id	sid	tid	token	lemma	pos
fuelectenerg-12696	1	1	12696	12696	NUM
fuelectenerg-12696	1	2	facta	facta	PROPN
fuelectenerg-12696	1	3	universitatis	universitatis	PROPN
fuelectenerg-12696	1	4	series	series	NOUN
fuelectenerg-12696	1	5	:	:	PUNCT
fuelectenerg-12696	1	6	electronics	electronic	NOUN
fuelectenerg-12696	1	7	and	and	CCONJ
fuelectenerg-12696	1	8	energetics	energetics	NOUN
fuelectenerg-12696	1	9	vol	vol	NOUN
fuelectenerg-12696	1	10	.	.	PUNCT
fuelectenerg-12696	1	11	37	37	NUM
fuelectenerg-12696	1	12	,	,	PUNCT
fuelectenerg-12696	1	13	no	no	DET
fuelectenerg-12696	1	14	4	4	NUM
fuelectenerg-12696	1	15	,	,	PUNCT
fuelectenerg-12696	1	16	december	december	PROPN
fuelectenerg-12696	1	17	2024	2024	NUM
fuelectenerg-12696	1	18	,	,	PUNCT
fuelectenerg-12696	1	19	pp	pp	ADJ
fuelectenerg-12696	1	20	.	.	PUNCT
fuelectenerg-12696	2	1	687	687	NUM
fuelectenerg-12696	2	2	–	–	PUNCT
fuelectenerg-12696	2	3	701	701	NUM
fuelectenerg-12696	2	4	https://doi.org/10.2298/fuee2404687v	https://doi.org/10.2298/fuee2404687v	NOUN
fuelectenerg-12696	2	5	©	©	ADP
fuelectenerg-12696	2	6	2024	2024	NUM
fuelectenerg-12696	2	7	by	by	ADP
fuelectenerg-12696	2	8	university	university	PROPN
fuelectenerg-12696	2	9	of	of	ADP
fuelectenerg-12696	2	10	niš	niš	PROPN
fuelectenerg-12696	2	11	,	,	PUNCT
fuelectenerg-12696	2	12	serbia	serbia	PROPN
fuelectenerg-12696	2	13	|	|	ADV
fuelectenerg-12696	2	14	creative	creative	ADJ
fuelectenerg-12696	2	15	commons	common	NOUN
fuelectenerg-12696	2	16	license	license	NOUN
fuelectenerg-12696	2	17	:	:	PUNCT
fuelectenerg-12696	2	18	cc	cc	VERB
fuelectenerg-12696	2	19	by	by	ADP
fuelectenerg-12696	2	20	-	-	PUNCT
fuelectenerg-12696	2	21	nc	nc	VERB
fuelectenerg-12696	2	22	-	-	PUNCT
fuelectenerg-12696	2	23	nd	nd	ADV
fuelectenerg-12696	2	24	original	original	ADJ
fuelectenerg-12696	2	25	scientific	scientific	ADJ
fuelectenerg-12696	2	26	paper	paper	NOUN
fuelectenerg-12696	2	27	machine	machine	NOUN
fuelectenerg-12696	2	28	learning	learning	NOUN
fuelectenerg-12696	2	29	assisted	assist	VERB
fuelectenerg-12696	2	30	s11	s11	NOUN
fuelectenerg-12696	2	31	prediction	prediction	NOUN
fuelectenerg-12696	2	32	for	for	ADP
fuelectenerg-12696	2	33	a	a	DET
fuelectenerg-12696	2	34	slotted	slotted	ADJ
fuelectenerg-12696	2	35	square	square	ADJ
fuelectenerg-12696	2	36	patch	patch	NOUN
fuelectenerg-12696	2	37	antenna	antenna	NOUN
fuelectenerg-12696	2	38	in	in	ADP
fuelectenerg-12696	2	39	5.8	5.8	NUM
fuelectenerg-12696	2	40	ghz	ghz	NOUN
fuelectenerg-12696	2	41	wlan	wlan	NOUN
fuelectenerg-12696	2	42	band	band	ADP
fuelectenerg-12696	2	43	doshant	doshant	ADJ
fuelectenerg-12696	2	44	verma1	verma1	NOUN
fuelectenerg-12696	2	45	,	,	PUNCT
fuelectenerg-12696	2	46	pinku	pinku	PROPN
fuelectenerg-12696	2	47	ranjan2	ranjan2	PROPN
fuelectenerg-12696	2	48	,	,	PUNCT
fuelectenerg-12696	2	49	alka	alka	PROPN
fuelectenerg-12696	2	50	verma3	verma3	PROPN
fuelectenerg-12696	2	51	,	,	PUNCT
fuelectenerg-12696	2	52	pankaj	pankaj	PROPN
fuelectenerg-12696	2	53	kumar	kumar	PROPN
fuelectenerg-12696	2	54	goswami4	goswami4	PROPN
fuelectenerg-12696	2	55	,	,	PUNCT
fuelectenerg-12696	2	56	neeraj	neeraj	PROPN
fuelectenerg-12696	2	57	kaushik5	kaushik5	PROPN
fuelectenerg-12696	2	58	1,3,4,5department	1,3,4,5department	NUM
fuelectenerg-12696	2	59	of	of	ADP
fuelectenerg-12696	2	60	electronics	electronic	NOUN
fuelectenerg-12696	2	61	&	&	CCONJ
fuelectenerg-12696	2	62	communication	communication	PROPN
fuelectenerg-12696	2	63	engineering	engineering	NOUN
fuelectenerg-12696	2	64	,	,	PUNCT
fuelectenerg-12696	2	65	teerthanker	teerthanker	NOUN
fuelectenerg-12696	2	66	mahaveer	mahaveer	PROPN
fuelectenerg-12696	2	67	university	university	PROPN
fuelectenerg-12696	2	68	,	,	PUNCT
fuelectenerg-12696	2	69	moradabad	moradabad	PROPN
fuelectenerg-12696	2	70	,	,	PUNCT
fuelectenerg-12696	2	71	india	india	PROPN
fuelectenerg-12696	2	72	2department	2department	NUM
fuelectenerg-12696	2	73	of	of	ADP
fuelectenerg-12696	2	74	electrical	electrical	ADJ
fuelectenerg-12696	2	75	and	and	CCONJ
fuelectenerg-12696	2	76	electronics	electronic	NOUN
fuelectenerg-12696	2	77	engineering	engineering	NOUN
fuelectenerg-12696	2	78	,	,	PUNCT
fuelectenerg-12696	2	79	abvindian	abvindian	PROPN
fuelectenerg-12696	2	80	institute	institute	PROPN
fuelectenerg-12696	2	81	of	of	ADP
fuelectenerg-12696	2	82	information	information	NOUN
