	54	performance	performance	NOUN
ajst-21780	121	55	optimization	optimization	NOUN
ajst-21780	121	56	.	.	PUNCT
ajst-21780	122	1	4.3.1	4.3.1	X
ajst-21780	122	2	.	.	PUNCT
ajst-21780	122	3	efficiency	efficiency	NOUN
ajst-21780	122	4	optimization	optimization	NOUN
ajst-21780	122	5	of	of	ADP
ajst-21780	122	6	complex	complex	ADJ
ajst-21780	122	7	system	system	NOUN
ajst-21780	122	8	energy	energy	NOUN
ajst-21780	122	9	at	at	ADP
ajst-21780	122	10	the	the	DET
ajst-21780	122	11	hardware	hardware	NOUN
ajst-21780	122	12	level	level	NOUN
ajst-21780	122	13	,	,	PUNCT
ajst-21780	122	14	optimizing	optimize	VERB
ajst-21780	122	15	system	system	NOUN
ajst-21780	122	16	efficiency	efficiency	NOUN
ajst-21780	122	17	involves	involve	VERB
ajst-21780	122	18	more	more	ADJ
ajst-21780	122	19	than	than	ADP
ajst-21780	122	20	just	just	ADV
ajst-21780	122	21	focusing	focus	VERB
ajst-21780	122	22	on	on	ADP
ajst-21780	122	23	computing	compute	VERB
ajst-21780	122	24	performance	performance	NOUN
ajst-21780	122	25	.	.	PUNCT
ajst-21780	123	1	techniques	technique	NOUN
ajst-21780	123	2	such	such	ADJ
ajst-21780	123	3	as	as	ADP
ajst-21780	123	4	dynamic	dynamic	ADJ
ajst-21780	123	5	voltage	voltage	NOUN
ajst-21780	123	6	-	-	PUNCT
ajst-21780	123	7	frequency	frequency	NOUN
ajst-21780	123	8	adjustment	adjustment	NOUN
ajst-21780	123	9	,	,	PUNCT
ajst-21780	123	10	effective	effective	ADJ
ajst-21780	123	11	power	power	NOUN
ajst-21780	123	12	management	management	NOUN
ajst-21780	123	13	,	,	PUNCT
ajst-21780	123	14	and	and	CCONJ
ajst-21780	123	15	strategic	strategic	ADJ
ajst-21780	123	16	utilization	utilization	NOUN
ajst-21780	123	17	of	of	ADP
ajst-21780	123	18	hardware	hardware	NOUN
ajst-21780	123	19	accelerators	accelerator	NOUN
ajst-21780	123	20	play	play	VERB
ajst-21780	123	21	crucial	crucial	ADJ
ajst-21780	123	22	roles	role	NOUN
ajst-21780	123	23	in	in	ADP
ajst-21780	123	24	minimizing	minimize	VERB
ajst-21780	123	25	energy	energy	NOUN
ajst-21780	123	26	consumption	consumption	NOUN
ajst-21780	123	27	while	while	SCONJ
ajst-21780	123	28	maintaining	maintain	VERB
ajst-21780	123	29	necessary	necessary	ADJ
ajst-21780	123	30	performance	performance	NOUN
ajst-21780	123	31	levels	level	NOUN
ajst-21780	123	32	.	.	PUNCT
ajst-21780	124	1	these	these	DET
ajst-21780	124	2	methods	method	NOUN
ajst-21780	124	3	ensure	ensure	VERB
ajst-21780	124	4	that	that	SCONJ
ajst-21780	124	5	computing	compute	VERB
ajst-21780	124	6	resources	resource	NOUN
ajst-21780	124	7	are	be	AUX
ajst-21780	124	8	used	use	VERB
ajst-21780	124	9	judiciously	judiciously	ADV
ajst-21780	124	10	,	,	PUNCT
ajst-21780	124	11	aligning	align	VERB
ajst-21780	124	12	with	with	ADP
ajst-21780	124	13	specific	specific	ADJ
ajst-21780	124	14	workload	workload	NOUN
ajst-21780	124	15	demands	demand	NOUN
ajst-21780	124	16	.	.	PUNCT
ajst-21780	125	1	on	on	ADP
ajst-21780	125	2	the	the	DET
ajst-21780	125	3	software	software	NOUN
ajst-21780	125	4	side	side	NOUN
ajst-21780	125	5	,	,	PUNCT
ajst-21780	125	6	various	various	ADJ
ajst-21780	125	7	strategies	strategy	NOUN
ajst-21780	125	8	can	can	AUX
ajst-21780	125	9	further	far	ADV
ajst-21780	125	10	enhance	enhance	VERB
ajst-21780	125	11	efficiency	efficiency	NOUN
ajst-21780	125	12	.	.	PUNCT
ajst-21780	126	1	compiler	compiler	NOUN
ajst-21780	126	2	and	and	CCONJ
ajst-21780	126	3	runtime	runtime	NOUN
ajst-21780	126	4	optimizations	optimization	NOUN
ajst-21780	126	5	streamline	streamline	VERB
ajst-21780	126	6	code	code	NOUN
ajst-21780	126	7	execution	execution	NOUN
ajst-21780	126	8	by	by	ADP
ajst-21780	126	9	eliminating	eliminate	VERB
ajst-21780	126	10	unnecessary	unnecessary	ADJ
ajst-21780	126	11	computations	computation	NOUN
ajst-21780	126	12	,	,	PUNCT
ajst-21780	126	13	reducing	reduce	VERB
ajst-21780	126	14	storage	storage	NOUN
ajst-21780	126	15	requirements	requirement	NOUN
ajst-21780	126	16	,	,	PUNCT
ajst-21780	126	17	and	and	CCONJ
ajst-21780	126	18	optimizing	optimize	VERB
ajst-21780	126	19	communication	communication	NOUN
ajst-21780	126	20	overhead	overhead	ADV
ajst-21780	126	21	.	.	PUNCT
ajst-21780	127	1	additionally	additionally	ADV
ajst-21780	127	2	,	,	PUNCT
ajst-21780	127	3	techniques	technique	NOUN
ajst-21780	127	4	like	like	ADP
ajst-21780	127	5	algorithm	algorithm	NOUN
ajst-21780	127	6	selection	selection	NOUN
ajst-21780	127	7	and	and	CCONJ
ajst-21780	127	8	parameter	parameter	NOUN
ajst-21780	127	9	tuning	tune	VERB
ajst-21780	127	10	tailor	tailor	NOUN
ajst-21780	127	11	software	software	NOUN
ajst-21780	127	12	behavior	behavior	NOUN
ajst-21780	127	13	to	to	PART
ajst-21780	127	14	match	match	VERB
ajst-21780	127	15	performance	performance	NOUN
ajst-21780	127	16	requirements	requirement	NOUN
ajst-21780	127	17	precisely	precisely	ADV
ajst-21780	127	18	.	.	PUNCT
ajst-21780	128	1	a	a	DET
ajst-21780	128	2	synergistic	synergistic	ADJ
ajst-21780	128	3	approach	approach	NOUN
ajst-21780	128	4	that	that	PRON
ajst-21780	128	5	integrates	integrate	VERB
ajst-21780	128	6	hardware	hardware	NOUN
ajst-21780	128	7	and	and	CCONJ
ajst-21780	128	8	software	software	NOUN
ajst-21780	128	9	optimization	optimization	NOUN
ajst-21780	128	10	strategies	strategy	NOUN
ajst-21780	128	11	is	be	AUX
ajst-21780	128	12	particularly	particularly	ADV
ajst-21780	128	13	effective	effective	ADJ
ajst-21780	128	14	.	.	PUNCT
