id	sid	tid	token	lemma	pos
cana-2644	1	1	communications	communication	NOUN
cana-2644	1	2	on	on	ADP
cana-2644	1	3	applied	apply	VERB
cana-2644	1	4	nonlinear	nonlinear	ADJ
cana-2644	1	5	analysis	analysis	NOUN
cana-2644	1	6	issn	issn	NOUN
cana-2644	1	7	:	:	PUNCT
cana-2644	1	8	1074	1074	NUM
cana-2644	1	9	-	-	PUNCT
cana-2644	1	10	133x	133x	NUM
cana-2644	1	11	vol	vol	NOUN
cana-2644	1	12	32	32	NUM
cana-2644	1	13	no	no	NOUN
cana-2644	1	14	.	.	PUNCT
cana-2644	2	1	3s	3s	NUM
cana-2644	2	2	(	(	PUNCT
cana-2644	2	3	2025	2025	NUM
cana-2644	2	4	)	)	PUNCT
cana-2644	2	5	295	295	NUM
cana-2644	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2644	2	7	scada	scada	PROPN
cana-2644	2	8	–	–	PUNCT
cana-2644	2	9	data	datum	NOUN
cana-2644	2	10	security	security	NOUN
cana-2644	2	11	:	:	PUNCT
cana-2644	2	12	ddos	ddo	NOUN
cana-2644	2	13	attack	attack	NOUN
cana-2644	2	14	analysis	analysis	NOUN
cana-2644	2	15	using	use	VERB
cana-2644	2	16	time	time	NOUN
cana-2644	2	17	series	series	PROPN
cana-2644	2	18	&	&	CCONJ
cana-2644	2	19	its	its	PRON
cana-2644	2	20	application	application	NOUN
cana-2644	2	21	in	in	ADP
cana-2644	2	22	the	the	DET
cana-2644	2	23	communication	communication	NOUN
cana-2644	2	24	sector	sector	NOUN
cana-2644	2	25	using	use	VERB
cana-2644	2	26	non	non	ADJ
cana-2644	2	27	-	-	ADJ
cana-2644	2	28	linear	linear	ADJ
cana-2644	2	29	methods	method	NOUN
cana-2644	2	30	dr	dr	PROPN
cana-2644	2	31	.	.	PROPN
cana-2644	2	32	r.	r.	PROPN
cana-2644	2	33	balakrishna1	balakrishna1	PROPN
cana-2644	3	1	*	*	PROPN
cana-2644	3	2	,	,	PUNCT
cana-2644	3	3	dr	dr	PROPN
cana-2644	3	4	.	.	PROPN
cana-2644	3	5	j.v	j.v	PROPN
cana-2644	3	6	.	.	PROPN
cana-2644	4	1	muruga	muruga	PROPN
cana-2644	4	2	lal	lal	PROPN
cana-2644	4	3	jeyan2	jeyan2	PROPN
cana-2644	4	4	1principal	1principal	NUM
cana-2644	4	5	,	,	PUNCT
cana-2644	4	6	professor	professor	NOUN
cana-2644	4	7	,	,	PUNCT
cana-2644	4	8	department	department	NOUN
cana-2644	4	9	of	of	ADP
cana-2644	4	10	computer	computer	NOUN
cana-2644	4	11	science	science	PROPN
cana-2644	4	12	&	&	CCONJ
cana-2644	4	13	engineering	engineering	PROPN
cana-2644	4	14	,	,	PUNCT
cana-2644	4	15	rajarajeswari	rajarajeswari	PROPN
cana-2644	4	16	college	college	NOUN
cana-2644	4	17	of	of	ADP
cana-2644	4	18	engineering	engineering	PROPN
cana-2644	4	19	,	,	PUNCT
cana-2644	4	20	bangalore	bangalore	PROPN
cana-2644	4	21	,	,	PUNCT
cana-2644	4	22	karnataka	karnataka	PROPN
cana-2644	4	23	,	,	PUNCT
cana-2644	4	24	india	india	PROPN
cana-2644	4	25	&	&	CCONJ
cana-2644	4	26	post	post	ADJ
cana-2644	4	27	-	-	ADJ
cana-2644	4	28	doctoral	doctoral	ADJ
cana-2644	4	29	fellow	fellow	NOUN
cana-2644	4	30	(	(	PUNCT
cana-2644	4	31	pursuing	pursue	VERB
cana-2644	4	32	)	)	PUNCT
cana-2644	4	33	,	,	PUNCT
cana-2644	4	34	pdf	pdf	NOUN
cana-2644	4	35	fellow	fellow	NOUN
cana-2644	4	36	lips	lip	NOUN
cana-2644	4	37	research	research	NOUN
cana-2644	4	38	&	&	CCONJ
cana-2644	4	39	dlcrad	dlcrad	PROPN
cana-2644	4	40	european	european	PROPN
cana-2644	4	41	international	international	PROPN
cana-2644	4	42	university	university	PROPN
cana-2644	4	43	,	,	PUNCT
cana-2644	4	44	paris	paris	PROPN
cana-2644	4	45	,	,	PUNCT
cana-2644	4	46	france	france	PROPN
cana-2644	4	47	email	email	NOUN
cana-2644	4	48	:	:	PUNCT
cana-2644	4	49	rayankibala@gmail.com	rayankibala@gmail.com	X
cana-2644	5	1	2advisor	2advisor	NUM
cana-2644	5	2	/	/	SYM
cana-2644	5	3	supervisor	supervisor	NOUN
cana-2644	5	4	lips	lip	NOUN
cana-2644	5	5	research	research	NOUN
cana-2644	5	6	,	,	PUNCT
cana-2644	5	7	advanced	advanced	ADJ
cana-2644	5	8	r	r	NOUN
cana-2644	5	9	&	&	CCONJ
cana-2644	5	10	d	d	PROPN
cana-2644	5	11	of	of	ADP
cana-2644	5	12	european	european	PROPN
cana-2644	5	13	international	international	PROPN
cana-2644	5	14	university	university	PROPN
cana-2644	5	15	paris	paris	PROPN
cana-2644	5	16	,	,	PUNCT
cana-2644	5	17	france	france	PROPN
cana-2644	5	18	*	*	SYM
cana-2644	5	19	corresponding	correspond	VERB
cana-2644	5	20	author	author	NOUN
cana-2644	5	21	article	article	NOUN
cana-2644	5	22	history	history	NOUN
cana-2644	5	23	:	:	PUNCT
cana-2644	5	24	received	receive	VERB
cana-2644	5	25	:	:	PUNCT
cana-2644	5	26	24	24	NUM
cana-2644	5	27	-	-	PUNCT
cana-2644	5	28	09	09	NUM
cana-2644	5	29	-	-	PUNCT
cana-2644	5	30	2024	2024	NUM
cana-2644	5	31	revised	revise	VERB
cana-2644	5	32	:	:	PUNCT
cana-2644	5	33	01	01	NUM
cana-2644	5	34	-	-	SYM
cana-2644	5	35	11	11	NUM
cana-2644	5	36	-	-	PUNCT
cana-2644	5	37	2024	2024	NUM
cana-2644	5	38	accepted	accept	VERB
cana-2644	5	39	:	:	PUNCT
cana-2644	5	40	18	18	NUM
cana-2644	5	41	-	-	SYM
cana-2644	5	42	11	11	NUM
cana-2644	5	43	-	-	PUNCT
cana-2644	5	44	2024	2024	NUM
cana-2644	5	45	abstract	abstract	NOUN
cana-2644	5	46	:	:	PUNCT
cana-2644	5	47	introduction	introduction	NOUN
cana-2644	5	48	:	:	PUNCT
cana-2644	5	49	the	the	DET
cana-2644	5	50	scada	scada	PROPN
cana-2644	5	51	systems	systems	PROPN
cana-2644	5	52	,	,	PUNCT
cana-2644	5	53	particularly	particularly	ADV
cana-2644	5	54	power	power	PROPN
cana-2644	5	55	scada	scada	PROPN
cana-2644	5	56	,	,	PUNCT
cana-2644	5	57	are	be	AUX
cana-2644	5	58	essential	essential	ADJ
cana-2644	5	59	for	for	ADP
cana-2644	5	60	preserving	preserve	VERB
cana-2644	5	61	the	the	DET
cana-2644	5	62	stability	stability	NOUN
cana-2644	5	63	and	and	CCONJ
cana-2644	5	64	dependability	dependability	NOUN
cana-2644	5	65	of	of	ADP
cana-2644	5	66	the	the	DET
cana-2644	5	67	electrical	electrical	ADJ
cana-2644	5	68	grid	grid	NOUN
cana-2644	5	69	in	in	ADP
cana-2644	5	70	the	the	DET
cana-2644	5	71	context	context	NOUN
cana-2644	5	72	of	of	ADP
cana-2644	5	73	power	power	NOUN
cana-2644	5	74	generation	generation	NOUN
cana-2644	5	75	and	and	CCONJ
cana-2644	5	76	delivery	delivery	NOUN
cana-2644	5	77	.	.	PUNCT
cana-2644	6	1	power	power	NOUN
cana-2644	6	2	scada	scada	PROPN
cana-2644	6	3	systems	systems	PROPN
cana-2644	6	4	make	make	VERB
cana-2644	6	5	it	it	PRON
cana-2644	6	6	easier	easy	ADJ
cana-2644	6	7	to	to	PART
cana-2644	6	8	monitor	monitor	VERB
cana-2644	6	9	electrical	electrical	ADJ
cana-2644	6	10	parameters	parameter	NOUN
cana-2644	6	11	like	like	ADP
cana-2644	6	12	voltage	voltage	NOUN
cana-2644	6	13	,	,	PUNCT
cana-2644	6	14	current	current	ADJ
cana-2644	6	15	,	,	PUNCT
cana-2644	6	16	and	and	CCONJ
cana-2644	6	17	frequency	frequency	NOUN
cana-2644	6	18	in	in	ADP
cana-2644	6	19	real	real	ADJ
cana-2644	6	20	time	time	NOUN
cana-2644	6	21	,	,	PUNCT
cana-2644	6	22	where	where	SCONJ
cana-2644	6	23	the	the	DET
cana-2644	6	24	time	time	NOUN
cana-2644	6	25	series	series	PROPN
cana-2644	6	26	analysis	analysis	NOUN
cana-2644	6	27	allows	allow	VERB
cana-2644	6	28	for	for	ADP
cana-2644	6	29	the	the	DET
cana-2644	6	30	detection	detection	NOUN
cana-2644	6	31	of	of	ADP
cana-2644	6	32	temporal	temporal	ADJ
cana-2644	6	33	patterns	pattern	NOUN
cana-2644	6	34	and	and	CCONJ
cana-2644	6	35	trends	trend	NOUN
cana-2644	6	36	in	in	ADP
cana-2644	6	37	network	network	NOUN
cana-2644	6	38	traffic	traffic	NOUN
cana-2644	6	39	.	.	PUNCT
cana-2644	7	1	ddos	ddo	NOUN
cana-2644	7	2	attacks	attack	NOUN
cana-2644	7	3	often	often	ADV
cana-2644	7	4	exhibit	exhibit	VERB
cana-2644	7	5	distinct	distinct	ADJ
cana-2644	7	6	patterns	pattern	NOUN
cana-2644	7	7	over	over	ADP
cana-2644	7	8	time	time	NOUN
cana-2644	7	9	,	,	PUNCT
cana-2644	7	10	such	such	ADJ
cana-2644	7	11	as	as	ADP
cana-2644	7	12	sudden	sudden	ADJ
cana-2644	7	13	spikes	spike	NOUN
cana-2644	7	14	or	or	CCONJ
cana-2644	7	15	sustained	sustain	VERB
cana-2644	7	16	high	high	ADJ
cana-2644	7	17	-	-	PUNCT
cana-2644	7	18	volume	volume	NOUN
cana-2644	7	19	traffic	traffic	NOUN
cana-2644	7	20	.	.	PUNCT
cana-2644	8	1	by	by	ADP
cana-2644	8	2	analyzing	analyze	VERB
cana-2644	8	3	these	these	DET
cana-2644	8	4	patterns	pattern	NOUN
cana-2644	8	5	,	,	PUNCT
cana-2644	8	6	time	time	NOUN
cana-2644	8	7	series	series	NOUN
cana-2644	8	8	techniques	technique	NOUN
cana-2644	8	9	can	can	AUX
cana-2644	8	10	help	help	VERB
cana-2644	8	11	differentiate	differentiate	VERB
cana-2644	8	12	between	between	ADP
cana-2644	8	13	normal	normal	ADJ
cana-2644	8	14	traffic	traffic	NOUN
cana-2644	8	15	and	and	CCONJ
cana-2644	8	16	anomalous	anomalous	ADJ
cana-2644	8	17	behavior	behavior	NOUN
cana-2644	8	18	indicative	indicative	ADJ
cana-2644	8	19	of	of	ADP
cana-2644	8	20	a	a	DET
cana-2644	8	21	ddos	ddos	NOUN
cana-2644	8	22	attack	attack	NOUN
cana-2644	8	23	in	in	ADP
cana-2644	8	24	smart	smart	ADJ
cana-2644	8	25	grid	grid	NOUN
cana-2644	8	26	and	and	CCONJ
cana-2644	8	27	scada	scada	PROPN
cana-2644	8	28	.	.	PUNCT
cana-2644	9	1	objectives	objective	VERB
cana-2644	9	2	:	:	PUNCT
cana-2644	9	3	the	the	DET
cana-2644	9	4	objective	objective	NOUN
cana-2644	9	5	of	of	ADP
cana-2644	9	6	the	the	DET
cana-2644	9	7	paper	paper	NOUN
cana-2644	9	8	is	be	AUX
cana-2644	9	9	to	to	PART
cana-2644	9	10	develop	develop	VERB
cana-2644	9	11	a	a	DET
cana-2644	9	12	robust	robust	ADJ
cana-2644	9	13	analytical	analytical	ADJ
cana-2644	9	14	framework	framework	NOUN
cana-2644	9	15	that	that	PRON
cana-2644	9	16	utilizes	utilize	VERB
cana-2644	9	17	time	time	NOUN
cana-2644	9	18	series	series	NOUN
cana-2644	9	19	analysis	analysis	NOUN
cana-2644	9	20	to	to	PART
cana-2644	9	21	detect	detect	VERB
cana-2644	9	22	,	,	PUNCT
cana-2644	9	23	analyze	analyze	VERB
cana-2644	9	24	,	,	PUNCT
cana-2644	9	25	and	and	CCONJ
cana-2644	9	26	mitigate	mitigate	VERB
cana-2644	9	27	distributed	distribute	VERB
cana-2644	9	28	denial	denial	NOUN
cana-2644	9	29	of	of	ADP
cana-2644	9	30	service	service	NOUN
cana-2644	9	31	(	(	PUNCT
cana-2644	9	32	ddos	ddo	NOUN
cana-2644	9	33	)	)	PUNCT
cana-2644	9	34	attacks	attack	NOUN
cana-2644	9	35	on	on	ADP
cana-2644	9	36	supervisory	supervisory	ADJ
cana-2644	9	37	control	control	NOUN
cana-2644	9	38	and	and	CCONJ
cana-2644	9	39	data	datum	NOUN
cana-2644	9	40	acquisition	acquisition	NOUN
cana-2644	9	41	(	(	PUNCT
cana-2644	9	42	scada	scada	PROPN
cana-2644	9	43	)	)	PUNCT
cana-2644	9	44	systems	system	NOUN
cana-2644	9	45	.	.	PUNCT
cana-2644	10	1	the	the	DET
cana-2644	10	2	paper	paper	NOUN
cana-2644	10	3	aims	aim	VERB
cana-2644	10	4	to	to	PART
cana-2644	10	5	explore	explore	VERB
cana-2644	10	6	the	the	DET
cana-2644	10	7	temporal	temporal	ADJ
cana-2644	10	8	dynamics	dynamic	NOUN
cana-2644	10	9	of	of	ADP
cana-2644	10	10	network	network	NOUN
cana-2644	10	11	traffic	traffic	NOUN
cana-2644	10	12	data	datum	NOUN
cana-2644	10	13	to	to	PART
cana-2644	10	14	identify	identify	VERB
cana-2644	10	15	unusual	unusual	ADJ
cana-2644	10	16	patterns	pattern	NOUN
cana-2644	10	17	that	that	PRON
cana-2644	10	18	signify	signify	VERB
cana-2644	10	19	ddos	ddos	NOUN
cana-2644	10	20	attacks	attack	NOUN
cana-2644	10	21	,	,	PUNCT
cana-2644	10	22	which	which	PRON
cana-2644	10	23	are	be	AUX
cana-2644	10	24	critical	critical	ADJ
cana-2644	10	25	threats	threat	NOUN
cana-2644	10	26	to	to	ADP
cana-2644	10	27	the	the	DET
cana-2644	10	28	security	security	NOUN
cana-2644	10	29	and	and	CCONJ
cana-2644	10	30	operation	operation	NOUN
cana-2644	10	31	of	of	ADP
cana-2644	10	32	industrial	industrial	ADJ
cana-2644	10	33	control	control	NOUN
cana-2644	10	34	systems	system	NOUN
cana-2644	10	35	.	.	PUNCT
cana-2644	11	1	by	by	ADP
cana-2644	11	2	leveraging	leverage	VERB
cana-2644	11	3	time	time	NOUN
cana-2644	11	4	series	series	NOUN
cana-2644	11	5	modeling	modeling	NOUN
cana-2644	11	6	and	and	CCONJ
cana-2644	11	7	anomaly	anomaly	NOUN
cana-2644	11	8	detection	detection	NOUN
cana-2644	11	9	techniques	technique	NOUN
cana-2644	11	10	,	,	PUNCT
cana-2644	11	11	the	the	DET
cana-2644	11	12	study	study	NOUN
cana-2644	11	13	seeks	seek	VERB
cana-2644	11	14	to	to	PART
cana-2644	11	15	enhance	enhance	VERB
cana-2644	11	16	the	the	DET
cana-2644	11	17	resilience	resilience	NOUN
cana-2644	11	18	of	of	ADP
cana-2644	11	19	scada	scada	PROPN
cana-2644	11	20	systems	system	NOUN
cana-2644	11	21	against	against	ADP
cana-2644	11	22	such	such	ADJ
cana-2644	11	23	cyber	cyber	NOUN
cana-2644	11	24	threats	threat	NOUN
cana-2644	11	25	,	,	PUNCT
cana-2644	11	26	ensuring	ensure	VERB
cana-2644	11	27	the	the	DET
cana-2644	11	28	continuous	continuous	ADJ
cana-2644	11	29	,	,	PUNCT
cana-2644	11	30	reliable	reliable	ADJ
cana-2644	11	31	,	,	PUNCT
cana-2644	11	32	and	and	CCONJ
cana-2644	11	33	secure	secure	ADJ
cana-2644	11	34	operation	operation	NOUN
cana-2644	11	35	of	of	ADP
cana-2644	11	36	critical	critical	ADJ
cana-2644	11	37	infrastructure	infrastructure	NOUN
cana-2644	11	38	.	.	PUNCT
cana-2644	12	1	additionally	additionally	ADV
cana-2644	12	2	,	,	PUNCT
cana-2644	12	3	the	the	DET
cana-2644	12	4	paper	paper	NOUN
cana-2644	12	5	intends	intend	VERB
cana-2644	12	6	to	to	PART
cana-2644	12	7	contribute	contribute	VERB
cana-2644	12	8	to	to	ADP
cana-2644	12	9	the	the	DET
cana-2644	12	10	existing	exist	VERB
cana-2644	12	11	literature	literature	NOUN
cana-2644	12	12	by	by	ADP
cana-2644	12	13	providing	provide	VERB
cana-2644	12	14	insights	insight	NOUN
cana-2644	12	15	into	into	ADP
cana-2644	12	16	the	the	DET
cana-2644	12	17	effectiveness	effectiveness	NOUN
cana-2644	12	18	of	of	ADP
cana-2644	12	19	various	various	ADJ
cana-2644	12	20	time	time	NOUN
cana-2644	12	21	series	series	PROPN
cana-2644	12	22	methodologies	methodology	NOUN
cana-2644	12	23	in	in	ADP
cana-2644	12	24	the	the	DET
cana-2644	12	25	context	context	NOUN
cana-2644	12	26	of	of	ADP
cana-2644	12	27	real	real	ADJ
cana-2644	12	28	-	-	PUNCT
cana-2644	12	29	time	time	NOUN
cana-2644	12	30	security	security	NOUN
cana-2644	12	31	applications	application	NOUN
cana-2644	12	32	and	and	CCONJ
cana-2644	12	33	proposing	propose	VERB
cana-2644	12	34	practical	practical	ADJ
cana-2644	12	35	solutions	solution	NOUN
cana-2644	12	36	that	that	PRON
cana-2644	12	37	can	can	AUX
cana-2644	12	38	be	be	AUX
cana-2644	12	39	implemented	implement	VERB
cana-2644	12	40	in	in	ADP
cana-2644	12	41	scada	scada	PROPN
cana-2644	12	42	networks	network	NOUN
cana-2644	12	43	to	to	PART
cana-2644	12	44	prevent	prevent	VERB
cana-2644	12	45	future	future	ADJ
cana-2644	12	46	attacks	attack	NOUN
cana-2644	12	47	.	.	PUNCT
cana-2644	13	1	methods	method	NOUN
cana-2644	13	2	:	:	PUNCT
cana-2644	13	3	in	in	ADP
cana-2644	13	4	this	this	DET
cana-2644	13	5	paper	paper	NOUN
cana-2644	13	6	,	,	PUNCT
cana-2644	13	7	the	the	DET
cana-2644	13	8	methodology	methodology	NOUN
cana-2644	13	9	employed	employ	VERB
cana-2644	13	10	revolves	revolve	NOUN
cana-2644	13	11	around	around	ADP
cana-2644	13	12	the	the	DET
cana-2644	13	13	application	application	NOUN
cana-2644	13	14	of	of	ADP
cana-2644	13	15	time	time	NOUN
cana-2644	13	16	series	series	NOUN
cana-2644	13	17	analysis	analysis	NOUN
cana-2644	13	18	to	to	ADP
cana-2644	13	19	network	network	NOUN
cana-2644	13	20	traffic	traffic	NOUN
cana-2644	13	21	data	datum	NOUN
cana-2644	13	22	collected	collect	VERB
cana-2644	13	23	from	from	ADP
cana-2644	13	24	scada	scada	PROPN
cana-2644	13	25	systems	systems	PROPN
cana-2644	13	26	.	.	PUNCT
cana-2644	14	1	the	the	DET
cana-2644	14	2	approach	approach	NOUN
cana-2644	14	3	begins	begin	VERB
cana-2644	14	4	with	with	ADP
cana-2644	14	5	the	the	DET
cana-2644	14	6	collection	collection	NOUN
cana-2644	14	7	and	and	CCONJ
cana-2644	14	8	preprocessing	preprocessing	NOUN
cana-2644	14	9	of	of	ADP
cana-2644	14	10	data	datum	NOUN
cana-2644	14	11	to	to	PART
cana-2644	14	12	ensure	ensure	VERB
cana-2644	14	13	it	it	PRON
cana-2644	14	14	is	be	AUX
cana-2644	14	15	suitable	suitable	ADJ
cana-2644	14	16	for	for	ADP
cana-2644	14	17	analysis	analysis	NOUN
cana-2644	14	18	.	.	PUNCT
cana-2644	15	1	this	this	PRON
cana-2644	15	2	involves	involve	VERB
cana-2644	15	3	cleaning	clean	VERB
cana-2644	15	4	the	the	DET
cana-2644	15	5	data	datum	NOUN
cana-2644	15	6	,	,	PUNCT
cana-2644	15	7	normalizing	normalize	VERB
cana-2644	15	8	it	it	PRON
cana-2644	15	9	,	,	PUNCT
cana-2644	15	10	and	and	CCONJ
cana-2644	15	11	segmenting	segment	VERB
cana-2644	15	12	it	it	PRON
cana-2644	15	13	into	into	ADP
cana-2644	15	14	manageable	manageable	ADJ
cana-2644	15	15	time	time	NOUN
cana-2644	15	16	intervals	interval	NOUN
cana-2644	15	17	.	.	PUNCT
cana-2644	16	1	next	next	ADJ
cana-2644	16	2	,	,	PUNCT
cana-2644	16	3	communications	communication	NOUN
cana-2644	16	4	on	on	ADP
cana-2644	16	5	applied	apply	VERB
cana-2644	16	6	nonlinear	nonlinear	ADJ
cana-2644	16	7	analysis	analysis	NOUN
cana-2644	16	8	issn	issn	NOUN
cana-2644	16	9	:	:	PUNCT
cana-2644	16	10	1074	1074	NUM
cana-2644	16	11	-	-	PUNCT
cana-2644	16	12	133x	133x	NUM
cana-2644	16	13	vol	vol	NOUN
cana-2644	16	14	32	32	NUM
cana-2644	16	15	no	no	NOUN
cana-2644	16	16	.	.	PUNCT
cana-2644	17	1	3s	3s	NUM
cana-2644	17	2	(	(	PUNCT
cana-2644	17	3	2025	2025	NUM
cana-2644	17	4	)	)	PUNCT
cana-2644	17	5	296	296	NUM
cana-2644	17	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2644	17	7	various	various	ADJ
cana-2644	17	8	time	time	NOUN
cana-2644	17	9	series	series	PROPN
cana-2644	17	10	forecasting	forecasting	NOUN
cana-2644	17	11	models	model	NOUN
cana-2644	17	12	,	,	PUNCT
cana-2644	17	13	such	such	ADJ
cana-2644	17	14	as	as	ADP
cana-2644	17	15	arima	arima	NOUN
cana-2644	17	16	and	and	CCONJ
cana-2644	17	17	machine	machine	NOUN
cana-2644	17	18	learning	learn	VERB
cana-2644	17	19	algorithms	algorithm	NOUN
cana-2644	17	20	like	like	ADP
cana-2644	17	21	lstm	lstm	NOUN
cana-2644	17	22	(	(	PUNCT
cana-2644	17	23	long	long	ADJ
cana-2644	17	24	short	short	ADJ
cana-2644	17	25	-	-	PUNCT
cana-2644	17	26	term	term	NOUN
cana-2644	17	27	memory	memory	NOUN
cana-2644	17	28	)	)	PUNCT
cana-2644	17	29	networks	network	NOUN
cana-2644	17	30	,	,	PUNCT
cana-2644	17	31	are	be	AUX
cana-2644	17	32	applied	apply	VERB
cana-2644	17	33	to	to	PART
cana-2644	17	34	establish	establish	VERB
cana-2644	17	35	baseline	baseline	ADJ
cana-2644	17	36	patterns	pattern	NOUN
cana-2644	17	37	of	of	ADP
cana-2644	17	38	normal	normal	ADJ
cana-2644	17	39	traffic	traffic	NOUN
cana-2644	17	40	behavior	behavior	NOUN
cana-2644	17	41	.	.	PUNCT
cana-2644	18	1	anomaly	anomaly	PROPN
cana-2644	18	2	detection	detection	NOUN
cana-2644	18	3	techniques	technique	NOUN
cana-2644	18	4	are	be	AUX
cana-2644	18	5	then	then	ADV
cana-2644	18	6	used	use	VERB
cana-2644	18	7	to	to	PART
cana-2644	18	8	identify	identify	VERB
cana-2644	18	9	deviations	deviation	NOUN
cana-2644	18	10	from	from	ADP
cana-2644	18	11	these	these	DET
cana-2644	18	12	baselines	baseline	NOUN
cana-2644	18	13	,	,	PUNCT
cana-2644	18	14	which	which	PRON
cana-2644	18	15	could	could	AUX
cana-2644	18	16	indicate	indicate	VERB
cana-2644	18	17	potential	potential	ADJ
cana-2644	18	18	ddos	ddo	NOUN
cana-2644	18	19	attacks	attack	NOUN
cana-2644	18	20	.	.	PUNCT
cana-2644	19	1	the	the	DET
cana-2644	19	2	effectiveness	effectiveness	NOUN
cana-2644	19	3	of	of	ADP
cana-2644	19	4	these	these	DET
cana-2644	19	5	detection	detection	NOUN
cana-2644	19	6	methods	method	NOUN
cana-2644	19	7	is	be	AUX
cana-2644	19	8	evaluated	evaluate	VERB
cana-2644	19	9	through	through	ADP
cana-2644	19	10	metrics	metric	NOUN
cana-2644	19	11	such	such	ADJ
cana-2644	19	12	as	as	ADP
cana-2644	19	13	detection	detection	NOUN
cana-2644	19	14	rate	rate	NOUN
cana-2644	19	15	,	,	PUNCT
cana-2644	19	16	false	false	ADJ
cana-2644	19	17	positive	positive	ADJ
cana-2644	19	18	rate	rate	NOUN
cana-2644	19	19	,	,	PUNCT
cana-2644	19	20	and	and	CCONJ
cana-2644	19	21	response	response	NOUN
cana-2644	19	22	time	time	NOUN
cana-2644	19	23	.	.	PUNCT
cana-2644	20	1	this	this	DET
cana-2644	20	2	comprehensive	comprehensive	ADJ
cana-2644	20	3	analysis	analysis	NOUN
cana-2644	20	4	allows	allow	VERB
cana-2644	20	5	for	for	ADP
cana-2644	20	6	the	the	DET
cana-2644	20	7	development	development	NOUN
cana-2644	20	8	of	of	ADP
cana-2644	20	9	predictive	predictive	ADJ
cana-2644	20	10	models	model	NOUN
cana-2644	20	11	that	that	PRON
cana-2644	20	12	can	can	AUX
cana-2644	20	13	proactively	proactively	ADV
cana-2644	20	14	alert	alert	VERB
cana-2644	20	15	to	to	ADP
cana-2644	20	16	potential	potential	ADJ
cana-2644	20	17	security	security	NOUN
cana-2644	20	18	breaches	breach	NOUN
cana-2644	20	19	,	,	PUNCT
cana-2644	20	20	providing	provide	VERB
cana-2644	20	21	a	a	DET
cana-2644	20	22	critical	critical	ADJ
cana-2644	20	23	tool	tool	NOUN
cana-2644	20	24	in	in	ADP
cana-2644	20	25	the	the	DET
cana-2644	20	26	cybersecurity	cybersecurity	NOUN
cana-2644	20	27	defenses	defense	NOUN
cana-2644	20	28	of	of	ADP
cana-2644	20	29	scada	scada	PROPN
cana-2644	20	30	systems	systems	PROPN
cana-2644	20	31	.	.	PUNCT
cana-2644	21	1	results	result	NOUN
cana-2644	21	2	:	:	PUNCT
cana-2644	21	3	the	the	DET
cana-2644	21	4	results	result	NOUN
cana-2644	21	5	of	of	ADP
cana-2644	21	6	the	the	DET
cana-2644	21	7	article	article	NOUN
cana-2644	21	8	demonstrate	demonstrate	VERB
cana-2644	21	9	the	the	DET
cana-2644	21	10	efficacy	efficacy	NOUN
cana-2644	21	11	of	of	ADP
cana-2644	21	12	time	time	NOUN
cana-2644	21	13	series	series	PROPN
cana-2644	21	14	analysis	analysis	NOUN
cana-2644	21	15	in	in	ADP
cana-2644	21	16	detecting	detect	VERB
cana-2644	21	17	ddos	ddos	NOUN
cana-2644	21	18	attacks	attack	NOUN
cana-2644	21	19	on	on	ADP
cana-2644	21	20	scada	scada	PROPN
cana-2644	21	21	systems	system	NOUN
cana-2644	21	22	with	with	ADP
cana-2644	21	23	high	high	ADJ
cana-2644	21	24	accuracy	accuracy	NOUN
cana-2644	21	25	.	.	PUNCT
cana-2644	22	1	the	the	DET
cana-2644	22	2	study	study	NOUN
cana-2644	22	3	reveals	reveal	VERB
cana-2644	22	4	that	that	SCONJ
cana-2644	22	5	the	the	DET
cana-2644	22	6	employed	employ	VERB
cana-2644	22	7	time	time	NOUN
cana-2644	22	8	series	series	PROPN
cana-2644	22	9	models	model	NOUN
cana-2644	22	10	,	,	PUNCT
cana-2644	22	11	particularly	particularly	ADV
cana-2644	22	12	arima	arima	PROPN
cana-2644	22	13	and	and	CCONJ
cana-2644	22	14	lstm	lstm	PROPN
cana-2644	22	15	,	,	PUNCT
cana-2644	22	16	were	be	AUX
cana-2644	22	17	successful	successful	ADJ
cana-2644	22	18	in	in	ADP
cana-2644	22	19	establishing	establish	VERB
cana-2644	22	20	normal	normal	ADJ
cana-2644	22	21	traffic	traffic	NOUN
cana-2644	22	22	patterns	pattern	NOUN
cana-2644	22	23	and	and	CCONJ
cana-2644	22	24	identifying	identify	VERB
cana-2644	22	25	anomalies	anomaly	NOUN
cana-2644	22	26	indicative	indicative	ADJ
cana-2644	22	27	of	of	ADP
cana-2644	22	28	ddos	ddos	NOUN
cana-2644	22	29	attacks	attack	NOUN
cana-2644	22	30	.	.	PUNCT
cana-2644	23	1	the	the	DET
cana-2644	23	2	anomaly	anomaly	NOUN
cana-2644	23	3	detection	detection	NOUN
cana-2644	23	4	techniques	technique	NOUN
cana-2644	23	5	applied	apply	VERB
cana-2644	23	6	in	in	ADP
cana-2644	23	7	the	the	DET
cana-2644	23	8	study	study	NOUN
cana-2644	23	9	showed	show	VERB
cana-2644	23	10	a	a	DET
cana-2644	23	11	high	high	ADJ
cana-2644	23	12	detection	detection	NOUN
cana-2644	23	13	rate	rate	NOUN
cana-2644	23	14	and	and	CCONJ
cana-2644	23	15	a	a	DET
cana-2644	23	16	low	low	ADJ
cana-2644	23	17	false	false	ADJ
cana-2644	23	18	positive	positive	ADJ
cana-2644	23	19	rate	rate	NOUN
cana-2644	23	20	,	,	PUNCT
cana-2644	23	21	thereby	thereby	ADV
cana-2644	23	22	confirming	confirm	VERB
cana-2644	23	23	their	their	PRON
cana-2644	23	24	suitability	suitability	NOUN
cana-2644	23	25	for	for	ADP
cana-2644	23	26	real	real	ADJ
cana-2644	23	27	-	-	PUNCT
cana-2644	23	28	time	time	NOUN
cana-2644	23	29	security	security	NOUN
cana-2644	23	30	monitoring	monitoring	NOUN
cana-2644	23	31	in	in	ADP
cana-2644	23	32	critical	critical	ADJ
cana-2644	23	33	infrastructure	infrastructure	NOUN
cana-2644	23	34	settings	setting	NOUN
cana-2644	23	35	.	.	PUNCT
cana-2644	24	1	furthermore	furthermore	ADV
cana-2644	24	2	,	,	PUNCT
cana-2644	24	3	the	the	DET
cana-2644	24	4	response	response	NOUN
cana-2644	24	5	time	time	NOUN
cana-2644	24	6	of	of	ADP
cana-2644	24	7	the	the	DET
cana-2644	24	8	system	system	NOUN
cana-2644	24	9	to	to	PART
cana-2644	24	10	detected	detect	VERB
cana-2644	24	11	threats	threat	NOUN
cana-2644	24	12	was	be	AUX
cana-2644	24	13	found	find	VERB
cana-2644	24	14	to	to	PART
cana-2644	24	15	be	be	AUX
cana-2644	24	16	minimal	minimal	ADJ
cana-2644	24	17	,	,	PUNCT
cana-2644	24	18	facilitating	facilitate	VERB
cana-2644	24	19	timely	timely	ADJ
cana-2644	24	20	interventions	intervention	NOUN
cana-2644	24	21	.	.	PUNCT
cana-2644	25	1	these	these	DET
cana-2644	25	2	results	result	NOUN
cana-2644	25	3	highlight	highlight	VERB
cana-2644	25	4	the	the	DET
cana-2644	25	5	potential	potential	NOUN
cana-2644	25	6	of	of	ADP
cana-2644	25	7	time	time	NOUN
cana-2644	25	8	series	series	NOUN
cana-2644	25	9	analysis	analysis	NOUN
cana-2644	25	10	as	as	ADP
cana-2644	25	11	a	a	DET
cana-2644	25	12	powerful	powerful	ADJ
cana-2644	25	13	tool	tool	NOUN
cana-2644	25	14	in	in	ADP
cana-2644	25	15	enhancing	enhance	VERB
cana-2644	25	16	the	the	DET
cana-2644	25	17	cybersecurity	cybersecurity	NOUN
cana-2644	25	18	posture	posture	NOUN
cana-2644	25	19	of	of	ADP
cana-2644	25	20	scada	scada	PROPN
cana-2644	25	21	systems	system	NOUN
cana-2644	25	22	against	against	ADP
cana-2644	25	23	increasingly	increasingly	ADV
cana-2644	25	24	sophisticated	sophisticated	ADJ
cana-2644	25	25	cyber	cyber	NOUN
cana-2644	25	26	threats	threat	NOUN
cana-2644	25	27	.	.	PUNCT
cana-2644	26	1	conclusions	conclusion	NOUN
cana-2644	26	2	:	:	PUNCT
cana-2644	26	3	the	the	DET
cana-2644	26	4	article	article	NOUN
cana-2644	26	5	provides	provide	VERB
cana-2644	26	6	compelling	compelling	ADJ
cana-2644	26	7	evidence	evidence	NOUN
cana-2644	26	8	that	that	SCONJ
cana-2644	26	9	time	time	NOUN
cana-2644	26	10	series	series	PROPN
cana-2644	26	11	analysis	analysis	NOUN
cana-2644	26	12	is	be	AUX
cana-2644	26	13	an	an	DET
cana-2644	26	14	effective	effective	ADJ
cana-2644	26	15	tool	tool	NOUN
cana-2644	26	16	for	for	ADP
cana-2644	26	17	enhancing	enhance	VERB
cana-2644	26	18	the	the	DET
cana-2644	26	19	cybersecurity	cybersecurity	NOUN
cana-2644	26	20	of	of	ADP
cana-2644	26	21	scada	scada	PROPN
cana-2644	26	22	systems	systems	PROPN
cana-2644	26	23	.	.	PUNCT
cana-2644	27	1	the	the	DET
cana-2644	27	2	conclusions	conclusion	NOUN
cana-2644	27	3	drawn	draw	VERB
cana-2644	27	4	from	from	ADP
cana-2644	27	5	the	the	DET
cana-2644	27	6	study	study	NOUN
cana-2644	27	7	emphasize	emphasize	VERB
cana-2644	27	8	the	the	DET
cana-2644	27	9	robustness	robustness	NOUN
cana-2644	27	10	of	of	ADP
cana-2644	27	11	arima	arima	PROPN
cana-2644	27	12	and	and	CCONJ
cana-2644	27	13	lstm	lstm	NOUN
cana-2644	27	14	models	model	NOUN
cana-2644	27	15	in	in	ADP
cana-2644	27	16	establishing	establish	VERB
cana-2644	27	17	baseline	baseline	NOUN
cana-2644	27	18	traffic	traffic	NOUN
cana-2644	27	19	patterns	pattern	NOUN
cana-2644	27	20	and	and	CCONJ
cana-2644	27	21	detecting	detect	VERB
cana-2644	27	22	deviations	deviation	NOUN
cana-2644	27	23	that	that	PRON
cana-2644	27	24	signify	signify	VERB
cana-2644	27	25	ddos	ddos	NOUN
cana-2644	27	26	attacks	attack	NOUN
cana-2644	27	27	.	.	PUNCT
cana-2644	28	1	the	the	DET
cana-2644	28	2	models	model	NOUN
cana-2644	28	3	demonstrated	demonstrate	VERB
cana-2644	28	4	high	high	ADJ
cana-2644	28	5	accuracy	accuracy	NOUN
cana-2644	28	6	and	and	CCONJ
cana-2644	28	7	low	low	ADJ
cana-2644	28	8	false	false	ADJ
cana-2644	28	9	positive	positive	ADJ
cana-2644	28	10	rates	rate	NOUN
cana-2644	28	11	,	,	PUNCT
cana-2644	28	12	proving	prove	VERB
cana-2644	28	13	them	they	PRON
cana-2644	28	14	to	to	PART
cana-2644	28	15	be	be	AUX
cana-2644	28	16	practical	practical	ADJ
cana-2644	28	17	for	for	ADP
cana-2644	28	18	real	real	ADJ
cana-2644	28	19	-	-	PUNCT
cana-2644	28	20	time	time	NOUN
cana-2644	28	21	monitoring	monitoring	NOUN
cana-2644	28	22	and	and	CCONJ
cana-2644	28	23	response	response	NOUN
cana-2644	28	24	.	.	PUNCT
cana-2644	29	1	furthermore	furthermore	ADV
cana-2644	29	2	,	,	PUNCT
cana-2644	29	3	the	the	DET
cana-2644	29	4	rapid	rapid	ADJ
cana-2644	29	5	detection	detection	NOUN
cana-2644	29	6	and	and	CCONJ
cana-2644	29	7	response	response	NOUN
cana-2644	29	8	capabilities	capability	NOUN
cana-2644	29	9	highlighted	highlight	VERB
cana-2644	29	10	in	in	ADP
cana-2644	29	11	the	the	DET
cana-2644	29	12	results	result	NOUN
cana-2644	29	13	underscore	underscore	VERB
cana-2644	29	14	the	the	DET
cana-2644	29	15	potential	potential	NOUN
cana-2644	29	16	for	for	SCONJ
cana-2644	29	17	these	these	DET
cana-2644	29	18	methods	method	NOUN
cana-2644	29	19	to	to	PART
cana-2644	29	20	minimize	minimize	VERB
cana-2644	29	21	downtime	downtime	NOUN
cana-2644	29	22	and	and	CCONJ
cana-2644	29	23	mitigate	mitigate	VERB
cana-2644	29	24	damage	damage	NOUN
cana-2644	29	25	in	in	ADP
cana-2644	29	26	critical	critical	ADJ
cana-2644	29	27	infrastructure	infrastructure	NOUN
cana-2644	29	28	environments	environment	NOUN
cana-2644	29	29	.	.	PUNCT
cana-2644	30	1	this	this	DET
cana-2644	30	2	study	study	NOUN
cana-2644	30	3	not	not	PART
cana-2644	30	4	only	only	ADV
cana-2644	30	5	underscores	underscore	VERB
cana-2644	30	6	the	the	DET
cana-2644	30	7	applicability	applicability	NOUN
cana-2644	30	8	of	of	ADP
cana-2644	30	9	time	time	NOUN
cana-2644	30	10	series	series	NOUN
cana-2644	30	11	analysis	analysis	NOUN
cana-2644	30	12	in	in	ADP
cana-2644	30	13	the	the	DET
cana-2644	30	14	realm	realm	NOUN
cana-2644	30	15	of	of	ADP
cana-2644	30	16	cybersecurity	cybersecurity	NOUN
cana-2644	30	17	but	but	CCONJ
cana-2644	30	18	also	also	ADV
cana-2644	30	19	paves	pave	VERB
cana-2644	30	20	the	the	DET
cana-2644	30	21	way	way	NOUN
cana-2644	30	22	for	for	ADP
cana-2644	30	23	further	further	ADJ
cana-2644	30	24	research	research	NOUN
cana-2644	30	25	to	to	PART
cana-2644	30	26	refine	refine	VERB
cana-2644	30	27	these	these	DET
cana-2644	30	28	techniques	technique	NOUN
cana-2644	30	29	and	and	CCONJ
