id	sid	tid	token	lemma	pos
cana-298	1	1	communications	communication	NOUN
cana-298	1	2	on	on	ADP
cana-298	1	3	applied	apply	VERB
cana-298	1	4	nonlinear	nonlinear	ADJ
cana-298	1	5	analysis	analysis	NOUN
cana-298	1	6	issn	issn	NOUN
cana-298	1	7	:	:	PUNCT
cana-298	1	8	1074	1074	NUM
cana-298	1	9	-	-	PUNCT
cana-298	1	10	133x	133x	NUM
cana-298	1	11	vol	vol	NOUN
cana-298	1	12	31	31	NUM
cana-298	1	13	no	no	NOUN
cana-298	1	14	.	.	NOUN
cana-298	1	15	1	1	NUM
cana-298	1	16	(	(	PUNCT
cana-298	1	17	2024	2024	NUM
cana-298	1	18	)	)	PUNCT
cana-298	1	19	34	34	NUM
cana-298	1	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-298	1	21	innovations	innovation	NOUN
cana-298	1	22	in	in	ADP
cana-298	1	23	computational	computational	ADJ
cana-298	1	24	approaches	approach	NOUN
cana-298	1	25	for	for	ADP
cana-298	1	26	nonlinear	nonlinear	ADJ
cana-298	1	27	problems	problem	NOUN
cana-298	1	28	and	and	CCONJ
cana-298	1	29	complex	complex	ADJ
cana-298	1	30	system	system	NOUN
cana-298	1	31	simulations	simulation	NOUN
cana-298	1	32	shritika	shritika	NOUN
cana-298	1	33	waykar¹	waykar¹	PROPN
cana-298	1	34	,	,	PUNCT
cana-298	1	35	tejaswini	tejaswini	NOUN
cana-298	1	36	patil²	patil²	PROPN
cana-298	1	37	,	,	PUNCT
cana-298	1	38	akanksha	akanksha	PROPN
cana-298	1	39	kulkarni³	kulkarni³	PROPN
cana-298	1	40	,	,	PUNCT
cana-298	1	41	maheshwari	maheshwari	PROPN
cana-298	1	42	chittampalli⁴	chittampalli⁴	PROPN
cana-298	1	43	,	,	PUNCT
cana-298	1	44	shraddha	shraddha	PROPN
cana-298	1	45	kalsekar⁵	kalsekar⁵	PROPN
cana-298	1	46	,	,	PUNCT
cana-298	1	47	abhilasha	abhilasha	PROPN
cana-298	1	48	bhagat⁶	bhagat⁶	NOUN
cana-298	1	49	1,2,3,4,5	1,2,3,4,5	NUM
cana-298	1	50	assistant	assistant	NOUN
cana-298	1	51	professor	professor	NOUN
cana-298	1	52	,	,	PUNCT
cana-298	1	53	department	department	NOUN
cana-298	1	54	of	of	ADP
cana-298	1	55	computer	computer	NOUN
cana-298	1	56	engineering	engineering	NOUN
cana-298	1	57	,	,	PUNCT
cana-298	1	58	dr	dr	PROPN
cana-298	1	59	.	.	PROPN
cana-298	1	60	d.	d.	PROPN
cana-298	1	61	y.	y.	PROPN
cana-298	1	62	patil	patil	PROPN
cana-298	1	63	institute	institute	PROPN
cana-298	1	64	of	of	ADP
cana-298	1	65	engineering	engineering	PROPN
cana-298	1	66	,	,	PUNCT
cana-298	1	67	management	management	NOUN
cana-298	1	68	and	and	CCONJ
cana-298	1	69	research	research	NOUN
cana-298	1	70	,	,	PUNCT
cana-298	1	71	pune	pune	NOUN
cana-298	1	72	,	,	PUNCT
cana-298	1	73	maharashtra	maharashtra	PROPN
cana-298	1	74	,	,	PUNCT
cana-298	1	75	india	india	PROPN
cana-298	1	76	.	.	PUNCT
cana-298	2	1	6assistant	6assistant	NUM
cana-298	2	2	professor	professor	NOUN
cana-298	2	3	,	,	PUNCT
cana-298	2	4	department	department	NOUN
cana-298	2	5	of	of	ADP
cana-298	2	6	artificial	artificial	ADJ
cana-298	2	7	intelligence	intelligence	NOUN
cana-298	2	8	and	and	CCONJ
cana-298	2	9	data	datum	NOUN
cana-298	2	10	science	science	PROPN
cana-298	2	11	,	,	PUNCT
cana-298	2	12	dr	dr	PROPN
cana-298	2	13	.	.	PROPN
cana-298	2	14	d.	d.	PROPN
cana-298	2	15	y.	y.	PROPN
cana-298	2	16	patil	patil	PROPN
cana-298	2	17	institute	institute	PROPN
cana-298	2	18	of	of	ADP
cana-298	2	19	engineering	engineering	PROPN
cana-298	2	20	,	,	PUNCT
cana-298	2	21	management	management	NOUN
cana-298	2	22	and	and	CCONJ
cana-298	2	23	research	research	NOUN
cana-298	2	24	,	,	PUNCT
cana-298	2	25	pune	pune	NOUN
cana-298	2	26	,	,	PUNCT
cana-298	2	27	maharashtra	maharashtra	PROPN
cana-298	2	28	,	,	PUNCT
cana-298	2	29	india	india	PROPN
cana-298	2	30	.	.	PUNCT
cana-298	2	31	1sbwayker91@gmail.com	1sbwayker91@gmail.com	PROPN
cana-298	2	32	,	,	PUNCT
cana-298	2	33	2tejaswini27patil@gmail.com	2tejaswini27patil@gmail.com	NUM
cana-298	2	34	,	,	PUNCT
cana-298	2	35	3akankshajkulkarni@gmail.com	3akankshajkulkarni@gmail.com	NUM
cana-298	2	36	,	,	PUNCT
cana-298	2	37	4gmpbmahi@gmail.com	4gmpbmahi@gmail.com	X
cana-298	2	38	,	,	PUNCT
cana-298	2	39	5shraddhakalsekar22@gmail.com	5shraddhakalsekar22@gmail.com	NUM
cana-298	2	40	,	,	PUNCT
cana-298	2	41	6abhilashabhagat04@gmail.com	6abhilashabhagat04@gmail.com	NUM
cana-298	2	42	article	article	NOUN
cana-298	2	43	history	history	NOUN
cana-298	2	44	:	:	PUNCT
cana-298	2	45	received	receive	VERB
cana-298	2	46	:	:	PUNCT
cana-298	2	47	02	02	NUM
cana-298	2	48	-	-	PUNCT
cana-298	2	49	09	09	NUM
cana-298	2	50	-	-	PUNCT
cana-298	2	51	2023	2023	NUM
cana-298	2	52	revised	revise	VERB
cana-298	2	53	:	:	PUNCT
cana-298	2	54	15	15	NUM
cana-298	2	55	-	-	SYM
cana-298	2	56	10	10	NUM
cana-298	2	57	-	-	PUNCT
cana-298	2	58	2023	2023	NUM
cana-298	2	59	accepted	accept	VERB
cana-298	2	60	:	:	PUNCT
cana-298	2	61	10	10	NUM
cana-298	2	62	-	-	SYM
cana-298	2	63	11	11	NUM
cana-298	2	64	-	-	SYM
cana-298	2	65	2023	2023	NUM
cana-298	2	66	abstract	abstract	NOUN
cana-298	2	67	:	:	PUNCT
cana-298	2	68	nonlinear	nonlinear	ADJ
cana-298	2	69	problem	problem	NOUN
cana-298	2	70	solving	solving	NOUN
cana-298	2	71	and	and	CCONJ
cana-298	2	72	complex	complex	ADJ
cana-298	2	73	system	system	NOUN
cana-298	2	74	simulation	simulation	NOUN
cana-298	2	75	have	have	AUX
cana-298	2	76	become	become	VERB
cana-298	2	77	critical	critical	ADJ
cana-298	2	78	issues	issue	NOUN
cana-298	2	79	in	in	ADP
cana-298	2	80	many	many	ADJ
cana-298	2	81	fields	field	NOUN
cana-298	2	82	of	of	ADP
cana-298	2	83	science	science	NOUN
cana-298	2	84	.	.	PUNCT
cana-298	3	1	the	the	DET
cana-298	3	2	development	development	NOUN
cana-298	3	3	of	of	ADP
cana-298	3	4	novel	novel	ADJ
cana-298	3	5	computational	computational	ADJ
cana-298	3	6	methods	method	NOUN
cana-298	3	7	is	be	AUX
cana-298	3	8	crucial	crucial	ADJ
cana-298	3	9	to	to	ADP
cana-298	3	10	understanding	understand	VERB
cana-298	3	11	these	these	DET
cana-298	3	12	complex	complex	ADJ
cana-298	3	13	systems	system	NOUN
cana-298	3	14	.	.	PUNCT
cana-298	4	1	in	in	ADP
cana-298	4	2	this	this	DET
cana-298	4	3	abstract	abstract	NOUN
cana-298	4	4	,	,	PUNCT
cana-298	4	5	we	we	PRON
cana-298	4	6	explore	explore	VERB
cana-298	4	7	the	the	DET
cana-298	4	8	dynamic	dynamic	ADJ
cana-298	4	9	landscape	landscape	NOUN
cana-298	4	10	of	of	ADP
cana-298	4	11	computational	computational	ADJ
cana-298	4	12	techniques	technique	NOUN
cana-298	4	13	,	,	PUNCT
cana-298	4	14	focusing	focus	VERB
cana-298	4	15	on	on	ADP
cana-298	4	16	their	their	PRON
cana-298	4	17	uses	use	NOUN
cana-298	4	18	in	in	ADP
cana-298	4	19	simulating	simulate	VERB
cana-298	4	20	complex	complex	ADJ
cana-298	4	21	systems	system	NOUN
cana-298	4	22	and	and	CCONJ
cana-298	4	23	tackling	tackle	VERB
cana-298	4	24	nonlinear	nonlinear	ADJ
cana-298	4	25	challenges	challenge	NOUN
cana-298	4	26	.	.	PUNCT
cana-298	5	1	creating	create	VERB
cana-298	5	2	complex	complex	ADJ
cana-298	5	3	algorithms	algorithm	NOUN
cana-298	5	4	that	that	PRON
cana-298	5	5	can	can	AUX
cana-298	5	6	deal	deal	VERB
cana-298	5	7	with	with	ADP
cana-298	5	8	nonlinearity	nonlinearity	NOUN
cana-298	5	9	,	,	PUNCT
cana-298	5	10	chaos	chaos	NOUN
cana-298	5	11	,	,	PUNCT
cana-298	5	12	and	and	CCONJ
cana-298	5	13	emergent	emergent	ADJ
cana-298	5	14	behaviours	behaviour	NOUN
cana-298	5	15	is	be	AUX
cana-298	5	16	where	where	SCONJ
cana-298	5	17	it	it	PRON
cana-298	5	18	's	be	AUX
cana-298	5	19	at	at	ADP
cana-298	5	20	.	.	PUNCT
cana-298	5	21	tools	tool	NOUN
cana-298	5	22	for	for	ADP
cana-298	5	23	modelling	modelling	NOUN
cana-298	5	24	and	and	CCONJ
cana-298	5	25	comprehending	comprehend	VERB
cana-298	5	26	such	such	ADJ
cana-298	5	27	complex	complex	ADJ
cana-298	5	28	systems	system	NOUN
cana-298	5	29	are	be	AUX
cana-298	5	30	few	few	ADJ
cana-298	5	31	,	,	PUNCT
cana-298	5	32	but	but	CCONJ
cana-298	5	33	machine	machine	NOUN
cana-298	5	34	learning	learning	NOUN
cana-298	5	35	,	,	PUNCT
cana-298	5	36	artificial	artificial	ADJ
cana-298	5	37	intelligence	intelligence	NOUN
cana-298	5	38	,	,	PUNCT
cana-298	5	39	and	and	CCONJ
cana-298	5	40	evolutionary	evolutionary	ADJ
cana-298	5	41	computation	computation	NOUN
cana-298	5	42	are	be	AUX
cana-298	5	43	at	at	ADP
cana-298	5	44	the	the	DET
cana-298	5	45	forefront	forefront	NOUN
cana-298	5	46	.	.	PUNCT
cana-298	6	1	the	the	DET
cana-298	6	2	way	way	NOUN
cana-298	6	3	problems	problem	NOUN
cana-298	6	4	are	be	AUX
cana-298	6	5	solved	solve	VERB
cana-298	6	6	has	have	AUX
cana-298	6	7	been	be	AUX
cana-298	6	8	completely	completely	ADV
cana-298	6	9	rethought	rethought	ADJ
cana-298	6	10	because	because	SCONJ
cana-298	6	11	of	of	ADP
cana-298	6	12	their	their	PRON
cana-298	6	13	nonlinearity	nonlinearity	NOUN
cana-298	6	14	-	-	PUNCT
cana-298	6	15	tolerance	tolerance	NOUN
cana-298	6	16	and	and	CCONJ
cana-298	6	17	ability	ability	NOUN
cana-298	6	18	to	to	PART
cana-298	6	19	operate	operate	VERB
cana-298	6	20	in	in	ADP
cana-298	6	21	high	high	ADJ
cana-298	6	22	-	-	PUNCT
cana-298	6	23	dimensional	dimensional	ADJ
cana-298	6	24	domains	domain	NOUN
cana-298	6	25	.	.	PUNCT
cana-298	7	1	in	in	ADP
cana-298	7	2	addition	addition	NOUN
cana-298	7	3	,	,	PUNCT
cana-298	7	4	novel	novel	ADJ
cana-298	7	5	opportunities	opportunity	NOUN
cana-298	7	6	have	have	AUX
cana-298	7	7	arisen	arise	VERB
cana-298	7	8	due	due	ADP
cana-298	7	9	to	to	ADP
cana-298	7	10	the	the	DET
cana-298	7	11	combination	combination	NOUN
cana-298	7	12	of	of	ADP
cana-298	7	13	classical	classical	ADJ
cana-298	7	14	mathematical	mathematical	ADJ
cana-298	7	15	models	model	NOUN
cana-298	7	16	with	with	ADP
cana-298	7	17	computer	computer	NOUN
cana-298	7	18	methods	method	NOUN
cana-298	7	19	.	.	PUNCT
cana-298	8	1	the	the	DET
cana-298	8	2	behaviour	behaviour	NOUN
cana-298	8	3	and	and	CCONJ
cana-298	8	4	emergent	emergent	ADJ
cana-298	8	5	features	feature	NOUN
cana-298	8	6	of	of	ADP
cana-298	8	7	complex	complex	ADJ
cana-298	8	8	systems	system	NOUN
cana-298	8	9	are	be	AUX
cana-298	8	10	best	well	ADV
cana-298	8	11	understood	understand	VERB
cana-298	8	12	by	by	ADP
cana-298	8	13	hybrid	hybrid	ADJ
cana-298	8	14	approaches	approach	NOUN
cana-298	8	15	that	that	PRON
cana-298	8	16	combine	combine	VERB
cana-298	8	17	differential	differential	ADJ
cana-298	8	18	equations	equation	NOUN
cana-298	8	19	,	,	PUNCT
cana-298	8	20	agent	agent	NOUN
cana-298	8	21	-	-	PUNCT
cana-298	8	22	based	base	VERB
cana-298	8	23	modelling	modelling	NOUN
cana-298	8	24	,	,	PUNCT
cana-298	8	25	and	and	CCONJ
cana-298	8	26	cellular	cellular	ADJ
cana-298	8	27	automata	automata	NOUN
cana-298	8	28	.	.	PUNCT
cana-298	9	1	these	these	DET
cana-298	9	2	techniques	technique	NOUN
cana-298	9	3	provide	provide	VERB
cana-298	9	4	a	a	DET
cana-298	9	5	fine	fine	ADV
cana-298	9	6	-	-	PUNCT
cana-298	9	7	grained	grain	VERB
cana-298	9	8	comprehension	comprehension	NOUN
cana-298	9	9	of	of	ADP
cana-298	9	10	component	component	NOUN
cana-298	9	11	interactions	interaction	NOUN
cana-298	9	12	,	,	PUNCT
cana-298	9	13	illuminating	illuminate	VERB
cana-298	9	14	emergent	emergent	ADJ
cana-298	9	15	events	event	NOUN
cana-298	9	16	.	.	PUNCT
cana-298	10	1	moreover	moreover	ADV
cana-298	10	2	,	,	PUNCT
cana-298	10	3	the	the	DET
cana-298	10	4	advent	advent	NOUN
cana-298	10	5	of	of	ADP
cana-298	10	6	high	high	ADJ
cana-298	10	7	-	-	PUNCT
cana-298	10	8	performance	performance	NOUN
cana-298	10	9	computing	computing	NOUN
cana-298	10	10	has	have	AUX
cana-298	10	11	substantially	substantially	ADV
cana-298	10	12	expanded	expand	VERB
cana-298	10	13	the	the	DET
cana-298	10	14	breadth	breadth	NOUN
cana-298	10	15	and	and	CCONJ
cana-298	10	16	resolution	resolution	NOUN
cana-298	10	17	of	of	ADP
cana-298	10	18	simulations	simulation	NOUN
cana-298	10	19	.	.	PUNCT
cana-298	11	1	scientists	scientist	NOUN
cana-298	11	2	are	be	AUX
cana-298	11	3	now	now	ADV
cana-298	11	4	able	able	ADJ
cana-298	11	5	to	to	PART
cana-298	11	6	probe	probe	VERB
cana-298	11	7	increasingly	increasingly	ADV
cana-298	11	8	complex	complex	ADJ
cana-298	11	9	systems	system	NOUN
cana-298	11	10	,	,	PUNCT
cana-298	11	11	shedding	shed	VERB
cana-298	11	12	light	light	NOUN
cana-298	11	13	on	on	ADP
cana-298	11	14	their	their	PRON
cana-298	11	15	dynamics	dynamic	NOUN
cana-298	11	16	and	and	CCONJ
cana-298	11	17	behaviours	behaviour	NOUN
cana-298	11	18	.	.	PUNCT
cana-298	12	1	computational	computational	ADJ
cana-298	12	2	capacities	capacity	NOUN
cana-298	12	3	have	have	AUX
cana-298	12	4	been	be	AUX
cana-298	12	5	vastly	vastly	ADV
cana-298	12	6	improved	improve	VERB
cana-298	12	7	by	by	ADP
cana-298	12	8	parallel	parallel	ADJ
cana-298	12	9	computing	computing	NOUN
cana-298	12	10	,	,	PUNCT
cana-298	12	11	distributed	distribute	VERB
cana-298	12	12	systems	system	NOUN
cana-298	12	13	,	,	PUNCT
cana-298	12	14	and	and	CCONJ
cana-298	12	15	cloud	cloud	NOUN
cana-298	12	16	computing	computing	NOUN
cana-298	12	17	infrastructures	infrastructure	NOUN
cana-298	12	18	,	,	PUNCT
cana-298	12	19	allowing	allow	VERB
cana-298	12	20	for	for	ADP
cana-298	12	21	the	the	DET
cana-298	12	22	study	study	NOUN
cana-298	12	23	of	of	ADP
cana-298	12	24	systems	system	NOUN
cana-298	12	25	that	that	PRON
cana-298	12	26	were	be	AUX
cana-298	12	27	once	once	ADV
cana-298	12	28	thought	think	VERB
cana-298	12	29	to	to	PART
cana-298	12	30	be	be	AUX
cana-298	12	31	intractable	intractable	ADJ
cana-298	12	32	.	.	PUNCT
cana-298	13	1	nonlinear	nonlinear	ADJ
cana-298	13	2	issues	issue	NOUN
cana-298	13	3	and	and	CCONJ
cana-298	13	4	complex	complex	ADJ
cana-298	13	5	system	system	NOUN
cana-298	13	6	simulations	simulation	NOUN
cana-298	13	7	can	can	AUX
cana-298	13	8	benefit	benefit	VERB
cana-298	13	9	greatly	greatly	ADV
cana-298	13	10	from	from	ADP
cana-298	13	11	the	the	DET
cana-298	13	12	combination	combination	NOUN
cana-298	13	13	of	of	ADP
cana-298	13	14	cutting	cut	VERB
cana-298	13	15	-	-	PUNCT
cana-298	13	16	edge	edge	NOUN
cana-298	13	17	computational	computational	ADJ
cana-298	13	18	approaches	approach	NOUN
cana-298	13	19	with	with	ADP
cana-298	13	20	domain	domain	NOUN
cana-298	13	21	-	-	PUNCT
cana-298	13	22	specific	specific	ADJ
cana-298	13	23	expertise	expertise	NOUN
cana-298	13	24	.	.	PUNCT
cana-298	14	1	this	this	DET
cana-298	14	2	abstract	abstract	NOUN
cana-298	14	3	is	be	AUX
cana-298	14	4	a	a	DET
cana-298	14	5	testament	testament	NOUN
cana-298	14	6	to	to	ADP
cana-298	14	7	the	the	DET
cana-298	14	8	expanding	expand	VERB
cana-298	14	9	significance	significance	NOUN
cana-298	14	10	and	and	CCONJ
cana-298	14	11	potential	potential	NOUN
cana-298	14	12	of	of	ADP
cana-298	14	13	these	these	DET
cana-298	14	14	computational	computational	ADJ
cana-298	14	15	approaches	approach	NOUN
cana-298	14	16	in	in	ADP
cana-298	14	17	understanding	understand	VERB
cana-298	14	18	complex	complex	ADJ
cana-298	14	19	systems	system	NOUN
cana-298	14	20	and	and	CCONJ
cana-298	14	21	opening	opening	NOUN
cana-298	14	22	up	up	ADP
cana-298	14	23	new	new	ADJ
cana-298	14	24	frontiers	frontier	NOUN
cana-298	14	25	for	for	ADP
cana-298	14	26	research	research	NOUN
cana-298	14	27	and	and	CCONJ
cana-298	14	28	solving	solving	NOUN
cana-298	14	29	problems	problem	NOUN
cana-298	14	30	.	.	PUNCT
cana-298	15	1	keywords	keyword	NOUN
cana-298	15	2	:	:	PUNCT
cana-298	15	3	nonlinear	nonlinear	ADJ
cana-298	15	4	problem	problem	NOUN
cana-298	15	5	,	,	PUNCT
cana-298	15	6	complex	complex	ADJ
cana-298	15	7	system	system	NOUN
cana-298	15	8	,	,	PUNCT
cana-298	15	9	artificial	artificial	ADJ
cana-298	15	10	intelligence	intelligence	NOUN
cana-298	15	11	.	.	PUNCT
cana-298	16	1	i.	i.	PROPN
cana-298	16	2	introduction	introduction	NOUN
cana-298	16	3	the	the	DET
cana-298	16	4	21st	21st	ADJ
cana-298	16	5	century	century	NOUN
cana-298	16	6	lays	lay	VERB
cana-298	16	7	witness	witness	NOUN
cana-298	16	8	to	to	ADP
cana-298	16	9	a	a	DET
cana-298	16	10	significant	significant	ADJ
cana-298	16	11	surge	surge	NOUN
cana-298	16	12	in	in	ADP
cana-298	16	13	the	the	DET
cana-298	16	14	complexity	complexity	NOUN
cana-298	16	15	of	of	ADP
cana-298	16	16	scientific	scientific	ADJ
cana-298	16	17	challenges	challenge	NOUN
cana-298	16	18	.	.	PUNCT
cana-298	17	1	the	the	DET
cana-298	17	2	difficulties	difficulty	NOUN
cana-298	17	3	posed	pose	VERB
cana-298	17	4	by	by	ADP
cana-298	17	5	nonlinear	nonlinear	ADJ
cana-298	17	6	problems	problem	NOUN
cana-298	17	7	and	and	CCONJ
cana-298	17	8	complex	complex	ADJ
cana-298	17	9	systems	system	NOUN
cana-298	17	10	,	,	PUNCT
cana-298	17	11	such	such	ADJ
cana-298	17	12	as	as	ADP
cana-298	17	13	figuring	figure	VERB
cana-298	17	14	out	out	ADP
cana-298	17	15	the	the	DET
cana-298	17	16	dynamics	dynamic	NOUN
cana-298	17	17	of	of	ADP
cana-298	17	18	the	the	DET
cana-298	17	19	climate	climate	NOUN
cana-298	17	20	or	or	CCONJ
cana-298	17	21	cracking	crack	VERB
cana-298	17	22	the	the	DET
cana-298	17	23	code	code	NOUN
cana-298	17	24	of	of	ADP
cana-298	17	25	a	a	DET
cana-298	17	26	neural	neural	ADJ
cana-298	17	27	network	network	NOUN
cana-298	17	28	,	,	PUNCT
cana-298	17	29	have	have	AUX
cana-298	17	30	grown	grow	VERB
cana-298	17	31	in	in	ADP
cana-298	17	32	complexity	complexity	NOUN
cana-298	17	33	.	.	PUNCT
cana-298	18	1	emergent	emergent	ADJ
cana-298	18	2	behaviour	behaviour	NOUN
cana-298	18	3	,	,	PUNCT
cana-298	18	4	nonlinearity	nonlinearity	NOUN
cana-298	18	5	,	,	PUNCT
cana-298	18	6	and	and	CCONJ
cana-298	18	7	interconnected	interconnected	ADJ
cana-298	18	8	components	component	NOUN
cana-298	18	9	are	be	AUX
cana-298	18	10	common	common	ADJ
cana-298	18	11	features	feature	NOUN
cana-298	18	12	of	of	ADP
cana-298	18	13	mailto:sbwayker91@gmail.com	mailto:sbwayker91@gmail.com	PROPN
cana-298	18	14	mailto:tejaswini27patil@gmail.com	mailto:tejaswini27patil@gmail.com	PROPN
cana-298	18	15	mailto:akankshajkulkarni@gmail.com	mailto:akankshajkulkarni@gmail.com	PROPN
cana-298	18	16	mailto:gmpbmahi@gmail.com	mailto:gmpbmahi@gmail.com	X
cana-298	19	1	mailto:shraddhakalsekar22@gmail.com	mailto:shraddhakalsekar22@gmail.com	PROPN
cana-298	19	2	mailto:abhilashabhagat04@gmail.com	mailto:abhilashabhagat04@gmail.com	PROPN
cana-298	19	3	communications	communication	NOUN
cana-298	19	4	on	on	ADP
cana-298	19	5	applied	apply	VERB
cana-298	19	6	nonlinear	nonlinear	ADJ
cana-298	19	7	analysis	analysis	NOUN
cana-298	19	8	issn	issn	NOUN
cana-298	19	9	:	:	PUNCT
cana-298	19	10	1074	1074	NUM
cana-298	19	11	-	-	PUNCT
cana-298	19	12	133x	133x	NUM
cana-298	19	13	vol	vol	NOUN
cana-298	19	14	31	31	NUM
cana-298	19	15	no	no	NOUN
cana-298	19	16	.	.	NOUN
cana-298	19	17	1	1	NUM
cana-298	19	18	(	(	PUNCT
cana-298	19	19	2024	2024	NUM
cana-298	19	20	)	)	PUNCT
cana-298	19	21	35	35	NUM
cana-298	19	22	https://internationalpubls.com	https://internationalpubls.com	X
cana-298	19	23	such	such	ADJ
cana-298	19	24	systems	system	NOUN
cana-298	19	25	,	,	PUNCT
cana-298	19	26	making	make	VERB
cana-298	19	27	it	it	PRON
cana-298	19	28	necessary	necessary	ADJ
cana-298	19	29	to	to	PART
cana-298	19	30	shift	shift	VERB
cana-298	19	31	the	the	DET
cana-298	19	32	focus	focus	NOUN
cana-298	19	33	from	from	ADP
cana-298	19	34	traditional	traditional	ADJ
cana-298	19	35	analytic	analytic	ADJ
cana-298	19	36	methods	method	NOUN
cana-298	19	37	to	to	ADP
cana-298	19	38	computational	computational	ADJ
cana-298	19	39	ones	one	NOUN
cana-298	19	40	.	.	PUNCT
cana-298	20	1	the	the	DET
cana-298	20	2	insight	insight	NOUN
cana-298	20	3	that	that	SCONJ
cana-298	20	4	linear	linear	ADJ
cana-298	20	5	approaches	approach	NOUN
cana-298	20	6	fail	fail	VERB
cana-298	20	7	to	to	PART
cana-298	20	8	account	account	VERB
cana-298	20	9	for	for	ADP
cana-298	20	10	nonlinear	nonlinear	ADJ
cana-298	20	11	behaviour	behaviour	NOUN
cana-298	20	12	in	in	ADP
cana-298	20	13	systems	system	NOUN
cana-298	20	14	is	be	AUX
cana-298	20	15	central	central	ADJ
cana-298	20	16	to	to	ADP
cana-298	20	17	this	this	DET
cana-298	20	18	shift	shift	NOUN
cana-298	20	19	[	[	X
cana-298	20	20	1	1	NUM
cana-298	20	21	]	]	PUNCT
cana-298	20	22	.	.	PUNCT
cana-298	21	1	characteristic	characteristic	ADJ
cana-298	21	2	of	of	ADP
cana-298	21	3	many	many	ADJ
cana-298	21	4	systems	system	NOUN
cana-298	21	5	,	,	PUNCT
cana-298	21	6	both	both	CCONJ
cana-298	21	7	natural	natural	ADJ
cana-298	21	8	and	and	CCONJ
cana-298	21	9	artificial	artificial	ADJ
cana-298	21	10	,	,	PUNCT
cana-298	21	11	nonlinearity	nonlinearity	NOUN
cana-298	21	12	generates	generate	VERB
cana-298	21	13	complicated	complicated	ADJ
cana-298	21	14	dynamics	dynamic	NOUN
cana-298	21	15	that	that	PRON
cana-298	21	16	pose	pose	VERB
cana-298	21	17	difficulties	difficulty	NOUN
cana-298	21	18	for	for	ADP
cana-298	21	19	traditional	traditional	ADJ
cana-298	21	20	approaches	approach	NOUN
cana-298	21	21	to	to	ADP
cana-298	21	22	solving	solve	VERB
cana-298	21	23	problems	problem	NOUN
cana-298	21	24	.	.	PUNCT
cana-298	22	1	a	a	DET
cana-298	22	2	paradigm	paradigm	NOUN
cana-298	22	3	shift	shift	NOUN
cana-298	22	4	towards	towards	ADP
cana-298	22	5	computational	computational	ADJ
cana-298	22	6	techniques	technique	NOUN
cana-298	22	7	is	be	AUX
cana-298	22	8	required	require	VERB
cana-298	22	9	to	to	PART
cana-298	22	10	deal	deal	VERB
cana-298	22	11	with	with	ADP
cana-298	22	12	these	these	DET
cana-298	22	13	complexities	complexity	NOUN
cana-298	22	14	.	.	PUNCT
cana-298	23	1	combining	combine	VERB
cana-298	23	2	computational	computational	ADJ
cana-298	23	3	methods	method	NOUN
cana-298	23	4	with	with	ADP
cana-298	23	5	traditionally	traditionally	ADV
cana-298	23	6	separate	separate	ADJ
cana-298	23	7	scientific	scientific	ADJ
cana-298	23	8	fields	field	NOUN
cana-298	23	9	in	in	ADP
cana-298	23	10	recent	recent	ADJ
cana-298	23	11	years	year	NOUN
cana-298	23	12	has	have	AUX
cana-298	23	13	produced	produce	VERB
cana-298	23	14	surprising	surprising	ADJ
cana-298	23	15	breakthroughs	breakthrough	NOUN
cana-298	23	16	.	.	PUNCT
cana-298	24	1	there	there	PRON
cana-298	24	2	has	have	AUX
cana-298	24	3	been	be	AUX
cana-298	24	4	a	a	DET
cana-298	24	5	rebirth	rebirth	NOUN
cana-298	24	6	in	in	ADP
cana-298	24	7	the	the	DET
cana-298	24	8	area	area	NOUN
cana-298	24	9	of	of	ADP
cana-298	24	10	tackling	tackle	VERB
cana-298	24	11	nonlinear	nonlinear	ADJ
cana-298	24	12	problems	problem	NOUN
cana-298	24	13	thanks	thank	NOUN
cana-298	24	14	to	to	ADP
cana-298	24	15	the	the	DET
cana-298	24	16	combination	combination	NOUN
cana-298	24	17	of	of	ADP
cana-298	24	18	machine	machine	NOUN
cana-298	24	19	learning	learning	NOUN
cana-298	24	20	,	,	PUNCT
cana-298	24	21	artificial	artificial	ADJ
cana-298	24	22	intelligence	intelligence	NOUN
cana-298	24	23	,	,	PUNCT
cana-298	24	24	and	and	CCONJ
cana-298	24	25	evolutionary	evolutionary	ADJ
cana-298	24	26	computation	computation	NOUN
cana-298	24	27	.	.	PUNCT
cana-298	25	1	specifically	specifically	ADV
cana-298	25	2	,	,	PUNCT
cana-298	25	3	machine	machine	NOUN
cana-298	25	4	learning	learning	NOUN
cana-298	25	5	methods	method	NOUN
cana-298	25	6	have	have	AUX
cana-298	25	7	shown	show	VERB
cana-298	25	8	their	their	PRON
cana-298	25	9	worth	worth	NOUN
cana-298	25	10	in	in	ADP
cana-298	25	11	the	the	DET
cana-298	25	12	interpretation	interpretation	NOUN
cana-298	25	13	of	of	ADP
cana-298	25	14	patterns	pattern	NOUN
cana-298	25	15	inside	inside	ADP
cana-298	25	16	nonlinear	nonlinear	ADJ
cana-298	25	17	systems	system	NOUN
cana-298	25	18	.	.	PUNCT
cana-298	26	1	they	they	PRON
cana-298	26	2	provide	provide	VERB
cana-298	26	3	a	a	DET
cana-298	26	4	mechanism	mechanism	NOUN
cana-298	26	5	to	to	PART
cana-298	26	6	negotiate	negotiate	VERB
cana-298	26	7	the	the	DET
cana-298	26	8	tangled	tangled	ADJ
cana-298	26	9	web	web	NOUN
cana-298	26	10	of	of	ADP
cana-298	26	11	interdependencies	interdependency	NOUN
cana-298	26	12	,	,	PUNCT
cana-298	26	13	hidden	hide	VERB
cana-298	26	14	patterns	pattern	NOUN
cana-298	26	15	,	,	PUNCT
cana-298	26	16	and	and	CCONJ
cana-298	26	17	predicted	predict	VERB
cana-298	26	18	behaviours	behaviour	NOUN
cana-298	26	19	that	that	PRON
cana-298	26	20	characterise	characterise	VERB
cana-298	26	21	such	such	ADJ
cana-298	26	22	systems	system	NOUN
cana-298	26	23	[	[	X
cana-298	26	24	2	2	NUM
cana-298	26	25	]	]	PUNCT
cana-298	26	26	.	.	PUNCT
cana-298	27	1	in	in	ADP
cana-298	27	2	addition	addition	NOUN
cana-298	27	3	,	,	PUNCT
cana-298	27	4	the	the	DET
cana-298	27	5	development	development	NOUN
cana-298	27	6	of	of	ADP
cana-298	27	7	ai	ai	NOUN
cana-298	27	8	has	have	AUX
cana-298	27	9	spawned	spawn	VERB
cana-298	27	10	new	new	ADJ
cana-298	27	11	methods	method	NOUN
cana-298	27	12	to	to	PART
cana-298	27	13	represent	represent	VERB
cana-298	27	14	and	and	CCONJ
cana-298	27	15	comprehend	comprehend	VERB
cana-298	27	16	intricate	intricate	ADJ
cana-298	27	17	systems	system	NOUN
cana-298	27	18	.	.	PUNCT
cana-298	28	1	with	with	ADP
cana-298	28	2	its	its	PRON
cana-298	28	3	capability	capability	NOUN
cana-298	28	4	to	to	PART
cana-298	28	5	learn	learn	VERB
cana-298	28	6	from	from	ADP
cana-298	28	7	data	datum	NOUN
cana-298	28	8	and	and	CCONJ
cana-298	28	9	adapt	adapt	VERB
cana-298	28	10	,	,	PUNCT
cana-298	28	11	as	as	ADV
cana-298	28	12	well	well	ADV
cana-298	28	13	as	as	ADP
cana-298	28	14	its	its	PRON
cana-298	28	15	skill	skill	NOUN
cana-298	28	16	in	in	ADP
cana-298	28	17	handling	handle	VERB
cana-298	28	18	high	high	ADV
cana-298	28	19	-	-	PUNCT
cana-298	28	20	dimensional	dimensional	ADJ
cana-298	28	21	and	and	CCONJ
cana-298	28	22	non	non	ADJ
cana-298	28	23	-	-	ADJ
cana-298	28	24	linear	linear	ADJ
cana-298	28	25	information	information	NOUN
cana-298	28	26	,	,	PUNCT
cana-298	28	27	ai	ai	VERB
cana-298	28	28	provides	provide	VERB
cana-298	28	29	a	a	DET
cana-298	28	30	potent	potent	ADJ
cana-298	28	31	set	set	NOUN
cana-298	28	32	of	of	ADP
cana-298	28	33	tools	tool	NOUN
cana-298	28	34	for	for	ADP
cana-298	28	35	modelling	modelling	NOUN
cana-298	28	36	and	and	CCONJ
cana-298	28	37	studying	study	VERB
cana-298	28	38	complex	complex	ADJ
cana-298	28	39	systems	system	NOUN
cana-298	28	40	.	.	PUNCT
cana-298	29	1	previously	previously	ADV
cana-298	29	2	incomprehensible	incomprehensible	ADJ
cana-298	29	3	emergent	emergent	ADJ
cana-298	29	4	phenomena	phenomenon	NOUN
cana-298	29	5	and	and	CCONJ
cana-298	29	6	system	system	NOUN
cana-298	29	7	behaviours	behaviour	NOUN
cana-298	29	8	are	be	AUX
cana-298	29	9	now	now	ADV
cana-298	29	10	within	within	ADP
cana-298	29	11	our	our	PRON
cana-298	29	12	grasp	grasp	NOUN
cana-298	29	13	thanks	thank	NOUN
cana-298	29	14	to	to	ADP
cana-298	29	15	these	these	DET
cana-298	29	16	methods	method	NOUN
cana-298	29	17	.	.	PUNCT
cana-298	30	1	figure	figure	NOUN
cana-298	30	2	1	1	NUM
cana-298	30	3	:	:	PUNCT
cana-298	30	4	overview	overview	NOUN
cana-298	30	5	of	of	ADP
cana-298	30	6	nonlinear	nonlinear	ADJ
cana-298	30	7	analysis	analysis	NOUN
cana-298	30	8	with	with	ADP
cana-298	30	9	numerical	numerical	ADJ
cana-298	30	10	method	method	NOUN
cana-298	30	11	new	new	ADJ
cana-298	30	12	insights	insight	NOUN
cana-298	30	13	into	into	ADP
cana-298	30	14	complex	complex	ADJ
cana-298	30	15	systems	system	NOUN
cana-298	30	16	have	have	AUX
cana-298	30	17	been	be	AUX
cana-298	30	18	made	make	VERB
cana-298	30	19	possible	possible	ADJ
cana-298	30	20	by	by	ADP
cana-298	30	21	the	the	DET
cana-298	30	22	merging	merging	NOUN
cana-298	30	23	of	of	ADP
cana-298	30	24	classical	classical	ADJ
cana-298	30	25	mathematical	mathematical	ADJ
cana-298	30	26	models	model	NOUN
cana-298	30	27	with	with	ADP
cana-298	30	28	computer	computer	NOUN
cana-298	30	29	methods	method	NOUN
cana-298	30	30	.	.	PUNCT
cana-298	31	1	to	to	PART
cana-298	31	2	investigate	investigate	VERB
cana-298	31	3	emergent	emergent	ADJ
cana-298	31	4	features	feature	NOUN
cana-298	31	5	and	and	CCONJ
cana-298	31	6	complex	complex	ADJ
cana-298	31	7	interactions	interaction	NOUN
cana-298	31	8	among	among	ADP
cana-298	31	9	system	system	NOUN
cana-298	31	10	components	component	NOUN
cana-298	31	11	,	,	PUNCT
cana-298	31	12	hybrid	hybrid	ADJ
cana-298	31	13	techniques	technique	NOUN
cana-298	31	14	,	,	PUNCT
cana-298	31	15	such	such	ADJ
cana-298	31	16	as	as	ADP
cana-298	31	17	the	the	DET
cana-298	31	18	combination	combination	NOUN
cana-298	31	19	of	of	ADP
cana-298	31	20	differential	differential	ADJ
cana-298	31	21	equations	equation	NOUN
cana-298	31	22	with	with	ADP
cana-298	31	23	agent	agent	NOUN
cana-298	31	24	-	-	PUNCT
cana-298	31	25	based	base	VERB
cana-298	31	26	modelling	modelling	NOUN
cana-298	31	27	or	or	CCONJ
cana-298	31	28	cellular	cellular	ADJ
cana-298	31	29	automata	automata	NOUN
cana-298	31	30	,	,	PUNCT
cana-298	31	31	provide	provide	VERB
cana-298	31	32	a	a	DET
cana-298	31	33	useful	useful	ADJ
cana-298	31	34	framework	framework	NOUN
cana-298	31	35	[	[	X
cana-298	31	36	3	3	NUM
cana-298	31	37	]	]	PUNCT
cana-298	31	38	.	.	PUNCT
cana-298	32	1	these	these	DET
cana-298	32	2	methods	method	NOUN
cana-298	32	3	allow	allow	VERB
cana-298	32	4	for	for	ADP
cana-298	32	5	a	a	DET
cana-298	32	6	finer	finer	ADV
cana-298	32	7	-	-	PUNCT
cana-298	32	8	grained	grain	VERB
cana-298	32	9	comprehension	comprehension	NOUN
cana-298	32	10	of	of	ADP
cana-298	32	11	the	the	DET
cana-298	32	12	behaviours	behaviour	NOUN
cana-298	32	13	communications	communication	NOUN
cana-298	32	14	on	on	ADP
cana-298	32	15	applied	apply	VERB
cana-298	32	16	nonlinear	nonlinear	ADJ
cana-298	32	17	analysis	analysis	NOUN
cana-298	32	18	issn	issn	NOUN
cana-298	32	19	:	:	PUNCT
cana-298	32	20	1074	1074	NUM
cana-298	32	21	-	-	PUNCT
cana-298	32	22	133x	133x	NUM
cana-298	32	23	vol	vol	NOUN
cana-298	32	24	31	31	NUM
cana-298	32	25	no	no	NOUN
cana-298	32	26	.	.	NOUN
cana-298	32	27	1	1	NUM
cana-298	32	28	(	(	PUNCT
cana-298	32	29	2024	2024	NUM
cana-298	32	30	)	)	PUNCT
cana-298	32	31	36	36	NUM
cana-298	32	32	https://internationalpubls.com	https://internationalpubls.com	X
cana-298	32	33	that	that	PRON
cana-298	32	34	emerge	emerge	VERB
cana-298	32	35	from	from	ADP
cana-298	32	36	the	the	DET
cana-298	32	37	interplay	interplay	NOUN
cana-298	32	38	of	of	ADP
cana-298	32	39	the	the	DET
cana-298	32	40	system	system	NOUN
cana-298	32	41	's	's	PART
cana-298	32	42	constituent	constituent	NOUN
cana-298	32	43	parts	part	NOUN
cana-298	32	44	.	.	PUNCT
cana-298	33	1	the	the	DET
cana-298	33	2	extraordinary	extraordinary	ADJ
cana-298	33	3	growth	growth	NOUN
cana-298	33	4	in	in	ADP
cana-298	33	5	computing	compute	VERB
cana-298	33	6	power	power	NOUN
cana-298	33	7	has	have	AUX
cana-298	33	8	also	also	ADV
cana-298	33	9	greatly	greatly	ADV
cana-298	33	10	expanded	expand	VERB
cana-298	33	11	the	the	DET
cana-298	33	12	range	range	NOUN
cana-298	33	13	and	and	CCONJ
cana-298	33	14	accuracy	accuracy	NOUN
cana-298	33	15	of	of	ADP
cana-298	33	16	simulations	simulation	NOUN
cana-298	33	17	.	.	PUNCT
cana-298	34	1	with	with	ADP
cana-298	34	2	the	the	DET
cana-298	34	3	advent	advent	NOUN
cana-298	34	4	of	of	ADP
cana-298	34	5	high	high	ADJ
cana-298	34	6	-	-	PUNCT
cana-298	34	7	performance	performance	NOUN
cana-298	34	8	computing	computing	NOUN
cana-298	34	9	,	,	PUNCT
cana-298	34	10	scientists	scientist	NOUN
cana-298	34	11	can	can	AUX
cana-298	34	12	now	now	ADV
cana-298	34	13	study	study	VERB
cana-298	34	14	more	more	ADJ
cana-298	34	15	complex	complex	ADJ
cana-298	34	16	systems	system	NOUN
cana-298	34	17	,	,	PUNCT
cana-298	34	18	leading	lead	VERB
cana-298	34	19	to	to	ADP
cana-298	34	20	a	a	DET
cana-298	34	21	more	more	ADV
cana-298	34	22	thorough	thorough	ADJ
cana-298	34	23	understanding	understanding	NOUN
cana-298	34	24	of	of	ADP
cana-298	34	25	their	their	PRON
cana-298	34	26	dynamics	dynamic	NOUN
cana-298	34	27	and	and	CCONJ
cana-298	34	28	behaviours	behaviour	NOUN
cana-298	34	29	.	.	PUNCT
cana-298	35	1	systems	system	NOUN
cana-298	35	2	that	that	PRON
cana-298	35	3	were	be	AUX
cana-298	35	4	once	once	ADV
cana-298	35	5	thought	think	VERB
cana-298	35	6	to	to	PART
cana-298	35	7	be	be	AUX
cana-298	35	8	excessively	excessively	ADV
cana-298	35	9	complex	complex	ADJ
cana-298	35	10	or	or	CCONJ
cana-298	35	11	computationally	computationally	ADV
cana-298	35	12	infeasible	infeasible	ADJ
cana-298	35	13	can	can	AUX
cana-298	35	14	now	now	ADV
cana-298	35	15	be	be	AUX
cana-298	35	16	explored	explore	VERB
cana-298	35	17	because	because	SCONJ
cana-298	35	18	to	to	ADP
cana-298	35	19	the	the	DET
cana-298	35	20	proliferation	proliferation	NOUN
cana-298	35	21	of	of	ADP
cana-298	35	22	parallel	parallel	ADJ
cana-298	35	23	computing	computing	NOUN
cana-298	35	24	,	,	PUNCT
cana-298	35	25	distributed	distribute	VERB
cana-298	35	26	systems	system	NOUN
cana-298	35	27	,	,	PUNCT
cana-298	35	28	and	and	CCONJ
cana-298	35	29	cloud	cloud	NOUN
cana-298	35	30	computing	computing	NOUN
cana-298	35	31	infrastructures	infrastructure	NOUN
cana-298	35	32	[	[	X
cana-298	35	33	4	4	NUM
cana-298	35	34	]	]	PUNCT
cana-298	35	35	.	.	PUNCT
cana-298	36	1	navigating	navigate	VERB
cana-298	36	2	the	the	DET
cana-298	36	3	difficulties	difficulty	NOUN
cana-298	36	4	of	of	ADP
cana-298	36	5	nonlinear	nonlinear	ADJ
cana-298	36	6	problems	problem	NOUN
cana-298	36	7	and	and	CCONJ
cana-298	36	8	complex	complex	ADJ
cana-298	36	9	system	system	NOUN
cana-298	36	10	simulations	simulation	NOUN
cana-298	36	11	requires	require	VERB
cana-298	36	12	a	a	DET
cana-298	36	13	symbiotic	symbiotic	ADJ
cana-298	36	14	relationship	relationship	NOUN
cana-298	36	15	between	between	ADP
cana-298	36	16	cutting	cut	VERB
cana-298	36	17	-	-	PUNCT
cana-298	36	18	edge	edge	NOUN
cana-298	36	19	computational	computational	ADJ
cana-298	36	20	approaches	approach	NOUN
cana-298	36	21	and	and	CCONJ
cana-298	36	22	domain	domain	NOUN
cana-298	36	23	-	-	PUNCT
cana-298	36	24	specific	specific	ADJ
cana-298	36	25	expertise	expertise	NOUN
cana-298	36	26	.	.	PUNCT
cana-298	37	1	this	this	DET
cana-298	37	2	convergence	convergence	NOUN
cana-298	37	3	ushers	usher	VERB
cana-298	37	4	in	in	ADP
cana-298	37	5	a	a	DET
cana-298	37	6	new	new	ADJ
cana-298	37	7	era	era	NOUN
cana-298	37	8	of	of	ADP
cana-298	37	9	scientific	scientific	ADJ
cana-298	37	10	inquiry	inquiry	NOUN
cana-298	37	11	and	and	CCONJ
cana-298	37	12	points	point	VERB
cana-298	37	13	the	the	DET
cana-298	37	14	way	way	NOUN
cana-298	37	15	towards	towards	ADP
cana-298	37	16	understanding	understand	VERB
cana-298	37	17	hitherto	hitherto	NOUN
cana-298	37	18	mysterious	mysterious	ADJ
cana-298	37	19	complex	complex	ADJ
cana-298	37	20	structures	structure	NOUN
cana-298	37	21	.	.	PUNCT
cana-298	38	1	an	an	DET
cana-298	38	2	in	in	ADP
cana-298	38	3	-	-	PUNCT
cana-298	38	4	depth	depth	NOUN
cana-298	38	5	investigation	investigation	NOUN
cana-298	38	6	of	of	ADP
cana-298	38	7	computational	computational	ADJ
cana-298	38	8	methods	method	NOUN
cana-298	38	9	for	for	ADP
cana-298	38	10	understanding	understand	VERB
cana-298	38	11	nonlinear	nonlinear	ADJ
cana-298	38	12	problems	problem	NOUN
cana-298	38	13	and	and	CCONJ
cana-298	38	14	modelling	model	VERB
cana-298	38	15	complex	complex	ADJ