ajst-21780	129	1	by	by	ADP
ajst-21780	129	2	dynamically	dynamically	ADV
ajst-21780	129	3	adjusting	adjust	VERB
ajst-21780	129	4	hardware	hardware	NOUN
ajst-21780	129	5	configurations	configuration	NOUN
ajst-21780	129	6	and	and	CCONJ
ajst-21780	129	7	finetuning	finetune	VERB
ajst-21780	129	8	software	software	NOUN
ajst-21780	129	9	scheduling	scheduling	NOUN
ajst-21780	129	10	based	base	VERB
ajst-21780	129	11	on	on	ADP
ajst-21780	129	12	workload	workload	NOUN
ajst-21780	129	13	characteristics	characteristic	NOUN
ajst-21780	129	14	,	,	PUNCT
ajst-21780	129	15	systems	system	NOUN
ajst-21780	129	16	can	can	AUX
ajst-21780	129	17	achieve	achieve	VERB
ajst-21780	129	18	an	an	DET
ajst-21780	129	19	optimal	optimal	ADJ
ajst-21780	129	20	balance	balance	NOUN
ajst-21780	129	21	between	between	ADP
ajst-21780	129	22	efficiency	efficiency	NOUN
ajst-21780	129	23	and	and	CCONJ
ajst-21780	129	24	performance	performance	NOUN
ajst-21780	129	25	.	.	PUNCT
ajst-21780	130	1	this	this	DET
ajst-21780	130	2	collaborative	collaborative	ADJ
ajst-21780	130	3	design	design	NOUN
ajst-21780	130	4	approach	approach	NOUN
ajst-21780	130	5	ensures	ensure	VERB
ajst-21780	130	6	that	that	SCONJ
ajst-21780	130	7	resources	resource	NOUN
ajst-21780	130	8	are	be	AUX
ajst-21780	130	9	utilized	utilize	VERB
ajst-21780	130	10	optimally	optimally	ADV
ajst-21780	130	11	across	across	ADP
ajst-21780	130	12	both	both	DET
ajst-21780	130	13	hardware	hardware	NOUN
ajst-21780	130	14	and	and	CCONJ
ajst-21780	130	15	software	software	NOUN
ajst-21780	130	16	layers	layer	NOUN
ajst-21780	130	17	,	,	PUNCT
ajst-21780	130	18	ultimately	ultimately	ADV
ajst-21780	130	19	enhancing	enhance	VERB
ajst-21780	130	20	overall	overall	ADJ
ajst-21780	130	21	system	system	NOUN
ajst-21780	130	22	effectiveness	effectiveness	NOUN
ajst-21780	130	23	.	.	PUNCT
ajst-21780	131	1	4.3.2	4.3.2	X
ajst-21780	131	2	.	.	PUNCT
ajst-21780	132	1	complex	complex	ADJ
ajst-21780	132	2	system	system	NOUN
ajst-21780	132	3	considerations	consideration	NOUN
ajst-21780	132	4	for	for	ADP
ajst-21780	132	5	fault	fault	NOUN
ajst-21780	132	6	recovery	recovery	NOUN
ajst-21780	132	7	strategies	strategy	NOUN
ajst-21780	132	8	failures	failure	NOUN
ajst-21780	132	9	in	in	ADP
ajst-21780	132	10	complex	complex	ADJ
ajst-21780	132	11	systems	system	NOUN
ajst-21780	132	12	often	often	ADV
ajst-21780	132	13	propagate	propagate	VERB
ajst-21780	132	14	in	in	ADP
ajst-21780	132	15	unexpected	unexpected	ADJ
ajst-21780	132	16	ways	way	NOUN
ajst-21780	132	17	,	,	PUNCT
ajst-21780	132	18	highlighting	highlight	VERB
ajst-21780	132	19	the	the	DET
ajst-21780	132	20	need	need	NOUN
ajst-21780	132	21	for	for	ADP
ajst-21780	132	22	robust	robust	ADJ
ajst-21780	132	23	fault	fault	NOUN
ajst-21780	132	24	recovery	recovery	NOUN
ajst-21780	132	25	165	165	NUM
ajst-21780	132	26	strategies	strategy	NOUN
ajst-21780	132	27	that	that	PRON
ajst-21780	132	28	encompass	encompass	VERB
ajst-21780	132	29	diverse	diverse	ADJ
ajst-21780	132	30	factors	factor	NOUN
ajst-21780	132	31	.	.	PUNCT
ajst-21780	133	1	effective	effective	ADJ
ajst-21780	133	2	fault	fault	NOUN
ajst-21780	133	3	recovery	recovery	NOUN
ajst-21780	133	4	strategies	strategy	NOUN
ajst-21780	133	5	must	must	AUX
ajst-21780	133	6	integrate	integrate	VERB
ajst-21780	133	7	hardware	hardware	NOUN
ajst-21780	133	8	redundancy	redundancy	NOUN
ajst-21780	133	9	,	,	PUNCT
ajst-21780	133	10	software	software	NOUN
ajst-21780	133	11	fault	fault	VERB
ajst-21780	133	12	tolerance	tolerance	NOUN
ajst-21780	133	13	,	,	PUNCT
ajst-21780	133	14	data	datum	NOUN
ajst-21780	133	15	backup	backup	NOUN
ajst-21780	133	16	and	and	CCONJ
ajst-21780	133	17	recovery	recovery	NOUN
ajst-21780	133	18	protocols	protocol	NOUN
ajst-21780	133	19	,	,	PUNCT
ajst-21780	133	20	and	and	CCONJ
ajst-21780	133	21	self	self	NOUN
ajst-21780	133	22	-	-	PUNCT
ajst-21780	133	23	repair	repair	NOUN
ajst-21780	133	24	mechanisms	mechanism	NOUN
ajst-21780	133	25	.	.	PUNCT
ajst-21780	134	1	hardware	hardware	NOUN
ajst-21780	134	2	-	-	PUNCT
ajst-21780	134	3	level	level	NOUN
ajst-21780	134	4	techniques	technique	NOUN
ajst-21780	134	5	,	,	PUNCT
ajst-21780	134	6	such	such	ADJ
ajst-21780	134	7	as	as	ADP
ajst-21780	134	8	fault	fault	NOUN
ajst-21780	134	9	domain	domain	NOUN
ajst-21780	134	10	isolation	isolation	NOUN
ajst-21780	134	11	,	,	PUNCT
ajst-21780	134	12	hot	hot	ADJ
ajst-21780	134	13	swapping	swapping	NOUN
ajst-21780	134	14	,	,	PUNCT
ajst-21780	134	15	and	and	CCONJ
ajst-21780	134	16	fault	fault	NOUN
ajst-21780	134	17	switching	switching	NOUN
ajst-21780	134	18	,	,	PUNCT
ajst-21780	134	19	bolster	bolster	VERB
ajst-21780	134	20	hardware	hardware	NOUN
ajst-21780	134	21	reliability	reliability	NOUN
ajst-21780	134	22	by	by	ADP
ajst-21780	134	23	containing	contain	VERB
ajst-21780	134	24	faults	fault	NOUN
ajst-21780	134	25	and	and	CCONJ
ajst-21780	134	26	enabling	enable	VERB
ajst-21780	134	27	seamless	seamless	ADJ
ajst-21780	134	28	component	component	NOUN
ajst-21780	134	29	replacement	replacement	NOUN
ajst-21780	134	30	without	without	ADP
ajst-21780	134	31	system	system	NOUN
ajst-21780	134	32	downtime	downtime	NOUN
ajst-21780	134	33	.	.	PUNCT
ajst-21780	135	1	these	these	DET
ajst-21780	135	2	methods	method	NOUN
ajst-21780	135	3	contribute	contribute	VERB
ajst-21780	135	4	significantly	significantly	ADV