cana-2644	30	30	expand	expand	VERB
cana-2644	30	31	their	their	PRON
cana-2644	30	32	implementation	implementation	NOUN
cana-2644	30	33	across	across	ADP
cana-2644	30	34	various	various	ADJ
cana-2644	30	35	sectors	sector	NOUN
cana-2644	30	36	reliant	reliant	ADJ
cana-2644	30	37	on	on	ADP
cana-2644	30	38	scada	scada	PROPN
cana-2644	30	39	systems	systems	PROPN
cana-2644	30	40	..	..	PUNCT
cana-2644	31	1	keywords	keyword	NOUN
cana-2644	31	2	:	:	PUNCT
cana-2644	31	3	scada	scada	PROPN
cana-2644	31	4	,	,	PUNCT
cana-2644	31	5	time	time	NOUN
cana-2644	31	6	series	series	PROPN
cana-2644	31	7	,	,	PUNCT
cana-2644	31	8	ami	ami	NOUN
cana-2644	31	9	,	,	PUNCT
cana-2644	31	10	smart	smart	ADJ
cana-2644	31	11	grid	grid	NOUN
cana-2644	31	12	,	,	PUNCT
cana-2644	31	13	communication	communication	NOUN
cana-2644	31	14	,	,	PUNCT
cana-2644	31	15	application	application	NOUN
cana-2644	31	16	,	,	PUNCT
cana-2644	31	17	1	1	NUM
cana-2644	31	18	.	.	X
cana-2644	31	19	introduction	introduction	NOUN
cana-2644	31	20	scada	scada	PROPN
cana-2644	31	21	(	(	PUNCT
cana-2644	31	22	supervisory	supervisory	ADJ
cana-2644	31	23	control	control	NOUN
cana-2644	31	24	and	and	CCONJ
cana-2644	31	25	data	datum	NOUN
cana-2644	31	26	acquisition	acquisition	NOUN
cana-2644	31	27	)	)	PUNCT
cana-2644	31	28	systems	system	NOUN
cana-2644	31	29	are	be	AUX
cana-2644	31	30	vital	vital	ADJ
cana-2644	31	31	for	for	ADP
cana-2644	31	32	the	the	DET
cana-2644	31	33	management	management	NOUN
cana-2644	31	34	of	of	ADP
cana-2644	31	35	critical	critical	ADJ
cana-2644	31	36	infrastructure	infrastructure	NOUN
cana-2644	31	37	and	and	CCONJ
cana-2644	31	38	industrial	industrial	ADJ
cana-2644	31	39	processes	process	NOUN
cana-2644	31	40	.	.	PUNCT
cana-2644	32	1	however	however	ADV
cana-2644	32	2	,	,	PUNCT
cana-2644	32	3	because	because	SCONJ
cana-2644	32	4	of	of	ADP
cana-2644	32	5	their	their	PRON
cana-2644	32	6	growing	grow	VERB
cana-2644	32	7	connectedness	connectedness	NOUN
cana-2644	32	8	and	and	CCONJ
cana-2644	32	9	integration	integration	NOUN
cana-2644	32	10	with	with	ADP
cana-2644	32	11	it	it	PRON
cana-2644	32	12	networks	network	VERB
cana-2644	32	13	,	,	PUNCT
cana-2644	32	14	they	they	PRON
cana-2644	32	15	are	be	AUX
cana-2644	32	16	vulnerable	vulnerable	ADJ
cana-2644	32	17	to	to	ADP
cana-2644	32	18	many	many	ADJ
cana-2644	32	19	kinds	kind	NOUN
cana-2644	32	20	of	of	ADP
cana-2644	32	21	cyberattacks	cyberattack	NOUN
cana-2644	32	22	[	[	X
cana-2644	32	23	1]-[5	1]-[5	X
cana-2644	32	24	]	]	X
cana-2644	32	25	.	.	PUNCT
cana-2644	33	1	supervisory	supervisory	ADJ
cana-2644	33	2	control	control	NOUN
cana-2644	33	3	and	and	CCONJ
cana-2644	33	4	data	datum	NOUN
cana-2644	33	5	acquisition	acquisition	NOUN
cana-2644	33	6	(	(	PUNCT
cana-2644	33	7	scada	scada	PROPN
cana-2644	33	8	)	)	PUNCT
cana-2644	33	9	systems	system	NOUN
cana-2644	33	10	are	be	AUX
cana-2644	33	11	fundamental	fundamental	ADJ
cana-2644	33	12	to	to	ADP
cana-2644	33	13	the	the	DET
cana-2644	33	14	operation	operation	NOUN
cana-2644	33	15	and	and	CCONJ
cana-2644	33	16	monitoring	monitoring	NOUN
cana-2644	33	17	of	of	ADP
cana-2644	33	18	industrial	industrial	ADJ
cana-2644	33	19	and	and	CCONJ
cana-2644	33	20	infrastructure	infrastructure	NOUN
cana-2644	33	21	sectors	sector	NOUN
cana-2644	33	22	,	,	PUNCT
cana-2644	33	23	including	include	VERB
cana-2644	33	24	power	power	NOUN
cana-2644	33	25	generation	generation	NOUN
cana-2644	33	26	,	,	PUNCT
cana-2644	33	27	water	water	NOUN
cana-2644	33	28	treatment	treatment	NOUN
cana-2644	33	29	,	,	PUNCT
cana-2644	33	30	and	and	CCONJ
cana-2644	33	31	the	the	DET
cana-2644	33	32	communication	communication	NOUN
cana-2644	33	33	sector	sector	NOUN
cana-2644	33	34	.	.	PUNCT
cana-2644	34	1	as	as	SCONJ
cana-2644	34	2	these	these	DET
cana-2644	34	3	systems	system	NOUN
cana-2644	34	4	become	become	AUX
cana-2644	34	5	increasingly	increasingly	ADV
cana-2644	34	6	integrated	integrate	VERB
cana-2644	34	7	with	with	ADP
cana-2644	34	8	network	network	NOUN
cana-2644	34	9	technologies	technology	NOUN
cana-2644	34	10	,	,	PUNCT
cana-2644	34	11	their	their	PRON
cana-2644	34	12	vulnerability	vulnerability	NOUN
cana-2644	34	13	to	to	PART
cana-2644	34	14	cyber	cyber	VERB
cana-2644	34	15	threats	threat	NOUN
cana-2644	34	16	such	such	ADJ
cana-2644	34	17	as	as	ADP
cana-2644	34	18	distributed	distribute	VERB
cana-2644	34	19	denial	denial	NOUN
cana-2644	34	20	of	of	ADP
cana-2644	34	21	service	service	NOUN
cana-2644	34	22	(	(	PUNCT
cana-2644	34	23	ddos	ddo	NOUN
cana-2644	34	24	)	)	PUNCT
cana-2644	34	25	attacks	attack	NOUN
cana-2644	34	26	has	have	AUX
cana-2644	34	27	significantly	significantly	ADV
cana-2644	34	28	escalated	escalate	VERB
cana-2644	34	29	.	.	PUNCT
cana-2644	35	1	such	such	ADJ
cana-2644	35	2	attacks	attack	NOUN
cana-2644	35	3	not	not	PART
cana-2644	35	4	only	only	ADV
cana-2644	35	5	threaten	threaten	VERB
cana-2644	35	6	the	the	DET
cana-2644	35	7	stability	stability	NOUN
cana-2644	35	8	and	and	CCONJ
cana-2644	35	9	efficiency	efficiency	NOUN
cana-2644	35	10	of	of	ADP
cana-2644	35	11	these	these	DET
cana-2644	35	12	critical	critical	ADJ
cana-2644	35	13	systems	system	NOUN
cana-2644	35	14	but	but	CCONJ
cana-2644	35	15	also	also	ADV
cana-2644	35	16	pose	pose	VERB
cana-2644	35	17	a	a	DET
cana-2644	35	18	risk	risk	NOUN
cana-2644	35	19	to	to	ADP
cana-2644	35	20	national	national	ADJ
cana-2644	35	21	security	security	NOUN
cana-2644	35	22	and	and	CCONJ
cana-2644	35	23	public	public	ADJ
cana-2644	35	24	safety	safety	NOUN
cana-2644	35	25	.	.	PUNCT
cana-2644	36	1	given	give	VERB
cana-2644	36	2	this	this	DET
cana-2644	36	3	backdrop	backdrop	NOUN
cana-2644	36	4	,	,	PUNCT
cana-2644	36	5	there	there	PRON
cana-2644	36	6	is	be	VERB
cana-2644	36	7	a	a	DET
cana-2644	36	8	pressing	press	VERB
cana-2644	36	9	need	need	NOUN
cana-2644	36	10	to	to	PART
cana-2644	36	11	develop	develop	VERB
cana-2644	36	12	robust	robust	ADJ
cana-2644	36	13	security	security	NOUN
cana-2644	36	14	measures	measure	NOUN
cana-2644	36	15	that	that	PRON
cana-2644	36	16	can	can	AUX
cana-2644	36	17	detect	detect	VERB
cana-2644	36	18	and	and	CCONJ
cana-2644	36	19	mitigate	mitigate	VERB
cana-2644	36	20	these	these	DET
cana-2644	36	21	threats	threat	NOUN
cana-2644	36	22	swiftly	swiftly	ADV
cana-2644	36	23	and	and	CCONJ
cana-2644	36	24	effectively	effectively	ADV
cana-2644	36	25	.	.	PUNCT
cana-2644	37	1	this	this	DET
cana-2644	37	2	paper	paper	NOUN
cana-2644	37	3	focuses	focus	VERB
cana-2644	37	4	on	on	ADP
cana-2644	37	5	the	the	DET
cana-2644	37	6	analysis	analysis	NOUN
cana-2644	37	7	of	of	ADP
cana-2644	37	8	ddos	ddos	NOUN
cana-2644	37	9	attacks	attack	NOUN
cana-2644	37	10	using	use	VERB
cana-2644	37	11	time	time	NOUN
cana-2644	37	12	series	series	NOUN
cana-2644	37	13	analysis	analysis	NOUN
cana-2644	37	14	and	and	CCONJ
cana-2644	37	15	explores	explore	VERB
cana-2644	37	16	its	its	PRON
cana-2644	37	17	application	application	NOUN
cana-2644	37	18	in	in	ADP
cana-2644	37	19	the	the	DET
cana-2644	37	20	communication	communication	NOUN
cana-2644	37	21	sector	sector	NOUN
cana-2644	37	22	using	use	VERB
cana-2644	37	23	non	non	ADJ
cana-2644	37	24	-	-	ADJ
cana-2644	37	25	linear	linear	ADJ
cana-2644	37	26	methods	method	NOUN
cana-2644	37	27	[	[	X
cana-2644	37	28	6]-[10	6]-[10	NUM
cana-2644	37	29	]	]	PUNCT
cana-2644	37	30	.	.	PUNCT
cana-2644	38	1	communications	communication	NOUN
cana-2644	38	2	on	on	ADP
cana-2644	38	3	applied	apply	VERB
cana-2644	38	4	nonlinear	nonlinear	ADJ
cana-2644	38	5	analysis	analysis	NOUN
cana-2644	38	6	issn	issn	NOUN
cana-2644	38	7	:	:	PUNCT
cana-2644	38	8	1074	1074	NUM
cana-2644	38	9	-	-	PUNCT
cana-2644	38	10	133x	133x	NUM
cana-2644	38	11	vol	vol	NOUN
cana-2644	38	12	32	32	NUM
cana-2644	38	13	no	no	NOUN
cana-2644	38	14	.	.	PUNCT
cana-2644	39	1	3s	3s	NUM
cana-2644	39	2	(	(	PUNCT
cana-2644	39	3	2025	2025	NUM
cana-2644	39	4	)	)	PUNCT
cana-2644	39	5	297	297	NUM
cana-2644	39	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2644	39	7	ddos	ddos	NOUN
cana-2644	39	8	attacks	attack	NOUN
cana-2644	39	9	are	be	AUX
cana-2644	39	10	orchestrated	orchestrate	VERB
cana-2644	39	11	efforts	effort	NOUN
cana-2644	39	12	to	to	PART
cana-2644	39	13	disrupt	disrupt	VERB
cana-2644	39	14	the	the	DET
cana-2644	39	15	normal	normal	ADJ
cana-2644	39	16	traffic	traffic	NOUN
cana-2644	39	17	of	of	ADP
cana-2644	39	18	a	a	DET
cana-2644	39	19	targeted	target	VERB
cana-2644	39	20	server	server	NOUN
cana-2644	39	21	,	,	PUNCT
cana-2644	39	22	service	service	NOUN
cana-2644	39	23	,	,	PUNCT
cana-2644	39	24	or	or	CCONJ
cana-2644	39	25	network	network	NOUN
cana-2644	39	26	by	by	ADP
cana-2644	39	27	overwhelming	overwhelm	VERB
cana-2644	39	28	the	the	DET
cana-2644	39	29	target	target	NOUN
cana-2644	39	30	or	or	CCONJ
cana-2644	39	31	its	its	PRON
cana-2644	39	32	surrounding	surround	VERB
cana-2644	39	33	infrastructure	infrastructure	NOUN
cana-2644	39	34	with	with	ADP
cana-2644	39	35	a	a	DET
cana-2644	39	36	flood	flood	NOUN
cana-2644	39	37	of	of	ADP
cana-2644	39	38	internet	internet	NOUN
cana-2644	39	39	traffic	traffic	NOUN
cana-2644	39	40	.	.	PUNCT
cana-2644	40	1	scada	scada	PROPN
cana-2644	40	2	systems	systems	PROPN
cana-2644	40	3	,	,	PUNCT
cana-2644	40	4	particularly	particularly	ADV
cana-2644	40	5	those	those	PRON
cana-2644	40	6	used	use	VERB
cana-2644	40	7	in	in	ADP
cana-2644	40	8	the	the	DET
cana-2644	40	9	communication	communication	NOUN
cana-2644	40	10	sector	sector	NOUN
cana-2644	40	11	,	,	PUNCT
cana-2644	40	12	are	be	AUX
cana-2644	40	13	prime	prime	ADJ
cana-2644	40	14	targets	target	NOUN
cana-2644	40	15	due	due	ADP
cana-2644	40	16	to	to	ADP
cana-2644	40	17	their	their	PRON
cana-2644	40	18	critical	critical	ADJ
cana-2644	40	19	role	role	NOUN
cana-2644	40	20	in	in	ADP
cana-2644	40	21	managing	manage	VERB
cana-2644	40	22	communications	communication	NOUN
cana-2644	40	23	infrastructure	infrastructure	NOUN
cana-2644	40	24	.	.	PUNCT
cana-2644	41	1	the	the	DET
cana-2644	41	2	impact	impact	NOUN
cana-2644	41	3	of	of	ADP
cana-2644	41	4	such	such	ADJ
cana-2644	41	5	attacks	attack	NOUN
cana-2644	41	6	on	on	ADP
cana-2644	41	7	scada	scada	PROPN
cana-2644	41	8	systems	system	NOUN
cana-2644	41	9	can	can	AUX
cana-2644	41	10	lead	lead	VERB
cana-2644	41	11	to	to	ADP
cana-2644	41	12	significant	significant	ADJ
cana-2644	41	13	disruptions	disruption	NOUN
cana-2644	41	14	in	in	ADP
cana-2644	41	15	service	service	NOUN
cana-2644	41	16	delivery	delivery	NOUN
cana-2644	41	17	and	and	CCONJ
cana-2644	41	18	can	can	AUX
cana-2644	41	19	expose	expose	VERB
cana-2644	41	20	sensitive	sensitive	ADJ
cana-2644	41	21	data	datum	NOUN
cana-2644	41	22	to	to	ADP
cana-2644	41	23	attackers	attacker	NOUN
cana-2644	41	24	.	.	PUNCT
cana-2644	42	1	consequently	consequently	ADV
cana-2644	42	2	,	,	PUNCT
cana-2644	42	3	the	the	DET
cana-2644	42	4	need	need	NOUN
cana-2644	42	5	for	for	ADP
cana-2644	42	6	advanced	advanced	ADJ
cana-2644	42	7	analytical	analytical	ADJ
cana-2644	42	8	tools	tool	NOUN
cana-2644	42	9	to	to	PART
cana-2644	42	10	understand	understand	VERB
cana-2644	42	11	,	,	PUNCT
cana-2644	42	12	predict	predict	VERB
cana-2644	42	13	,	,	PUNCT
cana-2644	42	14	and	and	CCONJ
cana-2644	42	15	mitigate	mitigate	VERB
cana-2644	42	16	these	these	DET
cana-2644	42	17	attacks	attack	NOUN
cana-2644	42	18	is	be	AUX
cana-2644	42	19	critical	critical	ADJ
cana-2644	42	20	.	.	PUNCT
cana-2644	43	1	time	time	NOUN
cana-2644	43	2	series	series	PROPN
cana-2644	43	3	analysis	analysis	NOUN
cana-2644	43	4	provides	provide	VERB
cana-2644	43	5	a	a	DET
cana-2644	43	6	structured	structured	ADJ
cana-2644	43	7	method	method	NOUN
cana-2644	43	8	to	to	PART
cana-2644	43	9	analyze	analyze	VERB
cana-2644	43	10	data	datum	NOUN
cana-2644	43	11	points	point	NOUN
cana-2644	43	12	collected	collect	VERB
cana-2644	43	13	or	or	CCONJ
cana-2644	43	14	indexed	index	VERB
cana-2644	43	15	in	in	ADP
cana-2644	43	16	time	time	NOUN
cana-2644	43	17	order	order	NOUN
cana-2644	43	18	.	.	PUNCT
cana-2644	44	1	in	in	ADP
cana-2644	44	2	the	the	DET
cana-2644	44	3	context	context	NOUN
cana-2644	44	4	of	of	ADP
cana-2644	44	5	scada	scada	PROPN
cana-2644	44	6	systems	systems	PROPN
cana-2644	44	7	,	,	PUNCT
cana-2644	44	8	time	time	NOUN
cana-2644	44	9	series	series	NOUN
cana-2644	44	10	analysis	analysis	NOUN
cana-2644	44	11	can	can	AUX
cana-2644	44	12	be	be	AUX
cana-2644	44	13	employed	employ	VERB
cana-2644	44	14	to	to	PART
cana-2644	44	15	monitor	monitor	VERB
cana-2644	44	16	network	network	NOUN
cana-2644	44	17	traffic	traffic	NOUN
cana-2644	44	18	continuously	continuously	ADV
cana-2644	44	19	and	and	CCONJ
cana-2644	44	20	to	to	PART
cana-2644	44	21	detect	detect	VERB
cana-2644	44	22	anomalies	anomaly	NOUN
cana-2644	44	23	that	that	PRON
cana-2644	44	24	could	could	AUX
cana-2644	44	25	indicate	indicate	VERB
cana-2644	44	26	a	a	DET
cana-2644	44	27	ddos	ddos	NOUN
cana-2644	44	28	attack	attack	NOUN
cana-2644	44	29	.	.	PUNCT
cana-2644	45	1	by	by	ADP
cana-2644	45	2	applying	apply	VERB
cana-2644	45	3	time	time	NOUN
cana-2644	45	4	series	series	NOUN
cana-2644	45	5	analysis	analysis	NOUN
cana-2644	45	6	,	,	PUNCT
cana-2644	45	7	historical	historical	ADJ
cana-2644	45	8	data	datum	NOUN
cana-2644	45	9	can	can	AUX
cana-2644	45	10	be	be	AUX
cana-2644	45	11	utilized	utilize	VERB
cana-2644	45	12	to	to	PART
cana-2644	45	13	forecast	forecast	VERB
cana-2644	45	14	future	future	ADJ
cana-2644	45	15	data	datum	NOUN
cana-2644	45	16	points	point	NOUN
cana-2644	45	17	,	,	PUNCT
cana-2644	45	18	thereby	thereby	ADV
cana-2644	45	19	identifying	identify	VERB
cana-2644	45	20	patterns	pattern	NOUN
cana-2644	45	21	that	that	PRON
cana-2644	45	22	deviate	deviate	VERB
cana-2644	45	23	from	from	ADP
cana-2644	45	24	the	the	DET
cana-2644	45	25	norm	norm	NOUN
cana-2644	45	26	.	.	PUNCT
cana-2644	46	1	however	however	ADV
cana-2644	46	2	,	,	PUNCT
cana-2644	46	3	due	due	ADP
cana-2644	46	4	to	to	ADP
cana-2644	46	5	the	the	DET
cana-2644	46	6	complex	complex	ADJ
cana-2644	46	7	and	and	CCONJ
cana-2644	46	8	evolving	evolve	VERB
cana-2644	46	9	nature	nature	NOUN
cana-2644	46	10	of	of	ADP
cana-2644	46	11	ddos	ddos	NOUN
cana-2644	46	12	attack	attack	NOUN
cana-2644	46	13	vectors	vector	NOUN
cana-2644	46	14	,	,	PUNCT
cana-2644	46	15	linear	linear	ADJ
cana-2644	46	16	time	time	NOUN
cana-2644	46	17	series	series	NOUN
cana-2644	46	18	models	model	NOUN
cana-2644	46	19	such	such	ADJ
cana-2644	46	20	as	as	ADP
cana-2644	46	21	arima	arima	PROPN
cana-2644	46	22	(	(	PUNCT
cana-2644	46	23	autoregressive	autoregressive	ADJ
cana-2644	46	24	integrated	integrated	ADJ
cana-2644	46	25	moving	move	VERB
cana-2644	46	26	average	average	ADJ
cana-2644	46	27	)	)	PUNCT
cana-2644	46	28	might	might	AUX
cana-2644	46	29	not	not	PART
cana-2644	46	30	always	always	ADV
cana-2644	46	31	capture	capture	VERB
cana-2644	46	32	the	the	DET
cana-2644	46	33	dynamics	dynamic	NOUN
cana-2644	46	34	of	of	ADP
cana-2644	46	35	the	the	DET
cana-2644	46	36	data	datum	NOUN
cana-2644	46	37	effectively	effectively	ADV
cana-2644	46	38	[	[	X
cana-2644	46	39	11]-[15	11]-[15	NOUN
cana-2644	46	40	]	]	PUNCT
cana-2644	46	41	.	.	PUNCT
cana-2644	47	1	this	this	DET
cana-2644	47	2	paper	paper	NOUN
cana-2644	47	3	introduces	introduce	VERB
cana-2644	47	4	non	non	ADJ
cana-2644	47	5	-	-	ADJ
cana-2644	47	6	linear	linear	ADJ
cana-2644	47	7	methods	method	NOUN
cana-2644	47	8	in	in	ADP
cana-2644	47	9	the	the	DET
cana-2644	47	10	analysis	analysis	NOUN
cana-2644	47	11	of	of	ADP
cana-2644	47	12	time	time	NOUN
cana-2644	47	13	series	series	PROPN
cana-2644	47	14	data	data	PROPN
cana-2644	47	15	,	,	PUNCT
cana-2644	47	16	which	which	PRON
cana-2644	47	17	offer	offer	VERB
cana-2644	47	18	enhanced	enhance	VERB
cana-2644	47	19	flexibility	flexibility	NOUN
cana-2644	47	20	by	by	ADP
cana-2644	47	21	accommodating	accommodate	VERB
cana-2644	47	22	irregularities	irregularity	NOUN
cana-2644	47	23	and	and	CCONJ
cana-2644	47	24	abrupt	abrupt	ADJ
cana-2644	47	25	changes	change	NOUN
cana-2644	47	26	in	in	ADP
cana-2644	47	27	data	datum	NOUN
cana-2644	47	28	patterns	pattern	NOUN
cana-2644	47	29	.	.	PUNCT
cana-2644	48	1	non	non	ADJ
cana-2644	48	2	-	-	ADJ
cana-2644	48	3	linear	linear	ADJ
cana-2644	48	4	time	time	NOUN
cana-2644	48	5	series	series	NOUN
cana-2644	48	6	analysis	analysis	NOUN
cana-2644	48	7	methods	method	NOUN
cana-2644	48	8	,	,	PUNCT
cana-2644	48	9	such	such	ADJ
cana-2644	48	10	as	as	ADP
cana-2644	48	11	neural	neural	ADJ
cana-2644	48	12	networks	network	NOUN
cana-2644	48	13	and	and	CCONJ
cana-2644	48	14	machine	machine	NOUN
cana-2644	48	15	learning	learning	NOUN
cana-2644	48	16	algorithms	algorithm	NOUN
cana-2644	48	17	,	,	PUNCT
cana-2644	48	18	can	can	AUX
cana-2644	48	19	adapt	adapt	VERB
cana-2644	48	20	to	to	ADP
cana-2644	48	21	the	the	DET
cana-2644	48	22	nonlinearities	nonlinearitie	NOUN
cana-2644	48	23	often	often	ADV
cana-2644	48	24	observed	observe	VERB
cana-2644	48	25	in	in	ADP
cana-2644	48	26	ddos	ddos	NOUN
cana-2644	48	27	traffic	traffic	NOUN
cana-2644	48	28	patterns	pattern	NOUN
cana-2644	48	29	.	.	PUNCT
cana-2644	49	1	these	these	DET
cana-2644	49	2	methods	method	NOUN
cana-2644	49	3	can	can	AUX
cana-2644	49	4	learn	learn	VERB
cana-2644	49	5	from	from	ADP
cana-2644	49	6	complex	complex	ADJ
cana-2644	49	7	and	and	CCONJ
cana-2644	49	8	noisy	noisy	ADJ
cana-2644	49	9	data	datum	NOUN
cana-2644	49	10	environments	environment	NOUN
cana-2644	49	11	typical	typical	ADJ
cana-2644	49	12	in	in	ADP
cana-2644	49	13	communication	communication	NOUN
cana-2644	49	14	networks	network	NOUN
cana-2644	49	15	,	,	PUNCT
cana-2644	49	16	providing	provide	VERB
cana-2644	49	17	a	a	DET
cana-2644	49	18	more	more	ADV
cana-2644	49	19	accurate	accurate	ADJ
cana-2644	49	20	detection	detection	NOUN
cana-2644	49	21	mechanism	mechanism	NOUN
cana-2644	49	22	compared	compare	VERB
cana-2644	49	23	to	to	ADP
cana-2644	49	24	traditional	traditional	ADJ
cana-2644	49	25	linear	linear	ADJ
cana-2644	49	26	models	model	NOUN
cana-2644	49	27	.	.	PUNCT
cana-2644	50	1	the	the	DET
cana-2644	50	2	application	application	NOUN
cana-2644	50	3	of	of	ADP
cana-2644	50	4	these	these	DET
cana-2644	50	5	non	non	ADJ
cana-2644	50	6	-	-	ADJ
cana-2644	50	7	linear	linear	ADJ
cana-2644	50	8	time	time	NOUN
cana-2644	50	9	series	series	NOUN
cana-2644	50	10	methods	method	NOUN
cana-2644	50	11	in	in	ADP
cana-2644	50	12	scada	scada	PROPN
cana-2644	50	13	systems	systems	PROPN
cana-2644	50	14	,	,	PUNCT
cana-2644	50	15	especially	especially	ADV
cana-2644	50	16	within	within	ADP
cana-2644	50	17	the	the	DET
cana-2644	50	18	communication	communication	NOUN
cana-2644	50	19	sector	sector	NOUN
cana-2644	50	20	,	,	PUNCT
cana-2644	50	21	involves	involve	VERB
cana-2644	50	22	several	several	ADJ
cana-2644	50	23	steps	step	NOUN
cana-2644	50	24	.	.	PUNCT
cana-2644	51	1	initially	initially	ADV
cana-2644	51	2	,	,	PUNCT
cana-2644	51	3	the	the	DET
cana-2644	51	4	data	datum	NOUN
cana-2644	51	5	must	must	AUX
cana-2644	51	6	be	be	AUX
cana-2644	51	7	properly	properly	ADV
cana-2644	51	8	collected	collect	VERB
cana-2644	51	9	,	,	PUNCT
cana-2644	51	10	which	which	PRON
cana-2644	51	11	involves	involve	VERB
cana-2644	51	12	ensuring	ensure	VERB
cana-2644	51	13	that	that	SCONJ
cana-2644	51	14	the	the	DET
cana-2644	51	15	traffic	traffic	NOUN
cana-2644	51	16	data	datum	NOUN
cana-2644	51	17	is	be	AUX
cana-2644	51	18	comprehensive	comprehensive	ADJ
cana-2644	51	19	and	and	CCONJ
cana-2644	51	20	captured	capture	VERB
cana-2644	51	21	in	in	ADP
cana-2644	51	22	real	real	ADJ
cana-2644	51	23	-	-	PUNCT
cana-2644	51	24	time	time	NOUN
cana-2644	51	25	.	.	PUNCT
cana-2644	52	1	preprocessing	preprocesse	VERB
cana-2644	52	2	plays	play	VERB
cana-2644	52	3	a	a	DET
cana-2644	52	4	crucial	crucial	ADJ
cana-2644	52	5	role	role	NOUN
cana-2644	52	6	in	in	ADP
cana-2644	52	7	cleaning	clean	VERB
cana-2644	52	8	and	and	CCONJ
cana-2644	52	9	transforming	transform	VERB
cana-2644	52	10	raw	raw	ADJ
cana-2644	52	11	data	datum	NOUN
cana-2644	52	12	into	into	ADP
cana-2644	52	13	a	a	DET
cana-2644	52	14	suitable	suitable	ADJ
cana-2644	52	15	format	format	NOUN
cana-2644	52	16	for	for	ADP
cana-2644	52	17	analysis	analysis	NOUN
cana-2644	52	18	.	.	PUNCT
cana-2644	53	1	following	follow	VERB
cana-2644	53	2	this	this	PRON
cana-2644	53	3	,	,	PUNCT
cana-2644	53	4	feature	feature	NOUN
cana-2644	53	5	selection	selection	NOUN
cana-2644	53	6	is	be	AUX
cana-2644	53	7	conducted	conduct	VERB
cana-2644	53	8	to	to	PART
cana-2644	53	9	identify	identify	VERB
cana-2644	53	10	which	which	DET
cana-2644	53	11	attributes	attribute	NOUN
cana-2644	53	12	of	of	ADP
cana-2644	53	13	the	the	DET
cana-2644	53	14	data	datum	NOUN
cana-2644	53	15	are	be	AUX
cana-2644	53	16	most	most	ADV
cana-2644	53	17	relevant	relevant	ADJ
cana-2644	53	18	to	to	ADP
cana-2644	53	19	predicting	predict	VERB
cana-2644	53	20	and	and	CCONJ
cana-2644	53	21	detecting	detect	VERB
cana-2644	53	22	ddos	ddo	NOUN
cana-2644	53	23	attacks	attack	NOUN
cana-2644	53	24	.	.	PUNCT
cana-2644	54	1	the	the	DET
cana-2644	54	2	core	core	NOUN
cana-2644	54	3	of	of	ADP
cana-2644	54	4	the	the	DET
cana-2644	54	5	methodology	methodology	NOUN
cana-2644	54	6	is	be	AUX
cana-2644	54	7	the	the	DET
cana-2644	54	8	deployment	deployment	NOUN
cana-2644	54	9	of	of	ADP
cana-2644	54	10	non	non	ADJ
cana-2644	54	11	-	-	ADJ
cana-2644	54	12	linear	linear	ADJ
cana-2644	54	13	time	time	NOUN
cana-2644	54	14	series	series	NOUN
cana-2644	54	15	models	model	NOUN
cana-2644	54	16	that	that	PRON
cana-2644	54	17	have	have	AUX
cana-2644	54	18	been	be	AUX
cana-2644	54	19	trained	train	VERB
cana-2644	54	20	on	on	ADP
cana-2644	54	21	historical	historical	ADJ
cana-2644	54	22	data	datum	NOUN
cana-2644	54	23	.	.	PUNCT
cana-2644	55	1	these	these	DET
cana-2644	55	2	models	model	NOUN
cana-2644	55	3	are	be	AUX
cana-2644	55	4	then	then	ADV
cana-2644	55	5	used	use	VERB
cana-2644	55	6	to	to	PART
cana-2644	55	7	monitor	monitor	VERB
cana-2644	55	8	incoming	incoming	ADJ
cana-2644	55	9	data	datum	NOUN
cana-2644	55	10	streams	stream	NOUN
cana-2644	55	11	for	for	ADP
cana-2644	55	12	anomalies	anomaly	NOUN
cana-2644	55	13	that	that	PRON
cana-2644	55	14	signify	signify	VERB
cana-2644	55	15	potential	potential	ADJ
cana-2644	55	16	ddos	ddo	NOUN
cana-2644	55	17	activity	activity	NOUN
cana-2644	55	18	.	.	PUNCT
cana-2644	56	1	the	the	DET
cana-2644	56	2	effectiveness	effectiveness	NOUN
cana-2644	56	3	of	of	ADP
cana-2644	56	4	these	these	DET
cana-2644	56	5	models	model	NOUN
cana-2644	56	6	hinges	hinge	VERB
cana-2644	56	7	not	not	PART
cana-2644	56	8	only	only	ADV
cana-2644	56	9	on	on	ADP
cana-2644	56	10	their	their	PRON
cana-2644	56	11	ability	ability	NOUN
cana-2644	56	12	to	to	PART
cana-2644	56	13	detect	detect	VERB
cana-2644	56	14	attacks	attack	NOUN
cana-2644	56	15	accurately	accurately	ADV
cana-2644	56	16	but	but	CCONJ
cana-2644	56	17	also	also	ADV
cana-2644	56	18	on	on	ADP
cana-2644	56	19	their	their	PRON
cana-2644	56	20	capacity	capacity	NOUN
cana-2644	56	21	to	to	PART
cana-2644	56	22	do	do	AUX
cana-2644	56	23	so	so	ADV
cana-2644	56	24	in	in	ADP
cana-2644	56	25	real	real	ADJ
cana-2644	56	26	-	-	PUNCT
cana-2644	56	27	time	time	NOUN
cana-2644	56	28	,	,	PUNCT
cana-2644	56	29	thereby	thereby	ADV
cana-2644	56	30	enabling	enable	VERB
cana-2644	56	31	prompt	prompt	ADJ
cana-2644	56	32	response	response	NOUN
cana-2644	56	33	and	and	CCONJ
cana-2644	56	34	mitigation	mitigation	NOUN
cana-2644	56	35	actions	action	NOUN
cana-2644	56	36	to	to	PART
cana-2644	56	37	minimize	minimize	VERB
cana-2644	56	38	the	the	DET
cana-2644	56	39	impact	impact	NOUN
cana-2644	56	40	on	on	ADP
cana-2644	56	41	the	the	DET
cana-2644	56	42	communication	communication	NOUN
cana-2644	56	43	infrastructure	infrastructure	NOUN
cana-2644	56	44	[	[	X
cana-2644	56	45	16]-[20	16]-[20	NUM
cana-2644	56	46	]	]	PUNCT
cana-2644	56	47	.	.	PUNCT
cana-2644	57	1	furthermore	furthermore	ADV
cana-2644	57	2	,	,	PUNCT
cana-2644	57	3	this	this	DET
cana-2644	57	4	paper	paper	NOUN
cana-2644	57	5	discusses	discuss	VERB
cana-2644	57	6	the	the	DET
cana-2644	57	7	challenges	challenge	NOUN
cana-2644	57	8	associated	associate	VERB
cana-2644	57	9	with	with	ADP
cana-2644	57	10	implementing	implement	VERB
cana-2644	57	11	these	these	DET
cana-2644	57	12	advanced	advanced	ADJ
cana-2644	57	13	analytical	analytical	ADJ
cana-2644	57	14	methods	method	NOUN
cana-2644	57	15	in	in	ADP
cana-2644	57	16	real	real	ADJ
cana-2644	57	17	-	-	PUNCT
cana-2644	57	18	world	world	NOUN
cana-2644	57	19	scada	scada	PROPN
cana-2644	57	20	systems	systems	PROPN
cana-2644	57	21	.	.	PUNCT
cana-2644	58	1	issues	issue	NOUN
cana-2644	58	2	such	such	ADJ
cana-2644	58	3	as	as	ADP
cana-2644	58	4	data	datum	NOUN
cana-2644	58	5	heterogeneity	heterogeneity	NOUN
cana-2644	58	6	,	,	PUNCT
cana-2644	58	7	the	the	DET
cana-2644	58	8	high	high	ADJ
cana-2644	58	9	volume	volume	NOUN
cana-2644	58	10	of	of	ADP
cana-2644	58	11	data	datum	NOUN
cana-2644	58	12	,	,	PUNCT
cana-2644	58	13	real	real	ADJ
cana-2644	58	14	-	-	PUNCT
cana-2644	58	15	time	time	NOUN
cana-2644	58	16	processing	processing	NOUN
cana-2644	58	17	requirements	requirement	NOUN
cana-2644	58	18	,	,	PUNCT
cana-2644	58	19	and	and	CCONJ
cana-2644	58	20	the	the	DET
cana-2644	58	21	need	need	NOUN
cana-2644	58	22	for	for	ADP
cana-2644	58	23	continuous	continuous	ADJ
cana-2644	58	24	model	model	NOUN
cana-2644	58	25	updates	update	NOUN
cana-2644	58	26	due	due	ADJ
cana-2644	58	27	to	to	ADP
cana-2644	58	28	evolving	evolve	VERB
cana-2644	58	29	attack	attack	NOUN
cana-2644	58	30	patterns	pattern	NOUN
cana-2644	58	31	are	be	AUX
cana-2644	58	32	addressed	address	VERB
cana-2644	58	33	.	.	PUNCT
cana-2644	59	1	additionally	additionally	ADV
cana-2644	59	2	,	,	PUNCT
cana-2644	59	3	the	the	DET
cana-2644	59	4	paper	paper	NOUN
cana-2644	59	5	explores	explore	VERB
cana-2644	59	6	the	the	DET
cana-2644	59	7	implications	implication	NOUN
cana-2644	59	8	of	of	ADP
cana-2644	59	9	these	these	DET
cana-2644	59	10	challenges	challenge	NOUN
cana-2644	59	11	for	for	ADP
cana-2644	59	12	security	security	NOUN
cana-2644	59	13	policy	policy	NOUN
cana-2644	59	14	and	and	CCONJ
cana-2644	59	15	the	the	DET
cana-2644	59	16	development	development	NOUN
cana-2644	59	17	of	of	ADP
cana-2644	59	18	defensive	defensive	ADJ
cana-2644	59	19	strategies	strategy	NOUN
cana-2644	59	20	that	that	PRON
cana-2644	59	21	can	can	AUX
cana-2644	59	22	be	be	AUX
cana-2644	59	23	dynamically	dynamically	ADV
cana-2644	59	24	adapted	adapt	VERB
cana-2644	59	25	to	to	ADP
cana-2644	59	26	new	new	ADJ
cana-2644	59	27	threats	threat	NOUN
cana-2644	59	28	.	.	PUNCT
cana-2644	60	1	in	in	ADP
cana-2644	60	2	conclusion	conclusion	NOUN
cana-2644	60	3	,	,	PUNCT
cana-2644	60	4	this	this	DET
cana-2644	60	5	introduction	introduction	NOUN
cana-2644	60	6	sets	set	VERB
cana-2644	60	7	the	the	DET
cana-2644	60	8	stage	stage	NOUN
cana-2644	60	9	for	for	ADP
cana-2644	60	10	a	a	DET
cana-2644	60	11	detailed	detailed	ADJ
cana-2644	60	12	examination	examination	NOUN
cana-2644	60	13	of	of	ADP
cana-2644	60	14	the	the	DET
cana-2644	60	15	use	use	NOUN
cana-2644	60	16	of	of	ADP
cana-2644	60	17	time	time	NOUN
cana-2644	60	18	series	series	PROPN
cana-2644	60	19	analysis	analysis	NOUN
cana-2644	60	20	,	,	PUNCT
cana-2644	60	21	particularly	particularly	ADV
cana-2644	60	22	non	non	ADJ
cana-2644	60	23	-	-	ADJ
cana-2644	60	24	linear	linear	ADJ
cana-2644	60	25	methods	method	NOUN
cana-2644	60	26	,	,	PUNCT
cana-2644	60	27	for	for	ADP
cana-2644	60	28	ddos	ddos	NOUN
cana-2644	60	29	attack	attack	NOUN
cana-2644	60	30	detection	detection	NOUN
cana-2644	60	31	in	in	ADP
cana-2644	60	32	scada	scada	PROPN
cana-2644	60	33	systems	system	NOUN
cana-2644	60	34	within	within	ADP
cana-2644	60	35	the	the	DET
cana-2644	60	36	communication	communication	NOUN
cana-2644	60	37	sector	sector	NOUN
cana-2644	60	38	.	.	PUNCT
cana-2644	61	1	by	by	ADP
cana-2644	61	2	advancing	advance	VERB
cana-2644	61	3	the	the	DET
cana-2644	61	4	understanding	understanding	NOUN
cana-2644	61	5	of	of	ADP
cana-2644	61	6	these	these	DET
cana-2644	61	7	techniques	technique	NOUN
cana-2644	61	8	and	and	CCONJ
cana-2644	61	9	demonstrating	demonstrate	VERB
cana-2644	61	10	their	their	PRON
cana-2644	61	11	application	application	NOUN
cana-2644	61	12	,	,	PUNCT
cana-2644	61	13	the	the	DET
cana-2644	61	14	paper	paper	NOUN
cana-2644	61	15	aims	aim	VERB
cana-2644	61	16	to	to	PART
cana-2644	61	17	contribute	contribute	VERB
cana-2644	61	18	significantly	significantly	ADV
cana-2644	61	19	to	to	ADP
cana-2644	61	20	the	the	DET
cana-2644	61	21	cybersecurity	cybersecurity	NOUN
cana-2644	61	22	field	field	NOUN
cana-2644	61	23	,	,	PUNCT
cana-2644	61	24	enhancing	enhance	VERB
cana-2644	61	25	the	the	DET
cana-2644	61	26	resilience	resilience	NOUN
cana-2644	61	27	of	of	ADP
cana-2644	61	28	critical	critical	ADJ
cana-2644	61	29	communication	communication	NOUN
cana-2644	61	30	infrastructures	infrastructure	NOUN
cana-2644	61	31	against	against	ADP
cana-2644	61	32	disruptive	disruptive	ADJ
cana-2644	61	33	cyber	cyber	NOUN
cana-2644	61	34	threats	threat	NOUN
cana-2644	61	35	[	[	X
cana-2644	61	36	21]-[25	21]-[25	NUM
cana-2644	61	37	]	]	PUNCT
cana-2644	61	38	.	.	PUNCT
cana-2644	62	1	communications	communication	NOUN
cana-2644	62	2	on	on	ADP
cana-2644	62	3	applied	apply	VERB
cana-2644	62	4	nonlinear	nonlinear	ADJ
cana-2644	62	5	analysis	analysis	NOUN
cana-2644	62	6	issn	issn	NOUN
cana-2644	62	7	:	:	PUNCT
cana-2644	62	8	1074	1074	NUM
cana-2644	62	9	-	-	PUNCT
cana-2644	62	10	133x	133x	NUM
cana-2644	62	11	vol	vol	NOUN
cana-2644	62	12	32	32	NUM
cana-2644	62	13	no	no	NOUN