cana-298	38	16	systems	system	NOUN
cana-298	38	17	is	be	AUX
cana-298	38	18	the	the	DET
cana-298	38	19	focus	focus	NOUN
cana-298	38	20	of	of	ADP
cana-298	38	21	this	this	DET
cana-298	38	22	introductory	introductory	ADJ
cana-298	38	23	article	article	NOUN
cana-298	38	24	.	.	PUNCT
cana-298	39	1	in	in	ADP
cana-298	39	2	this	this	DET
cana-298	39	3	talk	talk	NOUN
cana-298	39	4	,	,	PUNCT
cana-298	39	5	we	we	PRON
cana-298	39	6	'll	will	AUX
cana-298	39	7	examine	examine	VERB
cana-298	39	8	how	how	SCONJ
cana-298	39	9	several	several	ADJ
cana-298	39	10	scientific	scientific	ADJ
cana-298	39	11	fields	field	NOUN
cana-298	39	12	can	can	AUX
cana-298	39	13	benefit	benefit	VERB
cana-298	39	14	from	from	ADP
cana-298	39	15	combining	combine	VERB
cana-298	39	16	computational	computational	ADJ
cana-298	39	17	methods	method	NOUN
cana-298	39	18	with	with	ADP
cana-298	39	19	subject	subject	ADJ
cana-298	39	20	-	-	PUNCT
cana-298	39	21	matter	matter	NOUN
cana-298	39	22	experts	expert	NOUN
cana-298	39	23	.	.	PUNCT
cana-298	40	1	the	the	DET
cana-298	40	2	point	point	NOUN
cana-298	40	3	is	be	AUX
cana-298	40	4	to	to	PART
cana-298	40	5	draw	draw	VERB
cana-298	40	6	attention	attention	NOUN
cana-298	40	7	to	to	ADP
cana-298	40	8	how	how	SCONJ
cana-298	40	9	they	they	PRON
cana-298	40	10	can	can	AUX
cana-298	40	11	revolutionise	revolutionise	VERB
cana-298	40	12	our	our	PRON
cana-298	40	13	understanding	understanding	NOUN
cana-298	40	14	of	of	ADP
cana-298	40	15	complex	complex	ADJ
cana-298	40	16	systems	system	NOUN
cana-298	40	17	and	and	CCONJ
cana-298	40	18	open	open	VERB
cana-298	40	19	up	up	ADP
cana-298	40	20	new	new	ADJ
cana-298	40	21	avenues	avenue	NOUN
cana-298	40	22	for	for	ADP
cana-298	40	23	research	research	NOUN
cana-298	40	24	and	and	CCONJ
cana-298	40	25	solutions	solution	NOUN
cana-298	40	26	.	.	PUNCT
cana-298	41	1	ii	ii	PROPN
cana-298	41	2	.	.	PUNCT
cana-298	42	1	review	review	PROPN
cana-298	42	2	of	of	ADP
cana-298	42	3	literature	literature	NOUN
cana-298	42	4	there	there	PRON
cana-298	42	5	has	have	AUX
cana-298	42	6	been	be	AUX
cana-298	42	7	a	a	DET
cana-298	42	8	proliferation	proliferation	NOUN
cana-298	42	9	of	of	ADP
cana-298	42	10	related	related	ADJ
cana-298	42	11	work	work	NOUN
cana-298	42	12	in	in	ADP
cana-298	42	13	the	the	DET
cana-298	42	14	field	field	NOUN
cana-298	42	15	of	of	ADP
cana-298	42	16	computational	computational	ADJ
cana-298	42	17	methods	method	NOUN
cana-298	42	18	for	for	ADP
cana-298	42	19	dealing	deal	VERB
cana-298	42	20	with	with	ADP
cana-298	42	21	nonlinear	nonlinear	ADJ
cana-298	42	22	problems	problem	NOUN
cana-298	42	23	and	and	CCONJ
cana-298	42	24	simulating	simulate	VERB
cana-298	42	25	complex	complex	ADJ
cana-298	42	26	systems	system	NOUN
cana-298	42	27	.	.	PUNCT
cana-298	43	1	nonlinear	nonlinear	ADJ
cana-298	43	2	dynamics	dynamic	NOUN
cana-298	43	3	and	and	CCONJ
cana-298	43	4	emergent	emergent	ADJ
cana-298	43	5	behaviours	behaviour	NOUN
cana-298	43	6	have	have	AUX
cana-298	43	7	been	be	AUX
cana-298	43	8	the	the	DET
cana-298	43	9	subject	subject	NOUN
cana-298	43	10	of	of	ADP
cana-298	43	11	multidisciplinary	multidisciplinary	ADJ
cana-298	43	12	research	research	NOUN
cana-298	43	13	that	that	PRON
cana-298	43	14	has	have	AUX
cana-298	43	15	fueled	fuel	VERB
cana-298	43	16	discoveries	discovery	NOUN
cana-298	43	17	that	that	PRON
cana-298	43	18	have	have	AUX
cana-298	43	19	transformed	transform	VERB
cana-298	43	20	our	our	PRON
cana-298	43	21	knowledge	knowledge	NOUN
cana-298	43	22	of	of	ADP
cana-298	43	23	complex	complex	ADJ
cana-298	43	24	systems	system	NOUN
cana-298	43	25	[	[	X
cana-298	43	26	5	5	NUM
cana-298	43	27	]	]	PUNCT
cana-298	43	28	.	.	PUNCT
cana-298	44	1	models	model	NOUN
cana-298	44	2	using	use	VERB
cana-298	44	3	computational	computational	ADJ
cana-298	44	4	approaches	approach	NOUN
cana-298	44	5	have	have	AUX
cana-298	44	6	proved	prove	VERB
cana-298	44	7	indispensable	indispensable	ADJ
cana-298	44	8	in	in	ADP
cana-298	44	9	the	the	DET
cana-298	44	10	field	field	NOUN
cana-298	44	11	of	of	ADP
cana-298	44	12	climate	climate	NOUN
cana-298	44	13	science	science	NOUN
cana-298	44	14	,	,	PUNCT
cana-298	44	15	allowing	allow	VERB
cana-298	44	16	for	for	ADP
cana-298	44	17	the	the	DET
cana-298	44	18	prediction	prediction	NOUN
cana-298	44	19	of	of	ADP
cana-298	44	20	nonlinear	nonlinear	ADJ
cana-298	44	21	climatic	climatic	ADJ
cana-298	44	22	phenomena	phenomenon	NOUN
cana-298	44	23	and	and	CCONJ
cana-298	44	24	the	the	DET
cana-298	44	25	provision	provision	NOUN
cana-298	44	26	of	of	ADP
cana-298	44	27	essential	essential	ADJ
cana-298	44	28	insights	insight	NOUN
cana-298	44	29	into	into	ADP
cana-298	44	30	the	the	DET
cana-298	44	31	intricacies	intricacy	NOUN
cana-298	44	32	of	of	ADP
cana-298	44	33	earth	earth	NOUN
cana-298	44	34	's	's	PART
cana-298	44	35	climate	climate	NOUN
cana-298	44	36	systems	system	NOUN
cana-298	44	37	.	.	PUNCT
cana-298	45	1	climate	climate	NOUN
cana-298	45	2	feedback	feedback	NOUN
cana-298	45	3	loops	loop	NOUN
cana-298	45	4	,	,	PUNCT
cana-298	45	5	complex	complex	ADJ
cana-298	45	6	atmospheric	atmospheric	ADJ
cana-298	45	7	interactions	interaction	NOUN
cana-298	45	8	,	,	PUNCT
cana-298	45	9	and	and	CCONJ
cana-298	45	10	the	the	DET
cana-298	45	11	interplay	interplay	NOUN
cana-298	45	12	of	of	ADP
cana-298	45	13	many	many	ADJ
cana-298	45	14	factors	factor	NOUN
cana-298	45	15	have	have	AUX
cana-298	45	16	all	all	PRON
cana-298	45	17	been	be	AUX
cana-298	45	18	simulated	simulate	VERB
cana-298	45	19	with	with	ADP
cana-298	45	20	the	the	DET
cana-298	45	21	use	use	NOUN
cana-298	45	22	of	of	ADP
cana-298	45	23	advanced	advanced	ADJ
cana-298	45	24	computational	computational	ADJ
cana-298	45	25	methods	method	NOUN
cana-298	45	26	,	,	PUNCT
cana-298	45	27	which	which	PRON
cana-298	45	28	have	have	AUX
cana-298	45	29	been	be	AUX
cana-298	45	30	put	put	VERB
cana-298	45	31	to	to	ADP
cana-298	45	32	good	good	ADJ
cana-298	45	33	use	use	NOUN
cana-298	45	34	by	by	ADP
cana-298	45	35	the	the	DET
cana-298	45	36	research	research	NOUN
cana-298	45	37	community	community	NOUN
cana-298	45	38	.	.	PUNCT
cana-298	46	1	this	this	PRON
cana-298	46	2	has	have	AUX
cana-298	46	3	led	lead	VERB
cana-298	46	4	in	in	ADP
cana-298	46	5	more	more	ADV
cana-298	46	6	accurate	accurate	ADJ
cana-298	46	7	climate	climate	NOUN
cana-298	46	8	projections	projection	NOUN
cana-298	46	9	,	,	PUNCT
cana-298	46	10	benefiting	benefit	VERB
cana-298	46	11	in	in	ADP
cana-298	46	12	policy	policy	NOUN
cana-298	46	13	-	-	PUNCT
cana-298	46	14	making	make	VERB
cana-298	46	15	and	and	CCONJ
cana-298	46	16	mitigation	mitigation	NOUN
cana-298	46	17	initiatives	initiative	NOUN
cana-298	46	18	.	.	PUNCT
cana-298	47	1	in	in	ADP
cana-298	47	2	a	a	DET
cana-298	47	3	similar	similar	ADJ
cana-298	47	4	vein	vein	NOUN
cana-298	47	5	,	,	PUNCT
cana-298	47	6	computational	computational	ADJ
cana-298	47	7	models	model	NOUN
cana-298	47	8	have	have	AUX
cana-298	47	9	advanced	advance	VERB
cana-298	47	10	our	our	PRON
cana-298	47	11	knowledge	knowledge	NOUN
cana-298	47	12	of	of	ADP
cana-298	47	13	the	the	DET
cana-298	47	14	brain	brain	NOUN
cana-298	47	15	's	's	PART
cana-298	47	16	nonlinear	nonlinear	ADJ
cana-298	47	17	dynamics	dynamic	NOUN
cana-298	47	18	and	and	CCONJ
cana-298	47	19	the	the	DET
cana-298	47	20	intricate	intricate	ADJ
cana-298	47	21	network	network	NOUN
cana-298	47	22	upon	upon	SCONJ
cana-298	47	23	which	which	PRON
cana-298	47	24	it	it	PRON
cana-298	47	25	relies	rely	VERB
cana-298	47	26	[	[	X
cana-298	47	27	6	6	NUM
cana-298	47	28	]	]	PUNCT
cana-298	47	29	.	.	PUNCT
cana-298	48	1	insight	insight	NOUN
cana-298	48	2	into	into	ADP
cana-298	48	3	brain	brain	NOUN
cana-298	48	4	processes	process	NOUN
cana-298	48	5	,	,	PUNCT
cana-298	48	6	cognition	cognition	NOUN
cana-298	48	7	,	,	PUNCT
cana-298	48	8	and	and	CCONJ
cana-298	48	9	neurological	neurological	ADJ
cana-298	48	10	illnesses	illness	NOUN
cana-298	48	11	have	have	AUX
cana-298	48	12	been	be	AUX
cana-298	48	13	revealed	reveal	VERB
cana-298	48	14	through	through	ADP
cana-298	48	15	the	the	DET
cana-298	48	16	use	use	NOUN
cana-298	48	17	of	of	ADP
cana-298	48	18	neural	neural	ADJ
cana-298	48	19	networks	network	NOUN
cana-298	48	20	and	and	CCONJ
cana-298	48	21	computational	computational	ADJ
cana-298	48	22	simulations	simulation	NOUN
cana-298	48	23	,	,	PUNCT
cana-298	48	24	which	which	PRON
cana-298	48	25	have	have	AUX
cana-298	48	26	revealed	reveal	VERB
cana-298	48	27	the	the	DET
cana-298	48	28	emergent	emergent	ADJ
cana-298	48	29	features	feature	NOUN
cana-298	48	30	of	of	ADP
cana-298	48	31	neuronal	neuronal	ADJ
cana-298	48	32	connections	connection	NOUN
cana-298	48	33	.	.	PUNCT
cana-298	49	1	in	in	ADP
cana-298	49	2	addition	addition	NOUN
cana-298	49	3	,	,	PUNCT
cana-298	49	4	computational	computational	ADJ
cana-298	49	5	methods	method	NOUN
cana-298	49	6	have	have	AUX
cana-298	49	7	proven	prove	VERB
cana-298	49	8	useful	useful	ADJ
cana-298	49	9	in	in	ADP
cana-298	49	10	studying	study	VERB
cana-298	49	11	the	the	DET
cana-298	49	12	nonlinear	nonlinear	ADJ
cana-298	49	13	dynamics	dynamic	NOUN
cana-298	49	14	of	of	ADP
cana-298	49	15	financial	financial	ADJ
cana-298	49	16	markets	market	NOUN
cana-298	49	17	and	and	CCONJ
cana-298	49	18	other	other	ADJ
cana-298	49	19	areas	area	NOUN
cana-298	49	20	of	of	ADP
cana-298	49	21	economics	economic	NOUN
cana-298	49	22	and	and	CCONJ
cana-298	49	23	finance	finance	NOUN
cana-298	49	24	.	.	PUNCT
cana-298	50	1	market	market	NOUN
cana-298	50	2	trends	trend	NOUN
cana-298	50	3	have	have	AUX
cana-298	50	4	been	be	AUX
cana-298	50	5	predicted	predict	VERB
cana-298	50	6	,	,	PUNCT
cana-298	50	7	systemic	systemic	ADJ
cana-298	50	8	risks	risk	NOUN
cana-298	50	9	have	have	AUX
cana-298	50	10	been	be	AUX
cana-298	50	11	analysed	analyse	VERB
cana-298	50	12	,	,	PUNCT
cana-298	50	13	and	and	CCONJ
cana-298	50	14	the	the	DET
cana-298	50	15	intricacies	intricacy	NOUN
cana-298	50	16	of	of	ADP
cana-298	50	17	market	market	NOUN
cana-298	50	18	behaviours	behaviour	NOUN
cana-298	50	19	have	have	AUX
cana-298	50	20	been	be	AUX
cana-298	50	21	analysed	analyse	VERB
cana-298	50	22	by	by	ADP
cana-298	50	23	employing	employ	VERB
cana-298	50	24	advanced	advanced	ADJ
cana-298	50	25	algorithms	algorithm	NOUN
cana-298	50	26	and	and	CCONJ
cana-298	50	27	machine	machine	NOUN
cana-298	50	28	learning	learn	VERB
cana-298	50	29	approaches	approach	NOUN
cana-298	50	30	.	.	PUNCT
cana-298	51	1	risk	risk	NOUN
cana-298	51	2	management	management	NOUN
cana-298	51	3	tactics	tactic	NOUN
cana-298	51	4	and	and	CCONJ
cana-298	51	5	the	the	DET
cana-298	51	6	dynamics	dynamic	NOUN
cana-298	51	7	of	of	ADP
cana-298	51	8	financial	financial	ADJ
cana-298	51	9	crises	crisis	NOUN
cana-298	51	10	have	have	AUX
cana-298	51	11	benefited	benefit	VERB
cana-298	51	12	greatly	greatly	ADV
cana-298	51	13	from	from	ADP
cana-298	51	14	these	these	DET
cana-298	51	15	models	model	NOUN
cana-298	51	16	[	[	X
cana-298	51	17	7	7	NUM
cana-298	51	18	]	]	PUNCT
cana-298	51	19	.	.	PUNCT
cana-298	52	1	in	in	ADP
cana-298	52	2	the	the	DET
cana-298	52	3	field	field	NOUN
cana-298	52	4	of	of	ADP
cana-298	52	5	biological	biological	ADJ
cana-298	52	6	systems	system	NOUN
cana-298	52	7	,	,	PUNCT
cana-298	52	8	computational	computational	ADJ
cana-298	52	9	techniques	technique	NOUN
cana-298	52	10	have	have	AUX
cana-298	52	11	played	play	VERB
cana-298	52	12	a	a	DET
cana-298	52	13	crucial	crucial	ADJ
cana-298	52	14	role	role	NOUN
cana-298	52	15	in	in	ADP
cana-298	52	16	unravelling	unravel	VERB
cana-298	52	17	the	the	DET
cana-298	52	18	intricacies	intricacy	NOUN
cana-298	52	19	of	of	ADP
cana-298	52	20	gene	gene	NOUN
cana-298	52	21	regulation	regulation	NOUN
cana-298	52	22	networks	network	NOUN
cana-298	52	23	,	,	PUNCT
cana-298	52	24	protein	protein	NOUN
cana-298	52	25	interactions	interaction	NOUN
cana-298	52	26	,	,	PUNCT
cana-298	52	27	and	and	CCONJ
cana-298	52	28	evolutionary	evolutionary	ADJ
cana-298	52	29	dynamics	dynamic	NOUN
cana-298	52	30	.	.	PUNCT
cana-298	53	1	researchers	researcher	NOUN
cana-298	53	2	have	have	AUX
cana-298	53	3	learned	learn	VERB
cana-298	53	4	much	much	ADJ
cana-298	53	5	about	about	ADP
cana-298	53	6	the	the	DET
cana-298	53	7	nonlinear	nonlinear	ADJ
cana-298	53	8	dynamics	dynamic	NOUN
cana-298	53	9	of	of	ADP
cana-298	53	10	biological	biological	ADJ
cana-298	53	11	systems	system	NOUN
cana-298	53	12	thanks	thank	NOUN
cana-298	53	13	to	to	ADP
cana-298	53	14	modelling	modelling	NOUN
cana-298	53	15	and	and	CCONJ
cana-298	53	16	simulation	simulation	NOUN
cana-298	53	17	,	,	PUNCT
cana-298	53	18	which	which	PRON
cana-298	53	19	has	have	AUX
cana-298	53	20	aided	aid	VERB
cana-298	53	21	in	in	ADP
cana-298	53	22	drug	drug	NOUN
cana-298	53	23	development	development	NOUN
cana-298	53	24	,	,	PUNCT
cana-298	53	25	personalised	personalised	ADJ
cana-298	53	26	therapy	therapy	NOUN
cana-298	53	27	,	,	PUNCT
cana-298	53	28	and	and	CCONJ
cana-298	53	29	the	the	DET
cana-298	53	30	communications	communication	NOUN
cana-298	53	31	on	on	ADP
cana-298	53	32	applied	apply	VERB
cana-298	53	33	nonlinear	nonlinear	ADJ
cana-298	53	34	analysis	analysis	NOUN
cana-298	53	35	issn	issn	NOUN
cana-298	53	36	:	:	PUNCT
cana-298	53	37	1074	1074	NUM
cana-298	53	38	-	-	PUNCT
cana-298	53	39	133x	133x	NUM
cana-298	53	40	vol	vol	NOUN
cana-298	53	41	31	31	NUM
cana-298	53	42	no	no	NOUN
cana-298	53	43	.	.	NOUN
cana-298	53	44	1	1	NUM
cana-298	53	45	(	(	PUNCT
cana-298	53	46	2024	2024	NUM
cana-298	53	47	)	)	PUNCT
cana-298	53	48	37	37	NUM
cana-298	53	49	https://internationalpubls.com	https://internationalpubls.com	X
cana-298	53	50	comprehension	comprehension	NOUN
cana-298	53	51	of	of	ADP
cana-298	53	52	complicated	complicated	ADJ
cana-298	53	53	disorders	disorder	NOUN
cana-298	53	54	.	.	PUNCT
cana-298	54	1	in	in	ADP
cana-298	54	2	addition	addition	NOUN
cana-298	54	3	,	,	PUNCT
cana-298	54	4	complex	complex	ADJ
cana-298	54	5	networks	network	NOUN
cana-298	54	6	and	and	CCONJ
cana-298	54	7	social	social	ADJ
cana-298	54	8	systems	system	NOUN
cana-298	54	9	serve	serve	VERB
cana-298	54	10	as	as	ADP
cana-298	54	11	a	a	DET
cana-298	54	12	model	model	NOUN
cana-298	54	13	for	for	ADP
cana-298	54	14	the	the	DET
cana-298	54	15	interdisciplinary	interdisciplinary	NOUN
cana-298	54	16	of	of	ADP
cana-298	54	17	related	related	ADJ
cana-298	54	18	work	work	NOUN
cana-298	54	19	.	.	PUNCT
cana-298	55	1	understanding	understand	VERB
cana-298	55	2	the	the	DET
cana-298	55	3	dynamics	dynamic	NOUN
cana-298	55	4	of	of	ADP
cana-298	55	5	social	social	ADJ
cana-298	55	6	interactions	interaction	NOUN
cana-298	55	7	,	,	PUNCT
cana-298	55	8	information	information	NOUN
cana-298	55	9	flow	flow	NOUN
cana-298	55	10	,	,	PUNCT
cana-298	55	11	and	and	CCONJ
cana-298	55	12	network	network	NOUN
cana-298	55	13	structures	structure	NOUN
cana-298	55	14	has	have	AUX
cana-298	55	15	been	be	AUX
cana-298	55	16	made	make	VERB
cana-298	55	17	possible	possible	ADJ
cana-298	55	18	with	with	ADP
cana-298	55	19	the	the	DET
cana-298	55	20	help	help	NOUN
cana-298	55	21	of	of	ADP
cana-298	55	22	computational	computational	ADJ
cana-298	55	23	approaches	approach	NOUN
cana-298	55	24	,	,	PUNCT
cana-298	55	25	which	which	PRON
cana-298	55	26	in	in	ADP
cana-298	55	27	turn	turn	NOUN
cana-298	55	28	has	have	AUX
cana-298	55	29	shed	shed	VERB
cana-298	55	30	light	light	NOUN
cana-298	55	31	on	on	ADP
cana-298	55	32	emergent	emergent	ADJ
cana-298	55	33	behaviours	behaviour	NOUN
cana-298	55	34	and	and	CCONJ
cana-298	55	35	societal	societal	ADJ
cana-298	55	36	phenomena	phenomenon	NOUN
cana-298	55	37	.	.	PUNCT
cana-298	56	1	nonlinear	nonlinear	ADJ
cana-298	56	2	issues	issue	NOUN
cana-298	56	3	and	and	CCONJ
cana-298	56	4	complex	complex	ADJ
cana-298	56	5	systems	system	NOUN
cana-298	56	6	have	have	AUX
cana-298	56	7	benefited	benefit	VERB
cana-298	56	8	greatly	greatly	ADV
cana-298	56	9	from	from	ADP
cana-298	56	10	computational	computational	ADJ
cana-298	56	11	techniques	technique	NOUN
cana-298	56	12	,	,	PUNCT
cana-298	56	13	as	as	SCONJ
cana-298	56	14	seen	see	VERB
cana-298	56	15	by	by	ADP
cana-298	56	16	the	the	DET
cana-298	56	17	wide	wide	ADJ
cana-298	56	18	range	range	NOUN
cana-298	56	19	of	of	ADP
cana-298	56	20	fields	field	NOUN
cana-298	56	21	in	in	ADP
cana-298	56	22	which	which	PRON
cana-298	56	23	they	they	PRON
cana-298	56	24	have	have	AUX
cana-298	56	25	been	be	AUX
cana-298	56	26	applied	apply	VERB
cana-298	56	27	.	.	PUNCT
cana-298	57	1	when	when	SCONJ
cana-298	57	2	cutting	cutting	NOUN
cana-298	57	3	-	-	PUNCT
cana-298	57	4	edge	edge	NOUN
cana-298	57	5	computational	computational	ADJ
cana-298	57	6	methods	method	NOUN
cana-298	57	7	are	be	AUX
cana-298	57	8	combined	combine	VERB
cana-298	57	9	with	with	ADP
cana-298	57	10	domain	domain	NOUN
cana-298	57	11	expertise	expertise	NOUN
cana-298	57	12	,	,	PUNCT
cana-298	57	13	new	new	ADJ
cana-298	57	14	insights	insight	NOUN
cana-298	57	15	into	into	ADP
cana-298	57	16	these	these	DET
cana-298	57	17	complex	complex	ADJ
cana-298	57	18	systems	system	NOUN
cana-298	57	19	become	become	VERB
cana-298	57	20	available	available	ADJ
cana-298	57	21	,	,	PUNCT
cana-298	57	22	opening	open	VERB
cana-298	57	23	up	up	ADP
cana-298	57	24	exciting	exciting	ADJ
cana-298	57	25	possibilities	possibility	NOUN
cana-298	57	26	for	for	ADP
cana-298	57	27	future	future	ADJ
cana-298	57	28	scientific	scientific	ADJ
cana-298	57	29	inquiry	inquiry	NOUN
cana-298	57	30	and	and	CCONJ
cana-298	57	31	problem	problem	NOUN
cana-298	57	32	-	-	PUNCT
cana-298	57	33	solving	solving	NOUN
cana-298	57	34	.	.	PUNCT
cana-298	58	1	iii	iii	X
cana-298	58	2	.	.	PUNCT
cana-298	58	3	nonlinear	nonlinear	PROPN
cana-298	58	4	problem	problem	NOUN
cana-298	58	5	a.	a.	NOUN
cana-298	58	6	characteristics	characteristic	NOUN
cana-298	58	7	and	and	CCONJ
cana-298	58	8	challenges	challenge	NOUN
cana-298	58	9	of	of	ADP
cana-298	58	10	nonlinear	nonlinear	ADJ
cana-298	58	11	systems	system	NOUN
cana-298	58	12	:	:	PUNCT
cana-298	58	13	characteristics	characteristic	NOUN
cana-298	58	14	:	:	PUNCT
cana-298	58	15	●	●	PUNCT
cana-298	58	16	nonlinearity	nonlinearity	NOUN
cana-298	58	17	:	:	PUNCT
cana-298	58	18	cause	cause	VERB
cana-298	58	19	-	-	PUNCT
cana-298	58	20	and	and	CCONJ
cana-298	58	21	-	-	PUNCT
cana-298	58	22	effect	effect	NOUN
cana-298	58	23	interactions	interaction	NOUN
cana-298	58	24	in	in	ADP
cana-298	58	25	nonlinear	nonlinear	ADJ
cana-298	58	26	systems	system	NOUN
cana-298	58	27	deviate	deviate	VERB
cana-298	58	28	from	from	ADP
cana-298	58	29	straightforward	straightforward	ADJ
cana-298	58	30	proportionality	proportionality	NOUN
cana-298	58	31	.	.	PUNCT
cana-298	59	1	because	because	SCONJ
cana-298	59	2	of	of	ADP
cana-298	59	3	the	the	DET
cana-298	59	4	magnified	magnify	VERB
cana-298	59	5	effects	effect	NOUN
cana-298	59	6	of	of	ADP
cana-298	59	7	even	even	ADV
cana-298	59	8	little	little	ADJ
cana-298	59	9	changes	change	NOUN
cana-298	59	10	,	,	PUNCT
cana-298	59	11	forecasting	forecasting	NOUN
cana-298	59	12	and	and	CCONJ
cana-298	59	13	analysis	analysis	NOUN
cana-298	59	14	can	can	AUX
cana-298	59	15	be	be	AUX
cana-298	59	16	difficult	difficult	ADJ
cana-298	59	17	.	.	PUNCT
cana-298	60	1	●	●	PUNCT
cana-298	60	2	emergent	emergent	ADJ
cana-298	60	3	properties	property	NOUN
cana-298	60	4	:	:	PUNCT
cana-298	60	5	these	these	DET
cana-298	60	6	systems	system	NOUN
cana-298	60	7	frequently	frequently	ADV
cana-298	60	8	exhibit	exhibit	VERB
cana-298	60	9	emergent	emergent	ADJ
cana-298	60	10	properties	property	NOUN
cana-298	60	11	,	,	PUNCT
cana-298	60	12	which	which	PRON
cana-298	60	13	are	be	AUX
cana-298	60	14	characteristics	characteristic	NOUN
cana-298	60	15	or	or	CCONJ
cana-298	60	16	behaviours	behaviour	NOUN
cana-298	60	17	that	that	PRON
cana-298	60	18	emerge	emerge	VERB
cana-298	60	19	from	from	ADP
cana-298	60	20	interactions	interaction	NOUN
cana-298	60	21	among	among	ADP
cana-298	60	22	numerous	numerous	ADJ
cana-298	60	23	components	component	NOUN
cana-298	60	24	but	but	CCONJ
cana-298	60	25	are	be	AUX
cana-298	60	26	n't	not	PART
cana-298	60	27	present	present	ADJ
cana-298	60	28	in	in	ADP
cana-298	60	29	any	any	DET
cana-298	60	30	one	one	NUM
cana-298	60	31	of	of	ADP
cana-298	60	32	them	they	PRON
cana-298	60	33	on	on	ADP
cana-298	60	34	their	their	PRON
cana-298	60	35	own	own	ADJ
cana-298	60	36	.	.	PUNCT
cana-298	61	1	birds	bird	NOUN
cana-298	61	2	'	'	PART
cana-298	61	3	tendency	tendency	NOUN
cana-298	61	4	to	to	PART
cana-298	61	5	congregate	congregate	VERB
cana-298	61	6	in	in	ADP
cana-298	61	7	flocks	flock	NOUN
cana-298	61	8	and	and	CCONJ
cana-298	61	9	fireflies	firefly	NOUN
cana-298	61	10	'	'	PART
cana-298	61	11	ability	ability	NOUN
cana-298	61	12	to	to	PART
cana-298	61	13	flash	flash	VERB
cana-298	61	14	in	in	ADP
cana-298	61	15	unison	unison	NOUN
cana-298	61	16	are	be	AUX
cana-298	61	17	only	only	ADV
cana-298	61	18	two	two	NUM
cana-298	61	19	examples	example	NOUN
cana-298	61	20	.	.	PUNCT
cana-298	62	1	●	●	PUNCT
cana-298	62	2	complex	complex	ADJ
cana-298	62	3	interactions	interaction	NOUN
cana-298	62	4	:	:	PUNCT
cana-298	62	5	interactions	interaction	NOUN
cana-298	62	6	between	between	ADP
cana-298	62	7	parts	part	NOUN
cana-298	62	8	are	be	AUX
cana-298	62	9	complex	complex	ADJ
cana-298	62	10	in	in	ADP
cana-298	62	11	nonlinear	nonlinear	ADJ
cana-298	62	12	systems	system	NOUN
cana-298	62	13	,	,	PUNCT
cana-298	62	14	leading	lead	VERB
cana-298	62	15	to	to	ADP
cana-298	62	16	feedback	feedback	NOUN
cana-298	62	17	loops	loop	NOUN
cana-298	62	18	and	and	CCONJ
cana-298	62	19	interdependencies	interdependency	NOUN
cana-298	62	20	.	.	PUNCT
cana-298	63	1	because	because	SCONJ
cana-298	63	2	of	of	ADP
cana-298	63	3	its	its	PRON
cana-298	63	4	complexity	complexity	NOUN
cana-298	63	5	,	,	PUNCT
cana-298	63	6	predicting	predict	VERB
cana-298	63	7	the	the	DET
cana-298	63	8	results	result	NOUN
cana-298	63	9	of	of	ADP
cana-298	63	10	a	a	DET
cana-298	63	11	system	system	NOUN
cana-298	63	12	is	be	AUX
cana-298	63	13	typically	typically	ADV
cana-298	63	14	difficult	difficult	ADJ
cana-298	63	15	.	.	PUNCT
cana-298	64	1	challenges	challenge	NOUN
cana-298	64	2	:	:	PUNCT
cana-298	64	3	nonlinear	nonlinear	ADJ
cana-298	64	4	systems	system	NOUN
cana-298	64	5	can	can	AUX
cana-298	64	6	be	be	AUX
cana-298	64	7	very	very	ADV
cana-298	64	8	difficult	difficult	ADJ
cana-298	64	9	to	to	PART
cana-298	64	10	describe	describe	VERB
cana-298	64	11	mathematically	mathematically	ADV
cana-298	64	12	because	because	SCONJ
cana-298	64	13	of	of	ADP
cana-298	64	14	their	their	PRON
cana-298	64	15	inherent	inherent	ADJ
cana-298	64	16	complexity	complexity	NOUN
cana-298	64	17	.	.	PUNCT
cana-298	65	1	because	because	SCONJ
cana-298	65	2	there	there	PRON
cana-298	65	3	are	be	VERB
cana-298	65	4	no	no	DET
cana-298	65	5	closed	closed	ADJ
cana-298	65	6	-	-	PUNCT
cana-298	65	7	form	form	NOUN
cana-298	65	8	solutions	solution	NOUN
cana-298	65	9	to	to	ADP
cana-298	65	10	nonlinear	nonlinear	ADJ
cana-298	65	11	equations	equation	NOUN
cana-298	65	12	,	,	PUNCT
cana-298	65	13	analysis	analysis	NOUN
cana-298	65	14	must	must	AUX
cana-298	65	15	be	be	AUX
cana-298	65	16	performed	perform	VERB
cana-298	65	17	iteratively	iteratively	ADV
cana-298	65	18	or	or	CCONJ
cana-298	65	19	numerically	numerically	ADV
cana-298	65	20	.	.	PUNCT
cana-298	66	1	●	●	PUNCT
cana-298	66	2	nonlinear	nonlinear	ADJ
cana-298	66	3	systems	system	NOUN
cana-298	66	4	are	be	AUX
cana-298	66	5	notoriously	notoriously	ADV
cana-298	66	6	difficult	difficult	ADJ
cana-298	66	7	to	to	PART
cana-298	66	8	forecast	forecast	VERB
cana-298	66	9	because	because	SCONJ
cana-298	66	10	of	of	ADP
cana-298	66	11	their	their	PRON
cana-298	66	12	sensitivity	sensitivity	NOUN
cana-298	66	13	to	to	ADP
cana-298	66	14	initial	initial	ADJ
cana-298	66	15	conditions	condition	NOUN
cana-298	66	16	,	,	PUNCT
cana-298	66	17	which	which	PRON
cana-298	66	18	can	can	AUX
cana-298	66	19	result	result	VERB
cana-298	66	20	in	in	ADP
cana-298	66	21	the	the	DET
cana-298	66	22	butterfly	butterfly	NOUN
cana-298	66	23	effect	effect	NOUN
cana-298	66	24	(	(	PUNCT
cana-298	66	25	little	little	ADJ
cana-298	66	26	changes	change	NOUN
cana-298	66	27	in	in	ADP
cana-298	66	28	starting	start	VERB
cana-298	66	29	conditions	condition	NOUN
cana-298	66	30	resulting	result	VERB
cana-298	66	31	to	to	ADP
cana-298	66	32	significantly	significantly	ADV
cana-298	66	33	different	different	ADJ
cana-298	66	34	results	result	NOUN
cana-298	66	35	)	)	PUNCT
cana-298	66	36	.	.	PUNCT
cana-298	67	1	●	●	PUNCT
cana-298	67	2	high	high	ADJ
cana-298	67	3	dimensional	dimensional	ADJ
cana-298	67	4	spaces	space	NOUN
cana-298	67	5	are	be	AUX
cana-298	67	6	common	common	ADJ
cana-298	67	7	in	in	ADP
cana-298	67	8	nonlinear	nonlinear	ADJ
cana-298	67	9	systems	system	NOUN
cana-298	67	10	,	,	PUNCT
cana-298	67	11	making	make	VERB
cana-298	67	12	it	it	PRON
cana-298	67	13	hard	hard	ADJ
cana-298	67	14	to	to	PART
cana-298	67	15	visualise	visualise	VERB
cana-298	67	16	or	or	CCONJ
cana-298	67	17	understand	understand	VERB
cana-298	67	18	their	their	PRON
cana-298	67	19	behaviour	behaviour	NOUN
cana-298	67	20	,	,	PUNCT
cana-298	67	21	especially	especially	ADV
cana-298	67	22	when	when	SCONJ
cana-298	67	23	there	there	PRON
cana-298	67	24	are	be	VERB
cana-298	67	25	many	many	ADJ
cana-298	67	26	variables	variable	NOUN
cana-298	67	27	or	or	CCONJ
cana-298	67	28	components	component	NOUN
cana-298	67	29	involved	involve	VERB
cana-298	67	30	.	.	PUNCT
cana-298	68	1	●	●	PUNCT
cana-298	68	2	nonlinear	nonlinear	ADJ
cana-298	68	3	systems	system	NOUN
cana-298	68	4	are	be	AUX
cana-298	68	5	intrinsically	intrinsically	ADV
cana-298	68	6	more	more	ADV
cana-298	68	7	difficult	difficult	ADJ
cana-298	68	8	to	to	PART
cana-298	68	9	analyse	analyse	VERB
cana-298	68	10	and	and	CCONJ
cana-298	68	11	predict	predict	VERB
cana-298	68	12	because	because	SCONJ
cana-298	68	13	,	,	PUNCT
cana-298	68	14	unlike	unlike	ADP
cana-298	68	15	linear	linear	PROPN
cana-298	68	16	systems	system	NOUN
cana-298	68	17	,	,	PUNCT
cana-298	68	18	which	which	PRON
cana-298	68	19	obey	obey	VERB
cana-298	68	20	well	well	ADV
cana-298	68	21	-	-	PUNCT
cana-298	68	22	defined	define	VERB
cana-298	68	23	laws	law	NOUN
cana-298	68	24	,	,	PUNCT
cana-298	68	25	there	there	PRON
cana-298	68	26	are	be	VERB
cana-298	68	27	no	no	DET
cana-298	68	28	universal	universal	ADJ
cana-298	68	29	principles	principle	NOUN
cana-298	68	30	or	or	CCONJ
cana-298	68	31	laws	law	NOUN
cana-298	68	32	that	that	PRON
cana-298	68	33	control	control	VERB
cana-298	68	34	their	their	PRON
cana-298	68	35	behaviour	behaviour	NOUN
cana-298	68	36	.	.	PUNCT
cana-298	69	1	●	●	PUNCT
cana-298	69	2	computational	computational	ADJ
cana-298	69	3	burden	burden	NOUN
cana-298	69	4	:	:	PUNCT
cana-298	69	5	simulating	simulate	VERB
cana-298	69	6	or	or	CCONJ
cana-298	69	7	analysing	analyse	VERB
cana-298	69	8	nonlinear	nonlinear	ADJ
cana-298	69	9	systems	system	NOUN
cana-298	69	10	can	can	AUX
cana-298	69	11	be	be	AUX
cana-298	69	12	computationally	computationally	ADV
cana-298	69	13	intensive	intensive	ADJ
cana-298	69	14	.	.	PUNCT
cana-298	70	1	large	large	ADJ
cana-298	70	2	amounts	amount	NOUN
cana-298	70	3	of	of	ADP
cana-298	70	4	computing	computing	NOUN
cana-298	70	5	power	power	NOUN
cana-298	70	6	are	be	AUX
cana-298	70	7	needed	need	VERB
cana-298	70	8	due	due	ADP
cana-298	70	9	to	to	ADP
cana-298	70	10	the	the	DET
cana-298	70	11	iterative	iterative	ADJ
cana-298	70	12	nature	nature	NOUN
cana-298	70	13	of	of	ADP
cana-298	70	14	solutions	solution	NOUN
cana-298	70	15	and	and	CCONJ
cana-298	70	16	the	the	DET
cana-298	70	17	requirement	requirement	NOUN
cana-298	70	18	of	of	ADP
cana-298	70	19	complex	complex	ADJ
cana-298	70	20	algorithms	algorithm	NOUN
cana-298	70	21	.	.	PUNCT
cana-298	71	1	communications	communication	NOUN
cana-298	71	2	on	on	ADP
cana-298	71	3	applied	apply	VERB
cana-298	71	4	nonlinear	nonlinear	ADJ
cana-298	71	5	analysis	analysis	NOUN
cana-298	71	6	issn	issn	NOUN
cana-298	71	7	:	:	PUNCT
cana-298	71	8	1074	1074	NUM
cana-298	71	9	-	-	PUNCT
cana-298	71	10	133x	133x	NUM
cana-298	71	11	vol	vol	NOUN
cana-298	71	12	31	31	NUM
cana-298	71	13	no	no	NOUN
cana-298	71	14	.	.	NOUN
cana-298	71	15	1	1	NUM
cana-298	71	16	(	(	PUNCT
cana-298	71	17	2024	2024	NUM
cana-298	71	18	)	)	PUNCT
cana-298	71	19	38	38	NUM
cana-298	71	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-298	71	21	in	in	ADP
cana-298	71	22	the	the	DET
cana-298	71	23	search	search	NOUN
cana-298	71	24	for	for	ADP
cana-298	71	25	efficient	efficient	ADJ
cana-298	71	26	computational	computational	ADJ
cana-298	71	27	techniques	technique	NOUN
cana-298	71	28	,	,	PUNCT
cana-298	71	29	an	an	DET
cana-298	71	30	awareness	awareness	NOUN
cana-298	71	31	of	of	ADP
cana-298	71	32	these	these	DET
cana-298	71	33	features	feature	NOUN
cana-298	71	34	and	and	CCONJ
cana-298	71	35	difficulties	difficulty	NOUN
cana-298	71	36	is	be	AUX
cana-298	71	37	essential	essential	ADJ
cana-298	71	38	.	.	PUNCT
cana-298	72	1	computing	compute	VERB
cana-298	72	2	strategies	strategy	NOUN
cana-298	72	3	such	such	ADJ
cana-298	72	4	as	as	ADP
cana-298	72	5	machine	machine	NOUN
cana-298	72	6	learning	learning	NOUN
cana-298	72	7	,	,	PUNCT
cana-298	72	8	artificial	artificial	ADJ
cana-298	72	9	intelligence	intelligence	NOUN
cana-298	72	10	,	,	PUNCT
cana-298	72	11	and	and	CCONJ
cana-298	72	12	hybrid	hybrid	NOUN
cana-298	72	13	modelling	modelling	NOUN
cana-298	72	14	offer	offer	VERB
cana-298	72	15	new	new	ADJ
cana-298	72	16	paths	path	NOUN
cana-298	72	17	for	for	ADP
cana-298	72	18	studying	study	VERB
cana-298	72	19	and	and	CCONJ
cana-298	72	20	forecasting	forecast	VERB
cana-298	72	21	the	the	DET
cana-298	72	22	behaviour	behaviour	NOUN
cana-298	72	23	of	of	ADP
cana-298	72	24	nonlinear	nonlinear	ADJ
cana-298	72	25	systems	system	NOUN
cana-298	72	26	,	,	PUNCT
cana-298	72	27	but	but	CCONJ
cana-298	72	28	classic	classic	ADJ
cana-298	72	29	analytical	analytical	ADJ
cana-298	72	30	methods	method	NOUN
cana-298	72	31	struggle	struggle	VERB
cana-298	72	32	with	with	ADP
cana-298	72	33	these	these	DET
cana-298	72	34	complexities	complexity	NOUN
cana-298	72	35	.	.	PUNCT
cana-298	73	1	these	these	DET
cana-298	73	2	methods	method	NOUN
cana-298	73	3	provide	provide	VERB
cana-298	73	4	novel	novel	ADJ
cana-298	73	5	approaches	approach	NOUN
cana-298	73	6	to	to	ADP
cana-298	73	7	old	old	ADJ
cana-298	73	8	problems	problem	NOUN
cana-298	73	9	by	by	ADP
cana-298	73	10	utilising	utilise	VERB
cana-298	73	11	the	the	DET
cana-298	73	12	malleability	malleability	NOUN
cana-298	73	13	and	and	CCONJ
cana-298	73	14	adaptability	adaptability	NOUN
cana-298	73	15	of	of	ADP
cana-298	73	16	computational	computational	ADJ
cana-298	73	17	algorithms	algorithm	NOUN
cana-298	73	18	to	to	PART
cana-298	73	19	deal	deal	VERB
cana-298	73	20	with	with	ADP
cana-298	73	21	the	the	DET
cana-298	73	22	complexities	complexity	NOUN
cana-298	73	23	of	of	ADP
cana-298	73	24	nonlinear	nonlinear	ADJ
cana-298	73	25	systems	system	NOUN
cana-298	73	26	[	[	X
cana-298	73	27	7	7	NUM
cana-298	73	28	]	]	PUNCT
cana-298	73	29	.	.	PUNCT
cana-298	74	1	figure	figure	NOUN
cana-298	74	2	2	2	NUM
cana-298	74	3	:	:	PUNCT
cana-298	74	4	representation	representation	NOUN
cana-298	74	5	of	of	ADP
cana-298	74	6	challenges	challenge	NOUN
cana-298	74	7	and	and	CCONJ
cana-298	74	8	characteristics	characteristic	NOUN
cana-298	74	9	b.	b.	PROPN
cana-298	74	10	limitations	limitation	NOUN
cana-298	74	11	of	of	ADP
cana-298	74	12	traditional	traditional	ADJ
cana-298	74	13	analytical	analytical	ADJ
cana-298	74	14	approaches	approach	NOUN
cana-298	74	15	:	:	PUNCT
cana-298	74	16	while	while	SCONJ
cana-298	74	17	conventional	conventional	ADJ
cana-298	74	18	analytical	analytical	ADJ
cana-298	74	19	methods	method	NOUN
cana-298	74	20	work	work	VERB
cana-298	74	21	well	well	ADV
cana-298	74	22	with	with	ADP
cana-298	74	23	linear	linear	ADJ
cana-298	74	24	systems	system	NOUN
cana-298	74	25	and	and	CCONJ
cana-298	74	26	straightforward	straightforward	ADJ
cana-298	74	27	cause	cause	NOUN
cana-298	74	28	-	-	PUNCT
cana-298	74	29	and	and	CCONJ
cana-298	74	30	-	-	PUNCT
cana-298	74	31	effect	effect	NOUN
cana-298	74	32	relationships	relationship	NOUN
cana-298	74	33	,	,	PUNCT
cana-298	74	34	they	they	PRON
cana-298	74	35	run	run	VERB
cana-298	74	36	into	into	ADP
cana-298	74	37	serious	serious	ADJ
cana-298	74	38	obstacles	obstacle	NOUN
cana-298	74	39	when	when	SCONJ
cana-298	74	40	used	use	VERB
cana-298	74	41	to	to	ADP
cana-298	74	42	nonlinear	nonlinear	ADJ
cana-298	74	43	systems	system	NOUN
cana-298	74	44	.	.	PUNCT
cana-298	75	1	realising	realise	VERB
cana-298	75	2	the	the	DET
cana-298	75	3	importance	importance	NOUN
cana-298	75	4	of	of	ADP
cana-298	75	5	computational	computational	ADJ
cana-298	75	6	approaches	approach	NOUN
cana-298	75	7	for	for	ADP
cana-298	75	8	dealing	deal	VERB
cana-298	75	9	with	with	ADP
cana-298	75	10	the	the	DET
cana-298	75	11	complexities	complexity	NOUN
cana-298	75	12	of	of	ADP
cana-298	75	13	such	such	ADJ
cana-298	75	14	systems	system	NOUN
cana-298	75	15	depends	depend	VERB
cana-298	75	16	on	on	ADP
cana-298	75	17	having	have	VERB
cana-298	75	18	a	a	DET
cana-298	75	19	firm	firm	ADJ
cana-298	75	20	grasp	grasp	NOUN
cana-298	75	21	of	of	ADP
cana-298	75	22	these	these	DET
cana-298	75	23	constraints	constraint	NOUN
cana-298	75	24	[	[	X
cana-298	75	25	8	8	NUM
cana-298	75	26	]	]	PUNCT
cana-298	75	27	.	.	PUNCT
cana-298	76	1	nonlinear	nonlinear	ADJ
cana-298	76	2	dynamics	dynamic	NOUN
cana-298	76	3	are	be	AUX
cana-298	76	4	difficult	difficult	ADJ
cana-298	76	5	to	to	PART
cana-298	76	6	describe	describe	VERB
cana-298	76	7	adequately	adequately	ADV
cana-298	76	8	:	:	PUNCT
cana-298	76	9	differential	differential	ADJ
cana-298	76	10	equations	equation	NOUN
cana-298	76	11	and	and	CCONJ
cana-298	76	12	linear	linear	PROPN
cana-298	76	13	regression	regression	NOUN
cana-298	76	14	,	,	PUNCT
cana-298	76	15	two	two	NUM
cana-298	76	16	common	common	ADJ
cana-298	76	17	types	type	NOUN
cana-298	76	18	of	of	ADP
cana-298	76	19	classical	classical	ADJ
cana-298	76	20	analysis	analysis	NOUN
cana-298	76	21	,	,	PUNCT
cana-298	76	22	are	be	AUX
cana-298	76	23	best	well	ADV
cana-298	76	24	suited	suited	ADJ
cana-298	76	25	to	to	ADP
cana-298	76	26	linear	linear	PROPN
cana-298	76	27	systems	system	NOUN
cana-298	76	28	.	.	PUNCT
cana-298	77	1	their	their	PRON
cana-298	77	2	inability	inability	NOUN
cana-298	77	3	to	to	PART
cana-298	77	4	express	express	VERB
cana-298	77	5	complicated	complicated	ADJ