ajst-21780	135	5	to	to	PART
ajst-21780	135	6	system	system	VERB
ajst-21780	135	7	uptime	uptime	NOUN
ajst-21780	135	8	and	and	CCONJ
ajst-21780	135	9	operational	operational	ADJ
ajst-21780	135	10	continuity	continuity	NOUN
ajst-21780	135	11	.	.	PUNCT
ajst-21780	136	1	at	at	ADP
ajst-21780	136	2	the	the	DET
ajst-21780	136	3	software	software	NOUN
ajst-21780	136	4	level	level	NOUN
ajst-21780	136	5	,	,	PUNCT
ajst-21780	136	6	adopting	adopt	VERB
ajst-21780	136	7	microservices	microservice	NOUN
ajst-21780	136	8	architecture	architecture	NOUN
ajst-21780	136	9	,	,	PUNCT
ajst-21780	136	10	distributed	distribute	VERB
ajst-21780	136	11	consensus	consensus	NOUN
ajst-21780	136	12	algorithms	algorithm	NOUN
ajst-21780	136	13	,	,	PUNCT
ajst-21780	136	14	chaos	chaos	NOUN
ajst-21780	136	15	engineering	engineering	NOUN
ajst-21780	136	16	,	,	PUNCT
ajst-21780	136	17	and	and	CCONJ
ajst-21780	136	18	other	other	ADJ
ajst-21780	136	19	fault	fault	NOUN
ajst-21780	136	20	tolerance	tolerance	NOUN
ajst-21780	136	21	mechanisms	mechanism	NOUN
ajst-21780	136	22	enhance	enhance	VERB
ajst-21780	136	23	the	the	DET
ajst-21780	136	24	system	system	NOUN
ajst-21780	136	25	's	's	PART
ajst-21780	136	26	resilience	resilience	NOUN
ajst-21780	136	27	against	against	ADP
ajst-21780	136	28	failures[5	failures[5	NOUN
ajst-21780	136	29	]	]	PUNCT
ajst-21780	136	30	.	.	PUNCT
ajst-21780	137	1	microservices	microservice	NOUN
ajst-21780	137	2	facilitate	facilitate	VERB
ajst-21780	137	3	modular	modular	ADJ
ajst-21780	137	4	design	design	NOUN
ajst-21780	137	5	,	,	PUNCT
ajst-21780	137	6	enabling	enable	VERB
ajst-21780	137	7	isolated	isolated	ADJ
ajst-21780	137	8	fault	fault	NOUN
ajst-21780	137	9	containment	containment	NOUN
ajst-21780	137	10	within	within	ADP
ajst-21780	137	11	individual	individual	ADJ
ajst-21780	137	12	services	service	NOUN
ajst-21780	137	13	.	.	PUNCT
ajst-21780	138	1	distributed	distribute	VERB
ajst-21780	138	2	consensus	consensus	NOUN
ajst-21780	138	3	algorithms	algorithm	NOUN
ajst-21780	138	4	ensure	ensure	VERB
ajst-21780	138	5	data	datum	NOUN
ajst-21780	138	6	consistency	consistency	NOUN
ajst-21780	138	7	and	and	CCONJ
ajst-21780	138	8	fault	fault	VERB
ajst-21780	138	9	tolerance	tolerance	NOUN
ajst-21780	138	10	in	in	ADP
ajst-21780	138	11	distributed	distribute	VERB
ajst-21780	138	12	systems	system	NOUN
ajst-21780	138	13	,	,	PUNCT
ajst-21780	138	14	while	while	SCONJ
ajst-21780	138	15	chaos	chaos	NOUN
ajst-21780	138	16	engineering	engineering	NOUN
ajst-21780	138	17	proactively	proactively	ADV
ajst-21780	138	18	tests	test	VERB
ajst-21780	138	19	system	system	NOUN
ajst-21780	138	20	resilience	resilience	NOUN
ajst-21780	138	21	under	under	ADP
ajst-21780	138	22	adverse	adverse	ADJ
ajst-21780	138	23	conditions	condition	NOUN
ajst-21780	138	24	.	.	PUNCT
ajst-21780	139	1	a	a	DET
ajst-21780	139	2	critical	critical	ADJ
ajst-21780	139	3	aspect	aspect	NOUN
ajst-21780	139	4	of	of	ADP
ajst-21780	139	5	fault	fault	NOUN
ajst-21780	139	6	recovery	recovery	NOUN
ajst-21780	139	7	is	be	AUX
ajst-21780	139	8	the	the	DET
ajst-21780	139	9	synergy	synergy	NOUN
ajst-21780	139	10	between	between	ADP
ajst-21780	139	11	software	software	NOUN
ajst-21780	139	12	and	and	CCONJ
ajst-21780	139	13	hardware	hardware	NOUN
ajst-21780	139	14	strategies	strategy	NOUN
ajst-21780	139	15	.	.	PUNCT
ajst-21780	140	1	collaborative	collaborative	ADJ
ajst-21780	140	2	approaches	approach	NOUN
ajst-21780	140	3	enable	enable	VERB
ajst-21780	140	4	swift	swift	ADJ
ajst-21780	140	5	recovery	recovery	NOUN
ajst-21780	140	6	by	by	ADP
ajst-21780	140	7	leveraging	leverage	VERB
ajst-21780	140	8	redundant	redundant	ADJ
ajst-21780	140	9	hardware	hardware	NOUN
ajst-21780	140	10	resources	resource	NOUN
ajst-21780	140	11	,	,	PUNCT
ajst-21780	140	12	automated	automate	VERB
ajst-21780	140	13	recovery	recovery	NOUN
ajst-21780	140	14	processes	process	NOUN
ajst-21780	140	15	,	,	PUNCT
ajst-21780	140	16	and	and	CCONJ
ajst-21780	140	17	adaptive	adaptive	ADJ
ajst-21780	140	18	software	software	NOUN
ajst-21780	140	19	resilience	resilience	NOUN
ajst-21780	140	20	.	.	PUNCT
ajst-21780	141	1	this	this	DET
ajst-21780	141	2	integrated	integrate	VERB
ajst-21780	141	3	approach	approach	NOUN
ajst-21780	141	4	ensures	ensure	VERB
ajst-21780	141	5	that	that	SCONJ
ajst-21780	141	6	system	system	NOUN
ajst-21780	141	7	services	service	NOUN
ajst-21780	141	8	can	can	AUX
ajst-21780	141	9	quickly	quickly	ADV
ajst-21780	141	10	rebound	rebound	VERB
ajst-21780	141	11	from	from	ADP
ajst-21780	141	12	failures	failure	NOUN
ajst-21780	141	13	,	,	PUNCT
ajst-21780	141	14	preserving	preserve	VERB
ajst-21780	141	15	high	high	ADJ
ajst-21780	141	16	-	-	PUNCT
ajst-21780	141	17	performance	performance	NOUN
ajst-21780	141	18	operation	operation	NOUN
ajst-21780	141	19	and	and	CCONJ
ajst-21780	141	20	minimizing	minimize	VERB
ajst-21780	141	21	disruptions	disruption	NOUN
ajst-21780	141	22	.	.	PUNCT
ajst-21780	142	1	5	5	X
ajst-21780	142	2	.	.	X
ajst-21780	142	3	conclusion	conclusion	NOUN
ajst-21780	142	4	this	this	DET
ajst-21780	142	5	article	article	NOUN
ajst-21780	142	6	,	,	PUNCT
ajst-21780	142	7	guided	guide	VERB
ajst-21780	142	8	by	by	ADP
ajst-21780	142	9	a	a	DET
ajst-21780	142	10	perspective	perspective	NOUN
ajst-21780	142	11	of	of	ADP