fuelectenerg-12696	2	83	technology	technology	NOUN
fuelectenerg-12696	2	84	and	and	CCONJ
fuelectenerg-12696	2	85	management	management	NOUN
fuelectenerg-12696	2	86	,	,	PUNCT
fuelectenerg-12696	2	87	gwalior	gwalior	PROPN
fuelectenerg-12696	2	88	(	(	PUNCT
fuelectenerg-12696	2	89	mp	mp	PROPN
fuelectenerg-12696	2	90	)	)	PUNCT
fuelectenerg-12696	2	91	,	,	PUNCT
fuelectenerg-12696	2	92	india	india	PROPN
fuelectenerg-12696	2	93	orcid	orcid	PROPN
fuelectenerg-12696	2	94	ids	ids	PROPN
fuelectenerg-12696	2	95	:	:	PUNCT
fuelectenerg-12696	2	96	doshant	doshant	ADJ
fuelectenerg-12696	2	97	verma	verma	PROPN
fuelectenerg-12696	2	98	https://orcid.org/0009-0000-3723-3412	https://orcid.org/0009-0000-3723-3412	PROPN
fuelectenerg-12696	2	99	pinku	pinku	PROPN
fuelectenerg-12696	2	100	ranjan	ranjan	PROPN
fuelectenerg-12696	2	101	https://orcid.org/0000-0002-1422-5943	https://orcid.org/0000-0002-1422-5943	PROPN
fuelectenerg-12696	2	102	alka	alka	PROPN
fuelectenerg-12696	2	103	verma	verma	PROPN
fuelectenerg-12696	2	104	https://orcid.org/0000-0002-0726-2017	https://orcid.org/0000-0002-0726-2017	PROPN
fuelectenerg-12696	3	1	pankaj	pankaj	PROPN
fuelectenerg-12696	3	2	kumar	kumar	PROPN
fuelectenerg-12696	3	3	goswami	goswami	PROPN
fuelectenerg-12696	3	4	https://orcid.org/0000-0002-1066-747x	https://orcid.org/0000-0002-1066-747x	PROPN
fuelectenerg-12696	3	5	neeraj	neeraj	PROPN
fuelectenerg-12696	3	6	kaushik	kaushik	PROPN
fuelectenerg-12696	3	7	https://orcid.org/0000-0002-0990-4183	https://orcid.org/0000-0002-0990-4183	PROPN
fuelectenerg-12696	3	8	abstract	abstract	NOUN
fuelectenerg-12696	3	9	.	.	PUNCT
fuelectenerg-12696	4	1	this	this	DET
fuelectenerg-12696	4	2	article	article	NOUN
fuelectenerg-12696	4	3	explores	explore	VERB
fuelectenerg-12696	4	4	machine	machine	NOUN
fuelectenerg-12696	4	5	learning	learn	VERB
fuelectenerg-12696	4	6	techniques	technique	NOUN
fuelectenerg-12696	4	7	,	,	PUNCT
fuelectenerg-12696	4	8	specifically	specifically	ADV
fuelectenerg-12696	4	9	artificial	artificial	ADJ
fuelectenerg-12696	4	10	neural	neural	ADJ
fuelectenerg-12696	4	11	networks	network	NOUN
fuelectenerg-12696	4	12	(	(	PUNCT
fuelectenerg-12696	4	13	ann	ann	PROPN
fuelectenerg-12696	4	14	)	)	PUNCT
fuelectenerg-12696	4	15	,	,	PUNCT
fuelectenerg-12696	4	16	support	support	VERB
fuelectenerg-12696	4	17	vector	vector	NOUN
fuelectenerg-12696	4	18	machines	machine	NOUN
fuelectenerg-12696	4	19	(	(	PUNCT
fuelectenerg-12696	4	20	svm	svm	PROPN
fuelectenerg-12696	4	21	)	)	PUNCT
fuelectenerg-12696	4	22	,	,	PUNCT
fuelectenerg-12696	4	23	and	and	CCONJ
fuelectenerg-12696	4	24	gaussian	gaussian	ADJ
fuelectenerg-12696	4	25	process	process	NOUN
fuelectenerg-12696	4	26	regression	regression	NOUN
fuelectenerg-12696	4	27	(	(	PUNCT
fuelectenerg-12696	4	28	gpr	gpr	PROPN
fuelectenerg-12696	4	29	)	)	PUNCT
fuelectenerg-12696	4	30	,	,	PUNCT
fuelectenerg-12696	4	31	to	to	PART
fuelectenerg-12696	4	32	predict	predict	VERB
fuelectenerg-12696	4	33	the	the	DET
fuelectenerg-12696	4	34	s11	s11	PROPN
fuelectenerg-12696	4	35	parameter	parameter	NOUN
fuelectenerg-12696	4	36	of	of	ADP
fuelectenerg-12696	4	37	a	a	DET
fuelectenerg-12696	4	38	slotted	slotted	ADJ
fuelectenerg-12696	4	39	square	square	ADJ
fuelectenerg-12696	4	40	patch	patch	NOUN
fuelectenerg-12696	4	41	antenna	antenna	NOUN
fuelectenerg-12696	4	42	optimized	optimize	VERB
fuelectenerg-12696	4	43	for	for	ADP
fuelectenerg-12696	4	44	wireless	wireless	ADJ
fuelectenerg-12696	4	45	local	local	ADJ
fuelectenerg-12696	4	46	area	area	NOUN
fuelectenerg-12696	4	47	network	network	NOUN
fuelectenerg-12696	4	48	(	(	PUNCT
fuelectenerg-12696	4	49	wlan	wlan	NOUN
fuelectenerg-12696	4	50	)	)	PUNCT
fuelectenerg-12696	4	51	operation	operation	NOUN
fuelectenerg-12696	4	52	between	between	ADP
fuelectenerg-12696	4	53	5.6	5.6	NUM
fuelectenerg-12696	4	54	ghz	ghz	NOUN
fuelectenerg-12696	4	55	and	and	CCONJ
fuelectenerg-12696	4	56	5.85	5.85	NUM
fuelectenerg-12696	4	57	ghz	ghz	NOUN
fuelectenerg-12696	4	58	.	.	PUNCT
fuelectenerg-12696	5	1	the	the	DET
fuelectenerg-12696	5	2	antenna	antenna	NOUN
fuelectenerg-12696	5	3	,	,	PUNCT
fuelectenerg-12696	5	4	measuring	measure	VERB
fuelectenerg-12696	5	5	30x30x1.6	30x30x1.6	PROPN
fuelectenerg-12696	5	6	mm³	mm³	PROPN
fuelectenerg-12696	5	7	and	and	CCONJ
fuelectenerg-12696	5	8	centered	center	VERB
fuelectenerg-12696	5	9	at	at	ADP