cana-298	77	6	,	,	PUNCT
cana-298	77	7	non	non	ADJ
cana-298	77	8	-	-	ADJ
cana-298	77	9	proportional	proportional	ADJ
cana-298	77	10	connections	connection	NOUN
cana-298	77	11	among	among	ADP
cana-298	77	12	variables	variable	NOUN
cana-298	77	13	makes	make	VERB
cana-298	77	14	them	they	PRON
cana-298	77	15	poor	poor	ADJ
cana-298	77	16	candidates	candidate	NOUN
cana-298	77	17	for	for	ADP
cana-298	77	18	capturing	capture	VERB
cana-298	77	19	the	the	DET
cana-298	77	20	dynamics	dynamic	NOUN
cana-298	77	21	of	of	ADP
cana-298	77	22	nonlinear	nonlinear	ADJ
cana-298	77	23	systems	system	NOUN
cana-298	77	24	.	.	PUNCT
cana-298	78	1	deterministic	deterministic	ADJ
cana-298	78	2	equations	equation	NOUN
cana-298	78	3	fail	fail	VERB
cana-298	78	4	to	to	PART
cana-298	78	5	capture	capture	VERB
cana-298	78	6	the	the	DET
cana-298	78	7	entire	entire	ADJ
cana-298	78	8	range	range	NOUN
cana-298	78	9	of	of	ADP
cana-298	78	10	behaviours	behaviour	NOUN
cana-298	78	11	and	and	CCONJ
cana-298	78	12	reactions	reaction	NOUN
cana-298	78	13	to	to	ADP
cana-298	78	14	various	various	ADJ
cana-298	78	15	inputs	input	NOUN
cana-298	78	16	in	in	ADP
cana-298	78	17	nonlinear	nonlinear	ADJ
cana-298	78	18	systems	system	NOUN
cana-298	78	19	because	because	SCONJ
cana-298	78	20	of	of	ADP
cana-298	78	21	the	the	DET
cana-298	78	22	systems	system	NOUN
cana-298	78	23	'	'	PART
cana-298	78	24	propensity	propensity	NOUN
cana-298	78	25	towards	towards	ADP
cana-298	78	26	chaotic	chaotic	ADJ
cana-298	78	27	behaviour	behaviour	NOUN
cana-298	78	28	.	.	PUNCT
cana-298	79	1	linearity	linearity	NOUN
cana-298	79	2	and	and	CCONJ
cana-298	79	3	the	the	DET
cana-298	79	4	use	use	NOUN
cana-298	79	5	of	of	ADP
cana-298	79	6	too	too	ADV
cana-298	79	7	simplistic	simplistic	ADJ
cana-298	79	8	assumptions	assumption	NOUN
cana-298	79	9	are	be	AUX
cana-298	79	10	two	two	NUM
cana-298	79	11	hallmarks	hallmark	NOUN
cana-298	79	12	of	of	ADP
cana-298	79	13	traditional	traditional	ADJ
cana-298	79	14	analytical	analytical	ADJ
cana-298	79	15	approaches	approach	NOUN
cana-298	79	16	.	.	PUNCT
cana-298	80	1	these	these	PRON
cana-298	80	2	[	[	X
cana-298	80	3	9	9	NUM
cana-298	80	4	]	]	PUNCT
cana-298	80	5	assumptions	assumption	NOUN
cana-298	80	6	are	be	AUX
cana-298	80	7	tested	test	VERB
cana-298	80	8	by	by	ADP
cana-298	80	9	nonlinear	nonlinear	ADJ
cana-298	80	10	systems	system	NOUN
cana-298	80	11	,	,	PUNCT
cana-298	80	12	whose	whose	DET
cana-298	80	13	behaviour	behaviour	NOUN
cana-298	80	14	is	be	AUX
cana-298	80	15	notoriously	notoriously	ADV
cana-298	80	16	complex	complex	ADJ
cana-298	80	17	,	,	PUNCT
cana-298	80	18	interconnected	interconnected	ADJ
cana-298	80	19	,	,	PUNCT
cana-298	80	20	and	and	CCONJ
cana-298	80	21	sensitive	sensitive	ADJ
cana-298	80	22	to	to	ADP
cana-298	80	23	initial	initial	ADJ
cana-298	80	24	conditions	condition	NOUN
cana-298	80	25	.	.	PUNCT
cana-298	81	1	emergent	emergent	ADJ
cana-298	81	2	behaviours	behaviour	NOUN
cana-298	81	3	emerging	emerge	VERB
cana-298	81	4	from	from	ADP
cana-298	81	5	interactions	interaction	NOUN
cana-298	81	6	between	between	ADP
cana-298	81	7	system	system	NOUN
cana-298	81	8	components	component	NOUN
cana-298	81	9	are	be	AUX
cana-298	81	10	ignored	ignore	VERB
cana-298	81	11	by	by	ADP
cana-298	81	12	conventional	conventional	ADJ
cana-298	81	13	approaches	approach	NOUN
cana-298	81	14	.	.	PUNCT
cana-298	82	1	nonlinear	nonlinear	ADJ
cana-298	82	2	systems	system	NOUN
cana-298	82	3	often	often	ADV
cana-298	82	4	do	do	AUX
cana-298	82	5	n't	not	PART
cana-298	82	6	have	have	VERB
cana-298	82	7	closed	close	VERB
cana-298	82	8	-	-	PUNCT
cana-298	82	9	form	form	NOUN
cana-298	82	10	solutions	solution	NOUN
cana-298	82	11	because	because	SCONJ
cana-298	82	12	communications	communication	NOUN
cana-298	82	13	on	on	ADP
cana-298	82	14	applied	apply	VERB
cana-298	82	15	nonlinear	nonlinear	ADJ
cana-298	82	16	analysis	analysis	NOUN
cana-298	82	17	issn	issn	NOUN
cana-298	82	18	:	:	PUNCT
cana-298	82	19	1074	1074	NUM
cana-298	82	20	-	-	PUNCT
cana-298	82	21	133x	133x	NUM
cana-298	82	22	vol	vol	NOUN
cana-298	82	23	31	31	NUM
cana-298	82	24	no	no	NOUN
cana-298	82	25	.	.	NOUN
cana-298	82	26	1	1	NUM
cana-298	82	27	(	(	PUNCT
cana-298	82	28	2024	2024	NUM
cana-298	82	29	)	)	PUNCT
cana-298	82	30	39	39	NUM
cana-298	82	31	https://internationalpubls.com	https://internationalpubls.com	X
cana-298	82	32	of	of	ADP
cana-298	82	33	the	the	DET
cana-298	82	34	third	third	ADJ
cana-298	82	35	problem	problem	NOUN
cana-298	82	36	.	.	PUNCT
cana-298	83	1	nonlinear	nonlinear	ADJ
cana-298	83	2	systems	system	NOUN
cana-298	83	3	require	require	VERB
cana-298	83	4	elaborate	elaborate	ADJ
cana-298	83	5	,	,	PUNCT
cana-298	83	6	iterative	iterative	NOUN
cana-298	83	7	,	,	PUNCT
cana-298	83	8	or	or	CCONJ
cana-298	83	9	numerical	numerical	ADJ
cana-298	83	10	procedures	procedure	NOUN
cana-298	83	11	for	for	ADP
cana-298	83	12	analysis	analysis	NOUN
cana-298	83	13	,	,	PUNCT
cana-298	83	14	as	as	SCONJ
cana-298	83	15	opposed	oppose	VERB
cana-298	83	16	to	to	ADP
cana-298	83	17	linear	linear	PROPN
cana-298	83	18	systems	system	NOUN
cana-298	83	19	,	,	PUNCT
cana-298	83	20	which	which	PRON
cana-298	83	21	can	can	AUX
cana-298	83	22	frequently	frequently	ADV
cana-298	83	23	be	be	AUX
cana-298	83	24	solved	solve	VERB
cana-298	83	25	using	use	VERB
cana-298	83	26	easy	easy	ADJ
cana-298	83	27	mathematical	mathematical	ADJ
cana-298	83	28	methods	method	NOUN
cana-298	83	29	.	.	PUNCT
cana-298	84	1	this	this	PRON
cana-298	84	2	creates	create	VERB
cana-298	84	3	a	a	DET
cana-298	84	4	substantial	substantial	ADJ
cana-298	84	5	difficulty	difficulty	NOUN
cana-298	84	6	,	,	PUNCT
cana-298	84	7	especially	especially	ADV
cana-298	84	8	when	when	SCONJ
cana-298	84	9	seeking	seek	VERB
cana-298	84	10	precise	precise	ADJ
cana-298	84	11	answers	answer	NOUN
cana-298	84	12	or	or	CCONJ
cana-298	84	13	predictions	prediction	NOUN
cana-298	84	14	.	.	PUNCT
cana-298	85	1	modelling	modelling	NOUN
cana-298	85	2	and	and	CCONJ
cana-298	85	3	predicting	predict	VERB
cana-298	85	4	the	the	DET
cana-298	85	5	behaviour	behaviour	NOUN
cana-298	85	6	of	of	ADP
cana-298	85	7	nonlinear	nonlinear	ADJ
cana-298	85	8	systems	system	NOUN
cana-298	85	9	using	use	VERB
cana-298	85	10	conventional	conventional	ADJ
cana-298	85	11	methods	method	NOUN
cana-298	85	12	is	be	AUX
cana-298	85	13	challenging	challenge	VERB
cana-298	85	14	.	.	PUNCT
cana-298	86	1	it	it	PRON
cana-298	86	2	is	be	AUX
cana-298	86	3	[	[	X
cana-298	86	4	10	10	NUM
cana-298	86	5	]	]	X
cana-298	86	6	difficult	difficult	ADJ
cana-298	86	7	to	to	PART
cana-298	86	8	predict	predict	VERB
cana-298	86	9	the	the	DET
cana-298	86	10	future	future	ADJ
cana-298	86	11	states	state	NOUN
cana-298	86	12	or	or	CCONJ
cana-298	86	13	behaviours	behaviour	NOUN
cana-298	86	14	of	of	ADP
cana-298	86	15	such	such	ADJ
cana-298	86	16	systems	system	NOUN
cana-298	86	17	using	use	VERB
cana-298	86	18	linear	linear	NOUN
cana-298	86	19	or	or	CCONJ
cana-298	86	20	deterministic	deterministic	ADJ
cana-298	86	21	models	model	NOUN
cana-298	86	22	due	due	ADP
cana-298	86	23	to	to	ADP
cana-298	86	24	their	their	PRON
cana-298	86	25	often	often	ADV
cana-298	86	26	complex	complex	ADJ
cana-298	86	27	and	and	CCONJ
cana-298	86	28	counterintuitive	counterintuitive	ADJ
cana-298	86	29	behaviours	behaviour	NOUN
cana-298	86	30	.	.	PUNCT
cana-298	87	1	traditional	traditional	ADJ
cana-298	87	2	analytical	analytical	ADJ
cana-298	87	3	methods	method	NOUN
cana-298	87	4	generally	generally	ADV
cana-298	87	5	focus	focus	VERB
cana-298	87	6	on	on	ADP
cana-298	87	7	reductionist	reductionist	ADJ
cana-298	87	8	approaches	approach	NOUN
cana-298	87	9	,	,	PUNCT
cana-298	87	10	breaking	break	VERB
cana-298	87	11	down	down	ADP
cana-298	87	12	complicated	complicated	ADJ
cana-298	87	13	systems	system	NOUN
cana-298	87	14	into	into	ADP
cana-298	87	15	simpler	simple	ADJ
cana-298	87	16	elements	element	NOUN
cana-298	87	17	for	for	ADP
cana-298	87	18	study	study	NOUN
cana-298	87	19	.	.	PUNCT
cana-298	88	1	however	however	ADV
cana-298	88	2	,	,	PUNCT
cana-298	88	3	reductionist	reductionist	ADJ
cana-298	88	4	techniques	technique	NOUN
cana-298	88	5	are	be	AUX
cana-298	88	6	typically	typically	ADV
cana-298	88	7	insufficient	insufficient	ADJ
cana-298	88	8	for	for	ADP
cana-298	88	9	capturing	capture	VERB
cana-298	88	10	the	the	DET
cana-298	88	11	holistic	holistic	ADJ
cana-298	88	12	behaviour	behaviour	NOUN
cana-298	88	13	of	of	ADP
cana-298	88	14	nonlinear	nonlinear	ADJ
cana-298	88	15	systems	system	NOUN
cana-298	88	16	since	since	SCONJ
cana-298	88	17	their	their	PRON
cana-298	88	18	emergent	emergent	ADJ
cana-298	88	19	behaviours	behaviour	NOUN
cana-298	88	20	and	and	CCONJ
cana-298	88	21	features	feature	NOUN
cana-298	88	22	are	be	AUX
cana-298	88	23	not	not	PART
cana-298	88	24	directly	directly	ADV
cana-298	88	25	attributable	attributable	ADJ
cana-298	88	26	to	to	ADP
cana-298	88	27	individual	individual	ADJ
cana-298	88	28	components	component	NOUN
cana-298	88	29	.	.	PUNCT
cana-298	89	1	nonlinear	nonlinear	ADJ
cana-298	89	2	systems	system	NOUN
cana-298	89	3	[	[	X
cana-298	89	4	11	11	NUM
cana-298	89	5	]	]	PUNCT
cana-298	89	6	usually	usually	ADV
cana-298	89	7	function	function	VERB
cana-298	89	8	in	in	ADP
cana-298	89	9	high	high	ADJ
cana-298	89	10	-	-	PUNCT
cana-298	89	11	dimensional	dimensional	ADJ
cana-298	89	12	spaces	space	NOUN
cana-298	89	13	,	,	PUNCT
cana-298	89	14	which	which	PRON
cana-298	89	15	contain	contain	VERB
cana-298	89	16	a	a	DET
cana-298	89	17	large	large	ADJ
cana-298	89	18	number	number	NOUN
cana-298	89	19	of	of	ADP
cana-298	89	20	variables	variable	NOUN
cana-298	89	21	or	or	CCONJ
cana-298	89	22	components	component	NOUN
cana-298	89	23	,	,	PUNCT
cana-298	89	24	and	and	CCONJ
cana-298	89	25	ca	can	AUX
cana-298	89	26	n't	not	PART
cana-298	89	27	manage	manage	VERB
cana-298	89	28	them	they	PRON
cana-298	89	29	all	all	PRON
cana-298	89	30	.	.	PUNCT
cana-298	90	1	although	although	SCONJ
cana-298	90	2	these	these	DET
cana-298	90	3	highdimensional	highdimensional	NOUN
cana-298	90	4	systems	system	NOUN
cana-298	90	5	exhibit	exhibit	VERB
cana-298	90	6	intricate	intricate	ADJ
cana-298	90	7	interactions	interaction	NOUN
cana-298	90	8	and	and	CCONJ
cana-298	90	9	behaviours	behaviour	NOUN
cana-298	90	10	,	,	PUNCT
cana-298	90	11	conventional	conventional	ADJ
cana-298	90	12	approaches	approach	NOUN
cana-298	90	13	have	have	VERB
cana-298	90	14	a	a	DET
cana-298	90	15	hard	hard	ADJ
cana-298	90	16	time	time	NOUN
cana-298	90	17	modelling	modelling	NOUN
cana-298	90	18	or	or	CCONJ
cana-298	90	19	analysing	analyse	VERB
cana-298	90	20	them	they	PRON
cana-298	90	21	.	.	PUNCT
cana-298	91	1	recognising	recognise	VERB
cana-298	91	2	these	these	DET
cana-298	91	3	constraints	constraint	NOUN
cana-298	91	4	underlines	underline	VERB
cana-298	91	5	the	the	DET
cana-298	91	6	necessity	necessity	NOUN
cana-298	91	7	for	for	ADP
cana-298	91	8	creative	creative	ADJ
cana-298	91	9	computational	computational	ADJ
cana-298	91	10	approaches	approach	NOUN
cana-298	91	11	in	in	ADP
cana-298	91	12	solving	solve	VERB
cana-298	91	13	nonlinear	nonlinear	ADJ
cana-298	91	14	systems	system	NOUN
cana-298	91	15	.	.	PUNCT
cana-298	92	1	we	we	PRON
cana-298	92	2	can	can	AUX
cana-298	92	3	better	well	ADV
cana-298	92	4	understand	understand	VERB
cana-298	92	5	and	and	CCONJ
cana-298	92	6	predict	predict	VERB
cana-298	92	7	the	the	DET
cana-298	92	8	behaviour	behaviour	NOUN
cana-298	92	9	of	of	ADP
cana-298	92	10	these	these	DET
cana-298	92	11	complex	complex	ADJ
cana-298	92	12	systems	system	NOUN
cana-298	92	13	by	by	ADP
cana-298	92	14	employing	employ	VERB
cana-298	92	15	machine	machine	NOUN
cana-298	92	16	learning	learning	NOUN
cana-298	92	17	,	,	PUNCT
cana-298	92	18	artificial	artificial	ADJ
cana-298	92	19	intelligence	intelligence	NOUN
cana-298	92	20	,	,	PUNCT
cana-298	92	21	hybrid	hybrid	NOUN
cana-298	92	22	modelling	modelling	NOUN
cana-298	92	23	,	,	PUNCT
cana-298	92	24	and	and	CCONJ
cana-298	92	25	numerical	numerical	ADJ
cana-298	92	26	simulations	simulation	NOUN
cana-298	92	27	,	,	PUNCT
cana-298	92	28	all	all	PRON
cana-298	92	29	of	of	ADP
cana-298	92	30	which	which	PRON
cana-298	92	31	offer	offer	VERB
cana-298	92	32	flexible	flexible	ADJ
cana-298	92	33	,	,	PUNCT
cana-298	92	34	adaptive	adaptive	ADJ
cana-298	92	35	,	,	PUNCT
cana-298	92	36	and	and	CCONJ
cana-298	92	37	iterative	iterative	NOUN
cana-298	92	38	methodologies	methodology	NOUN
cana-298	92	39	.	.	PUNCT
cana-298	93	1	c.	c.	NOUN
cana-298	93	2	the	the	DET
cana-298	93	3	need	need	NOUN
cana-298	93	4	for	for	ADP
cana-298	93	5	computational	computational	ADJ
cana-298	93	6	methods	method	NOUN
cana-298	93	7	:	:	PUNCT
cana-298	93	8	because	because	SCONJ
cana-298	93	9	traditional	traditional	ADJ
cana-298	93	10	analytical	analytical	ADJ
cana-298	93	11	approaches	approach	NOUN
cana-298	93	12	frequently	frequently	ADV
cana-298	93	13	fail	fail	VERB
cana-298	93	14	to	to	PART
cana-298	93	15	capture	capture	VERB
cana-298	93	16	the	the	DET
cana-298	93	17	complexities	complexity	NOUN
cana-298	93	18	of	of	ADP
cana-298	93	19	complex	complex	ADJ
cana-298	93	20	and	and	CCONJ
cana-298	93	21	nonlinear	nonlinear	ADJ
cana-298	93	22	systems	system	NOUN
cana-298	93	23	,	,	PUNCT
cana-298	93	24	the	the	DET
cana-298	93	25	use	use	NOUN
cana-298	93	26	of	of	ADP
cana-298	93	27	computational	computational	ADJ
cana-298	93	28	methods	method	NOUN
cana-298	93	29	in	in	ADP
cana-298	93	30	tackling	tackle	VERB
cana-298	93	31	these	these	DET
cana-298	93	32	systems	system	NOUN
cana-298	93	33	is	be	AUX
cana-298	93	34	crucial	crucial	ADJ
cana-298	93	35	[	[	X
cana-298	93	36	12	12	NUM
cana-298	93	37	]	]	PUNCT
cana-298	93	38	.	.	PUNCT
cana-298	94	1	there	there	PRON
cana-298	94	2	are	be	VERB
cana-298	94	3	many	many	ADJ
cana-298	94	4	strong	strong	ADJ
cana-298	94	5	reasons	reason	NOUN
cana-298	94	6	why	why	SCONJ
cana-298	94	7	computational	computational	ADJ
cana-298	94	8	approaches	approach	NOUN
cana-298	94	9	are	be	AUX
cana-298	94	10	required	require	VERB
cana-298	94	11	:	:	PUNCT
cana-298	94	12	1	1	X
cana-298	94	13	.	.	X
cana-298	94	14	nonlinearity	nonlinearity	NOUN
cana-298	94	15	and	and	CCONJ
cana-298	94	16	complex	complex	ADJ
cana-298	94	17	interactions	interaction	NOUN
cana-298	94	18	:	:	PUNCT
cana-298	94	19	nonlinearity	nonlinearity	NOUN
cana-298	94	20	and	and	CCONJ
cana-298	94	21	complex	complex	ADJ
cana-298	94	22	interactions	interaction	NOUN
cana-298	94	23	are	be	AUX
cana-298	94	24	hallmarks	hallmark	NOUN
cana-298	94	25	of	of	ADP
cana-298	94	26	complex	complex	ADJ
cana-298	94	27	systems	system	NOUN
cana-298	94	28	,	,	PUNCT
cana-298	94	29	where	where	SCONJ
cana-298	94	30	seemingly	seemingly	ADV
cana-298	94	31	innocuous	innocuous	ADJ
cana-298	94	32	perturbations	perturbation	NOUN
cana-298	94	33	can	can	AUX
cana-298	94	34	have	have	VERB
cana-298	94	35	far	far	ADV
cana-298	94	36	-	-	PUNCT
cana-298	94	37	reaching	reach	VERB
cana-298	94	38	consequences	consequence	NOUN
cana-298	94	39	.	.	PUNCT
cana-298	95	1	for	for	ADP
cana-298	95	2	modelling	modelling	NOUN
cana-298	95	3	and	and	CCONJ
cana-298	95	4	analysis	analysis	NOUN
cana-298	95	5	of	of	ADP
cana-298	95	6	such	such	ADJ
cana-298	95	7	complex	complex	ADJ
cana-298	95	8	interactions	interaction	NOUN
cana-298	95	9	,	,	PUNCT
cana-298	95	10	computational	computational	ADJ
cana-298	95	11	methodologies	methodology	NOUN
cana-298	95	12	are	be	AUX
cana-298	95	13	preferable	preferable	ADJ
cana-298	95	14	to	to	ADP
cana-298	95	15	the	the	DET
cana-298	95	16	more	more	ADV
cana-298	95	17	conventional	conventional	ADJ
cana-298	95	18	analytic	analytic	ADJ
cana-298	95	19	methods	method	NOUN
cana-298	95	20	.	.	PUNCT
cana-298	96	1	2	2	X
cana-298	96	2	.	.	X
cana-298	96	3	emergent	emergent	ADJ
cana-298	96	4	behaviour	behaviour	NOUN
cana-298	96	5	:	:	PUNCT
cana-298	96	6	the	the	DET
cana-298	96	7	complex	complex	ADJ
cana-298	96	8	systems	system	NOUN
cana-298	96	9	display	display	VERB
cana-298	96	10	emergent	emergent	NOUN
cana-298	96	11	features	feature	NOUN
cana-298	96	12	,	,	PUNCT
cana-298	96	13	in	in	ADP
cana-298	96	14	which	which	PRON
cana-298	96	15	novel	novel	NOUN
cana-298	96	16	,	,	PUNCT
cana-298	96	17	unexpected	unexpected	ADJ
cana-298	96	18	behaviours	behaviour	NOUN
cana-298	96	19	develop	develop	VERB
cana-298	96	20	from	from	ADP
cana-298	96	21	the	the	DET
cana-298	96	22	interplay	interplay	NOUN
cana-298	96	23	of	of	ADP
cana-298	96	24	its	its	PRON
cana-298	96	25	constituent	constituent	NOUN
cana-298	96	26	parts	part	NOUN
cana-298	96	27	.	.	PUNCT
cana-298	97	1	computational	computational	ADJ
cana-298	97	2	tools	tool	NOUN
cana-298	97	3	,	,	PUNCT
cana-298	97	4	particularly	particularly	ADV
cana-298	97	5	agentbased	agentbase	VERB
cana-298	97	6	modelling	modelling	NOUN
cana-298	97	7	and	and	CCONJ
cana-298	97	8	simulations	simulation	NOUN
cana-298	97	9	,	,	PUNCT
cana-298	97	10	are	be	AUX
cana-298	97	11	well	well	ADV
cana-298	97	12	-	-	PUNCT
cana-298	97	13	equipped	equip	VERB
cana-298	97	14	to	to	PART
cana-298	97	15	describe	describe	VERB
cana-298	97	16	and	and	CCONJ
cana-298	97	17	study	study	VERB
cana-298	97	18	these	these	DET
cana-298	97	19	emergent	emergent	ADJ
cana-298	97	20	phenomena	phenomenon	NOUN
cana-298	97	21	,	,	PUNCT
cana-298	97	22	offering	offer	VERB
cana-298	97	23	a	a	DET
cana-298	97	24	greater	great	ADJ
cana-298	97	25	understanding	understanding	NOUN
cana-298	97	26	of	of	ADP
cana-298	97	27	complex	complex	ADJ
cana-298	97	28	systems	system	NOUN
cana-298	97	29	.	.	PUNCT
cana-298	98	1	3	3	X
cana-298	98	2	.	.	X
cana-298	98	3	high	high	ADJ
cana-298	98	4	dimensionality	dimensionality	NOUN
cana-298	98	5	:	:	PUNCT
cana-298	98	6	many	many	ADJ
cana-298	98	7	complex	complex	ADJ
cana-298	98	8	systems	system	NOUN
cana-298	98	9	have	have	VERB
cana-298	98	10	a	a	DET
cana-298	98	11	great	great	ADJ
cana-298	98	12	deal	deal	NOUN
cana-298	98	13	of	of	ADP
cana-298	98	14	complexity	complexity	NOUN
cana-298	98	15	in	in	ADP
cana-298	98	16	terms	term	NOUN
cana-298	98	17	of	of	ADP
cana-298	98	18	the	the	DET
cana-298	98	19	number	number	NOUN
cana-298	98	20	of	of	ADP
cana-298	98	21	variables	variable	NOUN
cana-298	98	22	or	or	CCONJ
cana-298	98	23	dimensions	dimension	NOUN
cana-298	98	24	involved	involve	VERB
cana-298	98	25	.	.	PUNCT
cana-298	99	1	due	due	ADP
cana-298	99	2	to	to	ADP
cana-298	99	3	computing	compute	VERB
cana-298	99	4	restrictions	restriction	NOUN
cana-298	99	5	,	,	PUNCT
cana-298	99	6	traditional	traditional	ADJ
cana-298	99	7	analytic	analytic	ADJ
cana-298	99	8	procedures	procedure	NOUN
cana-298	99	9	become	become	VERB
cana-298	99	10	impracticable	impracticable	ADJ
cana-298	99	11	in	in	ADP
cana-298	99	12	high	high	ADJ
cana-298	99	13	-	-	PUNCT
cana-298	99	14	dimensional	dimensional	ADJ
cana-298	99	15	spaces	space	NOUN
cana-298	99	16	.	.	PUNCT
cana-298	100	1	management	management	NOUN
cana-298	100	2	and	and	CCONJ
cana-298	100	3	analysis	analysis	NOUN
cana-298	100	4	of	of	ADP
cana-298	100	5	such	such	ADJ
cana-298	100	6	systems	system	NOUN
cana-298	100	7	can	can	AUX
cana-298	100	8	be	be	AUX
cana-298	100	9	performed	perform	VERB
cana-298	100	10	with	with	ADP
cana-298	100	11	great	great	ADJ
cana-298	100	12	efficiency	efficiency	NOUN
cana-298	100	13	using	use	VERB
cana-298	100	14	computational	computational	ADJ
cana-298	100	15	methods	method	NOUN
cana-298	100	16	like	like	ADP
cana-298	100	17	numerical	numerical	ADJ
cana-298	100	18	simulations	simulation	NOUN
cana-298	100	19	and	and	CCONJ
cana-298	100	20	machine	machine	NOUN
cana-298	100	21	learning	learn	VERB
cana-298	100	22	algorithms	algorithm	NOUN
cana-298	100	23	[	[	X
cana-298	100	24	13	13	NUM
cana-298	100	25	]	]	PUNCT
cana-298	100	26	.	.	PUNCT
cana-298	101	1	communications	communication	NOUN
cana-298	101	2	on	on	ADP
cana-298	101	3	applied	apply	VERB
cana-298	101	4	nonlinear	nonlinear	ADJ
cana-298	101	5	analysis	analysis	NOUN
cana-298	101	6	issn	issn	NOUN
cana-298	101	7	:	:	PUNCT
cana-298	101	8	1074	1074	NUM
cana-298	101	9	-	-	PUNCT
cana-298	101	10	133x	133x	NUM
cana-298	101	11	vol	vol	NOUN
cana-298	101	12	31	31	NUM
cana-298	101	13	no	no	NOUN
cana-298	101	14	.	.	NOUN
cana-298	101	15	1	1	NUM
cana-298	101	16	(	(	PUNCT
cana-298	101	17	2024	2024	NUM
cana-298	101	18	)	)	PUNCT
cana-298	101	19	40	40	NUM
cana-298	101	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-298	101	21	4	4	X
cana-298	101	22	.	.	X
cana-298	101	23	sensitivity	sensitivity	NOUN
cana-298	101	24	to	to	ADP
cana-298	101	25	early	early	ADJ
cana-298	101	26	conditions	condition	NOUN
cana-298	101	27	:	:	PUNCT
cana-298	101	28	the	the	DET
cana-298	101	29	butterfly	butterfly	NOUN
cana-298	101	30	effect	effect	NOUN
cana-298	101	31	describes	describe	VERB
cana-298	101	32	how	how	SCONJ
cana-298	101	33	seemingly	seemingly	ADV
cana-298	101	34	minor	minor	ADJ
cana-298	101	35	changes	change	NOUN
cana-298	101	36	in	in	ADP
cana-298	101	37	early	early	ADJ
cana-298	101	38	conditions	condition	NOUN
cana-298	101	39	can	can	AUX
cana-298	101	40	have	have	VERB
cana-298	101	41	far	far	ADV
cana-298	101	42	-	-	PUNCT
cana-298	101	43	reaching	reach	VERB
cana-298	101	44	consequences	consequence	NOUN
cana-298	101	45	in	in	ADP
cana-298	101	46	complex	complex	ADJ
cana-298	101	47	systems	system	NOUN
cana-298	101	48	.	.	PUNCT
cana-298	102	1	in	in	ADP
cana-298	102	2	order	order	NOUN
cana-298	102	3	to	to	PART
cana-298	102	4	analyse	analyse	VERB
cana-298	102	5	the	the	DET
cana-298	102	6	behaviour	behaviour	NOUN
cana-298	102	7	of	of	ADP
cana-298	102	8	a	a	DET
cana-298	102	9	system	system	NOUN
cana-298	102	10	in	in	ADP
cana-298	102	11	greater	great	ADJ
cana-298	102	12	detail	detail	NOUN
cana-298	102	13	,	,	PUNCT
cana-298	102	14	computational	computational	ADJ
cana-298	102	15	approaches	approach	NOUN
cana-298	102	16	can	can	AUX
cana-298	102	17	be	be	AUX
cana-298	102	18	used	use	VERB
cana-298	102	19	to	to	PART
cana-298	102	20	try	try	VERB
cana-298	102	21	out	out	ADP
cana-298	102	22	many	many	ADJ
cana-298	102	23	different	different	ADJ
cana-298	102	24	starting	starting	NOUN
cana-298	102	25	points	point	NOUN
cana-298	103	1	[	[	X
cana-298	103	2	14	14	NUM
cana-298	103	3	]	]	SYM
cana-298	103	4	.	.	PUNCT
cana-298	104	1	5	5	X
cana-298	104	2	.	.	X
cana-298	104	3	lack	lack	NOUN
cana-298	104	4	of	of	ADP
cana-298	104	5	analytical	analytical	ADJ
cana-298	104	6	solutions	solution	NOUN
cana-298	104	7	:	:	PUNCT
cana-298	104	8	there	there	PRON
cana-298	104	9	are	be	VERB
cana-298	104	10	no	no	DET
cana-298	104	11	closed	closed	ADJ
cana-298	104	12	-	-	PUNCT
cana-298	104	13	form	form	NOUN
cana-298	104	14	analytical	analytical	ADJ
cana-298	104	15	solutions	solution	NOUN
cana-298	104	16	for	for	ADP
cana-298	104	17	many	many	ADJ
cana-298	104	18	nonlinear	nonlinear	ADJ
cana-298	104	19	systems	system	NOUN
cana-298	104	20	because	because	SCONJ
cana-298	104	21	of	of	ADP
cana-298	104	22	their	their	PRON
cana-298	104	23	very	very	ADJ
cana-298	104	24	nature	nature	NOUN
cana-298	104	25	.	.	PUNCT
cana-298	105	1	numerical	numerical	ADJ
cana-298	105	2	simulations	simulation	NOUN
cana-298	105	3	and	and	CCONJ
cana-298	105	4	other	other	ADJ
cana-298	105	5	computational	computational	ADJ
cana-298	105	6	approaches	approach	NOUN
cana-298	105	7	allow	allow	VERB
cana-298	105	8	researchers	researcher	NOUN
cana-298	105	9	to	to	PART
cana-298	105	10	effectively	effectively	ADV
cana-298	105	11	circumnavigate	circumnavigate	VERB
cana-298	105	12	the	the	DET
cana-298	105	13	absence	absence	NOUN
cana-298	105	14	of	of	ADP
cana-298	105	15	analytical	analytical	ADJ
cana-298	105	16	solutions	solution	NOUN
cana-298	105	17	by	by	ADP
cana-298	105	18	approximating	approximate	VERB
cana-298	105	19	and	and	CCONJ
cana-298	105	20	exploring	explore	VERB
cana-298	105	21	system	system	NOUN
cana-298	105	22	behaviour	behaviour	NOUN
cana-298	105	23	.	.	PUNCT
cana-298	106	1	6	6	X
cana-298	106	2	.	.	X
cana-298	106	3	adaptability	adaptability	NOUN
cana-298	106	4	and	and	CCONJ
cana-298	106	5	learning	learning	NOUN
cana-298	106	6	:	:	PUNCT
cana-298	106	7	computational	computational	ADJ
cana-298	106	8	approaches	approach	NOUN
cana-298	106	9	,	,	PUNCT
cana-298	106	10	especially	especially	ADV
cana-298	106	11	those	those	PRON
cana-298	106	12	founded	found	VERB
cana-298	106	13	in	in	ADP
cana-298	106	14	machine	machine	NOUN
cana-298	106	15	learning	learning	NOUN
cana-298	106	16	and	and	CCONJ
cana-298	106	17	artificial	artificial	ADJ
cana-298	106	18	intelligence	intelligence	NOUN
cana-298	106	19	,	,	PUNCT
cana-298	106	20	can	can	AUX
cana-298	106	21	change	change	VERB
cana-298	106	22	and	and	CCONJ
cana-298	106	23	improve	improve	VERB
cana-298	106	24	over	over	ADP
cana-298	106	25	time	time	NOUN
cana-298	106	26	by	by	ADP
cana-298	106	27	taking	take	VERB
cana-298	106	28	in	in	ADP
cana-298	106	29	new	new	ADJ
cana-298	106	30	information	information	NOUN
cana-298	106	31	.	.	PUNCT
cana-298	107	1	they	they	PRON
cana-298	107	2	are	be	AUX
cana-298	107	3	extremely	extremely	ADV
cana-298	107	4	helpful	helpful	ADJ
cana-298	107	5	for	for	ADP
cana-298	107	6	prediction	prediction	NOUN
cana-298	107	7	and	and	CCONJ
cana-298	107	8	decision	decision	NOUN
cana-298	107	9	-	-	PUNCT
cana-298	107	10	making	making	NOUN
cana-298	107	11	due	due	ADJ
cana-298	107	12	to	to	ADP
cana-298	107	13	their	their	PRON
cana-298	107	14	ability	ability	NOUN
cana-298	107	15	to	to	PART
cana-298	107	16	recognise	recognise	VERB
cana-298	107	17	patterns	pattern	NOUN
cana-298	107	18	,	,	PUNCT
cana-298	107	19	correlations	correlation	NOUN
cana-298	107	20	,	,	PUNCT
cana-298	107	21	and	and	CCONJ
cana-298	107	22	trends	trend	NOUN
cana-298	107	23	within	within	ADP
cana-298	107	24	complex	complex	ADJ
cana-298	107	25	systems	system	NOUN
cana-298	107	26	.	.	PUNCT
cana-298	108	1	7	7	X
cana-298	108	2	.	.	X
cana-298	108	3	real	real	ADJ
cana-298	108	4	-	-	PUNCT
cana-298	108	5	world	world	NOUN
cana-298	108	6	complexity	complexity	NOUN
cana-298	108	7	:	:	PUNCT
cana-298	108	8	complex	complex	ADJ
cana-298	108	9	systems	system	NOUN
cana-298	108	10	[	[	X
cana-298	108	11	15	15	NUM
cana-298	108	12	]	]	PUNCT
cana-298	108	13	typically	typically	ADV
cana-298	108	14	mimic	mimic	VERB
cana-298	108	15	real	real	ADJ
cana-298	108	16	-	-	PUNCT
cana-298	108	17	world	world	NOUN
cana-298	108	18	circumstances	circumstance	NOUN
cana-298	108	19	,	,	PUNCT
cana-298	108	20	including	include	VERB
cana-298	108	21	ecological	ecological	ADJ
cana-298	108	22	ecosystems	ecosystem	NOUN
cana-298	108	23	,	,	PUNCT
cana-298	108	24	financial	financial	ADJ
cana-298	108	25	markets	market	NOUN
cana-298	108	26	,	,	PUNCT
cana-298	108	27	social	social	ADJ
cana-298	108	28	networks	network	NOUN
cana-298	108	29	,	,	PUNCT
cana-298	108	30	and	and	CCONJ
cana-298	108	31	biological	biological	ADJ
cana-298	108	32	processes	process	NOUN
cana-298	108	33	.	.	PUNCT
cana-298	109	1	because	because	SCONJ
cana-298	109	2	of	of	ADP
cana-298	109	3	their	their	PRON
cana-298	109	4	nonlinear	nonlinear	ADJ
cana-298	109	5	dynamics	dynamic	NOUN
cana-298	109	6	and	and	CCONJ
cana-298	109	7	emergent	emergent	ADJ
cana-298	109	8	features	feature	NOUN
cana-298	109	9	,	,	PUNCT
cana-298	109	10	computational	computational	ADJ
cana-298	109	11	methods	method	NOUN
cana-298	109	12	are	be	AUX
cana-298	109	13	required	require	VERB
cana-298	109	14	to	to	ADP
cana-298	109	15	adequately	adequately	ADV
cana-298	109	16	analyse	analyse	VERB
cana-298	109	17	and	and	CCONJ
cana-298	109	18	model	model	VERB
cana-298	109	19	such	such	ADJ
cana-298	109	20	systems	system	NOUN
cana-298	109	21	.	.	PUNCT
cana-298	110	1	iv	iv	X
cana-298	110	2	.	.	PUNCT
cana-298	110	3	methodology	methodology	NOUN
cana-298	110	4	for	for	ADP
cana-298	110	5	nonlinear	nonlinear	ADJ
cana-298	110	6	problems	problem	NOUN
cana-298	110	7	a.	a.	NOUN
cana-298	110	8	machine	machine	NOUN
cana-298	110	9	learning	learning	NOUN
cana-298	110	10	and	and	CCONJ
cana-298	110	11	nonlinear	nonlinear	ADJ
cana-298	110	12	problem	problem	NOUN
cana-298	110	13	-	-	PUNCT
cana-298	110	14	solving	solving	NOUN
cana-298	110	15	:	:	PUNCT
cana-298	110	16	machine	machine	NOUN
cana-298	110	17	learning	learning	NOUN
cana-298	110	18	(	(	PUNCT
cana-298	110	19	ml	ml	NOUN
cana-298	110	20	)	)	PUNCT
cana-298	111	1	[	[	X
cana-298	111	2	17	17	NUM
cana-298	111	3	]	]	PUNCT
cana-298	111	4	has	have	AUX
cana-298	111	5	emerged	emerge	VERB
cana-298	111	6	as	as	ADP
cana-298	111	7	a	a	DET
cana-298	111	8	powerful	powerful	ADJ
cana-298	111	9	method	method	NOUN
cana-298	111	10	for	for	ADP
cana-298	111	11	handling	handle	VERB
cana-298	111	12	nonlinear	nonlinear	ADJ
cana-298	111	13	issues	issue	NOUN
cana-298	111	14	.	.	PUNCT
cana-298	112	1	it	it	PRON
cana-298	112	2	is	be	AUX
cana-298	112	3	the	the	DET
cana-298	112	4	application	application	NOUN
cana-298	112	5	of	of	ADP
cana-298	112	6	algorithms	algorithm	NOUN
cana-298	112	7	and	and	CCONJ
cana-298	112	8	models	model	NOUN
cana-298	112	9	that	that	PRON
cana-298	112	10	allow	allow	VERB
cana-298	112	11	computers	computer	NOUN
cana-298	112	12	to	to	PART
cana-298	112	13	learn	learn	VERB
cana-298	112	14	from	from	ADP
cana-298	112	15	data	datum	NOUN
cana-298	112	16	,	,	PUNCT
cana-298	112	17	recognise	recognise	VERB
cana-298	112	18	patterns	pattern	NOUN
cana-298	112	19	,	,	PUNCT
cana-298	112	20	and	and	CCONJ
cana-298	112	21	make	make	VERB
cana-298	112	22	predictions	prediction	NOUN
cana-298	112	23	without	without	ADP
cana-298	112	24	being	be	AUX
cana-298	112	25	explicitly	explicitly	ADV
cana-298	112	26	instructed	instruct	VERB
cana-298	112	27	to	to	PART
cana-298	112	28	do	do	VERB
cana-298	112	29	so	so	ADV
cana-298	112	30	.	.	PUNCT
cana-298	113	1	when	when	SCONJ
cana-298	113	2	applied	apply	VERB
cana-298	113	3	to	to	ADP
cana-298	113	4	nonlinear	nonlinear	ADJ
cana-298	113	5	systems	system	NOUN
cana-298	113	6	,	,	PUNCT
cana-298	113	7	machine	machine	NOUN
cana-298	113	8	learning	learning	NOUN
cana-298	113	9	is	be	AUX
cana-298	113	10	particularly	particularly	ADV
cana-298	113	11	effective	effective	ADJ
cana-298	113	12	at	at	ADP
cana-298	113	13	capturing	capture	VERB
cana-298	113	14	intricate	intricate	ADJ
cana-298	113	15	dependencies	dependency	NOUN
cana-298	113	16	between	between	ADP
cana-298	113	17	variables	variable	NOUN
cana-298	113	18	that	that	PRON
cana-298	113	19	are	be	AUX
cana-298	113	20	difficult	difficult	ADJ
cana-298	113	21	for	for	ADP
cana-298	113	22	more	more	ADJ
cana-298	113	23	conventional	conventional	ADJ
cana-298	113	24	approaches	approach	NOUN
cana-298	113	25	to	to	ADP
cana-298	113	26	characterise	characterise	PROPN
cana-298	113	27	.	.	PUNCT
cana-298	114	1	nonlinear	nonlinear	ADJ
cana-298	114	2	issues	issue	NOUN
cana-298	114	3	are	be	AUX
cana-298	114	4	well	well	ADV
cana-298	114	5	-	-	PUNCT
cana-298	114	6	suited	suit	VERB
cana-298	114	7	to	to	ADP
cana-298	114	8	the	the	DET
cana-298	114	9	predictive	predictive	ADJ
cana-298	114	10	power	power	NOUN
cana-298	114	11	and	and	CCONJ
cana-298	114	12	detailed	detailed	ADJ
cana-298	114	13	patterns	pattern	NOUN
cana-298	114	14	revealed	reveal	VERB
cana-298	114	15	by	by	ADP
cana-298	114	16	methods	method	NOUN
cana-298	114	17	such	such	ADJ
cana-298	114	18	as	as	ADP
cana-298	114	19	neural	neural	ADJ
cana-298	114	20	networks	network	NOUN
cana-298	114	21	,	,	PUNCT
cana-298	114	22	support	support	VERB
cana-298	114	23	vector	vector	NOUN
cana-298	114	24	machines	machine	NOUN
cana-298	114	25	,	,	PUNCT
cana-298	114	26	and	and	CCONJ
cana-298	114	27	decision	decision	NOUN
cana-298	114	28	trees	tree	NOUN
cana-298	114	29	[	[	X
cana-298	114	30	16	16	NUM
cana-298	114	31	]	]	PUNCT
cana-298	114	32	.	.	PUNCT
cana-298	115	1	nonlinear	nonlinear	ADJ
cana-298	115	2	interactions	interaction	NOUN
cana-298	115	3	between	between	ADP
cana-298	115	4	variables	variable	NOUN
cana-298	115	5	call	call	VERB
cana-298	115	6	for	for	ADP
cana-298	115	7	complex	complex	ADJ
cana-298	115	8	analysis	analysis	NOUN
cana-298	115	9	,	,	PUNCT
cana-298	115	10	making	make	VERB
cana-298	115	11	these	these	DET
cana-298	115	12	models	model	NOUN
cana-298	115	13	especially	especially	ADV
cana-298	115	14	applicable	applicable	ADJ
cana-298	115	15	to	to	ADP
cana-298	115	16	domains	domain	NOUN
cana-298	115	17	like	like	ADP
cana-298	115	18	climate	climate	NOUN
cana-298	115	19	modelling	modelling	NOUN
cana-298	115	20	.	.	PUNCT
cana-298	116	1	by	by	ADP
cana-298	116	2	using	use	VERB
cana-298	116	3	machine	machine	NOUN
cana-298	116	4	learning	learning	NOUN
cana-298	116	5	,	,	PUNCT
cana-298	116	6	hidden	hide	VERB
cana-298	116	7	patterns	pattern	NOUN
cana-298	116	8	and	and	CCONJ
cana-298	116	9	connections	connection	NOUN
cana-298	116	10	in	in	ADP
cana-298	116	11	these	these	DET
cana-298	116	12	complex	complex	ADJ
cana-298	116	13	systems	system	NOUN
cana-298	116	14	can	can	AUX
cana-298	116	15	be	be	AUX
cana-298	116	16	uncovered	uncover	VERB
cana-298	116	17	,	,	PUNCT
cana-298	116	18	improving	improve	VERB
cana-298	116	19	the	the	DET
cana-298	116	20	accuracy	accuracy	NOUN
cana-298	116	21	of	of	ADP
cana-298	116	22	predictions	prediction	NOUN
cana-298	116	23	and	and	CCONJ
cana-298	116	24	the	the	DET
cana-298	116	25	efficacy	efficacy	NOUN
cana-298	116	26	of	of	ADP
cana-298	116	27	decisions	decision	NOUN
cana-298	116	28	.	.	PUNCT
cana-298	117	1	communications	communication	NOUN
cana-298	117	2	on	on	ADP
cana-298	117	3	applied	apply	VERB
cana-298	117	4	nonlinear	nonlinear	ADJ
cana-298	117	5	analysis	analysis	NOUN
cana-298	117	6	issn	issn	NOUN
cana-298	117	7	:	:	PUNCT
cana-298	117	8	1074	1074	NUM
cana-298	117	9	-	-	PUNCT
cana-298	117	10	133x	133x	NUM
cana-298	117	11	vol	vol	NOUN
cana-298	117	12	31	31	NUM
cana-298	117	13	no	no	NOUN
cana-298	117	14	.	.	NOUN
cana-298	117	15	1	1	NUM
cana-298	117	16	(	(	PUNCT
cana-298	117	17	2024	2024	NUM
cana-298	117	18	)	)	PUNCT
cana-298	117	19	41	41	NUM
cana-298	117	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-298	117	21	figure	figure	NOUN
cana-298	117	22	3	3	NUM
cana-298	117	23	:	:	PUNCT
cana-298	117	24	nonlinear	nonlinear	ADJ
cana-298	117	25	ml	ml	ADP
cana-298	117	26	planning	planning	NOUN
cana-298	117	27	machine	machine	NOUN
cana-298	117	28	learning	learning	NOUN
cana-298	117	29	's	's	PART
cana-298	117	30	incremental	incremental	ADJ
cana-298	117	31	implementation	implementation	NOUN
cana-298	117	32	in	in	ADP
cana-298	117	33	nonlinear	nonlinear	ADJ
cana-298	117	34	problem	problem	NOUN
cana-298	117	35	solving	solve	VERB
cana-298	117	36	:	:	PUNCT
cana-298	117	37	1	1	X
cana-298	117	38	.	.	X
cana-298	117	39	collecting	collect	VERB