ajst-21780	142	12	complexity	complexity	NOUN
ajst-21780	142	13	,	,	PUNCT
ajst-21780	142	14	delves	delve	VERB
ajst-21780	142	15	deeply	deeply	ADV
ajst-21780	142	16	into	into	ADP
ajst-21780	142	17	scalability	scalability	NOUN
ajst-21780	142	18	and	and	CCONJ
ajst-21780	142	19	performance	performance	NOUN
ajst-21780	142	20	optimization	optimization	NOUN
ajst-21780	142	21	strategies	strategy	NOUN
ajst-21780	142	22	within	within	ADP
ajst-21780	142	23	large	large	ADJ
ajst-21780	142	24	-	-	PUNCT
ajst-21780	142	25	scale	scale	NOUN
ajst-21780	142	26	system	system	NOUN
ajst-21780	142	27	architectures	architecture	NOUN
ajst-21780	142	28	to	to	PART
ajst-21780	142	29	address	address	VERB
ajst-21780	142	30	challenges	challenge	NOUN
ajst-21780	142	31	in	in	ADP
ajst-21780	142	32	modern	modern	ADJ
ajst-21780	142	33	information	information	NOUN
ajst-21780	142	34	technology	technology	NOUN
ajst-21780	142	35	environments	environment	NOUN
ajst-21780	142	36	.	.	PUNCT
ajst-21780	143	1	upon	upon	SCONJ
ajst-21780	143	2	reviewing	review	VERB
ajst-21780	143	3	the	the	DET
ajst-21780	143	4	entire	entire	ADJ
ajst-21780	143	5	text	text	NOUN
ajst-21780	143	6	,	,	PUNCT
ajst-21780	143	7	we	we	PRON
ajst-21780	143	8	have	have	AUX
ajst-21780	143	9	provided	provide	VERB
ajst-21780	143	10	a	a	DET
ajst-21780	143	11	comprehensive	comprehensive	ADJ
ajst-21780	143	12	introduction	introduction	NOUN
ajst-21780	143	13	to	to	ADP
ajst-21780	143	14	the	the	DET
ajst-21780	143	15	theoretical	theoretical	ADJ
ajst-21780	143	16	tools	tool	NOUN
ajst-21780	143	17	of	of	ADP
ajst-21780	143	18	complexity	complexity	NOUN
ajst-21780	143	19	science	science	NOUN
ajst-21780	143	20	and	and	CCONJ
ajst-21780	143	21	successfully	successfully	ADV
ajst-21780	143	22	applied	apply	VERB
ajst-21780	143	23	them	they	PRON
ajst-21780	143	24	to	to	PART
ajst-21780	143	25	analyze	analyze	VERB
ajst-21780	143	26	and	and	CCONJ
ajst-21780	143	27	optimize	optimize	VERB
ajst-21780	143	28	large	large	ADJ
ajst-21780	143	29	-	-	PUNCT
ajst-21780	143	30	scale	scale	NOUN
ajst-21780	143	31	system	system	NOUN
ajst-21780	143	32	architectures	architecture	NOUN
ajst-21780	143	33	,	,	PUNCT
ajst-21780	143	34	resulting	result	VERB
ajst-21780	143	35	in	in	ADP
ajst-21780	143	36	the	the	DET
ajst-21780	143	37	following	follow	VERB
ajst-21780	143	38	core	core	NOUN
ajst-21780	143	39	concepts	concept	NOUN
ajst-21780	143	40	and	and	CCONJ
ajst-21780	143	41	methodological	methodological	ADJ
ajst-21780	143	42	innovations	innovation	NOUN
ajst-21780	143	43	:	:	PUNCT
ajst-21780	143	44	adaptive	adaptive	ADJ
ajst-21780	143	45	expansion	expansion	NOUN
ajst-21780	143	46	strategies	strategy	NOUN
ajst-21780	143	47	guided	guide	VERB
ajst-21780	143	48	by	by	ADP
ajst-21780	143	49	complex	complex	ADJ
ajst-21780	143	50	network	network	NOUN
ajst-21780	143	51	theory	theory	NOUN
ajst-21780	143	52	.	.	PUNCT
ajst-21780	144	1	dynamic	dynamic	ADJ
ajst-21780	144	2	adaptive	adaptive	ADJ
ajst-21780	144	3	expansion	expansion	NOUN
ajst-21780	144	4	of	of	ADP
ajst-21780	144	5	system	system	NOUN
ajst-21780	144	6	architecture	architecture	NOUN
ajst-21780	144	7	is	be	AUX
ajst-21780	144	8	achieved	achieve	VERB
ajst-21780	144	9	through	through	ADP
ajst-21780	144	10	optimizing	optimize	VERB
ajst-21780	144	11	service	service	NOUN
ajst-21780	144	12	node	node	NOUN
ajst-21780	144	13	layout	layout	NOUN
ajst-21780	144	14	and	and	CCONJ
ajst-21780	144	15	adjusting	adjust	VERB
ajst-21780	144	16	interaction	interaction	NOUN
ajst-21780	144	17	edges	edge	NOUN
ajst-21780	144	18	based	base	VERB
ajst-21780	144	19	on	on	ADP
ajst-21780	144	20	complex	complex	ADJ
ajst-21780	144	21	network	network	NOUN
ajst-21780	144	22	theory	theory	NOUN
ajst-21780	144	23	.	.	PUNCT
ajst-21780	145	1	the	the	DET
ajst-21780	145	2	application	application	NOUN
ajst-21780	145	3	of	of	ADP
ajst-21780	145	4	community	community	NOUN
ajst-21780	145	5	structure	structure	NOUN
ajst-21780	145	6	and	and	CCONJ
ajst-21780	145	7	centrality	centrality	NOUN
ajst-21780	145	8	metrics	metric	NOUN
ajst-21780	145	9	demonstrates	demonstrate	VERB
ajst-21780	145	10	the	the	DET
ajst-21780	145	11	powerful	powerful	ADJ
ajst-21780	145	12	capabilities	capability	NOUN
ajst-21780	145	13	of	of	ADP
ajst-21780	145	14	complex	complex	ADJ
ajst-21780	145	15	network	network	NOUN
ajst-21780	145	16	theory	theory	NOUN
ajst-21780	145	17	in	in	ADP
ajst-21780	145	18	guiding	guide	VERB
ajst-21780	145	19	practical	practical	ADJ
ajst-21780	145	20	system	system	NOUN
ajst-21780	145	21	expansion	expansion	NOUN
ajst-21780	145	22	.	.	PUNCT
ajst-21780	146	1	data	data	NOUN
ajst-21780	146	2	-	-	PUNCT
ajst-21780	146	3	driven	drive	VERB
ajst-21780	146	4	mechanisms	mechanism	NOUN
ajst-21780	146	5	for	for	ADP
ajst-21780	146	6	complex	complex	ADJ
ajst-21780	146	7	system	system	NOUN
ajst-21780	146	8	control	control	NOUN
ajst-21780	146	9	.	.	PUNCT
ajst-21780	147	1	designing	design	VERB
ajst-21780	147	2	data	data	NOUN
ajst-21780	147	3	-	-	PUNCT
ajst-21780	147	4	driven	drive	VERB
ajst-21780	147	5	feedback	feedback	NOUN
ajst-21780	147	6	loops	loop	NOUN
ajst-21780	147	7	enables	enable	VERB
ajst-21780	147	8	precise	precise	ADJ
ajst-21780	147	9	control	control	NOUN
ajst-21780	147	10	over	over	ADP
ajst-21780	147	11	system	system	NOUN
ajst-21780	147	12	expansion	expansion	NOUN