fuelectenerg-12696	5	10	5.725	5.725	NUM
fuelectenerg-12696	5	11	ghz	ghz	NOUN
fuelectenerg-12696	5	12	,	,	PUNCT
fuelectenerg-12696	5	13	features	feature	VERB
fuelectenerg-12696	5	14	a	a	DET
fuelectenerg-12696	5	15	coaxial	coaxial	ADJ
fuelectenerg-12696	5	16	probe	probe	NOUN
fuelectenerg-12696	5	17	feed	feed	NOUN
fuelectenerg-12696	5	18	design	design	NOUN
fuelectenerg-12696	5	19	with	with	ADP
fuelectenerg-12696	5	20	a	a	DET
fuelectenerg-12696	5	21	circular	circular	ADJ
fuelectenerg-12696	5	22	slot	slot	NOUN
fuelectenerg-12696	5	23	within	within	ADP
fuelectenerg-12696	5	24	the	the	DET
fuelectenerg-12696	5	25	square	square	ADJ
fuelectenerg-12696	5	26	patch	patch	NOUN
fuelectenerg-12696	5	27	to	to	PART
fuelectenerg-12696	5	28	enhance	enhance	VERB
fuelectenerg-12696	5	29	bandwidth	bandwidth	NOUN
fuelectenerg-12696	5	30	.	.	PUNCT
fuelectenerg-12696	6	1	these	these	DET
fuelectenerg-12696	6	2	ml	ml	NOUN
fuelectenerg-12696	6	3	methods	method	NOUN
fuelectenerg-12696	6	4	demonstrate	demonstrate	VERB
fuelectenerg-12696	6	5	superior	superior	ADJ
fuelectenerg-12696	6	6	efficiency	efficiency	NOUN
fuelectenerg-12696	6	7	compared	compare	VERB
fuelectenerg-12696	6	8	to	to	ADP
fuelectenerg-12696	6	9	traditional	traditional	ADJ
fuelectenerg-12696	6	10	simulation	simulation	NOUN
fuelectenerg-12696	6	11	tools	tool	NOUN
fuelectenerg-12696	6	12	,	,	PUNCT
fuelectenerg-12696	6	13	enabling	enable	VERB
fuelectenerg-12696	6	14	robust	robust	ADJ
fuelectenerg-12696	6	15	exploration	exploration	NOUN
fuelectenerg-12696	6	16	of	of	ADP
fuelectenerg-12696	6	17	design	design	NOUN
fuelectenerg-12696	6	18	configurations	configuration	NOUN
fuelectenerg-12696	6	19	and	and	CCONJ
fuelectenerg-12696	6	20	accurate	accurate	ADJ
fuelectenerg-12696	6	21	prediction	prediction	NOUN
fuelectenerg-12696	6	22	of	of	ADP
fuelectenerg-12696	6	23	the	the	DET
fuelectenerg-12696	6	24	antenna	antenna	NOUN
fuelectenerg-12696	6	25	's	's	PART
fuelectenerg-12696	6	26	electrical	electrical	ADJ
fuelectenerg-12696	6	27	and	and	CCONJ
fuelectenerg-12696	6	28	physical	physical	ADJ
fuelectenerg-12696	6	29	characteristics	characteristic	NOUN
fuelectenerg-12696	6	30	.	.	PUNCT
fuelectenerg-12696	7	1	notably	notably	ADV
fuelectenerg-12696	7	2	,	,	PUNCT
fuelectenerg-12696	7	3	gaussian	gaussian	ADJ
fuelectenerg-12696	7	4	process	process	NOUN
fuelectenerg-12696	7	5	regression	regression	NOUN
fuelectenerg-12696	7	6	(	(	PUNCT
fuelectenerg-12696	7	7	gpr	gpr	PROPN
fuelectenerg-12696	7	8	)	)	PUNCT
fuelectenerg-12696	7	9	consistently	consistently	ADV
fuelectenerg-12696	7	10	reveal	reveal	VERB
fuelectenerg-12696	7	11	lower	low	ADJ
fuelectenerg-12696	7	12	mean	mean	NOUN
fuelectenerg-12696	7	13	squared	square	VERB
fuelectenerg-12696	7	14	error	error	NOUN
fuelectenerg-12696	7	15	(	(	PUNCT
fuelectenerg-12696	7	16	mse	mse	NOUN
fuelectenerg-12696	7	17	)	)	PUNCT
fuelectenerg-12696	7	18	and	and	CCONJ
fuelectenerg-12696	7	19	higher	high	ADJ
fuelectenerg-12696	7	20	r	r	NOUN
fuelectenerg-12696	7	21	-	-	PUNCT
fuelectenerg-12696	7	22	squared	square	VERB
fuelectenerg-12696	7	23	(	(	PUNCT
fuelectenerg-12696	7	24	r²	r²	NOUN
fuelectenerg-12696	7	25	)	)	PUNCT
fuelectenerg-12696	7	26	values	value	NOUN
fuelectenerg-12696	7	27	than	than	ADP
fuelectenerg-12696	7	28	ann	ann	PROPN
fuelectenerg-12696	7	29	and	and	CCONJ
fuelectenerg-12696	7	30	svm	svm	PROPN
fuelectenerg-12696	7	31	,	,	PUNCT
fuelectenerg-12696	7	32	suggesting	suggest	VERB
fuelectenerg-12696	7	33	superior	superior	ADJ
fuelectenerg-12696	7	34	accuracy	accuracy	NOUN
fuelectenerg-12696	7	35	in	in	ADP
fuelectenerg-12696	7	36	modeling	model	VERB
fuelectenerg-12696	7	37	the	the	DET
fuelectenerg-12696	7	38	antenna	antenna	NOUN
fuelectenerg-12696	7	39	's	's	PART
fuelectenerg-12696	7	40	performance	performance	NOUN
fuelectenerg-12696	7	41	metrics	metric	NOUN
fuelectenerg-12696	7	42	.	.	PUNCT
fuelectenerg-12696	8	1	key	key	ADJ
fuelectenerg-12696	8	2	words	word	NOUN
fuelectenerg-12696	8	3	:	:	PUNCT
fuelectenerg-12696	8	4	machine	machine	NOUN
fuelectenerg-12696	8	5	learning	learning	NOUN
fuelectenerg-12696	8	6	,	,	PUNCT
fuelectenerg-12696	8	7	mean	mean	ADJ
fuelectenerg-12696	8	8	square	square	NOUN
fuelectenerg-12696	8	9	error	error	NOUN
fuelectenerg-12696	8	10	,	,	PUNCT
fuelectenerg-12696	8	11	s11	s11	NOUN
fuelectenerg-12696	8	12	,	,	PUNCT
fuelectenerg-12696	8	13	bandwidth	bandwidth	NOUN