cana-2644	62	14	.	.	PUNCT
cana-2644	63	1	3s	3s	NUM
cana-2644	63	2	(	(	PUNCT
cana-2644	63	3	2025	2025	NUM
cana-2644	63	4	)	)	PUNCT
cana-2644	63	5	298	298	NUM
cana-2644	63	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2644	64	1	the	the	DET
cana-2644	64	2	following	follow	VERB
cana-2644	64	3	are	be	AUX
cana-2644	64	4	some	some	DET
cana-2644	64	5	typical	typical	ADJ
cana-2644	64	6	scada	scada	PROPN
cana-2644	64	7	system	system	NOUN
cana-2644	64	8	attack	attack	NOUN
cana-2644	64	9	types	type	NOUN
cana-2644	64	10	[	[	X
cana-2644	64	11	15	15	NUM
cana-2644	64	12	]	]	X
cana-2644	64	13	:	:	PUNCT
cana-2644	64	14	a.	a.	NOUN
cana-2644	64	15	attacks	attack	NOUN
cana-2644	64	16	by	by	ADP
cana-2644	64	17	malware	malware	NOUN
cana-2644	64	18	:	:	PUNCT
cana-2644	64	19	•	•	NUM
cana-2644	64	20	trojans	trojan	NOUN
cana-2644	64	21	,	,	PUNCT
cana-2644	64	22	worms	worm	NOUN
cana-2644	64	23	,	,	PUNCT
cana-2644	64	24	and	and	CCONJ
cana-2644	64	25	viruses	virus	NOUN
cana-2644	64	26	[	[	X
cana-2644	64	27	2	2	NUM
cana-2644	64	28	]	]	PUNCT
cana-2644	64	29	are	be	AUX
cana-2644	64	30	examples	example	NOUN
cana-2644	64	31	of	of	ADP
cana-2644	64	32	malicious	malicious	ADJ
cana-2644	64	33	software	software	NOUN
cana-2644	64	34	that	that	PRON
cana-2644	64	35	can	can	AUX
cana-2644	64	36	be	be	AUX
cana-2644	64	37	added	add	VERB
cana-2644	64	38	to	to	ADP
cana-2644	64	39	scada	scada	PROPN
cana-2644	64	40	systems	system	NOUN
cana-2644	64	41	in	in	ADP
cana-2644	64	42	order	order	NOUN
cana-2644	64	43	to	to	PART
cana-2644	64	44	impede	impede	VERB
cana-2644	64	45	operations	operation	NOUN
cana-2644	64	46	or	or	CCONJ
cana-2644	64	47	collect	collect	VERB
cana-2644	64	48	private	private	ADJ
cana-2644	64	49	data	datum	NOUN
cana-2644	64	50	.	.	PUNCT
cana-2644	65	1	the	the	DET
cana-2644	65	2	stuxnet	stuxnet	NOUN
cana-2644	65	3	worm	worm	NOUN
cana-2644	65	4	,	,	PUNCT
cana-2644	65	5	which	which	PRON
cana-2644	65	6	was	be	AUX
cana-2644	65	7	designed	design	VERB
cana-2644	65	8	to	to	PART
cana-2644	65	9	target	target	VERB
cana-2644	65	10	scada	scada	PROPN
cana-2644	65	11	systems	system	NOUN
cana-2644	65	12	specifically	specifically	ADV
cana-2644	65	13	,	,	PUNCT
cana-2644	65	14	is	be	AUX
cana-2644	65	15	one	one	NUM
cana-2644	65	16	example	example	NOUN
cana-2644	65	17	.	.	PUNCT
cana-2644	66	1	•	•	NUM
cana-2644	66	2	ransomware[4	ransomware[4	NOUN
cana-2644	66	3	]	]	PUNCT
cana-2644	66	4	:	:	PUNCT
cana-2644	66	5	this	this	DET
cana-2644	66	6	kind	kind	NOUN
cana-2644	66	7	of	of	ADP
cana-2644	66	8	malware	malware	NOUN
cana-2644	66	9	can	can	AUX
cana-2644	66	10	seriously	seriously	ADV
cana-2644	66	11	damage	damage	VERB
cana-2644	66	12	vital	vital	ADJ
cana-2644	66	13	infrastructure	infrastructure	NOUN
cana-2644	66	14	by	by	ADP
cana-2644	66	15	encrypting	encrypt	VERB
cana-2644	66	16	data	datum	NOUN
cana-2644	66	17	and	and	CCONJ
cana-2644	66	18	demanding	demand	VERB
cana-2644	66	19	payment	payment	NOUN
cana-2644	66	20	to	to	PART
cana-2644	66	21	unlock	unlock	VERB
cana-2644	66	22	it	it	PRON
cana-2644	66	23	.	.	PUNCT
cana-2644	67	1	b.	b.	PROPN
cana-2644	67	2	dos	dos	PROPN
cana-2644	67	3	/	/	SYM
cana-2644	67	4	ddos	ddo	NOUN
cana-2644	67	5	:	:	PUNCT
cana-2644	67	6	these	these	DET
cana-2644	67	7	assaults	assault	NOUN
cana-2644	67	8	flood	flood	NOUN
cana-2644	67	9	scada	scada	PROPN
cana-2644	67	10	systems	system	NOUN
cana-2644	67	11	with	with	ADP
cana-2644	67	12	too	too	ADV
cana-2644	67	13	much	much	ADJ
cana-2644	67	14	traffic	traffic	NOUN
cana-2644	67	15	,	,	PUNCT
cana-2644	67	16	which	which	PRON
cana-2644	67	17	slows	slow	VERB
cana-2644	67	18	down	down	ADP
cana-2644	67	19	or	or	CCONJ
cana-2644	67	20	shuts	shut	VERB
cana-2644	67	21	down	down	ADP
cana-2644	67	22	the	the	DET
cana-2644	67	23	system	system	NOUN
cana-2644	67	24	entirely	entirely	ADV
cana-2644	67	25	.	.	PUNCT
cana-2644	68	1	operations	operation	NOUN
cana-2644	68	2	may	may	AUX
cana-2644	68	3	be	be	AUX
cana-2644	68	4	hampered	hamper	VERB
cana-2644	68	5	,	,	PUNCT
cana-2644	68	6	and	and	CCONJ
cana-2644	68	7	there	there	PRON
cana-2644	68	8	may	may	AUX
cana-2644	68	9	be	be	AUX
cana-2644	68	10	lengthy	lengthy	ADJ
cana-2644	68	11	downtime	downtime	NOUN
cana-2644	68	12	.	.	PUNCT
cana-2644	69	1	c.	c.	NOUN
cana-2644	69	2	men	men	PROPN
cana-2644	69	3	-	-	PUNCT
cana-2644	69	4	in	in	ADP
cana-2644	69	5	-	-	PUNCT
cana-2644	69	6	middle	middle	ADJ
cana-2644	69	7	attacks	attack	NOUN
cana-2644	69	8	:	:	PUNCT
cana-2644	69	9	mitm	mitm	NOUN
cana-2644	69	10	attacks	attack	NOUN
cana-2644	69	11	involve	involve	VERB
cana-2644	69	12	the	the	DET
cana-2644	69	13	interception	interception	NOUN
cana-2644	69	14	and	and	CCONJ
cana-2644	69	15	possible	possible	ADJ
cana-2644	69	16	modification	modification	NOUN
cana-2644	69	17	of	of	ADP
cana-2644	69	18	communications	communication	NOUN
cana-2644	69	19	among	among	ADP
cana-2644	69	20	scada	scada	PROPN
cana-2644	69	21	components	component	NOUN
cana-2644	69	22	by	by	ADP
cana-2644	69	23	adversaries	adversary	NOUN
cana-2644	69	24	.	.	PUNCT
cana-2644	70	1	this	this	PRON
cana-2644	70	2	may	may	AUX
cana-2644	70	3	result	result	VERB
cana-2644	70	4	in	in	ADP
cana-2644	70	5	the	the	DET
cana-2644	70	6	execution	execution	NOUN
cana-2644	70	7	of	of	ADP
cana-2644	70	8	illegal	illegal	ADJ
cana-2644	70	9	commands	command	NOUN
cana-2644	70	10	or	or	CCONJ
cana-2644	70	11	the	the	DET
cana-2644	70	12	introduction	introduction	NOUN
cana-2644	70	13	of	of	ADP
cana-2644	70	14	erroneous	erroneous	ADJ
cana-2644	70	15	data	datum	NOUN
cana-2644	70	16	into	into	ADP
cana-2644	70	17	the	the	DET
cana-2644	70	18	system	system	NOUN
cana-2644	70	19	.	.	PUNCT
cana-2644	71	1	d.	d.	PROPN
cana-2644	71	2	sql	sql	PROPN
cana-2644	71	3	injection	injection	NOUN
cana-2644	71	4	:	:	PUNCT
cana-2644	71	5	attackers	attacker	NOUN
cana-2644	71	6	introduce	introduce	VERB
cana-2644	71	7	malicious	malicious	ADJ
cana-2644	71	8	sql	sql	NOUN
cana-2644	71	9	statements	statement	NOUN
cana-2644	71	10	to	to	PART
cana-2644	71	11	take	take	VERB
cana-2644	71	12	advantage	advantage	NOUN
cana-2644	71	13	of	of	ADP
cana-2644	71	14	weaknesses	weakness	NOUN
cana-2644	71	15	in	in	ADP
cana-2644	71	16	web	web	NOUN
cana-2644	71	17	-	-	PUNCT
cana-2644	71	18	based	base	VERB
cana-2644	71	19	scada	scada	PROPN
cana-2644	71	20	software	software	PROPN
cana-2644	71	21	.	.	PUNCT
cana-2644	72	1	this	this	PRON
cana-2644	72	2	may	may	AUX
cana-2644	72	3	result	result	VERB
cana-2644	72	4	in	in	ADP
cana-2644	72	5	data	datum	NOUN
cana-2644	72	6	modification	modification	NOUN
cana-2644	72	7	and	and	CCONJ
cana-2644	72	8	illegal	illegal	ADJ
cana-2644	72	9	access	access	NOUN
cana-2644	72	10	to	to	ADP
cana-2644	72	11	the	the	DET
cana-2644	72	12	database	database	NOUN
cana-2644	72	13	.	.	PUNCT
cana-2644	73	1	e.	e.	PROPN
cana-2644	73	2	zero	zero	NUM
cana-2644	73	3	-	-	PUNCT
cana-2644	73	4	day	day	NOUN
cana-2644	73	5	attacks	attack	NOUN
cana-2644	73	6	:	:	PUNCT
cana-2644	73	7	these	these	DET
cana-2644	73	8	attacks	attack	NOUN
cana-2644	73	9	take	take	VERB
cana-2644	73	10	advantage	advantage	NOUN
cana-2644	73	11	of	of	ADP
cana-2644	73	12	scada	scada	PROPN
cana-2644	73	13	software	software	PROPN
cana-2644	73	14	's	's	PART
cana-2644	73	15	[	[	X
cana-2644	73	16	13	13	NUM
cana-2644	73	17	]	]	PUNCT
cana-2644	73	18	yet	yet	CCONJ
cana-2644	73	19	undiscovered	undiscovered	ADJ
cana-2644	73	20	weaknesses	weakness	NOUN
cana-2644	73	21	.	.	PUNCT
cana-2644	74	1	these	these	PRON
cana-2644	74	2	have	have	VERB
cana-2644	74	3	the	the	DET
cana-2644	74	4	potential	potential	NOUN
cana-2644	74	5	to	to	PART
cana-2644	74	6	be	be	AUX
cana-2644	74	7	especially	especially	ADV
cana-2644	74	8	harmful	harmful	ADJ
cana-2644	74	9	and	and	CCONJ
cana-2644	74	10	challenging	challenging	ADJ
cana-2644	74	11	to	to	PART
cana-2644	74	12	defend	defend	VERB
cana-2644	74	13	against	against	ADP
cana-2644	74	14	because	because	SCONJ
cana-2644	74	15	there	there	PRON
cana-2644	74	16	is	be	VERB
cana-2644	74	17	no	no	DET
cana-2644	74	18	patch	patch	NOUN
cana-2644	74	19	available	available	ADJ
cana-2644	74	20	f.	f.	PROPN
cana-2644	74	21	replay	replay	PROPN
cana-2644	74	22	attacks	attack	NOUN
cana-2644	74	23	include	include	VERB
cana-2644	74	24	intercepting	intercept	VERB
cana-2644	74	25	valid	valid	ADJ
cana-2644	74	26	data	datum	NOUN
cana-2644	74	27	transactions	transaction	NOUN
cana-2644	74	28	and	and	CCONJ
cana-2644	74	29	sending	send	VERB
cana-2644	74	30	them	they	PRON
cana-2644	74	31	again	again	ADV
cana-2644	74	32	to	to	PART
cana-2644	74	33	deceive	deceive	VERB
cana-2644	74	34	the	the	DET
cana-2644	74	35	system	system	NOUN
cana-2644	74	36	into	into	ADP
cana-2644	74	37	executing	execute	VERB
cana-2644	74	38	unwanted	unwanted	ADJ
cana-2644	74	39	activities	activity	NOUN
cana-2644	74	40	organizations	organization	NOUN
cana-2644	74	41	must	must	AUX
cana-2644	74	42	put	put	VERB
cana-2644	74	43	strong	strong	ADJ
cana-2644	74	44	cybersecurity	cybersecurity	NOUN
cana-2644	74	45	measures	measure	NOUN
cana-2644	74	46	in	in	ADP
cana-2644	74	47	place	place	NOUN
cana-2644	74	48	to	to	PART
cana-2644	74	49	lessen	lessen	VERB
cana-2644	74	50	these	these	DET
cana-2644	74	51	assaults	assault	NOUN
cana-2644	74	52	.	.	PUNCT
cana-2644	75	1	these	these	DET
cana-2644	75	2	measures	measure	NOUN
cana-2644	75	3	should	should	AUX
cana-2644	75	4	include	include	VERB
cana-2644	75	5	frequent	frequent	ADJ
cana-2644	75	6	software	software	NOUN
cana-2644	75	7	updates	update	NOUN
cana-2644	75	8	,	,	PUNCT
cana-2644	75	9	staff	staff	NOUN
cana-2644	75	10	training	training	NOUN
cana-2644	75	11	,	,	PUNCT
cana-2644	75	12	network	network	NOUN
cana-2644	75	13	segmentation	segmentation	NOUN
cana-2644	75	14	,	,	PUNCT
cana-2644	75	15	and	and	CCONJ
cana-2644	75	16	rigorous	rigorous	ADJ
cana-2644	75	17	authentication	authentication	NOUN
cana-2644	75	18	procedures	procedure	NOUN
cana-2644	75	19	.	.	PUNCT
cana-2644	76	1	i.	i.	PROPN
cana-2644	76	2	attack	attack	PROPN
cana-2644	76	3	methodolgy	methodolgy	PROPN
cana-2644	76	4	:	:	PUNCT
cana-2644	76	5	brief	brief	VERB
cana-2644	76	6	analysis	analysis	NOUN
cana-2644	76	7	there	there	PRON
cana-2644	76	8	is	be	VERB
cana-2644	76	9	an	an	DET
cana-2644	76	10	essential	essential	ADJ
cana-2644	76	11	need	need	NOUN
cana-2644	76	12	for	for	ADP
cana-2644	76	13	scada	scada	PROPN
cana-2644	76	14	(	(	PUNCT
cana-2644	76	15	supervisory	supervisory	ADJ
cana-2644	76	16	control	control	NOUN
cana-2644	76	17	and	and	CCONJ
cana-2644	76	18	data	datum	NOUN
cana-2644	76	19	acquisition)[6	acquisition)[6	NOUN
cana-2644	76	20	]	]	PUNCT
cana-2644	76	21	systems	system	NOUN
cana-2644	76	22	in	in	ADP
cana-2644	76	23	monitoring	monitoring	NOUN
cana-2644	76	24	/	/	SYM
cana-2644	76	25	controlling	control	VERB
cana-2644	76	26	industrial	industrial	ADJ
cana-2644	76	27	operations	operation	NOUN
cana-2644	76	28	such	such	ADJ
cana-2644	76	29	as	as	ADP
cana-2644	76	30	manufacturing	manufacturing	NOUN
cana-2644	76	31	,	,	PUNCT
cana-2644	76	32	water	water	NOUN
cana-2644	76	33	,	,	PUNCT
cana-2644	76	34	and	and	CCONJ
cana-2644	76	35	energy	energy	NOUN
cana-2644	76	36	sectors	sector	NOUN
cana-2644	76	37	.	.	PUNCT
cana-2644	77	1	because	because	SCONJ
cana-2644	77	2	they	they	PRON
cana-2644	77	3	are	be	AUX
cana-2644	77	4	so	so	ADV
cana-2644	77	5	important	important	ADJ
cana-2644	77	6	,	,	PUNCT
cana-2644	77	7	scada	scada	PROPN
cana-2644	77	8	systems	system	NOUN
cana-2644	77	9	are	be	AUX
cana-2644	77	10	attractive	attractive	ADJ
cana-2644	77	11	to	to	ADP
cana-2644	77	12	cyber	cyber	PROPN
cana-2644	77	13	attackers	attacker	NOUN
cana-2644	77	14	.	.	PUNCT
cana-2644	78	1	to	to	PART
cana-2644	78	2	build	build	VERB
cana-2644	78	3	strong	strong	ADJ
cana-2644	78	4	defenses	defense	NOUN
cana-2644	78	5	,	,	PUNCT
cana-2644	78	6	it	it	PRON
cana-2644	78	7	’s	’	VERB
cana-2644	78	8	important	important	ADJ
cana-2644	78	9	to	to	PART
cana-2644	78	10	understand	understand	VERB
cana-2644	78	11	the	the	DET
cana-2644	78	12	methods	method	NOUN
cana-2644	78	13	used	use	VERB
cana-2644	78	14	by	by	ADP
cana-2644	78	15	scada	scada	PROPN
cana-2644	78	16	network	network	PROPN
cana-2644	78	17	infiltrators	infiltrator	NOUN
cana-2644	78	18	.	.	PUNCT
cana-2644	79	1	1	1	X
cana-2644	79	2	.	.	X
cana-2644	79	3	scada	scada	PROPN
cana-2644	79	4	network	network	PROPN
cana-2644	79	5	attack	attack	NOUN
cana-2644	79	6	methodolgy	methodolgy	PROPN
cana-2644	79	7	:	:	PUNCT
cana-2644	79	8	a.	a.	NOUN
cana-2644	79	9	reconnaissance	reconnaissance	NOUN
cana-2644	79	10	goal	goal	NOUN
cana-2644	79	11	:	:	PUNCT
cana-2644	79	12	learn	learn	VERB
cana-2644	79	13	as	as	ADV
cana-2644	79	14	much	much	ADV
cana-2644	79	15	as	as	SCONJ
cana-2644	79	16	you	you	PRON
cana-2644	79	17	can	can	AUX
cana-2644	79	18	about	about	ADP
cana-2644	79	19	the	the	DET
cana-2644	79	20	scada	scada	PROPN
cana-2644	79	21	network	network	PROPN
cana-2644	79	22	,	,	PUNCT
cana-2644	79	23	its	its	PRON
cana-2644	79	24	components	component	NOUN
cana-2644	79	25	,	,	PUNCT
cana-2644	79	26	and	and	CCONJ
cana-2644	79	27	its	its	PRON
cana-2644	79	28	protocols	protocol	NOUN
cana-2644	79	29	.	.	PUNCT
cana-2644	80	1	methods	method	NOUN
cana-2644	80	2	:	:	PUNCT
cana-2644	80	3	•	•	NUM
cana-2644	80	4	network	network	NOUN
cana-2644	80	5	scanning	scanning	NOUN
cana-2644	80	6	:	:	PUNCT
cana-2644	80	7	to	to	PART
cana-2644	80	8	find	find	VERB
cana-2644	80	9	open	open	ADJ
cana-2644	80	10	ports	port	NOUN
cana-2644	80	11	and	and	CCONJ
cana-2644	80	12	active	active	ADJ
cana-2644	80	13	devices	device	NOUN
cana-2644	80	14	,	,	PUNCT
cana-2644	80	15	use	use	VERB
cana-2644	80	16	programs	program	NOUN
cana-2644	80	17	like	like	ADP
cana-2644	80	18	nmap	nmap	NUM
cana-2644	80	19	.	.	PUNCT
cana-2644	81	1	•	•	NUM
cana-2644	81	2	foot	foot	NOUN
cana-2644	81	3	printing	printing	NOUN
cana-2644	81	4	:	:	PUNCT
cana-2644	81	5	gathering	gather	VERB
cana-2644	81	6	data	datum	NOUN
cana-2644	81	7	from	from	ADP
cana-2644	81	8	open	open	ADJ
cana-2644	81	9	sources	source	NOUN
cana-2644	81	10	,	,	PUNCT
cana-2644	81	11	including	include	VERB
cana-2644	81	12	vendor	vendor	NOUN
cana-2644	81	13	contracts	contract	NOUN
cana-2644	81	14	and	and	CCONJ
cana-2644	81	15	employment	employment	NOUN
cana-2644	81	16	advertisements	advertisement	NOUN
cana-2644	81	17	.	.	PUNCT
cana-2644	82	1	communications	communication	NOUN
cana-2644	82	2	on	on	ADP
cana-2644	82	3	applied	apply	VERB
cana-2644	82	4	nonlinear	nonlinear	ADJ
cana-2644	82	5	analysis	analysis	NOUN
cana-2644	82	6	issn	issn	NOUN
cana-2644	82	7	:	:	PUNCT
cana-2644	82	8	1074	1074	NUM
cana-2644	82	9	-	-	PUNCT
cana-2644	82	10	133x	133x	NUM
cana-2644	82	11	vol	vol	NOUN
cana-2644	82	12	32	32	NUM
cana-2644	82	13	no	no	NOUN
cana-2644	82	14	.	.	PUNCT
cana-2644	83	1	3s	3s	NUM
cana-2644	83	2	(	(	PUNCT
cana-2644	83	3	2025	2025	NUM
cana-2644	83	4	)	)	PUNCT
cana-2644	83	5	299	299	NUM
cana-2644	83	6	https://internationalpubls.com	https://internationalpubls.com	SYM
cana-2644	83	7	•	•	NUM
cana-2644	83	8	social	social	ADJ
cana-2644	83	9	engineering	engineering	NOUN
cana-2644	83	10	is	be	AUX
cana-2644	83	11	the	the	DET
cana-2644	83	12	practice	practice	NOUN
cana-2644	83	13	of	of	ADP
cana-2644	83	14	tricking	trick	VERB
cana-2644	83	15	people	people	NOUN
cana-2644	83	16	into	into	ADP
cana-2644	83	17	disclosing	disclose	VERB
cana-2644	83	18	details	detail	NOUN
cana-2644	83	19	about	about	ADP
cana-2644	83	20	the	the	DET
cana-2644	83	21	scada	scada	PROPN
cana-2644	83	22	system	system	PROPN
cana-2644	83	23	.	.	PUNCT
cana-2644	84	1	b.	b.	PROPN
cana-2644	84	2	identification	identification	NOUN
cana-2644	84	3	of	of	ADP
cana-2644	84	4	vulnerabilities	vulnerability	NOUN
cana-2644	84	5	:	:	PUNCT
cana-2644	84	6	goal	goal	NOUN
cana-2644	84	7	:	:	PUNCT
cana-2644	84	8	the	the	DET
cana-2644	84	9	goal	goal	NOUN
cana-2644	84	10	is	be	AUX
cana-2644	84	11	to	to	PART
cana-2644	84	12	find	find	VERB
cana-2644	84	13	exploitable	exploitable	ADJ
cana-2644	84	14	weaknesses	weakness	NOUN
cana-2644	84	15	in	in	ADP
cana-2644	84	16	the	the	DET
cana-2644	84	17	scada	scada	PROPN
cana-2644	84	18	system	system	PROPN
cana-2644	84	19	.	.	PUNCT
cana-2644	85	1	methods	method	NOUN
cana-2644	85	2	:	:	PUNCT
cana-2644	85	3	•	•	NOUN
cana-2644	85	4	vulnerability	vulnerability	NOUN
cana-2644	85	5	scanners	scanner	NOUN
cana-2644	85	6	:	:	PUNCT
cana-2644	85	7	identifying	identify	VERB
cana-2644	85	8	known	know	VERB
cana-2644	85	9	vulnerabilities	vulnerability	NOUN
cana-2644	85	10	with	with	ADP
cana-2644	85	11	automated	automate	VERB
cana-2644	85	12	tools	tool	NOUN
cana-2644	85	13	such	such	ADJ
cana-2644	85	14	as	as	ADP
cana-2644	85	15	nessus	nessus	PROPN
cana-2644	85	16	.	.	PUNCT
cana-2644	86	1	•	•	NUM
cana-2644	86	2	manual	manual	ADJ
cana-2644	86	3	analysis	analysis	NOUN
cana-2644	86	4	:	:	PUNCT
cana-2644	86	5	professional	professional	ADJ
cana-2644	86	6	evaluation	evaluation	NOUN
cana-2644	86	7	of	of	ADP
cana-2644	86	8	methods	method	NOUN
cana-2644	86	9	and	and	CCONJ
cana-2644	86	10	system	system	NOUN
cana-2644	86	11	setups	setup	NOUN
cana-2644	86	12	to	to	PART
cana-2644	86	13	find	find	VERB
cana-2644	86	14	flaws	flaw	NOUN
cana-2644	86	15	.	.	PUNCT
cana-2644	87	1	•	•	NUM
cana-2644	87	2	protocol	protocol	PROPN
cana-2644	87	3	analysis[8	analysis[8	PROPN
cana-2644	87	4	]	]	PUNCT
cana-2644	87	5	involves	involve	VERB
cana-2644	87	6	examining	examine	VERB
cana-2644	87	7	network	network	NOUN
cana-2644	87	8	traffic	traffic	NOUN
cana-2644	87	9	with	with	ADP
cana-2644	87	10	programs	program	NOUN
cana-2644	87	11	like	like	ADP
cana-2644	87	12	wireshark	wireshark	NOUN
cana-2644	87	13	in	in	ADP
cana-2644	87	14	order	order	NOUN
cana-2644	87	15	to	to	PART
cana-2644	87	16	spot	spot	VERB
cana-2644	87	17	vulnerabilities	vulnerability	NOUN
cana-2644	87	18	unique	unique	ADJ
cana-2644	87	19	to	to	ADP
cana-2644	87	20	a	a	DET
cana-2644	87	21	given	give	VERB
cana-2644	87	22	protocol	protocol	NOUN
cana-2644	87	23	.	.	PUNCT
cana-2644	88	1	c.	c.	PROPN
cana-2644	88	2	explotation	explotation	PROPN
cana-2644	88	3	goal	goal	NOUN
cana-2644	88	4	:	:	PUNCT
cana-2644	88	5	take	take	VERB
cana-2644	88	6	advantage	advantage	NOUN
cana-2644	88	7	of	of	ADP
cana-2644	88	8	vulnerabilities	vulnerability	NOUN
cana-2644	88	9	found	find	VERB
cana-2644	88	10	to	to	PART
cana-2644	88	11	enter	enter	VERB
cana-2644	88	12	the	the	DET
cana-2644	88	13	scada	scada	PROPN
cana-2644	88	14	network	network	PROPN
cana-2644	88	15	without	without	ADP
cana-2644	88	16	authorization	authorization	NOUN
cana-2644	88	17	.	.	PUNCT
cana-2644	89	1	methods	method	NOUN
cana-2644	89	2	:	:	PUNCT
cana-2644	89	3	•	•	NUM
cana-2644	89	4	exploiting	exploit	VERB
cana-2644	89	5	software	software	NOUN
cana-2644	89	6	bugs	bug	NOUN
cana-2644	89	7	involves	involve	VERB
cana-2644	89	8	compromising	compromise	VERB
cana-2644	89	9	devices	device	NOUN
cana-2644	89	10	with	with	ADP
cana-2644	89	11	well	well	ADV
cana-2644	89	12	-	-	PUNCT
cana-2644	89	13	known	know	VERB
cana-2644	89	14	exploits	exploit	NOUN
cana-2644	89	15	(	(	PUNCT
cana-2644	89	16	such	such	DET
cana-2644	89	17	those	those	PRON
cana-2644	89	18	found	find	VERB
cana-2644	89	19	in	in	ADP
cana-2644	89	20	metasploit	metasploit	NOUN
cana-2644	89	21	)	)	PUNCT
cana-2644	89	22	.	.	PUNCT
cana-2644	90	1	•	•	NOUN
cana-2644	90	2	sending	send	VERB
cana-2644	90	3	harmful	harmful	ADJ
cana-2644	90	4	emails	email	NOUN
cana-2644	90	5	to	to	PART
cana-2644	90	6	fool	fool	VERB
cana-2644	90	7	people	people	NOUN
cana-2644	90	8	into	into	ADP
cana-2644	90	9	installing	instal	VERB
cana-2644	90	10	malware	malware	NOUN
cana-2644	90	11	is	be	AUX
cana-2644	90	12	known	know	VERB
cana-2644	90	13	as	as	ADP
cana-2644	90	14	spear	spear	NOUN
cana-2644	90	15	phishing	phishe	VERB
cana-2644	90	16	and	and	CCONJ
cana-2644	90	17	phishing[11	phishing[11	VERB
cana-2644	90	18	]	]	PUNCT
cana-2644	90	19	•	•	ADP
cana-2644	90	20	introducing	introduce	VERB
cana-2644	90	21	malware	malware	NOUN
cana-2644	90	22	to	to	PART
cana-2644	90	23	take	take	VERB
cana-2644	90	24	over	over	ADP
cana-2644	90	25	or	or	CCONJ
cana-2644	90	26	interfere	interfere	VERB
cana-2644	90	27	with	with	ADP
cana-2644	90	28	scada	scada	PROPN
cana-2644	90	29	activities	activity	NOUN
cana-2644	90	30	,	,	PUNCT
cana-2644	90	31	such	such	ADJ
cana-2644	90	32	as	as	ADP
cana-2644	90	33	stuxnet	stuxnet	NOUN
cana-2644	90	34	.	.	PUNCT
cana-2644	91	1	d.	d.	PROPN
cana-2644	91	2	escalation	escalation	PROPN
cana-2644	91	3	privilage	privilage	NOUN
cana-2644	91	4	goal	goal	NOUN
cana-2644	91	5	:	:	PUNCT
cana-2644	91	6	acquire	acquire	VERB
cana-2644	91	7	elevated	elevated	ADJ
cana-2644	91	8	access	access	NOUN
cana-2644	91	9	to	to	PART
cana-2644	91	10	manage	manage	VERB
cana-2644	91	11	crucial	crucial	ADJ
cana-2644	91	12	processes	process	NOUN
cana-2644	91	13	in	in	ADP
cana-2644	91	14	the	the	DET
cana-2644	91	15	scada	scada	PROPN
cana-2644	91	16	network	network	PROPN
cana-2644	91	17	.	.	PUNCT
cana-2644	92	1	methods	method	NOUN
cana-2644	92	2	:	:	PUNCT
cana-2644	92	3	•	•	NUM
cana-2644	92	4	cracking	cracking	NOUN
cana-2644	92	5	of	of	ADP
cana-2644	92	6	passwords	password	NOUN
cana-2644	92	7	:	:	PUNCT
cana-2644	92	8	obtaining	obtain	VERB
cana-2644	92	9	administrator	administrator	NOUN
cana-2644	92	10	credentials	credential	NOUN
cana-2644	92	11	through	through	ADP
cana-2644	92	12	dictionary	dictionary	ADJ
cana-2644	92	13	or	or	CCONJ
cana-2644	92	14	brute	brute	ADJ
cana-2644	92	15	force	force	NOUN
cana-2644	92	16	attacks	attack	NOUN
cana-2644	92	17	.	.	PUNCT
cana-2644	93	1	•	•	NOUN
cana-2644	93	2	misconfigurations	misconfiguration	NOUN
cana-2644	93	3	exploitation[10	exploitation[10	NOUN
cana-2644	93	4	]	]	X
cana-2644	93	5	:	:	PUNCT
cana-2644	93	6	increasing	increase	VERB
cana-2644	93	7	privileges	privilege	NOUN
cana-2644	93	8	by	by	ADP
cana-2644	93	9	taking	take	VERB
cana-2644	93	10	advantage	advantage	NOUN
cana-2644	93	11	of	of	ADP
cana-2644	93	12	incorrect	incorrect	ADJ
cana-2644	93	13	system	system	NOUN
cana-2644	93	14	configurations	configuration	NOUN
cana-2644	93	15	e.	e.	PROPN
cana-2644	93	16	denial	denial	PROPN
cana-2644	93	17	of	of	ADP
cana-2644	93	18	service	service	NOUN
cana-2644	93	19	(	(	PUNCT
cana-2644	93	20	dos	dos	PROPN
cana-2644	93	21	)	)	PUNCT
cana-2644	93	22	&	&	CCONJ
cana-2644	93	23	ddos	ddos	PROPN
cana-2644	93	24	✓	✓	ADJ
cana-2644	93	25	goal	goal	NOUN
cana-2644	93	26	:	:	PUNCT
cana-2644	93	27	interrupt	interrupt	VERB
cana-2644	93	28	the	the	DET
cana-2644	93	29	scada	scada	PROPN
cana-2644	93	30	system	system	PROPN
cana-2644	93	31	's	's	PART
cana-2644	93	32	regular	regular	ADJ
cana-2644	93	33	operation	operation	NOUN
cana-2644	93	34	.	.	PUNCT
cana-2644	94	1	methods	method	NOUN
cana-2644	94	2	:	:	PUNCT
cana-2644	94	3	•	•	NUM
cana-2644	94	4	distributed	distribute	VERB
cana-2644	94	5	denial	denial	NOUN
cana-2644	94	6	of	of	ADP
cana-2644	94	7	service	service	NOUN
cana-2644	94	8	(	(	PUNCT
cana-2644	94	9	ddos	ddo	NOUN
cana-2644	94	10	):	):	PUNCT
cana-2644	94	11	putting	put	VERB
cana-2644	94	12	too	too	ADV
cana-2644	94	13	much	much	ADJ
cana-2644	94	14	traffic	traffic	NOUN
cana-2644	94	15	on	on	ADP
cana-2644	94	16	the	the	DET
cana-2644	94	17	network	network	NOUN
cana-2644	94	18	to	to	PART
cana-2644	94	19	make	make	VERB
cana-2644	94	20	it	it	PRON
cana-2644	94	21	unavailable	unavailable	ADJ
cana-2644	94	22	for	for	ADP
cana-2644	94	23	use	use	NOUN
cana-2644	94	24	&	&	CCONJ
cana-2644	94	25	logic	logic	NOUN
cana-2644	94	26	bombs	bomb	NOUN
cana-2644	94	27	,	,	PUNCT
cana-2644	94	28	where	where	SCONJ
cana-2644	94	29	the	the	DET
cana-2644	94	30	programming	programming	NOUN
cana-2644	94	31	gadgets	gadget	NOUN
cana-2644	94	32	to	to	PART
cana-2644	94	33	carry	carry	VERB
cana-2644	94	34	out	out	ADP
cana-2644	94	35	nefarious	nefarious	ADJ
cana-2644	94	36	deeds	deed	NOUN
cana-2644	94	37	at	at	ADP
cana-2644	94	38	particular	particular	ADJ
cana-2644	94	39	intervals	interval	NOUN
cana-2644	94	40	.	.	PUNCT
cana-2644	95	1	•	•	NUM
cana-2644	95	2	physical	physical	ADJ
cana-2644	95	3	attacks	attack	NOUN
cana-2644	95	4	:	:	PUNCT
cana-2644	95	5	causing	cause	VERB
cana-2644	95	6	malfunctions	malfunction	NOUN
cana-2644	95	7	in	in	ADP
cana-2644	95	8	hardware	hardware	NOUN
cana-2644	95	9	to	to	PART
cana-2644	95	10	prevent	prevent	VERB
cana-2644	95	11	it	it	PRON
cana-2644	95	12	from	from	ADP
cana-2644	95	13	functioning	function	VERB
cana-2644	95	14	.	.	PUNCT
cana-2644	96	1	creating	create	VERB
cana-2644	96	2	strong	strong	ADJ
cana-2644	96	3	cybersecurity	cybersecurity	NOUN
cana-2644	96	4	defences	defence	NOUN
cana-2644	96	5	requires	require	VERB
cana-2644	96	6	an	an	DET
cana-2644	96	7	understanding	understanding	NOUN
cana-2644	96	8	of	of	ADP
cana-2644	96	9	the	the	DET
cana-2644	96	10	attack	attack	NOUN
cana-2644	96	11	techniques	technique	NOUN
cana-2644	96	12	used	use	VERB
cana-2644	96	13	in	in	ADP
cana-2644	96	14	scada	scada	PROPN
cana-2644	96	15	networks	network	NOUN
cana-2644	96	16	.	.	PUNCT
cana-2644	97	1	every	every	DET
cana-2644	97	2	stage	stage	NOUN
cana-2644	97	3	of	of	ADP
cana-2644	97	4	the	the	DET
cana-2644	97	5	attack	attack	NOUN
cana-2644	97	6	lifecycle	lifecycle	NOUN
cana-2644	97	7	has	have	VERB
cana-2644	97	8	different	different	ADJ
cana-2644	97	9	difficulties	difficulty	NOUN
cana-2644	97	10	and	and	CCONJ
cana-2644	97	11	chances	chance	NOUN
cana-2644	97	12	for	for	SCONJ
cana-2644	97	13	communications	communication	NOUN
cana-2644	97	14	on	on	ADP
cana-2644	97	15	applied	apply	VERB
cana-2644	97	16	nonlinear	nonlinear	ADJ
cana-2644	97	17	analysis	analysis	NOUN
cana-2644	97	18	issn	issn	NOUN
cana-2644	97	19	:	:	PUNCT
cana-2644	97	20	1074	1074	NUM
cana-2644	97	21	-	-	PUNCT
cana-2644	97	22	133x	133x	NUM
cana-2644	97	23	vol	vol	NOUN
cana-2644	97	24	32	32	NUM
cana-2644	97	25	no	no	NOUN
cana-2644	97	26	.	.	PUNCT
cana-2644	98	1	3s	3s	NUM
cana-2644	98	2	(	(	PUNCT
cana-2644	98	3	2025	2025	NUM
cana-2644	98	4	)	)	PUNCT
cana-2644	98	5	300	300	NUM
cana-2644	98	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2644	98	7	identification	identification	NOUN
cana-2644	98	8	and	and	CCONJ
cana-2644	98	9	defence	defence	NOUN
cana-2644	98	10	.	.	PUNCT
cana-2644	99	1	organizations	organization	NOUN
cana-2644	99	2	may	may	AUX
cana-2644	99	3	enhance	enhance	VERB
cana-2644	99	4	the	the	DET
cana-2644	99	5	security	security	NOUN
cana-2644	99	6	of	of	ADP
cana-2644	99	7	their	their	PRON
cana-2644	99	8	scada	scada	PROPN
cana-2644	99	9	systems	system	NOUN
cana-2644	99	10	against	against	ADP
cana-2644	99	11	advanced	advanced	ADJ
cana-2644	99	12	cyber	cyber	NOUN
cana-2644	99	13	threats	threat	NOUN
cana-2644	99	14	by	by	ADP
cana-2644	99	15	putting	put	VERB
cana-2644	99	16	in	in	ADP
cana-2644	99	17	place	place	NOUN
cana-2644	99	18	all	all	ADV
cana-2644	99	19	-	-	PUNCT
cana-2644	99	20	encompassing	encompass	VERB
cana-2644	99	21	security	security	NOUN
cana-2644	99	22	policies	policy	NOUN
cana-2644	99	23	that	that	PRON
cana-2644	99	24	tackle	tackle	VERB
cana-2644	99	25	every	every	DET
cana-2644	99	26	phase	phase	NOUN
cana-2644	99	27	of	of	ADP
cana-2644	99	28	an	an	DET
cana-2644	99	29	attack	attack	NOUN
cana-2644	99	30	.	.	PUNCT
cana-2644	100	1	ii	ii	PROPN
cana-2644	100	2	.	.	PUNCT
cana-2644	101	1	ddos	ddo	NOUN
cana-2644	101	2	attacks	attack	NOUN
cana-2644	101	3	:	:	PUNCT
cana-2644	101	4	approach	approach	NOUN
cana-2644	101	5	&	&	CCONJ
cana-2644	101	6	routine	routine	ADJ
cana-2644	101	7	mitigation	mitigation	NOUN
cana-2644	101	8	identifying	identify	VERB
cana-2644	101	9	a	a	DET
cana-2644	101	10	ddos	ddos	NOUN
cana-2644	101	11	attack	attack	NOUN
cana-2644	101	12	on	on	ADP
cana-2644	101	13	a	a	DET
cana-2644	101	14	power	power	NOUN
cana-2644	101	15	scada	scada	PROPN
cana-2644	101	16	system	system	NOUN
cana-2644	101	17	involves	involve	VERB
cana-2644	101	18	monitoring	monitor	VERB
cana-2644	101	19	network	network	NOUN
cana-2644	101	20	traffic	traffic	NOUN
cana-2644	101	21	for	for	ADP
cana-2644	101	22	unusual	unusual	ADJ
cana-2644	101	23	patterns	pattern	NOUN
cana-2644	101	24	,	,	PUNCT
cana-2644	101	25	such	such	ADJ
cana-2644	101	26	as	as	ADP
cana-2644	101	27	a	a	DET
cana-2644	101	28	sudden	sudden	ADJ
cana-2644	101	29	spike	spike	NOUN
cana-2644	101	30	in	in	ADP
cana-2644	101	31	traffic	traffic	NOUN
cana-2644	101	32	or	or	CCONJ
cana-2644	101	33	a	a	DET
cana-2644	101	34	large	large	ADJ
cana-2644	101	35	number	number	NOUN
cana-2644	101	36	of	of	ADP
cana-2644	101	37	requests	request	NOUN
cana-2644	101	38	from	from	ADP
cana-2644	101	39	a	a	DET
cana-2644	101	40	single	single	ADJ
cana-2644	101	41	source	source	NOUN
cana-2644	101	42	.	.	PUNCT
cana-2644	102	1	a	a	DET
cana-2644	102	2	multifaceted	multifaceted	ADJ
cana-2644	102	3	strategy	strategy	NOUN
cana-2644	102	4	integrating	integrate	VERB
cana-2644	102	5	real	real	ADJ
cana-2644	102	6	-	-	PUNCT
cana-2644	102	7	time	time	NOUN
cana-2644	102	8	monitoring	monitoring	NOUN
cana-2644	102	9	,	,	PUNCT
cana-2644	102	10	anomaly	anomaly	NOUN
cana-2644	102	11	detection	detection	NOUN
cana-2644	102	12	,	,	PUNCT
cana-2644	102	13	and	and	CCONJ
cana-2644	102	14	reliable	reliable	ADJ
cana-2644	102	15	reaction	reaction	NOUN
cana-2644	102	16	mechanisms	mechanism	NOUN
cana-2644	102	17	is	be	AUX
cana-2644	102	18	needed	need	VERB
cana-2644	102	19	to	to	PART
cana-2644	102	20	identify	identify	VERB
cana-2644	102	21	ddos	ddos	NOUN
cana-2644	102	22	attacks	attack	NOUN
cana-2644	102	23	on	on	ADP
cana-2644	102	24	a	a	DET
cana-2644	102	25	smart	smart	ADJ
cana-2644	102	26	grid	grid	NOUN
cana-2644	102	27	.	.	PUNCT
cana-2644	103	1	smart	smart	ADJ