ajst-21780	147	13	behavior	behavior	NOUN
ajst-21780	147	14	.	.	PUNCT
ajst-21780	148	1	integration	integration	NOUN
ajst-21780	148	2	of	of	ADP
ajst-21780	148	3	data	datum	NOUN
ajst-21780	148	4	lifecycle	lifecycle	NOUN
ajst-21780	148	5	management	management	NOUN
ajst-21780	148	6	and	and	CCONJ
ajst-21780	148	7	optimization	optimization	NOUN
ajst-21780	148	8	of	of	ADP
ajst-21780	148	9	data	datum	NOUN
ajst-21780	148	10	flow	flow	NOUN
ajst-21780	148	11	patterns	pattern	NOUN
ajst-21780	148	12	allows	allow	VERB
ajst-21780	148	13	systems	system	NOUN
ajst-21780	148	14	to	to	PART
ajst-21780	148	15	respond	respond	VERB
ajst-21780	148	16	in	in	ADP
ajst-21780	148	17	real	real	ADJ
ajst-21780	148	18	-	-	PUNCT
ajst-21780	148	19	time	time	NOUN
ajst-21780	148	20	to	to	ADP
ajst-21780	148	21	changes	change	NOUN
ajst-21780	148	22	in	in	ADP
ajst-21780	148	23	complex	complex	ADJ
ajst-21780	148	24	environments	environment	NOUN
ajst-21780	148	25	,	,	PUNCT
ajst-21780	148	26	enhancing	enhance	VERB
ajst-21780	148	27	overall	overall	ADJ
ajst-21780	148	28	efficiency	efficiency	NOUN
ajst-21780	148	29	and	and	CCONJ
ajst-21780	148	30	highlighting	highlight	VERB
ajst-21780	148	31	the	the	DET
ajst-21780	148	32	practical	practical	ADJ
ajst-21780	148	33	value	value	NOUN
ajst-21780	148	34	of	of	ADP
ajst-21780	148	35	complex	complex	ADJ
ajst-21780	148	36	system	system	NOUN
ajst-21780	148	37	control	control	NOUN
ajst-21780	148	38	theory	theory	NOUN
ajst-21780	148	39	in	in	ADP
ajst-21780	148	40	addressing	address	VERB
ajst-21780	148	41	system	system	NOUN
ajst-21780	148	42	complexity	complexity	NOUN
ajst-21780	148	43	issues	issue	NOUN
ajst-21780	148	44	.	.	PUNCT
ajst-21780	149	1	complex	complex	ADJ
ajst-21780	149	2	adaptive	adaptive	ADJ
ajst-21780	149	3	frameworks	framework	NOUN
ajst-21780	149	4	for	for	ADP
ajst-21780	149	5	elastic	elastic	ADJ
ajst-21780	149	6	computing	computing	NOUN
ajst-21780	149	7	and	and	CCONJ
ajst-21780	149	8	service	service	NOUN
ajst-21780	149	9	orchestration	orchestration	NOUN
ajst-21780	149	10	.	.	PUNCT
ajst-21780	150	1	drawing	draw	VERB
ajst-21780	150	2	from	from	ADP
ajst-21780	150	3	complex	complex	ADJ
ajst-21780	150	4	adaptive	adaptive	ADJ
ajst-21780	150	5	system	system	NOUN
ajst-21780	150	6	theory	theory	NOUN
ajst-21780	150	7	,	,	PUNCT
ajst-21780	150	8	a	a	DET
ajst-21780	150	9	self	self	NOUN
ajst-21780	150	10	-	-	PUNCT
ajst-21780	150	11	organizing	organize	VERB
ajst-21780	150	12	,	,	PUNCT
ajst-21780	150	13	adaptive	adaptive	ADJ
ajst-21780	150	14	framework	framework	NOUN
ajst-21780	150	15	for	for	ADP
ajst-21780	150	16	elastic	elastic	ADJ
ajst-21780	150	17	computing	computing	NOUN
ajst-21780	150	18	and	and	CCONJ
ajst-21780	150	19	service	service	NOUN
ajst-21780	150	20	orchestration	orchestration	NOUN
ajst-21780	150	21	is	be	AUX
ajst-21780	150	22	constructed	construct	VERB
ajst-21780	150	23	.	.	PUNCT
ajst-21780	151	1	the	the	DET
ajst-21780	151	2	application	application	NOUN
ajst-21780	151	3	of	of	ADP
ajst-21780	151	4	multi	multi	ADJ
ajst-21780	151	5	-	-	ADJ
ajst-21780	151	6	objective	objective	ADJ
ajst-21780	151	7	optimization	optimization	NOUN
ajst-21780	151	8	and	and	CCONJ
ajst-21780	151	9	multilayered	multilayered	ADJ
ajst-21780	151	10	decision	decision	NOUN
ajst-21780	151	11	-	-	PUNCT
ajst-21780	151	12	making	making	NOUN
ajst-21780	151	13	ensures	ensure	VERB
ajst-21780	151	14	flexibility	flexibility	NOUN
ajst-21780	151	15	and	and	CCONJ
ajst-21780	151	16	efficiency	efficiency	NOUN
ajst-21780	151	17	in	in	ADP
ajst-21780	151	18	response	response	NOUN
ajst-21780	151	19	to	to	ADP
ajst-21780	151	20	changing	change	VERB
ajst-21780	151	21	demands	demand	NOUN
ajst-21780	151	22	and	and	CCONJ
ajst-21780	151	23	workloads	workload	NOUN
ajst-21780	151	24	,	,	PUNCT
ajst-21780	151	25	validating	validate	VERB
ajst-21780	151	26	the	the	DET
ajst-21780	151	27	foresight	foresight	NOUN
ajst-21780	151	28	and	and	CCONJ
ajst-21780	151	29	effectiveness	effectiveness	NOUN
ajst-21780	151	30	of	of	ADP
ajst-21780	151	31	complex	complex	ADJ
ajst-21780	151	32	adaptive	adaptive	ADJ
ajst-21780	151	33	system	system	NOUN
ajst-21780	151	34	theory	theory	NOUN
ajst-21780	151	35	in	in	ADP
ajst-21780	151	36	large	large	ADJ
ajst-21780	151	37	-	-	PUNCT
ajst-21780	151	38	scale	scale	NOUN
ajst-21780	151	39	system	system	NOUN
ajst-21780	151	40	architecture	architecture	NOUN
ajst-21780	151	41	design	design	NOUN
ajst-21780	151	42	.	.	PUNCT
ajst-21780	152	1	comprehensive	comprehensive	ADJ
ajst-21780	152	2	performance	performance	NOUN
ajst-21780	152	3	monitoring	monitoring	NOUN
ajst-21780	152	4	and	and	CCONJ
ajst-21780	152	5	diagnostics	diagnostic	NOUN
ajst-21780	152	6	driven	drive	VERB
ajst-21780	152	7	by	by	ADP
ajst-21780	152	8	complex	complex	ADJ
ajst-21780	152	9	system	system	NOUN
ajst-21780	152	10	observation	observation	NOUN
ajst-21780	152	11	theory	theory	NOUN
ajst-21780	152	12	.	.	PUNCT
ajst-21780	153	1	a	a	DET
ajst-21780	153	2	comprehensive	comprehensive	ADJ
ajst-21780	153	3	performance	performance	NOUN
ajst-21780	153	4	monitoring	monitoring	NOUN
ajst-21780	153	5	system	system	NOUN
ajst-21780	153	6	based	base	VERB
ajst-21780	153	7	on	on	ADP
ajst-21780	153	8	complex	complex	ADJ
ajst-21780	153	9	system	system	NOUN
ajst-21780	153	10	observation	observation	NOUN
ajst-21780	153	11	theory	theory	NOUN