fuelectenerg-12696	8	14	1	1	NUM
fuelectenerg-12696	8	15	.	.	PUNCT
fuelectenerg-12696	8	16	introduction	introduction	NOUN
fuelectenerg-12696	8	17	machine	machine	NOUN
fuelectenerg-12696	8	18	learning	learning	NOUN
fuelectenerg-12696	8	19	(	(	PUNCT
fuelectenerg-12696	8	20	ml	ml	NOUN
fuelectenerg-12696	8	21	)	)	PUNCT
fuelectenerg-12696	8	22	has	have	AUX
fuelectenerg-12696	8	23	achieved	achieve	VERB
fuelectenerg-12696	8	24	huge	huge	ADJ
fuelectenerg-12696	8	25	attention	attention	NOUN
fuelectenerg-12696	8	26	for	for	ADP
fuelectenerg-12696	8	27	its	its	PRON
fuelectenerg-12696	8	28	capability	capability	NOUN
fuelectenerg-12696	8	29	to	to	PART
fuelectenerg-12696	8	30	automate	automate	VERB
fuelectenerg-12696	8	31	tasks	task	NOUN
fuelectenerg-12696	8	32	and	and	CCONJ
fuelectenerg-12696	8	33	provide	provide	VERB
fuelectenerg-12696	8	34	deep	deep	ADJ
fuelectenerg-12696	8	35	insights	insight	NOUN
fuelectenerg-12696	8	36	across	across	ADP
fuelectenerg-12696	8	37	diverse	diverse	ADJ
fuelectenerg-12696	8	38	scientific	scientific	ADJ
fuelectenerg-12696	8	39	and	and	CCONJ
fuelectenerg-12696	8	40	engineering	engineering	NOUN
fuelectenerg-12696	8	41	disciplines	discipline	NOUN
fuelectenerg-12696	8	42	.	.	PUNCT
fuelectenerg-12696	9	1	while	while	SCONJ
fuelectenerg-12696	9	2	still	still	ADV
fuelectenerg-12696	9	3	developing	develop	VERB
fuelectenerg-12696	9	4	,	,	PUNCT
fuelectenerg-12696	9	5	ml	ml	VERB
fuelectenerg-12696	9	6	has	have	AUX
fuelectenerg-12696	9	7	notably	notably	ADV
fuelectenerg-12696	9	8	impacted	impact	VERB
fuelectenerg-12696	9	9	several	several	ADJ
fuelectenerg-12696	9	10	industries	industry	NOUN
fuelectenerg-12696	9	11	,	,	PUNCT
fuelectenerg-12696	9	12	including	include	VERB
fuelectenerg-12696	9	13	antenna	antenna	NOUN
fuelectenerg-12696	9	14	design	design	NOUN
fuelectenerg-12696	9	15	and	and	CCONJ
fuelectenerg-12696	9	16	optimization	optimization	NOUN
fuelectenerg-12696	9	17	.	.	PUNCT
fuelectenerg-12696	10	1	ml	ml	PROPN
fuelectenerg-12696	10	2	has	have	AUX
fuelectenerg-12696	10	3	brought	bring	VERB
fuelectenerg-12696	10	4	forward	forward	ADV
fuelectenerg-12696	10	5	innovative	innovative	ADJ
fuelectenerg-12696	10	6	methods	method	NOUN
fuelectenerg-12696	10	7	that	that	PRON
fuelectenerg-12696	10	8	enhance	enhance	VERB
fuelectenerg-12696	10	9	efficiency	efficiency	NOUN
fuelectenerg-12696	10	10	,	,	PUNCT
fuelectenerg-12696	10	11	adaptability	adaptability	NOUN
fuelectenerg-12696	10	12	,	,	PUNCT
fuelectenerg-12696	10	13	and	and	CCONJ
fuelectenerg-12696	10	14	performance	performance	NOUN
fuelectenerg-12696	10	15	in	in	ADP
fuelectenerg-12696	10	16	antenna	antenna	NOUN
fuelectenerg-12696	10	17	systems	system	NOUN
fuelectenerg-12696	10	18	.	.	PUNCT
fuelectenerg-12696	11	1	traditionally	traditionally	ADV
fuelectenerg-12696	11	2	,	,	PUNCT
fuelectenerg-12696	11	3	antenna	antenna	NOUN
fuelectenerg-12696	11	4	design	design	NOUN
fuelectenerg-12696	11	5	was	be	AUX
fuelectenerg-12696	11	6	heavily	heavily	ADV
fuelectenerg-12696	11	7	received	receive	VERB
fuelectenerg-12696	11	8	may	may	PROPN
fuelectenerg-12696	11	9	02	02	NUM
fuelectenerg-12696	11	10	,	,	PUNCT
fuelectenerg-12696	11	11	2024	2024	NUM
fuelectenerg-12696	11	12	;	;	PUNCT
fuelectenerg-12696	11	13	revised	revise	VERB
fuelectenerg-12696	11	14	july	july	PROPN
fuelectenerg-12696	11	15	04	04	NUM
fuelectenerg-12696	11	16	,	,	PUNCT
fuelectenerg-12696	11	17	2024	2024	NUM
fuelectenerg-12696	11	18	,	,	PUNCT
fuelectenerg-12696	11	19	august	august	PROPN
fuelectenerg-12696	11	20	16	16	NUM
fuelectenerg-12696	11	21	,	,	PUNCT
fuelectenerg-12696	11	22	2024	2024	NUM
fuelectenerg-12696	11	23	and	and	CCONJ
fuelectenerg-12696	11	24	august	august	PROPN
fuelectenerg-12696	11	25	31	31	NUM
fuelectenerg-12696	11	26	,	,	PUNCT
fuelectenerg-12696	11	27	2024	2024	NUM
fuelectenerg-12696	11	28	;	;	PUNCT
fuelectenerg-12696	11	29	accepted	accept	VERB
fuelectenerg-12696	11	30	september	september	PROPN
fuelectenerg-12696	11	31	09	09	NUM
fuelectenerg-12696	11	32	,	,	PUNCT
fuelectenerg-12696	11	33	2024	2024	NUM
fuelectenerg-12696	11	34	corresponding	corresponding	ADJ
fuelectenerg-12696	11	35	author	author	NOUN
fuelectenerg-12696	11	36	:	:	PUNCT
fuelectenerg-12696	11	37	pinku	pinku	PROPN
fuelectenerg-12696	11	38	ranjan	ranjan	PROPN
fuelectenerg-12696	11	39	department	department	PROPN