cana-2644	103	2	grid	grid	NOUN
cana-2644	103	3	operators	operator	NOUN
cana-2644	103	4	can	can	AUX
cana-2644	103	5	efficiently	efficiently	ADV
cana-2644	103	6	identify	identify	VERB
cana-2644	103	7	and	and	CCONJ
cana-2644	103	8	reduce	reduce	VERB
cana-2644	103	9	the	the	DET
cana-2644	103	10	impact	impact	NOUN
cana-2644	103	11	of	of	ADP
cana-2644	103	12	ddos	ddos	NOUN
cana-2644	103	13	attacks	attack	NOUN
cana-2644	103	14	,	,	PUNCT
cana-2644	103	15	hence	hence	ADV
cana-2644	103	16	safeguarding	safeguard	VERB
cana-2644	103	17	the	the	DET
cana-2644	103	18	grid	grid	NOUN
cana-2644	103	19	's	's	PART
cana-2644	103	20	reliability	reliability	NOUN
cana-2644	103	21	and	and	CCONJ
cana-2644	103	22	security	security	NOUN
cana-2644	103	23	.	.	PUNCT
cana-2644	104	1	this	this	PRON
cana-2644	104	2	can	can	AUX
cana-2644	104	3	be	be	AUX
cana-2644	104	4	achieved	achieve	VERB
cana-2644	104	5	by	by	ADP
cana-2644	104	6	utilizing	utilize	VERB
cana-2644	104	7	advanced	advanced	ADJ
cana-2644	104	8	detection	detection	NOUN
cana-2644	104	9	tools	tool	NOUN
cana-2644	104	10	and	and	CCONJ
cana-2644	104	11	implementing	implement	VERB
cana-2644	104	12	a	a	DET
cana-2644	104	13	proactive	proactive	ADJ
cana-2644	104	14	defence	defence	NOUN
cana-2644	104	15	strategy	strategy	NOUN
cana-2644	104	16	.	.	PUNCT
cana-2644	105	1	1	1	X
cana-2644	105	2	.	.	X
cana-2644	105	3	key	key	ADJ
cana-2644	105	4	indicators	indicator	NOUN
cana-2644	105	5	:	:	PUNCT
cana-2644	105	6	a.	a.	NOUN
cana-2644	105	7	abnormal	abnormal	ADJ
cana-2644	105	8	traffic	traffic	NOUN
cana-2644	105	9	trends	trend	NOUN
cana-2644	105	10	:	:	PUNCT
cana-2644	105	11	▪	▪	X
cana-2644	105	12	unexpected	unexpected	ADJ
cana-2644	105	13	traffic	traffic	NOUN
cana-2644	105	14	increases	increase	NOUN
cana-2644	105	15	:	:	PUNCT
cana-2644	105	16	unexpectedly	unexpectedly	ADV
cana-2644	105	17	high	high	ADJ
cana-2644	105	18	levels	level	NOUN
cana-2644	105	19	of	of	ADP
cana-2644	105	20	network	network	NOUN
cana-2644	105	21	traffic	traffic	NOUN
cana-2644	105	22	have	have	VERB
cana-2644	105	23	the	the	DET
cana-2644	105	24	potential	potential	NOUN
cana-2644	105	25	to	to	PART
cana-2644	105	26	overload	overload	VERB
cana-2644	105	27	smart	smart	ADJ
cana-2644	105	28	grid	grid	NOUN
cana-2644	105	29	communication	communication	NOUN
cana-2644	105	30	channels	channel	NOUN
cana-2644	105	31	.	.	PUNCT
cana-2644	106	1	▪	▪	ADJ
cana-2644	106	2	high	high	ADJ
cana-2644	106	3	packet	packet	NOUN
cana-2644	106	4	rate	rate	NOUN
cana-2644	106	5	:	:	PUNCT
cana-2644	106	6	a	a	DET
cana-2644	106	7	ddos	ddos	NOUN
cana-2644	106	8	assault	assault	NOUN
cana-2644	106	9	may	may	AUX
cana-2644	106	10	be	be	AUX
cana-2644	106	11	indicated	indicate	VERB
cana-2644	106	12	by	by	ADP
cana-2644	106	13	an	an	DET
cana-2644	106	14	abnormally	abnormally	ADV
cana-2644	106	15	high	high	ADJ
cana-2644	106	16	rate	rate	NOUN
cana-2644	106	17	of	of	ADP
cana-2644	106	18	incoming	incoming	ADJ
cana-2644	106	19	packets	packet	NOUN
cana-2644	106	20	.	.	PUNCT
cana-2644	107	1	▪	▪	ADJ
cana-2644	107	2	repeated	repeat	VERB
cana-2644	107	3	requests	request	NOUN
cana-2644	107	4	:	:	PUNCT
cana-2644	107	5	a	a	DET
cana-2644	107	6	lot	lot	NOUN
cana-2644	107	7	of	of	ADP
cana-2644	107	8	requests	request	NOUN
cana-2644	107	9	made	make	VERB
cana-2644	107	10	repeatedly	repeatedly	ADV
cana-2644	107	11	to	to	ADP
cana-2644	107	12	the	the	DET
cana-2644	107	13	same	same	ADJ
cana-2644	107	14	endpoint	endpoint	NOUN
cana-2644	107	15	or	or	CCONJ
cana-2644	107	16	service	service	NOUN
cana-2644	107	17	b.	b.	PROPN
cana-2644	107	18	reduced	reduce	VERB
cana-2644	107	19	system	system	NOUN
cana-2644	107	20	efficiency	efficiency	NOUN
cana-2644	107	21	:	:	PUNCT
cana-2644	107	22	▪	▪	X
cana-2644	107	23	slow	slow	ADJ
cana-2644	107	24	response	response	NOUN
cana-2644	107	25	times[12	times[12	PROPN
cana-2644	107	26	]	]	X
cana-2644	107	27	:	:	PUNCT
cana-2644	107	28	scada	scada	PROPN
cana-2644	107	29	,	,	PUNCT
cana-2644	107	30	smart	smart	ADJ
cana-2644	107	31	meter	meter	NOUN
cana-2644	107	32	,	,	PUNCT
cana-2644	107	33	or	or	CCONJ
cana-2644	107	34	control	control	NOUN
cana-2644	107	35	unit	unit	NOUN
cana-2644	107	36	replies	reply	NOUN
cana-2644	107	37	that	that	PRON
cana-2644	107	38	are	be	AUX
cana-2644	107	39	a	a	DET
cana-2644	107	40	little	little	ADJ
cana-2644	107	41	slow	slow	ADJ
cana-2644	107	42	.	.	PUNCT
cana-2644	108	1	▪	▪	ADJ
cana-2644	108	2	system	system	NOUN
cana-2644	108	3	outages	outage	NOUN
cana-2644	108	4	:	:	PUNCT
cana-2644	108	5	prolonged	prolonged	ADJ
cana-2644	108	6	or	or	CCONJ
cana-2644	108	7	sporadic	sporadic	ADJ
cana-2644	108	8	disruptions	disruption	NOUN
cana-2644	108	9	to	to	ADP
cana-2644	108	10	the	the	DET
cana-2644	108	11	control	control	NOUN
cana-2644	108	12	or	or	CCONJ
cana-2644	108	13	communication	communication	NOUN
cana-2644	108	14	networks	network	NOUN
cana-2644	108	15	.	.	PUNCT
cana-2644	109	1	fig	fig	NOUN
cana-2644	109	2	.	.	PUNCT
cana-2644	110	1	:	:	PUNCT
cana-2644	110	2	key	key	ADJ
cana-2644	110	3	indicators	indicator	NOUN
cana-2644	110	4	of	of	ADP
cana-2644	110	5	ddos	ddos	NOUN
cana-2644	110	6	attacks	attack	NOUN
cana-2644	110	7	c.	c.	PROPN
cana-2644	110	8	depletion	depletion	NOUN
cana-2644	110	9	of	of	ADP
cana-2644	110	10	resources	resource	NOUN
cana-2644	110	11	:	:	PUNCT
cana-2644	110	12	▪	▪	ADJ
cana-2644	110	13	cpu	cpu	NOUN
cana-2644	110	14	and	and	CCONJ
cana-2644	110	15	memory	memory	NOUN
cana-2644	110	16	usage	usage	NOUN
cana-2644	110	17	:	:	PUNCT
cana-2644	110	18	servers	server	NOUN
cana-2644	110	19	and	and	CCONJ
cana-2644	110	20	network	network	NOUN
cana-2644	110	21	devices	device	NOUN
cana-2644	110	22	are	be	AUX
cana-2644	110	23	using	use	VERB
cana-2644	110	24	more	more	ADJ
cana-2644	110	25	cpu	cpu	NOUN
cana-2644	110	26	and	and	CCONJ
cana-2644	110	27	memory	memory	NOUN
cana-2644	110	28	than	than	ADP
cana-2644	110	29	usual	usual	ADJ
cana-2644	110	30	.	.	PUNCT
cana-2644	111	1	▪	▪	ADJ
cana-2644	111	2	overuse	overuse	NOUN
cana-2644	111	3	of	of	ADP
cana-2644	111	4	network	network	NOUN
cana-2644	111	5	capacity	capacity	NOUN
cana-2644	111	6	that	that	PRON
cana-2644	111	7	results	result	VERB
cana-2644	111	8	in	in	ADP
cana-2644	111	9	congestion	congestion	NOUN
cana-2644	111	10	is	be	AUX
cana-2644	111	11	known	know	VERB
cana-2644	111	12	as	as	ADP
cana-2644	111	13	bandwidth	bandwidth	ADJ
cana-2644	111	14	consumption	consumption	NOUN
cana-2644	111	15	.	.	PUNCT
cana-2644	112	1	2	2	X
cana-2644	112	2	.	.	X
cana-2644	112	3	detection	detection	NOUN
cana-2644	112	4	techniques	technique	NOUN
cana-2644	112	5	:	:	PUNCT
cana-2644	112	6	following	follow	VERB
cana-2644	112	7	are	be	AUX
cana-2644	112	8	some	some	PRON
cana-2644	112	9	of	of	ADP
cana-2644	112	10	the	the	DET
cana-2644	112	11	prominent	prominent	ADJ
cana-2644	112	12	detection	detection	NOUN
cana-2644	112	13	techniques	technique	NOUN
cana-2644	112	14	for	for	ADP
cana-2644	112	15	ddos	ddos	NOUN
cana-2644	112	16	attacks	attack	NOUN
cana-2644	112	17	.	.	PUNCT
cana-2644	113	1	communications	communication	NOUN
cana-2644	113	2	on	on	ADP
cana-2644	113	3	applied	apply	VERB
cana-2644	113	4	nonlinear	nonlinear	ADJ
cana-2644	113	5	analysis	analysis	NOUN
cana-2644	113	6	issn	issn	NOUN
cana-2644	113	7	:	:	PUNCT
cana-2644	113	8	1074	1074	NUM
cana-2644	113	9	-	-	PUNCT
cana-2644	113	10	133x	133x	NUM
cana-2644	113	11	vol	vol	NOUN
cana-2644	113	12	32	32	NUM
cana-2644	113	13	no	no	NOUN
cana-2644	113	14	.	.	PUNCT
cana-2644	114	1	3s	3s	NUM
cana-2644	114	2	(	(	PUNCT
cana-2644	114	3	2025	2025	NUM
cana-2644	114	4	)	)	PUNCT
cana-2644	114	5	301	301	NUM
cana-2644	114	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2644	114	7	a.	a.	NOUN
cana-2644	114	8	anamoly	anamoly	NOUN
cana-2644	114	9	:	:	PUNCT
cana-2644	114	10	this	this	PRON
cana-2644	114	11	involves	involve	VERB
cana-2644	114	12	analysis	analysis	NOUN
cana-2644	114	13	of	of	ADP
cana-2644	114	14	baseline	baseline	ADJ
cana-2644	114	15	normal	normal	ADJ
cana-2644	114	16	traffic	traffic	NOUN
cana-2644	114	17	(	(	PUNCT
cana-2644	114	18	bnt	bnt	PROPN
cana-2644	114	19	)	)	PUNCT
cana-2644	114	20	for	for	ADP
cana-2644	114	21	typical	typical	ADJ
cana-2644	114	22	traffic	traffic	NOUN
cana-2644	114	23	patterns	pattern	NOUN
cana-2644	114	24	&	&	CCONJ
cana-2644	114	25	any	any	DET
cana-2644	114	26	deviation	deviation	NOUN
cana-2644	114	27	upper	upper	ADJ
cana-2644	114	28	than	than	ADP
cana-2644	114	29	the	the	DET
cana-2644	114	30	threshold	threshold	NOUN
cana-2644	114	31	it	it	PRON
cana-2644	114	32	is	be	AUX
cana-2644	114	33	determined	determined	ADJ
cana-2644	114	34	to	to	PART
cana-2644	114	35	be	be	AUX
cana-2644	114	36	an	an	DET
cana-2644	114	37	anamoly	anamoly	NOUN
cana-2644	114	38	in	in	ADP
cana-2644	114	39	the	the	DET
cana-2644	114	40	detection	detection	NOUN
cana-2644	114	41	engine	engine	NOUN
cana-2644	114	42	.	.	PUNCT
cana-2644	115	1	further	far	ADV
cana-2644	115	2	,	,	PUNCT
cana-2644	115	3	we	we	PRON
cana-2644	115	4	can	can	AUX
cana-2644	115	5	also	also	ADV
cana-2644	115	6	identify	identify	VERB
cana-2644	115	7	the	the	DET
cana-2644	115	8	deviations	deviation	NOUN
cana-2644	115	9	from	from	ADP
cana-2644	115	10	the	the	DET
cana-2644	115	11	norm	norm	NOUN
cana-2644	115	12	using	use	VERB
cana-2644	115	13	statistical	statistical	ADJ
cana-2644	115	14	techniques	technique	NOUN
cana-2644	115	15	,	,	PUNCT
cana-2644	115	16	machine	machine	NOUN
cana-2644	115	17	learning	learning	NOUN
cana-2644	115	18	models	model	NOUN
cana-2644	115	19	,	,	PUNCT
cana-2644	115	20	or	or	CCONJ
cana-2644	115	21	artificial	artificial	ADJ
cana-2644	115	22	intelligence	intelligence	NOUN
cana-2644	115	23	(	(	PUNCT
cana-2644	115	24	ai	ai	NOUN
cana-2644	115	25	)	)	PUNCT
cana-2644	115	26	.	.	PUNCT
cana-2644	116	1	b.	b.	PROPN
cana-2644	116	2	network	network	PROPN
cana-2644	116	3	monitoring	monitor	VERB
cana-2644	116	4	•	•	NUM
cana-2644	116	5	intrusion	intrusion	NOUN
cana-2644	116	6	detection	detection	NOUN
cana-2644	116	7	systems	system	NOUN
cana-2644	116	8	(	(	PUNCT
cana-2644	116	9	ids)[9	ids)[9	NOUN
cana-2644	116	10	]	]	PUNCT
cana-2644	116	11	:	:	PUNCT
cana-2644	116	12	use	use	VERB
cana-2644	116	13	ids	id	NOUN
cana-2644	116	14	to	to	PART
cana-2644	116	15	keep	keep	VERB
cana-2644	116	16	an	an	DET
cana-2644	116	17	eye	eye	NOUN
cana-2644	116	18	on	on	ADP
cana-2644	116	19	network	network	NOUN
cana-2644	116	20	activity	activity	NOUN
cana-2644	116	21	and	and	CCONJ
cana-2644	116	22	spot	spot	NOUN
cana-2644	116	23	unusual	unusual	ADJ
cana-2644	116	24	activity	activity	NOUN
cana-2644	116	25	•	•	NOUN
cana-2644	116	26	traffic	traffic	NOUN
cana-2644	116	27	analysis	analysis	NOUN
cana-2644	116	28	tools	tool	NOUN
cana-2644	116	29	:	:	PUNCT
cana-2644	116	30	to	to	PART
cana-2644	116	31	examine	examine	VERB
cana-2644	116	32	traffic	traffic	NOUN
cana-2644	116	33	patterns	pattern	NOUN
cana-2644	116	34	,	,	PUNCT
cana-2644	116	35	use	use	VERB
cana-2644	116	36	tools	tool	NOUN
cana-2644	116	37	such	such	ADJ
cana-2644	116	38	as	as	ADP
cana-2644	116	39	wireshark	wireshark	NOUN
cana-2644	116	40	,	,	PUNCT
cana-2644	116	41	snort	snort	VERB
cana-2644	116	42	,	,	PUNCT
cana-2644	116	43	or	or	CCONJ
cana-2644	116	44	thirdparty	thirdparty	NOUN
cana-2644	116	45	solutions	solution	NOUN
cana-2644	116	46	.	.	PUNCT
cana-2644	117	1	c.	c.	PROPN
cana-2644	117	2	flow	flow	PROPN
cana-2644	117	3	analysis	analysis	NOUN
cana-2644	117	4	:	:	PUNCT
cana-2644	117	5	we	we	PRON
cana-2644	117	6	can	can	AUX
cana-2644	117	7	find	find	VERB
cana-2644	117	8	the	the	DET
cana-2644	117	9	unusual	unusual	ADJ
cana-2644	117	10	traffic	traffic	NOUN
cana-2644	117	11	flows	flow	VERB
cana-2644	117	12	,	,	PUNCT
cana-2644	117	13	gather	gather	VERB
cana-2644	117	14	and	and	CCONJ
cana-2644	117	15	examine	examine	VERB
cana-2644	117	16	flow	flow	NOUN
cana-2644	117	17	data	datum	NOUN
cana-2644	117	18	using	use	VERB
cana-2644	117	19	netflow	netflow	NOUN
cana-2644	117	20	and	and	CCONJ
cana-2644	117	21	sflow	sflow	NOUN
cana-2644	117	22	.	.	PUNCT
cana-2644	118	1	also	also	ADV
cana-2644	118	2	to	to	PART
cana-2644	118	3	detect	detect	VERB
cana-2644	118	4	malicious	malicious	ADJ
cana-2644	118	5	packets	packet	NOUN
cana-2644	118	6	or	or	CCONJ
cana-2644	118	7	payloads	payload	NOUN
cana-2644	118	8	,	,	PUNCT
cana-2644	118	9	we	we	PRON
cana-2644	118	10	shall	shall	AUX
cana-2644	118	11	perform	perform	VERB
cana-2644	118	12	a	a	DET
cana-2644	118	13	thorough	thorough	ADJ
cana-2644	118	14	packet	packet	NOUN
cana-2644	118	15	inspection	inspection	NOUN
cana-2644	118	16	.	.	PUNCT
cana-2644	119	1	d.	d.	PROPN
cana-2644	119	2	heuristics	heuristics	PROPN
cana-2644	119	3	based	base	VERB
cana-2644	119	4	:	:	PUNCT
cana-2644	119	5	•	•	NUM
cana-2644	119	6	known	know	VERB
cana-2644	119	7	attack	attack	NOUN
cana-2644	119	8	signatures	signature	NOUN
cana-2644	119	9	:	:	PUNCT
cana-2644	119	10	an	an	DET
cana-2644	119	11	use	use	NOUN
cana-2644	119	12	signature	signature	NOUN
cana-2644	119	13	-	-	PUNCT
cana-2644	119	14	based	base	VERB
cana-2644	119	15	detection	detection	NOUN
cana-2644	119	16	shall	shall	AUX
cana-2644	119	17	be	be	AUX
cana-2644	119	18	used	use	VERB
cana-2644	119	19	to	to	PART
cana-2644	119	20	identify	identify	VERB
cana-2644	119	21	known	know	VERB
cana-2644	119	22	ddos	ddo	NOUN
cana-2644	119	23	attack	attack	NOUN
cana-2644	119	24	patterns	pattern	NOUN
cana-2644	119	25	.	.	PUNCT
cana-2644	120	1	•	•	NUM
cana-2644	120	2	heuristic	heuristic	ADJ
cana-2644	120	3	analysis	analysis	NOUN
cana-2644	120	4	:	:	PUNCT
cana-2644	120	5	we	we	PRON
cana-2644	120	6	shall	shall	AUX
cana-2644	120	7	implement	implement	VERB
cana-2644	120	8	heuristic	heuristic	ADJ
cana-2644	120	9	rules	rule	NOUN
cana-2644	120	10	to	to	PART
cana-2644	120	11	detect	detect	VERB
cana-2644	120	12	common	common	ADJ
cana-2644	120	13	characteristics	characteristic	NOUN
cana-2644	120	14	of	of	ADP
cana-2644	120	15	ddos	ddos	NOUN
cana-2644	120	16	attacks	attack	NOUN
cana-2644	120	17	.	.	PUNCT
cana-2644	121	1	3	3	X
cana-2644	121	2	.	.	X
cana-2644	121	3	response	response	NOUN
cana-2644	121	4	&	&	CCONJ
cana-2644	121	5	mitigation	mitigation	NOUN
cana-2644	121	6	•	•	ADP
cana-2644	121	7	alert	alert	NOUN
cana-2644	121	8	rts	rt	NOUN
cana-2644	121	9	:	:	PUNCT
cana-2644	121	10	set	set	VERB
cana-2644	121	11	up	up	ADP
cana-2644	121	12	the	the	DET
cana-2644	121	13	system	system	NOUN
cana-2644	121	14	to	to	PART
cana-2644	121	15	automatically	automatically	ADV
cana-2644	121	16	send	send	VERB
cana-2644	121	17	out	out	ADP
cana-2644	121	18	alerts	alert	NOUN
cana-2644	121	19	when	when	SCONJ
cana-2644	121	20	indicators	indicator	NOUN
cana-2644	121	21	of	of	ADP
cana-2644	121	22	a	a	DET
cana-2644	121	23	potential	potential	ADJ
cana-2644	121	24	ddos	ddos	NOUN
cana-2644	121	25	assault	assault	NOUN
cana-2644	121	26	are	be	AUX
cana-2644	121	27	found	find	VERB
cana-2644	121	28	.	.	PUNCT
cana-2644	122	1	•	•	NUM
cana-2644	122	2	traffic	traffic	NOUN
cana-2644	122	3	filtering	filtering	NOUN
cana-2644	122	4	:	:	PUNCT
cana-2644	122	5	prevent	prevent	VERB
cana-2644	122	6	communication	communication	NOUN
cana-2644	122	7	coming	come	VERB
cana-2644	122	8	from	from	ADP
cana-2644	122	9	shady	shady	ADJ
cana-2644	122	10	ip	ip	NOUN
cana-2644	122	11	addresses	address	NOUN
cana-2644	122	12	.	.	PUNCT
cana-2644	123	1	rate	rate	NOUN
cana-2644	123	2	limit	limit	VERB
cana-2644	123	3	the	the	DET
cana-2644	123	4	quantity	quantity	NOUN
cana-2644	123	5	of	of	ADP
cana-2644	123	6	requests	request	NOUN
cana-2644	123	7	made	make	VERB
cana-2644	123	8	to	to	ADP
cana-2644	123	9	vital	vital	ADJ
cana-2644	123	10	services	service	NOUN
cana-2644	123	11	per	per	ADP
cana-2644	123	12	second	second	NOUN
cana-2644	123	13	by	by	ADP
cana-2644	123	14	implementing	implement	VERB
cana-2644	123	15	rate	rate	NOUN
cana-2644	123	16	limiting	limiting	NOUN
cana-2644	123	17	.	.	PUNCT
cana-2644	124	1	•	•	NUM
cana-2644	124	2	load	load	NOUN
cana-2644	124	3	balancing	balancing	NOUN
cana-2644	124	4	:	:	PUNCT
cana-2644	124	5	to	to	PART
cana-2644	124	6	equally	equally	ADV
cana-2644	124	7	distribute	distribute	VERB
cana-2644	124	8	traffic	traffic	NOUN
cana-2644	124	9	among	among	ADP
cana-2644	124	10	servers	server	NOUN
cana-2644	124	11	,	,	PUNCT
cana-2644	124	12	use	use	VERB
cana-2644	124	13	load	load	NOUN
cana-2644	124	14	balancers	balancer	NOUN
cana-2644	124	15	.	.	PUNCT
cana-2644	125	1	•	•	NUM
cana-2644	125	2	redundancy	redundancy	NOUN
cana-2644	125	3	:	:	PUNCT
cana-2644	125	4	make	make	VERB
cana-2644	125	5	sure	sure	ADJ
cana-2644	125	6	there	there	PRON
cana-2644	125	7	is	be	VERB
cana-2644	125	8	redundancy	redundancy	NOUN
cana-2644	125	9	to	to	PART
cana-2644	125	10	keep	keep	VERB
cana-2644	125	11	services	service	NOUN
cana-2644	125	12	available	available	ADJ
cana-2644	125	13	in	in	ADP
cana-2644	125	14	the	the	DET
cana-2644	125	15	event	event	NOUN
cana-2644	125	16	of	of	ADP
cana-2644	125	17	an	an	DET
cana-2644	125	18	attack	attack	NOUN
cana-2644	125	19	.	.	PUNCT
cana-2644	126	1	4	4	X
cana-2644	126	2	.	.	X
cana-2644	126	3	incremental	incremental	ADJ
cana-2644	126	4	improvements	improvement	NOUN
cana-2644	126	5	:	:	PUNCT
cana-2644	126	6	a.	a.	NOUN
cana-2644	126	7	analyzing	analyze	VERB
cana-2644	126	8	an	an	DET
cana-2644	126	9	incident	incident	NOUN
cana-2644	126	10	:	:	PUNCT
cana-2644	126	11	an	an	DET
cana-2644	126	12	effort	effort	NOUN
cana-2644	126	13	to	to	PART
cana-2644	126	14	be	be	AUX
cana-2644	126	15	made	make	VERB
cana-2644	126	16	to	to	PART
cana-2644	126	17	analyse	analyse	VERB
cana-2644	126	18	the	the	DET
cana-2644	126	19	event	event	NOUN
cana-2644	126	20	following	follow	VERB
cana-2644	126	21	an	an	DET
cana-2644	126	22	attack	attack	NOUN
cana-2644	126	23	to	to	PART
cana-2644	126	24	identify	identify	VERB
cana-2644	126	25	the	the	DET
cana-2644	126	26	attack	attack	NOUN
cana-2644	126	27	pathways	pathway	NOUN
cana-2644	126	28	and	and	CCONJ
cana-2644	126	29	strengthen	strengthen	VERB
cana-2644	126	30	defences	defence	NOUN
cana-2644	126	31	.	.	PUNCT
cana-2644	127	1	b.	b.	PROPN
cana-2644	127	2	revise	revise	VERB
cana-2644	127	3	security	security	NOUN
cana-2644	127	4	guidelines	guideline	NOUN
cana-2644	127	5	:	:	PUNCT
cana-2644	127	6	to	to	PART
cana-2644	127	7	handle	handle	VERB
cana-2644	127	8	emerging	emerge	VERB
cana-2644	127	9	threats	threat	NOUN
cana-2644	127	10	,	,	PUNCT
cana-2644	127	11	update	update	NOUN
cana-2644	127	12	intrusion	intrusion	NOUN
cana-2644	127	13	detection	detection	NOUN
cana-2644	127	14	systems	system	NOUN
cana-2644	127	15	,	,	PUNCT
cana-2644	127	16	firewalls	firewall	NOUN
cana-2644	127	17	,	,	PUNCT
cana-2644	127	18	and	and	CCONJ
cana-2644	127	19	security	security	NOUN
cana-2644	127	20	rules	rule	NOUN
cana-2644	127	21	on	on	ADP
cana-2644	127	22	a	a	DET
cana-2644	127	23	regular	regular	ADJ
cana-2644	127	24	basis	basis	NOUN
cana-2644	127	25	.	.	PUNCT
cana-2644	128	1	iii	iii	X
cana-2644	128	2	.	.	PROPN
cana-2644	128	3	time	time	PROPN
cana-2644	128	4	series	series	PROPN
cana-2644	128	5	analysis	analysis	NOUN
cana-2644	128	6	for	for	ADP
cana-2644	128	7	ddos	ddos	NOUN
cana-2644	128	8	attack	attack	NOUN
cana-2644	128	9	countermeasures	countermeasure	NOUN
cana-2644	128	10	while	while	SCONJ
cana-2644	128	11	examining	examine	VERB
cana-2644	128	12	the	the	DET
cana-2644	128	13	trends	trend	NOUN
cana-2644	128	14	and	and	CCONJ
cana-2644	128	15	abnormalities	abnormality	NOUN
cana-2644	128	16	in	in	ADP
cana-2644	128	17	the	the	DET
cana-2644	128	18	data	datum	NOUN
cana-2644	128	19	gathered	gather	VERB
cana-2644	128	20	over	over	ADP
cana-2644	128	21	time	time	NOUN
cana-2644	128	22	from	from	ADP
cana-2644	128	23	numerous	numerous	ADJ
cana-2644	128	24	sensors	sensor	NOUN
cana-2644	128	25	and	and	CCONJ
cana-2644	128	26	systems	system	NOUN
cana-2644	128	27	,	,	PUNCT
cana-2644	128	28	time	time	NOUN
cana-2644	128	29	series	series	PROPN
cana-2644	128	30	analysis[14	analysis[14	PROPN
cana-2644	128	31	]	]	PUNCT
cana-2644	128	32	is	be	AUX
cana-2644	128	33	an	an	DET
cana-2644	128	34	effective	effective	ADJ
cana-2644	128	35	technique	technique	NOUN
cana-2644	128	36	for	for	ADP
cana-2644	128	37	identifying	identify	VERB
cana-2644	128	38	ddos	ddos	NOUN
cana-2644	128	39	attacks	attack	NOUN
cana-2644	128	40	in	in	ADP
cana-2644	128	41	a	a	DET
cana-2644	128	42	smart	smart	ADJ
cana-2644	128	43	grid	grid	NOUN
cana-2644	128	44	.	.	PUNCT
cana-2644	129	1	a.	a.	NOUN
cana-2644	129	2	time	time	PROPN
cana-2644	129	3	series	series	PROPN
cana-2644	129	4	data	data	PROPN
cana-2644	129	5	sources	source	NOUN
cana-2644	129	6	a	a	DET
cana-2644	129	7	smart	smart	ADJ
cana-2644	129	8	grid	grid	NOUN
cana-2644	129	9	generates	generate	VERB
cana-2644	129	10	extensive	extensive	ADJ
cana-2644	129	11	time	time	NOUN
cana-2644	129	12	series	series	PROPN
cana-2644	129	13	data	datum	NOUN
cana-2644	129	14	from	from	ADP
cana-2644	129	15	multiple	multiple	ADJ
cana-2644	129	16	sources	source	NOUN
cana-2644	129	17	,	,	PUNCT
cana-2644	129	18	including	include	VERB
cana-2644	129	19	:	:	PUNCT
cana-2644	129	20	communications	communication	NOUN
cana-2644	129	21	on	on	ADP
cana-2644	129	22	applied	apply	VERB
cana-2644	129	23	nonlinear	nonlinear	ADJ
cana-2644	129	24	analysis	analysis	NOUN
cana-2644	129	25	issn	issn	NOUN
cana-2644	129	26	:	:	PUNCT
cana-2644	129	27	1074	1074	NUM
cana-2644	129	28	-	-	PUNCT
cana-2644	129	29	133x	133x	NUM
cana-2644	129	30	vol	vol	NOUN
cana-2644	129	31	32	32	NUM
cana-2644	129	32	no	no	NOUN
cana-2644	129	33	.	.	PUNCT
cana-2644	130	1	3s	3s	NUM
cana-2644	130	2	(	(	PUNCT
cana-2644	130	3	2025	2025	NUM
cana-2644	130	4	)	)	PUNCT
cana-2644	130	5	302	302	NUM
cana-2644	130	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2644	130	7	▪	▪	ADJ
cana-2644	130	8	voltage	voltage	NOUN
cana-2644	130	9	:	:	PUNCT
cana-2644	130	10	measurements	measurement	NOUN
cana-2644	130	11	from	from	ADP
cana-2644	130	12	various	various	ADJ
cana-2644	130	13	nodes	node	NOUN
cana-2644	130	14	in	in	ADP
cana-2644	130	15	the	the	DET
cana-2644	130	16	grid	grid	NOUN
cana-2644	130	17	.	.	PUNCT
cana-2644	131	1	▪	▪	ADJ
cana-2644	131	2	current	current	ADJ
cana-2644	131	3	:	:	PUNCT
cana-2644	131	4	flow	flow	NOUN
cana-2644	131	5	of	of	ADP
cana-2644	131	6	electricity	electricity	NOUN
cana-2644	131	7	at	at	ADP
cana-2644	131	8	different	different	ADJ
cana-2644	131	9	points	point	NOUN
cana-2644	131	10	.	.	PUNCT
cana-2644	132	1	▪	▪	ADJ
cana-2644	132	2	power	power	NOUN
cana-2644	132	3	factor	factor	NOUN
cana-2644	132	4	:	:	PUNCT
cana-2644	132	5	efficiency	efficiency	NOUN
cana-2644	132	6	of	of	ADP
cana-2644	132	7	power	power	NOUN
cana-2644	132	8	usage	usage	NOUN
cana-2644	132	9	.	.	PUNCT
cana-2644	133	1	▪	▪	ADJ
cana-2644	133	2	energy	energy	NOUN
cana-2644	133	3	consumption	consumption	NOUN
cana-2644	133	4	:	:	PUNCT
cana-2644	133	5	total	total	ADJ
cana-2644	133	6	energy	energy	NOUN
cana-2644	133	7	used	use	VERB
cana-2644	133	8	over	over	ADP
cana-2644	133	9	time	time	NOUN
cana-2644	133	10	.	.	PUNCT
cana-2644	134	1	▪	▪	ADJ
cana-2644	134	2	network	network	NOUN
cana-2644	134	3	traffic	traffic	NOUN
cana-2644	134	4	:	:	PUNCT
cana-2644	134	5	data	datum	NOUN
cana-2644	134	6	flow	flow	NOUN
cana-2644	134	7	across	across	ADP
cana-2644	134	8	communication	communication	NOUN
cana-2644	134	9	networks	network	NOUN
cana-2644	134	10	.	.	PUNCT
cana-2644	135	1	b.	b.	NOUN
cana-2644	135	2	steps	step	NOUN
cana-2644	135	3	for	for	ADP
cana-2644	135	4	tsa	tsa	PROPN
cana-2644	135	5	&	&	CCONJ
cana-2644	135	6	modeling	modeling	PROPN
cana-2644	135	7	i.	i.	PROPN
cana-2644	135	8	data	data	PROPN
cana-2644	135	9	collection	collection	NOUN
cana-2644	135	10	:	:	PUNCT
cana-2644	135	11	▪	▪	ADJ
cana-2644	135	12	compile	compile	NOUN
cana-2644	135	13	time	time	NOUN
cana-2644	135	14	series	series	PROPN
cana-2644	135	15	data	datum	NOUN
cana-2644	135	16	from	from	ADP
cana-2644	135	17	the	the	DET
cana-2644	135	18	‘	'	PUNCT
cana-2644	135	19	n	n	CCONJ
cana-2644	135	20	’	'	PUNCT
cana-2644	135	21	scada	scada	PROPN
cana-2644	135	22	-	-	PUNCT
cana-2644	135	23	connected	connect	VERB
cana-2644	135	24	rtus	rtus	NOUN
cana-2644	135	25	that	that	PRON
cana-2644	135	26	are	be	AUX
cana-2644	135	27	connected	connect	VERB
cana-2644	135	28	to	to	ADP
cana-2644	135	29	electrical	electrical	ADJ
cana-2644	135	30	substations	substation	NOUN
cana-2644	135	31	.	.	PUNCT
cana-2644	136	1	▪	▪	NOUN
cana-2644	136	2	verify	verify	VERB
cana-2644	136	3	the	the	DET
cana-2644	136	4	consistency	consistency	NOUN
cana-2644	136	5	,	,	PUNCT
cana-2644	136	6	completeness	completeness	NOUN
cana-2644	136	7	,	,	PUNCT
cana-2644	136	8	and	and	CCONJ
cana-2644	136	9	integrity	integrity	NOUN
cana-2644	136	10	of	of	ADP
cana-2644	136	11	the	the	DET
cana-2644	136	12	data	datum	NOUN
cana-2644	136	13	across	across	ADP
cana-2644	136	14	all	all	DET
cana-2644	136	15	substations	substation	NOUN
cana-2644	136	16	.	.	PUNCT
cana-2644	137	1	▪	▪	ADJ
cana-2644	137	2	gather	gather	NOUN
cana-2644	137	3	data	datum	NOUN
cana-2644	137	4	continuously	continuously	ADV
cana-2644	137	5	via	via	ADP
cana-2644	137	6	sensors	sensor	NOUN
cana-2644	137	7	,	,	PUNCT
cana-2644	137	8	scada	scada	PROPN
cana-2644	137	9	systems	systems	PROPN
cana-2644	137	10	,	,	PUNCT
cana-2644	137	11	smart	smart	ADJ
cana-2644	137	12	meters	meter	NOUN
cana-2644	137	13	,	,	PUNCT
cana-2644	137	14	and	and	CCONJ
cana-2644	137	15	network	network	NOUN
cana-2644	137	16	monitoring	monitoring	NOUN
cana-2644	137	17	tools	tool	NOUN
cana-2644	137	18	.	.	PUNCT
cana-2644	138	1	▪	▪	X
cana-2644	138	2	make	make	VERB
cana-2644	138	3	sure	sure	ADJ
cana-2644	138	4	to	to	PART
cana-2644	138	5	collect	collect	VERB
cana-2644	138	6	high	high	ADJ
cana-2644	138	7	-	-	PUNCT
cana-2644	138	8	resolution	resolution	NOUN
cana-2644	138	9	data	datum	NOUN
cana-2644	138	10	in	in	ADP
cana-2644	138	11	order	order	NOUN
cana-2644	138	12	to	to	PART
cana-2644	138	13	identify	identify	VERB
cana-2644	138	14	intricate	intricate	ADJ
cana-2644	138	15	patterns	pattern	NOUN
cana-2644	138	16	.	.	PUNCT
cana-2644	139	1	ii	ii	AUX
cana-2644	139	2	.	.	PUNCT
cana-2644	139	3	data	data	PROPN
cana-2644	139	4	pre	pre	ADJ
cana-2644	139	5	-	-	ADJ
cana-2644	139	6	processing	processing	ADJ
cana-2644	139	7	•	•	NOUN
cana-2644	139	8	dealing	deal	VERB
cana-2644	139	9	with	with	ADP
cana-2644	139	10	missing	miss	VERB
cana-2644	139	11	values	value	NOUN
cana-2644	139	12	:	:	PUNCT
cana-2644	139	13	use	use	VERB
cana-2644	139	14	imputation	imputation	NOUN
cana-2644	139	15	techniques	technique	NOUN
cana-2644	139	16	or	or	CCONJ
cana-2644	139	17	interpolate	interpolate	VERB
cana-2644	139	18	missing	missing	ADJ
cana-2644	139	19	data	datum	NOUN
cana-2644	139	20	points	point	NOUN
cana-2644	139	21	.	.	PUNCT
cana-2644	140	1	•	•	NUM
cana-2644	140	2	outlier	outlier	NOUN
cana-2644	140	3	detection	detection	NOUN
cana-2644	140	4	:	:	PUNCT
cana-2644	140	5	spot	spot	NOUN
cana-2644	140	6	and	and	CCONJ
cana-2644	140	7	deal	deal	VERB
cana-2644	140	8	with	with	ADP
cana-2644	140	9	anomalies	anomaly	NOUN
cana-2644	140	10	that	that	PRON
cana-2644	140	11	could	could	AUX
cana-2644	140	12	skew	skew	VERB
cana-2644	140	13	the	the	DET
cana-2644	140	14	results	result	NOUN
cana-2644	140	15	.	.	PUNCT
cana-2644	141	1	•	•	NUM
cana-2644	141	2	normalize	normalize	VERB
cana-2644	141	3	data	datum	NOUN
cana-2644	141	4	:	:	PUNCT
cana-2644	141	5	if	if	SCONJ
cana-2644	141	6	required	require	VERB
cana-2644	141	7	,	,	PUNCT
cana-2644	141	8	scale	scale	VERB
cana-2644	141	9	the	the	DET
cana-2644	141	10	data	datum	NOUN
cana-2644	141	11	to	to	ADP
cana-2644	141	12	a	a	DET
cana-2644	141	13	standard	standard	ADJ
cana-2644	141	14	range	range	NOUN
cana-2644	141	15	.	.	PUNCT
cana-2644	142	1	iii	iii	X
cana-2644	142	2	.	.	PROPN
cana-2644	142	3	time	time	PROPN
cana-2644	142	4	series	series	PROPN
cana-2644	142	5	analysis	analysis	NOUN
cana-2644	142	6	•	•	ADP
cana-2644	142	7	to	to	PART
cana-2644	142	8	comprehend	comprehend	VERB
cana-2644	142	9	the	the	DET
cana-2644	142	10	trends	trend	NOUN
cana-2644	142	11	,	,	PUNCT
cana-2644	142	12	seasonality	seasonality	NOUN
cana-2644	142	13	,	,	PUNCT
cana-2644	142	14	and	and	CCONJ
cana-2644	142	15	periodicity	periodicity	NOUN
cana-2644	142	16	of	of	ADP
cana-2644	142	17	the	the	DET
cana-2644	142	18	time	time	NOUN
cana-2644	142	19	series	series	PROPN
cana-2644	142	20	data	data	PROPN
cana-2644	142	21	,	,	PUNCT
cana-2644	142	22	conduct	conduct	VERB
cana-2644	142	23	exploratory	exploratory	ADJ
cana-2644	142	24	data	datum	NOUN
cana-2644	142	25	analysis	analysis	NOUN
cana-2644	142	26	(	(	PUNCT
cana-2644	142	27	eda	eda	PROPN
cana-2644	142	28	)	)	PUNCT
cana-2644	142	29	.	.	PUNCT
cana-2644	143	1	•	•	NOUN
cana-2644	143	2	utilizing	utilize	VERB
cana-2644	143	3	techniques	technique	NOUN
cana-2644	143	4	such	such	ADJ
cana-2644	143	5	as	as	ADP
cana-2644	143	6	seasonal	seasonal	ADJ
cana-2644	143	7	decomposition	decomposition	NOUN
cana-2644	143	8	of	of	ADP
cana-2644	143	9	time	time	NOUN
cana-2644	143	10	series	series	PROPN
cana-2644	143	11	(	(	PUNCT
cana-2644	143	12	stl	stl	PROPN
cana-2644	143	13	)	)	PUNCT
cana-2644	144	1	[	[	X
cana-2644	144	2	3	3	X
cana-2644	144	3	]	]	PUNCT
cana-2644	144	4	,	,	PUNCT
cana-2644	144	5	break	break	VERB
cana-2644	144	6	down	down	ADP
cana-2644	144	7	the	the	DET
cana-2644	144	8	time	time	NOUN
cana-2644	144	9	series	series	NOUN
cana-2644	144	10	into	into	ADP
cana-2644	144	11	its	its	PRON
cana-2644	144	12	constituent	constituent	ADJ
cana-2644	144	13	parts	part	NOUN
cana-2644	144	14	(	(	PUNCT
cana-2644	144	15	trend	trend	NOUN
cana-2644	144	16	,	,	PUNCT
cana-2644	144	17	seasonality	seasonality	NOUN