ajst-21780	153	12	is	be	AUX
ajst-21780	153	13	constructed	construct	VERB
ajst-21780	153	14	to	to	PART
ajst-21780	153	15	uncover	uncover	VERB
ajst-21780	153	16	performance	performance	NOUN
ajst-21780	153	17	bottlenecks	bottleneck	NOUN
ajst-21780	153	18	hidden	hide	VERB
ajst-21780	153	19	behind	behind	ADP
ajst-21780	153	20	complex	complex	ADJ
ajst-21780	153	21	interactions	interaction	NOUN
ajst-21780	153	22	.	.	PUNCT
ajst-21780	154	1	the	the	DET
ajst-21780	154	2	significant	significant	ADJ
ajst-21780	154	3	role	role	NOUN
ajst-21780	154	4	of	of	ADP
ajst-21780	154	5	complex	complex	ADJ
ajst-21780	154	6	network	network	NOUN
ajst-21780	154	7	dynamics	dynamic	NOUN
ajst-21780	154	8	is	be	AUX
ajst-21780	154	9	evident	evident	ADJ
ajst-21780	154	10	in	in	ADP
ajst-21780	154	11	both	both	PRON
ajst-21780	154	12	performance	performance	NOUN
ajst-21780	154	13	anomaly	anomaly	NOUN
ajst-21780	154	14	detection	detection	NOUN
ajst-21780	154	15	and	and	CCONJ
ajst-21780	154	16	root	root	NOUN
ajst-21780	154	17	cause	cause	NOUN
ajst-21780	154	18	analysis	analysis	NOUN
ajst-21780	154	19	.	.	PUNCT
ajst-21780	155	1	optimization	optimization	NOUN
ajst-21780	155	2	of	of	ADP
ajst-21780	155	3	asynchronous	asynchronous	ADJ
ajst-21780	155	4	communication	communication	NOUN
ajst-21780	155	5	and	and	CCONJ
ajst-21780	155	6	task	task	NOUN
ajst-21780	155	7	scheduling	scheduling	NOUN
ajst-21780	155	8	guided	guide	VERB
ajst-21780	155	9	by	by	ADP
ajst-21780	155	10	network	network	NOUN
ajst-21780	155	11	flow	flow	NOUN
ajst-21780	155	12	theory	theory	NOUN
ajst-21780	155	13	.	.	PUNCT
ajst-21780	156	1	viewing	view	VERB
ajst-21780	156	2	system	system	NOUN
ajst-21780	156	3	communication	communication	NOUN
ajst-21780	156	4	as	as	ADP
ajst-21780	156	5	information	information	NOUN
ajst-21780	156	6	flow	flow	NOUN
ajst-21780	156	7	on	on	ADP
ajst-21780	156	8	complex	complex	ADJ
ajst-21780	156	9	networks	network	NOUN
ajst-21780	156	10	and	and	CCONJ
ajst-21780	156	11	applying	apply	VERB
ajst-21780	156	12	network	network	NOUN
ajst-21780	156	13	flow	flow	NOUN
ajst-21780	156	14	theory	theory	NOUN
ajst-21780	156	15	to	to	PART
ajst-21780	156	16	optimize	optimize	VERB
ajst-21780	156	17	task	task	NOUN
ajst-21780	156	18	scheduling	scheduling	NOUN
ajst-21780	156	19	and	and	CCONJ
ajst-21780	156	20	communication	communication	NOUN
ajst-21780	156	21	patterns	pattern	NOUN
ajst-21780	156	22	effectively	effectively	ADV
ajst-21780	156	23	enhances	enhance	VERB
ajst-21780	156	24	overall	overall	ADJ
ajst-21780	156	25	system	system	NOUN
ajst-21780	156	26	performance	performance	NOUN
ajst-21780	156	27	.	.	PUNCT
ajst-21780	157	1	collaborative	collaborative	ADJ
ajst-21780	157	2	optimization	optimization	NOUN
ajst-21780	157	3	framework	framework	NOUN
ajst-21780	157	4	inspired	inspire	VERB
ajst-21780	157	5	by	by	ADP
ajst-21780	157	6	complex	complex	ADJ
ajst-21780	157	7	system	system	NOUN
ajst-21780	157	8	design	design	NOUN
ajst-21780	157	9	principles	principle	NOUN
ajst-21780	157	10	.	.	PUNCT
ajst-21780	158	1	proposing	propose	VERB
ajst-21780	158	2	a	a	DET
ajst-21780	158	3	multi	multi	ADJ
ajst-21780	158	4	-	-	ADJ
ajst-21780	158	5	layered	layered	ADJ
ajst-21780	158	6	,	,	PUNCT
ajst-21780	158	7	multi	multi	ADJ
ajst-21780	158	8	-	-	ADJ
ajst-21780	158	9	granularity	granularity	NOUN
ajst-21780	158	10	framework	framework	NOUN
ajst-21780	158	11	for	for	ADP
ajst-21780	158	12	software	software	NOUN
ajst-21780	158	13	-	-	PUNCT
ajst-21780	158	14	hardware	hardware	NOUN
ajst-21780	158	15	collaborative	collaborative	ADJ
ajst-21780	158	16	optimization	optimization	NOUN
ajst-21780	158	17	achieves	achieve	VERB
ajst-21780	158	18	a	a	DET
ajst-21780	158	19	deep	deep	ADJ
ajst-21780	158	20	integration	integration	NOUN
ajst-21780	158	21	of	of	ADP
ajst-21780	158	22	energy	energy	NOUN
ajst-21780	158	23	efficiency	efficiency	NOUN
ajst-21780	158	24	optimization	optimization	NOUN
ajst-21780	158	25	and	and	CCONJ
ajst-21780	158	26	fault	fault	VERB
ajst-21780	158	27	recovery	recovery	NOUN
ajst-21780	158	28	strategies	strategy	NOUN
ajst-21780	158	29	.	.	PUNCT
ajst-21780	159	1	this	this	DET
ajst-21780	159	2	practice	practice	NOUN
ajst-21780	159	3	demonstrates	demonstrate	VERB
ajst-21780	159	4	the	the	DET
ajst-21780	159	5	unique	unique	ADJ
ajst-21780	159	6	advantages	advantage	NOUN
ajst-21780	159	7	of	of	ADP
ajst-21780	159	8	complex	complex	ADJ
ajst-21780	159	9	system	system	NOUN
ajst-21780	159	10	design	design	NOUN
ajst-21780	159	11	principles	principle	NOUN
ajst-21780	159	12	in	in	ADP
ajst-21780	159	13	addressing	address	VERB
ajst-21780	159	14	the	the	DET
ajst-21780	159	15	dual	dual	ADJ
ajst-21780	159	16	challenges	challenge	NOUN
ajst-21780	159	17	of	of	ADP
ajst-21780	159	18	system	system	NOUN
ajst-21780	159	19	performance	performance	NOUN
ajst-21780	159	20	and	and	CCONJ
ajst-21780	159	21	reliability	reliability	NOUN
ajst-21780	159	22	.	.	PUNCT
ajst-21780	160	1	the	the	DET
ajst-21780	160	2	deep	deep	ADJ
ajst-21780	160	3	integration	integration	NOUN
ajst-21780	160	4	of	of	ADP
ajst-21780	160	5	complexity	complexity	NOUN
ajst-21780	160	6	science	science	NOUN
ajst-21780	160	7	and	and	CCONJ
ajst-21780	160	8	information	information	NOUN
ajst-21780	160	9	technology	technology	NOUN
ajst-21780	160	10	will	will	AUX