fuelectenerg-12696	11	40	of	of	ADP
fuelectenerg-12696	11	41	electrical	electrical	ADJ
fuelectenerg-12696	11	42	and	and	CCONJ
fuelectenerg-12696	11	43	electronics	electronic	NOUN
fuelectenerg-12696	11	44	engineering	engineering	NOUN
fuelectenerg-12696	11	45	,	,	PUNCT
fuelectenerg-12696	11	46	abvindian	abvindian	PROPN
fuelectenerg-12696	11	47	institute	institute	PROPN
fuelectenerg-12696	11	48	of	of	ADP
fuelectenerg-12696	11	49	information	information	NOUN
fuelectenerg-12696	11	50	technology	technology	NOUN
fuelectenerg-12696	11	51	and	and	CCONJ
fuelectenerg-12696	11	52	management	management	NOUN
fuelectenerg-12696	11	53	,	,	PUNCT
fuelectenerg-12696	11	54	gwalior	gwalior	PROPN
fuelectenerg-12696	11	55	(	(	PUNCT
fuelectenerg-12696	11	56	m.p	m.p	PROPN
fuelectenerg-12696	11	57	.	.	PROPN
fuelectenerg-12696	11	58	)	)	PUNCT
fuelectenerg-12696	11	59	,	,	PUNCT
fuelectenerg-12696	11	60	india	india	PROPN
fuelectenerg-12696	11	61	e	e	PROPN
fuelectenerg-12696	11	62	-	-	NOUN
fuelectenerg-12696	11	63	mail	mail	NOUN
fuelectenerg-12696	11	64	:	:	PUNCT
fuelectenerg-12696	12	1	pinkuranjan@iiitm.ac.in	pinkuranjan@iiitm.ac.in	ADJ
fuelectenerg-12696	12	2	https://orcid.org/0009-0000-3723-3412	https://orcid.org/0009-0000-3723-3412	VERB
fuelectenerg-12696	12	3	https://orcid.org/0000-0002-1422-5943	https://orcid.org/0000-0002-1422-5943	PROPN
fuelectenerg-12696	12	4	https://orcid.org/0000-0002-0726-2017	https://orcid.org/0000-0002-0726-2017	ADP
fuelectenerg-12696	13	1	https://orcid.org/0000-0002-1066-747x	https://orcid.org/0000-0002-1066-747x	PROPN
fuelectenerg-12696	13	2	https://orcid.org/0000-0002-0990-4183	https://orcid.org/0000-0002-0990-4183	PROPN
fuelectenerg-12696	13	3	mailto:pinkuranjan@iiitm.ac.in	mailto:pinkuranjan@iiitm.ac.in	NOUN
fuelectenerg-12696	13	4	688	688	NUM
fuelectenerg-12696	13	5	d	d	PROPN
fuelectenerg-12696	13	6	verma	verma	PROPN
fuelectenerg-12696	13	7	,	,	PUNCT
fuelectenerg-12696	13	8	p	p	PROPN
fuelectenerg-12696	13	9	ranjan	ranjan	PROPN
fuelectenerg-12696	13	10	,	,	PUNCT
fuelectenerg-12696	13	11	a	a	DET
fuelectenerg-12696	13	12	verma	verma	PROPN
fuelectenerg-12696	13	13	,	,	PUNCT
fuelectenerg-12696	13	14	p	p	PROPN
fuelectenerg-12696	13	15	k	k	PROPN
fuelectenerg-12696	13	16	goswami	goswami	PROPN
fuelectenerg-12696	13	17	,	,	PUNCT
fuelectenerg-12696	13	18	n	n	CCONJ
fuelectenerg-12696	13	19	kaushik	kaushik	PROPN
fuelectenerg-12696	13	20	reliant	reliant	ADJ
fuelectenerg-12696	13	21	on	on	ADP
fuelectenerg-12696	13	22	complex	complex	ADJ
fuelectenerg-12696	13	23	mathematical	mathematical	ADJ
fuelectenerg-12696	13	24	models	model	NOUN
fuelectenerg-12696	13	25	and	and	CCONJ
fuelectenerg-12696	13	26	precise	precise	ADJ
fuelectenerg-12696	13	27	parameter	parameter	NOUN
fuelectenerg-12696	13	28	adjustments	adjustment	NOUN
fuelectenerg-12696	13	29	to	to	PART
fuelectenerg-12696	13	30	achieve	achieve	VERB
fuelectenerg-12696	13	31	optimal	optimal	ADJ
fuelectenerg-12696	13	32	performance	performance	NOUN
fuelectenerg-12696	13	33	.	.	PUNCT
fuelectenerg-12696	14	1	this	this	DET
fuelectenerg-12696	14	2	traditional	traditional	ADJ
fuelectenerg-12696	14	3	approach	approach	NOUN
fuelectenerg-12696	14	4	involved	involve	VERB
fuelectenerg-12696	14	5	several	several	ADJ
fuelectenerg-12696	14	6	steps	step	NOUN
fuelectenerg-12696	14	7	,	,	PUNCT
fuelectenerg-12696	14	8	including	include	VERB
fuelectenerg-12696	14	9	defining	define	VERB
fuelectenerg-12696	14	10	the	the	DET
fuelectenerg-12696	14	11	antenna	antenna	NOUN
fuelectenerg-12696	14	12	shape	shape	NOUN
fuelectenerg-12696	14	13	and	and	CCONJ
fuelectenerg-12696	14	14	tuning	tune	VERB
fuelectenerg-12696	14	15	parameters	parameter	NOUN
fuelectenerg-12696	14	16	using	use	VERB
fuelectenerg-12696	14	17	simulation	simulation	NOUN
fuelectenerg-12696	14	18	tools	tool	NOUN
fuelectenerg-12696	14	19	,	,	PUNCT
fuelectenerg-12696	14	20	which	which	PRON
fuelectenerg-12696	14	21	,	,	PUNCT
fuelectenerg-12696	14	22	although	although	SCONJ
fuelectenerg-12696	14	23	accurate	accurate	ADJ
fuelectenerg-12696	14	24	,	,	PUNCT
fuelectenerg-12696	14	25	required	require	VERB
fuelectenerg-12696	14	26	considerable	considerable	ADJ
fuelectenerg-12696	14	27	manual	manual	ADJ
fuelectenerg-12696	14	28	effort	effort	NOUN
fuelectenerg-12696	14	29	and	and	CCONJ
fuelectenerg-12696	14	30	iterations	iteration	NOUN