cana-2644	144	18	,	,	PUNCT
cana-2644	144	19	noise	noise	NOUN
cana-2644	144	20	,	,	PUNCT
cana-2644	144	21	etc	etc	X
cana-2644	144	22	.	.	X
cana-2644	144	23	)	)	PUNCT
cana-2644	144	24	.	.	PUNCT
cana-2644	145	1	•	•	NUM
cana-2644	145	2	use	use	VERB
cana-2644	145	3	the	the	DET
cana-2644	145	4	right	right	ADJ
cana-2644	145	5	time	time	NOUN
cana-2644	145	6	series	series	PROPN
cana-2644	145	7	models	model	NOUN
cana-2644	145	8	to	to	PART
cana-2644	145	9	fit	fit	VERB
cana-2644	145	10	the	the	DET
cana-2644	145	11	data	datum	NOUN
cana-2644	145	12	,	,	PUNCT
cana-2644	145	13	such	such	ADJ
cana-2644	145	14	as	as	ADP
cana-2644	145	15	exponential	exponential	ADJ
cana-2644	145	16	smoothing	smoothing	NOUN
cana-2644	145	17	,	,	PUNCT
cana-2644	145	18	sarima	sarima	NOUN
cana-2644	145	19	,	,	PUNCT
cana-2644	145	20	and	and	CCONJ
cana-2644	145	21	arima	arima	PROPN
cana-2644	145	22	,	,	PUNCT
cana-2644	145	23	to	to	PART
cana-2644	145	24	identify	identify	VERB
cana-2644	145	25	underlying	underlying	ADJ
cana-2644	145	26	patterns	pattern	NOUN
cana-2644	145	27	.	.	PUNCT
cana-2644	146	1	•	•	NUM
cana-2644	146	2	use	use	NOUN
cana-2644	146	3	metrics	metric	NOUN
cana-2644	146	4	like	like	ADP
cana-2644	146	5	forecast	forecast	NOUN
cana-2644	146	6	accuracy	accuracy	NOUN
cana-2644	146	7	,	,	PUNCT
cana-2644	146	8	mean	mean	ADJ
cana-2644	146	9	absolute	absolute	ADJ
cana-2644	146	10	error	error	NOUN
cana-2644	146	11	(	(	PUNCT
cana-2644	146	12	mae	mae	PROPN
cana-2644	146	13	)	)	PUNCT
cana-2644	146	14	,	,	PUNCT
cana-2644	146	15	and	and	CCONJ
cana-2644	146	16	root	root	NOUN
cana-2644	146	17	mean	mean	VERB
cana-2644	146	18	squared	square	VERB
cana-2644	146	19	error	error	NOUN
cana-2644	146	20	(	(	PUNCT
cana-2644	146	21	rmse	rmse	NOUN
cana-2644	146	22	)	)	PUNCT
cana-2644	146	23	to	to	PART
cana-2644	146	24	assess	assess	VERB
cana-2644	146	25	the	the	DET
cana-2644	146	26	model	model	NOUN
cana-2644	146	27	's	's	PART
cana-2644	146	28	performance	performance	NOUN
cana-2644	146	29	.	.	PUNCT
cana-2644	147	1	c.	c.	NOUN
cana-2644	147	2	anamoly	anamoly	ADJ
cana-2644	147	3	detection	detection	NOUN
cana-2644	147	4	1	1	NUM
cana-2644	147	5	.	.	PUNCT
cana-2644	147	6	threshold	threshold	NOUN
cana-2644	147	7	based	base	VERB
cana-2644	147	8	detection	detection	NOUN
cana-2644	147	9	:	:	PUNCT
cana-2644	147	10	▪	▪	X
cana-2644	147	11	establish	establish	VERB
cana-2644	147	12	thresholds	threshold	NOUN
cana-2644	147	13	based	base	VERB
cana-2644	147	14	on	on	ADP
cana-2644	147	15	past	past	ADJ
cana-2644	147	16	performance	performance	NOUN
cana-2644	147	17	and	and	CCONJ
cana-2644	147	18	track	track	NOUN
cana-2644	147	19	departures	departure	NOUN
cana-2644	147	20	beyond	beyond	ADP
cana-2644	147	21	these	these	DET
cana-2644	147	22	limits	limit	NOUN
cana-2644	147	23	.	.	PUNCT
cana-2644	148	1	▪	▪	NOUN
cana-2644	148	2	we	we	PRON
cana-2644	148	3	can	can	AUX
cana-2644	148	4	set	set	VERB
cana-2644	148	5	up	up	ADP
cana-2644	148	6	to	to	PART
cana-2644	148	7	report	report	VERB
cana-2644	148	8	an	an	DET
cana-2644	148	9	anomaly	anomaly	NOUN
cana-2644	148	10	if	if	SCONJ
cana-2644	148	11	voltage	voltage	NOUN
cana-2644	148	12	/	/	SYM
cana-2644	148	13	current	current	ADJ
cana-2644	148	14	readings	reading	NOUN
cana-2644	148	15	differ	differ	VERB
cana-2644	148	16	from	from	ADP
cana-2644	148	17	the	the	DET
cana-2644	148	18	intended	intend	VERB
cana-2644	148	19	value	value	NOUN
cana-2644	148	20	by	by	ADP
cana-2644	148	21	more	more	ADJ
cana-2644	148	22	than	than	ADP
cana-2644	148	23	±x%	±x%	NOUN
cana-2644	148	24	.	.	PUNCT
cana-2644	149	1	2	2	NUM
cana-2644	149	2	..	..	PUNCT
cana-2644	149	3	statistical	statistical	ADJ
cana-2644	149	4	approaches	approach	NOUN
cana-2644	149	5	:	:	PUNCT
cana-2644	149	6	▪	▪	X
cana-2644	149	7	to	to	PART
cana-2644	149	8	find	find	VERB
cana-2644	149	9	outliers	outlier	NOUN
cana-2644	149	10	,	,	PUNCT
cana-2644	149	11	use	use	VERB
cana-2644	149	12	statistical	statistical	ADJ
cana-2644	149	13	tests	test	NOUN
cana-2644	149	14	,	,	PUNCT
cana-2644	149	15	z	z	NOUN
cana-2644	149	16	-	-	PUNCT
cana-2644	149	17	scores	score	NOUN
cana-2644	149	18	,	,	PUNCT
cana-2644	149	19	or	or	CCONJ
cana-2644	149	20	control	control	NOUN
cana-2644	149	21	charts	chart	NOUN
cana-2644	149	22	.	.	PUNCT
cana-2644	150	1	▪	▪	ADJ
cana-2644	150	2	example	example	NOUN
cana-2644	150	3	:	:	PUNCT
cana-2644	150	4	determine	determine	VERB
cana-2644	150	5	the	the	DET
cana-2644	150	6	z	z	NOUN
cana-2644	150	7	-	-	NOUN
cana-2644	150	8	score	score	NOUN
cana-2644	150	9	for	for	ADP
cana-2644	150	10	the	the	DET
cana-2644	150	11	current	current	ADJ
cana-2644	150	12	readings	reading	NOUN
cana-2644	150	13	and	and	CCONJ
cana-2644	150	14	mark	mark	NOUN
cana-2644	150	15	readings	reading	NOUN
cana-2644	150	16	that	that	PRON
cana-2644	150	17	have	have	VERB
cana-2644	150	18	z	z	NOUN
cana-2644	150	19	-	-	PUNCT
cana-2644	150	20	scores	score	NOUN
cana-2644	150	21	higher	high	ADJ
cana-2644	150	22	than	than	ADP
cana-2644	150	23	that	that	DET
cana-2644	150	24	threshold	threshold	NOUN
cana-2644	150	25	.	.	PUNCT
cana-2644	151	1	communications	communication	NOUN
cana-2644	151	2	on	on	ADP
cana-2644	151	3	applied	apply	VERB
cana-2644	151	4	nonlinear	nonlinear	ADJ
cana-2644	151	5	analysis	analysis	NOUN
cana-2644	151	6	issn	issn	NOUN
cana-2644	151	7	:	:	PUNCT
cana-2644	151	8	1074	1074	NUM
cana-2644	151	9	-	-	PUNCT
cana-2644	151	10	133x	133x	NUM
cana-2644	151	11	vol	vol	NOUN
cana-2644	151	12	32	32	NUM
cana-2644	151	13	no	no	NOUN
cana-2644	151	14	.	.	PUNCT
cana-2644	152	1	3s	3s	NUM
cana-2644	152	2	(	(	PUNCT
cana-2644	152	3	2025	2025	NUM
cana-2644	152	4	)	)	PUNCT
cana-2644	152	5	303	303	NUM
cana-2644	152	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2644	152	7	3	3	X
cana-2644	152	8	.	.	PUNCT
cana-2644	152	9	methods	method	NOUN
cana-2644	152	10	of	of	ADP
cana-2644	152	11	machine	machine	NOUN
cana-2644	152	12	learning	learning	NOUN
cana-2644	152	13	:	:	PUNCT
cana-2644	152	14	▪	▪	NOUN
cana-2644	152	15	to	to	PART
cana-2644	152	16	find	find	VERB
cana-2644	152	17	deviations	deviation	NOUN
cana-2644	152	18	,	,	PUNCT
cana-2644	152	19	train	train	NOUN
cana-2644	152	20	anomaly	anomaly	NOUN
cana-2644	152	21	detection	detection	NOUN
cana-2644	152	22	algorithms	algorithm	NOUN
cana-2644	152	23	(	(	PUNCT
cana-2644	152	24	such	such	ADJ
cana-2644	152	25	as	as	ADP
cana-2644	152	26	one	one	NUM
cana-2644	152	27	-	-	PUNCT
cana-2644	152	28	class	class	NOUN
cana-2644	152	29	svm	svm	NOUN
cana-2644	152	30	[	[	X
cana-2644	152	31	1	1	NUM
cana-2644	152	32	]	]	PUNCT
cana-2644	152	33	and	and	CCONJ
cana-2644	152	34	isolation	isolation	NOUN
cana-2644	152	35	forest	forest	NOUN
cana-2644	152	36	)	)	PUNCT
cana-2644	152	37	on	on	ADP
cana-2644	152	38	normal	normal	ADJ
cana-2644	152	39	data	datum	NOUN
cana-2644	152	40	.	.	PUNCT
cana-2644	153	1	▪	▪	NOUN
cana-2644	153	2	as	as	ADP
cana-2644	153	3	an	an	DET
cana-2644	153	4	illustration	illustration	NOUN
cana-2644	153	5	,	,	PUNCT
cana-2644	153	6	use	use	VERB
cana-2644	153	7	isolation	isolation	NOUN
cana-2644	153	8	forest	forest	NOUN
cana-2644	153	9	to	to	PART
cana-2644	153	10	spot	spot	VERB
cana-2644	153	11	strange	strange	ADJ
cana-2644	153	12	network	network	NOUN
cana-2644	153	13	traffic	traffic	NOUN
cana-2644	153	14	spikes	spike	NOUN
cana-2644	153	15	that	that	PRON
cana-2644	153	16	point	point	VERB
cana-2644	153	17	to	to	ADP
cana-2644	153	18	a	a	DET
cana-2644	153	19	ddos	ddos	NOUN
cana-2644	153	20	attack	attack	NOUN
cana-2644	153	21	.	.	PUNCT
cana-2644	154	1	4	4	X
cana-2644	154	2	.	.	X
cana-2644	154	3	detecting	detect	VERB
cana-2644	154	4	anomalies	anomaly	NOUN
cana-2644	154	5	in	in	ADP
cana-2644	154	6	real	real	ADJ
cana-2644	154	7	time	time	NOUN
cana-2644	154	8	:	:	PUNCT
cana-2644	154	9	▪	▪	X
cana-2644	154	10	put	put	VERB
cana-2644	154	11	in	in	ADP
cana-2644	154	12	place	place	NOUN
cana-2644	154	13	real	real	ADJ
cana-2644	154	14	-	-	PUNCT
cana-2644	154	15	time	time	NOUN
cana-2644	154	16	monitoring	monitoring	NOUN
cana-2644	154	17	systems	system	NOUN
cana-2644	154	18	that	that	PRON
cana-2644	154	19	use	use	VERB
cana-2644	154	20	the	the	DET
cana-2644	154	21	models	model	NOUN
cana-2644	154	22	on	on	ADP
cana-2644	154	23	streams	stream	NOUN
cana-2644	154	24	of	of	ADP
cana-2644	154	25	live	live	ADJ
cana-2644	154	26	data	datum	NOUN
cana-2644	154	27	.	.	PUNCT
cana-2644	154	28	▪	▪	NOUN
cana-2644	154	29	to	to	PART
cana-2644	154	30	update	update	VERB
cana-2644	154	31	and	and	CCONJ
cana-2644	154	32	assess	assess	VERB
cana-2644	154	33	the	the	DET
cana-2644	154	34	models	model	NOUN
cana-2644	154	35	on	on	ADP
cana-2644	154	36	a	a	DET
cana-2644	154	37	regular	regular	ADJ
cana-2644	154	38	basis	basis	NOUN
cana-2644	154	39	,	,	PUNCT
cana-2644	154	40	use	use	VERB
cana-2644	154	41	sliding	slide	VERB
cana-2644	154	42	windows	window	NOUN
cana-2644	154	43	.	.	PUNCT
cana-2644	155	1	d.	d.	PROPN
cana-2644	155	2	ddos	ddos	PROPN
cana-2644	155	3	attack	attack	PROPN
cana-2644	155	4	detection	detection	NOUN
cana-2644	155	5	the	the	DET
cana-2644	155	6	simple	simple	ADJ
cana-2644	155	7	approach	approach	NOUN
cana-2644	155	8	for	for	ADP
cana-2644	155	9	ddos	ddos	NOUN
cana-2644	155	10	detection	detection	NOUN
cana-2644	155	11	includes	include	VERB
cana-2644	155	12	the	the	DET
cana-2644	155	13	following	following	NOUN
cana-2644	155	14	:	:	PUNCT
cana-2644	155	15	i.	i.	PROPN
cana-2644	155	16	real	real	ADJ
cana-2644	155	17	time	time	NOUN
cana-2644	155	18	monitoring	monitoring	NOUN
cana-2644	155	19	:	:	PUNCT
cana-2644	155	20	constantly	constantly	ADV
cana-2644	155	21	check	check	VERB
cana-2644	155	22	voltage	voltage	NOUN
cana-2644	155	23	,	,	PUNCT
cana-2644	155	24	current	current	ADJ
cana-2644	155	25	,	,	PUNCT
cana-2644	155	26	power	power	NOUN
cana-2644	155	27	factor	factor	NOUN
cana-2644	155	28	,	,	PUNCT
cana-2644	155	29	energy	energy	NOUN
cana-2644	155	30	consumption	consumption	NOUN
cana-2644	155	31	,	,	PUNCT
cana-2644	155	32	and	and	CCONJ
cana-2644	155	33	network	network	NOUN
cana-2644	155	34	traffic	traffic	NOUN
cana-2644	155	35	.	.	PUNCT
cana-2644	156	1	ii	ii	PROPN
cana-2644	156	2	.	.	PROPN
cana-2644	156	3	time	time	PROPN
cana-2644	156	4	series	series	PROPN
cana-2644	156	5	data	datum	NOUN
cana-2644	156	6	analysis	analysis	NOUN
cana-2644	156	7	:	:	PUNCT
cana-2644	156	8	here	here	ADV
cana-2644	156	9	use	use	VERB
cana-2644	156	10	the	the	DET
cana-2644	156	11	time	time	NOUN
cana-2644	156	12	series	series	PROPN
cana-2644	156	13	models	model	NOUN
cana-2644	156	14	to	to	PART
cana-2644	156	15	forecast	forecast	VERB
cana-2644	156	16	values	value	NOUN
cana-2644	156	17	and	and	CCONJ
cana-2644	156	18	spot	spot	NOUN
cana-2644	156	19	deviations	deviation	NOUN
cana-2644	156	20	.	.	PUNCT
cana-2644	157	1	further	far	ADV
cana-2644	157	2	we	we	PRON
cana-2644	157	3	can	can	AUX
cana-2644	157	4	identify	identify	VERB
cana-2644	157	5	prospective	prospective	ADJ
cana-2644	157	6	attacks	attack	NOUN
cana-2644	157	7	.	.	PUNCT
cana-2644	158	1	iii	iii	X
cana-2644	158	2	.	.	PUNCT
cana-2644	158	3	aggregate	aggregate	ADJ
cana-2644	158	4	anomalies	anomaly	NOUN
cana-2644	158	5	:	:	PUNCT
cana-2644	158	6	to	to	PART
cana-2644	158	7	determine	determine	VERB
cana-2644	158	8	the	the	DET
cana-2644	158	9	total	total	ADJ
cana-2644	158	10	risk	risk	NOUN
cana-2644	158	11	,	,	PUNCT
cana-2644	158	12	combine	combine	VERB
cana-2644	158	13	anomalies	anomaly	NOUN
cana-2644	158	14	found	find	VERB
cana-2644	158	15	across	across	ADP
cana-2644	158	16	several	several	ADJ
cana-2644	158	17	criteria	criterion	NOUN
cana-2644	158	18	.	.	PUNCT
cana-2644	159	1	as	as	ADP
cana-2644	159	2	an	an	DET
cana-2644	159	3	illustration	illustration	NOUN
cana-2644	159	4	,	,	PUNCT
cana-2644	159	5	several	several	ADJ
cana-2644	159	6	irregularities	irregularity	NOUN
cana-2644	159	7	in	in	ADP
cana-2644	159	8	network	network	NOUN
cana-2644	159	9	traffic	traffic	NOUN
cana-2644	159	10	,	,	PUNCT
cana-2644	159	11	voltage	voltage	NOUN
cana-2644	159	12	,	,	PUNCT
cana-2644	159	13	and	and	CCONJ
cana-2644	159	14	current	current	ADJ
cana-2644	159	15	occurring	occur	VERB
cana-2644	159	16	at	at	ADP
cana-2644	159	17	the	the	DET
cana-2644	159	18	same	same	ADJ
cana-2644	159	19	time	time	NOUN
cana-2644	159	20	could	could	AUX
cana-2644	159	21	point	point	VERB
cana-2644	159	22	to	to	ADP
cana-2644	159	23	a	a	DET
cana-2644	159	24	planned	plan	VERB
cana-2644	159	25	ddos	ddos	NOUN
cana-2644	159	26	attack	attack	NOUN
cana-2644	159	27	.	.	PUNCT
cana-2644	160	1	iv	iv	X
cana-2644	160	2	.	.	PUNCT
cana-2644	160	3	correlation	correlation	NOUN
cana-2644	160	4	analysis	analysis	NOUN
cana-2644	160	5	:	:	PUNCT
cana-2644	160	6	to	to	PART
cana-2644	160	7	find	find	VERB
cana-2644	160	8	connections	connection	NOUN
cana-2644	160	9	between	between	ADP
cana-2644	160	10	various	various	ADJ
cana-2644	160	11	parameters	parameter	NOUN
cana-2644	160	12	,	,	PUNCT
cana-2644	160	13	use	use	VERB
cana-2644	160	14	correlation	correlation	NOUN
cana-2644	160	15	analysis	analysis	NOUN
cana-2644	160	16	.	.	PUNCT
cana-2644	161	1	a	a	DET
cana-2644	161	2	surge	surge	NOUN
cana-2644	161	3	in	in	ADP
cana-2644	161	4	network	network	NOUN
cana-2644	161	5	traffic	traffic	NOUN
cana-2644	161	6	and	and	CCONJ
cana-2644	161	7	variations	variation	NOUN
cana-2644	161	8	in	in	ADP
cana-2644	161	9	power	power	NOUN
cana-2644	161	10	factor	factor	NOUN
cana-2644	161	11	could	could	AUX
cana-2644	161	12	point	point	VERB
cana-2644	161	13	to	to	ADP
cana-2644	161	14	a	a	DET
cana-2644	161	15	cyberattack	cyberattack	NOUN
cana-2644	161	16	that	that	PRON
cana-2644	161	17	compromises	compromise	VERB
cana-2644	161	18	grid	grid	NOUN
cana-2644	161	19	stability	stability	NOUN
cana-2644	161	20	.	.	PUNCT
cana-2644	162	1	v.	v.	ADP
cana-2644	162	2	alert	alert	NOUN
cana-2644	162	3	and	and	CCONJ
cana-2644	162	4	reaction	reaction	NOUN
cana-2644	162	5	:	:	PUNCT
cana-2644	162	6	when	when	SCONJ
cana-2644	162	7	abnormalities	abnormality	NOUN
cana-2644	162	8	are	be	AUX
cana-2644	162	9	found	find	VERB
cana-2644	162	10	,	,	PUNCT
cana-2644	162	11	send	send	VERB
cana-2644	162	12	out	out	ADP
cana-2644	162	13	alerts	alert	NOUN
cana-2644	162	14	to	to	ADP
cana-2644	162	15	operators	operator	NOUN
cana-2644	162	16	.	.	PUNCT
cana-2644	163	1	we	we	PRON
cana-2644	163	2	can	can	AUX
cana-2644	163	3	also	also	ADV
cana-2644	163	4	put	put	VERB
cana-2644	163	5	in	in	ADP
cana-2644	163	6	place	place	NOUN
cana-2644	163	7	an	an	DET
cana-2644	163	8	automated	automate	VERB
cana-2644	163	9	response	response	NOUN
cana-2644	163	10	system	system	NOUN
cana-2644	163	11	to	to	PART
cana-2644	163	12	lessen	lessen	VERB
cana-2644	163	13	the	the	DET
cana-2644	163	14	effects	effect	NOUN
cana-2644	163	15	of	of	ADP
cana-2644	163	16	assaults	assault	NOUN
cana-2644	163	17	that	that	PRON
cana-2644	163	18	are	be	AUX
cana-2644	163	19	discovered	discover	VERB
cana-2644	163	20	.	.	PUNCT
cana-2644	164	1	a	a	DET
cana-2644	164	2	simple	simple	ADJ
cana-2644	164	3	pseudo	pseudo	NOUN
cana-2644	164	4	code	code	NOUN
cana-2644	164	5	for	for	ADP
cana-2644	164	6	ddos	ddos	NOUN
cana-2644	164	7	detection	detection	NOUN
cana-2644	164	8	using	use	VERB
cana-2644	164	9	tsa	tsa	NOUN
cana-2644	164	10	for	for	ADP
cana-2644	164	11	n	n	PRON
cana-2644	164	12	number	number	NOUN
cana-2644	164	13	of	of	ADP
cana-2644	164	14	rtus	rtus	NOUN
cana-2644	164	15	can	can	AUX
cana-2644	164	16	be	be	AUX
cana-2644	164	17	seen	see	VERB
cana-2644	164	18	below	below	ADP
cana-2644	164	19	.	.	PUNCT
cana-2644	165	1	num_rtus	num_rtus	X
cana-2644	165	2	=	=	SYM
cana-2644	165	3	getnumberofrtus	getnumberofrtus	NOUN
cana-2644	165	4	(	(	PUNCT
cana-2644	165	5	)	)	PUNCT
cana-2644	165	6	data	data	NOUN
cana-2644	165	7	=	=	SYM
cana-2644	165	8	collectdata(num_rtus	collectdata(num_rtus	NOUN
cana-2644	165	9	)	)	PUNCT
cana-2644	165	10	preprocesseddata	preprocesseddata	NOUN
cana-2644	165	11	=	=	SYM
cana-2644	165	12	preprocessdata(data	preprocessdata(data	PROPN
cana-2644	165	13	)	)	PUNCT
cana-2644	165	14	arimamodel	arimamodel	NOUN
cana-2644	165	15	=	=	SYM
cana-2644	165	16	fitarima(preprocesseddata	fitarima(preprocesseddata	PROPN
cana-2644	165	17	)	)	PUNCT
cana-2644	165	18	anomalies	anomaly	NOUN
cana-2644	165	19	=	=	SYM
cana-2644	165	20	detectanomalies(preprocesseddata	detectanomalies(preprocesseddata	PROPN
cana-2644	165	21	)	)	PUNCT
cana-2644	165	22	generatealerts(anomalies	generatealerts(anomalies	PROPN
cana-2644	165	23	)	)	PUNCT
cana-2644	165	24	respondtoanomalies(anomalies	respondtoanomalies(anomalies	PROPN
cana-2644	165	25	)	)	PUNCT
cana-2644	165	26	function	function	NOUN
cana-2644	165	27	collectdata(num_rtus	collectdata(num_rtus	NOUN
cana-2644	165	28	):	):	PUNCT
cana-2644	165	29	data	datum	NOUN
cana-2644	165	30	=	=	PUNCT
cana-2644	166	1	[	[	X
cana-2644	166	2	]	]	X
cana-2644	166	3	communications	communication	NOUN
cana-2644	166	4	on	on	ADP
cana-2644	166	5	applied	apply	VERB
cana-2644	166	6	nonlinear	nonlinear	ADJ
cana-2644	166	7	analysis	analysis	NOUN
cana-2644	166	8	issn	issn	NOUN
cana-2644	166	9	:	:	PUNCT
cana-2644	166	10	1074	1074	NUM
cana-2644	166	11	-	-	PUNCT
cana-2644	166	12	133x	133x	NUM
cana-2644	166	13	vol	vol	NOUN
cana-2644	166	14	32	32	NUM
cana-2644	166	15	no	no	NOUN
cana-2644	166	16	.	.	PUNCT
cana-2644	167	1	3s	3s	NUM
cana-2644	167	2	(	(	PUNCT
cana-2644	167	3	2025	2025	NUM
cana-2644	167	4	)	)	PUNCT
cana-2644	167	5	304	304	NUM
cana-2644	167	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2644	167	7	for	for	ADP
cana-2644	167	8	each	each	DET
cana-2644	167	9	rtu	rtu	NOUN
cana-2644	167	10	in	in	ADP
cana-2644	167	11	num_rtus	num_rtus	PROPN
cana-2644	167	12	:	:	PUNCT
cana-2644	167	13	trafficdata	trafficdata	NOUN
cana-2644	167	14	=	=	PUNCT
cana-2644	167	15	gettrafficdata(rtu	gettrafficdata(rtu	NOUN
cana-2644	167	16	)	)	PUNCT
cana-2644	167	17	data.append(trafficdata	data.append(trafficdata	NOUN
cana-2644	167	18	)	)	PUNCT
cana-2644	167	19	return	return	NOUN
cana-2644	167	20	aggregatedata(data	aggregatedata(data	ADJ
cana-2644	167	21	)	)	PUNCT
cana-2644	167	22	function	function	NOUN
cana-2644	167	23	preprocessdata(data	preprocessdata(data	NOUN
cana-2644	167	24	):	):	PUNCT
cana-2644	167	25	normdata	normdata	NOUN
cana-2644	167	26	=	=	SYM
cana-2644	167	27	normalize(data	normalize(data	ADJ
cana-2644	167	28	)	)	PUNCT
cana-2644	167	29	smootheddata	smootheddata	NOUN
cana-2644	167	30	=	=	SYM
cana-2644	167	31	smooth(normdata	smooth(normdata	PROPN
cana-2644	167	32	)	)	PUNCT
cana-2644	167	33	return	return	NOUN
cana-2644	167	34	smootheddata	smootheddata	ADJ
cana-2644	167	35	function	function	NOUN
cana-2644	168	1	fitarima(data	fitarima(data	PROPN
cana-2644	168	2	):	):	PUNCT
cana-2644	168	3	model	model	NOUN
cana-2644	168	4	=	=	SYM
cana-2644	168	5	arima	arima	PROPN
cana-2644	168	6	(	(	PUNCT
cana-2644	168	7	)	)	PUNCT
cana-2644	168	8	model.fit(data	model.fit(data	ADJ
cana-2644	168	9	)	)	PUNCT
cana-2644	168	10	return	return	NOUN
cana-2644	168	11	model	model	NOUN
cana-2644	168	12	function	function	NOUN
cana-2644	168	13	detectanomalies(data	detectanomalies(data	PROPN
cana-2644	168	14	,	,	PUNCT
cana-2644	168	15	model	model	NOUN
cana-2644	168	16	):	):	PUNCT
cana-2644	168	17	forecast	forecast	NOUN
cana-2644	168	18	=	=	SYM
cana-2644	168	19	model.forecast(h	model.forecast(h	NOUN
cana-2644	168	20	=	=	NOUN
cana-2644	168	21	len(data	len(data	ADJ
cana-2644	168	22	)	)	PUNCT
cana-2644	168	23	)	)	PUNCT
cana-2644	168	24	residuals	residual	NOUN
cana-2644	168	25	=	=	SYM
cana-2644	168	26	data	datum	NOUN
cana-2644	168	27	–	–	PUNCT
cana-2644	168	28	forecast	forecast	NOUN
cana-2644	168	29	threshold	threshold	NOUN
cana-2644	168	30	=	=	SYM
cana-2644	168	31	3	3	NUM
cana-2644	168	32	*	*	NOUN
cana-2644	168	33	std(residuals	std(residual	NOUN
cana-2644	168	34	)	)	PUNCT
cana-2644	168	35	anomalies	anomaly	NOUN
cana-2644	168	36	=	=	PUNCT
cana-2644	169	1	[	[	X
cana-2644	169	2	]	]	X
cana-2644	169	3	for	for	ADP
cana-2644	169	4	i	i	PRON
cana-2644	169	5	in	in	ADP
cana-2644	169	6	range(len(residuals	range(len(residual	NOUN
cana-2644	169	7	)	)	PUNCT
cana-2644	169	8	):	):	PUNCT
cana-2644	169	9	if	if	SCONJ
cana-2644	169	10	abs(residuals[i	abs(residuals[i	ADJ
cana-2644	169	11	]	]	PUNCT
cana-2644	169	12	)	)	PUNCT
cana-2644	169	13	>	>	X
cana-2644	169	14	threshold	threshold	NOUN
cana-2644	169	15	:	:	PUNCT
cana-2644	169	16	anomalies.append(i	anomalies.append(i	PROPN
cana-2644	169	17	)	)	PUNCT
cana-2644	169	18	return	return	NOUN
cana-2644	169	19	anomalies	anomaly	NOUN
cana-2644	169	20	function	function	VERB
cana-2644	169	21	generatealerts(anomalies	generatealerts(anomalie	NOUN
cana-2644	169	22	):	):	PUNCT
cana-2644	169	23	for	for	ADP
cana-2644	169	24	anomaly	anomaly	NOUN
cana-2644	169	25	in	in	ADP
cana-2644	169	26	anomalies	anomaly	NOUN
cana-2644	169	27	:	:	PUNCT
cana-2644	169	28	if	if	SCONJ
cana-2644	169	29	severity(anomaly	severity(anomaly	PROPN
cana-2644	169	30	)	)	PUNCT
cana-2644	170	1	=	=	PUNCT
cana-2644	170	2	=	=	NOUN
cana-2644	170	3	"	"	PUNCT
cana-2644	170	4	critical	critical	ADJ
cana-2644	170	5	"	"	PUNCT
cana-2644	170	6	:	:	PUNCT
cana-2644	170	7	sendalert("critical	sendalert("critical	ADJ
cana-2644	170	8	anomaly	anomaly	NOUN
cana-2644	170	9	detected	detect	VERB
cana-2644	170	10	at	at	ADP
cana-2644	170	11	rtu	rtu	PROPN
cana-2644	170	12	"	"	PUNCT
cana-2644	170	13	+	+	NUM
cana-2644	170	14	anomaly.rtu	anomaly.rtu	NOUN
cana-2644	170	15	)	)	PUNCT
cana-2644	170	16	else	else	ADV
cana-2644	170	17	if	if	SCONJ
cana-2644	170	18	severity(anomaly	severity(anomaly	VERB
cana-2644	170	19	)	)	PUNCT
cana-2644	171	1	=	=	PUNCT
cana-2644	171	2	=	=	SYM
cana-2644	171	3	"	"	PUNCT
cana-2644	171	4	major	major	ADJ
cana-2644	171	5	"	"	PUNCT
cana-2644	171	6	:	:	PUNCT
cana-2644	171	7	sendalert("major	sendalert("major	PROPN
cana-2644	171	8	anomaly	anomaly	NOUN
cana-2644	171	9	detected	detect	VERB
cana-2644	171	10	at	at	ADP
cana-2644	171	11	rtu	rtu	PROPN
cana-2644	171	12	"	"	PUNCT
cana-2644	171	13	+	+	NUM
cana-2644	171	14	anomaly.rtu	anomaly.rtu	NOUN
cana-2644	171	15	)	)	PUNCT
cana-2644	171	16	communications	communication	NOUN
cana-2644	171	17	on	on	ADP
cana-2644	171	18	applied	apply	VERB
cana-2644	171	19	nonlinear	nonlinear	ADJ
cana-2644	171	20	analysis	analysis	NOUN
cana-2644	171	21	issn	issn	NOUN
cana-2644	171	22	:	:	PUNCT
cana-2644	171	23	1074	1074	NUM
cana-2644	171	24	-	-	PUNCT
cana-2644	171	25	133x	133x	NUM
cana-2644	171	26	vol	vol	NOUN
cana-2644	171	27	32	32	NUM
cana-2644	171	28	no	no	NOUN
cana-2644	171	29	.	.	PUNCT
cana-2644	172	1	3s	3s	NUM
cana-2644	172	2	(	(	PUNCT
cana-2644	172	3	2025	2025	NUM
cana-2644	172	4	)	)	PUNCT
cana-2644	172	5	305	305	NUM
cana-2644	172	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2644	172	7	else	else	ADV
cana-2644	172	8	:	:	PUNCT
cana-2644	172	9	sendalert("minor	sendalert("minor	NOUN
cana-2644	172	10	anomaly	anomaly	NOUN
cana-2644	172	11	detected	detect	VERB
cana-2644	172	12	at	at	ADP
cana-2644	172	13	rtu	rtu	PROPN
cana-2644	172	14	"	"	PUNCT
cana-2644	172	15	+	+	NUM
cana-2644	172	16	anomaly.rtu	anomaly.rtu	NUM
cana-2644	172	17	)	)	PUNCT
cana-2644	172	18	function	function	NOUN
cana-2644	172	19	respondtoanomalies(anomalies	respondtoanomalies(anomalie	NOUN
cana-2644	172	20	):	):	PUNCT
cana-2644	172	21	for	for	ADP
cana-2644	172	22	anomaly	anomaly	NOUN
cana-2644	172	23	in	in	ADP
cana-2644	172	24	anomalies	anomaly	NOUN
cana-2644	172	25	:	:	PUNCT
cana-2644	172	26	if	if	SCONJ
cana-2644	172	27	severity(anomaly	severity(anomaly	PROPN
cana-2644	172	28	)	)	PUNCT
cana-2644	173	1	=	=	PUNCT
cana-2644	173	2	=	=	NOUN
cana-2644	173	3	"	"	PUNCT
cana-2644	173	4	critical	critical	ADJ
cana-2644	173	5	"	"	PUNCT
cana-2644	173	6	:	:	PUNCT
cana-2644	173	7	applymitigation("block	applymitigation("block	PROPN
cana-2644	173	8	ip	ip	NOUN
cana-2644	173	9	"	"	PUNCT
cana-2644	173	10	,	,	PUNCT
cana-2644	173	11	anomaly.rtu	anomaly.rtu	NUM
cana-2644	173	12	)	)	PUNCT
cana-2644	173	13	else	else	ADV
cana-2644	173	14	if	if	SCONJ
cana-2644	173	15	severity(anomaly	severity(anomaly	VERB
cana-2644	173	16	)	)	PUNCT
cana-2644	174	1	=	=	PUNCT
cana-2644	174	2	=	=	SYM
cana-2644	174	3	"	"	PUNCT
cana-2644	174	4	major	major	ADJ
cana-2644	174	5	"	"	PUNCT
cana-2644	174	6	:	:	PUNCT
cana-2644	174	7	applymitigation("rate	applymitigation("rate	VERB
cana-2644	174	8	limit	limit	NOUN
cana-2644	174	9	"	"	PUNCT
cana-2644	174	10	,	,	PUNCT
cana-2644	174	11	anomaly.rtu	anomaly.rtu	NUM
cana-2644	174	12	)	)	PUNCT
cana-2644	174	13	else	else	ADV
cana-2644	174	14	:	:	PUNCT
cana-2644	174	15	loganomaly(anomaly	loganomaly(anomaly	X
cana-2644	174	16	)	)	PUNCT
cana-2644	174	17	function	function	NOUN
cana-2644	174	18	gettrafficdata(rtu	gettrafficdata(rtu	NOUN
cana-2644	174	19	):	):	PUNCT
cana-2644	174	20	//	//	X
cana-2644	174	21	collect	collect	VERB
cana-2644	174	22	real	real	ADJ
cana-2644	174	23	-	-	PUNCT
cana-2644	174	24	time	time	NOUN
cana-2644	174	25	traffic	traffic	NOUN
cana-2644	174	26	data	datum	NOUN
cana-2644	174	27	for	for	ADP
cana-2644	174	28	a	a	DET
cana-2644	174	29	given	give	VERB
cana-2644	174	30	rtu	rtu	NOUN
cana-2644	174	31	return	return	VERB
cana-2644	174	32	trafficdata	trafficdata	ADJ
cana-2644	174	33	function	function	NOUN
cana-2644	174	34	aggregatedata(data	aggregatedata(data	PROPN
cana-2644	174	35	):	):	PUNCT
cana-2644	174	36	//	//	NUM
cana-2644	174	37	aggregate	aggregate	NOUN
cana-2644	174	38	data	datum	NOUN
cana-2644	174	39	into	into	ADP
cana-2644	174	40	time	time	NOUN
cana-2644	174	41	intervals	interval	NOUN
cana-2644	174	42	return	return	VERB
cana-2644	174	43	aggregateddata	aggregateddata	ADJ
cana-2644	174	44	function	function	NOUN
cana-2644	174	45	normalize(data	normalize(data	PROPN
cana-2644	174	46	):	):	PUNCT
cana-2644	174	47	//	//	PUNCT
cana-2644	174	48	normalize	normalize	VERB
cana-2644	174	49	data	datum	NOUN
cana-2644	174	50	return	return	NOUN
cana-2644	174	51	normalizeddata	normalizeddata	NOUN
cana-2644	174	52	function	function	NOUN
cana-2644	174	53	smooth(data	smooth(data	PROPN
cana-2644	174	54	):	):	PUNCT
cana-2644	174	55	//	//	X
cana-2644	174	56	apply	apply	VERB
cana-2644	174	57	smoothing	smooth	VERB
cana-2644	174	58	to	to	ADP
cana-2644	174	59	data	datum	NOUN
cana-2644	174	60	return	return	PROPN
cana-2644	174	61	smootheddata	smootheddata	PROPN
cana-2644	174	62	function	function	PROPN
cana-2644	174	63	severity(anomaly	severity(anomaly	PROPN
cana-2644	174	64	):	):	PUNCT
cana-2644	174	65	//	//	PUNCT
cana-2644	174	66	determine	determine	VERB
cana-2644	174	67	the	the	DET
cana-2644	174	68	severity	severity	NOUN
cana-2644	174	69	of	of	ADP
cana-2644	174	70	the	the	DET
cana-2644	174	71	anomaly	anomaly	NOUN
cana-2644	174	72	communications	communication	NOUN
cana-2644	174	73	on	on	ADP
cana-2644	174	74	applied	apply	VERB
cana-2644	174	75	nonlinear	nonlinear	ADJ
cana-2644	174	76	analysis	analysis	NOUN
cana-2644	174	77	issn	issn	NOUN
cana-2644	174	78	:	:	PUNCT
cana-2644	174	79	1074	1074	NUM
cana-2644	174	80	-	-	PUNCT
cana-2644	174	81	133x	133x	NUM
cana-2644	174	82	vol	vol	NOUN
cana-2644	174	83	32	32	NUM
cana-2644	174	84	no	no	NOUN
cana-2644	174	85	.	.	PUNCT
cana-2644	175	1	3s	3s	NUM
cana-2644	175	2	(	(	PUNCT
cana-2644	175	3	2025	2025	NUM
cana-2644	175	4	)	)	PUNCT
cana-2644	175	5	306	306	NUM
cana-2644	175	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2644	175	7	return	return	NOUN
cana-2644	175	8	severitylevel	severitylevel	ADJ
cana-2644	175	9	function	function	NOUN
cana-2644	175	10	sendalert(message	sendalert(message	NOUN
cana-2644	175	11	):	):	PUNCT
cana-2644	175	12	//	//	X
cana-2644	175	13	send	send	VERB
cana-2644	175	14	alert	alert	ADJ
cana-2644	175	15	notification	notification	NOUN
cana-2644	175	16	print(message	print(message	NOUN
cana-2644	175	17	)	)	PUNCT
cana-2644	175	18	function	function	PROPN
cana-2644	175	19	applymitigation(action	applymitigation(action	PROPN
cana-2644	175	20	,	,	PUNCT
cana-2644	175	21	rtu	rtu	PROPN
cana-2644	175	22	):	):	PUNCT
cana-2644	175	23	//	//	X
cana-2644	175	24	apply	apply	VERB
cana-2644	175	25	mitigation	mitigation	NOUN
cana-2644	175	26	actions	action	NOUN
cana-2644	175	27	execute(action	execute(action	PROPN
cana-2644	175	28	,	,	PUNCT
cana-2644	175	29	rtu	rtu	PROPN
cana-2644	175	30	)	)	PUNCT
cana-2644	175	31	function	function	NOUN
cana-2644	175	32	loganomaly(anomaly	loganomaly(anomaly	PROPN
cana-2644	175	33	):	):	PUNCT
cana-2644	175	34	//	//	NUM
cana-2644	175	35	log	log	PROPN
cana-2644	175	36	anomaly	anomaly	NOUN
cana-2644	175	37	for	for	ADP
cana-2644	175	38	further	further	ADJ
cana-2644	175	39	analysis	analysis	NOUN
cana-2644	175	40	log(anomaly	log(anomaly	X
cana-2644	175	41	)	)	PUNCT
cana-2644	175	42	following	follow	VERB
cana-2644	175	43	are	be	AUX
cana-2644	175	44	the	the	DET
cana-2644	175	45	brief	brief	ADJ
cana-2644	175	46	description	description	NOUN
cana-2644	175	47	of	of	ADP
cana-2644	175	48	the	the	DET
cana-2644	175	49	approach	approach	NOUN
cana-2644	175	50	of	of	ADP
cana-2644	175	51	ddos	ddos	NOUN
cana-2644	175	52	detection	detection	NOUN
cana-2644	175	53	using	use	VERB
cana-2644	175	54	time	time	NOUN
cana-2644	175	55	series	series	NOUN
cana-2644	175	56	analysis	analysis	NOUN
cana-2644	175	57	:	:	PUNCT
cana-2644	175	58	▪	▪	ADJ
cana-2644	175	59	data	data	NOUN
cana-2644	175	60	collection	collection	NOUN
cana-2644	175	61	:	:	PUNCT
cana-2644	175	62	compile	compile	VERB
cana-2644	175	63	each	each	DET
cana-2644	175	64	rtu	rtu	NOUN
cana-2644	175	65	's	's	PART
cana-2644	175	66	real	real	ADJ
cana-2644	175	67	-	-	PUNCT
cana-2644	175	68	time	time	NOUN
cana-2644	175	69	traffic	traffic	NOUN
cana-2644	175	70	data	datum	NOUN