cana-298	117	40	and	and	CCONJ
cana-298	117	41	cleaning	clean	VERB
cana-298	117	42	the	the	DET
cana-298	117	43	data	datum	NOUN
cana-298	117	44	:	:	PUNCT
cana-298	117	45	data	datum	NOUN
cana-298	117	46	preprocessing	preprocessing	NOUN
cana-298	117	47	is	be	AUX
cana-298	117	48	a	a	DET
cana-298	117	49	mathematical	mathematical	ADJ
cana-298	117	50	equation	equation	NOUN
cana-298	117	51	involving	involve	VERB
cana-298	117	52	steps	step	NOUN
cana-298	117	53	like	like	ADP
cana-298	117	54	normalisation	normalisation	NOUN
cana-298	117	55	,	,	PUNCT
cana-298	117	56	feature	feature	NOUN
cana-298	117	57	scaling	scaling	NOUN
cana-298	117	58	,	,	PUNCT
cana-298	117	59	and	and	CCONJ
cana-298	117	60	transformation	transformation	NOUN
cana-298	117	61	.	.	PUNCT
cana-298	118	1	in	in	ADP
cana-298	118	2	practise	practise	NOUN
cana-298	118	3	,	,	PUNCT
cana-298	118	4	however	however	ADV
cana-298	118	5	,	,	PUNCT
cana-298	118	6	statistical	statistical	ADJ
cana-298	118	7	normalisation	normalisation	NOUN
cana-298	118	8	strategies	strategy	NOUN
cana-298	118	9	like	like	ADP
cana-298	118	10	zscore	zscore	NOUN
cana-298	118	11	normalisation	normalisation	NOUN
cana-298	118	12	and	and	CCONJ
cana-298	118	13	min	min	PROPN
cana-298	118	14	-	-	ADJ
cana-298	118	15	max	max	ADJ
cana-298	118	16	scaling	scaling	NOUN
cana-298	118	17	are	be	AUX
cana-298	118	18	employed	employ	VERB
cana-298	118	19	rather	rather	ADV
cana-298	118	20	than	than	ADP
cana-298	118	21	a	a	DET
cana-298	118	22	predetermined	predetermine	VERB
cana-298	118	23	mathematical	mathematical	ADJ
cana-298	118	24	formula	formula	NOUN
cana-298	118	25	.	.	PUNCT
cana-298	119	1	2	2	X
cana-298	119	2	.	.	X
cana-298	119	3	choosing	choose	VERB
cana-298	119	4	and	and	CCONJ
cana-298	119	5	engineering	engineer	VERB
cana-298	119	6	necessary	necessary	ADJ
cana-298	119	7	features	feature	NOUN
cana-298	119	8	:	:	PUNCT
cana-298	119	9	statistical	statistical	ADJ
cana-298	119	10	tests	test	NOUN
cana-298	119	11	,	,	PUNCT
cana-298	119	12	such	such	ADJ
cana-298	119	13	as	as	ADP
cana-298	119	14	correlation	correlation	NOUN
cana-298	119	15	coefficients	coefficient	NOUN
cana-298	119	16	,	,	PUNCT
cana-298	119	17	or	or	CCONJ
cana-298	119	18	domain	domain	NOUN
cana-298	119	19	-	-	PUNCT
cana-298	119	20	specific	specific	ADJ
cana-298	119	21	equations	equation	NOUN
cana-298	119	22	may	may	AUX
cana-298	119	23	be	be	AUX
cana-298	119	24	used	use	VERB
cana-298	119	25	in	in	ADP
cana-298	119	26	feature	feature	NOUN
cana-298	119	27	selection	selection	NOUN
cana-298	119	28	.	.	PUNCT
cana-298	120	1	polynomial	polynomial	ADJ
cana-298	120	2	and	and	CCONJ
cana-298	120	3	exponential	exponential	ADJ
cana-298	120	4	transformations	transformation	NOUN
cana-298	120	5	are	be	AUX
cana-298	120	6	two	two	NUM
cana-298	120	7	examples	example	NOUN
cana-298	120	8	of	of	ADP
cana-298	120	9	possible	possible	ADJ
cana-298	120	10	mathematical	mathematical	ADJ
cana-298	120	11	functions	function	NOUN
cana-298	120	12	that	that	PRON
cana-298	120	13	could	could	AUX
cana-298	120	14	be	be	AUX
cana-298	120	15	used	use	VERB
cana-298	120	16	to	to	PART
cana-298	120	17	modify	modify	VERB
cana-298	120	18	features	feature	NOUN
cana-298	120	19	during	during	ADP
cana-298	120	20	the	the	DET
cana-298	120	21	feature	feature	NOUN
cana-298	120	22	engineering	engineering	NOUN
cana-298	120	23	process	process	NOUN
cana-298	120	24	[	[	X
cana-298	120	25	18	18	NUM
cana-298	120	26	]	]	PUNCT
cana-298	120	27	.	.	PUNCT
cana-298	121	1	3	3	X
cana-298	121	2	.	.	X
cana-298	121	3	model	model	NOUN
cana-298	121	4	choosing	choosing	NOUN
cana-298	121	5	:	:	PUNCT
cana-298	121	6	each	each	DET
cana-298	121	7	model	model	NOUN
cana-298	121	8	used	use	VERB
cana-298	121	9	in	in	ADP
cana-298	121	10	machine	machine	NOUN
cana-298	121	11	learning	learning	NOUN
cana-298	121	12	has	have	VERB
cana-298	121	13	its	its	PRON
cana-298	121	14	own	own	ADJ
cana-298	121	15	set	set	NOUN
cana-298	121	16	of	of	ADP
cana-298	121	17	equations	equation	NOUN
cana-298	121	18	that	that	PRON
cana-298	121	19	regulate	regulate	VERB
cana-298	121	20	its	its	PRON
cana-298	121	21	learning	learning	NOUN
cana-298	121	22	process	process	NOUN
cana-298	121	23	.	.	PUNCT
cana-298	122	1	taking	take	VERB
cana-298	122	2	a	a	DET
cana-298	122	3	nonlinear	nonlinear	ADJ
cana-298	122	4	situation	situation	NOUN
cana-298	122	5	as	as	ADP
cana-298	122	6	an	an	DET
cana-298	122	7	example	example	NOUN
cana-298	122	8	,	,	PUNCT
cana-298	122	9	a	a	DET
cana-298	122	10	polynomial	polynomial	ADJ
cana-298	122	11	regression	regression	NOUN
cana-298	122	12	equation	equation	NOUN
cana-298	122	13	may	may	AUX
cana-298	122	14	look	look	VERB
cana-298	122	15	something	something	PRON
cana-298	122	16	like	like	ADP
cana-298	122	17	this	this	PRON
cana-298	122	18	:	:	PUNCT
cana-298	122	19	𝑦	𝑦	NOUN
cana-298	122	20	=	=	SYM
cana-298	122	21	𝑤	𝑤	PART
cana-298	122	22	0	0	NUM
cana-298	123	1	+	+	CCONJ
cana-298	123	2	𝑤	𝑤	ADP
cana-298	123	3	1	1	NUM
cana-298	123	4	𝑥	𝑥	NOUN
cana-298	123	5	+	+	CCONJ
cana-298	123	6	𝑤	𝑤	ADP
cana-298	123	7	2	2	NUM
cana-298	123	8	𝑥	𝑥	NOUN
cana-298	123	9	+	+	CCONJ
cana-298	123	10	𝑤	𝑤	ADP
cana-298	123	11	3	3	NUM
cana-298	123	12	𝑥	𝑥	NOUN
cana-298	123	13	+	+	CCONJ
cana-298	123	14	𝑤	𝑤	ADP
cana-298	123	15	4	4	NUM
cana-298	123	16	𝑥	𝑥	NOUN
cana-298	123	17	+	+	CCONJ
cana-298	123	18	𝑤	𝑤	ADP
cana-298	123	19	5	5	NUM
cana-298	123	20	𝑦	𝑦	NOUN
cana-298	123	21	2𝑥	2𝑥	NOUN
cana-298	123	22	2	2	NUM
cana-298	124	1	+	+	NOUN
cana-298	124	2	.	.	PUNCT
cana-298	124	3	.	.	PUNCT
cana-298	124	4	.	.	PUNCT
cana-298	125	1	+	+	ADV
cana-298	125	2	𝑤	𝑤	PART
cana-298	125	3	𝑛𝑥	𝑛𝑥	ADP
cana-298	125	4	𝑛	𝑛	ADP
cana-298	125	5	this	this	DET
cana-298	125	6	equation	equation	NOUN
cana-298	125	7	depicts	depict	VERB
cana-298	125	8	a	a	DET
cana-298	125	9	polynomial	polynomial	ADJ
cana-298	125	10	regression	regression	NOUN
cana-298	125	11	model	model	NOUN
cana-298	125	12	where	where	SCONJ
cana-298	125	13	y	y	PROPN
cana-298	125	14	is	be	AUX
cana-298	125	15	the	the	DET
cana-298	125	16	projected	project	VERB
cana-298	125	17	output	output	NOUN
cana-298	125	18	,	,	PUNCT
cana-298	125	19	x	x	PRON
cana-298	125	20	represents	represent	VERB
cana-298	125	21	the	the	DET
cana-298	125	22	input	input	NOUN
cana-298	125	23	features	feature	NOUN
cana-298	125	24	,	,	PUNCT
cana-298	125	25	and	and	CCONJ
cana-298	125	26	0	0	NUM
cana-298	125	27	,	,	PUNCT
cana-298	125	28	1	1	NUM
cana-298	125	29	,	,	PUNCT
cana-298	125	30	.	.	PUNCT
cana-298	125	31	.	.	PUNCT
cana-298	126	1	.	.	PUNCT
cana-298	127	1	,	,	PUNCT
cana-298	127	2	w	w	ADP
cana-298	127	3	0,w	0,w	NOUN
cana-298	127	4	1,	1,	NUM
cana-298	127	5	...	...	PUNCT
cana-298	127	6	,w	,w	PUNCT
cana-298	127	7	n	n	PRON
cana-298	127	8	are	be	AUX
cana-298	127	9	the	the	DET
cana-298	127	10	weights	weight	NOUN
cana-298	127	11	or	or	CCONJ
cana-298	127	12	coefficients	coefficient	NOUN
cana-298	127	13	.	.	PUNCT
cana-298	128	1	4	4	X
cana-298	128	2	.	.	X
cana-298	128	3	model	model	NOUN
cana-298	128	4	training	training	NOUN
cana-298	128	5	:	:	PUNCT
cana-298	128	6	communications	communication	NOUN
cana-298	128	7	on	on	ADP
cana-298	128	8	applied	apply	VERB
cana-298	128	9	nonlinear	nonlinear	ADJ
cana-298	128	10	analysis	analysis	NOUN
cana-298	128	11	issn	issn	NOUN
cana-298	128	12	:	:	PUNCT
cana-298	128	13	1074	1074	NUM
cana-298	128	14	-	-	PUNCT
cana-298	128	15	133x	133x	NUM
cana-298	128	16	vol	vol	NOUN
cana-298	128	17	31	31	NUM
cana-298	128	18	no	no	NOUN
cana-298	128	19	.	.	NOUN
cana-298	128	20	1	1	NUM
cana-298	128	21	(	(	PUNCT
cana-298	128	22	2024	2024	NUM
cana-298	128	23	)	)	PUNCT
cana-298	128	24	42	42	NUM
cana-298	128	25	https://internationalpubls.com	https://internationalpubls.com	X
cana-298	128	26	in	in	ADP
cana-298	128	27	training	training	NOUN
cana-298	128	28	,	,	PUNCT
cana-298	128	29	one	one	NUM
cana-298	128	30	typically	typically	ADV
cana-298	128	31	uses	use	VERB
cana-298	128	32	optimisation	optimisation	NOUN
cana-298	128	33	methods	method	NOUN
cana-298	128	34	like	like	ADP
cana-298	128	35	as	as	ADP
cana-298	128	36	gradient	gradient	ADJ
cana-298	128	37	descent	descent	NOUN
cana-298	128	38	or	or	CCONJ
cana-298	128	39	stochastic	stochastic	ADJ
cana-298	128	40	gradient	gradient	ADJ
cana-298	128	41	descent	descent	NOUN
cana-298	128	42	to	to	PART
cana-298	128	43	reduce	reduce	VERB
cana-298	128	44	a	a	DET
cana-298	128	45	cost	cost	NOUN
cana-298	128	46	or	or	CCONJ
cana-298	128	47	loss	loss	NOUN
cana-298	128	48	function	function	NOUN
cana-298	128	49	.	.	PUNCT
cana-298	129	1	partial	partial	ADJ
cana-298	129	2	derivatives	derivative	NOUN
cana-298	129	3	of	of	ADP
cana-298	129	4	the	the	DET
cana-298	129	5	cost	cost	NOUN
cana-298	129	6	function	function	NOUN
cana-298	129	7	with	with	ADP
cana-298	129	8	respect	respect	NOUN
cana-298	129	9	to	to	ADP
cana-298	129	10	the	the	DET
cana-298	129	11	model	model	NOUN
cana-298	129	12	parameters	parameter	NOUN
cana-298	129	13	are	be	AUX
cana-298	129	14	used	use	VERB
cana-298	129	15	in	in	ADP
cana-298	129	16	the	the	DET
cana-298	129	17	equations	equation	NOUN
cana-298	129	18	for	for	ADP
cana-298	129	19	these	these	DET
cana-298	129	20	optimisation	optimisation	NOUN
cana-298	129	21	techniques	technique	NOUN
cana-298	129	22	.	.	PUNCT
cana-298	130	1	5	5	X
cana-298	130	2	.	.	X
cana-298	130	3	validation	validation	NOUN
cana-298	130	4	and	and	CCONJ
cana-298	130	5	evaluation	evaluation	NOUN
cana-298	130	6	of	of	ADP
cana-298	130	7	models	model	NOUN
cana-298	130	8	:	:	PUNCT
cana-298	130	9	mean	mean	VERB
cana-298	130	10	squared	square	VERB
cana-298	130	11	error	error	NOUN
cana-298	130	12	(	(	PUNCT
cana-298	130	13	mse	mse	NOUN
cana-298	130	14	)	)	PUNCT
cana-298	130	15	or	or	CCONJ
cana-298	130	16	cross	cross	NOUN
cana-298	130	17	-	-	NOUN
cana-298	130	18	entropy	entropy	NOUN
cana-298	130	19	may	may	AUX
cana-298	130	20	be	be	AUX
cana-298	130	21	used	use	VERB
cana-298	130	22	as	as	ADP
cana-298	130	23	evaluation	evaluation	NOUN
cana-298	130	24	metrics	metric	NOUN
cana-298	130	25	for	for	ADP
cana-298	130	26	regression	regression	NOUN
cana-298	130	27	and	and	CCONJ
cana-298	130	28	classification	classification	NOUN
cana-298	130	29	issues	issue	NOUN
cana-298	130	30	,	,	PUNCT
cana-298	130	31	respectively	respectively	ADV
cana-298	130	32	.	.	PUNCT
cana-298	131	1	the	the	DET
cana-298	131	2	results	result	NOUN
cana-298	131	3	of	of	ADP
cana-298	131	4	the	the	DET
cana-298	131	5	model	model	NOUN
cana-298	131	6	can	can	AUX
cana-298	131	7	be	be	AUX
cana-298	131	8	measured	measure	VERB
cana-298	131	9	with	with	ADP
cana-298	131	10	these	these	DET
cana-298	131	11	equations	equation	NOUN
cana-298	131	12	.	.	PUNCT
cana-298	132	1	𝑀𝑆𝐸	𝑀𝑆𝐸	NOUN
cana-298	132	2	=	=	SYM
cana-298	132	3	𝑛1∑𝑖	𝑛1∑𝑖	NOUN
cana-298	132	4	=	=	PUNCT
cana-298	133	1	1𝑛(𝑌𝑖	1𝑛(𝑌𝑖	NUM
cana-298	133	2	−	−	PROPN
cana-298	133	3	𝑌𝑖)2	𝑌𝑖)2	PROPN
cana-298	133	4	6	6	NUM
cana-298	133	5	.	.	PUNCT
cana-298	133	6	inference	inference	NOUN
cana-298	133	7	and	and	CCONJ
cana-298	133	8	prediction	prediction	NOUN
cana-298	133	9	:	:	PUNCT
cana-298	133	10	prediction	prediction	NOUN
cana-298	133	11	using	use	VERB
cana-298	133	12	the	the	DET
cana-298	133	13	trained	train	VERB
cana-298	133	14	model	model	NOUN
cana-298	133	15	entails	entail	VERB
cana-298	133	16	applying	apply	VERB
cana-298	133	17	the	the	DET
cana-298	133	18	weights	weight	NOUN
cana-298	133	19	or	or	CCONJ
cana-298	133	20	coefficients	coefficient	NOUN
cana-298	133	21	gained	gain	VERB
cana-298	133	22	during	during	ADP
cana-298	133	23	training	training	NOUN
cana-298	133	24	to	to	ADP
cana-298	133	25	new	new	ADJ
cana-298	133	26	input	input	NOUN
cana-298	133	27	data	datum	NOUN
cana-298	133	28	in	in	ADP
cana-298	133	29	accordance	accordance	NOUN
cana-298	133	30	with	with	ADP
cana-298	133	31	the	the	DET
cana-298	133	32	equation	equation	NOUN
cana-298	133	33	of	of	ADP
cana-298	133	34	the	the	DET
cana-298	133	35	chosen	choose	VERB
cana-298	133	36	model	model	NOUN
cana-298	133	37	(	(	PUNCT
cana-298	133	38	such	such	ADJ
cana-298	133	39	as	as	ADP
cana-298	133	40	the	the	DET
cana-298	133	41	polynomial	polynomial	ADJ
cana-298	133	42	regression	regression	NOUN
cana-298	133	43	equation	equation	NOUN
cana-298	133	44	)	)	PUNCT
cana-298	133	45	.	.	PUNCT
cana-298	134	1	b.	b.	PROPN
cana-298	134	2	artificial	artificial	ADJ
cana-298	134	3	intelligence	intelligence	NOUN
cana-298	134	4	in	in	ADP
cana-298	134	5	understanding	understand	VERB
cana-298	134	6	complex	complex	ADJ
cana-298	134	7	systems	system	NOUN
cana-298	134	8	:	:	PUNCT
cana-298	134	9	artificial	artificial	ADJ
cana-298	134	10	intelligence	intelligence	NOUN
cana-298	134	11	(	(	PUNCT
cana-298	134	12	ai	ai	PROPN
cana-298	134	13	)	)	PUNCT
cana-298	134	14	plays	play	VERB
cana-298	134	15	a	a	DET
cana-298	134	16	significant	significant	ADJ
cana-298	134	17	role	role	NOUN
cana-298	134	18	in	in	ADP
cana-298	134	19	understanding	understanding	NOUN
cana-298	134	20	and	and	CCONJ
cana-298	134	21	simulating	simulate	VERB
cana-298	134	22	complex	complex	ADJ
cana-298	134	23	systems	system	NOUN
cana-298	134	24	.	.	PUNCT
cana-298	135	1	nonlinear	nonlinear	ADJ
cana-298	135	2	systems	system	NOUN
cana-298	135	3	are	be	AUX
cana-298	135	4	notoriously	notoriously	ADV
cana-298	135	5	difficult	difficult	ADJ
cana-298	135	6	to	to	PART
cana-298	135	7	understand	understand	VERB
cana-298	135	8	,	,	PUNCT
cana-298	135	9	but	but	CCONJ
cana-298	135	10	ai	ai	VERB
cana-298	135	11	methods	method	NOUN
cana-298	135	12	such	such	ADJ
cana-298	135	13	as	as	ADP
cana-298	135	14	deep	deep	ADJ
cana-298	135	15	learning	learning	NOUN
cana-298	135	16	,	,	PUNCT
cana-298	135	17	natural	natural	ADJ
cana-298	135	18	language	language	NOUN
cana-298	135	19	processing	processing	NOUN
cana-298	135	20	,	,	PUNCT
cana-298	135	21	and	and	CCONJ
cana-298	135	22	reinforcement	reinforcement	NOUN
cana-298	135	23	learning	learning	NOUN
cana-298	135	24	can	can	AUX
cana-298	135	25	help	help	VERB
cana-298	135	26	.	.	PUNCT
cana-298	136	1	as	as	ADP
cana-298	136	2	a	a	DET
cana-298	136	3	branch	branch	NOUN
cana-298	136	4	of	of	ADP
cana-298	136	5	artificial	artificial	ADJ
cana-298	136	6	intelligence	intelligence	NOUN
cana-298	136	7	,	,	PUNCT
cana-298	136	8	deep	deep	ADJ
cana-298	136	9	learning	learning	NOUN
cana-298	136	10	[	[	X
cana-298	136	11	19	19	NUM
cana-298	136	12	]	]	PUNCT
cana-298	136	13	has	have	AUX
cana-298	136	14	proven	prove	VERB
cana-298	136	15	to	to	PART
cana-298	136	16	be	be	AUX
cana-298	136	17	effective	effective	ADJ
cana-298	136	18	in	in	ADP
cana-298	136	19	comprehending	comprehend	VERB
cana-298	136	20	emergent	emergent	ADJ
cana-298	136	21	behaviours	behaviour	NOUN
cana-298	136	22	in	in	ADP
cana-298	136	23	nonlinear	nonlinear	ADJ
cana-298	136	24	systems	system	NOUN
cana-298	136	25	by	by	ADP
cana-298	136	26	extracting	extract	VERB
cana-298	136	27	features	feature	NOUN
cana-298	136	28	and	and	CCONJ
cana-298	136	29	patterns	pattern	NOUN
cana-298	136	30	from	from	ADP
cana-298	136	31	very	very	ADV
cana-298	136	32	complex	complex	ADJ
cana-298	136	33	and	and	CCONJ
cana-298	136	34	unstructured	unstructured	ADJ
cana-298	136	35	data	datum	NOUN
cana-298	136	36	.	.	PUNCT
cana-298	137	1	neuroscience	neuroscience	NOUN
cana-298	137	2	relies	rely	VERB
cana-298	137	3	on	on	ADP
cana-298	137	4	the	the	DET
cana-298	137	5	examination	examination	NOUN
cana-298	137	6	of	of	ADP
cana-298	137	7	nonlinear	nonlinear	ADJ
cana-298	137	8	interactions	interaction	NOUN
cana-298	137	9	between	between	ADP
cana-298	137	10	neurons	neuron	NOUN
cana-298	137	11	and	and	CCONJ
cana-298	137	12	their	their	PRON
cana-298	137	13	emergent	emergent	ADJ
cana-298	137	14	behaviours	behaviour	NOUN
cana-298	137	15	,	,	PUNCT
cana-298	137	16	which	which	PRON
cana-298	137	17	is	be	AUX
cana-298	137	18	made	make	VERB
cana-298	137	19	more	more	ADV
cana-298	137	20	manageable	manageable	ADJ
cana-298	137	21	with	with	ADP
cana-298	137	22	the	the	DET
cana-298	137	23	use	use	NOUN
cana-298	137	24	of	of	ADP
cana-298	137	25	ai	ai	NOUN
cana-298	137	26	models	model	NOUN
cana-298	137	27	and	and	CCONJ
cana-298	137	28	processing	processing	NOUN
cana-298	137	29	capacity	capacity	NOUN
cana-298	137	30	.	.	PUNCT
cana-298	138	1	the	the	DET
cana-298	138	2	term	term	NOUN
cana-298	138	3	(	(	PUNCT
cana-298	138	4	ai	ai	VERB
cana-298	138	5	)	)	PUNCT
cana-298	138	6	is	be	AUX
cana-298	138	7	used	use	VERB
cana-298	138	8	to	to	PART
cana-298	138	9	describe	describe	VERB
cana-298	138	10	a	a	DET
cana-298	138	11	wide	wide	ADJ
cana-298	138	12	range	range	NOUN
cana-298	138	13	of	of	ADP
cana-298	138	14	computer	computer	NOUN
cana-298	138	15	-	-	PUNCT
cana-298	138	16	based	base	VERB
cana-298	138	17	systems	system	NOUN
cana-298	138	18	that	that	PRON
cana-298	138	19	are	be	AUX
cana-298	138	20	capable	capable	ADJ
cana-298	138	21	of	of	ADP
cana-298	138	22	performing	perform	VERB
cana-298	138	23	a	a	DET
cana-298	138	24	wide	wide	ADJ
cana-298	138	25	range	range	NOUN
cana-298	138	26	of	of	ADP
cana-298	138	27	tasks	task	NOUN
cana-298	138	28	.	.	PUNCT
cana-298	139	1	in	in	ADP
cana-298	139	2	the	the	DET
cana-298	139	3	field	field	NOUN
cana-298	139	4	of	of	ADP
cana-298	139	5	deep	deep	ADJ
cana-298	139	6	learning	learning	NOUN
cana-298	139	7	,	,	PUNCT
cana-298	139	8	the	the	DET
cana-298	139	9	deep	deep	ADJ
cana-298	139	10	neural	neural	ADJ
cana-298	139	11	network	network	NOUN
cana-298	139	12	(	(	PUNCT
cana-298	139	13	dnn	dnn	PROPN
cana-298	139	14	)	)	PUNCT
cana-298	139	15	is	be	AUX
cana-298	139	16	a	a	DET
cana-298	139	17	popular	popular	ADJ
cana-298	139	18	ai	ai	NOUN
cana-298	139	19	technique	technique	NOUN
cana-298	139	20	.	.	PUNCT
cana-298	140	1	as	as	ADP
cana-298	140	2	an	an	DET
cana-298	140	3	example	example	NOUN
cana-298	140	4	of	of	ADP
cana-298	140	5	forward	forward	ADJ
cana-298	140	6	propagation	propagation	NOUN
cana-298	140	7	,	,	PUNCT
cana-298	140	8	imagine	imagine	VERB
cana-298	140	9	a	a	DET
cana-298	140	10	simple	simple	ADJ
cana-298	140	11	neural	neural	ADJ
cana-298	140	12	network	network	NOUN
cana-298	140	13	with	with	ADP
cana-298	140	14	l	l	NOUN
cana-298	140	15	layers	layer	NOUN
cana-298	140	16	and	and	CCONJ
cana-298	140	17	nl	nl	NOUN
cana-298	140	18	nodes	node	NOUN
cana-298	140	19	in	in	ADP
cana-298	140	20	each	each	DET
cana-298	140	21	layer	layer	NOUN
cana-298	140	22	(	(	PUNCT
cana-298	140	23	input	input	NOUN
cana-298	140	24	,	,	PUNCT
cana-298	140	25	hidden	hide	VERB
cana-298	140	26	,	,	PUNCT
cana-298	140	27	output	output	NOUN
cana-298	140	28	)	)	PUNCT
cana-298	140	29	.	.	PUNCT
cana-298	141	1	layer	layer	NOUN
cana-298	141	2	1	1	NUM
cana-298	141	3	input	input	NOUN
cana-298	141	4	is	be	AUX
cana-298	141	5	represented	represent	VERB
cana-298	141	6	by	by	ADP
cana-298	141	7	the	the	DET
cana-298	141	8	matrix	matrix	NOUN
cana-298	141	9	x	x	NOUN
cana-298	141	10	,	,	PUNCT
cana-298	141	11	where	where	SCONJ
cana-298	141	12	each	each	DET
cana-298	141	13	column	column	NOUN
cana-298	141	14	is	be	AUX
cana-298	141	15	a	a	DET
cana-298	141	16	sample	sample	NOUN
cana-298	141	17	of	of	ADP
cana-298	141	18	data	datum	NOUN
cana-298	141	19	used	use	VERB
cana-298	141	20	to	to	PART
cana-298	141	21	train	train	VERB
cana-298	141	22	the	the	DET
cana-298	141	23	network	network	NOUN
cana-298	141	24	.	.	PUNCT
cana-298	142	1	activation	activation	NOUN
cana-298	142	2	functions	function	NOUN
cana-298	142	3	come	come	VERB
cana-298	142	4	after	after	ADP
cana-298	142	5	linear	linear	ADJ
cana-298	142	6	transformations	transformation	NOUN
cana-298	142	7	and	and	CCONJ
cana-298	142	8	perform	perform	VERB
cana-298	142	9	the	the	DET
cana-298	142	10	work	work	NOUN
cana-298	142	11	in	in	ADP
cana-298	142	12	the	the	DET
cana-298	142	13	buried	bury	VERB
cana-298	142	14	layers	layer	NOUN
cana-298	142	15	.	.	PUNCT
cana-298	143	1	in	in	ADP
cana-298	143	2	the	the	DET
cana-298	143	3	lth	lth	PROPN
cana-298	143	4	covert	covert	ADJ
cana-298	143	5	level	level	NOUN
cana-298	143	6	:	:	PUNCT
cana-298	143	7	in	in	ADP
cana-298	143	8	this	this	DET
cana-298	143	9	case	case	NOUN
cana-298	143	10	,	,	PUNCT
cana-298	143	11	𝑍[𝑙	𝑍[𝑙	NOUN
cana-298	143	12	]	]	X
cana-298	143	13	=	=	SYM
cana-298	144	1	𝑊[𝑙]𝐴[𝑙	𝑊[𝑙]𝐴[𝑙	ADJ
cana-298	144	2	−	−	PROPN
cana-298	144	3	1	1	NUM
cana-298	144	4	]	]	PUNCT
cana-298	144	5	+	+	CCONJ
cana-298	144	6	𝑏[𝑙	𝑏[𝑙	NOUN
cana-298	144	7	]	]	PUNCT
cana-298	144	8	.	.	PUNCT
cana-298	145	1	𝐴[𝑙	𝐴[𝑙	VERB
cana-298	145	2	]	]	PUNCT
cana-298	146	1	=	=	PUNCT
cana-298	146	2	𝑔(𝑍[𝑙	𝑔(𝑍[𝑙	NOUN
cana-298	146	3	]	]	PUNCT
cana-298	146	4	)	)	PUNCT
cana-298	146	5	where	where	SCONJ
cana-298	146	6	:	:	PUNCT
cana-298	146	7	●	●	PUNCT
cana-298	146	8	for	for	ADP
cana-298	146	9	the	the	DET
cana-298	146	10	lth	lth	NOUN
cana-298	146	11	layer	layer	NOUN
cana-298	146	12	,	,	PUNCT
cana-298	146	13	we	we	PRON
cana-298	146	14	have	have	VERB
cana-298	146	15	the	the	DET
cana-298	146	16	linear	linear	ADJ
cana-298	146	17	transformation	transformation	NOUN
cana-298	146	18	,	,	PUNCT
cana-298	146	19	denoted	denote	VERB
cana-298	146	20	by	by	ADP
cana-298	146	21	z[l	z[l	NOUN
cana-298	146	22	]	]	PUNCT
cana-298	146	23	,	,	PUNCT
cana-298	146	24	which	which	PRON
cana-298	146	25	is	be	AUX
cana-298	146	26	the	the	DET
cana-298	146	27	weighted	weighted	ADJ
cana-298	146	28	sum	sum	NOUN
cana-298	146	29	of	of	ADP
cana-298	146	30	the	the	DET
cana-298	146	31	inputs	input	NOUN
cana-298	146	32	and	and	CCONJ
cana-298	146	33	biases	bias	NOUN
cana-298	146	34	.	.	PUNCT
cana-298	147	1	●	●	PUNCT
cana-298	147	2	w[l	w[l	ADJ
cana-298	147	3	]	]	PUNCT
cana-298	147	4	denotes	denote	VERB
cana-298	147	5	the	the	DET
cana-298	147	6	weight	weight	NOUN
cana-298	147	7	matrix	matrix	NOUN
cana-298	147	8	for	for	ADP
cana-298	147	9	the	the	DET
cana-298	147	10	lth	lth	NOUN
cana-298	147	11	layer	layer	NOUN
cana-298	147	12	.	.	PUNCT
cana-298	148	1	●	●	PUNCT
cana-298	148	2	activations	activation	NOUN
cana-298	148	3	from	from	ADP
cana-298	148	4	the	the	DET
cana-298	148	5	layer	layer	NOUN
cana-298	148	6	before	before	ADP
cana-298	148	7	this	this	DET
cana-298	148	8	one	one	NOUN
cana-298	148	9	are	be	AUX
cana-298	148	10	denoted	denote	VERB
cana-298	148	11	by	by	ADP
cana-298	148	12	a[l-1	a[l-1	PROPN
cana-298	148	13	]	]	X
cana-298	148	14	.	.	PUNCT
cana-298	149	1	communications	communication	NOUN
cana-298	149	2	on	on	ADP
cana-298	149	3	applied	apply	VERB
cana-298	149	4	nonlinear	nonlinear	ADJ
cana-298	149	5	analysis	analysis	NOUN
cana-298	149	6	issn	issn	NOUN
cana-298	149	7	:	:	PUNCT
cana-298	149	8	1074	1074	NUM
cana-298	149	9	-	-	PUNCT
cana-298	149	10	133x	133x	NUM
cana-298	149	11	vol	vol	NOUN
cana-298	149	12	31	31	NUM
cana-298	149	13	no	no	NOUN
cana-298	149	14	.	.	NOUN
cana-298	149	15	1	1	NUM
cana-298	149	16	(	(	PUNCT
cana-298	149	17	2024	2024	NUM
cana-298	149	18	)	)	PUNCT
cana-298	149	19	43	43	NUM
cana-298	149	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-298	149	21	●	●	PUNCT
cana-298	149	22	for	for	ADP
cana-298	149	23	layer	layer	NOUN
cana-298	149	24	l	l	NOUN
cana-298	149	25	,	,	PUNCT
cana-298	149	26	we	we	PRON
cana-298	149	27	have	have	VERB
cana-298	149	28	the	the	DET
cana-298	149	29	bias	bias	NOUN
cana-298	149	30	vector	vector	NOUN
cana-298	149	31	at	at	ADP
cana-298	149	32	index	index	NOUN
cana-298	149	33	b[l	b[l	NOUN
cana-298	149	34	]	]	PUNCT
cana-298	149	35	.	.	PUNCT
cana-298	150	1	figure	figure	VERB
cana-298	150	2	4	4	NUM
cana-298	150	3	:	:	PUNCT
cana-298	150	4	nonlinear	nonlinear	ADJ
cana-298	150	5	system	system	NOUN
cana-298	150	6	in	in	ADP
cana-298	150	7	ai	ai	PROPN
cana-298	150	8	model	model	NOUN
cana-298	150	9	the	the	DET
cana-298	150	10	activation	activation	NOUN
cana-298	150	11	function	function	NOUN
cana-298	150	12	(	(	PUNCT
cana-298	150	13	relu	relu	NOUN
cana-298	150	14	,	,	PUNCT
cana-298	150	15	sigmoid	sigmoid	NOUN
cana-298	150	16	,	,	PUNCT
cana-298	150	17	or	or	CCONJ
cana-298	150	18	tanh	tanh	NOUN
cana-298	150	19	,	,	PUNCT
cana-298	150	20	for	for	ADP
cana-298	150	21	example	example	NOUN
cana-298	150	22	)	)	PUNCT
cana-298	150	23	is	be	AUX
cana-298	150	24	denoted	denote	VERB
cana-298	150	25	by	by	ADP
cana-298	150	26	g	g	PROPN
cana-298	150	27	(	(	PUNCT
cana-298	150	28	)	)	PUNCT
cana-298	150	29	.	.	PUNCT
cana-298	151	1	●	●	PUNCT
cana-298	151	2	depending	depend	VERB
cana-298	151	3	on	on	ADP
cana-298	151	4	the	the	DET
cana-298	151	5	job	job	NOUN
cana-298	151	6	(	(	PUNCT
cana-298	151	7	regression	regression	NOUN
cana-298	151	8	,	,	PUNCT
cana-298	151	9	classification	classification	NOUN
cana-298	151	10	,	,	PUNCT
cana-298	151	11	etc	etc	X
cana-298	151	12	.	.	X
cana-298	151	13	)	)	PUNCT
cana-298	151	14	,	,	PUNCT
cana-298	151	15	the	the	DET
cana-298	151	16	final	final	ADJ
cana-298	151	17	activation	activation	NOUN
cana-298	151	18	for	for	ADP
cana-298	151	19	layer	layer	NOUN
cana-298	151	20	l	l	NOUN
cana-298	151	21	(	(	PUNCT
cana-298	151	22	the	the	DET
cana-298	151	23	output	output	NOUN
cana-298	151	24	layer	layer	NOUN
cana-298	151	25	)	)	PUNCT
cana-298	151	26	is	be	AUX
cana-298	151	27	created	create	VERB
cana-298	151	28	using	use	VERB
cana-298	151	29	a	a	DET
cana-298	151	30	variety	variety	NOUN
cana-298	151	31	of	of	ADP
cana-298	151	32	activation	activation	NOUN
cana-298	151	33	functions	function	NOUN
cana-298	151	34	.	.	PUNCT
cana-298	152	1	●	●	NUM
cana-298	152	2	difference	difference	NOUN
cana-298	152	3	between	between	ADP
cana-298	152	4	anticipated	anticipate	VERB
cana-298	152	5	and	and	CCONJ
cana-298	152	6	observed	observed	ADJ
cana-298	152	7	values	value	NOUN
cana-298	152	8	can	can	AUX
cana-298	152	9	be	be	AUX
cana-298	152	10	measured	measure	VERB
cana-298	152	11	by	by	ADP
cana-298	152	12	a	a	DET
cana-298	152	13	loss	loss	NOUN
cana-298	152	14	function	function	NOUN
cana-298	152	15	,	,	PUNCT
cana-298	152	16	such	such	ADJ
cana-298	152	17	as	as	ADP
cana-298	152	18	mean	mean	NOUN
cana-298	152	19	squared	square	VERB
cana-298	152	20	error	error	NOUN
cana-298	152	21	for	for	ADP
cana-298	152	22	regression	regression	NOUN
cana-298	152	23	or	or	CCONJ
cana-298	152	24	cross	cross	NOUN
cana-298	152	25	-	-	NOUN
cana-298	152	26	entropy	entropy	NOUN
cana-298	152	27	for	for	ADP
cana-298	152	28	classification	classification	NOUN
cana-298	152	29	.	.	PUNCT
cana-298	153	1	●	●	PUNCT
cana-298	153	2	during	during	ADP
cana-298	153	3	backward	backward	ADJ
cana-298	153	4	propagation	propagation	NOUN
cana-298	153	5	(	(	PUNCT
cana-298	153	6	also	also	ADV
cana-298	153	7	known	know	VERB
cana-298	153	8	as	as	ADP
cana-298	153	9	gradient	gradient	ADJ
cana-298	153	10	descent	descent	NOUN
cana-298	153	11	)	)	PUNCT
cana-298	153	12	,	,	PUNCT
cana-298	153	13	the	the	DET
cana-298	153	14	network	network	NOUN
cana-298	153	15	makes	make	VERB
cana-298	153	16	changes	change	NOUN
cana-298	153	17	to	to	ADP
cana-298	153	18	its	its	PRON
cana-298	153	19	parameters	parameter	NOUN
cana-298	153	20	in	in	ADP
cana-298	153	21	order	order	NOUN
cana-298	153	22	to	to	PART
cana-298	153	23	decrease	decrease	VERB
cana-298	153	24	the	the	DET
cana-298	153	25	amount	amount	NOUN
cana-298	153	26	of	of	ADP
cana-298	153	27	loss	loss	NOUN
cana-298	153	28	.	.	PUNCT
cana-298	154	1	in	in	ADP
cana-298	154	2	order	order	NOUN
cana-298	154	3	to	to	PART
cana-298	154	4	optimise	optimise	VERB
cana-298	154	5	the	the	DET
cana-298	154	6	network	network	NOUN
cana-298	154	7	's	's	PART
cana-298	154	8	parameters	parameter	NOUN
cana-298	154	9	(	(	PUNCT
cana-298	154	10	weights	weight	NOUN
cana-298	154	11	and	and	CCONJ
cana-298	154	12	biases	bias	NOUN
cana-298	154	13	)	)	PUNCT
cana-298	154	14	,	,	PUNCT
cana-298	154	15	it	it	PRON
cana-298	154	16	uses	use	VERB
cana-298	154	17	backpropagation	backpropagation	NOUN
cana-298	154	18	to	to	PART
cana-298	154	19	calculate	calculate	VERB
cana-298	154	20	the	the	DET
cana-298	154	21	loss	loss	NOUN
cana-298	154	22	function	function	NOUN
cana-298	154	23	's	's	PART
cana-298	154	24	gradients	gradient	NOUN
cana-298	154	25	with	with	ADP
cana-298	154	26	respect	respect	NOUN
cana-298	154	27	to	to	ADP
cana-298	154	28	these	these	DET
cana-298	154	29	variables	variable	NOUN
cana-298	154	30	.	.	PUNCT
cana-298	155	1	●	●	PUNCT
cana-298	155	2	using	use	VERB
cana-298	155	3	the	the	DET
cana-298	155	4	results	result	NOUN
cana-298	155	5	of	of	ADP
cana-298	155	6	the	the	DET
cana-298	155	7	gradient	gradient	NOUN
cana-298	155	8	computations	computation	NOUN
cana-298	155	9	and	and	CCONJ
cana-298	155	10	an	an	DET
cana-298	155	11	optimisation	optimisation	NOUN
cana-298	155	12	algorithm	algorithm	NOUN
cana-298	155	13	(	(	PUNCT
cana-298	155	14	such	such	ADJ
cana-298	155	15	as	as	ADP
cana-298	155	16	gradient	gradient	ADJ
cana-298	155	17	descent	descent	NOUN
cana-298	155	18	,	,	PUNCT
cana-298	155	19	adam	adam	PROPN
cana-298	155	20	,	,	PUNCT
cana-298	155	21	or	or	CCONJ
cana-298	155	22	rmsprop	rmsprop	NOUN
cana-298	155	23	)	)	PUNCT
cana-298	155	24	to	to	PART
cana-298	155	25	minimise	minimise	VERB
cana-298	155	26	the	the	DET
cana-298	155	27	loss	loss	NOUN
cana-298	155	28	,	,	PUNCT
cana-298	155	29	the	the	DET
cana-298	155	30	weights	weight	NOUN
cana-298	155	31	are	be	AUX
cana-298	155	32	updated	update	VERB
cana-298	155	33	.	.	PUNCT
cana-298	156	1	c.	c.	NOUN
cana-298	156	2	integration	integration	NOUN
cana-298	156	3	of	of	ADP
cana-298	156	4	mathematical	mathematical	ADJ
cana-298	156	5	models	model	NOUN
cana-298	156	6	with	with	ADP
cana-298	156	7	computational	computational	ADJ
cana-298	156	8	techniques	technique	NOUN
cana-298	156	9	:	:	PUNCT
cana-298	156	10	to	to	PART
cana-298	156	11	fully	fully	ADV
cana-298	156	12	grasp	grasp	VERB
cana-298	156	13	nonlinear	nonlinear	ADJ
cana-298	156	14	systems	system	NOUN
cana-298	156	15	,	,	PUNCT
cana-298	156	16	it	it	PRON
cana-298	156	17	is	be	AUX
cana-298	156	18	necessary	necessary	ADJ
cana-298	156	19	to	to	PART
cana-298	156	20	combine	combine	VERB
cana-298	156	21	classical	classical	ADJ
cana-298	156	22	mathematical	mathematical	ADJ
cana-298	156	23	models	model	NOUN
cana-298	156	24	with	with	ADP
cana-298	156	25	computational	computational	ADJ
cana-298	156	26	methods	method	NOUN
cana-298	156	27	.	.	PUNCT
cana-298	157	1	through	through	ADP
cana-298	157	2	this	this	DET
cana-298	157	3	integration	integration	NOUN
cana-298	157	4	,	,	PUNCT
cana-298	157	5	mathematical	mathematical	ADJ
cana-298	157	6	ideas	idea	NOUN
cana-298	157	7	can	can	AUX
cana-298	157	8	be	be	AUX
cana-298	157	9	included	include	VERB
cana-298	157	10	into	into	ADP
cana-298	157	11	computational	computational	ADJ
cana-298	157	12	algorithms	algorithm	NOUN
cana-298	157	13	,	,	PUNCT
cana-298	157	14	improving	improve	VERB
cana-298	157	15	the	the	DET
cana-298	157	16	accuracy	accuracy	NOUN
cana-298	157	17	with	with	ADP
cana-298	157	18	which	which	PRON
cana-298	157	19	they	they	PRON
cana-298	157	20	simulate	simulate	VERB
cana-298	157	21	nonlinear	nonlinear	ADJ
cana-298	157	22	dynamics	dynamic	NOUN
cana-298	157	23	.	.	PUNCT
cana-298	158	1	some	some	PRON
cana-298	158	2	of	of	ADP
cana-298	158	3	the	the	DET
cana-298	158	4	most	most	ADV
cana-298	158	5	fundamental	fundamental	ADJ
cana-298	158	6	tools	tool	NOUN
cana-298	158	7	for	for	ADP
cana-298	158	8	describing	describe	VERB
cana-298	158	9	physical	physical	ADJ
cana-298	158	10	systems	system	NOUN
cana-298	158	11	are	be	AUX
cana-298	158	12	incorporated	incorporate	VERB
cana-298	158	13	into	into	ADP
cana-298	158	14	computational	computational	ADJ
cana-298	158	15	simulations	simulation	NOUN
cana-298	158	16	,	,	PUNCT
cana-298	158	17	such	such	ADJ
cana-298	158	18	as	as	ADP
cana-298	158	19	differential	differential	ADJ
cana-298	158	20	equations	equation	NOUN
cana-298	158	21	.	.	PUNCT
cana-298	159	1	this	this	DET
cana-298	159	2	method	method	NOUN
cana-298	159	3	is	be	AUX
cana-298	159	4	common	common	ADJ
cana-298	159	5	in	in	ADP
cana-298	159	6	fluid	fluid	ADJ
cana-298	159	7	dynamics	dynamic	NOUN
cana-298	159	8	and	and	CCONJ
cana-298	159	9	quantum	quantum	NOUN
cana-298	159	10	mechanics	mechanic	NOUN
cana-298	159	11	and	and	CCONJ
cana-298	159	12	allows	allow	VERB
cana-298	159	13	for	for	ADP
cana-298	159	14	the	the	DET
cana-298	159	15	modelling	modelling	NOUN
cana-298	159	16	of	of	ADP
cana-298	159	17	nonlinear	nonlinear	ADJ
cana-298	159	18	,	,	PUNCT
cana-298	159	19	complicated	complicated	ADJ
cana-298	159	20	behaviours	behaviour	NOUN
cana-298	159	21	.	.	PUNCT
cana-298	160	1	in	in	ADP
cana-298	160	2	addition	addition	NOUN
cana-298	160	3	,	,	PUNCT
cana-298	160	4	a	a	DET
cana-298	160	5	better	well	ADJ
cana-298	160	6	comprehension	comprehension	NOUN
cana-298	160	7	of	of	ADP
cana-298	160	8	nonlinear	nonlinear	ADJ
cana-298	160	9	processes	process	NOUN
cana-298	160	10	like	like	ADP
cana-298	160	11	gene	gene	NOUN
cana-298	160	12	regulation	regulation	NOUN
cana-298	160	13	and	and	CCONJ
cana-298	160	14	cellular	cellular	ADJ
cana-298	160	15	interactions	interaction	NOUN
cana-298	160	16	is	be	AUX
cana-298	160	17	achieved	achieve	VERB
cana-298	160	18	through	through	ADP
cana-298	160	19	the	the	DET
cana-298	160	20	integration	integration	NOUN
cana-298	160	21	of	of	ADP
cana-298	160	22	mathematical	mathematical	ADJ
cana-298	160	23	models	model	NOUN
cana-298	160	24	like	like	ADP
cana-298	160	25	reaction	reaction	NOUN
cana-298	160	26	-	-	PUNCT
cana-298	160	27	diffusion	diffusion	NOUN
cana-298	160	28	equations	equation	NOUN
cana-298	160	29	with	with	ADP
cana-298	160	30	computational	computational	ADJ
cana-298	160	31	tools	tool	NOUN
cana-298	160	32	in	in	ADP
cana-298	160	33	the	the	DET
cana-298	160	34	study	study	NOUN
cana-298	160	35	of	of	ADP
cana-298	160	36	biological	biological	ADJ
cana-298	160	37	systems	system	NOUN
cana-298	160	38	[	[	X
cana-298	160	39	20	20	NUM
cana-298	160	40	]	]	PUNCT
cana-298	160	41	.	.	PUNCT
cana-298	161	1	communications	communication	NOUN
cana-298	161	2	on	on	ADP
cana-298	161	3	applied	apply	VERB
cana-298	161	4	nonlinear	nonlinear	ADJ
cana-298	161	5	analysis	analysis	NOUN
cana-298	161	6	issn	issn	NOUN
cana-298	161	7	:	:	PUNCT
cana-298	161	8	1074	1074	NUM
cana-298	161	9	-	-	PUNCT
cana-298	161	10	133x	133x	NUM
cana-298	161	11	vol	vol	NOUN
cana-298	161	12	31	31	NUM
cana-298	161	13	no	no	NOUN
cana-298	161	14	.	.	NOUN
cana-298	161	15	1	1	NUM
cana-298	161	16	(	(	PUNCT
cana-298	161	17	2024	2024	NUM
cana-298	161	18	)	)	PUNCT
cana-298	161	19	44	44	NUM
cana-298	162	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-298	162	2	d.	d.	PROPN
cana-298	162	3	hybrid	hybrid	PROPN
cana-298	162	4	approaches	approach	NOUN
cana-298	162	5	for	for	ADP
cana-298	162	6	nonlinear	nonlinear	ADJ
cana-298	162	7	systems	system	NOUN
cana-298	162	8	:	:	PUNCT
cana-298	162	9	nonlinear	nonlinear	ADJ
cana-298	162	10	systems	system	NOUN