fuelectenerg-12696	14	31	.	.	PUNCT
fuelectenerg-12696	15	1	on	on	ADP
fuelectenerg-12696	15	2	the	the	DET
fuelectenerg-12696	15	3	other	other	ADJ
fuelectenerg-12696	15	4	hand	hand	NOUN
fuelectenerg-12696	15	5	,	,	PUNCT
fuelectenerg-12696	15	6	ml	ml	ADP
fuelectenerg-12696	15	7	techniques	technique	NOUN
fuelectenerg-12696	15	8	streamline	streamline	VERB
fuelectenerg-12696	15	9	the	the	DET
fuelectenerg-12696	15	10	prediction	prediction	NOUN
fuelectenerg-12696	15	11	and	and	CCONJ
fuelectenerg-12696	15	12	optimization	optimization	NOUN
fuelectenerg-12696	15	13	of	of	ADP
fuelectenerg-12696	15	14	antenna	antenna	NOUN
fuelectenerg-12696	15	15	parameters	parameter	NOUN
fuelectenerg-12696	15	16	,	,	PUNCT
fuelectenerg-12696	15	17	making	make	VERB
fuelectenerg-12696	15	18	the	the	DET
fuelectenerg-12696	15	19	process	process	NOUN
fuelectenerg-12696	15	20	much	much	ADV
fuelectenerg-12696	15	21	faster	fast	ADV
fuelectenerg-12696	15	22	and	and	CCONJ
fuelectenerg-12696	15	23	simpler	simple	ADJ
fuelectenerg-12696	15	24	compared	compare	VERB
fuelectenerg-12696	15	25	to	to	ADP
fuelectenerg-12696	15	26	traditional	traditional	ADJ
fuelectenerg-12696	15	27	simulation	simulation	NOUN
fuelectenerg-12696	15	28	tools	tool	NOUN
fuelectenerg-12696	15	29	.	.	PUNCT
fuelectenerg-12696	16	1	these	these	DET
fuelectenerg-12696	16	2	methods	method	NOUN
fuelectenerg-12696	16	3	are	be	AUX
fuelectenerg-12696	16	4	remarkably	remarkably	ADV
fuelectenerg-12696	16	5	favorable	favorable	ADJ
fuelectenerg-12696	16	6	for	for	ADP
fuelectenerg-12696	16	7	handling	handle	VERB
fuelectenerg-12696	16	8	complex	complex	ADJ
fuelectenerg-12696	16	9	antenna	antenna	NOUN
fuelectenerg-12696	16	10	designs	design	NOUN
fuelectenerg-12696	16	11	and	and	CCONJ
fuelectenerg-12696	16	12	high	high	ADV
fuelectenerg-12696	16	13	-	-	PUNCT
fuelectenerg-12696	16	14	dimensional	dimensional	ADJ
fuelectenerg-12696	16	15	parameter	parameter	NOUN
fuelectenerg-12696	16	16	spaces	space	NOUN
fuelectenerg-12696	16	17	.	.	PUNCT
fuelectenerg-12696	17	1	the	the	DET
fuelectenerg-12696	17	2	effectiveness	effectiveness	NOUN
fuelectenerg-12696	17	3	of	of	ADP
fuelectenerg-12696	17	4	ml	ml	NOUN
fuelectenerg-12696	17	5	methods	method	NOUN
fuelectenerg-12696	17	6	[	[	X
fuelectenerg-12696	17	7	1	1	NUM
fuelectenerg-12696	17	8	-	-	SYM
fuelectenerg-12696	17	9	2	2	NUM
fuelectenerg-12696	17	10	]	]	PUNCT
fuelectenerg-12696	17	11	is	be	AUX
fuelectenerg-12696	17	12	affected	affect	VERB
fuelectenerg-12696	17	13	by	by	ADP
fuelectenerg-12696	17	14	factors	factor	NOUN
fuelectenerg-12696	17	15	such	such	ADJ
fuelectenerg-12696	17	16	as	as	ADP
fuelectenerg-12696	17	17	the	the	DET
fuelectenerg-12696	17	18	complexity	complexity	NOUN
fuelectenerg-12696	17	19	of	of	ADP
fuelectenerg-12696	17	20	the	the	DET
fuelectenerg-12696	17	21	design	design	NOUN
fuelectenerg-12696	17	22	,	,	PUNCT
fuelectenerg-12696	17	23	the	the	DET
fuelectenerg-12696	17	24	optimization	optimization	NOUN
fuelectenerg-12696	17	25	algorithm	algorithm	NOUN
fuelectenerg-12696	17	26	used	use	VERB
fuelectenerg-12696	17	27	,	,	PUNCT
fuelectenerg-12696	17	28	and	and	CCONJ
fuelectenerg-12696	17	29	the	the	DET
fuelectenerg-12696	17	30	level	level	NOUN
fuelectenerg-12696	17	31	of	of	ADP
fuelectenerg-12696	17	32	automation	automation	NOUN
fuelectenerg-12696	17	33	in	in	ADP
fuelectenerg-12696	17	34	the	the	DET
fuelectenerg-12696	17	35	ml	ml	PROPN
fuelectenerg-12696	17	36	models	model	NOUN
fuelectenerg-12696	17	37	.	.	PUNCT
fuelectenerg-12696	18	1	by	by	ADP
fuelectenerg-12696	18	2	integrating	integrate	VERB
fuelectenerg-12696	18	3	simulation	simulation	NOUN
fuelectenerg-12696	18	4	tools	tool	NOUN
fuelectenerg-12696	18	5	with	with	ADP
fuelectenerg-12696	18	6	ml	ml	NOUN
fuelectenerg-12696	18	7	methods	method	NOUN
fuelectenerg-12696	18	8	,	,	PUNCT
fuelectenerg-12696	18	9	a	a	DET
fuelectenerg-12696	18	10	more	more	ADV
fuelectenerg-12696	18	11	comprehensive	comprehensive	ADJ
fuelectenerg-12696	18	12	and	and	CCONJ
fuelectenerg-12696	18	13	efficient	efficient	ADJ
fuelectenerg-12696	18	14	approach	approach	NOUN
fuelectenerg-12696	18	15	to	to	ADP
fuelectenerg-12696	18	16	antenna	antenna	NOUN
fuelectenerg-12696	18	17	optimization	optimization	NOUN
fuelectenerg-12696	18	18	can	can	AUX
fuelectenerg-12696	18	19	be	be	AUX
fuelectenerg-12696	18	20	achieved	achieve	VERB