cana-2644	175	71	into	into	ADP
cana-2644	175	72	time	time	NOUN
cana-2644	175	73	intervals	interval	NOUN
cana-2644	175	74	.	.	PUNCT
cana-2644	176	1	▪	▪	ADJ
cana-2644	176	2	data	datum	NOUN
cana-2644	176	3	preprocessing	preprocessing	NOUN
cana-2644	176	4	:	:	PUNCT
cana-2644	176	5	to	to	PART
cana-2644	176	6	get	get	VERB
cana-2644	176	7	the	the	DET
cana-2644	176	8	data	datum	NOUN
cana-2644	176	9	ready	ready	ADJ
cana-2644	176	10	for	for	ADP
cana-2644	176	11	analysis	analysis	NOUN
cana-2644	176	12	,	,	PUNCT
cana-2644	176	13	smooth	smooth	ADJ
cana-2644	176	14	and	and	CCONJ
cana-2644	176	15	normalize	normalize	VERB
cana-2644	176	16	it	it	PRON
cana-2644	176	17	.	.	PUNCT
cana-2644	177	1	▪	▪	X
cana-2644	177	2	arima	arima	PROPN
cana-2644	177	3	time	time	NOUN
cana-2644	177	4	series	series	PROPN
cana-2644	177	5	modelling[5	modelling[5	PROPN
cana-2644	177	6	]	]	PUNCT
cana-2644	177	7	:	:	PUNCT
cana-2644	177	8	create	create	VERB
cana-2644	177	9	an	an	DET
cana-2644	177	10	arima	arima	NOUN
cana-2644	177	11	model	model	NOUN
cana-2644	177	12	to	to	PART
cana-2644	177	13	represent	represent	VERB
cana-2644	177	14	typical	typical	ADJ
cana-2644	177	15	traffic	traffic	NOUN
cana-2644	177	16	patterns	pattern	NOUN
cana-2644	177	17	.	.	PUNCT
cana-2644	178	1	also	also	ADV
cana-2644	178	2	,	,	PUNCT
cana-2644	178	3	we	we	PRON
cana-2644	178	4	can	can	AUX
cana-2644	178	5	find	find	VERB
cana-2644	178	6	the	the	DET
cana-2644	178	7	anomalies	anomaly	NOUN
cana-2644	178	8	that	that	PRON
cana-2644	178	9	involves	involve	VERB
cana-2644	178	10	comparing	compare	VERB
cana-2644	178	11	the	the	DET
cana-2644	178	12	real	real	ADJ
cana-2644	178	13	data	datum	NOUN
cana-2644	178	14	to	to	ADP
cana-2644	178	15	the	the	DET
cana-2644	178	16	model	model	NOUN
cana-2644	178	17	's	's	PART
cana-2644	178	18	predictions	prediction	NOUN
cana-2644	178	19	and	and	CCONJ
cana-2644	178	20	noting	note	VERB
cana-2644	178	21	any	any	DET
cana-2644	178	22	appreciable	appreciable	ADJ
cana-2644	178	23	differences	difference	NOUN
cana-2644	178	24	.	.	PUNCT
cana-2644	179	1	▪	▪	ADJ
cana-2644	179	2	generation	generation	NOUN
cana-2644	179	3	of	of	ADP
cana-2644	179	4	alerts	alert	NOUN
cana-2644	179	5	:	:	PUNCT
cana-2644	179	6	create	create	VERB
cana-2644	179	7	alerts	alert	NOUN
cana-2644	179	8	by	by	ADP
cana-2644	179	9	categorizing	categorize	VERB
cana-2644	179	10	identified	identify	VERB
cana-2644	179	11	anomalies	anomaly	NOUN
cana-2644	179	12	according	accord	VERB
cana-2644	179	13	to	to	ADP
cana-2644	179	14	their	their	PRON
cana-2644	179	15	level	level	NOUN
cana-2644	179	16	of	of	ADP
cana-2644	179	17	severity	severity	NOUN
cana-2644	179	18	.	.	PUNCT
cana-2644	180	1	▪	▪	ADJ
cana-2644	180	2	response	response	NOUN
cana-2644	180	3	mechanism	mechanism	NOUN
cana-2644	180	4	:	:	PUNCT
cana-2644	180	5	take	take	VERB
cana-2644	180	6	the	the	DET
cana-2644	180	7	necessary	necessary	ADJ
cana-2644	180	8	mitigating	mitigating	NOUN
cana-2644	180	9	measures	measure	NOUN
cana-2644	180	10	or	or	CCONJ
cana-2644	180	11	log	log	VERB
cana-2644	180	12	the	the	DET
cana-2644	180	13	anomalies	anomaly	NOUN
cana-2644	180	14	for	for	ADP
cana-2644	180	15	additional	additional	ADJ
cana-2644	180	16	examination	examination	NOUN
cana-2644	180	17	in	in	ADP
cana-2644	180	18	response	response	NOUN
cana-2644	180	19	to	to	ADP
cana-2644	180	20	them	they	PRON
cana-2644	180	21	.	.	PUNCT
cana-2644	181	1	a	a	DET
cana-2644	181	2	foundational	foundational	ADJ
cana-2644	181	3	framework	framework	NOUN
cana-2644	181	4	for	for	ADP
cana-2644	181	5	ddos	ddos	NOUN
cana-2644	181	6	detection	detection	NOUN
cana-2644	181	7	utilizing	utilize	VERB
cana-2644	181	8	time	time	NOUN
cana-2644	181	9	series	series	NOUN
cana-2644	181	10	analysis	analysis	NOUN
cana-2644	181	11	in	in	ADP
cana-2644	181	12	a	a	DET
cana-2644	181	13	scada	scada	PROPN
cana-2644	181	14	system	system	NOUN
cana-2644	181	15	is	be	AUX
cana-2644	181	16	provided	provide	VERB
cana-2644	181	17	by	by	ADP
cana-2644	181	18	this	this	DET
cana-2644	181	19	streamlined	streamline	VERB
cana-2644	181	20	technique	technique	NOUN
cana-2644	181	21	.	.	PUNCT
cana-2644	182	1	based	base	VERB
cana-2644	182	2	on	on	ADP
cana-2644	182	3	the	the	DET
cana-2644	182	4	unique	unique	ADJ
cana-2644	182	5	needs	need	NOUN
cana-2644	182	6	and	and	CCONJ
cana-2644	182	7	features	feature	NOUN
cana-2644	182	8	of	of	ADP
cana-2644	182	9	the	the	DET
cana-2644	182	10	network	network	NOUN
cana-2644	182	11	under	under	ADP
cana-2644	182	12	observation	observation	NOUN
cana-2644	182	13	,	,	PUNCT
cana-2644	182	14	modifications	modification	NOUN
cana-2644	182	15	and	and	CCONJ
cana-2644	182	16	improvements	improvement	NOUN
cana-2644	182	17	can	can	AUX
cana-2644	182	18	be	be	AUX
cana-2644	182	19	implemented	implement	VERB
cana-2644	182	20	.	.	PUNCT
cana-2644	183	1	the	the	DET
cana-2644	183	2	tabulated	tabulate	VERB
cana-2644	183	3	results	result	NOUN
cana-2644	183	4	for	for	ADP
cana-2644	183	5	ddos	ddos	NOUN
cana-2644	183	6	detection	detection	NOUN
cana-2644	183	7	in	in	ADP
cana-2644	183	8	a	a	DET
cana-2644	183	9	scada	scada	PROPN
cana-2644	183	10	system	system	NOUN
cana-2644	183	11	using	use	VERB
cana-2644	183	12	arima[7	arima[7	PROPN
cana-2644	183	13	]	]	PUNCT
cana-2644	183	14	are	be	AUX
cana-2644	183	15	shown	show	VERB
cana-2644	183	16	in	in	ADP
cana-2644	183	17	the	the	DET
cana-2644	183	18	example	example	NOUN
cana-2644	183	19	below	below	ADV
cana-2644	183	20	.	.	PUNCT
cana-2644	184	1	anomaly	anomaly	PROPN
cana-2644	184	2	flag	flag	NOUN
cana-2644	184	3	,	,	PUNCT
cana-2644	184	4	timestamp	timestamp	NOUN
cana-2644	184	5	,	,	PUNCT
cana-2644	184	6	residual	residual	ADJ
cana-2644	184	7	,	,	PUNCT
cana-2644	184	8	observed	observed	ADJ
cana-2644	184	9	value	value	NOUN
cana-2644	184	10	,	,	PUNCT
cana-2644	184	11	predicted	predict	VERB
cana-2644	184	12	value	value	NOUN
cana-2644	184	13	,	,	PUNCT
cana-2644	184	14	and	and	CCONJ
cana-2644	184	15	rtu	rtu	PROPN
cana-2644	184	16	i	i	PROPN
cana-2644	184	17	d	d	PROPN
cana-2644	184	18	are	be	AUX
cana-2644	184	19	among	among	ADP
cana-2644	184	20	the	the	DET
cana-2644	184	21	columns	column	NOUN
cana-2644	184	22	that	that	PRON
cana-2644	184	23	will	will	AUX
cana-2644	184	24	be	be	AUX
cana-2644	184	25	present	present	ADJ
cana-2644	184	26	in	in	ADP
cana-2644	184	27	the	the	DET
cana-2644	184	28	table	table	NOUN
cana-2644	184	29	.	.	PUNCT
cana-2644	185	1	the	the	DET
cana-2644	185	2	values	value	NOUN
cana-2644	185	3	under	under	ADP
cana-2644	185	4	analysis	analysis	NOUN
cana-2644	185	5	involves	involve	VERB
cana-2644	185	6	the	the	DET
cana-2644	185	7	collected	collect	VERB
cana-2644	185	8	data	datum	NOUN
cana-2644	185	9	for	for	ADP
cana-2644	185	10	a	a	DET
cana-2644	185	11	period	period	NOUN
cana-2644	185	12	of	of	ADP
cana-2644	185	13	time	time	NOUN
cana-2644	185	14	,	,	PUNCT
cana-2644	185	15	and	and	CCONJ
cana-2644	185	16	we	we	PRON
cana-2644	185	17	have	have	VERB
cana-2644	185	18	the	the	DET
cana-2644	185	19	following	follow	VERB
cana-2644	185	20	columns	column	NOUN
cana-2644	185	21	:	:	PUNCT
cana-2644	185	22	i.	i.	PROPN
cana-2644	185	23	rtu	rtu	PROPN
cana-2644	185	24	i	i	PROPN
cana-2644	185	25	d	d	PROPN
cana-2644	185	26	:	:	PUNCT
cana-2644	185	27	identifier	identifier	NOUN
cana-2644	185	28	for	for	ADP
cana-2644	185	29	the	the	DET
cana-2644	185	30	remote	remote	ADJ
cana-2644	185	31	terminal	terminal	ADJ
cana-2644	185	32	unit	unit	NOUN
cana-2644	185	33	.	.	PUNCT
cana-2644	186	1	ii	ii	PROPN
cana-2644	186	2	.	.	PROPN
cana-2644	186	3	timestamp	timestamp	PROPN
cana-2644	186	4	:	:	PUNCT
cana-2644	186	5	the	the	DET
cana-2644	186	6	time	time	NOUN
cana-2644	186	7	at	at	ADP
cana-2644	186	8	which	which	PRON
cana-2644	186	9	the	the	DET
cana-2644	186	10	data	datum	NOUN
cana-2644	186	11	was	be	AUX
cana-2644	186	12	recorded	record	VERB
cana-2644	186	13	.	.	PUNCT
cana-2644	187	1	iii	iii	X
cana-2644	187	2	.	.	PUNCT
cana-2644	187	3	observed	observe	VERB
cana-2644	187	4	value	value	NOUN
cana-2644	187	5	:	:	PUNCT
cana-2644	187	6	the	the	DET
cana-2644	187	7	actual	actual	ADJ
cana-2644	187	8	recorded	record	VERB
cana-2644	187	9	value	value	NOUN
cana-2644	187	10	of	of	ADP
cana-2644	187	11	the	the	DET
cana-2644	187	12	metric	metric	ADJ
cana-2644	187	13	(	(	PUNCT
cana-2644	187	14	e.g.	e.g.	ADV
cana-2644	187	15	,	,	PUNCT
cana-2644	187	16	traffic	traffic	NOUN
cana-2644	187	17	volume	volume	NOUN
cana-2644	187	18	)	)	PUNCT
cana-2644	187	19	.	.	PUNCT
cana-2644	188	1	communications	communication	NOUN
cana-2644	188	2	on	on	ADP
cana-2644	188	3	applied	apply	VERB
cana-2644	188	4	nonlinear	nonlinear	ADJ
cana-2644	188	5	analysis	analysis	NOUN
cana-2644	188	6	issn	issn	NOUN
cana-2644	188	7	:	:	PUNCT
cana-2644	188	8	1074	1074	NUM
cana-2644	188	9	-	-	PUNCT
cana-2644	188	10	133x	133x	NUM
cana-2644	188	11	vol	vol	NOUN
cana-2644	188	12	32	32	NUM
cana-2644	188	13	no	no	NOUN
cana-2644	188	14	.	.	PUNCT
cana-2644	189	1	3s	3s	NUM
cana-2644	189	2	(	(	PUNCT
cana-2644	189	3	2025	2025	NUM
cana-2644	189	4	)	)	PUNCT
cana-2644	189	5	307	307	NUM
cana-2644	189	6	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-2644	189	7	iv	iv	NUM
cana-2644	189	8	.	.	PUNCT
cana-2644	190	1	forecasted	forecast	VERB
cana-2644	190	2	value	value	NOUN
cana-2644	190	3	:	:	PUNCT
cana-2644	190	4	the	the	DET
cana-2644	190	5	value	value	NOUN
cana-2644	190	6	forecasted	forecast	VERB
cana-2644	190	7	by	by	ADP
cana-2644	190	8	the	the	DET
cana-2644	190	9	arima	arima	PROPN
cana-2644	190	10	model	model	NOUN
cana-2644	190	11	.	.	PUNCT
cana-2644	191	1	v.	v.	ADP
cana-2644	191	2	residual	residual	ADJ
cana-2644	191	3	:	:	PUNCT
cana-2644	191	4	the	the	DET
cana-2644	191	5	difference	difference	NOUN
cana-2644	191	6	between	between	ADP
cana-2644	191	7	the	the	DET
cana-2644	191	8	observed	observe	VERB
cana-2644	191	9	value	value	NOUN
cana-2644	191	10	and	and	CCONJ
cana-2644	191	11	the	the	DET
cana-2644	191	12	forecasted	forecast	VERB
cana-2644	191	13	value	value	NOUN
cana-2644	191	14	.	.	PUNCT
cana-2644	192	1	vi	vi	X
cana-2644	192	2	.	.	PROPN
cana-2644	192	3	anomaly	anomaly	PROPN
cana-2644	192	4	flag	flag	NOUN
cana-2644	192	5	:	:	PUNCT
cana-2644	192	6	a	a	DET
cana-2644	192	7	boolean	boolean	ADJ
cana-2644	192	8	flag	flag	NOUN
cana-2644	192	9	indicating	indicate	VERB
cana-2644	192	10	whether	whether	SCONJ
cana-2644	192	11	the	the	DET
cana-2644	192	12	observed	observe	VERB
cana-2644	192	13	value	value	NOUN
cana-2644	192	14	is	be	AUX
cana-2644	192	15	an	an	DET
cana-2644	192	16	anomaly	anomaly	NOUN
cana-2644	192	17	(	(	PUNCT
cana-2644	192	18	true	true	ADJ
cana-2644	192	19	if	if	SCONJ
cana-2644	192	20	anomaly	anomaly	NOUN
cana-2644	192	21	,	,	PUNCT
cana-2644	192	22	false	false	ADJ
cana-2644	192	23	otherwise	otherwise	ADV
cana-2644	192	24	)	)	PUNCT
cana-2644	192	25	.	.	PUNCT
cana-2644	193	1	rtu	rtu	PROPN
cana-2644	193	2	i	i	PROPN
cana-2644	193	3	d	d	PROPN
cana-2644	193	4	parameter	parameter	PROPN
cana-2644	193	5	observed	observe	VERB
cana-2644	193	6	value	value	NOUN
cana-2644	193	7	forecasted	forecast	VERB
cana-2644	193	8	value	value	NOUN
cana-2644	193	9	residual	residual	ADJ
cana-2644	193	10	anomaly	anomaly	NOUN
cana-2644	193	11	flag	flag	NOUN
cana-2644	193	12	r1	r1	NOUN
cana-2644	193	13	current	current	ADJ
cana-2644	193	14	55	55	NUM
cana-2644	193	15	50.1	50.1	NUM
cana-2644	193	16	4.9	4.9	NUM
cana-2644	193	17	false	false	ADJ
cana-2644	193	18	voltage	voltage	NOUN
cana-2644	193	19	225	225	NUM
cana-2644	193	20	220.5	220.5	NUM
cana-2644	193	21	4.5	4.5	NUM
cana-2644	193	22	false	false	ADJ
cana-2644	193	23	energy	energy	NOUN
cana-2644	193	24	1050	1050	NUM
cana-2644	193	25	1001.2	1001.2	NUM
cana-2644	193	26	48.8	48.8	NUM
cana-2644	193	27	false	false	ADJ
cana-2644	193	28	r2	r2	NOUN
cana-2644	193	29	current	current	ADJ
cana-2644	193	30	60	60	NUM
cana-2644	193	31	50.2	50.2	NUM
cana-2644	193	32	9.8	9.8	NUM
cana-2644	193	33	true	true	ADJ
cana-2644	193	34	voltage	voltage	NOUN
cana-2644	193	35	260	260	NUM
cana-2644	193	36	221	221	NUM
cana-2644	193	37	39	39	NUM
cana-2644	193	38	true	true	ADJ
cana-2644	193	39	energy	energy	NOUN
cana-2644	193	40	1200	1200	NUM
cana-2644	193	41	1003	1003	NUM
cana-2644	193	42	197	197	NUM
cana-2644	193	43	true	true	ADJ
cana-2644	193	44	r3	r3	PROPN
cana-2644	193	45	current	current	NOUN
cana-2644	193	46	53	53	NUM
cana-2644	193	47	50.1	50.1	NUM
cana-2644	193	48	4.9	4.9	NUM
cana-2644	193	49	false	false	ADJ
cana-2644	193	50	voltage	voltage	NOUN
cana-2644	193	51	223	223	NUM
cana-2644	193	52	220.5	220.5	NUM
cana-2644	193	53	4.5	4.5	NUM
cana-2644	193	54	false	false	ADJ
cana-2644	193	55	energy	energy	NOUN
cana-2644	193	56	1000.7	1000.7	NUM
cana-2644	193	57	1001.2	1001.2	NUM
cana-2644	193	58	48.8	48.8	NUM
cana-2644	193	59	false	false	ADJ
cana-2644	193	60	table	table	NOUN
cana-2644	193	61	1	1	NUM
cana-2644	193	62	:	:	PUNCT
cana-2644	193	63	tabulated	tabulate	VERB
cana-2644	193	64	results	result	NOUN
cana-2644	193	65	for	for	ADP
cana-2644	193	66	ddos	ddos	NOUN
cana-2644	193	67	detection	detection	NOUN
cana-2644	193	68	in	in	ADP
cana-2644	193	69	the	the	DET
cana-2644	193	70	rtus	rtus	NOUN
cana-2644	193	71	fig	fig	NOUN
cana-2644	193	72	.	.	PUNCT
cana-2644	194	1	2	2	NUM
cana-2644	194	2	:	:	PUNCT
cana-2644	194	3	graph	graph	NOUN
cana-2644	194	4	showing	show	VERB
cana-2644	194	5	the	the	DET
cana-2644	194	6	actual	actual	ADJ
cana-2644	194	7	v	v	NOUN
cana-2644	194	8	/	/	SYM
cana-2644	194	9	s	s	PART
cana-2644	194	10	deviated	deviate	VERB
cana-2644	194	11	values	value	NOUN
cana-2644	194	12	the	the	DET
cana-2644	194	13	key	key	ADJ
cana-2644	194	14	information	information	NOUN
cana-2644	194	15	for	for	ADP
cana-2644	194	16	every	every	DET
cana-2644	194	17	rtu	rtu	NOUN
cana-2644	194	18	and	and	CCONJ
cana-2644	194	19	parameter	parameter	NOUN
cana-2644	194	20	is	be	AUX
cana-2644	194	21	included	include	VERB
cana-2644	194	22	in	in	ADP
cana-2644	194	23	this	this	DET
cana-2644	194	24	table	table	NOUN
cana-2644	194	25	1	1	NUM
cana-2644	194	26	,	,	PUNCT
cana-2644	194	27	along	along	ADP
cana-2644	194	28	with	with	ADP
cana-2644	194	29	whether	whether	SCONJ
cana-2644	194	30	or	or	CCONJ
cana-2644	194	31	not	not	PART
cana-2644	194	32	an	an	DET
cana-2644	194	33	anomaly	anomaly	NOUN
cana-2644	194	34	—	—	PUNCT
cana-2644	194	35	a	a	DET
cana-2644	194	36	sign	sign	NOUN
cana-2644	194	37	of	of	ADP
cana-2644	194	38	a	a	DET
cana-2644	194	39	possible	possible	ADJ
cana-2644	194	40	ddos	ddos	NOUN
cana-2644	194	41	attack	attack	NOUN
cana-2644	194	42	—	—	PUNCT
cana-2644	194	43	was	be	AUX
cana-2644	194	44	found	find	VERB
cana-2644	194	45	.	.	PUNCT
cana-2644	195	1	the	the	DET
cana-2644	195	2	graph	graph	NOUN
cana-2644	195	3	showing	show	VERB
cana-2644	195	4	the	the	DET
cana-2644	195	5	actual	actual	ADJ
cana-2644	195	6	v	v	NOUN
cana-2644	195	7	/	/	SYM
cana-2644	195	8	s	s	PART
cana-2644	195	9	deviated	deviate	VERB
cana-2644	195	10	values	value	NOUN
cana-2644	195	11	is	be	AUX
cana-2644	195	12	shown	show	VERB
cana-2644	195	13	in	in	ADP
cana-2644	195	14	the	the	DET
cana-2644	195	15	fig	fig	NOUN
cana-2644	195	16	.	.	PUNCT
cana-2644	196	1	2	2	X
cana-2644	196	2	.	.	X
cana-2644	196	3	communications	communication	NOUN
cana-2644	196	4	on	on	ADP
cana-2644	196	5	applied	apply	VERB
cana-2644	196	6	nonlinear	nonlinear	ADJ
cana-2644	196	7	analysis	analysis	NOUN
cana-2644	196	8	issn	issn	NOUN
cana-2644	196	9	:	:	PUNCT
cana-2644	196	10	1074	1074	NUM
cana-2644	196	11	-	-	PUNCT
cana-2644	196	12	133x	133x	NUM
cana-2644	196	13	vol	vol	NOUN
cana-2644	196	14	32	32	NUM
cana-2644	196	15	no	no	NOUN
cana-2644	196	16	.	.	PUNCT
cana-2644	197	1	3s	3s	NUM
cana-2644	197	2	(	(	PUNCT
cana-2644	197	3	2025	2025	NUM
cana-2644	197	4	)	)	PUNCT
cana-2644	197	5	308	308	NUM
cana-2644	197	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2644	197	7	fig	fig	NOUN
cana-2644	197	8	.	.	PUNCT
cana-2644	198	1	3	3	NUM
cana-2644	198	2	:	:	PUNCT
cana-2644	199	1	graphical	graphical	ADJ
cana-2644	199	2	results	result	NOUN
cana-2644	199	3	showing	show	VERB
cana-2644	199	4	the	the	DET
cana-2644	199	5	normal	normal	ADJ
cana-2644	199	6	communication	communication	NOUN
cana-2644	199	7	traffic	traffic	NOUN
cana-2644	199	8	patterns	pattern	NOUN
cana-2644	199	9	&	&	CCONJ
cana-2644	199	10	during	during	ADP
cana-2644	199	11	the	the	DET
cana-2644	199	12	ddos	ddos	NOUN
cana-2644	199	13	attacks	attack	NOUN
cana-2644	199	14	the	the	DET
cana-2644	199	15	developed	develop	VERB
cana-2644	199	16	program	program	NOUN
cana-2644	199	17	is	be	AUX
cana-2644	199	18	run	run	VERB
cana-2644	199	19	&	&	CCONJ
cana-2644	199	20	the	the	DET
cana-2644	199	21	results	result	NOUN
cana-2644	199	22	are	be	AUX
cana-2644	199	23	observed	observe	VERB
cana-2644	199	24	as	as	SCONJ
cana-2644	199	25	shown	show	VERB
cana-2644	199	26	in	in	ADP
cana-2644	199	27	the	the	DET
cana-2644	199	28	fig	fig	NOUN
cana-2644	199	29	.	.	PUNCT
cana-2644	200	1	no	no	INTJ
cana-2644	200	2	.	.	NOUN
cana-2644	201	1	3	3	X
cana-2644	201	2	.	.	PUNCT
cana-2644	202	1	the	the	DET
cana-2644	202	2	graphs	graph	NOUN
cana-2644	202	3	depicting	depict	VERB
cana-2644	202	4	the	the	DET
cana-2644	202	5	traffic	traffic	NOUN
cana-2644	202	6	patterns	pattern	NOUN
cana-2644	202	7	in	in	ADP
cana-2644	202	8	a	a	DET
cana-2644	202	9	scada	scada	PROPN
cana-2644	202	10	system	system	NOUN
cana-2644	202	11	for	for	ADP
cana-2644	202	12	data	datum	NOUN
cana-2644	202	13	security	security	NOUN
cana-2644	202	14	analysis	analysis	NOUN
cana-2644	202	15	is	be	AUX
cana-2644	202	16	shown	show	VERB
cana-2644	202	17	in	in	ADP
cana-2644	202	18	the	the	DET
cana-2644	202	19	fig	fig	NOUN
cana-2644	202	20	.	.	PUNCT
cana-2644	203	1	3	3	NUM
cana-2644	203	2	.	.	NOUN
cana-2644	203	3	1	1	NUM
cana-2644	203	4	.	.	X
cana-2644	203	5	normal	normal	ADJ
cana-2644	203	6	communication	communication	NOUN
cana-2644	203	7	traffic	traffic	NOUN
cana-2644	203	8	pattern	pattern	NOUN
cana-2644	203	9	:	:	PUNCT
cana-2644	203	10	this	this	DET
cana-2644	203	11	graph	graph	NOUN
cana-2644	203	12	shows	show	VERB
cana-2644	203	13	the	the	DET
cana-2644	203	14	typical	typical	ADJ
cana-2644	203	15	variation	variation	NOUN
cana-2644	203	16	of	of	ADP
cana-2644	203	17	communication	communication	NOUN
cana-2644	203	18	parameters	parameter	NOUN
cana-2644	203	19	over	over	ADP
cana-2644	203	20	a	a	DET
cana-2644	203	21	24	24	NUM
cana-2644	203	22	-	-	PUNCT
cana-2644	203	23	hour	hour	NOUN
cana-2644	203	24	period	period	NOUN
cana-2644	203	25	under	under	ADP
cana-2644	203	26	normal	normal	ADJ
cana-2644	203	27	conditions	condition	NOUN
cana-2644	203	28	.	.	PUNCT
cana-2644	204	1	the	the	DET
cana-2644	204	2	fluctuations	fluctuation	NOUN
cana-2644	204	3	represent	represent	VERB
cana-2644	204	4	normal	normal	ADJ
cana-2644	204	5	activity	activity	NOUN
cana-2644	204	6	within	within	ADP
cana-2644	204	7	the	the	DET
cana-2644	204	8	network	network	NOUN
cana-2644	204	9	,	,	PUNCT
cana-2644	204	10	including	include	VERB
cana-2644	204	11	regular	regular	ADJ
cana-2644	204	12	data	datum	NOUN
cana-2644	204	13	exchanges	exchange	NOUN
cana-2644	204	14	and	and	CCONJ
cana-2644	204	15	routine	routine	ADJ
cana-2644	204	16	operations	operation	NOUN
cana-2644	204	17	.	.	PUNCT
cana-2644	205	1	2	2	X
cana-2644	205	2	.	.	X
cana-2644	205	3	communication	communication	NOUN
cana-2644	205	4	traffic	traffic	NOUN
cana-2644	205	5	pattern	pattern	NOUN
cana-2644	205	6	during	during	ADP
cana-2644	205	7	ddos	ddos	NOUN
cana-2644	205	8	attack	attack	NOUN
cana-2644	205	9	:	:	PUNCT
cana-2644	205	10	the	the	DET
cana-2644	205	11	second	second	ADJ
cana-2644	205	12	graph	graph	NOUN
cana-2644	205	13	illustrates	illustrate	VERB
cana-2644	205	14	the	the	DET
cana-2644	205	15	traffic	traffic	NOUN
cana-2644	205	16	pattern	pattern	NOUN
cana-2644	205	17	when	when	SCONJ
cana-2644	205	18	a	a	DET
cana-2644	205	19	ddos	ddos	NOUN
cana-2644	205	20	attack	attack	NOUN
cana-2644	205	21	occurs	occur	VERB
cana-2644	205	22	.	.	PUNCT
cana-2644	206	1	you	you	PRON
cana-2644	206	2	can	can	AUX
cana-2644	206	3	observe	observe	VERB
cana-2644	206	4	a	a	DET
cana-2644	206	5	significant	significant	ADJ
cana-2644	206	6	spike	spike	NOUN
cana-2644	206	7	in	in	ADP
cana-2644	206	8	the	the	DET
cana-2644	206	9	communication	communication	NOUN
cana-2644	206	10	parameters	parameter	NOUN
cana-2644	206	11	,	,	PUNCT
cana-2644	206	12	particularly	particularly	ADV
cana-2644	206	13	during	during	ADP
cana-2644	206	14	the	the	DET
cana-2644	206	15	hours	hour	NOUN
cana-2644	206	16	identified	identify	VERB
cana-2644	206	17	as	as	ADP
cana-2644	206	18	the	the	DET
cana-2644	206	19	attack	attack	NOUN
cana-2644	206	20	duration	duration	NOUN
cana-2644	206	21	(	(	PUNCT
cana-2644	206	22	between	between	ADP
cana-2644	206	23	12	12	NUM
cana-2644	206	24	to	to	PART
cana-2644	206	25	20	20	NUM
cana-2644	206	26	hours	hour	NOUN
cana-2644	206	27	on	on	ADP
cana-2644	206	28	the	the	DET
cana-2644	206	29	timeline	timeline	NOUN
cana-2644	206	30	)	)	PUNCT
cana-2644	206	31	.	.	PUNCT
cana-2644	207	1	this	this	DET
cana-2644	207	2	anomaly	anomaly	NOUN
cana-2644	207	3	indicates	indicate	VERB
cana-2644	207	4	the	the	DET
cana-2644	207	5	overwhelming	overwhelming	ADJ
cana-2644	207	6	traffic	traffic	NOUN
cana-2644	207	7	typical	typical	ADJ
cana-2644	207	8	of	of	ADP
cana-2644	207	9	a	a	DET
cana-2644	207	10	ddos	ddos	NOUN
cana-2644	207	11	attack	attack	NOUN
cana-2644	207	12	,	,	PUNCT
cana-2644	207	13	disrupting	disrupt	VERB
cana-2644	207	14	normal	normal	ADJ
cana-2644	207	15	communication	communication	NOUN
cana-2644	207	16	activities	activity	NOUN
cana-2644	207	17	.	.	PUNCT
cana-2644	208	1	non	non	ADJ
cana-2644	208	2	-	-	ADJ
cana-2644	208	3	linear	linear	ADJ
cana-2644	208	4	time	time	NOUN
cana-2644	208	5	series	series	NOUN
cana-2644	208	6	methods	method	NOUN
cana-2644	208	7	are	be	AUX
cana-2644	208	8	statistical	statistical	ADJ
cana-2644	208	9	or	or	CCONJ
cana-2644	208	10	computational	computational	ADJ
cana-2644	208	11	techniques	technique	NOUN
cana-2644	208	12	used	use	VERB
cana-2644	208	13	to	to	PART
cana-2644	208	14	analyze	analyze	VERB
cana-2644	208	15	and	and	CCONJ
cana-2644	208	16	model	model	NOUN
cana-2644	208	17	time	time	PROPN
cana-2644	208	18	series	series	PROPN
cana-2644	208	19	data	datum	NOUN
cana-2644	208	20	where	where	SCONJ
cana-2644	208	21	the	the	DET
cana-2644	208	22	relationship	relationship	NOUN
cana-2644	208	23	between	between	ADP
cana-2644	208	24	time	time	NOUN
cana-2644	208	25	and	and	CCONJ
cana-2644	208	26	the	the	DET
cana-2644	208	27	variables	variable	NOUN
cana-2644	208	28	of	of	ADP
cana-2644	208	29	interest	interest	NOUN
cana-2644	208	30	is	be	AUX
cana-2644	208	31	not	not	PART
cana-2644	208	32	a	a	DET
cana-2644	208	33	linear	linear	ADJ
cana-2644	208	34	function	function	NOUN
cana-2644	208	35	.	.	PUNCT
cana-2644	209	1	these	these	DET
cana-2644	209	2	methods	method	NOUN
cana-2644	209	3	are	be	AUX
cana-2644	209	4	crucial	crucial	ADJ
cana-2644	209	5	when	when	SCONJ
cana-2644	209	6	the	the	DET
cana-2644	209	7	data	datum	NOUN
cana-2644	209	8	exhibit	exhibit	VERB
cana-2644	209	9	behaviors	behavior	NOUN
cana-2644	209	10	that	that	SCONJ
cana-2644	209	11	linear	linear	PROPN
cana-2644	209	12	models	model	NOUN
cana-2644	209	13	,	,	PUNCT
cana-2644	209	14	such	such	ADJ
cana-2644	209	15	as	as	ADP
cana-2644	209	16	arima	arima	PROPN
cana-2644	209	17	(	(	PUNCT
cana-2644	209	18	autoregressive	autoregressive	ADJ
cana-2644	209	19	integrated	integrated	ADJ
cana-2644	209	20	moving	move	VERB
cana-2644	209	21	average	average	NOUN
cana-2644	209	22	)	)	PUNCT
cana-2644	209	23	,	,	PUNCT
cana-2644	209	24	can	can	AUX
cana-2644	209	25	not	not	PART
cana-2644	209	26	adequately	adequately	ADV
cana-2644	209	27	capture	capture	VERB
cana-2644	209	28	.	.	PUNCT
cana-2644	210	1	non	non	ADJ
cana-2644	210	2	-	-	ADJ
cana-2644	210	3	linear	linear	ADJ
cana-2644	210	4	dynamics	dynamic	NOUN
cana-2644	210	5	are	be	AUX
cana-2644	210	6	often	often	ADV
cana-2644	210	7	observed	observe	VERB
cana-2644	210	8	in	in	ADP
cana-2644	210	9	complex	complex	ADJ
cana-2644	210	10	,	,	PUNCT
cana-2644	210	11	chaotic	chaotic	ADJ
cana-2644	210	12	,	,	PUNCT
cana-2644	210	13	or	or	CCONJ
cana-2644	210	14	highly	highly	ADV
cana-2644	210	15	interactive	interactive	ADJ
cana-2644	210	16	systems	system	NOUN
cana-2644	210	17	,	,	PUNCT
cana-2644	210	18	such	such	ADJ
cana-2644	210	19	as	as	ADP
cana-2644	210	20	financial	financial	ADJ
cana-2644	210	21	markets	market	NOUN
cana-2644	210	22	,	,	PUNCT
cana-2644	210	23	biological	biological	ADJ
cana-2644	210	24	systems	system	NOUN
cana-2644	210	25	,	,	PUNCT
cana-2644	210	26	and	and	CCONJ
cana-2644	210	27	various	various	ADJ
cana-2644	210	28	engineering	engineering	NOUN
cana-2644	210	29	processes	process	NOUN
cana-2644	210	30	.	.	PUNCT
cana-2644	211	1	some	some	PRON
cana-2644	211	2	of	of	ADP
cana-2644	211	3	the	the	DET
cana-2644	211	4	key	key	ADJ
cana-2644	211	5	non	non	ADJ
cana-2644	211	6	-	-	ADJ
cana-2644	211	7	linear	linear	ADJ
cana-2644	211	8	time	time	NOUN
cana-2644	211	9	series	series	NOUN
cana-2644	211	10	methods	method	NOUN
cana-2644	211	11	and	and	CCONJ
cana-2644	211	12	concepts	concept	NOUN
cana-2644	211	13	which	which	PRON
cana-2644	211	14	are	be	AUX
cana-2644	211	15	used	use	VERB
cana-2644	211	16	in	in	ADP
cana-2644	211	17	our	our	PRON
cana-2644	211	18	works	work	NOUN
cana-2644	211	19	are	be	AUX
cana-2644	211	20	…	…	PUNCT
cana-2644	211	21	.	.	PUNCT
cana-2644	212	1	communications	communication	NOUN
cana-2644	212	2	on	on	ADP
cana-2644	212	3	applied	apply	VERB
cana-2644	212	4	nonlinear	nonlinear	ADJ
cana-2644	212	5	analysis	analysis	NOUN
cana-2644	212	6	issn	issn	NOUN
cana-2644	212	7	:	:	PUNCT
cana-2644	212	8	1074	1074	NUM
cana-2644	212	9	-	-	PUNCT
cana-2644	212	10	133x	133x	NUM
cana-2644	212	11	vol	vol	NOUN
cana-2644	212	12	32	32	NUM
cana-2644	212	13	no	no	NOUN
cana-2644	212	14	.	.	PUNCT
cana-2644	213	1	3s	3s	NUM
cana-2644	213	2	(	(	PUNCT
cana-2644	213	3	2025	2025	NUM
cana-2644	213	4	)	)	PUNCT
cana-2644	213	5	309	309	NUM
cana-2644	213	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2644	213	7	fig	fig	NOUN
cana-2644	213	8	.	.	PUNCT
cana-2644	214	1	4	4	NUM
cana-2644	214	2	:	:	PUNCT
cana-2644	214	3	extended	extended	ADJ
cana-2644	214	4	communication	communication	NOUN
cana-2644	214	5	traffic	traffic	NOUN
cana-2644	214	6	pattern	pattern	NOUN
cana-2644	214	7	during	during	ADP
cana-2644	214	8	the	the	DET
cana-2644	214	9	ddos	ddos	NOUN
cana-2644	214	10	attacks	attack	NOUN
cana-2644	214	11	threshold	threshold	VERB
cana-2644	214	12	autoregressive	autoregressive	ADJ
cana-2644	214	13	models	model	NOUN
cana-2644	214	14	(	(	PUNCT
cana-2644	214	15	tar	tar	NOUN
cana-2644	214	16	):	):	PUNCT
cana-2644	214	17	these	these	DET
cana-2644	214	18	models	model	NOUN
cana-2644	214	19	allow	allow	VERB
cana-2644	214	20	different	different	ADJ
cana-2644	214	21	linear	linear	NOUN
cana-2644	214	22	models	model	NOUN
cana-2644	214	23	to	to	PART
cana-2644	214	24	apply	apply	VERB
cana-2644	214	25	depending	depend	VERB
cana-2644	214	26	on	on	ADP
cana-2644	214	27	the	the	DET
cana-2644	214	28	state	state	NOUN
cana-2644	214	29	of	of	ADP
cana-2644	214	30	the	the	DET
cana-2644	214	31	system	system	NOUN
cana-2644	214	32	or	or	CCONJ
cana-2644	214	33	level	level	NOUN
cana-2644	214	34	of	of	ADP
cana-2644	214	35	the	the	DET
cana-2644	214	36	series	series	NOUN
cana-2644	214	37	.	.	PUNCT
cana-2644	215	1	for	for	ADP
cana-2644	215	2	example	example	NOUN
cana-2644	215	3	,	,	PUNCT
cana-2644	215	4	a	a	DET
cana-2644	215	5	different	different	ADJ
cana-2644	215	6	autoregressive	autoregressive	ADJ
cana-2644	215	7	model	model	NOUN
cana-2644	215	8	might	might	AUX
cana-2644	215	9	be	be	AUX
cana-2644	215	10	used	use	VERB
cana-2644	215	11	if	if	SCONJ
cana-2644	215	12	the	the	DET
cana-2644	215	13	series	series	NOUN
cana-2644	215	14	is	be	AUX
cana-2644	215	15	above	above	ADP
cana-2644	215	16	or	or	CCONJ
cana-2644	215	17	below	below	ADP
cana-2644	215	18	a	a	DET
cana-2644	215	19	certain	certain	ADJ
cana-2644	215	20	threshold	threshold	NOUN
cana-2644	215	21	,	,	PUNCT
cana-2644	215	22	reflecting	reflect	VERB
cana-2644	215	23	the	the	DET
cana-2644	215	24	regime	regime	NOUN
cana-2644	215	25	-	-	PUNCT
cana-2644	215	26	switching	switch	VERB
cana-2644	215	27	behavior	behavior	NOUN
cana-2644	215	28	.	.	PUNCT
cana-2644	216	1	non	non	ADJ
cana-2644	216	2	-	-	ADJ
cana-2644	216	3	linear	linear	ADJ
cana-2644	216	4	autoregressive	autoregressive	ADJ
cana-2644	216	5	models	model	NOUN
cana-2644	216	6	(	(	PUNCT
cana-2644	216	7	nar	nar	NOUN
cana-2644	216	8	):	):	PUNCT
cana-2644	216	9	these	these	PRON
cana-2644	216	10	are	be	AUX
cana-2644	216	11	similar	similar	ADJ
cana-2644	216	12	to	to	ADP
cana-2644	216	13	linear	linear	PROPN
cana-2644	216	14	ar	ar	NOUN
cana-2644	216	15	models	model	NOUN
cana-2644	216	16	but	but	CCONJ
cana-2644	216	17	include	include	VERB
cana-2644	216	18	nonlinear	nonlinear	ADJ
cana-2644	216	19	functions	function	NOUN
cana-2644	216	20	of	of	ADP
cana-2644	216	21	past	past	ADJ
cana-2644	216	22	values	value	NOUN
cana-2644	216	23	.	.	PUNCT
cana-2644	217	1	for	for	ADP
cana-2644	217	2	example	example	NOUN
cana-2644	217	3	,	,	PUNCT
cana-2644	217	4	a	a	DET
cana-2644	217	5	non	non	ADJ
cana-2644	217	6	-	-	ADJ
cana-2644	217	7	linear	linear	ADJ
cana-2644	217	8	autoregressive	autoregressive	ADJ
cana-2644	217	9	(	(	PUNCT
cana-2644	217	10	nar	nar	NOUN
cana-2644	217	11	)	)	PUNCT
cana-2644	217	12	model	model	NOUN
cana-2644	217	13	might	might	AUX
cana-2644	217	14	include	include	VERB
cana-2644	217	15	terms	term	NOUN
cana-2644	217	16	like	like	ADP
cana-2644	217	17	the	the	DET