cana-298	162	11	'	'	PART
cana-298	162	12	complexity	complexity	NOUN
cana-298	162	13	is	be	AUX
cana-298	162	14	best	well	ADV
cana-298	162	15	attacked	attack	VERB
cana-298	162	16	via	via	ADP
cana-298	162	17	hybrid	hybrid	ADJ
cana-298	162	18	methods	method	NOUN
cana-298	162	19	that	that	PRON
cana-298	162	20	integrate	integrate	VERB
cana-298	162	21	different	different	ADJ
cana-298	162	22	kinds	kind	NOUN
cana-298	162	23	of	of	ADP
cana-298	162	24	modelling	modelling	NOUN
cana-298	162	25	.	.	PUNCT
cana-298	163	1	these	these	DET
cana-298	163	2	techniques	technique	NOUN
cana-298	163	3	combine	combine	VERB
cana-298	163	4	many	many	ADJ
cana-298	163	5	modelling	modelling	NOUN
cana-298	163	6	approaches	approach	NOUN
cana-298	163	7	for	for	ADP
cana-298	163	8	improved	improved	ADJ
cana-298	163	9	representations	representation	NOUN
cana-298	163	10	of	of	ADP
cana-298	163	11	complex	complex	ADJ
cana-298	163	12	systems	system	NOUN
cana-298	163	13	.	.	PUNCT
cana-298	164	1	by	by	ADP
cana-298	164	2	combining	combine	VERB
cana-298	164	3	agent	agent	NOUN
cana-298	164	4	-	-	PUNCT
cana-298	164	5	based	base	VERB
cana-298	164	6	modelling	modelling	NOUN
cana-298	164	7	with	with	ADP
cana-298	164	8	differential	differential	ADJ
cana-298	164	9	equations	equation	NOUN
cana-298	164	10	,	,	PUNCT
cana-298	164	11	for	for	ADP
cana-298	164	12	instance	instance	NOUN
cana-298	164	13	,	,	PUNCT
cana-298	164	14	it	it	PRON
cana-298	164	15	is	be	AUX
cana-298	164	16	possible	possible	ADJ
cana-298	164	17	to	to	PART
cana-298	164	18	more	more	ADV
cana-298	164	19	accurately	accurately	ADV
cana-298	164	20	simulate	simulate	VERB
cana-298	164	21	social	social	ADJ
cana-298	164	22	systems	system	NOUN
cana-298	164	23	by	by	ADP
cana-298	164	24	taking	take	VERB
cana-298	164	25	into	into	ADP
cana-298	164	26	account	account	NOUN
cana-298	164	27	both	both	DET
cana-298	164	28	the	the	DET
cana-298	164	29	interactions	interaction	NOUN
cana-298	164	30	between	between	ADP
cana-298	164	31	individuals	individual	NOUN
cana-298	164	32	and	and	CCONJ
cana-298	164	33	the	the	DET
cana-298	164	34	emergent	emergent	ADJ
cana-298	164	35	collective	collective	ADJ
cana-298	164	36	behaviours	behaviour	NOUN
cana-298	164	37	.	.	PUNCT
cana-298	165	1	to	to	PART
cana-298	165	2	better	well	ADV
cana-298	165	3	comprehend	comprehend	VERB
cana-298	165	4	nonlinear	nonlinear	ADJ
cana-298	165	5	market	market	NOUN
cana-298	165	6	behaviours	behaviour	NOUN
cana-298	165	7	and	and	CCONJ
cana-298	165	8	systemic	systemic	ADJ
cana-298	165	9	hazards	hazard	NOUN
cana-298	165	10	in	in	ADP
cana-298	165	11	financial	financial	ADJ
cana-298	165	12	systems	system	NOUN
cana-298	165	13	,	,	PUNCT
cana-298	165	14	hybrid	hybrid	NOUN
cana-298	165	15	models	model	NOUN
cana-298	165	16	have	have	AUX
cana-298	165	17	been	be	AUX
cana-298	165	18	developed	develop	VERB
cana-298	165	19	that	that	PRON
cana-298	165	20	combine	combine	VERB
cana-298	165	21	statistical	statistical	ADJ
cana-298	165	22	time	time	NOUN
cana-298	165	23	series	series	NOUN
cana-298	165	24	analysis	analysis	NOUN
cana-298	165	25	with	with	ADP
cana-298	165	26	machine	machine	NOUN
cana-298	165	27	learning	learn	VERB
cana-298	165	28	techniques	technique	NOUN
cana-298	165	29	.	.	PUNCT
cana-298	166	1	the	the	DET
cana-298	166	2	use	use	NOUN
cana-298	166	3	of	of	ADP
cana-298	166	4	machine	machine	NOUN
cana-298	166	5	learning	learning	NOUN
cana-298	166	6	,	,	PUNCT
cana-298	166	7	artificial	artificial	ADJ
cana-298	166	8	intelligence	intelligence	NOUN
cana-298	166	9	,	,	PUNCT
cana-298	166	10	the	the	DET
cana-298	166	11	combination	combination	NOUN
cana-298	166	12	of	of	ADP
cana-298	166	13	mathematical	mathematical	ADJ
cana-298	166	14	models	model	NOUN
cana-298	166	15	and	and	CCONJ
cana-298	166	16	computational	computational	ADJ
cana-298	166	17	methods	method	NOUN
cana-298	166	18	,	,	PUNCT
cana-298	166	19	and	and	CCONJ
cana-298	166	20	hybrid	hybrid	ADJ
cana-298	166	21	approaches	approach	NOUN
cana-298	166	22	all	all	PRON
cana-298	166	23	provide	provide	VERB
cana-298	166	24	potent	potent	ADJ
cana-298	166	25	instruments	instrument	NOUN
cana-298	166	26	for	for	ADP
cana-298	166	27	dealing	deal	VERB
cana-298	166	28	with	with	ADP
cana-298	166	29	the	the	DET
cana-298	166	30	complexities	complexity	NOUN
cana-298	166	31	of	of	ADP
cana-298	166	32	nonlinear	nonlinear	ADJ
cana-298	166	33	systems	system	NOUN
cana-298	166	34	.	.	PUNCT
cana-298	167	1	they	they	PRON
cana-298	167	2	represent	represent	VERB
cana-298	167	3	a	a	DET
cana-298	167	4	major	major	ADJ
cana-298	167	5	step	step	NOUN
cana-298	167	6	forward	forward	ADV
cana-298	167	7	in	in	ADP
cana-298	167	8	problem	problem	NOUN
cana-298	167	9	-	-	PUNCT
cana-298	167	10	solving	solve	VERB
cana-298	167	11	and	and	CCONJ
cana-298	167	12	scientific	scientific	ADJ
cana-298	167	13	discovery	discovery	NOUN
cana-298	167	14	since	since	SCONJ
cana-298	167	15	they	they	PRON
cana-298	167	16	provide	provide	VERB
cana-298	167	17	unique	unique	ADJ
cana-298	167	18	and	and	CCONJ
cana-298	167	19	complementary	complementary	ADJ
cana-298	167	20	ways	way	NOUN
cana-298	167	21	of	of	ADP
cana-298	167	22	looking	look	VERB
cana-298	167	23	at	at	ADP
cana-298	167	24	the	the	DET
cana-298	167	25	same	same	ADJ
cana-298	167	26	complex	complex	ADJ
cana-298	167	27	systems	system	NOUN
cana-298	167	28	from	from	ADP
cana-298	167	29	different	different	ADJ
cana-298	167	30	scientific	scientific	ADJ
cana-298	167	31	perspectives	perspective	NOUN
cana-298	167	32	in	in	ADP
cana-298	167	33	order	order	NOUN
cana-298	167	34	to	to	PART
cana-298	167	35	better	well	ADV
cana-298	167	36	understand	understand	VERB
cana-298	167	37	,	,	PUNCT
cana-298	167	38	model	model	NOUN
cana-298	167	39	,	,	PUNCT
cana-298	167	40	and	and	CCONJ
cana-298	167	41	predict	predict	VERB
cana-298	167	42	their	their	PRON
cana-298	167	43	behaviour	behaviour	NOUN
cana-298	167	44	.	.	PUNCT
cana-298	168	1	v.	v.	ADP
cana-298	168	2	innovations	innovation	NOUN
cana-298	168	3	in	in	ADP
cana-298	168	4	complex	complex	ADJ
cana-298	168	5	system	system	NOUN
cana-298	168	6	simulations	simulation	VERB
cana-298	168	7	a.	a.	NOUN
cana-298	168	8	advancements	advancement	NOUN
cana-298	168	9	in	in	ADP
cana-298	168	10	high	high	ADJ
cana-298	168	11	-	-	PUNCT
cana-298	168	12	performance	performance	NOUN
cana-298	168	13	computing	computing	NOUN
cana-298	168	14	:	:	PUNCT
cana-298	168	15	high	high	ADJ
cana-298	168	16	-	-	PUNCT
cana-298	168	17	performance	performance	NOUN
cana-298	168	18	computing	computing	NOUN
cana-298	168	19	(	(	PUNCT
cana-298	168	20	hpc	hpc	NOUN
cana-298	168	21	)	)	PUNCT
cana-298	168	22	advancements	advancement	NOUN
cana-298	168	23	have	have	AUX
cana-298	168	24	radically	radically	ADV
cana-298	168	25	altered	alter	VERB
cana-298	168	26	the	the	DET
cana-298	168	27	simulation	simulation	NOUN
cana-298	168	28	of	of	ADP
cana-298	168	29	complex	complex	ADJ
cana-298	168	30	systems	system	NOUN
cana-298	168	31	by	by	ADP
cana-298	168	32	providing	provide	VERB
cana-298	168	33	unprecedented	unprecedented	ADJ
cana-298	168	34	capabilities	capability	NOUN
cana-298	168	35	to	to	PART
cana-298	168	36	model	model	VERB
cana-298	168	37	detailed	detailed	ADJ
cana-298	168	38	phenomena	phenomenon	NOUN
cana-298	168	39	,	,	PUNCT
cana-298	168	40	take	take	VERB
cana-298	168	41	on	on	ADP
cana-298	168	42	large	large	ADJ
cana-298	168	43	-	-	PUNCT
cana-298	168	44	scale	scale	NOUN
cana-298	168	45	simulations	simulation	NOUN
cana-298	168	46	,	,	PUNCT
cana-298	168	47	and	and	CCONJ
cana-298	168	48	speed	speed	VERB
cana-298	168	49	up	up	ADP
cana-298	168	50	scientific	scientific	ADJ
cana-298	168	51	discoveries	discovery	NOUN
cana-298	168	52	.	.	PUNCT
cana-298	169	1	from	from	ADP
cana-298	169	2	medicine	medicine	NOUN
cana-298	169	3	development	development	NOUN
cana-298	169	4	and	and	CCONJ
cana-298	169	5	urban	urban	ADJ
cana-298	169	6	planning	planning	NOUN
cana-298	169	7	to	to	PART
cana-298	169	8	climate	climate	NOUN
cana-298	169	9	change	change	NOUN
cana-298	169	10	prediction	prediction	NOUN
cana-298	169	11	and	and	CCONJ
cana-298	169	12	astrophysics	astrophysic	NOUN
cana-298	169	13	,	,	PUNCT
cana-298	169	14	several	several	ADJ
cana-298	169	15	disciplines	discipline	NOUN
cana-298	169	16	have	have	AUX
cana-298	169	17	benefited	benefit	VERB
cana-298	169	18	greatly	greatly	ADV
cana-298	169	19	from	from	ADP
cana-298	169	20	hpc	hpc	PROPN
cana-298	169	21	's	's	PART
cana-298	169	22	recent	recent	ADJ
cana-298	169	23	advancements	advancement	NOUN
cana-298	169	24	[	[	X
cana-298	169	25	21	21	NUM
cana-298	169	26	]	]	PUNCT
cana-298	169	27	.	.	PUNCT
cana-298	170	1	1	1	X
cana-298	170	2	.	.	NUM
cana-298	170	3	increased	increase	VERB
cana-298	170	4	computational	computational	ADJ
cana-298	170	5	power	power	NOUN
cana-298	170	6	:	:	PUNCT
cana-298	170	7	the	the	DET
cana-298	170	8	computing	computing	NOUN
cana-298	170	9	capability	capability	NOUN
cana-298	170	10	has	have	AUX
cana-298	170	11	greatly	greatly	ADV
cana-298	170	12	improved	improve	VERB
cana-298	170	13	because	because	SCONJ
cana-298	170	14	to	to	ADP
cana-298	170	15	technological	technological	ADJ
cana-298	170	16	advancements	advancement	NOUN
cana-298	170	17	such	such	ADJ
cana-298	170	18	as	as	ADP
cana-298	170	19	faster	fast	ADJ
cana-298	170	20	processors	processor	NOUN
cana-298	170	21	,	,	PUNCT
cana-298	170	22	more	more	ADJ
cana-298	170	23	memory	memory	NOUN
cana-298	170	24	,	,	PUNCT
cana-298	170	25	and	and	CCONJ
cana-298	170	26	parallel	parallel	ADJ
cana-298	170	27	processing	processing	NOUN
cana-298	170	28	capabilities	capability	NOUN
cana-298	170	29	.	.	PUNCT
cana-298	171	1	this	this	DET
cana-298	171	2	development	development	NOUN
cana-298	171	3	allows	allow	VERB
cana-298	171	4	for	for	ADP
cana-298	171	5	the	the	DET
cana-298	171	6	management	management	NOUN
cana-298	171	7	of	of	ADP
cana-298	171	8	larger	large	ADJ
cana-298	171	9	,	,	PUNCT
cana-298	171	10	more	more	ADV
cana-298	171	11	complex	complex	ADJ
cana-298	171	12	simulations	simulation	NOUN
cana-298	171	13	in	in	ADP
cana-298	171	14	noticeably	noticeably	ADV
cana-298	171	15	less	less	ADJ
cana-298	171	16	time	time	NOUN
cana-298	171	17	.	.	PUNCT
cana-298	172	1	fast	fast	ADJ
cana-298	172	2	and	and	CCONJ
cana-298	172	3	efficient	efficient	ADJ
cana-298	172	4	data	datum	NOUN
cana-298	172	5	processing	processing	NOUN
cana-298	172	6	makes	make	VERB
cana-298	172	7	it	it	PRON
cana-298	172	8	possible	possible	ADJ
cana-298	172	9	to	to	PART
cana-298	172	10	simulate	simulate	VERB
cana-298	172	11	complex	complex	ADJ
cana-298	172	12	systems	system	NOUN
cana-298	172	13	,	,	PUNCT
cana-298	172	14	revealing	reveal	VERB
cana-298	172	15	previously	previously	ADV
cana-298	172	16	unknown	unknown	ADJ
cana-298	172	17	aspects	aspect	NOUN
cana-298	172	18	of	of	ADP
cana-298	172	19	their	their	PRON
cana-298	172	20	behaviour	behaviour	NOUN
cana-298	172	21	and	and	CCONJ
cana-298	172	22	dynamics	dynamic	NOUN
cana-298	172	23	.	.	PUNCT
cana-298	173	1	2	2	X
cana-298	173	2	.	.	X
cana-298	173	3	simulation	simulation	NOUN
cana-298	173	4	resolution	resolution	NOUN
cana-298	173	5	and	and	CCONJ
cana-298	173	6	accuracy	accuracy	NOUN
cana-298	173	7	:	:	PUNCT
cana-298	173	8	the	the	DET
cana-298	173	9	heightened	heightened	ADJ
cana-298	173	10	computer	computer	NOUN
cana-298	173	11	capacity	capacity	NOUN
cana-298	173	12	allows	allow	VERB
cana-298	173	13	for	for	ADP
cana-298	173	14	simulations	simulation	NOUN
cana-298	173	15	at	at	ADP
cana-298	173	16	greater	great	ADJ
cana-298	173	17	resolutions	resolution	NOUN
cana-298	173	18	,	,	PUNCT
cana-298	173	19	capturing	capture	VERB
cana-298	173	20	minute	minute	NOUN
cana-298	173	21	features	feature	NOUN
cana-298	173	22	within	within	ADP
cana-298	173	23	complex	complex	ADJ
cana-298	173	24	systems	system	NOUN
cana-298	173	25	.	.	PUNCT
cana-298	174	1	emergent	emergent	ADJ
cana-298	174	2	features	feature	NOUN
cana-298	174	3	and	and	CCONJ
cana-298	174	4	behaviours	behaviour	NOUN
cana-298	174	5	are	be	AUX
cana-298	174	6	better	well	ADV
cana-298	174	7	understood	understand	VERB
cana-298	174	8	at	at	ADP
cana-298	174	9	this	this	DET
cana-298	174	10	level	level	NOUN
cana-298	174	11	of	of	ADP
cana-298	174	12	simulation	simulation	NOUN
cana-298	174	13	detail	detail	NOUN
cana-298	174	14	,	,	PUNCT
cana-298	174	15	which	which	PRON
cana-298	174	16	may	may	AUX
cana-298	174	17	not	not	PART
cana-298	174	18	be	be	AUX
cana-298	174	19	apparent	apparent	ADJ
cana-298	174	20	at	at	ADP
cana-298	174	21	lower	low	ADJ
cana-298	174	22	resolutions	resolution	NOUN
cana-298	174	23	.	.	PUNCT
cana-298	175	1	higher	high	ADJ
cana-298	175	2	resolutions	resolution	NOUN
cana-298	175	3	allow	allow	VERB
cana-298	175	4	for	for	ADP
cana-298	175	5	more	more	ADV
cana-298	175	6	precise	precise	ADJ
cana-298	175	7	predictions	prediction	NOUN
cana-298	175	8	and	and	CCONJ
cana-298	175	9	analyses	analysis	NOUN
cana-298	175	10	of	of	ADP
cana-298	175	11	complicated	complicated	ADJ
cana-298	175	12	behaviours	behaviour	NOUN
cana-298	175	13	in	in	ADP
cana-298	175	14	domains	domain	NOUN
cana-298	175	15	like	like	ADP
cana-298	175	16	fluid	fluid	NOUN
cana-298	175	17	dynamics	dynamic	NOUN
cana-298	175	18	and	and	CCONJ
cana-298	175	19	structural	structural	ADJ
cana-298	175	20	mechanics	mechanic	NOUN
cana-298	175	21	,	,	PUNCT
cana-298	175	22	increasing	increase	VERB
cana-298	175	23	the	the	DET
cana-298	175	24	fidelity	fidelity	NOUN
cana-298	175	25	of	of	ADP
cana-298	175	26	simulations	simulation	NOUN
cana-298	175	27	.	.	PUNCT
cana-298	176	1	3	3	X
cana-298	176	2	.	.	X
cana-298	176	3	parallel	parallel	ADJ
cana-298	176	4	and	and	CCONJ
cana-298	176	5	distributed	distributed	ADJ
cana-298	176	6	computing	computing	NOUN
cana-298	176	7	:	:	PUNCT
cana-298	176	8	advances	advance	NOUN
cana-298	176	9	in	in	ADP
cana-298	176	10	parallel	parallel	ADJ
cana-298	176	11	and	and	CCONJ
cana-298	176	12	distributed	distribute	VERB
cana-298	176	13	computing	computing	NOUN
cana-298	176	14	have	have	AUX
cana-298	176	15	had	have	VERB
cana-298	176	16	a	a	DET
cana-298	176	17	major	major	ADJ
cana-298	176	18	impact	impact	NOUN
cana-298	176	19	on	on	ADP
cana-298	176	20	the	the	DET
cana-298	176	21	state	state	NOUN
cana-298	176	22	of	of	ADP
cana-298	176	23	the	the	DET
cana-298	176	24	art	art	NOUN
cana-298	176	25	in	in	ADP
cana-298	176	26	high	high	ADJ
cana-298	176	27	-	-	PUNCT
cana-298	176	28	performance	performance	NOUN
cana-298	176	29	computing	computing	NOUN
cana-298	176	30	.	.	PUNCT
cana-298	177	1	these	these	DET
cana-298	177	2	methods	method	NOUN
cana-298	177	3	speed	speed	VERB
cana-298	177	4	up	up	ADP
cana-298	177	5	simulations	simulation	NOUN
cana-298	177	6	and	and	CCONJ
cana-298	177	7	communications	communication	NOUN
cana-298	177	8	on	on	ADP
cana-298	177	9	applied	apply	VERB
cana-298	177	10	nonlinear	nonlinear	ADJ
cana-298	177	11	analysis	analysis	NOUN
cana-298	177	12	issn	issn	NOUN
cana-298	177	13	:	:	PUNCT
cana-298	177	14	1074	1074	NUM
cana-298	177	15	-	-	PUNCT
cana-298	177	16	133x	133x	NUM
cana-298	177	17	vol	vol	NOUN
cana-298	177	18	31	31	NUM
cana-298	177	19	no	no	NOUN
cana-298	177	20	.	.	NOUN
cana-298	177	21	1	1	NUM
cana-298	177	22	(	(	PUNCT
cana-298	177	23	2024	2024	NUM
cana-298	177	24	)	)	PUNCT
cana-298	177	25	45	45	NUM
cana-298	177	26	https://internationalpubls.com	https://internationalpubls.com	X
cana-298	177	27	computations	computation	NOUN
cana-298	177	28	by	by	ADP
cana-298	177	29	distributing	distribute	VERB
cana-298	177	30	them	they	PRON
cana-298	177	31	across	across	ADP
cana-298	177	32	several	several	ADJ
cana-298	177	33	processors	processor	NOUN
cana-298	177	34	or	or	CCONJ
cana-298	177	35	computing	computing	NOUN
cana-298	177	36	nodes	node	NOUN
cana-298	177	37	.	.	PUNCT
cana-298	178	1	as	as	SCONJ
cana-298	178	2	multiple	multiple	ADJ
cana-298	178	3	jobs	job	NOUN
cana-298	178	4	can	can	AUX
cana-298	178	5	run	run	VERB
cana-298	178	6	simultaneously	simultaneously	ADV
cana-298	178	7	,	,	PUNCT
cana-298	178	8	less	less	ADJ
cana-298	178	9	time	time	NOUN
cana-298	178	10	is	be	AUX
cana-298	178	11	spent	spend	VERB
cana-298	178	12	on	on	ADP
cana-298	178	13	the	the	DET
cana-298	178	14	maths	math	NOUN
cana-298	178	15	.	.	PUNCT
cana-298	179	1	when	when	SCONJ
cana-298	179	2	dealing	deal	VERB
cana-298	179	3	with	with	ADP
cana-298	179	4	large	large	ADJ
cana-298	179	5	datasets	dataset	NOUN
cana-298	179	6	or	or	CCONJ
cana-298	179	7	doing	do	VERB
cana-298	179	8	simulations	simulation	NOUN
cana-298	179	9	that	that	PRON
cana-298	179	10	require	require	VERB
cana-298	179	11	a	a	DET
cana-298	179	12	lot	lot	NOUN
cana-298	179	13	of	of	ADP
cana-298	179	14	computing	computing	NOUN
cana-298	179	15	power	power	NOUN
cana-298	179	16	,	,	PUNCT
cana-298	179	17	this	this	DET
cana-298	179	18	method	method	NOUN
cana-298	179	19	really	really	ADV
cana-298	179	20	shines	shine	VERB
cana-298	179	21	.	.	PUNCT
cana-298	180	1	4	4	X
cana-298	180	2	.	.	X
cana-298	180	3	complex	complex	ADJ
cana-298	180	4	system	system	NOUN
cana-298	180	5	modeling	modeling	NOUN
cana-298	180	6	:	:	PUNCT
cana-298	180	7	modelling	model	VERB
cana-298	180	8	complicated	complicated	ADJ
cana-298	180	9	systems	system	NOUN
cana-298	180	10	with	with	ADP
cana-298	180	11	nonlinear	nonlinear	ADJ
cana-298	180	12	behaviours	behaviour	NOUN
cana-298	180	13	and	and	CCONJ
cana-298	180	14	intricate	intricate	ADJ
cana-298	180	15	interactions	interaction	NOUN
cana-298	180	16	is	be	AUX
cana-298	180	17	made	make	VERB
cana-298	180	18	easier	easy	ADJ
cana-298	180	19	using	use	VERB
cana-298	180	20	high	high	ADJ
cana-298	180	21	-	-	PUNCT
cana-298	180	22	performance	performance	NOUN
cana-298	180	23	computing	computing	NOUN
cana-298	180	24	(	(	PUNCT
cana-298	180	25	hpc	hpc	PROPN
cana-298	180	26	)	)	PUNCT
cana-298	180	27	.	.	PUNCT
cana-298	181	1	high	high	ADJ
cana-298	181	2	-	-	PUNCT
cana-298	181	3	performance	performance	NOUN
cana-298	181	4	computing	computing	NOUN
cana-298	181	5	(	(	PUNCT
cana-298	181	6	hpc	hpc	NOUN
cana-298	181	7	)	)	PUNCT
cana-298	181	8	enables	enable	VERB
cana-298	181	9	comprehensive	comprehensive	ADJ
cana-298	181	10	simulations	simulation	NOUN
cana-298	181	11	that	that	PRON
cana-298	181	12	incorporate	incorporate	VERB
cana-298	181	13	varied	varied	ADJ
cana-298	181	14	climatic	climatic	ADJ
cana-298	181	15	elements	element	NOUN
cana-298	181	16	in	in	ADP
cana-298	181	17	domains	domain	NOUN
cana-298	181	18	like	like	ADP
cana-298	181	19	climate	climate	NOUN
cana-298	181	20	science	science	NOUN
cana-298	181	21	,	,	PUNCT
cana-298	181	22	where	where	SCONJ
cana-298	181	23	climate	climate	NOUN
cana-298	181	24	models	model	NOUN
cana-298	181	25	require	require	VERB
cana-298	181	26	a	a	DET
cana-298	181	27	large	large	ADJ
cana-298	181	28	number	number	NOUN
cana-298	181	29	of	of	ADP
cana-298	181	30	variables	variable	NOUN
cana-298	181	31	and	and	CCONJ
cana-298	181	32	interactions	interaction	NOUN
cana-298	181	33	.	.	PUNCT
cana-298	182	1	similarly	similarly	ADV
cana-298	182	2	,	,	PUNCT
cana-298	182	3	in	in	ADP
cana-298	182	4	astronomy	astronomy	NOUN
cana-298	182	5	,	,	PUNCT
cana-298	182	6	comprehensive	comprehensive	ADJ
cana-298	182	7	and	and	CCONJ
cana-298	182	8	realistic	realistic	ADJ
cana-298	182	9	models	model	NOUN
cana-298	182	10	of	of	ADP
cana-298	182	11	celestial	celestial	ADJ
cana-298	182	12	bodies	body	NOUN
cana-298	182	13	and	and	CCONJ
cana-298	182	14	galaxies	galaxy	NOUN
cana-298	182	15	require	require	VERB
cana-298	182	16	a	a	DET
cana-298	182	17	large	large	ADJ
cana-298	182	18	amount	amount	NOUN
cana-298	182	19	of	of	ADP
cana-298	182	20	processing	processing	NOUN
cana-298	182	21	power	power	NOUN
cana-298	182	22	because	because	SCONJ
cana-298	182	23	of	of	ADP
cana-298	182	24	the	the	DET
cana-298	182	25	complexity	complexity	NOUN
cana-298	182	26	of	of	ADP
cana-298	182	27	the	the	DET
cana-298	182	28	gravitational	gravitational	ADJ
cana-298	182	29	interactions	interaction	NOUN
cana-298	182	30	involved	involve	VERB
cana-298	182	31	.	.	PUNCT
cana-298	183	1	5	5	X
cana-298	183	2	.	.	X
cana-298	183	3	interdisciplinary	interdisciplinary	ADJ
cana-298	183	4	research	research	NOUN
cana-298	183	5	and	and	CCONJ
cana-298	183	6	innovation	innovation	NOUN
cana-298	183	7	:	:	PUNCT
cana-298	183	8	hpc	hpc	NOUN
cana-298	183	9	advancements	advancement	NOUN
cana-298	183	10	encourage	encourage	VERB
cana-298	183	11	collaboration	collaboration	NOUN
cana-298	183	12	across	across	ADP
cana-298	183	13	disciplines	discipline	NOUN
cana-298	183	14	,	,	PUNCT
cana-298	183	15	leading	lead	VERB
cana-298	183	16	to	to	ADP
cana-298	183	17	new	new	ADJ
cana-298	183	18	and	and	CCONJ
cana-298	183	19	exciting	exciting	ADJ
cana-298	183	20	areas	area	NOUN
cana-298	183	21	of	of	ADP
cana-298	183	22	study	study	NOUN
cana-298	183	23	.	.	PUNCT
cana-298	184	1	hpc	hpc	NOUN
cana-298	184	2	resources	resource	NOUN
cana-298	184	3	are	be	AUX
cana-298	184	4	used	use	VERB
cana-298	184	5	by	by	ADP
cana-298	184	6	scientists	scientist	NOUN
cana-298	184	7	from	from	ADP
cana-298	184	8	many	many	ADJ
cana-298	184	9	different	different	ADJ
cana-298	184	10	disciplines	discipline	NOUN
cana-298	184	11	to	to	PART
cana-298	184	12	tackle	tackle	VERB
cana-298	184	13	difficult	difficult	ADJ
cana-298	184	14	problems	problem	NOUN
cana-298	184	15	that	that	PRON
cana-298	184	16	call	call	VERB
cana-298	184	17	for	for	ADP
cana-298	184	18	a	a	DET
cana-298	184	19	merger	merger	NOUN
cana-298	184	20	of	of	ADP
cana-298	184	21	knowledge	knowledge	NOUN
cana-298	184	22	,	,	PUNCT
cana-298	184	23	such	such	ADJ
cana-298	184	24	as	as	ADP
cana-298	184	25	modelling	model	VERB
cana-298	184	26	biological	biological	ADJ
cana-298	184	27	systems	system	NOUN
cana-298	184	28	or	or	CCONJ
cana-298	184	29	analysing	analyse	VERB
cana-298	184	30	the	the	DET
cana-298	184	31	dynamics	dynamic	NOUN
cana-298	184	32	of	of	ADP
cana-298	184	33	the	the	DET
cana-298	184	34	economy	economy	NOUN
cana-298	184	35	.	.	PUNCT
cana-298	185	1	these	these	DET
cana-298	185	2	interactions	interaction	NOUN
cana-298	185	3	lead	lead	VERB
cana-298	185	4	to	to	ADP
cana-298	185	5	novel	novel	ADJ
cana-298	185	6	techniques	technique	NOUN
cana-298	185	7	,	,	PUNCT
cana-298	185	8	providing	provide	VERB
cana-298	185	9	insights	insight	NOUN
cana-298	185	10	that	that	PRON
cana-298	185	11	transcend	transcend	VERB
cana-298	185	12	individual	individual	ADJ
cana-298	185	13	disciplines	discipline	NOUN
cana-298	185	14	.	.	PUNCT
cana-298	186	1	the	the	DET
cana-298	186	2	influence	influence	NOUN
cana-298	186	3	of	of	ADP
cana-298	186	4	hpc	hpc	NOUN
cana-298	186	5	on	on	ADP
cana-298	186	6	scientific	scientific	ADJ
cana-298	186	7	discoveries	discovery	NOUN
cana-298	186	8	is	be	AUX
cana-298	186	9	substantial	substantial	ADJ
cana-298	186	10	,	,	PUNCT
cana-298	186	11	as	as	SCONJ
cana-298	186	12	stated	state	VERB
cana-298	186	13	in	in	ADP
cana-298	186	14	point	point	NOUN
cana-298	186	15	number	number	NOUN
cana-298	186	16	six	six	NUM
cana-298	186	17	.	.	PUNCT
cana-298	187	1	it	it	PRON
cana-298	187	2	hastens	hasten	VERB
cana-298	187	3	study	study	NOUN
cana-298	187	4	by	by	ADP
cana-298	187	5	letting	let	VERB
cana-298	187	6	researchers	researcher	NOUN
cana-298	187	7	probe	probe	VERB
cana-298	187	8	hypotheses	hypothesis	NOUN
cana-298	187	9	,	,	PUNCT
cana-298	187	10	put	put	VERB
cana-298	187	11	theories	theory	NOUN
cana-298	187	12	to	to	ADP
cana-298	187	13	the	the	DET
cana-298	187	14	test	test	NOUN
cana-298	187	15	,	,	PUNCT
cana-298	187	16	and	and	CCONJ
cana-298	187	17	execute	execute	VERB
cana-298	187	18	simulations	simulation	NOUN
cana-298	187	19	that	that	PRON
cana-298	187	20	would	would	AUX
cana-298	187	21	have	have	AUX
cana-298	187	22	been	be	AUX
cana-298	187	23	impossible	impossible	ADJ
cana-298	187	24	before	before	ADV
cana-298	187	25	.	.	PUNCT
cana-298	188	1	as	as	ADP
cana-298	188	2	a	a	DET
cana-298	188	3	result	result	NOUN
cana-298	188	4	of	of	ADP
cana-298	188	5	this	this	DET
cana-298	188	6	increased	increase	VERB
cana-298	188	7	rate	rate	NOUN
cana-298	188	8	of	of	ADP
cana-298	188	9	discovery	discovery	NOUN
cana-298	188	10	,	,	PUNCT
cana-298	188	11	tremendous	tremendous	ADJ
cana-298	188	12	progress	progress	NOUN
cana-298	188	13	has	have	AUX
cana-298	188	14	been	be	AUX
cana-298	188	15	made	make	VERB
cana-298	188	16	in	in	ADP
cana-298	188	17	our	our	PRON
cana-298	188	18	knowledge	knowledge	NOUN
cana-298	188	19	of	of	ADP
cana-298	188	20	complex	complex	ADJ
cana-298	188	21	systems	system	NOUN
cana-298	188	22	in	in	ADP
cana-298	188	23	areas	area	NOUN
cana-298	188	24	such	such	ADJ
cana-298	188	25	as	as	ADP
cana-298	188	26	drug	drug	NOUN
cana-298	188	27	development	development	NOUN
cana-298	188	28	,	,	PUNCT
cana-298	188	29	material	material	NOUN
cana-298	188	30	science	science	NOUN
cana-298	188	31	,	,	PUNCT
cana-298	188	32	and	and	CCONJ
cana-298	188	33	astronomy	astronomy	NOUN
cana-298	188	34	.	.	PUNCT
cana-298	189	1	recent	recent	ADJ
cana-298	189	2	developments	development	NOUN
cana-298	189	3	in	in	ADP
cana-298	189	4	highperformance	highperformance	NOUN
cana-298	189	5	computing	computing	NOUN
cana-298	189	6	have	have	AUX
cana-298	189	7	proven	prove	VERB
cana-298	189	8	indispensable	indispensable	ADJ
cana-298	189	9	for	for	ADP
cana-298	189	10	the	the	DET
cana-298	189	11	simulation	simulation	NOUN
cana-298	189	12	of	of	ADP
cana-298	189	13	complex	complex	ADJ
cana-298	189	14	systems	system	NOUN
cana-298	189	15	,	,	PUNCT
cana-298	189	16	providing	provide	VERB
cana-298	189	17	not	not	PART
cana-298	189	18	only	only	ADV
cana-298	189	19	increased	increase	VERB
cana-298	189	20	computational	computational	ADJ
cana-298	189	21	capability	capability	NOUN
cana-298	189	22	but	but	CCONJ
cana-298	189	23	also	also	ADV
cana-298	189	24	the	the	DET
cana-298	189	25	opportunity	opportunity	NOUN
cana-298	189	26	to	to	PART
cana-298	189	27	expand	expand	VERB
cana-298	189	28	the	the	DET
cana-298	189	29	horizons	horizon	NOUN
cana-298	189	30	of	of	ADP
cana-298	189	31	scientific	scientific	ADJ
cana-298	189	32	understanding	understanding	NOUN
cana-298	189	33	[	[	X
cana-298	189	34	22	22	NUM
cana-298	189	35	]	]	PUNCT
cana-298	189	36	.	.	PUNCT
cana-298	190	1	the	the	DET
cana-298	190	2	improved	improve	VERB
cana-298	190	3	ability	ability	NOUN
cana-298	190	4	to	to	PART
cana-298	190	5	simulate	simulate	VERB
cana-298	190	6	complex	complex	ADJ
cana-298	190	7	systems	system	NOUN
cana-298	190	8	has	have	VERB
cana-298	190	9	far	far	ADV
cana-298	190	10	-	-	PUNCT
cana-298	190	11	reaching	reach	VERB
cana-298	190	12	consequences	consequence	NOUN
cana-298	190	13	throughout	throughout	ADP
cana-298	190	14	the	the	DET
cana-298	190	15	scientific	scientific	ADJ
cana-298	190	16	community	community	NOUN
cana-298	190	17	,	,	PUNCT
cana-298	190	18	opening	open	VERB
cana-298	190	19	the	the	DET
cana-298	190	20	door	door	NOUN
cana-298	190	21	to	to	ADP
cana-298	190	22	game	game	NOUN
cana-298	190	23	-	-	PUNCT
cana-298	190	24	changing	change	VERB
cana-298	190	25	insights	insight	NOUN
cana-298	190	26	and	and	CCONJ
cana-298	190	27	novel	novel	ADJ
cana-298	190	28	approaches	approach	NOUN
cana-298	190	29	to	to	ADP
cana-298	190	30	difficult	difficult	ADJ
cana-298	190	31	practical	practical	ADJ
cana-298	190	32	challenges	challenge	NOUN
cana-298	190	33	.	.	PUNCT
cana-298	191	1	b.	b.	PROPN
cana-298	191	2	parallel	parallel	ADJ
cana-298	191	3	computing	computing	NOUN
cana-298	191	4	and	and	CCONJ
cana-298	191	5	distributed	distributed	ADJ
cana-298	191	6	systems	system	NOUN
cana-298	191	7	:	:	PUNCT
cana-298	191	8	the	the	DET
cana-298	191	9	ability	ability	NOUN
cana-298	191	10	to	to	PART
cana-298	191	11	model	model	VERB
cana-298	191	12	and	and	CCONJ
cana-298	191	13	simulate	simulate	VERB
cana-298	191	14	complex	complex	ADJ
cana-298	191	15	systems	system	NOUN
cana-298	191	16	has	have	AUX
cana-298	191	17	been	be	AUX
cana-298	191	18	greatly	greatly	ADV
cana-298	191	19	improved	improve	VERB
cana-298	191	20	by	by	ADP
cana-298	191	21	the	the	DET
cana-298	191	22	advent	advent	NOUN
cana-298	191	23	of	of	ADP
cana-298	191	24	parallel	parallel	ADJ
cana-298	191	25	computing	computing	NOUN
cana-298	191	26	and	and	CCONJ
cana-298	191	27	distributed	distribute	VERB
cana-298	191	28	systems	system	NOUN
cana-298	191	29	.	.	PUNCT
cana-298	192	1	to	to	PART
cana-298	192	2	increase	increase	VERB
cana-298	192	3	computational	computational	ADJ
cana-298	192	4	speed	speed	NOUN
cana-298	192	5	,	,	PUNCT
cana-298	192	6	parallel	parallel	ADJ
cana-298	192	7	computing	computing	NOUN
cana-298	192	8	divides	divide	VERB
cana-298	192	9	large	large	ADJ
cana-298	192	10	jobs	job	NOUN
cana-298	192	11	into	into	ADP
cana-298	192	12	smaller	small	ADJ
cana-298	192	13	ones	one	NOUN
cana-298	192	14	that	that	PRON
cana-298	192	15	can	can	AUX
cana-298	192	16	run	run	VERB
cana-298	192	17	in	in	ADP
cana-298	192	18	parallel	parallel	NOUN
cana-298	192	19	on	on	ADP
cana-298	192	20	different	different	ADJ
cana-298	192	21	processors	processor	NOUN
cana-298	192	22	or	or	CCONJ
cana-298	192	23	computing	compute	VERB
cana-298	192	24	cores	core	NOUN
cana-298	192	25	.	.	PUNCT
cana-298	193	1	incredibly	incredibly	ADV
cana-298	193	2	time	time	NOUN
cana-298	193	3	-	-	PUNCT
cana-298	193	4	consuming	consume	VERB
cana-298	193	5	simulations	simulation	NOUN
cana-298	193	6	may	may	AUX
cana-298	193	7	now	now	ADV
cana-298	193	8	be	be	AUX
cana-298	193	9	run	run	VERB
cana-298	193	10	in	in	ADP
cana-298	193	11	record	record	NOUN
cana-298	193	12	time	time	NOUN
cana-298	193	13	thanks	thank	NOUN
cana-298	193	14	to	to	ADP
cana-298	193	15	this	this	DET
cana-298	193	16	parallel	parallel	ADJ
cana-298	193	17	processing	processing	NOUN
cana-298	193	18	technique	technique	NOUN
cana-298	193	19	.	.	PUNCT
cana-298	194	1	distributed	distribute	VERB
cana-298	194	2	systems	system	NOUN
cana-298	194	3	make	make	VERB
cana-298	194	4	the	the	DET
cana-298	194	5	most	most	ADJ
cana-298	194	6	of	of	ADP
cana-298	194	7	their	their	PRON
cana-298	194	8	resources	resource	NOUN
cana-298	194	9	by	by	ADP
cana-298	194	10	combining	combine	VERB
cana-298	194	11	the	the	DET
cana-298	194	12	processing	processing	NOUN
cana-298	194	13	power	power	NOUN
cana-298	194	14	of	of	ADP
cana-298	194	15	many	many	ADJ
cana-298	194	16	individual	individual	ADJ
cana-298	194	17	computers	computer	NOUN
cana-298	194	18	.	.	PUNCT
cana-298	195	1	these	these	DET
cana-298	195	2	setups	setup	NOUN
cana-298	195	3	delegate	delegate	VERB
cana-298	195	4	tasks	task	NOUN
cana-298	195	5	to	to	ADP
cana-298	195	6	various	various	ADJ
cana-298	195	7	nodes	node	NOUN
cana-298	195	8	in	in	ADP
cana-298	195	9	a	a	DET
cana-298	195	10	network	network	NOUN
cana-298	195	11	,	,	PUNCT
cana-298	195	12	hence	hence	ADV
cana-298	195	13	maximising	maximise	VERB
cana-298	195	14	efficiency	efficiency	NOUN
cana-298	195	15	.	.	PUNCT
cana-298	196	1	this	this	DET
cana-298	196	2	method	method	NOUN
cana-298	196	3	enables	enable	VERB
cana-298	196	4	efficient	efficient	ADJ
cana-298	196	5	use	use	NOUN
cana-298	196	6	of	of	ADP
cana-298	196	7	computing	compute	VERB
cana-298	196	8	resources	resource	NOUN
cana-298	196	9	,	,	PUNCT
cana-298	196	10	making	make	VERB
cana-298	196	11	it	it	PRON
cana-298	196	12	possible	possible	ADJ
cana-298	196	13	to	to	PART
cana-298	196	14	take	take	VERB
cana-298	196	15	on	on	ADP
cana-298	196	16	demanding	demand	VERB
cana-298	196	17	simulations	simulation	NOUN
cana-298	196	18	with	with	ADP
cana-298	196	19	a	a	DET
cana-298	196	20	large	large	ADJ
cana-298	196	21	data	datum	NOUN
cana-298	196	22	set	set	VERB
cana-298	196	23	.	.	PUNCT
cana-298	197	1	both	both	DET
cana-298	197	2	parallel	parallel	ADJ
cana-298	197	3	computing	computing	NOUN
cana-298	197	4	and	and	CCONJ
cana-298	197	5	communications	communication	NOUN
cana-298	197	6	on	on	ADP
cana-298	197	7	applied	apply	VERB
cana-298	197	8	nonlinear	nonlinear	ADJ
cana-298	197	9	analysis	analysis	NOUN
cana-298	197	10	issn	issn	NOUN
cana-298	197	11	:	:	PUNCT
cana-298	197	12	1074	1074	NUM
cana-298	197	13	-	-	PUNCT
cana-298	197	14	133x	133x	NUM
cana-298	197	15	vol	vol	NOUN
cana-298	197	16	31	31	NUM
cana-298	197	17	no	no	NOUN
cana-298	197	18	.	.	NOUN
cana-298	197	19	1	1	NUM
cana-298	197	20	(	(	PUNCT
cana-298	197	21	2024	2024	NUM
cana-298	197	22	)	)	PUNCT
cana-298	197	23	46	46	NUM
cana-298	197	24	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-298	197	25	distributed	distribute	VERB
cana-298	197	26	systems	system	NOUN
cana-298	197	27	are	be	AUX
cana-298	197	28	scalable	scalable	ADJ
cana-298	197	29	,	,	PUNCT
cana-298	197	30	meaning	mean	VERB
cana-298	197	31	that	that	SCONJ
cana-298	197	32	more	more	ADJ
cana-298	197	33	processing	processing	NOUN
cana-298	197	34	power	power	NOUN
cana-298	197	35	may	may	AUX
cana-298	197	36	be	be	AUX
cana-298	197	37	added	add	VERB
cana-298	197	38	as	as	SCONJ
cana-298	197	39	needed	need	VERB
cana-298	197	40	.	.	PUNCT
cana-298	198	1	this	this	DET
cana-298	198	2	scalability	scalability	NOUN
cana-298	198	3	enables	enable	VERB
cana-298	198	4	the	the	DET
cana-298	198	5	processing	processing	NOUN
cana-298	198	6	of	of	ADP
cana-298	198	7	larger	large	ADJ
cana-298	198	8	and	and	CCONJ
cana-298	198	9	more	more	ADV
cana-298	198	10	sophisticated	sophisticated	ADJ
cana-298	198	11	simulations	simulation	NOUN
cana-298	198	12	without	without	ADP
cana-298	198	13	a	a	DET
cana-298	198	14	substantial	substantial	ADJ
cana-298	198	15	reduction	reduction	NOUN
cana-298	198	16	in	in	ADP
cana-298	198	17	efficiency	efficiency	NOUN
cana-298	198	18	.	.	PUNCT
cana-298	199	1	as	as	ADP
cana-298	199	2	an	an	DET
cana-298	199	3	added	add	VERB
cana-298	199	4	bonus	bonus	NOUN
cana-298	199	5	,	,	PUNCT
cana-298	199	6	the	the	DET
cana-298	199	7	adaptability	adaptability	NOUN
cana-298	199	8	of	of	ADP
cana-298	199	9	these	these	DET
cana-298	199	10	systems	system	NOUN
cana-298	199	11	allows	allow	VERB
cana-298	199	12	simulations	simulation	NOUN
cana-298	199	13	to	to	PART
cana-298	199	14	meet	meet	VERB
cana-298	199	15	the	the	DET
cana-298	199	16	changing	change	VERB
cana-298	199	17	computing	computing	NOUN
cana-298	199	18	demands	demand	NOUN
cana-298	199	19	with	with	ADP
cana-298	199	20	minimal	minimal	ADJ
cana-298	199	21	loss	loss	NOUN
cana-298	199	22	of	of	ADP
cana-298	199	23	performance	performance	NOUN
cana-298	199	24	.	.	PUNCT
cana-298	200	1	there	there	PRON
cana-298	200	2	are	be	VERB
cana-298	200	3	many	many	ADJ
cana-298	200	4	different	different	ADJ
cana-298	200	5	scientific	scientific	ADJ
cana-298	200	6	fields	field	NOUN
cana-298	200	7	where	where	SCONJ
cana-298	200	8	parallel	parallel	ADJ