fuelectenerg-12696	18	21	,	,	PUNCT
fuelectenerg-12696	18	22	improving	improve	VERB
fuelectenerg-12696	18	23	the	the	DET
fuelectenerg-12696	18	24	overall	overall	ADJ
fuelectenerg-12696	18	25	design	design	NOUN
fuelectenerg-12696	18	26	evaluation	evaluation	NOUN
fuelectenerg-12696	18	27	process	process	NOUN
fuelectenerg-12696	18	28	.	.	PUNCT
fuelectenerg-12696	19	1	this	this	DET
fuelectenerg-12696	19	2	combined	combine	VERB
fuelectenerg-12696	19	3	approach	approach	NOUN
fuelectenerg-12696	19	4	leverages	leverage	VERB
fuelectenerg-12696	19	5	the	the	DET
fuelectenerg-12696	19	6	strengths	strength	NOUN
fuelectenerg-12696	19	7	of	of	ADP
fuelectenerg-12696	19	8	both	both	DET
fuelectenerg-12696	19	9	methodologies	methodology	NOUN
fuelectenerg-12696	19	10	,	,	PUNCT
fuelectenerg-12696	19	11	resulting	result	VERB
fuelectenerg-12696	19	12	in	in	ADP
fuelectenerg-12696	19	13	a	a	DET
fuelectenerg-12696	19	14	more	more	ADV
fuelectenerg-12696	19	15	rapid	rapid	ADJ
fuelectenerg-12696	19	16	and	and	CCONJ
fuelectenerg-12696	19	17	effective	effective	ADJ
fuelectenerg-12696	19	18	optimization	optimization	NOUN
fuelectenerg-12696	19	19	workflow	workflow	NOUN
fuelectenerg-12696	19	20	[	[	X
fuelectenerg-12696	19	21	3	3	NUM
fuelectenerg-12696	19	22	-	-	SYM
fuelectenerg-12696	19	23	4	4	NUM
fuelectenerg-12696	19	24	]	]	PUNCT
fuelectenerg-12696	19	25	.	.	PUNCT
fuelectenerg-12696	20	1	in	in	ADP
fuelectenerg-12696	20	2	[	[	X
fuelectenerg-12696	20	3	5	5	NUM
fuelectenerg-12696	20	4	]	]	PUNCT
fuelectenerg-12696	20	5	,	,	PUNCT
fuelectenerg-12696	20	6	for	for	ADP
fuelectenerg-12696	20	7	analyzing	analyze	VERB
fuelectenerg-12696	20	8	the	the	DET
fuelectenerg-12696	20	9	radiation	radiation	NOUN
fuelectenerg-12696	20	10	pattern	pattern	NOUN
fuelectenerg-12696	20	11	and	and	CCONJ
fuelectenerg-12696	20	12	estimating	estimate	VERB
fuelectenerg-12696	20	13	antenna	antenna	NOUN
fuelectenerg-12696	20	14	’s	’s	PART
fuelectenerg-12696	20	15	resonant	resonant	ADJ
fuelectenerg-12696	20	16	frequency	frequency	NOUN
fuelectenerg-12696	20	17	of	of	ADP
fuelectenerg-12696	20	18	patch	patch	ADJ
fuelectenerg-12696	20	19	antenna	antenna	NOUN
fuelectenerg-12696	20	20	,	,	PUNCT
fuelectenerg-12696	20	21	tunnel	tunnel	NOUN
fuelectenerg-12696	20	22	-	-	PUNCT
fuelectenerg-12696	20	23	built	build	VERB
fuelectenerg-12696	20	24	multi	multi	ADJ
fuelectenerg-12696	20	25	-	-	ADJ
fuelectenerg-12696	20	26	slot	slot	NOUN
fuelectenerg-12696	20	27	and	and	CCONJ
fuelectenerg-12696	20	28	hole	hole	NOUN
fuelectenerg-12696	20	29	-	-	PUNCT
fuelectenerg-12696	20	30	coupled	couple	VERB
fuelectenerg-12696	20	31	patch	patch	NOUN
fuelectenerg-12696	20	32	antenna	antenna	NOUN
fuelectenerg-12696	20	33	was	be	AUX
fuelectenerg-12696	20	34	designed	design	VERB
fuelectenerg-12696	20	35	with	with	ADP
fuelectenerg-12696	20	36	implementation	implementation	NOUN
fuelectenerg-12696	20	37	of	of	ADP
fuelectenerg-12696	20	38	artificial	artificial	ADJ
fuelectenerg-12696	20	39	neural	neural	ADJ
fuelectenerg-12696	20	40	network	network	NOUN
fuelectenerg-12696	20	41	(	(	PUNCT
fuelectenerg-12696	20	42	ann	ann	PROPN
fuelectenerg-12696	20	43	)	)	PUNCT
fuelectenerg-12696	20	44	followed	follow	VERB
fuelectenerg-12696	20	45	by	by	ADP
fuelectenerg-12696	20	46	genetic	genetic	ADJ
fuelectenerg-12696	20	47	algorithm(ga	algorithm(ga	NOUN
fuelectenerg-12696	20	48	)	)	PUNCT
fuelectenerg-12696	20	49	.	.	PUNCT
fuelectenerg-12696	21	1	it	it	PRON
fuelectenerg-12696	21	2	predicted	predict	VERB
fuelectenerg-12696	21	3	that	that	SCONJ
fuelectenerg-12696	21	4	results	result	NOUN
fuelectenerg-12696	21	5	of	of	ADP
fuelectenerg-12696	21	6	ga	ga	NOUN
fuelectenerg-12696	21	7	-	-	PUNCT
fuelectenerg-12696	21	8	coupled	couple	VERB
fuelectenerg-12696	21	9	a	a	DET
fuelectenerg-12696	21	10	ann	ann	PROPN
fuelectenerg-12696	21	11	matched	match	VERB
fuelectenerg-12696	21	12	with	with	ADP
fuelectenerg-12696	21	13	theoretical	theoretical	ADJ
fuelectenerg-12696	21	14	and	and	CCONJ
fuelectenerg-12696	21	15	experimental	experimental	ADJ
fuelectenerg-12696	21	16	results	result	NOUN
fuelectenerg-12696	21	17	.	.	PUNCT
fuelectenerg-12696	22	1	in	in	ADP
fuelectenerg-12696	22	2	[	[	X
fuelectenerg-12696	22	3	6	6	NUM
fuelectenerg-12696	22	4	]	]	PUNCT
fuelectenerg-12696	22	5	,	,	PUNCT
fuelectenerg-12696	22	6	with	with	ADP
fuelectenerg-12696	22	7	the	the	DET