cana-2644	217	18	square	square	NOUN
cana-2644	217	19	or	or	CCONJ
cana-2644	217	20	the	the	DET
cana-2644	217	21	cube	cube	NOUN
cana-2644	217	22	of	of	ADP
cana-2644	217	23	past	past	ADJ
cana-2644	217	24	observations	observation	NOUN
cana-2644	217	25	.	.	PUNCT
cana-2644	218	1	non	non	ADJ
cana-2644	218	2	-	-	ADJ
cana-2644	218	3	linear	linear	ADJ
cana-2644	218	4	autoregressive	autoregressive	ADJ
cana-2644	218	5	moving	move	VERB
cana-2644	218	6	average	average	ADJ
cana-2644	218	7	models	model	NOUN
cana-2644	218	8	(	(	PUNCT
cana-2644	218	9	narma	narma	NOUN
cana-2644	218	10	):	):	PUNCT
cana-2644	218	11	these	these	DET
cana-2644	218	12	extend	extend	VERB
cana-2644	218	13	nar	nar	NOUN
cana-2644	218	14	models	model	NOUN
cana-2644	218	15	by	by	ADP
cana-2644	218	16	including	include	VERB
cana-2644	218	17	past	past	ADJ
cana-2644	218	18	error	error	NOUN
cana-2644	218	19	terms	term	NOUN
cana-2644	218	20	in	in	ADP
cana-2644	218	21	a	a	DET
cana-2644	218	22	non	non	ADJ
cana-2644	218	23	-	-	ADJ
cana-2644	218	24	linear	linear	ADJ
cana-2644	218	25	fashion	fashion	NOUN
cana-2644	218	26	,	,	PUNCT
cana-2644	218	27	which	which	PRON
cana-2644	218	28	helps	help	VERB
cana-2644	218	29	in	in	ADP
cana-2644	218	30	modeling	model	VERB
cana-2644	218	31	more	more	ADJ
cana-2644	218	32	complex	complex	ADJ
cana-2644	218	33	dependencies	dependency	NOUN
cana-2644	218	34	not	not	PART
cana-2644	218	35	just	just	ADV
cana-2644	218	36	on	on	ADP
cana-2644	218	37	previous	previous	ADJ
cana-2644	218	38	values	value	NOUN
cana-2644	218	39	but	but	CCONJ
cana-2644	218	40	also	also	ADV
cana-2644	218	41	on	on	ADP
cana-2644	218	42	past	past	ADJ
cana-2644	218	43	prediction	prediction	NOUN
cana-2644	218	44	errors	error	NOUN
cana-2644	218	45	.	.	PUNCT
cana-2644	219	1	neural	neural	ADJ
cana-2644	219	2	networks	network	NOUN
cana-2644	219	3	:	:	PUNCT
cana-2644	219	4	neural	neural	ADJ
cana-2644	219	5	networks	network	NOUN
cana-2644	219	6	,	,	PUNCT
cana-2644	219	7	especially	especially	ADV
cana-2644	219	8	recurrent	recurrent	ADJ
cana-2644	219	9	neural	neural	ADJ
cana-2644	219	10	networks	network	NOUN
cana-2644	219	11	(	(	PUNCT
cana-2644	219	12	rnns	rnns	PROPN
cana-2644	219	13	)	)	PUNCT
cana-2644	219	14	like	like	ADP
cana-2644	219	15	long	long	ADJ
cana-2644	219	16	shortterm	shortterm	PROPN
cana-2644	219	17	memory	memory	NOUN
cana-2644	219	18	(	(	PUNCT
cana-2644	219	19	lstm	lstm	NOUN
cana-2644	219	20	)	)	PUNCT
cana-2644	219	21	and	and	CCONJ
cana-2644	219	22	gated	gate	VERB
cana-2644	219	23	recurrent	recurrent	ADJ
cana-2644	219	24	units	unit	NOUN
cana-2644	219	25	(	(	PUNCT
cana-2644	219	26	grus	grus	NOUN
cana-2644	219	27	)	)	PUNCT
cana-2644	219	28	,	,	PUNCT
cana-2644	219	29	are	be	AUX
cana-2644	219	30	well	well	ADV
cana-2644	219	31	-	-	PUNCT
cana-2644	219	32	suited	suit	VERB
cana-2644	219	33	for	for	ADP
cana-2644	219	34	modeling	model	VERB
cana-2644	219	35	sequences	sequence	NOUN
cana-2644	219	36	with	with	ADP
cana-2644	219	37	potentially	potentially	ADV
cana-2644	219	38	complicated	complicate	VERB
cana-2644	219	39	non	non	ADJ
cana-2644	219	40	-	-	ADJ
cana-2644	219	41	linear	linear	ADJ
cana-2644	219	42	relationships	relationship	NOUN
cana-2644	219	43	over	over	ADP
cana-2644	219	44	time	time	NOUN
cana-2644	219	45	.	.	PUNCT
cana-2644	220	1	they	they	PRON
cana-2644	220	2	can	can	AUX
cana-2644	220	3	capture	capture	VERB
cana-2644	220	4	patterns	pattern	NOUN
cana-2644	220	5	in	in	ADP
cana-2644	220	6	time	time	NOUN
cana-2644	220	7	series	series	PROPN
cana-2644	220	8	data	datum	NOUN
cana-2644	220	9	that	that	PRON
cana-2644	220	10	are	be	AUX
cana-2644	220	11	highly	highly	ADV
cana-2644	220	12	non	non	ADJ
cana-2644	220	13	-	-	ADJ
cana-2644	220	14	linear	linear	ADJ
cana-2644	220	15	and	and	CCONJ
cana-2644	220	16	involve	involve	VERB
cana-2644	220	17	long	long	ADJ
cana-2644	220	18	-	-	PUNCT
cana-2644	220	19	range	range	NOUN
cana-2644	220	20	dependencies	dependency	NOUN
cana-2644	220	21	.	.	PUNCT
cana-2644	221	1	state	state	NOUN
cana-2644	221	2	-	-	PUNCT
cana-2644	221	3	space	space	NOUN
cana-2644	221	4	models	model	NOUN
cana-2644	222	1	:	:	PUNCT
cana-2644	222	2	while	while	SCONJ
cana-2644	222	3	these	these	PRON
cana-2644	222	4	can	can	AUX
cana-2644	222	5	be	be	AUX
cana-2644	222	6	linear	linear	ADJ
cana-2644	222	7	,	,	PUNCT
cana-2644	222	8	there	there	PRON
cana-2644	222	9	are	be	VERB
cana-2644	222	10	non	non	ADJ
cana-2644	222	11	-	-	ADJ
cana-2644	222	12	linear	linear	ADJ
cana-2644	222	13	versions	version	NOUN
cana-2644	222	14	that	that	PRON
cana-2644	222	15	are	be	AUX
cana-2644	222	16	powerful	powerful	ADJ
cana-2644	222	17	in	in	ADP
cana-2644	222	18	handling	handle	VERB
cana-2644	222	19	complex	complex	ADJ
cana-2644	222	20	dynamical	dynamical	ADJ
cana-2644	222	21	systems	system	NOUN
cana-2644	222	22	.	.	PUNCT
cana-2644	223	1	these	these	DET
cana-2644	223	2	models	model	NOUN
cana-2644	223	3	describe	describe	VERB
cana-2644	223	4	the	the	DET
cana-2644	223	5	time	time	NOUN
cana-2644	223	6	series	series	NOUN
cana-2644	223	7	through	through	ADP
cana-2644	223	8	a	a	DET
cana-2644	223	9	set	set	NOUN
cana-2644	223	10	of	of	ADP
cana-2644	223	11	equations	equation	NOUN
cana-2644	223	12	representing	represent	VERB
cana-2644	223	13	both	both	CCONJ
cana-2644	223	14	an	an	DET
cana-2644	223	15	observation	observation	NOUN
cana-2644	223	16	process	process	NOUN
cana-2644	223	17	and	and	CCONJ
cana-2644	223	18	an	an	DET
cana-2644	223	19	underlying	underlie	VERB
cana-2644	223	20	state	state	NOUN
cana-2644	223	21	process	process	NOUN
cana-2644	223	22	that	that	PRON
cana-2644	223	23	evolves	evolve	VERB
cana-2644	223	24	over	over	ADP
cana-2644	223	25	time	time	NOUN
cana-2644	223	26	.	.	PUNCT
cana-2644	224	1	volatility	volatility	NOUN
cana-2644	224	2	models	model	NOUN
cana-2644	224	3	like	like	ADP
cana-2644	224	4	garch	garch	NOUN
cana-2644	224	5	:	:	PUNCT
cana-2644	224	6	while	while	SCONJ
cana-2644	224	7	primarily	primarily	ADV
cana-2644	224	8	used	use	VERB
cana-2644	224	9	for	for	ADP
cana-2644	224	10	financial	financial	ADJ
cana-2644	224	11	time	time	NOUN
cana-2644	224	12	series	series	NOUN
cana-2644	224	13	,	,	PUNCT
cana-2644	224	14	generalized	generalize	VERB
cana-2644	224	15	autoregressive	autoregressive	ADJ
cana-2644	224	16	conditional	conditional	ADJ
cana-2644	224	17	heteroskedasticity	heteroskedasticity	NOUN
cana-2644	224	18	(	(	PUNCT
cana-2644	224	19	garch	garch	NOUN
cana-2644	224	20	)	)	PUNCT
cana-2644	224	21	models	model	NOUN
cana-2644	224	22	and	and	CCONJ
cana-2644	224	23	their	their	PRON
cana-2644	224	24	variants	variant	NOUN
cana-2644	224	25	can	can	AUX
cana-2644	224	26	model	model	VERB
cana-2644	224	27	time	time	NOUN
cana-2644	224	28	series	series	PROPN
cana-2644	224	29	with	with	ADP
cana-2644	224	30	time	time	NOUN
cana-2644	224	31	-	-	PUNCT
cana-2644	224	32	varying	vary	VERB
cana-2644	224	33	volatility	volatility	NOUN
cana-2644	224	34	,	,	PUNCT
cana-2644	224	35	an	an	DET
cana-2644	224	36	inherently	inherently	ADV
cana-2644	224	37	non	non	ADJ
cana-2644	224	38	-	-	ADJ
cana-2644	224	39	linear	linear	ADJ
cana-2644	224	40	behavior	behavior	NOUN
cana-2644	224	41	.	.	PUNCT
cana-2644	225	1	non	non	ADJ
cana-2644	225	2	-	-	ADJ
cana-2644	225	3	linear	linear	ADJ
cana-2644	225	4	additive	additive	ADJ
cana-2644	225	5	models	model	NOUN
cana-2644	225	6	:	:	PUNCT
cana-2644	225	7	these	these	DET
cana-2644	225	8	models	model	NOUN
cana-2644	225	9	generalize	generalize	VERB
cana-2644	225	10	linear	linear	ADJ
cana-2644	225	11	additive	additive	NOUN
cana-2644	225	12	models	model	NOUN
cana-2644	225	13	by	by	ADP
cana-2644	225	14	allowing	allow	VERB
cana-2644	225	15	non	non	ADJ
cana-2644	225	16	-	-	ADJ
cana-2644	225	17	linear	linear	ADJ
cana-2644	225	18	functions	function	NOUN
cana-2644	225	19	of	of	ADP
cana-2644	225	20	the	the	DET
cana-2644	225	21	predictors	predictor	NOUN
cana-2644	225	22	,	,	PUNCT
cana-2644	225	23	fitted	fit	VERB
cana-2644	225	24	,	,	PUNCT
cana-2644	225	25	for	for	ADP
cana-2644	225	26	example	example	NOUN
cana-2644	225	27	,	,	PUNCT
cana-2644	225	28	by	by	ADP
cana-2644	225	29	splines	spline	NOUN
cana-2644	225	30	or	or	CCONJ
cana-2644	225	31	local	local	ADJ
cana-2644	225	32	regression	regression	NOUN
cana-2644	225	33	techniques	technique	NOUN
cana-2644	225	34	.	.	PUNCT
cana-2644	226	1	these	these	DET
cana-2644	226	2	methods	method	NOUN
cana-2644	226	3	are	be	AUX
cana-2644	226	4	especially	especially	ADV
cana-2644	226	5	useful	useful	ADJ
cana-2644	226	6	when	when	SCONJ
cana-2644	226	7	dealing	deal	VERB
cana-2644	226	8	with	with	ADP
cana-2644	226	9	real	real	ADJ
cana-2644	226	10	-	-	PUNCT
cana-2644	226	11	world	world	NOUN
cana-2644	226	12	data	datum	NOUN
cana-2644	226	13	that	that	PRON
cana-2644	226	14	exhibit	exhibit	VERB
cana-2644	226	15	non	non	ADJ
cana-2644	226	16	-	-	NOUN
cana-2644	226	17	stationarity	stationarity	ADJ
cana-2644	226	18	,	,	PUNCT
cana-2644	226	19	structural	structural	ADJ
cana-2644	226	20	breaks	break	NOUN
cana-2644	226	21	,	,	PUNCT
cana-2644	226	22	or	or	CCONJ
cana-2644	226	23	other	other	ADJ
cana-2644	226	24	complexities	complexity	NOUN
cana-2644	226	25	that	that	PRON
cana-2644	226	26	violate	violate	VERB
cana-2644	226	27	the	the	DET
cana-2644	226	28	assumptions	assumption	NOUN
cana-2644	226	29	of	of	ADP
cana-2644	226	30	linear	linear	ADJ
cana-2644	226	31	and	and	CCONJ
cana-2644	226	32	stationary	stationary	ADJ
cana-2644	226	33	processes	process	NOUN
cana-2644	226	34	.	.	PUNCT
cana-2644	227	1	they	they	PRON
cana-2644	227	2	allow	allow	VERB
cana-2644	227	3	analysts	analyst	NOUN
cana-2644	227	4	and	and	CCONJ
cana-2644	227	5	scientists	scientist	NOUN
cana-2644	227	6	to	to	PART
cana-2644	227	7	uncover	uncover	VERB
cana-2644	227	8	deeper	deep	ADJ
cana-2644	227	9	insights	insight	NOUN
cana-2644	227	10	into	into	ADP
cana-2644	227	11	the	the	DET
cana-2644	227	12	underlying	underlie	VERB
cana-2644	227	13	mechanisms	mechanism	NOUN
cana-2644	227	14	of	of	ADP
cana-2644	227	15	the	the	DET
cana-2644	227	16	data	datum	NOUN
cana-2644	227	17	and	and	CCONJ
cana-2644	227	18	make	make	VERB
cana-2644	227	19	more	more	ADV
cana-2644	227	20	accurate	accurate	ADJ
cana-2644	227	21	predictions	prediction	NOUN
cana-2644	227	22	,	,	PUNCT
cana-2644	227	23	which	which	PRON
cana-2644	227	24	are	be	AUX
cana-2644	227	25	crucial	crucial	ADJ
cana-2644	227	26	for	for	ADP
cana-2644	227	27	decision	decision	NOUN
cana-2644	227	28	-	-	PUNCT
cana-2644	227	29	making	making	NOUN
cana-2644	227	30	in	in	ADP
cana-2644	227	31	fields	field	NOUN
cana-2644	227	32	such	such	ADJ
cana-2644	227	33	as	as	ADP
cana-2644	227	34	economics	economic	NOUN
cana-2644	227	35	,	,	PUNCT
cana-2644	227	36	finance	finance	NOUN
cana-2644	227	37	,	,	PUNCT
cana-2644	227	38	engineering	engineering	NOUN
cana-2644	227	39	,	,	PUNCT
cana-2644	227	40	and	and	CCONJ
cana-2644	227	41	environmental	environmental	ADJ
cana-2644	227	42	science	science	NOUN
cana-2644	227	43	.	.	PUNCT
cana-2644	228	1	communications	communication	NOUN
cana-2644	228	2	on	on	ADP
cana-2644	228	3	applied	apply	VERB
cana-2644	228	4	nonlinear	nonlinear	ADJ
cana-2644	228	5	analysis	analysis	NOUN
cana-2644	228	6	issn	issn	NOUN
cana-2644	228	7	:	:	PUNCT
cana-2644	228	8	1074	1074	NUM
cana-2644	228	9	-	-	PUNCT
cana-2644	228	10	133x	133x	NUM
cana-2644	228	11	vol	vol	NOUN
cana-2644	228	12	32	32	NUM
cana-2644	228	13	no	no	NOUN
cana-2644	228	14	.	.	PUNCT
cana-2644	229	1	3s	3s	NUM
cana-2644	229	2	(	(	PUNCT
cana-2644	229	3	2025	2025	NUM
cana-2644	229	4	)	)	PUNCT
cana-2644	229	5	310	310	NUM
cana-2644	229	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2644	229	7	the	the	DET
cana-2644	229	8	graph	graph	NOUN
cana-2644	229	9	shown	show	VERB
cana-2644	229	10	in	in	ADP
cana-2644	229	11	the	the	DET
cana-2644	229	12	fig	fig	NOUN
cana-2644	229	13	.	.	PUNCT
cana-2644	230	1	4	4	NUM
cana-2644	230	2	presented	present	VERB
cana-2644	230	3	illustrates	illustrate	VERB
cana-2644	230	4	an	an	DET
cana-2644	230	5	extended	extended	ADJ
cana-2644	230	6	communication	communication	NOUN
cana-2644	230	7	traffic	traffic	NOUN
cana-2644	230	8	pattern	pattern	NOUN
cana-2644	230	9	over	over	ADP
cana-2644	230	10	a	a	DET
cana-2644	230	11	48	48	NUM
cana-2644	230	12	-	-	PUNCT
cana-2644	230	13	hour	hour	NOUN
cana-2644	230	14	period	period	NOUN
cana-2644	230	15	,	,	PUNCT
cana-2644	230	16	differentiating	differentiate	VERB
cana-2644	230	17	between	between	ADP
cana-2644	230	18	normal	normal	ADJ
cana-2644	230	19	operational	operational	ADJ
cana-2644	230	20	traffic	traffic	NOUN
cana-2644	230	21	and	and	CCONJ
cana-2644	230	22	traffic	traffic	NOUN
cana-2644	230	23	during	during	ADP
cana-2644	230	24	a	a	DET
cana-2644	230	25	ddos	ddos	NOUN
cana-2644	230	26	attack	attack	NOUN
cana-2644	230	27	.	.	PUNCT
cana-2644	231	1	under	under	ADP
cana-2644	231	2	normal	normal	ADJ
cana-2644	231	3	conditions	condition	NOUN
cana-2644	231	4	,	,	PUNCT
cana-2644	231	5	the	the	DET
cana-2644	231	6	traffic	traffic	NOUN
cana-2644	231	7	,	,	PUNCT
cana-2644	231	8	shown	show	VERB
cana-2644	231	9	by	by	ADP
cana-2644	231	10	the	the	DET
cana-2644	231	11	blue	blue	ADJ
cana-2644	231	12	line	line	NOUN
cana-2644	231	13	,	,	PUNCT
cana-2644	231	14	fluctuates	fluctuate	VERB
cana-2644	231	15	regularly	regularly	ADV
cana-2644	231	16	,	,	PUNCT
cana-2644	231	17	reflecting	reflect	VERB
cana-2644	231	18	typical	typical	ADJ
cana-2644	231	19	dayto	dayto	PROPN
cana-2644	231	20	-	-	PUNCT
cana-2644	231	21	day	day	NOUN
cana-2644	231	22	operations	operation	NOUN
cana-2644	231	23	within	within	ADP
cana-2644	231	24	the	the	DET
cana-2644	231	25	communication	communication	NOUN
cana-2644	231	26	sector	sector	NOUN
cana-2644	231	27	.	.	PUNCT
cana-2644	232	1	however	however	ADV
cana-2644	232	2	,	,	PUNCT
cana-2644	232	3	starting	start	VERB
cana-2644	232	4	from	from	ADP
cana-2644	232	5	the	the	DET
cana-2644	232	6	24th	24th	ADJ
cana-2644	232	7	hour	hour	NOUN
cana-2644	232	8	and	and	CCONJ
cana-2644	232	9	continuing	continue	VERB
cana-2644	232	10	until	until	ADP
cana-2644	232	11	the	the	DET
cana-2644	232	12	36th	36th	ADJ
cana-2644	232	13	hour	hour	NOUN
cana-2644	232	14	,	,	PUNCT
cana-2644	232	15	there	there	PRON
cana-2644	232	16	is	be	VERB
cana-2644	232	17	a	a	DET
cana-2644	232	18	marked	marked	ADJ
cana-2644	232	19	and	and	CCONJ
cana-2644	232	20	abnormal	abnormal	ADJ
cana-2644	232	21	surge	surge	NOUN
cana-2644	232	22	in	in	ADP
cana-2644	232	23	traffic	traffic	NOUN
cana-2644	232	24	,	,	PUNCT
cana-2644	232	25	depicted	depict	VERB
cana-2644	232	26	by	by	ADP
cana-2644	232	27	the	the	DET
cana-2644	232	28	red	red	ADJ
cana-2644	232	29	line	line	NOUN
cana-2644	232	30	.	.	PUNCT
cana-2644	233	1	this	this	DET
cana-2644	233	2	line	line	NOUN
cana-2644	233	3	not	not	PART
cana-2644	233	4	only	only	ADV
cana-2644	233	5	overlaps	overlap	NOUN
cana-2644	233	6	but	but	CCONJ
cana-2644	233	7	also	also	ADV
cana-2644	233	8	significantly	significantly	ADV
cana-2644	233	9	rises	rise	VERB
cana-2644	233	10	above	above	ADP
cana-2644	233	11	the	the	DET
cana-2644	233	12	normal	normal	ADJ
cana-2644	233	13	traffic	traffic	NOUN
cana-2644	233	14	line	line	NOUN
cana-2644	233	15	,	,	PUNCT
cana-2644	233	16	demonstrating	demonstrate	VERB
cana-2644	233	17	the	the	DET
cana-2644	233	18	intense	intense	ADJ
cana-2644	233	19	increase	increase	NOUN
cana-2644	233	20	in	in	ADP
cana-2644	233	21	communication	communication	NOUN
cana-2644	233	22	parameters	parameter	NOUN
cana-2644	233	23	that	that	PRON
cana-2644	233	24	are	be	AUX
cana-2644	233	25	characteristic	characteristic	ADJ
cana-2644	233	26	of	of	ADP
cana-2644	233	27	a	a	DET
cana-2644	233	28	ddos	ddos	NOUN
cana-2644	233	29	attack	attack	NOUN
cana-2644	233	30	.	.	PUNCT
cana-2644	234	1	this	this	DET
cana-2644	234	2	visual	visual	ADJ
cana-2644	234	3	representation	representation	NOUN
cana-2644	234	4	effectively	effectively	ADV
cana-2644	234	5	captures	capture	VERB
cana-2644	234	6	the	the	DET
cana-2644	234	7	disruptive	disruptive	ADJ
cana-2644	234	8	impact	impact	NOUN
cana-2644	234	9	such	such	ADJ
cana-2644	234	10	attacks	attack	NOUN
cana-2644	234	11	have	have	VERB
cana-2644	234	12	on	on	ADP
cana-2644	234	13	normal	normal	ADJ
cana-2644	234	14	network	network	NOUN
cana-2644	234	15	operations	operation	NOUN
cana-2644	234	16	.	.	PUNCT
cana-2644	235	1	fig	fig	NOUN
cana-2644	235	2	.	.	PUNCT
cana-2644	236	1	5	5	NUM
cana-2644	236	2	:	:	PUNCT
cana-2644	236	3	regular	regular	ADJ
cana-2644	236	4	communication	communication	NOUN
cana-2644	236	5	traffic	traffic	NOUN
cana-2644	236	6	pattern	pattern	NOUN
cana-2644	236	7	over	over	ADP
cana-2644	236	8	72	72	NUM
cana-2644	236	9	hrs	hrs	NOUN
cana-2644	236	10	indicating	indicate	VERB
cana-2644	236	11	the	the	DET
cana-2644	236	12	ddos	ddos	NOUN
cana-2644	236	13	attacks	attack	NOUN
cana-2644	236	14	the	the	DET
cana-2644	236	15	presented	present	VERB
cana-2644	236	16	graphs	graph	NOUN
cana-2644	236	17	shown	show	VERB
cana-2644	236	18	in	in	ADP
cana-2644	236	19	the	the	DET
cana-2644	236	20	fig	fig	NOUN
cana-2644	236	21	.	.	PUNCT
cana-2644	237	1	5	5	NUM
cana-2644	237	2	offers	offer	VERB
cana-2644	237	3	a	a	DET
cana-2644	237	4	visual	visual	ADJ
cana-2644	237	5	comparison	comparison	NOUN
cana-2644	237	6	of	of	ADP
cana-2644	237	7	two	two	NUM
cana-2644	237	8	distinct	distinct	ADJ
cana-2644	237	9	scenarios	scenario	NOUN
cana-2644	237	10	within	within	ADP
cana-2644	237	11	communication	communication	NOUN
cana-2644	237	12	traffic	traffic	NOUN
cana-2644	237	13	patterns	pattern	NOUN
cana-2644	237	14	.	.	PUNCT
cana-2644	238	1	the	the	DET
cana-2644	238	2	first	first	ADJ
cana-2644	238	3	graph	graph	NOUN
cana-2644	238	4	,	,	PUNCT
cana-2644	238	5	rendered	render	VERB
cana-2644	238	6	in	in	ADP
cana-2644	238	7	green	green	ADJ
cana-2644	238	8	,	,	PUNCT
cana-2644	238	9	captures	capture	VERB
cana-2644	238	10	the	the	DET
cana-2644	238	11	regular	regular	ADJ
cana-2644	238	12	communication	communication	NOUN
cana-2644	238	13	traffic	traffic	NOUN
cana-2644	238	14	pattern	pattern	NOUN
cana-2644	238	15	over	over	ADP
cana-2644	238	16	a	a	DET
cana-2644	238	17	period	period	NOUN
cana-2644	238	18	of	of	ADP
cana-2644	238	19	72	72	NUM
cana-2644	238	20	hours	hour	NOUN
cana-2644	238	21	.	.	PUNCT
cana-2644	239	1	it	it	PRON
cana-2644	239	2	showcases	showcase	VERB
cana-2644	239	3	a	a	DET
cana-2644	239	4	smooth	smooth	ADJ
cana-2644	239	5	and	and	CCONJ
cana-2644	239	6	consistent	consistent	ADJ
cana-2644	239	7	fluctuation	fluctuation	NOUN
cana-2644	239	8	of	of	ADP
cana-2644	239	9	traffic	traffic	NOUN
cana-2644	239	10	,	,	PUNCT
cana-2644	239	11	exemplifying	exemplify	VERB
cana-2644	239	12	what	what	PRON
cana-2644	239	13	is	be	AUX
cana-2644	239	14	typically	typically	ADV
cana-2644	239	15	expected	expect	VERB
cana-2644	239	16	in	in	ADP
cana-2644	239	17	an	an	DET
cana-2644	239	18	uninterrupted	uninterrupted	ADJ
cana-2644	239	19	operational	operational	ADJ
cana-2644	239	20	state	state	NOUN
cana-2644	239	21	of	of	ADP
cana-2644	239	22	a	a	DET
cana-2644	239	23	communication	communication	NOUN
cana-2644	239	24	system	system	NOUN
cana-2644	239	25	.	.	PUNCT
cana-2644	240	1	the	the	DET
cana-2644	240	2	regularity	regularity	NOUN
cana-2644	240	3	of	of	ADP
cana-2644	240	4	the	the	DET
cana-2644	240	5	pattern	pattern	NOUN
cana-2644	240	6	underscores	underscore	VERB
cana-2644	240	7	the	the	DET
cana-2644	240	8	system	system	NOUN
cana-2644	240	9	's	's	PART
cana-2644	240	10	stability	stability	NOUN
cana-2644	240	11	and	and	CCONJ
cana-2644	240	12	the	the	DET
cana-2644	240	13	absence	absence	NOUN
cana-2644	240	14	of	of	ADP
cana-2644	240	15	any	any	DET
cana-2644	240	16	external	external	ADJ
cana-2644	240	17	disruptions	disruption	NOUN
cana-2644	240	18	,	,	PUNCT
cana-2644	240	19	reflecting	reflect	VERB
cana-2644	240	20	standard	standard	ADJ
cana-2644	240	21	day	day	NOUN
cana-2644	240	22	-	-	PUNCT
cana-2644	240	23	to	to	ADP
cana-2644	240	24	-	-	PUNCT
cana-2644	240	25	day	day	NOUN
cana-2644	240	26	activities	activity	NOUN
cana-2644	240	27	within	within	ADP
cana-2644	240	28	the	the	DET
cana-2644	240	29	network	network	NOUN
cana-2644	240	30	.	.	PUNCT
cana-2644	241	1	in	in	ADP
cana-2644	241	2	contrast	contrast	NOUN
cana-2644	241	3	,	,	PUNCT
cana-2644	241	4	the	the	DET
cana-2644	241	5	second	second	ADJ
cana-2644	241	6	graph	graph	NOUN
cana-2644	241	7	,	,	PUNCT
cana-2644	241	8	displayed	display	VERB
cana-2644	241	9	in	in	ADP
cana-2644	241	10	purple	purple	NOUN
cana-2644	241	11	,	,	PUNCT
cana-2644	241	12	portrays	portray	VERB
cana-2644	241	13	an	an	DET
cana-2644	241	14	irregular	irregular	ADJ
cana-2644	241	15	communication	communication	NOUN
cana-2644	241	16	traffic	traffic	NOUN
cana-2644	241	17	pattern	pattern	NOUN
cana-2644	241	18	,	,	PUNCT
cana-2644	241	19	specifically	specifically	ADV
cana-2644	241	20	over	over	ADP
cana-2644	241	21	a	a	DET
cana-2644	241	22	48	48	NUM
cana-2644	241	23	-	-	PUNCT
cana-2644	241	24	hour	hour	NOUN
cana-2644	241	25	timeframe	timeframe	NOUN
cana-2644	241	26	.	.	PUNCT
cana-2644	242	1	this	this	DET
cana-2644	242	2	graph	graph	NOUN
cana-2644	242	3	is	be	AUX
cana-2644	242	4	markedly	markedly	ADV
cana-2644	242	5	different	different	ADJ
cana-2644	242	6	,	,	PUNCT
cana-2644	242	7	characterized	characterize	VERB
cana-2644	242	8	by	by	ADP
cana-2644	242	9	abrupt	abrupt	ADJ
cana-2644	242	10	and	and	CCONJ
cana-2644	242	11	intense	intense	ADJ
cana-2644	242	12	spikes	spike	NOUN
cana-2644	242	13	in	in	ADP
cana-2644	242	14	communication	communication	NOUN
cana-2644	242	15	parameters	parameter	NOUN
cana-2644	242	16	.	.	PUNCT
cana-2644	243	1	these	these	DET
cana-2644	243	2	spikes	spike	NOUN
cana-2644	243	3	are	be	AUX
cana-2644	243	4	indicative	indicative	ADJ
cana-2644	243	5	of	of	ADP
cana-2644	243	6	distributed	distribute	VERB
cana-2644	243	7	denial	denial	NOUN
cana-2644	243	8	of	of	ADP
cana-2644	243	9	service	service	NOUN
cana-2644	243	10	(	(	PUNCT
cana-2644	243	11	ddos	ddos	NOUN
cana-2644	243	12	)	)	PUNCT
cana-2644	243	13	attacks	attack	NOUN
cana-2644	243	14	,	,	PUNCT
cana-2644	243	15	which	which	PRON
cana-2644	243	16	aim	aim	VERB
cana-2644	243	17	to	to	PART
cana-2644	243	18	disrupt	disrupt	VERB
cana-2644	243	19	the	the	DET
cana-2644	243	20	regular	regular	ADJ
cana-2644	243	21	traffic	traffic	NOUN
cana-2644	243	22	flow	flow	NOUN
cana-2644	243	23	by	by	ADP
cana-2644	243	24	overwhelming	overwhelm	VERB
cana-2644	243	25	the	the	DET
cana-2644	243	26	network	network	NOUN
cana-2644	243	27	's	's	PART
cana-2644	243	28	infrastructure	infrastructure	NOUN
cana-2644	243	29	.	.	PUNCT
cana-2644	244	1	the	the	DET
cana-2644	244	2	sudden	sudden	ADJ
cana-2644	244	3	and	and	CCONJ
cana-2644	244	4	pronounced	pronounce	VERB
cana-2644	244	5	deviations	deviation	NOUN
cana-2644	244	6	from	from	ADP
cana-2644	244	7	the	the	DET
cana-2644	244	8	baseline	baseline	NOUN
cana-2644	244	9	represent	represent	VERB
cana-2644	244	10	a	a	DET
cana-2644	244	11	clear	clear	ADJ
cana-2644	244	12	departure	departure	NOUN
cana-2644	244	13	from	from	ADP
cana-2644	244	14	normal	normal	ADJ
cana-2644	244	15	traffic	traffic	NOUN
cana-2644	244	16	behaviors	behavior	NOUN
cana-2644	244	17	and	and	CCONJ
cana-2644	244	18	highlight	highlight	VERB
cana-2644	244	19	the	the	DET
cana-2644	244	20	challenges	challenge	NOUN
cana-2644	244	21	of	of	ADP
cana-2644	244	22	managing	manage	VERB
cana-2644	244	23	security	security	NOUN
cana-2644	244	24	threats	threat	NOUN
cana-2644	244	25	in	in	ADP
cana-2644	244	26	real	real	ADJ
cana-2644	244	27	-	-	PUNCT
cana-2644	244	28	time	time	NOUN
cana-2644	244	29	communication	communication	NOUN
cana-2644	244	30	networks	network	NOUN
cana-2644	244	31	.	.	PUNCT
cana-2644	245	1	the	the	DET
cana-2644	245	2	presence	presence	NOUN
cana-2644	245	3	of	of	ADP
cana-2644	245	4	these	these	DET
cana-2644	245	5	irregular	irregular	ADJ
cana-2644	245	6	patterns	pattern	NOUN
cana-2644	245	7	signals	signal	VERB
cana-2644	245	8	potential	potential	ADJ
cana-2644	245	9	vulnerabilities	vulnerability	NOUN
cana-2644	245	10	and	and	CCONJ
cana-2644	245	11	the	the	DET
cana-2644	245	12	need	need	NOUN
cana-2644	245	13	for	for	ADP
cana-2644	245	14	robust	robust	ADJ
cana-2644	245	15	security	security	NOUN
cana-2644	245	16	measures	measure	NOUN
cana-2644	245	17	to	to	PART
cana-2644	245	18	mitigate	mitigate	VERB
cana-2644	245	19	such	such	ADJ
cana-2644	245	20	cyber	cyber	NOUN
cana-2644	245	21	threats	threat	NOUN
cana-2644	245	22	.	.	PUNCT
cana-2644	246	1	2	2	X
cana-2644	246	2	.	.	NUM
cana-2644	246	3	conclusions	conclusion	NOUN
cana-2644	246	4	time	time	PROPN
cana-2644	246	5	series	series	PROPN
cana-2644	246	6	analysis	analysis	NOUN
cana-2644	246	7	can	can	AUX
cana-2644	246	8	be	be	AUX
cana-2644	246	9	a	a	DET
cana-2644	246	10	very	very	ADV
cana-2644	246	11	useful	useful	ADJ
cana-2644	246	12	tool	tool	NOUN
cana-2644	246	13	for	for	ADP
cana-2644	246	14	identifying	identify	VERB
cana-2644	246	15	ddos	ddo	NOUN
cana-2644	246	16	assaults	assault	NOUN
cana-2644	246	17	since	since	SCONJ
cana-2644	246	18	it	it	PRON
cana-2644	246	19	can	can	AUX
cana-2644	246	20	identify	identify	VERB
cana-2644	246	21	trends	trend	NOUN
cana-2644	246	22	and	and	CCONJ
cana-2644	246	23	irregularities	irregularity	NOUN
cana-2644	246	24	in	in	ADP
cana-2644	246	25	network	network	NOUN
cana-2644	246	26	data	datum	NOUN
cana-2644	246	27	over	over	ADP
cana-2644	246	28	extended	extended	ADJ
cana-2644	246	29	periods	period	NOUN
cana-2644	246	30	of	of	ADP
cana-2644	246	31	time	time	NOUN
cana-2644	246	32	.	.	PUNCT
cana-2644	247	1	a	a	DET
cana-2644	247	2	reliable	reliable	ADJ
cana-2644	247	3	and	and	CCONJ
cana-2644	247	4	effective	effective	ADJ
cana-2644	247	5	technique	technique	NOUN
cana-2644	247	6	for	for	SCONJ
cana-2644	247	7	communications	communication	NOUN
cana-2644	247	8	on	on	ADP
cana-2644	247	9	applied	apply	VERB
cana-2644	247	10	nonlinear	nonlinear	ADJ
cana-2644	247	11	analysis	analysis	NOUN
cana-2644	247	12	issn	issn	NOUN
cana-2644	247	13	:	:	PUNCT
cana-2644	247	14	1074	1074	NUM
cana-2644	247	15	-	-	PUNCT
cana-2644	247	16	133x	133x	NUM
cana-2644	247	17	vol	vol	NOUN
cana-2644	247	18	32	32	NUM
cana-2644	248	1	no	no	NOUN
cana-2644	248	2	.	.	PUNCT
cana-2644	249	1	3s	3s	NUM
cana-2644	249	2	(	(	PUNCT
cana-2644	249	3	2025	2025	NUM
cana-2644	249	4	)	)	PUNCT
cana-2644	249	5	311	311	NUM
cana-2644	249	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2644	249	7	identifying	identify	VERB
cana-2644	249	8	ddos	ddos	NOUN
cana-2644	249	9	assaults	assault	NOUN
cana-2644	249	10	in	in	ADP
cana-2644	249	11	network	network	NOUN
cana-2644	249	12	data	datum	NOUN
cana-2644	249	13	is	be	AUX
cana-2644	249	14	time	time	NOUN
cana-2644	249	15	series	series	NOUN
cana-2644	249	16	analysis	analysis	NOUN
cana-2644	249	17	.	.	PUNCT
cana-2644	250	1	it	it	PRON
cana-2644	250	2	can	can	AUX
cana-2644	250	3	recognize	recognize	VERB
cana-2644	250	4	departures	departure	NOUN
cana-2644	250	5	from	from	ADP
cana-2644	250	6	typical	typical	ADJ
cana-2644	250	7	behaviour	behaviour	NOUN
cana-2644	250	8	that	that	PRON
cana-2644	250	9	point	point	VERB
cana-2644	250	10	to	to	ADP
cana-2644	250	11	a	a	DET
cana-2644	250	12	denial	denial	NOUN
cana-2644	250	13	-	-	PUNCT
cana-2644	250	14	of	of	ADP
cana-2644	250	15	-	-	PUNCT
cana-2644	250	16	service	service	NOUN
cana-2644	250	17	assault	assault	NOUN
cana-2644	250	18	by	by	ADP
cana-2644	250	19	examining	examine	VERB
cana-2644	250	20	the	the	DET
cana-2644	250	21	temporal	temporal	ADJ
cana-2644	250	22	patterns	pattern	NOUN
cana-2644	250	23	and	and	CCONJ
cana-2644	250	24	fluctuations	fluctuation	NOUN
cana-2644	250	25	in	in	ADP
cana-2644	250	26	incoming	incoming	ADJ
cana-2644	250	27	traffic	traffic	NOUN
cana-2644	250	28	.	.	PUNCT
cana-2644	251	1	by	by	ADP
cana-2644	251	2	enabling	enable	VERB
cana-2644	251	3	prompt	prompt	ADJ
cana-2644	251	4	detection	detection	NOUN
cana-2644	251	5	and	and	CCONJ
cana-2644	251	6	reaction	reaction	NOUN
cana-2644	251	7	,	,	PUNCT
cana-2644	251	8	this	this	DET
cana-2644	251	9	strategy	strategy	NOUN
cana-2644	251	10	helps	help	VERB
cana-2644	251	11	to	to	PART
cana-2644	251	12	lessen	lessen	VERB
cana-2644	251	13	the	the	DET
cana-2644	251	14	negative	negative	ADJ
cana-2644	251	15	effects	effect	NOUN
cana-2644	251	16	of	of	ADP
cana-2644	251	17	such	such	ADJ
cana-2644	251	18	attacks	attack	NOUN
cana-2644	251	19	on	on	ADP
cana-2644	251	20	network	network	NOUN
cana-2644	251	21	availability	availability	NOUN
cana-2644	251	22	and	and	CCONJ
cana-2644	251	23	performance	performance	NOUN
cana-2644	251	24	.	.	PUNCT
cana-2644	252	1	moreover	moreover	ADV
cana-2644	252	2	,	,	PUNCT
cana-2644	252	3	the	the	DET
cana-2644	252	4	adaptability	adaptability	NOUN
cana-2644	252	5	and	and	CCONJ
cana-2644	252	6	accuracy	accuracy	NOUN
cana-2644	252	7	of	of	ADP
cana-2644	252	8	time	time	NOUN
cana-2644	252	9	series	series	NOUN
cana-2644	252	10	-	-	PUNCT
cana-2644	252	11	based	base	VERB
cana-2644	252	12	detection	detection	NOUN
cana-2644	252	13	techniques	technique	NOUN
cana-2644	252	14	can	can	AUX
cana-2644	252	15	be	be	AUX
cana-2644	252	16	further	far	ADV
cana-2644	252	17	improved	improve	VERB
cana-2644	252	18	by	by	ADP
cana-2644	252	19	customizing	customize	VERB
cana-2644	252	20	them	they	PRON
cana-2644	252	21	to	to	ADP
cana-2644	252	22	particular	particular	ADJ
cana-2644	252	23	network	network	NOUN
cana-2644	252	24	infrastructures	infrastructure	NOUN
cana-2644	252	25	and	and	CCONJ
cana-2644	252	26	attack	attack	NOUN
cana-2644	252	27	scenarios	scenario	NOUN
cana-2644	252	28	.	.	PUNCT
cana-2644	253	1	they	they	PRON
cana-2644	253	2	may	may	AUX