cana-298	200	9	computing	computing	NOUN
cana-298	200	10	and	and	CCONJ
cana-298	200	11	distributed	distribute	VERB
cana-298	200	12	systems	system	NOUN
cana-298	200	13	might	might	AUX
cana-298	200	14	be	be	AUX
cana-298	200	15	useful	useful	ADJ
cana-298	200	16	.	.	PUNCT
cana-298	201	1	these	these	DET
cana-298	201	2	systems	system	NOUN
cana-298	201	3	allow	allow	VERB
cana-298	201	4	for	for	ADP
cana-298	201	5	the	the	DET
cana-298	201	6	quick	quick	ADJ
cana-298	201	7	processing	processing	NOUN
cana-298	201	8	of	of	ADP
cana-298	201	9	enormous	enormous	ADJ
cana-298	201	10	volumes	volume	NOUN
cana-298	201	11	of	of	ADP
cana-298	201	12	genetic	genetic	ADJ
cana-298	201	13	data	datum	NOUN
cana-298	201	14	,	,	PUNCT
cana-298	201	15	which	which	PRON
cana-298	201	16	is	be	AUX
cana-298	201	17	especially	especially	ADV
cana-298	201	18	useful	useful	ADJ
cana-298	201	19	in	in	ADP
cana-298	201	20	domains	domain	NOUN
cana-298	201	21	like	like	ADP
cana-298	201	22	bioinformatics	bioinformatics	NOUN
cana-298	201	23	,	,	PUNCT
cana-298	201	24	where	where	SCONJ
cana-298	201	25	analysing	analyse	VERB
cana-298	201	26	large	large	ADJ
cana-298	201	27	genomic	genomic	NOUN
cana-298	201	28	databases	database	NOUN
cana-298	201	29	is	be	AUX
cana-298	201	30	essential	essential	ADJ
cana-298	201	31	.	.	PUNCT
cana-298	202	1	these	these	DET
cana-298	202	2	methods	method	NOUN
cana-298	202	3	speed	speed	VERB
cana-298	202	4	up	up	ADP
cana-298	202	5	the	the	DET
cana-298	202	6	simulation	simulation	NOUN
cana-298	202	7	of	of	ADP
cana-298	202	8	market	market	NOUN
cana-298	202	9	behaviours	behaviour	NOUN
cana-298	202	10	and	and	CCONJ
cana-298	202	11	risk	risk	NOUN
cana-298	202	12	assessment	assessment	NOUN
cana-298	202	13	in	in	ADP
cana-298	202	14	financial	financial	ADJ
cana-298	202	15	modelling	modelling	NOUN
cana-298	202	16	,	,	PUNCT
cana-298	202	17	allowing	allow	VERB
cana-298	202	18	for	for	ADP
cana-298	202	19	real	real	ADJ
cana-298	202	20	-	-	PUNCT
cana-298	202	21	time	time	NOUN
cana-298	202	22	analysis	analysis	NOUN
cana-298	202	23	in	in	ADP
cana-298	202	24	volatile	volatile	ADJ
cana-298	202	25	market	market	NOUN
cana-298	202	26	settings	setting	NOUN
cana-298	202	27	.	.	PUNCT
cana-298	203	1	overcoming	overcome	VERB
cana-298	203	2	computational	computational	ADJ
cana-298	203	3	bottlenecks	bottleneck	NOUN
cana-298	203	4	parallel	parallel	ADJ
cana-298	203	5	computing	computing	NOUN
cana-298	203	6	and	and	CCONJ
cana-298	203	7	distributed	distribute	VERB
cana-298	203	8	systems	system	NOUN
cana-298	203	9	offer	offer	VERB
cana-298	203	10	a	a	DET
cana-298	203	11	practical	practical	ADJ
cana-298	203	12	solution	solution	NOUN
cana-298	203	13	to	to	ADP
cana-298	203	14	the	the	DET
cana-298	203	15	problem	problem	NOUN
cana-298	203	16	of	of	ADP
cana-298	203	17	computational	computational	ADJ
cana-298	203	18	bottlenecks	bottleneck	NOUN
cana-298	203	19	caused	cause	VERB
cana-298	203	20	by	by	ADP
cana-298	203	21	the	the	DET
cana-298	203	22	complexity	complexity	NOUN
cana-298	203	23	or	or	CCONJ
cana-298	203	24	size	size	NOUN
cana-298	203	25	of	of	ADP
cana-298	203	26	simulations	simulation	NOUN
cana-298	203	27	.	.	PUNCT
cana-298	204	1	in	in	ADP
cana-298	204	2	order	order	NOUN
cana-298	204	3	to	to	PART
cana-298	204	4	execute	execute	VERB
cana-298	204	5	previously	previously	ADV
cana-298	204	6	difficult	difficult	ADJ
cana-298	204	7	simulations	simulation	NOUN
cana-298	204	8	,	,	PUNCT
cana-298	204	9	these	these	DET
cana-298	204	10	techniques	technique	NOUN
cana-298	204	11	divide	divide	VERB
cana-298	204	12	the	the	DET
cana-298	204	13	work	work	NOUN
cana-298	204	14	into	into	ADP
cana-298	204	15	smaller	small	ADJ
cana-298	204	16	,	,	PUNCT
cana-298	204	17	more	more	ADV
cana-298	204	18	manageable	manageable	ADJ
cana-298	204	19	parts	part	NOUN
cana-298	204	20	,	,	PUNCT
cana-298	204	21	dispersing	disperse	VERB
cana-298	204	22	the	the	DET
cana-298	204	23	workload	workload	NOUN
cana-298	204	24	and	and	CCONJ
cana-298	204	25	reducing	reduce	VERB
cana-298	204	26	the	the	DET
cana-298	204	27	computational	computational	ADJ
cana-298	204	28	cost	cost	NOUN
cana-298	204	29	.	.	PUNCT
cana-298	205	1	the	the	DET
cana-298	205	2	computational	computational	ADJ
cana-298	205	3	demands	demand	NOUN
cana-298	205	4	of	of	ADP
cana-298	205	5	complex	complex	ADJ
cana-298	205	6	system	system	NOUN
cana-298	205	7	simulations	simulation	NOUN
cana-298	205	8	is	be	AUX
cana-298	205	9	largely	largely	ADV
cana-298	205	10	dependent	dependent	ADJ
cana-298	205	11	on	on	ADP
cana-298	205	12	parallel	parallel	ADJ
cana-298	205	13	computing	computing	NOUN
cana-298	205	14	and	and	CCONJ
cana-298	205	15	distributed	distribute	VERB
cana-298	205	16	systems	system	NOUN
cana-298	205	17	.	.	PUNCT
cana-298	206	1	their	their	PRON
cana-298	206	2	revolutionary	revolutionary	ADJ
cana-298	206	3	impact	impact	NOUN
cana-298	206	4	on	on	ADP
cana-298	206	5	scientific	scientific	ADJ
cana-298	206	6	research	research	NOUN
cana-298	206	7	and	and	CCONJ
cana-298	206	8	many	many	ADJ
cana-298	206	9	industries	industry	NOUN
cana-298	206	10	is	be	AUX
cana-298	206	11	due	due	ADJ
cana-298	206	12	to	to	ADP
cana-298	206	13	their	their	PRON
cana-298	206	14	ability	ability	NOUN
cana-298	206	15	to	to	PART
cana-298	206	16	increase	increase	VERB
cana-298	206	17	computational	computational	ADJ
cana-298	206	18	speed	speed	NOUN
cana-298	206	19	,	,	PUNCT
cana-298	206	20	optimise	optimise	ADJ
cana-298	206	21	resource	resource	NOUN
cana-298	206	22	utilisation	utilisation	NOUN
cana-298	206	23	,	,	PUNCT
cana-298	206	24	and	and	CCONJ
cana-298	206	25	provide	provide	VERB
cana-298	206	26	scalability	scalability	NOUN
cana-298	206	27	and	and	CCONJ
cana-298	206	28	flexibility	flexibility	NOUN
cana-298	206	29	,	,	PUNCT
cana-298	206	30	allowing	allow	VERB
cana-298	206	31	scientists	scientist	NOUN
cana-298	206	32	and	and	CCONJ
cana-298	206	33	researchers	researcher	NOUN
cana-298	206	34	to	to	PART
cana-298	206	35	delve	delve	VERB
cana-298	206	36	deeper	deeply	ADV
cana-298	206	37	into	into	ADP
cana-298	206	38	the	the	DET
cana-298	206	39	complexities	complexity	NOUN
cana-298	206	40	of	of	ADP
cana-298	206	41	systems	system	NOUN
cana-298	206	42	that	that	PRON
cana-298	206	43	were	be	AUX
cana-298	206	44	previously	previously	ADV
cana-298	206	45	considered	consider	VERB
cana-298	206	46	computationally	computationally	ADV
cana-298	206	47	infeasible	infeasible	ADJ
cana-298	206	48	.	.	PUNCT
cana-298	207	1	c.	c.	PROPN
cana-298	207	2	cloud	cloud	PROPN
cana-298	207	3	computing	computing	NOUN
cana-298	207	4	infrastructures	infrastructure	NOUN
cana-298	207	5	and	and	CCONJ
cana-298	207	6	their	their	PRON
cana-298	207	7	role	role	NOUN
cana-298	207	8	in	in	ADP
cana-298	207	9	simulations	simulation	NOUN
cana-298	207	10	:	:	PUNCT
cana-298	207	11	by	by	ADP
cana-298	207	12	providing	provide	VERB
cana-298	207	13	access	access	NOUN
cana-298	207	14	to	to	ADP
cana-298	207	15	fresh	fresh	ADJ
cana-298	207	16	capabilities	capability	NOUN
cana-298	207	17	and	and	CCONJ
cana-298	207	18	solutions	solution	NOUN
cana-298	207	19	that	that	PRON
cana-298	207	20	were	be	AUX
cana-298	207	21	previously	previously	ADV
cana-298	207	22	unavailable	unavailable	ADJ
cana-298	207	23	with	with	ADP
cana-298	207	24	traditional	traditional	ADJ
cana-298	207	25	computer	computer	NOUN
cana-298	207	26	resources	resource	NOUN
cana-298	207	27	,	,	PUNCT
cana-298	207	28	cloud	cloud	NOUN
cana-298	207	29	computing	compute	VERB
cana-298	207	30	infrastructures	infrastructure	NOUN
cana-298	207	31	have	have	AUX
cana-298	207	32	revolutionised	revolutionise	VERB
cana-298	207	33	the	the	DET
cana-298	207	34	field	field	NOUN
cana-298	207	35	of	of	ADP
cana-298	207	36	complex	complex	ADJ
cana-298	207	37	system	system	NOUN
cana-298	207	38	simulations	simulation	NOUN
cana-298	207	39	.	.	PUNCT
cana-298	208	1	1	1	X
cana-298	208	2	.	.	X
cana-298	208	3	scalability	scalability	NOUN
cana-298	208	4	and	and	CCONJ
cana-298	208	5	on	on	ADP
cana-298	208	6	-	-	PUNCT
cana-298	208	7	demand	demand	NOUN
cana-298	208	8	resources	resource	NOUN
cana-298	208	9	:	:	PUNCT
cana-298	208	10	cloud	cloud	NOUN
cana-298	208	11	computing	computing	NOUN
cana-298	208	12	enables	enable	VERB
cana-298	208	13	on	on	ADP
cana-298	208	14	-	-	PUNCT
cana-298	208	15	demand	demand	NOUN
cana-298	208	16	access	access	NOUN
cana-298	208	17	to	to	ADP
cana-298	208	18	a	a	DET
cana-298	208	19	wide	wide	ADJ
cana-298	208	20	pool	pool	NOUN
cana-298	208	21	of	of	ADP
cana-298	208	22	computational	computational	ADJ
cana-298	208	23	resources	resource	NOUN
cana-298	208	24	.	.	PUNCT
cana-298	209	1	researchers	researcher	NOUN
cana-298	209	2	can	can	AUX
cana-298	209	3	quickly	quickly	ADV
cana-298	209	4	increase	increase	VERB
cana-298	209	5	or	or	CCONJ
cana-298	209	6	decrease	decrease	VERB
cana-298	209	7	the	the	DET
cana-298	209	8	scale	scale	NOUN
cana-298	209	9	of	of	ADP
cana-298	209	10	their	their	PRON
cana-298	209	11	operation	operation	NOUN
cana-298	209	12	dependent	dependent	ADJ
cana-298	209	13	on	on	ADP
cana-298	209	14	the	the	DET
cana-298	209	15	computational	computational	ADJ
cana-298	209	16	demands	demand	NOUN
cana-298	209	17	of	of	ADP
cana-298	209	18	their	their	PRON
cana-298	209	19	simulations	simulation	NOUN
cana-298	209	20	because	because	SCONJ
cana-298	209	21	to	to	ADP
cana-298	209	22	this	this	DET
cana-298	209	23	scalability	scalability	NOUN
cana-298	209	24	.	.	PUNCT
cana-298	210	1	cloud	cloud	NOUN
cana-298	210	2	infrastructures	infrastructure	NOUN
cana-298	210	3	are	be	AUX
cana-298	210	4	flexible	flexible	ADJ
cana-298	210	5	and	and	CCONJ
cana-298	210	6	can	can	AUX
cana-298	210	7	handle	handle	VERB
cana-298	210	8	a	a	DET
cana-298	210	9	wide	wide	ADJ
cana-298	210	10	range	range	NOUN
cana-298	210	11	of	of	ADP
cana-298	210	12	computational	computational	ADJ
cana-298	210	13	tasks	task	NOUN
cana-298	210	14	,	,	PUNCT
cana-298	210	15	from	from	ADP
cana-298	210	16	large	large	ADJ
cana-298	210	17	datasets	dataset	NOUN
cana-298	210	18	to	to	ADP
cana-298	210	19	complex	complex	ADJ
cana-298	210	20	simulations	simulation	NOUN
cana-298	210	21	,	,	PUNCT
cana-298	210	22	with	with	ADP
cana-298	210	23	efficient	efficient	ADJ
cana-298	210	24	use	use	NOUN
cana-298	210	25	of	of	ADP
cana-298	210	26	available	available	ADJ
cana-298	210	27	resources	resource	NOUN
cana-298	210	28	.	.	PUNCT
cana-298	211	1	2	2	X
cana-298	211	2	.	.	X
cana-298	211	3	cost	cost	NOUN
cana-298	211	4	-	-	PUNCT
cana-298	211	5	efficiency	efficiency	NOUN
cana-298	211	6	and	and	CCONJ
cana-298	211	7	accessibility	accessibility	NOUN
cana-298	211	8	:	:	PUNCT
cana-298	211	9	the	the	DET
cana-298	211	10	initial	initial	ADJ
cana-298	211	11	capital	capital	NOUN
cana-298	211	12	investment	investment	NOUN
cana-298	211	13	necessary	necessary	ADJ
cana-298	211	14	for	for	SCONJ
cana-298	211	15	on	on	ADP
cana-298	211	16	-	-	PUNCT
cana-298	211	17	premises	premise	NOUN
cana-298	211	18	infrastructure	infrastructure	NOUN
cana-298	211	19	is	be	AUX
cana-298	211	20	significantly	significantly	ADV
cana-298	211	21	reduced	reduce	VERB
cana-298	211	22	by	by	ADP
cana-298	211	23	using	use	VERB
cana-298	211	24	cloud	cloud	NOUN
cana-298	211	25	platforms	platform	NOUN
cana-298	211	26	because	because	SCONJ
cana-298	211	27	customers	customer	NOUN
cana-298	211	28	only	only	ADV
cana-298	211	29	pay	pay	VERB
cana-298	211	30	for	for	ADP
cana-298	211	31	the	the	DET
cana-298	211	32	services	service	NOUN
cana-298	211	33	they	they	PRON
cana-298	211	34	actually	actually	ADV
cana-298	211	35	use	use	VERB
cana-298	211	36	.	.	PUNCT
cana-298	212	1	this	this	PRON
cana-298	212	2	democratises	democratise	VERB
cana-298	212	3	high	high	ADJ
cana-298	212	4	-	-	PUNCT
cana-298	212	5	performance	performance	NOUN
cana-298	212	6	computing	computing	NOUN
cana-298	212	7	by	by	ADP
cana-298	212	8	making	make	VERB
cana-298	212	9	it	it	PRON
cana-298	212	10	available	available	ADJ
cana-298	212	11	to	to	PART
cana-298	212	12	previously	previously	ADV
cana-298	212	13	excluded	exclude	VERB
cana-298	212	14	users	user	NOUN
cana-298	212	15	,	,	PUNCT
cana-298	212	16	such	such	ADJ
cana-298	212	17	as	as	ADP
cana-298	212	18	smaller	small	ADJ
cana-298	212	19	research	research	NOUN
cana-298	212	20	groups	group	NOUN
cana-298	212	21	or	or	CCONJ
cana-298	212	22	universities	university	NOUN
cana-298	212	23	with	with	ADP
cana-298	212	24	limited	limited	ADJ
cana-298	212	25	resources	resource	NOUN
cana-298	212	26	.	.	PUNCT
cana-298	213	1	3	3	X
cana-298	213	2	.	.	NOUN
cana-298	213	3	collaborative	collaborative	ADJ
cana-298	213	4	and	and	CCONJ
cana-298	213	5	remote	remote	ADJ
cana-298	213	6	simulations	simulation	NOUN
cana-298	213	7	:	:	PUNCT
cana-298	213	8	remote	remote	ADJ
cana-298	213	9	and	and	CCONJ
cana-298	213	10	collaborative	collaborative	ADJ
cana-298	213	11	simulations	simulation	NOUN
cana-298	213	12	:	:	PUNCT
cana-298	213	13	cloudbased	cloudbase	VERB
cana-298	213	14	simulations	simulation	NOUN
cana-298	213	15	allow	allow	VERB
cana-298	213	16	researchers	researcher	NOUN
cana-298	213	17	from	from	ADP
cana-298	213	18	different	different	ADJ
cana-298	213	19	locations	location	NOUN
cana-298	213	20	to	to	PART
cana-298	213	21	work	work	VERB
cana-298	213	22	together	together	ADV
cana-298	213	23	.	.	PUNCT
cana-298	214	1	researchers	researcher	NOUN
cana-298	214	2	can	can	AUX
cana-298	214	3	collaborate	collaborate	VERB
cana-298	214	4	on	on	ADP
cana-298	214	5	a	a	DET
cana-298	214	6	single	single	ADJ
cana-298	214	7	simulation	simulation	NOUN
cana-298	214	8	from	from	ADP
cana-298	214	9	multiple	multiple	ADJ
cana-298	214	10	places	place	NOUN
cana-298	214	11	.	.	PUNCT
cana-298	215	1	this	this	DET
cana-298	215	2	setting	set	VERB
cana-298	215	3	promotes	promote	VERB
cana-298	215	4	interdisciplinary	interdisciplinary	ADJ
cana-298	215	5	research	research	NOUN
cana-298	215	6	by	by	ADP
cana-298	215	7	bringing	bring	VERB
cana-298	215	8	together	together	ADP
cana-298	215	9	people	people	NOUN
cana-298	215	10	with	with	ADP
cana-298	215	11	different	different	ADJ
cana-298	215	12	backgrounds	background	NOUN
cana-298	215	13	and	and	CCONJ
cana-298	215	14	areas	area	NOUN
cana-298	215	15	of	of	ADP
cana-298	215	16	expertise	expertise	NOUN
cana-298	215	17	to	to	PART
cana-298	215	18	solve	solve	VERB
cana-298	215	19	difficult	difficult	ADJ
cana-298	215	20	challenges	challenge	NOUN
cana-298	215	21	.	.	PUNCT
cana-298	216	1	communications	communication	NOUN
cana-298	216	2	on	on	ADP
cana-298	216	3	applied	apply	VERB
cana-298	216	4	nonlinear	nonlinear	ADJ
cana-298	216	5	analysis	analysis	NOUN
cana-298	216	6	issn	issn	NOUN
cana-298	216	7	:	:	PUNCT
cana-298	216	8	1074	1074	NUM
cana-298	216	9	-	-	PUNCT
cana-298	216	10	133x	133x	NUM
cana-298	216	11	vol	vol	NOUN
cana-298	216	12	31	31	NUM
cana-298	216	13	no	no	NOUN
cana-298	216	14	.	.	NOUN
cana-298	216	15	1	1	NUM
cana-298	216	16	(	(	PUNCT
cana-298	216	17	2024	2024	NUM
cana-298	216	18	)	)	PUNCT
cana-298	216	19	47	47	NUM
cana-298	216	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-298	216	21	4	4	X
cana-298	216	22	.	.	PUNCT
cana-298	216	23	disaster	disaster	NOUN
cana-298	216	24	recovery	recovery	NOUN
cana-298	216	25	and	and	CCONJ
cana-298	216	26	security	security	NOUN
cana-298	216	27	:	:	PUNCT
cana-298	216	28	secure	secure	ADJ
cana-298	216	29	and	and	CCONJ
cana-298	216	30	reliable	reliable	ADJ
cana-298	216	31	backup	backup	NOUN
cana-298	216	32	and	and	CCONJ
cana-298	216	33	recovery	recovery	NOUN
cana-298	216	34	systems	system	NOUN
cana-298	216	35	for	for	ADP
cana-298	216	36	critical	critical	ADJ
cana-298	216	37	data	datum	NOUN
cana-298	216	38	are	be	AUX
cana-298	216	39	available	available	ADJ
cana-298	216	40	in	in	ADP
cana-298	216	41	cloud	cloud	ADJ
cana-298	216	42	computing	computing	NOUN
cana-298	216	43	environments	environment	NOUN
cana-298	216	44	.	.	PUNCT
cana-298	217	1	the	the	DET
cana-298	217	2	potential	potential	NOUN
cana-298	217	3	for	for	ADP
cana-298	217	4	data	datum	NOUN
cana-298	217	5	loss	loss	NOUN
cana-298	217	6	is	be	AUX
cana-298	217	7	greatly	greatly	ADV
cana-298	217	8	reduced	reduce	VERB
cana-298	217	9	because	because	SCONJ
cana-298	217	10	simulations	simulation	NOUN
cana-298	217	11	and	and	CCONJ
cana-298	217	12	data	datum	NOUN
cana-298	217	13	are	be	AUX
cana-298	217	14	saved	save	VERB
cana-298	217	15	and	and	CCONJ
cana-298	217	16	backed	back	VERB
cana-298	217	17	up	up	ADP
cana-298	217	18	in	in	ADP
cana-298	217	19	safe	safe	ADJ
cana-298	217	20	cloud	cloud	ADJ
cana-298	217	21	environments	environment	NOUN
cana-298	217	22	.	.	PUNCT
cana-298	218	1	in	in	ADP
cana-298	218	2	addition	addition	NOUN
cana-298	218	3	,	,	PUNCT
cana-298	218	4	most	most	ADJ
cana-298	218	5	cloud	cloud	ADJ
cana-298	218	6	services	service	NOUN
cana-298	218	7	use	use	VERB
cana-298	218	8	strong	strong	ADJ
cana-298	218	9	security	security	NOUN
cana-298	218	10	precautions	precaution	NOUN
cana-298	218	11	,	,	PUNCT
cana-298	218	12	such	such	ADJ
cana-298	218	13	as	as	ADP
cana-298	218	14	encrypted	encrypt	VERB
cana-298	218	15	communications	communication	NOUN
cana-298	218	16	and	and	CCONJ
cana-298	218	17	data	datum	NOUN
cana-298	218	18	storage	storage	NOUN
cana-298	218	19	.	.	PUNCT
cana-298	219	1	5	5	X
cana-298	219	2	.	.	X
cana-298	219	3	flexibility	flexibility	NOUN
cana-298	219	4	and	and	CCONJ
cana-298	219	5	personalization	personalization	NOUN
cana-298	219	6	:	:	PUNCT
cana-298	219	7	the	the	DET
cana-298	219	8	many	many	ADJ
cana-298	219	9	options	option	NOUN
cana-298	219	10	available	available	ADJ
cana-298	219	11	on	on	ADP
cana-298	219	12	cloud	cloud	NOUN
cana-298	219	13	platforms	platform	NOUN
cana-298	219	14	mean	mean	VERB
cana-298	219	15	that	that	SCONJ
cana-298	219	16	users	user	NOUN
cana-298	219	17	can	can	AUX
cana-298	219	18	create	create	VERB
cana-298	219	19	computing	compute	VERB
cana-298	219	20	environments	environment	NOUN
cana-298	219	21	that	that	PRON
cana-298	219	22	are	be	AUX
cana-298	219	23	optimal	optimal	ADJ
cana-298	219	24	for	for	ADP
cana-298	219	25	their	their	PRON
cana-298	219	26	simulations	simulation	NOUN
cana-298	219	27	.	.	PUNCT
cana-298	220	1	researchers	researcher	NOUN
cana-298	220	2	have	have	VERB
cana-298	220	3	a	a	DET
cana-298	220	4	wide	wide	ADJ
cana-298	220	5	range	range	NOUN
cana-298	220	6	of	of	ADP
cana-298	220	7	options	option	NOUN
cana-298	220	8	for	for	ADP
cana-298	220	9	computational	computational	ADJ
cana-298	220	10	resources	resource	NOUN
cana-298	220	11	,	,	PUNCT
cana-298	220	12	specialised	specialised	ADJ
cana-298	220	13	software	software	NOUN
cana-298	220	14	,	,	PUNCT
cana-298	220	15	and	and	CCONJ
cana-298	220	16	tools	tool	NOUN
cana-298	220	17	from	from	ADP
cana-298	220	18	which	which	PRON
cana-298	220	19	to	to	PART
cana-298	220	20	construct	construct	VERB
cana-298	220	21	bespoke	bespoke	NOUN
cana-298	220	22	simulation	simulation	NOUN
cana-298	220	23	environments	environment	NOUN
cana-298	220	24	.	.	PUNCT
cana-298	221	1	progress	progress	NOUN
cana-298	221	2	in	in	ADP
cana-298	221	3	machine	machine	NOUN
cana-298	221	4	learning	learning	NOUN
cana-298	221	5	and	and	CCONJ
cana-298	221	6	artificial	artificial	ADJ
cana-298	221	7	intelligence	intelligence	NOUN
cana-298	221	8	;	;	PUNCT
cana-298	221	9	cloud	cloud	NOUN
cana-298	221	10	platforms	platform	NOUN
cana-298	221	11	are	be	AUX
cana-298	221	12	in	in	ADP
cana-298	221	13	the	the	DET
cana-298	221	14	front	front	NOUN
cana-298	221	15	of	of	ADP
cana-298	221	16	integrating	integrate	VERB
cana-298	221	17	machine	machine	NOUN
cana-298	221	18	learning	learning	NOUN
cana-298	221	19	and	and	CCONJ
cana-298	221	20	ai	ai	VERB
cana-298	221	21	tools	tool	NOUN
cana-298	221	22	.	.	PUNCT
cana-298	222	1	by	by	ADP
cana-298	222	2	optimising	optimise	VERB
cana-298	222	3	resources	resource	NOUN
cana-298	222	4	,	,	PUNCT
cana-298	222	5	automating	automate	VERB
cana-298	222	6	model	model	NOUN
cana-298	222	7	tuning	tuning	NOUN
cana-298	222	8	,	,	PUNCT
cana-298	222	9	and	and	CCONJ
cana-298	222	10	facilitating	facilitate	VERB
cana-298	222	11	predictive	predictive	ADJ
cana-298	222	12	analysis	analysis	NOUN
cana-298	222	13	,	,	PUNCT
cana-298	222	14	these	these	DET
cana-298	222	15	technologies	technology	NOUN
cana-298	222	16	make	make	VERB
cana-298	222	17	simulations	simulation	NOUN
cana-298	222	18	more	more	ADV
cana-298	222	19	effective	effective	ADJ
cana-298	222	20	.	.	PUNCT
cana-298	223	1	by	by	ADP
cana-298	223	2	providing	provide	VERB
cana-298	223	3	unprecedented	unprecedented	ADJ
cana-298	223	4	scalability	scalability	NOUN
cana-298	223	5	,	,	PUNCT
cana-298	223	6	cost	cost	NOUN
cana-298	223	7	-	-	PUNCT
cana-298	223	8	efficiency	efficiency	NOUN
cana-298	223	9	,	,	PUNCT
cana-298	223	10	collaboration	collaboration	NOUN
cana-298	223	11	,	,	PUNCT
cana-298	223	12	security	security	NOUN
cana-298	223	13	,	,	PUNCT
cana-298	223	14	and	and	CCONJ
cana-298	223	15	versatility	versatility	NOUN
cana-298	223	16	,	,	PUNCT
cana-298	223	17	cloud	cloud	NOUN
cana-298	223	18	computing	compute	VERB
cana-298	223	19	infrastructures	infrastructure	NOUN
cana-298	223	20	have	have	AUX
cana-298	223	21	revolutionised	revolutionise	VERB
cana-298	223	22	the	the	DET
cana-298	223	23	field	field	NOUN
cana-298	223	24	of	of	ADP
cana-298	223	25	complex	complex	ADJ
cana-298	223	26	system	system	NOUN
cana-298	223	27	simulations	simulation	NOUN
cana-298	223	28	.	.	PUNCT
cana-298	224	1	they	they	PRON
cana-298	224	2	provide	provide	VERB
cana-298	224	3	a	a	DET
cana-298	224	4	flexible	flexible	ADJ
cana-298	224	5	and	and	CCONJ
cana-298	224	6	dynamic	dynamic	ADJ
cana-298	224	7	environment	environment	NOUN
cana-298	224	8	that	that	PRON
cana-298	224	9	meets	meet	VERB
cana-298	224	10	the	the	DET
cana-298	224	11	changing	change	VERB
cana-298	224	12	computational	computational	ADJ
cana-298	224	13	needs	need	NOUN
cana-298	224	14	of	of	ADP
cana-298	224	15	researchers	researcher	NOUN
cana-298	224	16	in	in	ADP
cana-298	224	17	a	a	DET
cana-298	224	18	wide	wide	ADJ
cana-298	224	19	range	range	NOUN
cana-298	224	20	of	of	ADP
cana-298	224	21	scientific	scientific	ADJ
cana-298	224	22	fields	field	NOUN
cana-298	224	23	,	,	PUNCT
cana-298	224	24	making	make	VERB
cana-298	224	25	highperformance	highperformance	NOUN
cana-298	224	26	computing	compute	VERB
cana-298	224	27	more	more	ADV
cana-298	224	28	accessible	accessible	ADJ
cana-298	224	29	to	to	ADP
cana-298	224	30	a	a	DET
cana-298	224	31	wider	wide	ADJ
cana-298	224	32	audience	audience	NOUN
cana-298	224	33	.	.	PUNCT
cana-298	225	1	integrating	integrate	VERB
cana-298	225	2	cloud	cloud	NOUN
cana-298	225	3	-	-	PUNCT
cana-298	225	4	based	base	VERB
cana-298	225	5	solutions	solution	NOUN
cana-298	225	6	without	without	ADP
cana-298	225	7	any	any	DET
cana-298	225	8	hitches	hitch	NOUN
cana-298	225	9	allows	allow	VERB
cana-298	225	10	for	for	ADP
cana-298	225	11	ground	ground	NOUN
cana-298	225	12	-	-	PUNCT
cana-298	225	13	breaking	break	VERB
cana-298	225	14	simulations	simulation	NOUN
cana-298	225	15	that	that	PRON
cana-298	225	16	hasten	hasten	VERB
cana-298	225	17	scientific	scientific	ADJ
cana-298	225	18	discovery	discovery	NOUN
cana-298	225	19	and	and	CCONJ
cana-298	225	20	the	the	DET
cana-298	225	21	resolution	resolution	NOUN
cana-298	225	22	of	of	ADP
cana-298	225	23	problems	problem	NOUN
cana-298	225	24	in	in	ADP
cana-298	225	25	complex	complex	ADJ
cana-298	225	26	systems	system	NOUN
cana-298	225	27	.	.	PUNCT
cana-298	226	1	vi	vi	X
cana-298	226	2	.	.	NOUN
cana-298	226	3	applications	application	NOUN
cana-298	226	4	across	across	ADP
cana-298	226	5	diverse	diverse	ADJ
cana-298	226	6	scientific	scientific	ADJ
cana-298	226	7	domains	domain	NOUN
cana-298	226	8	a.	a.	NOUN
cana-298	226	9	climate	climate	NOUN
cana-298	226	10	science	science	NOUN
cana-298	226	11	and	and	CCONJ
cana-298	226	12	computational	computational	ADJ
cana-298	226	13	models	model	NOUN
cana-298	226	14	computational	computational	ADJ
cana-298	226	15	models	model	NOUN
cana-298	226	16	are	be	AUX
cana-298	226	17	essential	essential	ADJ
cana-298	226	18	to	to	PART
cana-298	226	19	climate	climate	VERB
cana-298	226	20	science	science	NOUN
cana-298	226	21	for	for	ADP
cana-298	226	22	understanding	understanding	NOUN
cana-298	226	23	and	and	CCONJ
cana-298	226	24	forecasting	forecasting	NOUN
cana-298	226	25	earth	earth	NOUN
cana-298	226	26	's	's	PART
cana-298	226	27	complicated	complicated	ADJ
cana-298	226	28	climate	climate	NOUN
cana-298	226	29	system	system	NOUN
cana-298	226	30	.	.	PUNCT
cana-298	227	1	nonlinear	nonlinear	ADJ
cana-298	227	2	interactions	interaction	NOUN
cana-298	227	3	among	among	ADP
cana-298	227	4	diverse	diverse	ADJ
cana-298	227	5	climate	climate	NOUN
cana-298	227	6	components	component	NOUN
cana-298	227	7	,	,	PUNCT
cana-298	227	8	such	such	ADJ
cana-298	227	9	as	as	ADP
cana-298	227	10	atmosphere	atmosphere	NOUN
cana-298	227	11	,	,	PUNCT
cana-298	227	12	oceans	ocean	NOUN
cana-298	227	13	,	,	PUNCT
cana-298	227	14	land	land	NOUN
cana-298	227	15	,	,	PUNCT
cana-298	227	16	and	and	CCONJ
cana-298	227	17	ice	ice	NOUN
cana-298	227	18	,	,	PUNCT
cana-298	227	19	demand	demand	NOUN
cana-298	227	20	complex	complex	ADJ
cana-298	227	21	modelling	modelling	NOUN
cana-298	227	22	.	.	PUNCT
cana-298	228	1	the	the	DET
cana-298	228	2	navier	navier	NOUN
cana-298	228	3	-	-	PUNCT
cana-298	228	4	stokes	stoke	NOUN
cana-298	228	5	equations	equation	NOUN
cana-298	228	6	for	for	ADP
cana-298	228	7	fluid	fluid	ADJ
cana-298	228	8	dynamics	dynamic	NOUN
cana-298	228	9	and	and	CCONJ
cana-298	228	10	the	the	DET
cana-298	228	11	radiative	radiative	ADJ
cana-298	228	12	transfer	transfer	NOUN
cana-298	228	13	equations	equation	NOUN
cana-298	228	14	for	for	ADP
cana-298	228	15	energy	energy	NOUN
cana-298	228	16	balance	balance	NOUN
cana-298	228	17	are	be	AUX
cana-298	228	18	just	just	ADV
cana-298	228	19	two	two	NUM
cana-298	228	20	examples	example	NOUN
cana-298	228	21	of	of	ADP
cana-298	228	22	the	the	DET
cana-298	228	23	partial	partial	ADJ
cana-298	228	24	differential	differential	NOUN
cana-298	228	25	equations	equation	NOUN
cana-298	228	26	used	use	VERB
cana-298	228	27	in	in	ADP
cana-298	228	28	climate	climate	NOUN
cana-298	228	29	models	model	NOUN
cana-298	228	30	and	and	CCONJ
cana-298	228	31	their	their	PRON
cana-298	228	32	numerical	numerical	ADJ
cana-298	228	33	solutions	solution	NOUN
cana-298	228	34	.	.	PUNCT
cana-298	229	1	climate	climate	NOUN
cana-298	229	2	trends	trend	NOUN
cana-298	229	3	,	,	PUNCT
cana-298	229	4	extreme	extreme	ADJ
cana-298	229	5	weather	weather	NOUN
cana-298	229	6	,	,	PUNCT
cana-298	229	7	and	and	CCONJ
cana-298	229	8	long	long	ADJ
cana-298	229	9	-	-	PUNCT
cana-298	229	10	term	term	NOUN
cana-298	229	11	climate	climate	NOUN
cana-298	229	12	change	change	NOUN
cana-298	229	13	can	can	AUX
cana-298	229	14	all	all	PRON
cana-298	229	15	be	be	AUX
cana-298	229	16	predicted	predict	VERB
cana-298	229	17	with	with	ADP
cana-298	229	18	the	the	DET
cana-298	229	19	use	use	NOUN
cana-298	229	20	of	of	ADP
cana-298	229	21	such	such	ADJ
cana-298	229	22	models	model	NOUN
cana-298	229	23	.	.	PUNCT
cana-298	230	1	researchers	researcher	NOUN
cana-298	230	2	can	can	AUX
cana-298	230	3	evaluate	evaluate	VERB
cana-298	230	4	the	the	DET
cana-298	230	5	effects	effect	NOUN
cana-298	230	6	of	of	ADP
cana-298	230	7	greenhouse	greenhouse	NOUN
cana-298	230	8	gas	gas	NOUN
cana-298	230	9	emissions	emission	NOUN
cana-298	230	10	,	,	PUNCT
cana-298	230	11	deforestation	deforestation	NOUN
cana-298	230	12	,	,	PUNCT
cana-298	230	13	and	and	CCONJ
cana-298	230	14	other	other	ADJ
cana-298	230	15	factors	factor	NOUN
cana-298	230	16	on	on	ADP
cana-298	230	17	the	the	DET
cana-298	230	18	global	global	ADJ
cana-298	230	19	climate	climate	NOUN
cana-298	230	20	by	by	ADP
cana-298	230	21	running	run	VERB
cana-298	230	22	computationally	computationally	ADV
cana-298	230	23	intensive	intensive	ADJ
cana-298	230	24	simulations	simulation	NOUN
cana-298	230	25	on	on	ADP
cana-298	230	26	supercomputers	supercomputer	NOUN
cana-298	230	27	and	and	CCONJ
cana-298	230	28	other	other	ADJ
cana-298	230	29	high	high	ADJ
cana-298	230	30	-	-	PUNCT
cana-298	230	31	performance	performance	NOUN
cana-298	230	32	computing	computing	NOUN
cana-298	230	33	(	(	PUNCT
cana-298	230	34	hpc	hpc	NOUN
cana-298	230	35	)	)	PUNCT
cana-298	230	36	infrastructures	infrastructure	NOUN
cana-298	230	37	.	.	PUNCT
cana-298	231	1	b.	b.	PROPN
cana-298	231	2	neuroscience	neuroscience	PROPN
cana-298	231	3	and	and	CCONJ
cana-298	231	4	brain	brain	NOUN
cana-298	231	5	dynamics	dynamic	NOUN
cana-298	231	6	neuroscientists	neuroscientist	NOUN
cana-298	231	7	face	face	VERB
cana-298	231	8	a	a	DET
cana-298	231	9	significant	significant	ADJ
cana-298	231	10	difficulty	difficulty	NOUN
cana-298	231	11	in	in	ADP
cana-298	231	12	trying	try	VERB
cana-298	231	13	to	to	PART
cana-298	231	14	decipher	decipher	VERB
cana-298	231	15	the	the	DET
cana-298	231	16	intricate	intricate	ADJ
cana-298	231	17	and	and	CCONJ
cana-298	231	18	nonlinear	nonlinear	ADJ
cana-298	231	19	functioning	functioning	NOUN
cana-298	231	20	of	of	ADP
cana-298	231	21	the	the	DET
cana-298	231	22	human	human	ADJ
cana-298	231	23	brain	brain	NOUN
cana-298	231	24	.	.	PUNCT
cana-298	232	1	neural	neural	ADJ
cana-298	232	2	networks	network	NOUN
cana-298	232	3	,	,	PUNCT
cana-298	232	4	synaptic	synaptic	ADJ
cana-298	232	5	connections	connection	NOUN
cana-298	232	6	,	,	PUNCT
cana-298	232	7	and	and	CCONJ
cana-298	232	8	the	the	DET
cana-298	232	9	electrochemical	electrochemical	ADJ
cana-298	232	10	processes	process	NOUN
cana-298	232	11	that	that	PRON
cana-298	232	12	regulate	regulate	VERB
cana-298	232	13	brain	brain	NOUN
cana-298	232	14	activity	activity	NOUN
cana-298	232	15	are	be	AUX
cana-298	232	16	all	all	PRON
cana-298	232	17	simulated	simulate	VERB
cana-298	232	18	in	in	ADP
cana-298	232	19	computational	computational	ADJ
cana-298	232	20	models	model	NOUN
cana-298	232	21	of	of	ADP
cana-298	232	22	brain	brain	NOUN
cana-298	232	23	dynamics	dynamic	NOUN
cana-298	232	24	.	.	PUNCT
cana-298	233	1	synchronisation	synchronisation	NOUN
cana-298	233	2	and	and	CCONJ
cana-298	233	3	brain	brain	NOUN
cana-298	233	4	waves	wave	NOUN
cana-298	233	5	are	be	AUX
cana-298	233	6	two	two	NUM
cana-298	233	7	examples	example	NOUN
cana-298	233	8	of	of	ADP
cana-298	233	9	emergent	emergent	ADJ
cana-298	233	10	phenomena	phenomenon	NOUN
cana-298	233	11	that	that	PRON
cana-298	233	12	are	be	AUX
cana-298	233	13	at	at	ADP
cana-298	233	14	the	the	DET
cana-298	233	15	heart	heart	NOUN
cana-298	233	16	of	of	ADP
cana-298	233	17	brain	brain	NOUN
cana-298	233	18	simulations	simulation	NOUN
cana-298	233	19	,	,	PUNCT
cana-298	233	20	along	along	ADP
cana-298	233	21	with	with	ADP
cana-298	233	22	nonlinear	nonlinear	ADJ
cana-298	233	23	interactions	interaction	NOUN
cana-298	233	24	between	between	ADP
cana-298	233	25	neurons	neuron	NOUN
cana-298	233	26	and	and	CCONJ
cana-298	233	27	feedback	feedback	NOUN
cana-298	233	28	loops	loop	NOUN
cana-298	233	29	.	.	PUNCT
cana-298	234	1	brain	brain	NOUN
cana-298	234	2	-	-	PUNCT
cana-298	234	3	computer	computer	NOUN
cana-298	234	4	interfaces	interface	NOUN
cana-298	234	5	,	,	PUNCT
cana-298	234	6	neurological	neurological	ADJ
cana-298	234	7	illnesses	illness	NOUN
cana-298	234	8	,	,	PUNCT
cana-298	234	9	and	and	CCONJ
cana-298	234	10	other	other	ADJ
cana-298	234	11	areas	area	NOUN
cana-298	234	12	of	of	ADP
cana-298	234	13	study	study	NOUN
cana-298	234	14	can	can	AUX
cana-298	234	15	all	all	PRON
cana-298	234	16	benefit	benefit	VERB
cana-298	234	17	from	from	ADP
cana-298	234	18	these	these	DET
cana-298	234	19	models	model	NOUN
cana-298	234	20	.	.	PUNCT
cana-298	235	1	our	our	PRON
cana-298	235	2	comprehension	comprehension	NOUN
cana-298	235	3	of	of	ADP
cana-298	235	4	the	the	DET
cana-298	235	5	brain	brain	NOUN
cana-298	235	6	's	's	PART
cana-298	235	7	communications	communication	NOUN
cana-298	235	8	on	on	ADP
cana-298	235	9	applied	apply	VERB
cana-298	235	10	nonlinear	nonlinear	ADJ
cana-298	235	11	analysis	analysis	NOUN
cana-298	235	12	issn	issn	NOUN
cana-298	235	13	:	:	PUNCT
cana-298	235	14	1074	1074	NUM
cana-298	235	15	-	-	PUNCT
cana-298	235	16	133x	133x	NUM
cana-298	235	17	vol	vol	NOUN
cana-298	235	18	31	31	NUM
cana-298	235	19	no	no	NOUN
cana-298	235	20	.	.	NOUN
cana-298	235	21	1	1	NUM
cana-298	235	22	(	(	PUNCT
cana-298	235	23	2024	2024	NUM
cana-298	235	24	)	)	PUNCT
cana-298	235	25	48	48	NUM
cana-298	235	26	https://internationalpubls.com	https://internationalpubls.com	X
cana-298	235	27	complexities	complexity	NOUN
cana-298	235	28	is	be	AUX
cana-298	235	29	aided	aid	VERB
cana-298	235	30	by	by	ADP
cana-298	235	31	the	the	DET
cana-298	235	32	use	use	NOUN
cana-298	235	33	of	of	ADP
cana-298	235	34	machine	machine	NOUN
cana-298	235	35	learning	learning	NOUN
cana-298	235	36	and	and	CCONJ
cana-298	235	37	artificial	artificial	ADJ
cana-298	235	38	intelligence	intelligence	NOUN
cana-298	235	39	to	to	ADP
cana-298	235	40	large	large	ADJ
cana-298	235	41	neuroimaging	neuroimage	VERB
cana-298	235	42	datasets	dataset	NOUN
cana-298	235	43	in	in	ADP
cana-298	235	44	order	order	NOUN
cana-298	235	45	to	to	PART
cana-298	235	46	decode	decode	VERB
cana-298	235	47	nonlinear	nonlinear	ADJ
cana-298	235	48	patterns	pattern	NOUN
cana-298	235	49	of	of	ADP
cana-298	235	50	brain	brain	NOUN
cana-298	235	51	activity	activity	NOUN
cana-298	235	52	.	.	PUNCT
cana-298	236	1	c.	c.	NOUN
cana-298	236	2	economics	economics	PROPN
cana-298	236	3	and	and	CCONJ
cana-298	236	4	financial	financial	ADJ
cana-298	236	5	systems	system	NOUN
cana-298	236	6	:	:	PUNCT
cana-298	236	7	there	there	PRON
cana-298	236	8	are	be	VERB
cana-298	236	9	many	many	ADJ
cana-298	236	10	different	different	ADJ
cana-298	236	11	economic	economic	ADJ
cana-298	236	12	players	player	NOUN
cana-298	236	13	,	,	PUNCT
cana-298	236	14	market	market	NOUN
cana-298	236	15	participants	participant	NOUN
cana-298	236	16	,	,	PUNCT
cana-298	236	17	and	and	CCONJ
cana-298	236	18	financial	financial	ADJ
cana-298	236	19	instruments	instrument	NOUN
cana-298	236	20	,	,	PUNCT
cana-298	236	21	all	all	PRON
cana-298	236	22	of	of	ADP
cana-298	236	23	whom	whom	PRON
cana-298	236	24	interact	interact	VERB
cana-298	236	25	with	with	ADP
cana-298	236	26	one	one	NUM
cana-298	236	27	another	another	DET
cana-298	236	28	in	in	ADP
cana-298	236	29	complex	complex	ADJ
cana-298	236	30	,	,	PUNCT
cana-298	236	31	nonlinear	nonlinear	ADJ
cana-298	236	32	ways	way	NOUN
cana-298	236	33	.	.	PUNCT
cana-298	237	1	financial	financial	ADJ
cana-298	237	2	markets	market	NOUN