ajst-21780	160	11	play	play	VERB
ajst-21780	160	12	a	a	DET
ajst-21780	160	13	crucial	crucial	ADJ
ajst-21780	160	14	role	role	NOUN
ajst-21780	160	15	in	in	ADP
ajst-21780	160	16	addressing	address	VERB
ajst-21780	160	17	emerging	emerge	VERB
ajst-21780	160	18	technology	technology	NOUN
ajst-21780	160	19	scenarios	scenario	NOUN
ajst-21780	160	20	and	and	CCONJ
ajst-21780	160	21	complex	complex	ADJ
ajst-21780	160	22	societal	societal	ADJ
ajst-21780	160	23	issues	issue	NOUN
ajst-21780	160	24	,	,	PUNCT
ajst-21780	160	25	advancing	advance	VERB
ajst-21780	160	26	research	research	NOUN
ajst-21780	160	27	on	on	ADP
ajst-21780	160	28	large	large	ADJ
ajst-21780	160	29	-	-	PUNCT
ajst-21780	160	30	scale	scale	NOUN
ajst-21780	160	31	system	system	NOUN
ajst-21780	160	32	architecture	architecture	NOUN
ajst-21780	160	33	complexity	complexity	NOUN
ajst-21780	160	34	,	,	PUNCT
ajst-21780	160	35	and	and	CCONJ
ajst-21780	160	36	providing	provide	VERB
ajst-21780	160	37	theoretical	theoretical	ADJ
ajst-21780	160	38	support	support	NOUN
ajst-21780	160	39	and	and	CCONJ
ajst-21780	160	40	practical	practical	ADJ
ajst-21780	160	41	guidance	guidance	NOUN
ajst-21780	160	42	for	for	ADP
ajst-21780	160	43	building	build	VERB
ajst-21780	160	44	efficient	efficient	ADJ
ajst-21780	160	45	,	,	PUNCT
ajst-21780	160	46	stable	stable	ADJ
ajst-21780	160	47	,	,	PUNCT
ajst-21780	160	48	secure	secure	ADJ
ajst-21780	160	49	,	,	PUNCT
ajst-21780	160	50	and	and	CCONJ
ajst-21780	160	51	ethical	ethical	ADJ
ajst-21780	160	52	large	large	ADJ
ajst-21780	160	53	-	-	PUNCT
ajst-21780	160	54	scale	scale	NOUN
ajst-21780	160	55	system	system	NOUN
ajst-21780	160	56	architectures	architecture	NOUN
ajst-21780	160	57	in	in	ADP
ajst-21780	160	58	the	the	DET
ajst-21780	160	59	future	future	NOUN
ajst-21780	160	60	.	.	PUNCT
ajst-21780	161	1	references	reference	NOUN
ajst-21780	161	2	[	[	X
ajst-21780	161	3	1	1	NUM
ajst-21780	161	4	]	]	X
ajst-21780	161	5	y.	y.	NOUN
ajst-21780	161	6	zatuliveter	zatuliveter	PROPN
ajst-21780	161	7	and	and	CCONJ
ajst-21780	161	8	e.	e.	PROPN
ajst-21780	161	9	fishchenko	fishchenko	PROPN
ajst-21780	161	10	,	,	PUNCT
ajst-21780	161	11	"	"	PUNCT
ajst-21780	161	12	towards	towards	ADP
ajst-21780	161	13	the	the	DET
ajst-21780	161	14	bicentric	bicentric	ADJ
ajst-21780	161	15	architecture	architecture	NOUN
ajst-21780	161	16	of	of	ADP
ajst-21780	161	17	cybernetic	cybernetic	ADJ
ajst-21780	161	18	models	model	NOUN
ajst-21780	161	19	of	of	ADP
ajst-21780	161	20	sustainable	sustainable	ADJ
ajst-21780	161	21	development	development	NOUN
ajst-21780	161	22	of	of	ADP
ajst-21780	161	23	large	large	ADJ
ajst-21780	161	24	-	-	PUNCT
ajst-21780	161	25	scale	scale	NOUN
ajst-21780	161	26	systems	system	NOUN
ajst-21780	161	27	,	,	PUNCT
ajst-21780	161	28	"	"	PUNCT
ajst-21780	161	29	2021	2021	NUM
ajst-21780	161	30	14th	14th	ADJ
ajst-21780	161	31	international	international	ADJ
ajst-21780	161	32	conference	conference	NOUN
ajst-21780	161	33	management	management	NOUN
ajst-21780	161	34	of	of	ADP
ajst-21780	161	35	large	large	ADJ
ajst-21780	161	36	-	-	PUNCT
ajst-21780	161	37	scale	scale	NOUN
ajst-21780	161	38	system	system	NOUN
ajst-21780	161	39	development	development	NOUN
ajst-21780	161	40	(	(	PUNCT
ajst-21780	161	41	mlsd	mlsd	PROPN
ajst-21780	161	42	)	)	PUNCT
ajst-21780	161	43	,	,	PUNCT
ajst-21780	161	44	moscow	moscow	PROPN
ajst-21780	161	45	,	,	PUNCT
ajst-21780	161	46	russian	russian	ADJ
ajst-21780	161	47	federation	federation	PROPN
ajst-21780	161	48	,	,	PUNCT
ajst-21780	161	49	2021	2021	NUM
ajst-21780	161	50	,	,	PUNCT
ajst-21780	161	51	pp	pp	ADJ
ajst-21780	161	52	.	.	PUNCT
ajst-21780	162	1	1	1	NUM
ajst-21780	162	2	-	-	SYM
ajst-21780	162	3	5	5	NUM
ajst-21780	162	4	.	.	PUNCT
ajst-21780	163	1	[	[	X
ajst-21780	163	2	2	2	NUM
ajst-21780	163	3	]	]	PUNCT
ajst-21780	163	4	x.	x.	NOUN
ajst-21780	163	5	tian	tian	PROPN
ajst-21780	163	6	,	,	PUNCT
ajst-21780	163	7	j.	j.	PROPN
ajst-21780	163	8	wang	wang	PROPN
ajst-21780	163	9	,	,	PUNCT
ajst-21780	163	10	m.	m.	NOUN
ajst-21780	163	11	ai	ai	PROPN
ajst-21780	163	12	,	,	PUNCT
ajst-21780	163	13	b.	b.	PROPN
ajst-21780	163	14	zhang	zhang	PROPN
ajst-21780	163	15	,	,	PUNCT
ajst-21780	163	16	z.	z.	PROPN
ajst-21780	163	17	wang	wang	PROPN
ajst-21780	163	18	and	and	CCONJ
ajst-21780	163	19	j.	j.	PROPN
ajst-21780	163	20	sheng	sheng	PROPN
ajst-21780	163	21	,	,	PUNCT
ajst-21780	163	22	"	"	PUNCT
ajst-21780	163	23	system	system	NOUN
ajst-21780	163	24	architecture	architecture	NOUN
ajst-21780	163	25	analysis	analysis	NOUN
ajst-21780	163	26	of	of	ADP
ajst-21780	163	27	cooperative	cooperative	ADJ
ajst-21780	163	28	control	control	NOUN
ajst-21780	163	29	for	for	ADP
ajst-21780	163	30	large	large	ADJ
ajst-21780	163	31	-	-	PUNCT
ajst-21780	163	32	scale	scale	NOUN
ajst-21780	163	33	all	all	PRON
ajst-21780	163	34	-	-	PUNCT
ajst-21780	163	35	dc	dc	PROPN
ajst-21780	163	36	wind	wind	NOUN
ajst-21780	163	37	power	power	NOUN
ajst-21780	163	38	plant	plant	NOUN
ajst-21780	163	39	clusters	cluster	NOUN
ajst-21780	163	40	,	,	PUNCT
ajst-21780	163	41	"	"	PUNCT
ajst-21780	163	42	2023	2023	NUM
ajst-21780	163	43	ieee	ieee	NOUN
ajst-21780	163	44	2nd	2nd	PROPN
ajst-21780	163	45	international	international	ADJ
ajst-21780	163	46	power	power	NOUN
ajst-21780	163	47	electronics	electronic	NOUN
ajst-21780	163	48	and	and	CCONJ