cana-2644	253	3	continually	continually	ADV
cana-2644	253	4	learn	learn	VERB
cana-2644	253	5	and	and	CCONJ
cana-2644	253	6	adapt	adapt	VERB
cana-2644	253	7	by	by	ADP
cana-2644	253	8	utilizing	utilize	VERB
cana-2644	253	9	cutting	cutting	NOUN
cana-2644	253	10	-	-	PUNCT
cana-2644	253	11	edge	edge	NOUN
cana-2644	253	12	algorithms	algorithm	NOUN
cana-2644	253	13	and	and	CCONJ
cana-2644	253	14	machine	machine	NOUN
cana-2644	253	15	learning	learn	VERB
cana-2644	253	16	approaches	approach	NOUN
cana-2644	253	17	to	to	PART
cana-2644	253	18	address	address	VERB
cana-2644	253	19	references	reference	NOUN
cana-2644	253	20	[	[	X
cana-2644	253	21	1	1	NUM
cana-2644	253	22	]	]	X
cana-2644	253	23	qin	qin	PROPN
cana-2644	253	24	,	,	PUNCT
cana-2644	253	25	j.	j.	PROPN
cana-2644	253	26	,	,	PUNCT
cana-2644	253	27	li	li	PROPN
cana-2644	253	28	,	,	PUNCT
cana-2644	253	29	x.	x.	PROPN
cana-2644	253	30	,	,	PUNCT
cana-2644	253	31	&	&	CCONJ
cana-2644	253	32	yu	yu	PROPN
cana-2644	253	33	,	,	PUNCT
cana-2644	253	34	s.	s.	PROPN
cana-2644	253	35	(	(	PUNCT
cana-2644	253	36	2014	2014	NUM
cana-2644	253	37	)	)	PUNCT
cana-2644	253	38	.	.	PUNCT
cana-2644	254	1	"	"	PUNCT
cana-2644	254	2	a	a	DET
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cana-2644	254	5	defense	defense	NOUN
cana-2644	254	6	mechanisms	mechanism	NOUN
cana-2644	254	7	against	against	ADP
cana-2644	254	8	distributed	distribute	VERB
cana-2644	254	9	denial	denial	NOUN
cana-2644	254	10	of	of	ADP
cana-2644	254	11	service	service	NOUN
cana-2644	254	12	(	(	PUNCT
cana-2644	254	13	ddos	ddos	NOUN
cana-2644	254	14	)	)	PUNCT
cana-2644	254	15	flooding	flooding	NOUN
cana-2644	254	16	attacks	attack	NOUN
cana-2644	254	17	.	.	PUNCT
cana-2644	254	18	"	"	PUNCT
cana-2644	255	1	ieee	ieee	NOUN
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cana-2644	255	3	surveys	survey	NOUN
cana-2644	255	4	&	&	CCONJ
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cana-2644	255	6	,	,	PUNCT
cana-2644	255	7	15(4	15(4	NUM
cana-2644	255	8	)	)	PUNCT
cana-2644	255	9	,	,	PUNCT
cana-2644	255	10	2046	2046	NUM
cana-2644	255	11	-	-	SYM
cana-2644	255	12	2069	2069	NUM
cana-2644	255	13	.	.	PUNCT
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cana-2644	256	2	2	2	NUM
cana-2644	256	3	]	]	X
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cana-2644	256	15	.	.	PUNCT
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cana-2644	257	7	in	in	ADP
cana-2644	257	8	smart	smart	ADJ
cana-2644	257	9	grid	grid	NOUN
cana-2644	257	10	communications	communication	NOUN
cana-2644	257	11	.	.	PUNCT
cana-2644	257	12	"	"	PUNCT
cana-2644	258	1	ieee	ieee	NOUN
cana-2644	258	2	transactions	transaction	NOUN
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cana-2644	258	8	)	)	PUNCT
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cana-2644	258	11	-	-	SYM
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cana-2644	259	2	3	3	NUM
cana-2644	259	3	]	]	X
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cana-2644	259	14	)	)	PUNCT
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cana-2644	260	1	"	"	PUNCT
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cana-2644	260	19	)	)	PUNCT
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cana-2644	261	2	4	4	NUM
cana-2644	261	3	]	]	X
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cana-2644	263	9	,	,	PUNCT
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cana-2644	264	2	5	5	NUM
cana-2644	264	3	]	]	PUNCT
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cana-2644	264	5	,	,	PUNCT
cana-2644	264	6	a.	a.	PROPN
cana-2644	264	7	r.	r.	PROPN
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cana-2644	265	9	scada	scada	PROPN
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cana-2644	265	12	"	"	PUNCT
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cana-2644	266	9	12(5	12(5	NUM
cana-2644	266	10	)	)	PUNCT
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cana-2644	267	2	6	6	NUM
cana-2644	267	3	]	]	X
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cana-2644	267	5	,	,	PUNCT
cana-2644	267	6	a.	a.	PROPN
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cana-2644	267	14	)	)	PUNCT
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cana-2644	269	8	&	&	CCONJ
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cana-2644	269	10	(	(	PUNCT
cana-2644	269	11	iccca	iccca	PROPN
cana-2644	269	12	)	)	PUNCT
cana-2644	269	13	,	,	PUNCT
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cana-2644	269	16	6	6	NUM
cana-2644	269	17	.	.	PUNCT
cana-2644	270	1	[	[	X
cana-2644	270	2	7	7	NUM
cana-2644	270	3	]	]	X
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cana-2644	270	5	,	,	PUNCT
cana-2644	270	6	c.	c.	PROPN
cana-2644	270	7	,	,	PUNCT
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cana-2644	271	1	"	"	PUNCT
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cana-2644	271	4	impact	impact	NOUN
cana-2644	271	5	on	on	ADP
cana-2644	271	6	scada	scada	PROPN
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cana-2644	271	12	"	"	PUNCT
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cana-2644	272	2	of	of	ADP
cana-2644	272	3	the	the	DET
cana-2644	272	4	ieee	ieee	NOUN
cana-2644	272	5	pes	pes	PROPN
cana-2644	272	6	gtd	gtd	PROPN
cana-2644	272	7	grand	grand	PROPN
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cana-2644	272	10	and	and	CCONJ
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cana-2644	272	17	.	.	PUNCT
cana-2644	273	1	[	[	X
cana-2644	273	2	8	8	NUM
cana-2644	273	3	]	]	X
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cana-2644	273	5	,	,	PUNCT
cana-2644	273	6	a.	a.	PROPN
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cana-2644	273	14	)	)	PUNCT
cana-2644	273	15	.	.	PUNCT
cana-2644	274	1	"	"	PUNCT
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cana-2644	276	19	.	.	PUNCT
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cana-2644	283	9	:	:	PUNCT
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cana-2644	283	23	)	)	PUNCT
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cana-2644	294	2	on	on	ADP
cana-2644	294	3	applied	apply	VERB
cana-2644	294	4	nonlinear	nonlinear	ADJ
cana-2644	294	5	analysis	analysis	NOUN
cana-2644	294	6	issn	issn	NOUN
cana-2644	294	7	:	:	PUNCT
cana-2644	294	8	1074	1074	NUM
cana-2644	294	9	-	-	PUNCT
cana-2644	294	10	133x	133x	NUM
cana-2644	294	11	vol	vol	NOUN
cana-2644	294	12	32	32	NUM
cana-2644	294	13	no	no	NOUN
cana-2644	294	14	.	.	PUNCT
cana-2644	295	1	3s	3s	NUM
cana-2644	295	2	(	(	PUNCT
cana-2644	295	3	2025	2025	NUM
cana-2644	295	4	)	)	PUNCT
cana-2644	295	5	312	312	NUM
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cana-2644	296	1	[	[	X
cana-2644	296	2	19	19	NUM
cana-2644	296	3	]	]	X
cana-2644	296	4	ramkumar	ramkumar	X
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cana-2644	296	6	,	,	PUNCT
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cana-2644	296	8	,	,	PUNCT
cana-2644	296	9	“	"	PUNCT
cana-2644	296	10	possibilities	possibility	NOUN
cana-2644	296	11	of	of	ADP
cana-2644	296	12	prediction	prediction	NOUN
cana-2644	296	13	of	of	ADP
cana-2644	296	14	covid	covid	PROPN
cana-2644	296	15	19	19	NUM
cana-2644	296	16	using	use	VERB
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cana-2644	296	18	-	-	PUNCT
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cana-2644	296	22	”	"	PUNCT
cana-2644	296	23	,	,	PUNCT
cana-2644	296	24	2022	2022	NUM
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cana-2644	296	28	on	on	ADP
cana-2644	296	29	technological	technological	ADJ
cana-2644	296	30	advancements	advancement	NOUN
cana-2644	296	31	in	in	ADP
cana-2644	296	32	computational	computational	ADJ
cana-2644	296	33	sciences	science	NOUN
cana-2644	296	34	(	(	PUNCT
cana-2644	296	35	ictacs	ictac	NOUN
cana-2644	296	36	)	)	PUNCT
cana-2644	296	37	,	,	PUNCT
cana-2644	296	38	doi	doi	NOUN
cana-2644	296	39	:	:	PUNCT
cana-2644	296	40	10.1109	10.1109	NUM
cana-2644	296	41	/	/	SYM
cana-2644	296	42	ictacs56270.2022.9988613	ictacs56270.2022.9988613	PROPN
cana-2644	296	43	,	,	PUNCT
cana-2644	296	44	ieee	ieee	NOUN
cana-2644	296	45	xplore	xplore	PROPN
cana-2644	296	46	:	:	PUNCT
cana-2644	296	47	28	28	NUM
cana-2644	296	48	december	december	PROPN
cana-2644	296	49	2022	2022	NUM
cana-2644	296	50	.	.	PUNCT
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cana-2644	297	2	20	20	NUM
cana-2644	297	3	]	]	PUNCT
cana-2644	297	4	shashidhar	shashidhar	PROPN
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cana-2644	297	6	,	,	PUNCT
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cana-2644	297	9	“	"	PUNCT
cana-2644	297	10	a	a	DET
cana-2644	297	11	novel	novel	ADJ
cana-2644	297	12	approach	approach	NOUN
cana-2644	297	13	for	for	ADP
cana-2644	297	14	identification	identification	NOUN
cana-2644	297	15	of	of	ADP
cana-2644	297	16	facial	facial	ADJ
cana-2644	297	17	occlusion	occlusion	NOUN
cana-2644	297	18	”	"	PUNCT
cana-2644	297	19	wjert	wjert	ADJ
cana-2644	297	20	,	,	PUNCT
cana-2644	297	21	2022	2022	NUM
cana-2644	297	22	,	,	PUNCT
cana-2644	297	23	vol	vol	NOUN
cana-2644	297	24	.	.	NOUN
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cana-2644	297	26	,	,	PUNCT
cana-2644	297	27	issue	issue	NOUN
cana-2644	297	28	9,75	9,75	NOUN
cana-2644	297	29	-	-	SYM
cana-2644	297	30	84	84	NUM
cana-2644	297	31	.	.	PUNCT
cana-2644	298	1	sjif	sjif	NOUN
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cana-2644	298	3	factor	factor	NOUN
cana-2644	298	4	:	:	PUNCT
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cana-2644	298	6	.	.	PUNCT
cana-2644	299	1	[	[	X
cana-2644	299	2	21	21	NUM
cana-2644	299	3	]	]	X
cana-2644	299	4	bharath	bharath	PROPN
cana-2644	299	5	j	j	PROPN
cana-2644	299	6	,	,	PUNCT
cana-2644	299	7	dr.r.balakrishna	dr.r.balakrishna	PROPN
cana-2644	299	8	,	,	PUNCT
cana-2644	299	9	“	"	PUNCT
cana-2644	299	10	a	a	DET
cana-2644	299	11	novel	novel	ADJ
cana-2644	299	12	face	face	NOUN
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cana-2644	299	15	based	base	VERB
cana-2644	299	16	on	on	ADP
cana-2644	299	17	machine	machine	NOUN
cana-2644	299	18	learning	learn	VERB
cana-2644	299	19	techniques	technique	NOUN
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cana-2644	299	21	,	,	PUNCT
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cana-2644	299	23	,	,	PUNCT
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cana-2644	299	25	,	,	PUNCT
cana-2644	299	26	vol	vol	NOUN
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cana-2644	299	28	8	8	NUM
cana-2644	299	29	,	,	PUNCT
cana-2644	299	30	issue	issue	NOUN
cana-2644	299	31	9	9	NUM
cana-2644	299	32	,	,	PUNCT
cana-2644	299	33	67	67	NUM
cana-2644	299	34	-	-	SYM
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cana-2644	299	36	.	.	PUNCT
cana-2644	300	1	sjif	sjif	NOUN
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cana-2644	300	3	factor	factor	NOUN
cana-2644	300	4	:	:	PUNCT
cana-2644	300	5	5.924	5.924	NUM
cana-2644	300	6	.	.	PUNCT
cana-2644	301	1	[	[	X
cana-2644	301	2	22	22	NUM
cana-2644	301	3	]	]	PUNCT
cana-2644	301	4	savitha	savitha	NOUN
cana-2644	301	5	s	s	PROPN
cana-2644	301	6	,	,	PUNCT
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cana-2644	301	16	“	"	PUNCT
cana-2644	301	17	the	the	DET
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cana-2644	301	22	on	on	ADP
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cana-2644	301	26	-	-	PUNCT
cana-2644	301	27	a	a	DET
cana-2644	301	28	review	review	NOUN
cana-2644	301	29	and	and	CCONJ
cana-2644	301	30	conceptualization	conceptualization	NOUN
cana-2644	301	31	”	"	PUNCT
cana-2644	301	32	,	,	PUNCT
cana-2644	301	33	ecs	ecs	NOUN
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cana-2644	301	35	,	,	PUNCT
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cana-2644	301	41	,	,	PUNCT
cana-2644	301	42	april	april	PROPN
cana-2644	301	43	2022	2022	NUM
cana-2644	301	44	,	,	PUNCT
cana-2644	301	45	2022	2022	NUM
cana-2644	301	46	–	–	PUNCT
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cana-2644	301	48	,	,	PUNCT
cana-2644	301	49	https://doi.org/10.1149/10701.16175ecst	https://doi.org/10.1149/10701.16175ecst	PROPN
cana-2644	301	50	.	.	PUNCT
cana-2644	302	1	[	[	X
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cana-2644	302	3	]	]	SYM
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cana-2644	302	5	,	,	PUNCT
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cana-2644	302	8	,	,	PUNCT
cana-2644	302	9	“	"	PUNCT
cana-2644	302	10	implementing	implement	VERB
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cana-2644	302	18	”	"	PUNCT
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cana-2644	302	30	volume	volume	NOUN
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cana-2644	302	32	,	,	PUNCT
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cana-2644	302	34	13	13	NUM
cana-2644	302	35	,	,	PUNCT
cana-2644	302	36	issn	issn	PROPN
cana-2644	302	37	:	:	PUNCT
cana-2644	302	38	1673	1673	NUM
cana-2644	302	39	-	-	PUNCT
cana-2644	302	40	064x	064x	PROPN
cana-2644	302	41	,	,	PUNCT
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cana-2644	304	2	:	:	PUNCT
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cana-2644	304	4	-	-	SYM
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cana-2644	304	6	.	.	PUNCT
cana-2644	305	1	[	[	X
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cana-2644	305	3	]	]	X
cana-2644	305	4	dr	dr	PROPN
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cana-2644	305	17	multi	multi	ADJ
cana-2644	305	18	-	-	ADJ
cana-2644	305	19	sharing	sharing	ADJ
cana-2644	305	20	control	control	NOUN
cana-2644	305	21	for	for	ADP
cana-2644	305	22	big	big	ADJ
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cana-2644	305	24	storage	storage	NOUN
cana-2644	305	25	with	with	ADP
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cana-2644	305	27	-	-	PUNCT
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cana-2644	305	44	,	,	PUNCT
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cana-2644	305	59	:	:	PUNCT
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cana-2644	305	61	.	.	PUNCT
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cana-2644	306	3	]	]	SYM
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cana-2644	306	8	,	,	PUNCT
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cana-2644	306	23	outcomes	outcome	NOUN
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cana-2644	306	34	”	"	PUNCT
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cana-2644	306	36	journal	journal	NOUN
cana-2644	306	37	of	of	ADP
cana-2644	306	38	engineering	engineering	NOUN
cana-2644	306	39	education	education	NOUN
cana-2644	306	40	transformations	transformation	NOUN
cana-2644	306	41	,	,	PUNCT
cana-2644	306	42	volume	volume	NOUN
cana-2644	306	43	35	35	NUM
cana-2644	306	44	,	,	PUNCT
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cana-2644	306	52	issn	issn	PROPN
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cana-2644	306	54	-	-	SYM
cana-2644	306	55	2473	2473	NUM
cana-2644	306	56	,	,	PUNCT
cana-2644	306	57	eissn	eissn	PROPN
cana-2644	306	58	2394	2394	NUM
cana-2644	306	59	-	-	SYM
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cana-2644	306	61	.	.	PUNCT
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cana-2644	307	13	wireless	wireless	ADJ
cana-2644	307	14	ad	ad	NOUN
cana-2644	307	15	hoc	hoc	X
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cana-2644	307	19	,	,	PUNCT
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cana-2644	307	21	journal	journal	NOUN
cana-2644	307	22	of	of	ADP
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cana-2644	307	24	research	research	NOUN
cana-2644	307	25	and	and	CCONJ
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cana-2644	307	27	,	,	PUNCT
cana-2644	307	28	wjert	wjert	ADJ
cana-2644	307	29	,	,	PUNCT
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cana-2644	307	31	,	,	PUNCT
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cana-2644	307	33	.	.	PROPN
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cana-2644	307	35	,	,	PUNCT
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cana-2644	307	38	,	,	PUNCT
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cana-2644	307	40	-	-	PUNCT
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cana-2644	307	45	sjif	sjif	NOUN
cana-2644	307	46	impact	impact	NOUN
cana-2644	307	47	factor	factor	NOUN
cana-2644	307	48	:	:	PUNCT
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cana-2644	307	50	[	[	X
cana-2644	307	51	27	27	NUM
cana-2644	307	52	]	]	SYM
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cana-2644	307	54	,	,	PUNCT
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cana-2644	307	56	patil	patil	PROPN
cana-2644	307	57	,	,	PUNCT
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cana-2644	307	62	low	low	ADJ
cana-2644	307	63	mobility	mobility	NOUN
cana-2644	307	64	routing	routing	NOUN
cana-2644	307	65	protocol	protocol	NOUN
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cana-2644	307	68	(	(	PUNCT
cana-2644	307	69	elmrpp	elmrpp	NOUN
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cana-2644	307	75	interdisciplinary	interdisciplinary	ADJ
cana-2644	307	76	research	research	NOUN
cana-2644	307	77	journal	journal	NOUN
cana-2644	307	78	,	,	PUNCT
cana-2644	307	79	special	special	ADJ
cana-2644	307	80	issue	issue	NOUN
cana-2644	307	81	on	on	ADP
cana-2644	307	82	recent	recent	ADJ
cana-2644	307	83	research	research	NOUN
cana-2644	307	84	trends	trend	NOUN
cana-2644	307	85	in	in	ADP
cana-2644	307	86	management	management	NOUN
cana-2644	307	87	,	,	PUNCT
cana-2644	307	88	science	science	NOUN
cana-2644	307	89	and	and	CCONJ
cana-2644	307	90	technology	technology	NOUN
cana-2644	307	91	(	(	PUNCT
cana-2644	307	92	august	august	PROPN
cana-2644	307	93	2021	2021	NUM
cana-2644	307	94	)	)	PUNCT
cana-2644	307	95	1068	1068	NUM
cana-2644	307	96	issn	issn	PROPN
cana-2644	307	97	:	:	PUNCT
cana-2644	307	98	2319	2319	NUM
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cana-2644	308	2	28	28	NUM
cana-2644	308	3	]	]	SYM
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cana-2644	308	5	,	,	PUNCT
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cana-2644	308	7	ks	ks	PROPN
cana-2644	308	8	,	,	PUNCT
cana-2644	308	9	dr.prasad	dr.prasad	DET
cana-2644	308	10	a	a	DET
cana-2644	308	11	y	y	PROPN
cana-2644	308	12	,	,	PUNCT
cana-2644	308	13	“	"	PUNCT
cana-2644	308	14	iot	iot	PROPN
cana-2644	308	15	based	base	VERB
cana-2644	308	16	e	e	NOUN
cana-2644	308	17	-	-	NOUN
cana-2644	308	18	commerce	commerce	NOUN
cana-2644	308	19	getting	get	VERB
cana-2644	308	20	a	a	DET
cana-2644	308	21	secure	secure	ADJ
cana-2644	308	22	connection	connection	NOUN
cana-2644	308	23	using	use	VERB
cana-2644	308	24	block	block	NOUN
cana-2644	308	25	chain	chain	NOUN
cana-2644	308	26	methodology	methodology	NOUN
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cana-2644	308	28	,	,	PUNCT
cana-2644	308	29	acs	acs	PROPN
cana-2644	308	30	journal	journal	NOUN
cana-2644	308	31	for	for	ADP
cana-2644	308	32	science	science	NOUN
cana-2644	308	33	and	and	CCONJ
cana-2644	308	34	engineering	engineering	NOUN
cana-2644	308	35	,	,	PUNCT
cana-2644	308	36	e	e	NOUN
cana-2644	308	37	-	-	ADJ
cana-2644	308	38	issn:2582	issn:2582	NOUN
cana-2644	308	39	-	-	PUNCT
cana-2644	308	40	9610	9610	NUM
cana-2644	308	41	,	,	PUNCT
cana-2644	308	42	vol:1	vol:1	X
cana-2644	308	43	,	,	PUNCT
cana-2644	308	44	issue:1	issue:1	PROPN
cana-2644	308	45	,	,	PUNCT
cana-2644	308	46	march	march	PROPN
cana-2644	308	47	2021	2021	NUM
cana-2644	308	48	,	,	PUNCT
cana-2644	308	49	page:24	page:24	NOUN
cana-2644	308	50	-	-	SYM
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cana-2644	309	3	29	29	NUM
cana-2644	309	4	]	]	SYM
cana-2644	309	5	dr.r.balakrishna	dr.r.balakrishna	NOUN
cana-2644	309	6	,	,	PUNCT
cana-2644	309	7	dr	dr	PROPN
cana-2644	309	8	.	.	PROPN
cana-2644	309	9	anandkumar	anandkumar	PROPN
cana-2644	309	10	ks	ks	PROPN
cana-2644	309	11	,	,	PUNCT
cana-2644	309	12	dr	dr	PROPN
cana-2644	309	13	.	.	PROPN
cana-2644	309	14	prasad	prasad	PROPN
cana-2644	309	15	a	a	DET
cana-2644	309	16	y	y	PROPN
cana-2644	309	17	,	,	PUNCT
cana-2644	309	18	“	"	PUNCT
cana-2644	309	19	development	development	NOUN
cana-2644	309	20	of	of	ADP
cana-2644	309	21	integrated	integrate	VERB
cana-2644	309	22	iot	iot	ADJ
cana-2644	309	23	application	application	NOUN
cana-2644	309	24	on	on	ADP
cana-2644	309	25	vehicle	vehicle	NOUN
cana-2644	309	26	traking	traking	NOUN
cana-2644	309	27	,	,	PUNCT
cana-2644	309	28	traffic	traffic	NOUN
cana-2644	309	29	monitoring	monitoring	NOUN
cana-2644	309	30	and	and	CCONJ
cana-2644	309	31	vehicle	vehicle	NOUN
cana-2644	309	32	theft	theft	NOUN
cana-2644	309	33	”	"	PUNCT
cana-2644	309	34	,	,	PUNCT
cana-2644	309	35	international	international	ADJ
cana-2644	309	36	journal	journal	NOUN
cana-2644	309	37	of	of	ADP
cana-2644	309	38	future	future	ADJ
cana-2644	309	39	generation	generation	NOUN
cana-2644	309	40	communication	communication	NOUN
cana-2644	309	41	and	and	CCONJ
cana-2644	309	42	networking	networking	NOUN
cana-2644	309	43	(	(	PUNCT
cana-2644	309	44	ijfgcn	ijfgcn	PROPN
cana-2644	309	45	)	)	PUNCT
cana-2644	309	46	,	,	PUNCT
cana-2644	309	47	issn	issn	PROPN
cana-2644	309	48	:	:	PUNCT
cana-2644	309	49	2233	2233	NUM
cana-2644	309	50	-	-	SYM
cana-2644	309	51	7857(print	7857(print	NUM
cana-2644	309	52	)	)	PUNCT
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cana-2644	309	55	-	-	SYM
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cana-2644	309	57	)	)	PUNCT
cana-2644	309	58	,	,	PUNCT
cana-2644	309	59	nadia	nadia	PROPN
cana-2644	309	60	,	,	PUNCT
cana-2644	309	61	(	(	PUNCT
cana-2644	309	62	2020	2020	NUM
cana-2644	309	63	)	)	PUNCT
cana-2644	309	64	,	,	PUNCT
cana-2644	309	65	vol	vol	NOUN
cana-2644	309	66	.	.	PROPN
cana-2644	309	67	13	13	NUM
cana-2644	309	68	,	,	PUNCT
cana-2644	309	69	no	no	INTJ
cana-2644	309	70	.	.	NOUN
cana-2644	309	71	4	4	NUM
cana-2644	309	72	,	,	PUNCT
cana-2644	309	73	pp	pp	ADJ
cana-2644	309	74	.	.	PUNCT
cana-2644	310	1	1	1	NUM
cana-2644	310	2	-	-	SYM
cana-2644	310	3	10	10	NUM
cana-2644	310	4	.	.	PUNCT
cana-2644	311	1	(	(	PUNCT
cana-2644	311	2	web	web	NOUN
cana-2644	311	3	of	of	ADP
cana-2644	311	4	science	science	NOUN
cana-2644	311	5	)	)	PUNCT
cana-2644	311	6	..	..	PUNCT
cana-2644	311	7	http://dx.doi.org/10.33832/ijfgcn.2020.13.4.01	http://dx.doi.org/10.33832/ijfgcn.2020.13.4.01	X
cana-2644	312	1	[	[	X
cana-2644	312	2	30	30	NUM
cana-2644	312	3	]	]	SYM
cana-2644	312	4	dr.r.balakrishna	dr.r.balakrishna	NOUN
cana-2644	312	5	,	,	PUNCT
cana-2644	312	6	selvi	selvi	PROPN
cana-2644	312	7	m	m	PROPN
cana-2644	312	8	,	,	PUNCT
cana-2644	312	9	“	"	PUNCT
cana-2644	312	10	comparative	comparative	ADJ
cana-2644	312	11	analysis	analysis	NOUN
cana-2644	312	12	of	of	ADP
cana-2644	312	13	namp	namp	NOUN
cana-2644	312	14	,	,	PUNCT
cana-2644	312	15	spread	spread	VERB
cana-2644	312	16	and	and	CCONJ
cana-2644	312	17	enamp	enamp	NOUN
cana-2644	312	18	are	be	AUX
cana-2644	312	19	routing	route	VERB
cana-2644	312	20	protocols	protocol	NOUN
cana-2644	312	21	in	in	ADP
cana-2644	312	22	mobile	mobile	NOUN
cana-2644	312	23	adhoc	adhoc	PROPN
cana-2644	312	24	netwrok	netwrok	NOUN
cana-2644	312	25	”	"	PUNCT
cana-2644	312	26	,	,	PUNCT
cana-2644	312	27	sambodhi	sambodhi	PROPN
cana-2644	312	28	(	(	PUNCT
cana-2644	312	29	ugc	ugc	PROPN
cana-2644	312	30	care	care	NOUN
cana-2644	312	31	journal)vol-43	journal)vol-43	ADV
cana-2644	312	32	,	,	PUNCT
cana-2644	312	33	no.-02	no.-02	PROPN
cana-2644	312	34	(	(	PUNCT
cana-2644	312	35	v	v	NOUN
cana-2644	312	36	)	)	PUNCT
cana-2644	312	37	july	july	PROPN
cana-2644	312	38	-	-	PUNCT
cana-2644	312	39	september	september	PROPN
cana-2644	312	40	(	(	PUNCT
cana-2644	312	41	2020)issn	2020)issn	NUM
cana-2644	312	42	:	:	PUNCT
cana-2644	312	43	22496661,page:132	22496661,page:132	NUM
cana-2644	312	44	-	-	SYM
cana-2644	312	45	138	138	NUM
cana-2644	312	46	.	.	PUNCT
cana-2644	313	1	*	*	PUNCT
cana-2644	313	2	dr	dr	PROPN
cana-2644	313	3	.	.	PROPN
cana-2644	313	4	r.	r.	PROPN
cana-2644	313	5	balakrishna	balakrishna	PROPN
cana-2644	313	6	.	.	PUNCT
cana-2644	314	1	phd	phd	PROPN
cana-2644	314	2	,	,	PUNCT
cana-2644	314	3	professor	professor	NOUN
cana-2644	314	4	&	&	CCONJ
cana-2644	314	5	principal	principal	NOUN
cana-2644	314	6	,	,	PUNCT
cana-2644	314	7	rrce	rrce	NOUN
cana-2644	314	8	…	…	PUNCT
cana-2644	314	9	.	.	PUNCT
cana-2644	315	1	since	since	SCONJ
cana-2644	315	2	2010	2010	NUM
cana-2644	315	3	,	,	PUNCT
cana-2644	315	4	dr	dr	PROPN
cana-2644	315	5	.	.	PROPN
cana-2644	315	6	r.	r.	PROPN
cana-2644	315	7	balakrishna	balakrishna	PROPN
cana-2644	315	8	has	have	AUX
cana-2644	315	9	held	hold	VERB
cana-2644	315	10	positions	position	NOUN
cana-2644	315	11	as	as	ADP
cana-2644	315	12	principal	principal	NOUN
cana-2644	315	13	and	and	CCONJ
cana-2644	315	14	professor	professor	NOUN
cana-2644	315	15	in	in	ADP
cana-2644	315	16	the	the	DET
cana-2644	315	17	department	department	NOUN
cana-2644	315	18	of	of	ADP
cana-2644	315	19	computer	computer	NOUN
cana-2644	315	20	science	science	NOUN
cana-2644	315	21	and	and	CCONJ
cana-2644	315	22	engineering	engineering	NOUN
cana-2644	315	23	.	.	PUNCT
cana-2644	316	1	he	he	PRON
cana-2644	316	2	has	have	AUX
cana-2644	316	3	been	be	AUX
cana-2644	316	4	conducting	conduct	VERB
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cana-2644	316	6	and	and	CCONJ
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cana-2644	316	8	for	for	ADP
cana-2644	316	9	around	around	ADV
cana-2644	316	10	23	23	NUM
cana-2644	316	11	years	year	NOUN
cana-2644	316	12	throughout	throughout	ADP
cana-2644	316	13	his	his	PRON
cana-2644	316	14	professional	professional	ADJ
cana-2644	316	15	career	career	NOUN
cana-2644	316	16	.	.	PUNCT
cana-2644	317	1	his	his	PRON
cana-2644	317	2	primary	primary	ADJ
cana-2644	317	3	areas	area	NOUN
cana-2644	317	4	of	of	ADP
cana-2644	317	5	expertise	expertise	NOUN
cana-2644	317	6	are	be	AUX
cana-2644	317	7	distributed	distribute	VERB
cana-2644	317	8	operating	operating	NOUN
cana-2644	317	9	systems	system	NOUN
cana-2644	317	10	,	,	PUNCT
cana-2644	317	11	mobile	mobile	ADJ
cana-2644	317	12	computing	computing	NOUN
cana-2644	317	13	,	,	PUNCT
cana-2644	317	14	networks	network	NOUN
cana-2644	317	15	,	,	PUNCT
cana-2644	317	16	and	and	CCONJ
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cana-2644	317	18	hoc	hoc	X
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cana-2644	317	20	.	.	PUNCT
cana-2644	318	1	he	he	PRON
cana-2644	318	2	has	have	AUX
cana-2644	318	3	graduated	graduate	VERB
cana-2644	318	4	from	from	ADP
cana-2644	318	5	sri	sri	PROPN
cana-2644	318	6	krishnadevaraya	krishnadevaraya	PROPN
cana-2644	318	7	university	university	PROPN
cana-2644	318	8	with	with	ADP
cana-2644	318	9	a	a	DET
cana-2644	318	10	ph.d	ph.d	NOUN
cana-2644	318	11	.	.	PUNCT
cana-2644	319	1	he	he	PRON
cana-2644	319	2	has	have	VERB
cana-2644	319	3	lifetime	lifetime	NOUN
cana-2644	319	4	memberships	membership	NOUN
cana-2644	319	5	in	in	ADP
cana-2644	319	6	a	a	DET
cana-2644	319	7	number	number	NOUN
cana-2644	319	8	of	of	ADP
cana-2644	319	9	groups	group	NOUN
cana-2644	319	10	and	and	CCONJ
cana-2644	319	11	organizations	organization	NOUN
cana-2644	319	12	,	,	PUNCT
cana-2644	319	13	including	include	VERB
cana-2644	319	14	iaeng	iaeng	NOUN
cana-2644	319	15	,	,	PUNCT
cana-2644	319	16	ieee	ieee	PROPN
cana-2644	319	17	,	,	PUNCT
cana-2644	319	18	csi	csi	X
cana-2644	319	19	,	,	PUNCT
cana-2644	319	20	and	and	CCONJ
cana-2644	319	21	iste	iste	NOUN
cana-2644	319	22	.	.	PUNCT
cana-2644	320	1	in	in	ADP
cana-2644	320	2	addition	addition	NOUN
cana-2644	320	3	to	to	ADP
cana-2644	320	4	writing	write	VERB
cana-2644	320	5	five	five	NUM
cana-2644	320	6	textbooks	textbook	NOUN
cana-2644	320	7	,	,	PUNCT
cana-2644	320	8	he	he	PRON
cana-2644	320	9	has	have	VERB
cana-2644	320	10	32	32	NUM
cana-2644	320	11	papers	paper	NOUN
cana-2644	320	12	in	in	ADP
cana-2644	320	13	national	national	ADJ
cana-2644	320	14	and	and	CCONJ
cana-2644	320	15	international	international	ADJ
cana-2644	320	16	conferences	conference	NOUN
cana-2644	320	17	and	and	CCONJ
cana-2644	320	18	98	98	NUM
cana-2644	320	19	papers	paper	NOUN
cana-2644	320	20	in	in	ADP
cana-2644	320	21	peer	peer	NOUN
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cana-2644	320	23	reviewed	review	VERB
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cana-2644	321	1	he	he	PRON
cana-2644	321	2	has	have	AUX
cana-2644	321	3	guided	guide	VERB
cana-2644	321	4	14	14	NUM
cana-2644	321	5	m.tech	m.tech	NOUN
cana-2644	321	6	.	.	PUNCT
cana-2644	322	1	scholars	scholar	NOUN
cana-2644	322	2	,	,	PUNCT
cana-2644	322	3	8	8	NUM
cana-2644	322	4	masters	master	NOUN
cana-2644	322	5	and	and	CCONJ
cana-2644	322	6	60	60	NUM
cana-2644	322	7	b.e	b.e	PROPN
cana-2644	322	8	students	student	NOUN
cana-2644	322	9	for	for	ADP
cana-2644	322	10	their	their	PRON
cana-2644	322	11	academic	academic	ADJ
cana-2644	322	12	project	project	NOUN
cana-2644	322	13	.	.	PUNCT
cana-2644	323	1	11	11	NUM
cana-2644	323	2	ph.d	ph.d	PROPN
cana-2644	323	3	.	.	PUNCT
cana-2644	324	1	degrees	degree	NOUN
cana-2644	324	2	awarded	award	VERB
cana-2644	324	3	,	,	PUNCT
cana-2644	324	4	currently	currently	ADV
cana-2644	324	5	he	he	PRON
cana-2644	324	6	is	be	AUX
cana-2644	324	7	guiding	guide	VERB
cana-2644	324	8	6	6	NUM
cana-2644	324	9	phd	phd	NOUN
cana-2644	324	10	scholars	scholar	NOUN
cana-2644	324	11	at	at	ADP
cana-2644	324	12	vtu	vtu	NOUN
cana-2644	324	13	.	.	PUNCT