cana-298	237	3	are	be	AUX
cana-298	237	4	modelled	model	VERB
cana-298	237	5	,	,	PUNCT
cana-298	237	6	risks	risk	NOUN
cana-298	237	7	are	be	AUX
cana-298	237	8	evaluated	evaluate	VERB
cana-298	237	9	,	,	PUNCT
cana-298	237	10	and	and	CCONJ
cana-298	237	11	market	market	NOUN
cana-298	237	12	behaviours	behaviour	NOUN
cana-298	237	13	are	be	AUX
cana-298	237	14	forecast	forecast	VERB
cana-298	237	15	using	use	VERB
cana-298	237	16	computational	computational	ADJ
cana-298	237	17	approaches	approach	NOUN
cana-298	237	18	.	.	PUNCT
cana-298	238	1	for	for	ADP
cana-298	238	2	example	example	NOUN
cana-298	238	3	,	,	PUNCT
cana-298	238	4	agent	agent	NOUN
cana-298	238	5	-	-	PUNCT
cana-298	238	6	based	base	VERB
cana-298	238	7	modelling	modelling	NOUN
cana-298	238	8	can	can	AUX
cana-298	238	9	be	be	AUX
cana-298	238	10	used	use	VERB
cana-298	238	11	to	to	PART
cana-298	238	12	model	model	VERB
cana-298	238	13	the	the	DET
cana-298	238	14	effects	effect	NOUN
cana-298	238	15	of	of	ADP
cana-298	238	16	various	various	ADJ
cana-298	238	17	market	market	NOUN
cana-298	238	18	participants	participant	NOUN
cana-298	238	19	on	on	ADP
cana-298	238	20	one	one	NUM
cana-298	238	21	another	another	DET
cana-298	238	22	and	and	CCONJ
cana-298	238	23	the	the	DET
cana-298	238	24	market	market	NOUN
cana-298	238	25	as	as	ADP
cana-298	238	26	a	a	DET
cana-298	238	27	whole	whole	NOUN
cana-298	238	28	.	.	PUNCT
cana-298	239	1	complex	complex	ADJ
cana-298	239	2	financial	financial	ADJ
cana-298	239	3	instruments	instrument	NOUN
cana-298	239	4	are	be	AUX
cana-298	239	5	modelled	model	VERB
cana-298	239	6	using	use	VERB
cana-298	239	7	monte	monte	PROPN
cana-298	239	8	carlo	carlo	PROPN
cana-298	239	9	simulations	simulation	NOUN
cana-298	239	10	so	so	SCONJ
cana-298	239	11	that	that	SCONJ
cana-298	239	12	their	their	PRON
cana-298	239	13	performance	performance	NOUN
cana-298	239	14	under	under	ADP
cana-298	239	15	different	different	ADJ
cana-298	239	16	scenarios	scenario	NOUN
cana-298	239	17	can	can	AUX
cana-298	239	18	be	be	AUX
cana-298	239	19	evaluated	evaluate	VERB
cana-298	239	20	.	.	PUNCT
cana-298	240	1	risk	risk	NOUN
cana-298	240	2	management	management	NOUN
cana-298	240	3	,	,	PUNCT
cana-298	240	4	portfolio	portfolio	NOUN
cana-298	240	5	optimisation	optimisation	NOUN
cana-298	240	6	,	,	PUNCT
cana-298	240	7	and	and	CCONJ
cana-298	240	8	the	the	DET
cana-298	240	9	analysis	analysis	NOUN
cana-298	240	10	of	of	ADP
cana-298	240	11	systemic	systemic	ADJ
cana-298	240	12	risks	risk	NOUN
cana-298	240	13	in	in	ADP
cana-298	240	14	financial	financial	ADJ
cana-298	240	15	systems	system	NOUN
cana-298	240	16	all	all	PRON
cana-298	240	17	rely	rely	VERB
cana-298	240	18	heavily	heavily	ADV
cana-298	240	19	on	on	ADP
cana-298	240	20	these	these	DET
cana-298	240	21	computational	computational	ADJ
cana-298	240	22	methodologies	methodology	NOUN
cana-298	240	23	.	.	PUNCT
cana-298	241	1	d.	d.	PROPN
cana-298	241	2	biological	biological	PROPN
cana-298	241	3	systems	system	NOUN
cana-298	241	4	and	and	CCONJ
cana-298	241	5	computational	computational	ADJ
cana-298	241	6	simulations	simulation	NOUN
cana-298	241	7	:	:	PUNCT
cana-298	241	8	modelling	model	VERB
cana-298	241	9	molecular	molecular	ADJ
cana-298	241	10	interactions	interaction	NOUN
cana-298	241	11	,	,	PUNCT
cana-298	241	12	ecological	ecological	ADJ
cana-298	241	13	systems	system	NOUN
cana-298	241	14	,	,	PUNCT
cana-298	241	15	and	and	CCONJ
cana-298	241	16	evolutionary	evolutionary	ADJ
cana-298	241	17	processes	process	NOUN
cana-298	241	18	are	be	AUX
cana-298	241	19	just	just	ADV
cana-298	241	20	some	some	PRON
cana-298	241	21	of	of	ADP
cana-298	241	22	the	the	DET
cana-298	241	23	many	many	ADJ
cana-298	241	24	uses	use	NOUN
cana-298	241	25	for	for	ADP
cana-298	241	26	computational	computational	ADJ
cana-298	241	27	simulations	simulation	NOUN
cana-298	241	28	in	in	ADP
cana-298	241	29	biology	biology	NOUN
cana-298	241	30	.	.	PUNCT
cana-298	242	1	the	the	DET
cana-298	242	2	intricate	intricate	ADJ
cana-298	242	3	,	,	PUNCT
cana-298	242	4	nonlinear	nonlinear	ADJ
cana-298	242	5	interactions	interaction	NOUN
cana-298	242	6	between	between	ADP
cana-298	242	7	biomolecules	biomolecule	NOUN
cana-298	242	8	can	can	AUX
cana-298	242	9	be	be	AUX
cana-298	242	10	better	well	ADV
cana-298	242	11	understood	understand	VERB
cana-298	242	12	,	,	PUNCT
cana-298	242	13	for	for	ADP
cana-298	242	14	example	example	NOUN
cana-298	242	15	,	,	PUNCT
cana-298	242	16	using	use	VERB
cana-298	242	17	molecular	molecular	ADJ
cana-298	242	18	dynamics	dynamic	NOUN
cana-298	242	19	simulations	simulation	NOUN
cana-298	242	20	.	.	PUNCT
cana-298	243	1	to	to	PART
cana-298	243	2	examine	examine	VERB
cana-298	243	3	population	population	NOUN
cana-298	243	4	dynamics	dynamic	NOUN
cana-298	243	5	and	and	CCONJ
cana-298	243	6	disease	disease	NOUN
cana-298	243	7	transmission	transmission	NOUN
cana-298	243	8	,	,	PUNCT
cana-298	243	9	agentbased	agentbase	VERB
cana-298	243	10	modelling	modelling	NOUN
cana-298	243	11	is	be	AUX
cana-298	243	12	used	use	VERB
cana-298	243	13	.	.	PUNCT
cana-298	244	1	the	the	DET
cana-298	244	2	nonlinear	nonlinear	ADJ
cana-298	244	3	dynamics	dynamic	NOUN
cana-298	244	4	of	of	ADP
cana-298	244	5	biological	biological	ADJ
cana-298	244	6	systems	system	NOUN
cana-298	244	7	'	'	PART
cana-298	244	8	genetic	genetic	ADJ
cana-298	244	9	diversity	diversity	NOUN
cana-298	244	10	and	and	CCONJ
cana-298	244	11	adaptation	adaptation	NOUN
cana-298	244	12	are	be	AUX
cana-298	244	13	modelled	model	VERB
cana-298	244	14	by	by	ADP
cana-298	244	15	evolutionary	evolutionary	ADJ
cana-298	244	16	algorithms	algorithm	NOUN
cana-298	244	17	.	.	PUNCT
cana-298	245	1	drug	drug	NOUN
cana-298	245	2	discovery	discovery	NOUN
cana-298	245	3	,	,	PUNCT
cana-298	245	4	disease	disease	NOUN
cana-298	245	5	modelling	modelling	NOUN
cana-298	245	6	,	,	PUNCT
cana-298	245	7	and	and	CCONJ
cana-298	245	8	ecosystem	ecosystem	NOUN
cana-298	245	9	management	management	NOUN
cana-298	245	10	are	be	AUX
cana-298	245	11	just	just	ADV
cana-298	245	12	some	some	PRON
cana-298	245	13	of	of	ADP
cana-298	245	14	the	the	DET
cana-298	245	15	problems	problem	NOUN
cana-298	245	16	that	that	PRON
cana-298	245	17	can	can	AUX
cana-298	245	18	be	be	AUX
cana-298	245	19	addressed	address	VERB
cana-298	245	20	with	with	ADP
cana-298	245	21	the	the	DET
cana-298	245	22	use	use	NOUN
cana-298	245	23	of	of	ADP
cana-298	245	24	these	these	DET
cana-298	245	25	models	model	NOUN
cana-298	245	26	.	.	PUNCT
cana-298	246	1	researchers	researcher	NOUN
cana-298	246	2	are	be	AUX
cana-298	246	3	able	able	ADJ
cana-298	246	4	to	to	PART
cana-298	246	5	investigate	investigate	VERB
cana-298	246	6	nonlinear	nonlinear	ADJ
cana-298	246	7	behaviours	behaviour	NOUN
cana-298	246	8	of	of	ADP
cana-298	246	9	biological	biological	ADJ
cana-298	246	10	systems	system	NOUN
cana-298	246	11	at	at	ADP
cana-298	246	12	different	different	ADJ
cana-298	246	13	sizes	size	NOUN
cana-298	246	14	thanks	thank	NOUN
cana-298	246	15	to	to	ADP
cana-298	246	16	the	the	DET
cana-298	246	17	malleability	malleability	NOUN
cana-298	246	18	of	of	ADP
cana-298	246	19	computer	computer	NOUN
cana-298	246	20	approaches	approach	NOUN
cana-298	246	21	.	.	PUNCT
cana-298	247	1	e.	e.	PROPN
cana-298	247	2	complex	complex	PROPN
cana-298	247	3	networks	network	NOUN
cana-298	247	4	and	and	CCONJ
cana-298	247	5	social	social	ADJ
cana-298	247	6	systems	system	NOUN
cana-298	247	7	nonlinear	nonlinear	ADJ
cana-298	247	8	interactions	interaction	NOUN
cana-298	247	9	between	between	ADP
cana-298	247	10	elements	element	NOUN
cana-298	247	11	,	,	PUNCT
cana-298	247	12	such	such	ADJ
cana-298	247	13	as	as	ADP
cana-298	247	14	people	people	NOUN
cana-298	247	15	,	,	PUNCT
cana-298	247	16	groups	group	NOUN
cana-298	247	17	,	,	PUNCT
cana-298	247	18	or	or	CCONJ
cana-298	247	19	"	"	PUNCT
cana-298	247	20	nodes	node	NOUN
cana-298	247	21	"	"	PUNCT
cana-298	247	22	in	in	ADP
cana-298	247	23	a	a	DET
cana-298	247	24	network	network	NOUN
cana-298	247	25	,	,	PUNCT
cana-298	247	26	are	be	AUX
cana-298	247	27	a	a	DET
cana-298	247	28	hallmark	hallmark	NOUN
cana-298	247	29	of	of	ADP
cana-298	247	30	complex	complex	ADJ
cana-298	247	31	networks	network	NOUN
cana-298	247	32	and	and	CCONJ
cana-298	247	33	social	social	ADJ
cana-298	247	34	systems	system	NOUN
cana-298	247	35	.	.	PUNCT
cana-298	248	1	network	network	NOUN
cana-298	248	2	science	science	NOUN
cana-298	248	3	and	and	CCONJ
cana-298	248	4	graph	graph	NOUN
cana-298	248	5	theory	theory	NOUN
cana-298	248	6	are	be	AUX
cana-298	248	7	just	just	ADV
cana-298	248	8	two	two	NUM
cana-298	248	9	examples	example	NOUN
cana-298	248	10	of	of	ADP
cana-298	248	11	the	the	DET
cana-298	248	12	computational	computational	ADJ
cana-298	248	13	approaches	approach	NOUN
cana-298	248	14	used	use	VERB
cana-298	248	15	to	to	PART
cana-298	248	16	study	study	VERB
cana-298	248	17	and	and	CCONJ
cana-298	248	18	analyse	analyse	VERB
cana-298	248	19	these	these	DET
cana-298	248	20	systems	system	NOUN
cana-298	248	21	.	.	PUNCT
cana-298	249	1	information	information	NOUN
cana-298	249	2	,	,	PUNCT
cana-298	249	3	sickness	sickness	NOUN
cana-298	249	4	,	,	PUNCT
cana-298	249	5	and	and	CCONJ
cana-298	249	6	the	the	DET
cana-298	249	7	spread	spread	NOUN
cana-298	249	8	of	of	ADP
cana-298	249	9	influence	influence	NOUN
cana-298	249	10	in	in	ADP
cana-298	249	11	social	social	ADJ
cana-298	249	12	networks	network	NOUN
cana-298	249	13	are	be	AUX
cana-298	249	14	just	just	ADV
cana-298	249	15	a	a	DET
cana-298	249	16	few	few	ADJ
cana-298	249	17	examples	example	NOUN
cana-298	249	18	of	of	ADP
cana-298	249	19	nonlinear	nonlinear	ADJ
cana-298	249	20	behaviours	behaviour	NOUN
cana-298	249	21	at	at	ADP
cana-298	249	22	the	the	DET
cana-298	249	23	heart	heart	NOUN
cana-298	249	24	of	of	ADP
cana-298	249	25	these	these	DET
cana-298	249	26	models	model	NOUN
cana-298	249	27	.	.	PUNCT
cana-298	250	1	in	in	ADP
cana-298	250	2	order	order	NOUN
cana-298	250	3	to	to	PART
cana-298	250	4	comprehend	comprehend	VERB
cana-298	250	5	emergent	emergent	ADJ
cana-298	250	6	phenomena	phenomenon	NOUN
cana-298	250	7	,	,	PUNCT
cana-298	250	8	structural	structural	ADJ
cana-298	250	9	patterns	pattern	NOUN
cana-298	250	10	,	,	PUNCT
cana-298	250	11	and	and	CCONJ
cana-298	250	12	dynamical	dynamical	ADJ
cana-298	250	13	processes	process	NOUN
cana-298	250	14	in	in	ADP
cana-298	250	15	complex	complex	ADJ
cana-298	250	16	networks	network	NOUN
cana-298	250	17	,	,	PUNCT
cana-298	250	18	agent	agent	NOUN
cana-298	250	19	-	-	PUNCT
cana-298	250	20	based	base	VERB
cana-298	250	21	modelling	modelling	NOUN
cana-298	250	22	and	and	CCONJ
cana-298	250	23	network	network	NOUN
cana-298	250	24	analysis	analysis	NOUN
cana-298	250	25	are	be	AUX
cana-298	250	26	useful	useful	ADJ
cana-298	250	27	tools	tool	NOUN
cana-298	250	28	.	.	PUNCT
cana-298	251	1	urban	urban	ADJ
cana-298	251	2	planning	planning	NOUN
cana-298	251	3	,	,	PUNCT
cana-298	251	4	disease	disease	NOUN
cana-298	251	5	surveillance	surveillance	NOUN
cana-298	251	6	,	,	PUNCT
cana-298	251	7	and	and	CCONJ
cana-298	251	8	transportation	transportation	NOUN
cana-298	251	9	system	system	NOUN
cana-298	251	10	optimisation	optimisation	NOUN
cana-298	251	11	are	be	AUX
cana-298	251	12	just	just	ADV
cana-298	251	13	few	few	ADJ
cana-298	251	14	of	of	ADP
cana-298	251	15	the	the	DET
cana-298	251	16	fields	field	NOUN
cana-298	251	17	that	that	PRON
cana-298	251	18	can	can	AUX
cana-298	251	19	benefit	benefit	VERB
cana-298	251	20	from	from	ADP
cana-298	251	21	social	social	ADJ
cana-298	251	22	network	network	NOUN
cana-298	251	23	research	research	NOUN
cana-298	251	24	.	.	PUNCT
cana-298	252	1	computational	computational	ADJ
cana-298	252	2	methods	method	NOUN
cana-298	252	3	for	for	ADP
cana-298	252	4	nonlinear	nonlinear	ADJ
cana-298	252	5	issues	issue	NOUN
cana-298	252	6	and	and	CCONJ
cana-298	252	7	complex	complex	ADJ
cana-298	252	8	system	system	NOUN
cana-298	252	9	simulations	simulation	NOUN
cana-298	252	10	provide	provide	VERB
cana-298	252	11	game	game	NOUN
cana-298	252	12	-	-	PUNCT
cana-298	252	13	changing	change	VERB
cana-298	252	14	insights	insight	NOUN
cana-298	252	15	and	and	CCONJ
cana-298	252	16	solutions	solution	NOUN
cana-298	252	17	in	in	ADP
cana-298	252	18	these	these	DET
cana-298	252	19	various	various	ADJ
cana-298	252	20	scientific	scientific	ADJ
cana-298	252	21	fields	field	NOUN
cana-298	252	22	.	.	PUNCT
cana-298	253	1	they	they	PRON
cana-298	253	2	allow	allow	VERB
cana-298	253	3	scientists	scientist	NOUN
cana-298	253	4	from	from	ADP
cana-298	253	5	a	a	DET
cana-298	253	6	wide	wide	ADJ
cana-298	253	7	range	range	NOUN
cana-298	253	8	of	of	ADP
cana-298	253	9	disciplines	discipline	NOUN
cana-298	253	10	to	to	PART
cana-298	253	11	investigate	investigate	VERB
cana-298	253	12	complex	complex	ADJ
cana-298	253	13	systems	system	NOUN
cana-298	253	14	'	'	PART
cana-298	253	15	nonlinear	nonlinear	ADJ
cana-298	253	16	behaviours	behaviour	NOUN
cana-298	253	17	,	,	PUNCT
cana-298	253	18	emergent	emergent	ADJ
cana-298	253	19	features	feature	NOUN
cana-298	253	20	,	,	PUNCT
cana-298	253	21	and	and	CCONJ
cana-298	253	22	complicated	complicated	ADJ
cana-298	253	23	relationships	relationship	NOUN
cana-298	253	24	,	,	PUNCT
cana-298	253	25	ultimately	ultimately	ADV
cana-298	253	26	leading	lead	VERB
cana-298	253	27	to	to	ADP
cana-298	253	28	new	new	ADJ
cana-298	253	29	insights	insight	NOUN
cana-298	253	30	and	and	CCONJ
cana-298	253	31	developments	development	NOUN
cana-298	253	32	.	.	PUNCT
cana-298	254	1	these	these	DET
cana-298	254	2	approaches	approach	NOUN
cana-298	254	3	not	not	PART
cana-298	254	4	only	only	ADV
cana-298	254	5	enhance	enhance	VERB
cana-298	254	6	our	our	PRON
cana-298	254	7	knowledge	knowledge	NOUN
cana-298	254	8	of	of	ADP
cana-298	254	9	complex	complex	ADJ
cana-298	254	10	systems	system	NOUN
cana-298	254	11	,	,	PUNCT
cana-298	254	12	but	but	CCONJ
cana-298	254	13	also	also	ADV
cana-298	254	14	propel	propel	VERB
cana-298	254	15	us	we	PRON
cana-298	254	16	forward	forward	ADV
cana-298	254	17	in	in	ADP
cana-298	254	18	our	our	PRON
cana-298	254	19	efforts	effort	NOUN
cana-298	254	20	to	to	PART
cana-298	254	21	solve	solve	VERB
cana-298	254	22	pressing	press	VERB
cana-298	254	23	societal	societal	ADJ
cana-298	254	24	problems	problem	NOUN
cana-298	254	25	and	and	CCONJ
cana-298	254	26	refine	refine	VERB
cana-298	254	27	our	our	PRON
cana-298	254	28	decision	decision	NOUN
cana-298	254	29	-	-	PUNCT
cana-298	254	30	making	make	VERB
cana-298	254	31	procedures	procedure	NOUN
cana-298	254	32	.	.	PUNCT
cana-298	255	1	communications	communication	NOUN
cana-298	255	2	on	on	ADP
cana-298	255	3	applied	apply	VERB
cana-298	255	4	nonlinear	nonlinear	ADJ
cana-298	255	5	analysis	analysis	NOUN
cana-298	255	6	issn	issn	NOUN
cana-298	255	7	:	:	PUNCT
cana-298	255	8	1074	1074	NUM
cana-298	255	9	-	-	PUNCT
cana-298	255	10	133x	133x	NUM
cana-298	255	11	vol	vol	NOUN
cana-298	255	12	31	31	NUM
cana-298	255	13	no	no	NOUN
cana-298	255	14	.	.	NOUN
cana-298	255	15	1	1	NUM
cana-298	255	16	(	(	PUNCT
cana-298	255	17	2024	2024	NUM
cana-298	255	18	)	)	PUNCT
cana-298	255	19	49	49	NUM
cana-298	256	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-298	256	2	vii	vii	PROPN
cana-298	256	3	.	.	PUNCT
cana-298	256	4	challenges	challenge	NOUN
cana-298	256	5	and	and	CCONJ
cana-298	256	6	future	future	ADJ
cana-298	256	7	directions	direction	NOUN
cana-298	256	8	a.	a.	NOUN
cana-298	256	9	ethical	ethical	ADJ
cana-298	256	10	and	and	CCONJ
cana-298	256	11	computational	computational	ADJ
cana-298	256	12	challenges	challenge	NOUN
cana-298	256	13	in	in	ADP
cana-298	256	14	nonlinear	nonlinear	ADJ
cana-298	256	15	problem	problem	NOUN
cana-298	256	16	-	-	PUNCT
cana-298	256	17	solving	solving	NOUN
cana-298	256	18	using	use	VERB
cana-298	256	19	a	a	DET
cana-298	256	20	computational	computational	ADJ
cana-298	256	21	strategy	strategy	NOUN
cana-298	256	22	to	to	PART
cana-298	256	23	solve	solve	VERB
cana-298	256	24	a	a	DET
cana-298	256	25	nonlinear	nonlinear	ADJ
cana-298	256	26	problem	problem	NOUN
cana-298	256	27	raises	raise	VERB
cana-298	256	28	important	important	ADJ
cana-298	256	29	moral	moral	ADJ
cana-298	256	30	questions	question	NOUN
cana-298	256	31	.	.	PUNCT
cana-298	257	1	privacy	privacy	NOUN
cana-298	257	2	,	,	PUNCT
cana-298	257	3	security	security	NOUN
cana-298	257	4	,	,	PUNCT
cana-298	257	5	and	and	CCONJ
cana-298	257	6	appropriate	appropriate	ADJ
cana-298	257	7	data	data	NOUN
cana-298	257	8	use	use	NOUN
cana-298	257	9	are	be	AUX
cana-298	257	10	all	all	PRON
cana-298	257	11	legitimate	legitimate	ADJ
cana-298	257	12	issues	issue	NOUN
cana-298	257	13	when	when	SCONJ
cana-298	257	14	it	it	PRON
cana-298	257	15	comes	come	VERB
cana-298	257	16	to	to	ADP
cana-298	257	17	the	the	DET
cana-298	257	18	approaches	approach	NOUN
cana-298	257	19	in	in	ADP
cana-298	257	20	question	question	NOUN
cana-298	257	21	.	.	PUNCT
cana-298	258	1	in	in	ADP
cana-298	258	2	addition	addition	NOUN
cana-298	258	3	,	,	PUNCT
cana-298	258	4	there	there	PRON
cana-298	258	5	are	be	VERB
cana-298	258	6	difficulties	difficulty	NOUN
cana-298	258	7	in	in	ADP
cana-298	258	8	assuring	assure	VERB
cana-298	258	9	openness	openness	NOUN
cana-298	258	10	and	and	CCONJ
cana-298	258	11	interpretability	interpretability	NOUN
cana-298	258	12	due	due	ADP
cana-298	258	13	to	to	ADP
cana-298	258	14	the	the	DET
cana-298	258	15	black	black	ADJ
cana-298	258	16	-	-	PUNCT
cana-298	258	17	box	box	NOUN
cana-298	258	18	nature	nature	NOUN
cana-298	258	19	of	of	ADP
cana-298	258	20	some	some	DET
cana-298	258	21	complicated	complicated	ADJ
cana-298	258	22	machine	machine	NOUN
cana-298	258	23	learning	learning	NOUN
cana-298	258	24	models	model	NOUN
cana-298	258	25	,	,	PUNCT
cana-298	258	26	which	which	PRON
cana-298	258	27	is	be	AUX
cana-298	258	28	especially	especially	ADV
cana-298	258	29	problematic	problematic	ADJ
cana-298	258	30	in	in	ADP
cana-298	258	31	high	high	ADJ
cana-298	258	32	-	-	PUNCT
cana-298	258	33	stakes	stake	NOUN
cana-298	258	34	fields	field	NOUN
cana-298	258	35	like	like	ADP
cana-298	258	36	healthcare	healthcare	NOUN
cana-298	258	37	and	and	CCONJ
cana-298	258	38	finance	finance	NOUN
cana-298	258	39	.	.	PUNCT
cana-298	259	1	growing	grow	VERB
cana-298	259	2	datasets	dataset	NOUN
cana-298	259	3	and	and	CCONJ
cana-298	259	4	more	more	ADV
cana-298	259	5	sophisticated	sophisticated	ADJ
cana-298	259	6	models	model	NOUN
cana-298	259	7	are	be	AUX
cana-298	259	8	two	two	NUM
cana-298	259	9	examples	example	NOUN
cana-298	259	10	of	of	ADP
cana-298	259	11	the	the	DET
cana-298	259	12	need	need	NOUN
cana-298	259	13	for	for	ADP
cana-298	259	14	more	more	ADV
cana-298	259	15	robust	robust	ADJ
cana-298	259	16	computational	computational	ADJ
cana-298	259	17	solutions	solution	NOUN
cana-298	259	18	.	.	PUNCT
cana-298	260	1	in	in	ADP
cana-298	260	2	addition	addition	NOUN
cana-298	260	3	,	,	PUNCT
cana-298	260	4	there	there	PRON
cana-298	260	5	are	be	VERB
cana-298	260	6	persistent	persistent	ADJ
cana-298	260	7	difficulties	difficulty	NOUN
cana-298	260	8	in	in	ADP
cana-298	260	9	nonlinear	nonlinear	ADJ
cana-298	260	10	problemsolving	problemsolving	NOUN
cana-298	260	11	,	,	PUNCT
cana-298	260	12	such	such	ADJ
cana-298	260	13	as	as	ADP
cana-298	260	14	assuring	assure	VERB
cana-298	260	15	the	the	DET
cana-298	260	16	ethical	ethical	ADJ
cana-298	260	17	deployment	deployment	NOUN
cana-298	260	18	of	of	ADP
cana-298	260	19	ai	ai	NOUN
cana-298	260	20	and	and	CCONJ
cana-298	260	21	machine	machine	NOUN
cana-298	260	22	learning	learning	NOUN
cana-298	260	23	models	model	NOUN
cana-298	260	24	,	,	PUNCT
cana-298	260	25	reducing	reduce	VERB
cana-298	260	26	bias	bias	NOUN
cana-298	260	27	,	,	PUNCT
cana-298	260	28	and	and	CCONJ
cana-298	260	29	promoting	promote	VERB
cana-298	260	30	transparent	transparent	ADJ
cana-298	260	31	,	,	PUNCT
cana-298	260	32	responsible	responsible	ADJ
cana-298	260	33	decision	decision	NOUN
cana-298	260	34	-	-	PUNCT
cana-298	260	35	making	making	NOUN
cana-298	260	36	.	.	PUNCT
cana-298	261	1	b.	b.	PROPN
cana-298	262	1	future	future	ADJ
cana-298	262	2	prospects	prospect	NOUN
cana-298	262	3	and	and	CCONJ
cana-298	262	4	emerging	emerge	VERB
cana-298	262	5	trends	trend	NOUN
cana-298	262	6	:	:	PUNCT
cana-298	262	7	there	there	PRON
cana-298	262	8	will	will	AUX
cana-298	262	9	be	be	AUX
cana-298	262	10	significant	significant	ADJ
cana-298	262	11	developments	development	NOUN
cana-298	262	12	in	in	ADP
cana-298	262	13	the	the	DET
cana-298	262	14	use	use	NOUN
cana-298	262	15	of	of	ADP
cana-298	262	16	computation	computation	NOUN
cana-298	262	17	to	to	PART
cana-298	262	18	solve	solve	VERB
cana-298	262	19	nonlinear	nonlinear	ADJ
cana-298	262	20	problems	problem	NOUN
cana-298	262	21	in	in	ADP
cana-298	262	22	the	the	DET
cana-298	262	23	future	future	NOUN
cana-298	262	24	.	.	PUNCT
cana-298	263	1	the	the	DET
cana-298	263	2	development	development	NOUN
cana-298	263	3	of	of	ADP
cana-298	263	4	more	more	ADV
cana-298	263	5	transparent	transparent	ADJ
cana-298	263	6	and	and	CCONJ
cana-298	263	7	interpretable	interpretable	ADJ
cana-298	263	8	ai	ai	NOUN
cana-298	263	9	models	model	NOUN
cana-298	263	10	is	be	AUX
cana-298	263	11	one	one	NUM
cana-298	263	12	such	such	ADJ
cana-298	263	13	development	development	NOUN
cana-298	263	14	.	.	PUNCT
cana-298	264	1	the	the	DET
cana-298	264	2	importance	importance	NOUN
cana-298	264	3	placed	place	VERB
cana-298	264	4	on	on	ADP
cana-298	264	5	ethical	ethical	ADJ
cana-298	264	6	and	and	CCONJ
cana-298	264	7	responsible	responsible	ADJ
cana-298	264	8	ai	ai	NOUN
cana-298	264	9	deployment	deployment	NOUN
cana-298	264	10	will	will	AUX
cana-298	264	11	motivate	motivate	VERB
cana-298	264	12	researchers	researcher	NOUN
cana-298	264	13	to	to	PART
cana-298	264	14	create	create	VERB
cana-298	264	15	algorithms	algorithm	NOUN
cana-298	264	16	that	that	PRON
cana-298	264	17	combat	combat	VERB
cana-298	264	18	discrimination	discrimination	NOUN
cana-298	264	19	and	and	CCONJ
cana-298	264	20	unfairness	unfairness	NOUN
cana-298	264	21	.	.	PUNCT
cana-298	265	1	the	the	DET
cana-298	265	2	accuracy	accuracy	NOUN
cana-298	265	3	and	and	CCONJ
cana-298	265	4	interpretability	interpretability	NOUN
cana-298	265	5	of	of	ADP
cana-298	265	6	simulations	simulation	NOUN
cana-298	265	7	will	will	AUX
cana-298	265	8	be	be	AUX
cana-298	265	9	further	far	ADV
cana-298	265	10	improved	improve	VERB
cana-298	265	11	by	by	ADP
cana-298	265	12	combining	combine	VERB
cana-298	265	13	machine	machine	NOUN
cana-298	265	14	learning	learning	NOUN
cana-298	265	15	with	with	ADP
cana-298	265	16	physics	physics	NOUN
cana-298	265	17	-	-	PUNCT
cana-298	265	18	based	base	VERB
cana-298	265	19	models	model	NOUN
cana-298	265	20	.	.	PUNCT
cana-298	266	1	as	as	ADP
cana-298	266	2	an	an	DET
cana-298	266	3	emerging	emerge	VERB
cana-298	266	4	trend	trend	NOUN
cana-298	266	5	,	,	PUNCT
cana-298	266	6	quantum	quantum	NOUN
cana-298	266	7	computing	computing	NOUN
cana-298	266	8	has	have	VERB
cana-298	266	9	the	the	DET
cana-298	266	10	potential	potential	NOUN
cana-298	266	11	to	to	PART
cana-298	266	12	radically	radically	ADV
cana-298	266	13	alter	alter	VERB
cana-298	266	14	future	future	ADJ
cana-298	266	15	computational	computational	ADJ
cana-298	266	16	approaches	approach	NOUN
cana-298	266	17	by	by	ADP
cana-298	266	18	allowing	allow	VERB
cana-298	266	19	for	for	ADP
cana-298	266	20	the	the	DET
cana-298	266	21	solution	solution	NOUN
cana-298	266	22	of	of	ADP
cana-298	266	23	complicated	complicated	ADJ
cana-298	266	24	problems	problem	NOUN
cana-298	266	25	at	at	ADP
cana-298	266	26	an	an	DET
cana-298	266	27	exponentially	exponentially	ADV
cana-298	266	28	quicker	quick	ADJ
cana-298	266	29	rate	rate	NOUN
cana-298	266	30	.	.	PUNCT
cana-298	267	1	c.	c.	NOUN
cana-298	268	1	the	the	DET
cana-298	268	2	role	role	NOUN
cana-298	268	3	of	of	ADP
cana-298	268	4	interdisciplinary	interdisciplinary	ADJ
cana-298	268	5	collaboration	collaboration	NOUN
cana-298	268	6	in	in	ADP
cana-298	268	7	advancing	advance	VERB
cana-298	268	8	computational	computational	ADJ
cana-298	268	9	approaches	approach	NOUN
cana-298	268	10	due	due	ADJ
cana-298	268	11	to	to	ADP
cana-298	268	12	their	their	PRON
cana-298	268	13	complexity	complexity	NOUN
cana-298	268	14	,	,	PUNCT
cana-298	268	15	complex	complex	ADJ
cana-298	268	16	systems	system	NOUN
cana-298	268	17	require	require	VERB
cana-298	268	18	multidisciplinary	multidisciplinary	ADJ
cana-298	268	19	teams	team	NOUN
cana-298	268	20	to	to	PART
cana-298	268	21	solve	solve	VERB
cana-298	268	22	problems	problem	NOUN
cana-298	268	23	comprehensively	comprehensively	ADV
cana-298	268	24	.	.	PUNCT
cana-298	269	1	in	in	ADP
cana-298	269	2	order	order	NOUN
cana-298	269	3	to	to	PART
cana-298	269	4	tackle	tackle	VERB
cana-298	269	5	the	the	DET
cana-298	269	6	complex	complex	ADJ
cana-298	269	7	problems	problem	NOUN
cana-298	269	8	posed	pose	VERB
cana-298	269	9	by	by	ADP
cana-298	269	10	these	these	DET
cana-298	269	11	systems	system	NOUN
cana-298	269	12	,	,	PUNCT
cana-298	269	13	it	it	PRON
cana-298	269	14	is	be	AUX
cana-298	269	15	essential	essential	ADJ
cana-298	269	16	that	that	SCONJ
cana-298	269	17	computational	computational	ADJ
cana-298	269	18	scientists	scientist	NOUN
cana-298	269	19	,	,	PUNCT
cana-298	269	20	domain	domain	NOUN
cana-298	269	21	specialists	specialist	NOUN
cana-298	269	22	,	,	PUNCT
cana-298	269	23	ethicists	ethicist	NOUN
cana-298	269	24	,	,	PUNCT
cana-298	269	25	and	and	CCONJ
cana-298	269	26	policymakers	policymaker	NOUN
cana-298	269	27	work	work	VERB
cana-298	269	28	together	together	ADV
cana-298	269	29	.	.	PUNCT
cana-298	270	1	computational	computational	ADJ
cana-298	270	2	approaches	approach	NOUN
cana-298	270	3	that	that	PRON
cana-298	270	4	better	well	ADJ
cana-298	270	5	reflect	reflect	VERB
cana-298	270	6	practical	practical	ADJ
cana-298	270	7	needs	need	NOUN
cana-298	270	8	are	be	AUX
cana-298	270	9	easier	easy	ADJ
cana-298	270	10	to	to	PART
cana-298	270	11	create	create	VERB
cana-298	270	12	when	when	SCONJ
cana-298	270	13	members	member	NOUN
cana-298	270	14	of	of	ADP
cana-298	270	15	different	different	ADJ
cana-298	270	16	disciplines	discipline	NOUN
cana-298	270	17	work	work	VERB
cana-298	270	18	together	together	ADV
cana-298	270	19	.	.	PUNCT
cana-298	271	1	in	in	ADP
cana-298	271	2	addition	addition	NOUN
cana-298	271	3	,	,	PUNCT
cana-298	271	4	cooperative	cooperative	ADJ
cana-298	271	5	efforts	effort	NOUN
cana-298	271	6	like	like	ADP
cana-298	271	7	these	these	PRON
cana-298	271	8	propel	propel	VERB
cana-298	271	9	ethical	ethical	ADJ
cana-298	271	10	computing	computing	NOUN
cana-298	271	11	by	by	ADP
cana-298	271	12	fostering	foster	VERB
cana-298	271	13	the	the	DET
cana-298	271	14	development	development	NOUN
cana-298	271	15	and	and	CCONJ
cana-298	271	16	application	application	NOUN
cana-298	271	17	of	of	ADP
cana-298	271	18	computational	computational	ADJ
cana-298	271	19	methods	method	NOUN
cana-298	271	20	that	that	PRON
cana-298	271	21	are	be	AUX
cana-298	271	22	both	both	CCONJ
cana-298	271	23	responsible	responsible	ADJ
cana-298	271	24	and	and	CCONJ
cana-298	271	25	grounded	ground	VERB
cana-298	271	26	in	in	ADP
cana-298	271	27	a	a	DET
cana-298	271	28	thorough	thorough	ADJ
cana-298	271	29	understanding	understanding	NOUN
cana-298	271	30	of	of	ADP
cana-298	271	31	their	their	PRON
cana-298	271	32	ramifications	ramification	NOUN
cana-298	271	33	.	.	PUNCT
cana-298	272	1	although	although	SCONJ
cana-298	272	2	the	the	DET
cana-298	272	3	future	future	NOUN
cana-298	272	4	of	of	ADP
cana-298	272	5	computational	computational	ADJ
cana-298	272	6	methods	method	NOUN
cana-298	272	7	for	for	ADP
cana-298	272	8	nonlinear	nonlinear	ADJ
cana-298	272	9	issues	issue	NOUN
cana-298	272	10	looks	look	VERB
cana-298	272	11	bright	bright	ADJ
cana-298	272	12	,	,	PUNCT
cana-298	272	13	it	it	PRON
cana-298	272	14	will	will	AUX
cana-298	272	15	require	require	VERB
cana-298	272	16	researchers	researcher	NOUN
cana-298	272	17	to	to	PART
cana-298	272	18	be	be	AUX
cana-298	272	19	alert	alert	ADJ
cana-298	272	20	to	to	ADP
cana-298	272	21	ethical	ethical	ADJ
cana-298	272	22	challenges	challenge	NOUN
cana-298	272	23	,	,	PUNCT
cana-298	272	24	creative	creative	ADJ
cana-298	272	25	in	in	ADP
cana-298	272	26	their	their	PRON
cana-298	272	27	use	use	NOUN
cana-298	272	28	of	of	ADP
cana-298	272	29	emerging	emerge	VERB
cana-298	272	30	trends	trend	NOUN
cana-298	272	31	,	,	PUNCT
cana-298	272	32	and	and	CCONJ
cana-298	272	33	dedicated	dedicate	VERB
cana-298	272	34	to	to	ADP
cana-298	272	35	working	work	VERB
cana-298	272	36	across	across	ADP
cana-298	272	37	disciplines	discipline	NOUN
cana-298	272	38	,	,	PUNCT
cana-298	272	39	across	across	ADP
cana-298	272	40	addition	addition	NOUN
cana-298	272	41	to	to	ADP
cana-298	272	42	accelerating	accelerate	VERB
cana-298	272	43	the	the	DET
cana-298	272	44	development	development	NOUN
cana-298	272	45	of	of	ADP
cana-298	272	46	computational	computational	ADJ
cana-298	272	47	techniques	technique	NOUN
cana-298	272	48	,	,	PUNCT
cana-298	272	49	addressing	address	VERB
cana-298	272	50	these	these	DET
cana-298	272	51	obstacles	obstacle	NOUN
cana-298	272	52	and	and	CCONJ
cana-298	272	53	capitalising	capitalise	VERB
cana-298	272	54	on	on	ADP
cana-298	272	55	joint	joint	ADJ
cana-298	272	56	efforts	effort	NOUN
cana-298	272	57	will	will	AUX
cana-298	272	58	guarantee	guarantee	VERB
cana-298	272	59	the	the	DET
cana-298	272	60	effective	effective	ADJ
cana-298	272	61	and	and	CCONJ
cana-298	272	62	ethical	ethical	ADJ
cana-298	272	63	application	application	NOUN
cana-298	272	64	of	of	ADP
cana-298	272	65	these	these	DET
cana-298	272	66	tools	tool	NOUN
cana-298	272	67	across	across	ADP
cana-298	272	68	a	a	DET
cana-298	272	69	wide	wide	ADJ
cana-298	272	70	range	range	NOUN
cana-298	272	71	of	of	ADP
cana-298	272	72	scientific	scientific	ADJ
cana-298	272	73	disciplines	discipline	NOUN
cana-298	272	74	.	.	PUNCT
cana-298	273	1	viii	viii	PROPN
cana-298	273	2	.	.	PUNCT
cana-298	274	1	conclusion	conclusion	NOUN
cana-298	274	2	the	the	DET
cana-298	274	3	breakthroughs	breakthrough	NOUN
cana-298	274	4	in	in	ADP
cana-298	274	5	computational	computational	ADJ
cana-298	274	6	methods	method	NOUN
cana-298	274	7	for	for	ADP
cana-298	274	8	simulating	simulate	VERB
cana-298	274	9	nonlinear	nonlinear	ADJ
cana-298	274	10	issues	issue	NOUN
cana-298	274	11	and	and	CCONJ
cana-298	274	12	complex	complex	ADJ
cana-298	274	13	systems	system	NOUN
cana-298	274	14	herald	herald	PROPN
cana-298	274	15	a	a	DET
cana-298	274	16	revolutionary	revolutionary	ADJ
cana-298	274	17	age	age	NOUN
cana-298	274	18	in	in	ADP
cana-298	274	19	research	research	NOUN
cana-298	274	20	.	.	PUNCT
cana-298	275	1	these	these	DET
cana-298	275	2	methods	method	NOUN
cana-298	275	3	have	have	AUX
cana-298	275	4	expanded	expand	VERB
cana-298	275	5	the	the	DET
cana-298	275	6	scope	scope	NOUN
cana-298	275	7	of	of	ADP
cana-298	275	8	communications	communication	NOUN
cana-298	275	9	on	on	ADP
cana-298	275	10	applied	apply	VERB
cana-298	275	11	nonlinear	nonlinear	ADJ
cana-298	275	12	analysis	analysis	NOUN
cana-298	275	13	issn	issn	NOUN
cana-298	275	14	:	:	PUNCT
cana-298	275	15	1074	1074	NUM
cana-298	275	16	-	-	PUNCT
cana-298	275	17	133x	133x	NUM
cana-298	275	18	vol	vol	NOUN
cana-298	275	19	31	31	NUM
cana-298	275	20	no	no	NOUN
cana-298	275	21	.	.	NOUN
cana-298	275	22	1	1	NUM
cana-298	275	23	(	(	PUNCT
cana-298	275	24	2024	2024	NUM
cana-298	275	25	)	)	PUNCT
cana-298	275	26	50	50	NUM
cana-298	275	27	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-298	275	28	scientific	scientific	ADJ
cana-298	275	29	study	study	NOUN
cana-298	275	30	,	,	PUNCT
cana-298	275	31	allowing	allow	VERB
cana-298	275	32	scientists	scientist	NOUN
cana-298	275	33	to	to	PART
cana-298	275	34	tackle	tackle	VERB
cana-298	275	35	complicated	complicated	ADJ
cana-298	275	36	problems	problem	NOUN
cana-298	275	37	in	in	ADP
cana-298	275	38	hitherto	hitherto	PROPN
cana-298	275	39	unexplored	unexplored	ADJ
cana-298	275	40	areas	area	NOUN
cana-298	275	41	.	.	PUNCT
cana-298	276	1	insights	insight	NOUN
cana-298	276	2	into	into	ADP
cana-298	276	3	emergent	emergent	ADJ
cana-298	276	4	behaviours	behaviour	NOUN
cana-298	276	5	,	,	PUNCT
cana-298	276	6	nonlinear	nonlinear	ADJ
cana-298	276	7	dynamics	dynamic	NOUN
cana-298	276	8	,	,	PUNCT
cana-298	276	9	and	and	CCONJ
cana-298	276	10	intricate	intricate	ADJ
cana-298	276	11	interactions	interaction	NOUN
cana-298	276	12	within	within	ADP
cana-298	276	13	complex	complex	ADJ
cana-298	276	14	systems	system	NOUN
cana-298	276	15	are	be	AUX
cana-298	276	16	made	make	VERB
cana-298	276	17	possible	possible	ADJ
cana-298	276	18	by	by	ADP
cana-298	276	19	the	the	DET
cana-298	276	20	breadth	breadth	NOUN
cana-298	276	21	and	and	CCONJ
cana-298	276	22	depth	depth	NOUN
cana-298	276	23	of	of	ADP
cana-298	276	24	these	these	DET
cana-298	276	25	developments	development	NOUN
cana-298	276	26	.	.	PUNCT
cana-298	277	1	this	this	DET
cana-298	277	2	investigation	investigation	NOUN
cana-298	277	3	has	have	AUX
cana-298	277	4	shed	shed	VERB
cana-298	277	5	light	light	NOUN
cana-298	277	6	on	on	ADP
cana-298	277	7	the	the	DET
cana-298	277	8	advantages	advantage	NOUN
cana-298	277	9	and	and	CCONJ
cana-298	277	10	disadvantages	disadvantage	NOUN
cana-298	277	11	of	of	ADP
cana-298	277	12	using	use	VERB
cana-298	277	13	computational	computational	ADJ
cana-298	277	14	methods	method	NOUN
cana-298	277	15	.	.	PUNCT
cana-298	278	1	important	important	ADJ
cana-298	278	2	ethical	ethical	ADJ
cana-298	278	3	concerns	concern	NOUN
cana-298	278	4	arise	arise	VERB
cana-298	278	5	,	,	PUNCT
cana-298	278	6	such	such	ADJ
cana-298	278	7	as	as	ADP
cana-298	278	8	the	the	DET
cana-298	278	9	need	need	NOUN
cana-298	278	10	for	for	ADP
cana-298	278	11	safeguarding	safeguard	VERB
cana-298	278	12	personal	personal	ADJ
cana-298	278	13	information	information	NOUN
cana-298	278	14	and	and	CCONJ
cana-298	278	15	practising	practise	VERB
cana-298	278	16	ethical	ethical	ADJ
cana-298	278	17	ai	ai	NOUN
cana-298	278	18	implementation	implementation	NOUN
cana-298	278	19	.	.	PUNCT
cana-298	279	1	navigating	navigate	VERB
cana-298	279	2	such	such	ADJ
cana-298	279	3	complex	complex	ADJ
cana-298	279	4	systems	system	NOUN
cana-298	279	5	presents	present	VERB
cana-298	279	6	significant	significant	ADJ
cana-298	279	7	computational	computational	ADJ
cana-298	279	8	and	and	CCONJ
cana-298	279	9	ethical	ethical	ADJ
cana-298	279	10	issues	issue	NOUN