ajst-21780	163	49	application	application	NOUN
ajst-21780	163	50	symposium	symposium	NOUN
ajst-21780	163	51	(	(	PUNCT
ajst-21780	163	52	peas	peas	PROPN
ajst-21780	163	53	)	)	PUNCT
ajst-21780	163	54	,	,	PUNCT
ajst-21780	163	55	guangzhou	guangzhou	PROPN
ajst-21780	163	56	,	,	PUNCT
ajst-21780	163	57	china	china	PROPN
ajst-21780	163	58	,	,	PUNCT
ajst-21780	163	59	2023	2023	NUM
ajst-21780	163	60	,	,	PUNCT
ajst-21780	163	61	pp	pp	ADJ
ajst-21780	163	62	.	.	PUNCT
ajst-21780	164	1	2590	2590	NUM
ajst-21780	164	2	-	-	SYM
ajst-21780	164	3	2595	2595	NUM
ajst-21780	164	4	.	.	PUNCT
ajst-21780	165	1	[	[	X
ajst-21780	165	2	3	3	X
ajst-21780	165	3	]	]	X
ajst-21780	165	4	s.	s.	PROPN
ajst-21780	165	5	gamboa	gamboa	PROPN
ajst-21780	165	6	and	and	CCONJ
ajst-21780	165	7	e.	e.	PROPN
ajst-21780	165	8	orduña	orduña	PROPN
ajst-21780	165	9	,	,	PUNCT
ajst-21780	165	10	"	"	PUNCT
ajst-21780	165	11	hierarchically	hierarchically	ADV
ajst-21780	165	12	distributed	distribute	VERB
ajst-21780	165	13	architecture	architecture	NOUN
ajst-21780	165	14	for	for	ADP
ajst-21780	165	15	large	large	ADJ
ajst-21780	165	16	-	-	PUNCT
ajst-21780	165	17	scale	scale	NOUN
ajst-21780	165	18	integrated	integrate	VERB
ajst-21780	165	19	wampac	wampac	ADJ
ajst-21780	165	20	system	system	NOUN
ajst-21780	165	21	,	,	PUNCT
ajst-21780	165	22	"	"	PUNCT
ajst-21780	165	23	2015	2015	NUM
ajst-21780	165	24	international	international	ADJ
ajst-21780	165	25	conference	conference	NOUN
ajst-21780	165	26	on	on	ADP
ajst-21780	165	27	electronics	electronic	NOUN
ajst-21780	165	28	,	,	PUNCT
ajst-21780	165	29	communications	communication	NOUN
ajst-21780	165	30	and	and	CCONJ
ajst-21780	165	31	computers	computer	NOUN
ajst-21780	165	32	(	(	PUNCT
ajst-21780	165	33	conielecomp	conielecomp	NOUN
ajst-21780	165	34	)	)	PUNCT
ajst-21780	165	35	,	,	PUNCT
ajst-21780	165	36	cholula	cholula	PROPN
ajst-21780	165	37	,	,	PUNCT
ajst-21780	165	38	mexico	mexico	PROPN
ajst-21780	165	39	,	,	PUNCT
ajst-21780	165	40	2015	2015	NUM
ajst-21780	165	41	,	,	PUNCT
ajst-21780	165	42	pp	pp	ADJ
ajst-21780	165	43	.	.	PUNCT
ajst-21780	166	1	16	16	NUM
ajst-21780	166	2	-	-	SYM
ajst-21780	166	3	20	20	NUM
ajst-21780	166	4	.	.	PUNCT
ajst-21780	167	1	[	[	X
ajst-21780	167	2	4	4	X
ajst-21780	167	3	]	]	X
ajst-21780	167	4	catherine	catherine	PROPN
ajst-21780	167	5	plaisant	plaisant	PROPN
ajst-21780	167	6	,	,	PUNCT
ajst-21780	167	7	ben	ben	PROPN
ajst-21780	167	8	shneiderman	shneiderman	PROPN
ajst-21780	167	9	,	,	PUNCT
ajst-21780	167	10	khoa	khoa	NOUN
ajst-21780	167	11	doan	doan	NOUN
ajst-21780	167	12	,	,	PUNCT
ajst-21780	167	13	and	and	CCONJ
ajst-21780	167	14	tom	tom	PROPN
ajst-21780	167	15	bruns	bruns	PROPN
ajst-21780	167	16	.	.	PUNCT
ajst-21780	167	17	1999	1999	NUM
ajst-21780	167	18	.	.	PUNCT
ajst-21780	167	19	interface	interface	NOUN
ajst-21780	167	20	and	and	CCONJ
ajst-21780	167	21	data	datum	NOUN
ajst-21780	167	22	architecture	architecture	NOUN
ajst-21780	167	23	for	for	ADP
ajst-21780	167	24	query	query	NOUN
ajst-21780	167	25	preview	preview	NOUN
ajst-21780	167	26	in	in	ADP
ajst-21780	167	27	networked	networked	ADJ
ajst-21780	167	28	information	information	NOUN
ajst-21780	167	29	systems	system	NOUN
ajst-21780	167	30	.	.	PUNCT
ajst-21780	168	1	acm	acm	PROPN
ajst-21780	168	2	trans	trans	PROPN
ajst-21780	168	3	.	.	PROPN
ajst-21780	168	4	inf	inf	PROPN
ajst-21780	168	5	.	.	PUNCT
ajst-21780	168	6	syst	syst	PROPN
ajst-21780	168	7	.	.	PUNCT
ajst-21780	169	1	17	17	NUM
ajst-21780	169	2	,	,	PUNCT
ajst-21780	169	3	3	3	NUM
ajst-21780	169	4	(	(	PUNCT
ajst-21780	169	5	july	july	PROPN
ajst-21780	169	6	1999	1999	NUM
ajst-21780	169	7	)	)	PUNCT
ajst-21780	169	8	,	,	PUNCT
ajst-21780	170	1	320–341	320–341	NUM
ajst-21780	170	2	.	.	PUNCT
ajst-21780	171	1	[	[	X
ajst-21780	171	2	5	5	NUM
ajst-21780	171	3	]	]	PUNCT
ajst-21780	171	4	irwin	irwin	PROPN
ajst-21780	171	5	king	king	PROPN
ajst-21780	171	6	,	,	PUNCT
ajst-21780	171	7	cheuk	cheuk	NOUN
ajst-21780	171	8	hang	hang	PROPN
ajst-21780	171	9	ng	ng	PROPN
ajst-21780	171	10	,	,	PUNCT
ajst-21780	171	11	and	and	CCONJ
ajst-21780	171	12	ka	ka	PROPN
ajst-21780	171	13	cheung	cheung	PROPN
ajst-21780	171	14	sia	sia	PROPN
ajst-21780	171	15	.	.	PROPN
ajst-21780	171	16	2004	2004	NUM
ajst-21780	171	17	.	.	PUNCT
ajst-21780	172	1	distributed	distribute	VERB
ajst-21780	172	2	content	content	NOUN
ajst-21780	172	3	-	-	PUNCT
ajst-21780	172	4	based	base	VERB
ajst-21780	172	5	visual	visual	ADJ
ajst-21780	172	6	information	information	NOUN
ajst-21780	172	7	retrieval	retrieval	NOUN
ajst-21780	172	8	system	system	NOUN
ajst-21780	172	9	on	on	ADP
ajst-21780	172	10	peer	peer	NOUN
ajst-21780	172	11	-	-	PUNCT
ajst-21780	172	12	to	to	ADP
ajst-21780	172	13	-	-	PUNCT
ajst-21780	172	14	peer	peer	NOUN
ajst-21780	172	15	networks	network	NOUN
ajst-21780	172	16	.	.	PUNCT
ajst-21780	173	1	acm	acm	PROPN
ajst-21780	173	2	trans	trans	PROPN
ajst-21780	173	3	.	.	PROPN
ajst-21780	173	4	inf	inf	PROPN
ajst-21780	173	5	.	.	PUNCT
ajst-21780	173	6	syst	syst	PROPN
ajst-21780	173	7	.	.	PUNCT
ajst-21780	174	1	22	22	NUM
ajst-21780	174	2	,	,	PUNCT
ajst-21780	174	3	3	3	NUM
ajst-21780	174	4	(	(	PUNCT
ajst-21780	174	5	july	july	PROPN
ajst-21780	174	6	2004	2004	NUM
ajst-21780	174	7	)	)	PUNCT
ajst-21780	174	8	,	,	PUNCT
ajst-21780	175	1	477–501	477–501	NUM
ajst-21780	175	2	.	.	PUNCT