cana-298	279	11	,	,	PUNCT
cana-298	279	12	highlighting	highlight	VERB
cana-298	279	13	the	the	DET
cana-298	279	14	need	need	NOUN
cana-298	279	15	for	for	ADP
cana-298	279	16	crossdisciplinary	crossdisciplinary	ADJ
cana-298	279	17	study	study	NOUN
cana-298	279	18	and	and	CCONJ
cana-298	279	19	the	the	DET
cana-298	279	20	incorporation	incorporation	NOUN
cana-298	279	21	of	of	ADP
cana-298	279	22	ethical	ethical	ADJ
cana-298	279	23	frameworks	framework	NOUN
cana-298	279	24	into	into	ADP
cana-298	279	25	computational	computational	ADJ
cana-298	279	26	approaches	approach	NOUN
cana-298	279	27	.	.	PUNCT
cana-298	280	1	looking	look	VERB
cana-298	280	2	forward	forward	ADV
cana-298	280	3	,	,	PUNCT
cana-298	280	4	the	the	DET
cana-298	280	5	trajectory	trajectory	NOUN
cana-298	280	6	of	of	ADP
cana-298	280	7	computational	computational	ADJ
cana-298	280	8	techniques	technique	NOUN
cana-298	280	9	for	for	ADP
cana-298	280	10	nonlinear	nonlinear	ADJ
cana-298	280	11	issues	issue	NOUN
cana-298	280	12	is	be	AUX
cana-298	280	13	distinguished	distinguish	VERB
cana-298	280	14	by	by	ADP
cana-298	280	15	significant	significant	ADJ
cana-298	280	16	opportunities	opportunity	NOUN
cana-298	280	17	and	and	CCONJ
cana-298	280	18	rising	rise	VERB
cana-298	280	19	trends	trend	NOUN
cana-298	280	20	.	.	PUNCT
cana-298	281	1	convergence	convergence	NOUN
cana-298	281	2	of	of	ADP
cana-298	281	3	machine	machine	NOUN
cana-298	281	4	learning	learning	NOUN
cana-298	281	5	and	and	CCONJ
cana-298	281	6	physics	physics	NOUN
cana-298	281	7	-	-	PUNCT
cana-298	281	8	based	base	VERB
cana-298	281	9	models	model	NOUN
cana-298	281	10	,	,	PUNCT
cana-298	281	11	expansion	expansion	NOUN
cana-298	281	12	of	of	ADP
cana-298	281	13	quantum	quantum	NOUN
cana-298	281	14	computing	computing	NOUN
cana-298	281	15	,	,	PUNCT
cana-298	281	16	and	and	CCONJ
cana-298	281	17	the	the	DET
cana-298	281	18	development	development	NOUN
cana-298	281	19	of	of	ADP
cana-298	281	20	explainable	explainable	ADJ
cana-298	281	21	ai	ai	NOUN
cana-298	281	22	models	model	NOUN
cana-298	281	23	all	all	DET
cana-298	281	24	point	point	NOUN
cana-298	281	25	to	to	PART
cana-298	281	26	transformative	transformative	ADJ
cana-298	281	27	progress	progress	NOUN
cana-298	281	28	in	in	ADP
cana-298	281	29	the	the	DET
cana-298	281	30	near	near	ADJ
cana-298	281	31	future	future	NOUN
cana-298	281	32	.	.	PUNCT
cana-298	282	1	however	however	ADV
cana-298	282	2	,	,	PUNCT
cana-298	282	3	these	these	DET
cana-298	282	4	innovations	innovation	NOUN
cana-298	282	5	must	must	AUX
cana-298	282	6	be	be	AUX
cana-298	282	7	accompanied	accompany	VERB
cana-298	282	8	by	by	ADP
cana-298	282	9	a	a	DET
cana-298	282	10	firm	firm	ADJ
cana-298	282	11	dedication	dedication	NOUN
cana-298	282	12	to	to	ADP
cana-298	282	13	ethical	ethical	ADJ
cana-298	282	14	and	and	CCONJ
cana-298	282	15	responsible	responsible	ADJ
cana-298	282	16	deployment	deployment	NOUN
cana-298	282	17	.	.	PUNCT
cana-298	283	1	the	the	DET
cana-298	283	2	future	future	NOUN
cana-298	283	3	of	of	ADP
cana-298	283	4	computational	computational	ADJ
cana-298	283	5	techniques	technique	NOUN
cana-298	283	6	for	for	ADP
cana-298	283	7	nonlinear	nonlinear	ADJ
cana-298	283	8	issues	issue	NOUN
cana-298	283	9	seems	seem	VERB
cana-298	283	10	bright	bright	ADJ
cana-298	283	11	,	,	PUNCT
cana-298	283	12	but	but	CCONJ
cana-298	283	13	only	only	ADV
cana-298	283	14	if	if	SCONJ
cana-298	283	15	we	we	PRON
cana-298	283	16	can	can	AUX
cana-298	283	17	overcome	overcome	VERB
cana-298	283	18	ethical	ethical	ADJ
cana-298	283	19	hurdles	hurdle	NOUN
cana-298	283	20	,	,	PUNCT
cana-298	283	21	adapt	adapt	VERB
cana-298	283	22	to	to	ADP
cana-298	283	23	new	new	ADJ
cana-298	283	24	developments	development	NOUN
cana-298	283	25	,	,	PUNCT
cana-298	283	26	and	and	CCONJ
cana-298	283	27	encourage	encourage	VERB
cana-298	283	28	crossdisciplinary	crossdisciplinary	ADJ
cana-298	283	29	work	work	NOUN
cana-298	283	30	.	.	PUNCT
cana-298	284	1	this	this	DET
cana-298	284	2	impetus	impetus	NOUN
cana-298	284	3	guarantees	guarantee	VERB
cana-298	284	4	not	not	PART
cana-298	284	5	only	only	ADV
cana-298	284	6	the	the	DET
cana-298	284	7	development	development	NOUN
cana-298	284	8	of	of	ADP
cana-298	284	9	scientific	scientific	ADJ
cana-298	284	10	understanding	understanding	NOUN
cana-298	284	11	but	but	CCONJ
cana-298	284	12	also	also	ADV
cana-298	284	13	the	the	DET
cana-298	284	14	application	application	NOUN
cana-298	284	15	of	of	ADP
cana-298	284	16	computational	computational	ADJ
cana-298	284	17	approaches	approach	NOUN
cana-298	284	18	in	in	ADP
cana-298	284	19	an	an	DET
cana-298	284	20	ethical	ethical	ADJ
cana-298	284	21	and	and	CCONJ
cana-298	284	22	responsible	responsible	ADJ
cana-298	284	23	manner	manner	NOUN
cana-298	284	24	across	across	ADP
cana-298	284	25	a	a	DET
cana-298	284	26	wide	wide	ADJ
cana-298	284	27	range	range	NOUN
cana-298	284	28	of	of	ADP
cana-298	284	29	scientific	scientific	ADJ
cana-298	284	30	disciplines	discipline	NOUN
cana-298	284	31	.	.	PUNCT
cana-298	285	1	references	reference	NOUN
cana-298	285	2	[	[	X
cana-298	285	3	1	1	NUM
cana-298	285	4	]	]	X
cana-298	285	5	y.	y.	NOUN
cana-298	285	6	bar	bar	PROPN
cana-298	285	7	-	-	PUNCT
cana-298	285	8	yam	yam	NOUN
cana-298	285	9	,	,	PUNCT
cana-298	285	10	“	"	PUNCT
cana-298	285	11	complexity	complexity	NOUN
cana-298	285	12	rising	rise	VERB
cana-298	285	13	:	:	PUNCT
cana-298	285	14	from	from	ADP
cana-298	285	15	human	human	ADJ
cana-298	285	16	beings	being	NOUN
cana-298	285	17	to	to	ADP
cana-298	285	18	human	human	ADJ
cana-298	285	19	civilization	civilization	NOUN
cana-298	285	20	,	,	PUNCT
cana-298	285	21	a	a	DET
cana-298	285	22	complexity	complexity	NOUN
cana-298	285	23	profile	profile	NOUN
cana-298	285	24	,	,	PUNCT
cana-298	285	25	”	"	PUNCT
cana-298	285	26	in	in	ADP
cana-298	285	27	encyclopedia	encyclopedia	NOUN
cana-298	285	28	of	of	ADP
cana-298	285	29	life	life	NOUN
cana-298	285	30	support	support	NOUN
cana-298	285	31	systems	system	NOUN
cana-298	285	32	,	,	PUNCT
cana-298	285	33	r.	r.	PROPN
cana-298	285	34	b.	b.	PROPN
cana-298	285	35	pimentel	pimentel	PROPN
cana-298	285	36	,	,	PUNCT
cana-298	285	37	r.	r.	PROPN
cana-298	285	38	c.	c.	PROPN
cana-298	285	39	elliot	elliot	PROPN
cana-298	285	40	,	,	PUNCT
cana-298	285	41	r.	r.	PROPN
cana-298	285	42	holton	holton	PROPN
cana-298	285	43	,	,	PUNCT
cana-298	285	44	p.	p.	PROPN
cana-298	285	45	lorenzano	lorenzano	PROPN
cana-298	285	46	,	,	PUNCT
cana-298	285	47	and	and	CCONJ
cana-298	285	48	h.	h.	PROPN
cana-298	285	49	arlt	arlt	PROPN
cana-298	285	50	,	,	PUNCT
cana-298	285	51	eds	eds	PROPN
cana-298	285	52	.	.	PROPN
cana-298	285	53	,	,	PUNCT
cana-298	285	54	vol	vol	NOUN
cana-298	285	55	.	.	PROPN
cana-298	285	56	1	1	NUM
cana-298	285	57	,	,	PUNCT
cana-298	285	58	eolss	eolss	PROPN
cana-298	285	59	unesco	unesco	PROPN
cana-298	285	60	publishers	publisher	NOUN
cana-298	285	61	,	,	PUNCT
cana-298	285	62	oxford	oxford	PROPN
cana-298	285	63	,	,	PUNCT
cana-298	285	64	uk	uk	PROPN
cana-298	285	65	,	,	PUNCT
cana-298	285	66	2002	2002	NUM
cana-298	285	67	.	.	PUNCT
cana-298	286	1	[	[	X
cana-298	286	2	2	2	X
cana-298	286	3	]	]	PUNCT
cana-298	286	4	h.	h.	PROPN
cana-298	286	5	haken	haken	PROPN
cana-298	286	6	,	,	PUNCT
cana-298	286	7	information	information	NOUN
cana-298	286	8	and	and	CCONJ
cana-298	286	9	self	self	NOUN
cana-298	286	10	-	-	PUNCT
cana-298	286	11	organization	organization	NOUN
cana-298	286	12	:	:	PUNCT
cana-298	286	13	a	a	DET
cana-298	286	14	macroscopic	macroscopic	ADJ
cana-298	286	15	approach	approach	NOUN
cana-298	286	16	to	to	ADP
cana-298	286	17	complex	complex	ADJ
cana-298	286	18	systems	system	NOUN
cana-298	286	19	,	,	PUNCT
cana-298	286	20	springer	springer	NOUN
cana-298	286	21	science	science	PROPN
cana-298	286	22	&	&	CCONJ
cana-298	286	23	business	business	NOUN
cana-298	286	24	media	medium	NOUN
cana-298	286	25	,	,	PUNCT
cana-298	286	26	berlin	berlin	PROPN
cana-298	286	27	,	,	PUNCT
cana-298	286	28	germany	germany	PROPN
cana-298	286	29	,	,	PUNCT
cana-298	286	30	2006	2006	NUM
cana-298	286	31	.	.	PUNCT
cana-298	287	1	[	[	X
cana-298	287	2	3	3	X
cana-298	287	3	]	]	X
cana-298	287	4	t.	t.	NOUN
cana-298	287	5	m.	m.	NOUN
cana-298	287	6	cover	cover	NOUN
cana-298	287	7	and	and	CCONJ
cana-298	287	8	j.	j.	PROPN
cana-298	287	9	a.	a.	PROPN
cana-298	287	10	thomas	thomas	PROPN
cana-298	287	11	,	,	PUNCT
cana-298	287	12	elements	element	NOUN
cana-298	287	13	of	of	ADP
cana-298	287	14	information	information	NOUN
cana-298	287	15	theory	theory	NOUN
cana-298	287	16	,	,	PUNCT
cana-298	287	17	john	john	PROPN
cana-298	287	18	wiley	wiley	PROPN
cana-298	287	19	&	&	CCONJ
cana-298	287	20	sons	sons	PROPN
cana-298	287	21	,	,	PUNCT
cana-298	287	22	hoboken	hoboken	PROPN
cana-298	287	23	,	,	PUNCT
cana-298	287	24	nj	nj	PROPN
cana-298	287	25	,	,	PUNCT
cana-298	287	26	usa	usa	PROPN
cana-298	287	27	,	,	PUNCT
cana-298	287	28	2012	2012	NUM
cana-298	287	29	.	.	PUNCT
cana-298	288	1	[	[	X
cana-298	288	2	4	4	X
cana-298	288	3	]	]	X
cana-298	288	4	b.	b.	PROPN
cana-298	288	5	allen	allen	PROPN
cana-298	288	6	,	,	PUNCT
cana-298	288	7	b.	b.	PROPN
cana-298	288	8	stacey	stacey	PROPN
cana-298	288	9	,	,	PUNCT
cana-298	288	10	and	and	CCONJ
cana-298	288	11	y.	y.	PROPN
cana-298	288	12	bar	bar	PROPN
cana-298	288	13	-	-	PUNCT
cana-298	288	14	yam	yam	NOUN
cana-298	288	15	,	,	PUNCT
cana-298	288	16	“	"	PUNCT
cana-298	288	17	multiscale	multiscale	ADJ
cana-298	288	18	information	information	NOUN
cana-298	288	19	theory	theory	NOUN
cana-298	288	20	and	and	CCONJ
cana-298	288	21	the	the	DET
cana-298	288	22	marginal	marginal	ADJ
cana-298	288	23	utility	utility	NOUN
cana-298	288	24	of	of	ADP
cana-298	288	25	information	information	NOUN
cana-298	288	26	,	,	PUNCT
cana-298	288	27	”	"	PUNCT
cana-298	288	28	entropy	entropy	NOUN
cana-298	288	29	,	,	PUNCT
cana-298	288	30	vol	vol	NOUN
cana-298	288	31	.	.	PROPN
cana-298	288	32	19	19	NUM
cana-298	288	33	,	,	PUNCT
cana-298	288	34	no	no	INTJ
cana-298	288	35	.	.	NOUN
cana-298	288	36	6	6	NUM
cana-298	288	37	,	,	PUNCT
cana-298	288	38	p.	p.	NOUN
cana-298	288	39	273	273	NUM
cana-298	288	40	,	,	PUNCT
cana-298	288	41	2017	2017	NUM
cana-298	288	42	.	.	PUNCT
cana-298	289	1	[	[	X
cana-298	289	2	5	5	NUM
cana-298	289	3	]	]	PUNCT
cana-298	289	4	r.	r.	PROPN
cana-298	289	5	e.	e.	PROPN
cana-298	289	6	ulanowicz	ulanowicz	PROPN
cana-298	289	7	,	,	PUNCT
cana-298	289	8	“	"	PUNCT
cana-298	289	9	the	the	DET
cana-298	289	10	balance	balance	NOUN
cana-298	289	11	between	between	ADP
cana-298	289	12	adaptability	adaptability	NOUN
cana-298	289	13	and	and	CCONJ
cana-298	289	14	adaptation	adaptation	NOUN
cana-298	289	15	,	,	PUNCT
cana-298	289	16	”	"	PUNCT
cana-298	289	17	biosystems	biosystem	NOUN
cana-298	289	18	,	,	PUNCT
cana-298	289	19	vol	vol	NOUN
cana-298	289	20	.	.	PROPN
cana-298	289	21	64	64	NUM
cana-298	289	22	,	,	PUNCT
cana-298	289	23	no	no	INTJ
cana-298	289	24	.	.	PUNCT
cana-298	290	1	1–3	1–3	NUM
cana-298	290	2	,	,	PUNCT
cana-298	290	3	pp	pp	ADJ
cana-298	290	4	.	.	PUNCT
cana-298	291	1	13–22	13–22	NUM
cana-298	291	2	,	,	PUNCT
cana-298	291	3	2002	2002	NUM
cana-298	291	4	.	.	PUNCT
cana-298	292	1	[	[	X
cana-298	292	2	6	6	NUM
cana-298	292	3	]	]	PUNCT
cana-298	292	4	j.	j.	PROPN
cana-298	292	5	korhonen	korhonen	PROPN
cana-298	292	6	and	and	CCONJ
cana-298	292	7	t.	t.	PROPN
cana-298	292	8	p.	p.	PROPN
cana-298	292	9	seager	seager	PROPN
cana-298	292	10	,	,	PUNCT
cana-298	292	11	“	"	PUNCT
cana-298	292	12	beyond	beyond	ADP
cana-298	292	13	eco	eco	NOUN
cana-298	292	14	-	-	PUNCT
cana-298	292	15	efficiency	efficiency	NOUN
cana-298	292	16	:	:	PUNCT
cana-298	292	17	a	a	DET
cana-298	292	18	resilience	resilience	NOUN
cana-298	292	19	perspective	perspective	NOUN
cana-298	292	20	,	,	PUNCT
cana-298	292	21	”	"	PUNCT
cana-298	292	22	business	business	NOUN
cana-298	292	23	strategy	strategy	NOUN
cana-298	292	24	and	and	CCONJ
cana-298	292	25	the	the	DET
cana-298	292	26	environment	environment	NOUN
cana-298	292	27	,	,	PUNCT
cana-298	292	28	vol	vol	NOUN
cana-298	292	29	.	.	PROPN
cana-298	292	30	17	17	NUM
cana-298	292	31	,	,	PUNCT
cana-298	292	32	no	no	INTJ
cana-298	292	33	.	.	NOUN
cana-298	292	34	7	7	NUM
cana-298	292	35	,	,	PUNCT
cana-298	292	36	pp	pp	ADJ
cana-298	292	37	.	.	PUNCT
cana-298	293	1	411–419	411–419	NUM
cana-298	293	2	,	,	PUNCT
cana-298	293	3	2008	2008	NUM
cana-298	293	4	.	.	PUNCT
cana-298	294	1	[	[	X
cana-298	294	2	7	7	X
cana-298	294	3	]	]	X
cana-298	294	4	c.	c.	PROPN
cana-298	294	5	weigelt	weigelt	PROPN
cana-298	294	6	and	and	CCONJ
cana-298	294	7	m.	m.	PROPN
cana-298	294	8	sarkar	sarkar	PROPN
cana-298	294	9	,	,	PUNCT
cana-298	294	10	“	"	PUNCT
cana-298	294	11	performance	performance	NOUN
cana-298	294	12	implications	implication	NOUN
cana-298	294	13	of	of	ADP
cana-298	294	14	outsourcing	outsource	VERB
cana-298	294	15	for	for	ADP
cana-298	294	16	technological	technological	ADJ
cana-298	294	17	innovations	innovation	NOUN
cana-298	294	18	:	:	PUNCT
cana-298	294	19	managing	manage	VERB
cana-298	294	20	the	the	DET
cana-298	294	21	efficiency	efficiency	NOUN
cana-298	294	22	and	and	CCONJ
cana-298	294	23	adaptability	adaptability	NOUN
cana-298	294	24	trade	trade	NOUN
cana-298	294	25	-	-	PUNCT
cana-298	294	26	off	off	NOUN
cana-298	294	27	,	,	PUNCT
cana-298	294	28	”	"	PUNCT
cana-298	294	29	strategic	strategic	ADJ
cana-298	294	30	management	management	NOUN
cana-298	294	31	journal	journal	NOUN
cana-298	294	32	,	,	PUNCT
cana-298	294	33	vol	vol	NOUN
cana-298	294	34	.	.	PROPN
cana-298	294	35	33	33	NUM
cana-298	294	36	,	,	PUNCT
cana-298	294	37	no	no	INTJ
cana-298	294	38	.	.	NOUN
cana-298	294	39	2	2	NUM
cana-298	294	40	,	,	PUNCT
cana-298	294	41	pp	pp	ADJ
cana-298	294	42	.	.	PUNCT
cana-298	295	1	189–216	189–216	NUM
cana-298	295	2	,	,	PUNCT
cana-298	295	3	2012	2012	NUM
cana-298	295	4	.	.	PUNCT
cana-298	296	1	[	[	X
cana-298	296	2	8	8	NUM
cana-298	296	3	]	]	X
cana-298	296	4	m.	m.	NOUN
cana-298	296	5	pizzol	pizzol	PROPN
cana-298	296	6	,	,	PUNCT
cana-298	296	7	m.	m.	NOUN
cana-298	296	8	scotti	scotti	NOUN
cana-298	296	9	,	,	PUNCT
cana-298	296	10	and	and	CCONJ
cana-298	296	11	m.	m.	PROPN
cana-298	296	12	thomsen	thomsen	PROPN
cana-298	296	13	,	,	PUNCT
cana-298	296	14	“	"	PUNCT
cana-298	296	15	network	network	NOUN
cana-298	296	16	analysis	analysis	NOUN
cana-298	296	17	as	as	ADP
cana-298	296	18	a	a	DET
cana-298	296	19	tool	tool	NOUN
cana-298	296	20	for	for	ADP
cana-298	296	21	assessing	assess	VERB
cana-298	296	22	environmental	environmental	ADJ
cana-298	296	23	sustainability	sustainability	NOUN
cana-298	296	24	:	:	PUNCT
cana-298	296	25	applying	apply	VERB
cana-298	296	26	the	the	DET
cana-298	296	27	ecosystem	ecosystem	NOUN
cana-298	296	28	perspective	perspective	NOUN
cana-298	296	29	to	to	ADP
cana-298	296	30	a	a	DET
cana-298	296	31	danish	danish	ADJ
cana-298	296	32	water	water	NOUN
cana-298	296	33	management	management	NOUN
cana-298	296	34	system	system	NOUN
cana-298	296	35	,	,	PUNCT
cana-298	296	36	”	"	PUNCT
cana-298	296	37	journal	journal	NOUN
cana-298	296	38	of	of	ADP
cana-298	296	39	environmental	environmental	ADJ
cana-298	296	40	management	management	NOUN
cana-298	296	41	,	,	PUNCT
cana-298	296	42	vol	vol	NOUN
cana-298	296	43	.	.	PROPN
cana-298	296	44	118	118	NUM
cana-298	296	45	,	,	PUNCT
cana-298	296	46	pp	pp	ADJ
cana-298	296	47	.	.	PUNCT
cana-298	297	1	21–31	21–31	NUM
cana-298	297	2	,	,	PUNCT
cana-298	297	3	2013	2013	NUM
cana-298	297	4	.	.	PUNCT
cana-298	298	1	communications	communication	NOUN
cana-298	298	2	on	on	ADP
cana-298	298	3	applied	apply	VERB
cana-298	298	4	nonlinear	nonlinear	ADJ
cana-298	298	5	analysis	analysis	NOUN
cana-298	298	6	issn	issn	NOUN
cana-298	298	7	:	:	PUNCT
cana-298	298	8	1074	1074	NUM
cana-298	298	9	-	-	PUNCT
cana-298	298	10	133x	133x	NUM
cana-298	298	11	vol	vol	NOUN
cana-298	298	12	31	31	NUM
cana-298	298	13	no	no	NOUN
cana-298	298	14	.	.	NOUN
cana-298	298	15	1	1	NUM
cana-298	298	16	(	(	PUNCT
cana-298	298	17	2024	2024	NUM
cana-298	298	18	)	)	PUNCT
cana-298	298	19	51	51	NUM
cana-298	298	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-298	299	1	[	[	X
cana-298	299	2	9	9	NUM
cana-298	299	3	]	]	PUNCT
cana-298	299	4	v.	v.	ADP
cana-298	299	5	panyam	panyam	PROPN
cana-298	299	6	,	,	PUNCT
cana-298	299	7	h.	h.	PROPN
cana-298	299	8	huang	huang	PROPN
cana-298	299	9	,	,	PUNCT
cana-298	299	10	b.	b.	PROPN
cana-298	299	11	pinte	pinte	PROPN
cana-298	299	12	,	,	PUNCT
cana-298	299	13	k.	k.	PROPN
cana-298	299	14	davis	davis	PROPN
cana-298	299	15	,	,	PUNCT
cana-298	299	16	and	and	CCONJ
cana-298	299	17	a.	a.	PROPN
cana-298	299	18	layton	layton	PROPN
cana-298	299	19	,	,	PUNCT
cana-298	299	20	“	"	PUNCT
cana-298	299	21	bio	bio	ADJ
cana-298	299	22	-	-	PUNCT
cana-298	299	23	inspired	inspire	VERB
cana-298	299	24	design	design	NOUN
cana-298	299	25	for	for	ADP
cana-298	299	26	robust	robust	ADJ
cana-298	299	27	power	power	NOUN
cana-298	299	28	networks	network	NOUN
cana-298	299	29	,	,	PUNCT
cana-298	299	30	”	"	PUNCT
cana-298	299	31	in	in	ADP
cana-298	299	32	proceedings	proceeding	NOUN
cana-298	299	33	of	of	ADP
cana-298	299	34	the	the	DET
cana-298	299	35	2019	2019	NUM
cana-298	299	36	ieee	ieee	PROPN
cana-298	299	37	texas	texas	PROPN
cana-298	299	38	power	power	PROPN
cana-298	299	39	and	and	CCONJ
cana-298	299	40	energy	energy	NOUN
cana-298	299	41	conference	conference	NOUN
cana-298	299	42	(	(	PUNCT
cana-298	299	43	tpec	tpec	NOUN
cana-298	299	44	)	)	PUNCT
cana-298	299	45	,	,	PUNCT
cana-298	299	46	pp	pp	ADP
cana-298	299	47	.	.	PUNCT
cana-298	300	1	1–6	1–6	NUM
cana-298	300	2	,	,	PUNCT
cana-298	300	3	ieee	ieee	NOUN
cana-298	300	4	,	,	PUNCT
cana-298	300	5	college	college	NOUN
cana-298	300	6	station	station	NOUN
cana-298	300	7	,	,	PUNCT
cana-298	300	8	tx	tx	PROPN
cana-298	300	9	,	,	PUNCT
cana-298	300	10	usa	usa	PROPN
cana-298	300	11	,	,	PUNCT
cana-298	300	12	february	february	PROPN
cana-298	300	13	2019	2019	NUM
cana-298	300	14	.	.	PUNCT
cana-298	301	1	[	[	X
cana-298	301	2	10	10	NUM
cana-298	301	3	]	]	PUNCT
cana-298	301	4	b.	b.	PROPN
cana-298	301	5	lietaer	lietaer	PROPN
cana-298	301	6	,	,	PUNCT
cana-298	301	7	r.	r.	PROPN
cana-298	301	8	e.	e.	PROPN
cana-298	301	9	ulanowicz	ulanowicz	PROPN
cana-298	301	10	,	,	PUNCT
cana-298	301	11	s.	s.	PROPN
cana-298	301	12	j.	j.	PROPN
cana-298	301	13	goerner	goerner	PROPN
cana-298	301	14	,	,	PUNCT
cana-298	301	15	and	and	CCONJ
cana-298	301	16	n.	n.	PROPN
cana-298	301	17	mclaren	mclaren	PROPN
cana-298	301	18	,	,	PUNCT
cana-298	301	19	“	"	PUNCT
cana-298	301	20	is	be	AUX
cana-298	301	21	our	our	PRON
cana-298	301	22	monetary	monetary	ADJ
cana-298	301	23	structure	structure	NOUN
cana-298	301	24	a	a	DET
cana-298	301	25	systemic	systemic	ADJ
cana-298	301	26	cause	cause	NOUN
cana-298	301	27	for	for	ADP
cana-298	301	28	financial	financial	ADJ
cana-298	301	29	instability	instability	NOUN
cana-298	301	30	?	?	PUNCT
cana-298	302	1	evidence	evidence	NOUN
cana-298	302	2	and	and	CCONJ
cana-298	302	3	remedies	remedy	NOUN
cana-298	302	4	from	from	ADP
cana-298	302	5	nature	nature	NOUN
cana-298	302	6	,	,	PUNCT
cana-298	302	7	”	"	PUNCT
cana-298	302	8	journal	journal	NOUN
cana-298	302	9	of	of	ADP
cana-298	302	10	futures	future	NOUN
cana-298	302	11	studies	study	NOUN
cana-298	302	12	,	,	PUNCT
cana-298	302	13	vol	vol	NOUN
cana-298	302	14	.	.	PROPN
cana-298	302	15	14	14	NUM
cana-298	302	16	,	,	PUNCT
cana-298	302	17	pp	pp	ADJ
cana-298	302	18	.	.	PUNCT
cana-298	303	1	89–108	89–108	NUM
cana-298	303	2	,	,	PUNCT
cana-298	303	3	2010	2010	NUM
cana-298	303	4	.	.	PUNCT
cana-298	304	1	[	[	X
cana-298	304	2	11	11	NUM
cana-298	304	3	]	]	PUNCT
cana-298	304	4	j.-p	j.-p	PROPN
cana-298	304	5	.	.	PUNCT
cana-298	305	1	bouchaud	bouchaud	PROPN
cana-298	305	2	,	,	PUNCT
cana-298	305	3	“	"	PUNCT
cana-298	305	4	crises	crisis	NOUN
cana-298	305	5	and	and	CCONJ
cana-298	305	6	collective	collective	ADJ
cana-298	305	7	socio	socio	NOUN
cana-298	305	8	-	-	PUNCT
cana-298	305	9	economic	economic	ADJ
cana-298	305	10	phenomena	phenomenon	NOUN
cana-298	305	11	:	:	PUNCT
cana-298	305	12	simple	simple	ADJ
cana-298	305	13	models	model	NOUN
cana-298	305	14	and	and	CCONJ
cana-298	305	15	challenges	challenge	NOUN
cana-298	305	16	,	,	PUNCT
cana-298	305	17	”	"	PUNCT
cana-298	305	18	journal	journal	NOUN
cana-298	305	19	of	of	ADP
cana-298	305	20	statistical	statistical	ADJ
cana-298	305	21	physics	physics	NOUN
cana-298	305	22	,	,	PUNCT
cana-298	305	23	vol	vol	NOUN
cana-298	305	24	.	.	PROPN
cana-298	305	25	151	151	NUM
cana-298	305	26	,	,	PUNCT
cana-298	305	27	no	no	INTJ
cana-298	305	28	.	.	NOUN
cana-298	306	1	3	3	NUM
cana-298	306	2	-	-	SYM
cana-298	306	3	4	4	NUM
cana-298	306	4	,	,	PUNCT
cana-298	306	5	pp	pp	ADJ
cana-298	306	6	.	.	PUNCT
cana-298	307	1	567–606	567–606	NUM
cana-298	307	2	,	,	PUNCT
cana-298	307	3	2013	2013	NUM
cana-298	307	4	.	.	PUNCT
cana-298	308	1	[	[	X
cana-298	308	2	12	12	NUM
cana-298	308	3	]	]	X
cana-298	308	4	d.	d.	PROPN
cana-298	308	5	harmon	harmon	PROPN
cana-298	308	6	et	et	PROPN
cana-298	308	7	al	al	PROPN
cana-298	308	8	.	.	PROPN
cana-298	308	9	,	,	PUNCT
cana-298	308	10	“	"	PUNCT
cana-298	308	11	anticipating	anticipate	VERB
cana-298	308	12	economic	economic	ADJ
cana-298	308	13	market	market	NOUN
cana-298	308	14	crises	crisis	NOUN
cana-298	308	15	using	use	VERB
cana-298	308	16	measures	measure	NOUN
cana-298	308	17	of	of	ADP
cana-298	308	18	collective	collective	ADJ
cana-298	308	19	panic	panic	NOUN
cana-298	308	20	,	,	PUNCT
cana-298	308	21	”	"	PUNCT
cana-298	308	22	plos	plos	PROPN
cana-298	308	23	one	one	NUM
cana-298	308	24	,	,	PUNCT
cana-298	308	25	vol	vol	NOUN
cana-298	308	26	.	.	PROPN
cana-298	308	27	10	10	NUM
cana-298	308	28	,	,	PUNCT
cana-298	308	29	no	no	INTJ
cana-298	308	30	.	.	NOUN
cana-298	308	31	7	7	NUM
cana-298	308	32	,	,	PUNCT
cana-298	308	33	article	article	NOUN
cana-298	308	34	i	i	PROPN
cana-298	308	35	d	d	PROPN
cana-298	308	36	e0131871	e0131871	PROPN
cana-298	308	37	,	,	PUNCT
cana-298	308	38	2015	2015	NUM
cana-298	308	39	.	.	PUNCT
cana-298	309	1	[	[	X
cana-298	309	2	13	13	NUM
cana-298	309	3	]	]	PUNCT
cana-298	309	4	view	view	NOUN
cana-298	309	5	at	at	ADP
cana-298	309	6	:	:	PUNCT
cana-298	309	7	publisher	publisher	NOUN
cana-298	309	8	site	site	NOUN
cana-298	309	9	|	|	PROPN
cana-298	309	10	google	google	PROPN
cana-298	309	11	scholar	scholar	NOUN
cana-298	309	12	[	[	X
cana-298	309	13	14	14	NUM
cana-298	309	14	]	]	PUNCT
cana-298	309	15	p.	p.	NOUN
cana-298	309	16	alessandrini	alessandrini	PROPN
cana-298	309	17	and	and	CCONJ
cana-298	309	18	m.	m.	NOUN
cana-298	309	19	u.	u.	PROPN
cana-298	309	20	fratianni	fratianni	PROPN
cana-298	309	21	,	,	PUNCT
cana-298	309	22	“	"	PUNCT
cana-298	309	23	in	in	ADP
cana-298	309	24	the	the	DET
cana-298	309	25	absence	absence	NOUN
cana-298	309	26	of	of	ADP
cana-298	309	27	a	a	DET
cana-298	309	28	fiscal	fiscal	ADJ
cana-298	309	29	union	union	NOUN
cana-298	309	30	,	,	PUNCT
cana-298	309	31	the	the	DET
cana-298	309	32	eurozone	eurozone	NOUN
cana-298	309	33	needs	need	VERB
cana-298	309	34	a	a	DET
cana-298	309	35	more	more	ADV
cana-298	309	36	flexible	flexible	ADJ
cana-298	309	37	monetary	monetary	ADJ
cana-298	309	38	policy	policy	NOUN
cana-298	309	39	,	,	PUNCT
cana-298	309	40	”	"	PUNCT
cana-298	309	41	psl	psl	PROPN
cana-298	309	42	quarterly	quarterly	ADJ
cana-298	309	43	review	review	NOUN
cana-298	309	44	,	,	PUNCT
cana-298	309	45	vol	vol	NOUN
cana-298	309	46	.	.	PROPN
cana-298	309	47	68	68	NUM
cana-298	309	48	,	,	PUNCT
cana-298	309	49	2015	2015	NUM
cana-298	309	50	.	.	PUNCT
cana-298	310	1	[	[	X
cana-298	310	2	15	15	NUM
cana-298	310	3	]	]	X
cana-298	310	4	h.	h.	PROPN
cana-298	310	5	dan	dan	PROPN
cana-298	310	6	,	,	PUNCT
cana-298	310	7	“	"	PUNCT
cana-298	310	8	the	the	DET
cana-298	310	9	euro	euro	PROPN
cana-298	310	10	zone	zone	NOUN
cana-298	310	11	–	–	PUNCT
cana-298	310	12	between	between	ADP
cana-298	310	13	fiscal	fiscal	ADJ
cana-298	310	14	heterogeneity	heterogeneity	NOUN
cana-298	310	15	and	and	CCONJ
cana-298	310	16	monetary	monetary	ADJ
cana-298	310	17	unity	unity	NOUN
cana-298	310	18	,	,	PUNCT
cana-298	310	19	”	"	PUNCT
cana-298	310	20	transylvanian	transylvanian	ADJ
cana-298	310	21	review	review	NOUN
cana-298	310	22	of	of	ADP
cana-298	310	23	administrative	administrative	ADJ
cana-298	310	24	sciences	science	NOUN
cana-298	310	25	,	,	PUNCT
cana-298	310	26	vol	vol	NOUN
cana-298	310	27	.	.	PUNCT
cana-298	310	28	43e	43e	NOUN
cana-298	310	29	,	,	PUNCT
cana-298	310	30	pp	pp	ADP
cana-298	310	31	.	.	PUNCT
cana-298	311	1	68–84	68–84	NOUN
cana-298	311	2	,	,	PUNCT
cana-298	311	3	2014	2014	NUM
cana-298	311	4	.	.	PUNCT
cana-298	312	1	[	[	X
cana-298	312	2	16	16	NUM
cana-298	312	3	]	]	X
cana-298	312	4	f.	f.	PROPN
cana-298	312	5	drudi	drudi	PROPN
cana-298	312	6	,	,	PUNCT
cana-298	312	7	a.	a.	NOUN
cana-298	312	8	durré	durré	NOUN
cana-298	312	9	,	,	PUNCT
cana-298	312	10	and	and	CCONJ
cana-298	312	11	f.	f.	PROPN
cana-298	312	12	p.	p.	PROPN
cana-298	312	13	mongelli	mongelli	PROPN
cana-298	312	14	,	,	PUNCT
cana-298	312	15	“	"	PUNCT
cana-298	312	16	the	the	DET
cana-298	312	17	interplay	interplay	NOUN
cana-298	312	18	of	of	ADP
cana-298	312	19	economic	economic	ADJ
cana-298	312	20	reforms	reform	NOUN
cana-298	312	21	and	and	CCONJ
cana-298	312	22	monetary	monetary	ADJ
cana-298	312	23	policy	policy	NOUN
cana-298	312	24	:	:	PUNCT
cana-298	312	25	the	the	DET
cana-298	312	26	case	case	NOUN
cana-298	312	27	of	of	ADP
cana-298	312	28	the	the	DET
cana-298	312	29	eurozone	eurozone	NOUN
cana-298	312	30	,	,	PUNCT
cana-298	312	31	”	"	PUNCT
cana-298	312	32	jcms	jcms	PROPN
cana-298	312	33	:	:	PUNCT
cana-298	312	34	journal	journal	NOUN
cana-298	312	35	of	of	ADP
cana-298	312	36	common	common	ADJ
cana-298	312	37	market	market	NOUN
cana-298	312	38	studies	study	NOUN
cana-298	312	39	,	,	PUNCT
cana-298	312	40	vol	vol	NOUN
cana-298	312	41	.	.	PROPN
cana-298	313	1	50	50	NUM
cana-298	313	2	,	,	PUNCT
cana-298	313	3	no	no	INTJ
cana-298	313	4	.	.	NOUN
cana-298	313	5	6	6	NUM
cana-298	313	6	,	,	PUNCT
cana-298	313	7	pp	pp	ADJ
cana-298	313	8	.	.	PUNCT
cana-298	314	1	881–898	881–898	NUM
cana-298	314	2	,	,	PUNCT
cana-298	314	3	2012	2012	NUM
cana-298	314	4	.	.	PUNCT
cana-298	315	1	[	[	X
cana-298	315	2	17	17	NUM
cana-298	315	3	]	]	PUNCT
cana-298	315	4	a.	a.	NOUN
cana-298	315	5	w.	w.	PROPN
cana-298	315	6	davidson	davidson	PROPN
cana-298	315	7	and	and	CCONJ
cana-298	315	8	y.	y.	PROPN
cana-298	315	9	bar	bar	PROPN
cana-298	315	10	-	-	PUNCT
cana-298	315	11	yam	yam	NOUN
cana-298	315	12	,	,	PUNCT
cana-298	315	13	“	"	PUNCT
cana-298	315	14	environmental	environmental	ADJ
cana-298	315	15	complexity	complexity	NOUN
cana-298	315	16	:	:	PUNCT
cana-298	315	17	information	information	NOUN
cana-298	315	18	for	for	ADP
cana-298	315	19	humanenvironment	humanenvironment	NOUN
cana-298	315	20	well	well	ADV
cana-298	315	21	-	-	PUNCT
cana-298	315	22	being	being	NOUN
cana-298	315	23	,	,	PUNCT
cana-298	315	24	”	"	PUNCT
cana-298	315	25	in	in	ADP
cana-298	315	26	unifying	unify	VERB
cana-298	315	27	themes	theme	NOUN
cana-298	315	28	in	in	ADP
cana-298	315	29	complex	complex	ADJ
cana-298	315	30	systems	system	NOUN
cana-298	315	31	,	,	PUNCT
cana-298	315	32	a.	a.	NOUN
cana-298	315	33	a.	a.	NOUN
cana-298	315	34	minai	minai	PROPN
cana-298	315	35	and	and	CCONJ
cana-298	315	36	y.	y.	PROPN
cana-298	315	37	bar	bar	PROPN
cana-298	315	38	-	-	PUNCT
cana-298	315	39	yam	yam	NOUN
cana-298	315	40	,	,	PUNCT
cana-298	315	41	eds	eds	PROPN
cana-298	315	42	.	.	PROPN
cana-298	315	43	,	,	PUNCT
cana-298	315	44	vol	vol	NOUN
cana-298	315	45	.	.	PUNCT
cana-298	315	46	iiib	iiib	PROPN
cana-298	315	47	,	,	PUNCT
cana-298	315	48	pp	pp	ADJ
cana-298	315	49	.	.	PUNCT
cana-298	316	1	157–168	157–168	NUM
cana-298	316	2	,	,	PUNCT
cana-298	316	3	springer	springer	NOUN
cana-298	316	4	,	,	PUNCT
cana-298	316	5	berlin	berlin	PROPN
cana-298	316	6	,	,	PUNCT
cana-298	316	7	germany	germany	PROPN
cana-298	316	8	,	,	PUNCT
cana-298	316	9	2006	2006	NUM
cana-298	316	10	.	.	PUNCT
cana-298	317	1	[	[	X
cana-298	317	2	18	18	NUM
cana-298	317	3	]	]	PUNCT
cana-298	317	4	i.	i.	NOUN
cana-298	317	5	feller	feller	PROPN
cana-298	317	6	,	,	PUNCT
cana-298	317	7	“	"	PUNCT
cana-298	317	8	new	new	ADJ
cana-298	317	9	organizations	organization	NOUN
cana-298	317	10	,	,	PUNCT
cana-298	317	11	old	old	ADJ
cana-298	317	12	cultures	culture	NOUN
cana-298	317	13	:	:	PUNCT
cana-298	317	14	strategy	strategy	NOUN
cana-298	317	15	and	and	CCONJ
cana-298	317	16	implementation	implementation	NOUN
cana-298	317	17	of	of	ADP
cana-298	317	18	interdisciplinary	interdisciplinary	ADJ
cana-298	317	19	programs	program	NOUN
cana-298	317	20	,	,	PUNCT
cana-298	317	21	”	"	PUNCT
cana-298	317	22	research	research	NOUN
cana-298	317	23	evaluation	evaluation	NOUN
cana-298	317	24	,	,	PUNCT
cana-298	317	25	vol	vol	NOUN
cana-298	317	26	.	.	PROPN
cana-298	317	27	11	11	NUM
cana-298	317	28	,	,	PUNCT
cana-298	317	29	no	no	INTJ
cana-298	317	30	.	.	NOUN
cana-298	317	31	2	2	NUM
cana-298	317	32	,	,	PUNCT
cana-298	317	33	pp	pp	ADJ
cana-298	317	34	.	.	PUNCT
cana-298	318	1	109–116	109–116	NUM
cana-298	318	2	,	,	PUNCT
cana-298	318	3	2002	2002	NUM
cana-298	318	4	.	.	PUNCT
cana-298	319	1	[	[	X
cana-298	319	2	19	19	NUM
cana-298	319	3	]	]	X
cana-298	319	4	d.	d.	PROPN
cana-298	319	5	rhoten	rhoten	PROPN
cana-298	319	6	and	and	CCONJ
cana-298	319	7	a.	a.	PROPN
cana-298	319	8	parker	parker	PROPN
cana-298	319	9	,	,	PUNCT
cana-298	319	10	“	"	PUNCT
cana-298	319	11	education	education	NOUN
cana-298	319	12	:	:	PUNCT
cana-298	319	13	risks	risk	NOUN
cana-298	319	14	and	and	CCONJ
cana-298	319	15	rewards	reward	NOUN
cana-298	319	16	of	of	ADP
cana-298	319	17	an	an	DET
cana-298	319	18	interdisciplinary	interdisciplinary	ADJ
cana-298	319	19	research	research	NOUN
cana-298	319	20	path	path	NOUN
cana-298	319	21	,	,	PUNCT
cana-298	319	22	”	"	PUNCT
cana-298	319	23	science	science	NOUN
cana-298	319	24	,	,	PUNCT
cana-298	319	25	vol	vol	NOUN
cana-298	319	26	.	.	PROPN
cana-298	320	1	306	306	NUM
cana-298	320	2	,	,	PUNCT
cana-298	320	3	no	no	INTJ
cana-298	320	4	.	.	NOUN
cana-298	320	5	5704	5704	NUM
cana-298	320	6	,	,	PUNCT
cana-298	320	7	p.	p.	NOUN
cana-298	320	8	2046	2046	NUM
cana-298	320	9	,	,	PUNCT
cana-298	320	10	2004	2004	NUM
cana-298	320	11	.	.	PUNCT
cana-298	321	1	[	[	X
cana-298	321	2	20	20	NUM
cana-298	321	3	]	]	X
cana-298	321	4	w.	w.	PROPN
cana-298	321	5	pan	pan	PROPN
cana-298	321	6	,	,	PUNCT
cana-298	321	7	y.	y.	PROPN
cana-298	321	8	altshuler	altshuler	PROPN
cana-298	321	9	,	,	PUNCT
cana-298	321	10	and	and	CCONJ
cana-298	321	11	a.	a.	PROPN
cana-298	321	12	pentland	pentland	PROPN
cana-298	321	13	,	,	PUNCT
cana-298	321	14	“	"	PUNCT
cana-298	321	15	decoding	decode	VERB
cana-298	321	16	social	social	ADJ
cana-298	321	17	influence	influence	NOUN
cana-298	321	18	and	and	CCONJ
cana-298	321	19	the	the	DET
cana-298	321	20	wisdom	wisdom	NOUN
cana-298	321	21	of	of	ADP
cana-298	321	22	the	the	DET
cana-298	321	23	crowd	crowd	NOUN
cana-298	321	24	in	in	ADP
cana-298	321	25	financial	financial	ADJ
cana-298	321	26	trading	trading	NOUN
cana-298	321	27	network	network	NOUN
cana-298	321	28	,	,	PUNCT
cana-298	321	29	”	"	PUNCT
cana-298	321	30	in	in	ADP
cana-298	321	31	proceedings	proceeding	NOUN
cana-298	321	32	of	of	ADP
cana-298	321	33	the	the	DET
cana-298	321	34	2012	2012	NUM
cana-298	321	35	international	international	ADJ
cana-298	321	36	conference	conference	NOUN
cana-298	321	37	on	on	ADP
cana-298	321	38	privacy	privacy	NOUN
cana-298	321	39	,	,	PUNCT
cana-298	321	40	security	security	NOUN
cana-298	321	41	,	,	PUNCT
cana-298	321	42	risk	risk	NOUN
cana-298	321	43	and	and	CCONJ
cana-298	321	44	trust	trust	NOUN
cana-298	321	45	and	and	CCONJ
cana-298	321	46	2012	2012	NUM
cana-298	321	47	international	international	ADJ
cana-298	321	48	confernece	confernece	NOUN
cana-298	321	49	on	on	ADP
cana-298	321	50	social	social	ADJ
cana-298	321	51	computing	computing	NOUN
cana-298	321	52	,	,	PUNCT
cana-298	321	53	pp	pp	ADJ
cana-298	321	54	.	.	PUNCT
cana-298	322	1	203–209	203–209	NUM
cana-298	322	2	,	,	PUNCT
cana-298	322	3	ieee	ieee	NOUN
cana-298	322	4	,	,	PUNCT
cana-298	322	5	amsterdam	amsterdam	PROPN
cana-298	322	6	,	,	PUNCT
cana-298	322	7	netherlands	netherlands	PROPN
cana-298	322	8	,	,	PUNCT
cana-298	322	9	september	september	PROPN
cana-298	322	10	2012	2012	NUM
cana-298	322	11	.	.	PUNCT
cana-298	323	1	[	[	X
cana-298	323	2	21	21	NUM
cana-298	323	3	]	]	X
cana-298	323	4	l.	l.	PROPN
cana-298	323	5	p.	p.	PROPN
cana-298	323	6	kadanoff	kadanoff	PROPN
cana-298	323	7	,	,	PUNCT
cana-298	323	8	“	"	PUNCT
cana-298	323	9	more	more	ADJ
cana-298	323	10	is	be	AUX
cana-298	323	11	the	the	DET
cana-298	323	12	same	same	ADJ
cana-298	323	13	;	;	PUNCT
cana-298	323	14	phase	phase	NOUN
cana-298	323	15	transitions	transition	NOUN
cana-298	323	16	and	and	CCONJ
cana-298	323	17	mean	mean	VERB
cana-298	323	18	field	field	NOUN
cana-298	323	19	theories	theory	NOUN
cana-298	323	20	,	,	PUNCT
cana-298	323	21	”	"	PUNCT
cana-298	323	22	journal	journal	NOUN
cana-298	323	23	of	of	ADP
cana-298	323	24	statistical	statistical	ADJ
cana-298	323	25	physics	physics	NOUN
cana-298	323	26	,	,	PUNCT
cana-298	323	27	vol	vol	NOUN
cana-298	323	28	.	.	PROPN
cana-298	323	29	137	137	NUM
cana-298	323	30	,	,	PUNCT
cana-298	323	31	no	no	INTJ
cana-298	323	32	.	.	NOUN
cana-298	323	33	5	5	NUM
cana-298	323	34	-	-	SYM
cana-298	323	35	6	6	NUM
cana-298	323	36	,	,	PUNCT
cana-298	323	37	pp	pp	ADJ
cana-298	323	38	.	.	PUNCT
cana-298	324	1	777–797	777–797	NUM
cana-298	324	2	,	,	PUNCT
cana-298	324	3	2009	2009	NUM
cana-298	324	4	.	.	PUNCT
cana-298	325	1	[	[	X
cana-298	325	2	22	22	NUM
cana-298	325	3	]	]	PUNCT
cana-298	325	4	t.	t.	PROPN
cana-298	325	5	mora	mora	PROPN
cana-298	325	6	and	and	CCONJ
cana-298	325	7	w.	w.	PROPN
cana-298	325	8	bialek	bialek	PROPN
cana-298	325	9	,	,	PUNCT
cana-298	325	10	“	"	PUNCT
cana-298	325	11	are	be	AUX
cana-298	325	12	biological	biological	ADJ
cana-298	325	13	systems	system	NOUN
cana-298	325	14	poised	poise	VERB
cana-298	325	15	at	at	ADP
cana-298	325	16	criticality	criticality	NOUN
cana-298	325	17	?	?	PUNCT
cana-298	325	18	”	"	PUNCT
cana-298	325	19	journal	journal	NOUN
cana-298	325	20	of	of	ADP
cana-298	325	21	statistical	statistical	ADJ
cana-298	325	22	physics	physics	NOUN
cana-298	325	23	,	,	PUNCT
cana-298	325	24	vol	vol	NOUN
cana-298	325	25	.	.	PUNCT
cana-298	326	1	144	144	NUM
cana-298	326	2	,	,	PUNCT
cana-298	326	3	no	no	INTJ
cana-298	326	4	.	.	NOUN
cana-298	326	5	2	2	NUM
cana-298	326	6	,	,	PUNCT
cana-298	326	7	pp	pp	ADJ
cana-298	326	8	.	.	PUNCT
cana-298	327	1	268–302	268–302	NUM
cana-298	327	2	,	,	PUNCT
cana-298	327	3	2011	2011	NUM
cana-298	327	4	.	.	PUNCT