fuelectenerg-12696	22	8	implementation	implementation	NOUN
fuelectenerg-12696	22	9	of	of	ADP
fuelectenerg-12696	22	10	support	support	NOUN
fuelectenerg-12696	22	11	vector	vector	NOUN
fuelectenerg-12696	22	12	regression	regression	NOUN
fuelectenerg-12696	22	13	,	,	PUNCT
fuelectenerg-12696	22	14	a	a	DET
fuelectenerg-12696	22	15	rectangular	rectangular	ADJ
fuelectenerg-12696	22	16	patch	patch	NOUN
fuelectenerg-12696	22	17	antenna	antenna	NOUN
fuelectenerg-12696	22	18	was	be	AUX
fuelectenerg-12696	22	19	optimized	optimize	VERB
fuelectenerg-12696	22	20	and	and	CCONJ
fuelectenerg-12696	22	21	when	when	SCONJ
fuelectenerg-12696	22	22	compared	compare	VERB
fuelectenerg-12696	22	23	to	to	ADP
fuelectenerg-12696	22	24	ann	ann	PROPN
fuelectenerg-12696	22	25	showed	show	VERB
fuelectenerg-12696	22	26	high	high	ADJ
fuelectenerg-12696	22	27	computational	computational	ADJ
fuelectenerg-12696	22	28	competence	competence	NOUN
fuelectenerg-12696	22	29	.	.	PUNCT
fuelectenerg-12696	23	1	in	in	ADP
fuelectenerg-12696	23	2	[	[	X
fuelectenerg-12696	23	3	7	7	NUM
fuelectenerg-12696	23	4	]	]	PUNCT
fuelectenerg-12696	23	5	,	,	PUNCT
fuelectenerg-12696	23	6	array	array	NOUN
fuelectenerg-12696	23	7	antenna	antenna	NOUN
fuelectenerg-12696	23	8	was	be	AUX
fuelectenerg-12696	23	9	suggested	suggest	VERB
fuelectenerg-12696	23	10	and	and	CCONJ
fuelectenerg-12696	23	11	it	it	PRON
fuelectenerg-12696	23	12	was	be	AUX
fuelectenerg-12696	23	13	observed	observe	VERB
fuelectenerg-12696	23	14	that	that	SCONJ
fuelectenerg-12696	23	15	by	by	ADP
fuelectenerg-12696	23	16	employing	employ	VERB
fuelectenerg-12696	23	17	support	support	NOUN
fuelectenerg-12696	23	18	vector	vector	NOUN
fuelectenerg-12696	23	19	machines	machine	NOUN
fuelectenerg-12696	23	20	(	(	PUNCT
fuelectenerg-12696	23	21	svms	svms	NOUN
fuelectenerg-12696	23	22	)	)	PUNCT
fuelectenerg-12696	23	23	with	with	ADP
fuelectenerg-12696	23	24	a	a	DET
fuelectenerg-12696	23	25	gaussian	gaussian	ADJ
fuelectenerg-12696	23	26	kernel	kernel	NOUN
fuelectenerg-12696	23	27	was	be	AUX
fuelectenerg-12696	23	28	more	more	ADV
fuelectenerg-12696	23	29	proficient	proficient	ADJ
fuelectenerg-12696	23	30	at	at	ADP
fuelectenerg-12696	23	31	designing	design	VERB
fuelectenerg-12696	23	32	antennas	antenna	NOUN
fuelectenerg-12696	23	33	with	with	ADP
fuelectenerg-12696	23	34	exceptional	exceptional	ADJ
fuelectenerg-12696	23	35	precision	precision	NOUN
fuelectenerg-12696	23	36	.	.	PUNCT
fuelectenerg-12696	24	1	in	in	ADP
fuelectenerg-12696	24	2	[	[	X
fuelectenerg-12696	24	3	8	8	NUM
fuelectenerg-12696	24	4	]	]	PUNCT
fuelectenerg-12696	24	5	,	,	PUNCT
fuelectenerg-12696	24	6	the	the	DET
fuelectenerg-12696	24	7	accurate	accurate	ADJ
fuelectenerg-12696	24	8	prediction	prediction	NOUN
fuelectenerg-12696	24	9	of	of	ADP
fuelectenerg-12696	24	10	resonant	resonant	ADJ
fuelectenerg-12696	24	11	frequencies	frequency	NOUN
fuelectenerg-12696	24	12	for	for	ADP
fuelectenerg-12696	24	13	e	e	NOUN
fuelectenerg-12696	24	14	-	-	ADJ
fuelectenerg-12696	24	15	shaped	shape	VERB
fuelectenerg-12696	24	16	compact	compact	ADJ
fuelectenerg-12696	24	17	microstrip	microstrip	NOUN
fuelectenerg-12696	24	18	antennas	antenna	NOUN
fuelectenerg-12696	24	19	(	(	PUNCT
fuelectenerg-12696	24	20	ecmas	ecmas	PROPN
fuelectenerg-12696	24	21	)	)	PUNCT
fuelectenerg-12696	24	22	was	be	AUX
fuelectenerg-12696	24	23	achieved	achieve	VERB
fuelectenerg-12696	24	24	using	use	VERB
fuelectenerg-12696	24	25	two	two	NUM
fuelectenerg-12696	24	26	robust	robust	ADJ
fuelectenerg-12696	24	27	techniques	technique	NOUN
fuelectenerg-12696	24	28	,	,	PUNCT
fuelectenerg-12696	24	29	namely	namely	ADV
fuelectenerg-12696	24	30	the	the	DET
fuelectenerg-12696	24	31	adaptive	adaptive	ADJ
fuelectenerg-12696	24	32	neuro	neuro	NOUN
fuelectenerg-12696	24	33	-	-	PUNCT
fuelectenerg-12696	24	34	fuzzy	fuzzy	ADJ
fuelectenerg-12696	24	35	inference	inference	NOUN
fuelectenerg-12696	24	36	system	system	NOUN
fuelectenerg-12696	24	37	(	(	PUNCT
fuelectenerg-12696	24	38	anfis	anfi	VERB
fuelectenerg-12696	24	39	)	)	PUNCT
fuelectenerg-12696	24	40	and	and	CCONJ
fuelectenerg-12696	24	41	support	support	VERB
fuelectenerg-12696	24	42	vector	vector	NOUN
fuelectenerg-12696	24	43	machine	machine	NOUN
fuelectenerg-12696	24	44	(	(	PUNCT
fuelectenerg-12696	24	45	svm	svm	PROPN
fuelectenerg-12696	24	46	)	)	PUNCT
fuelectenerg-12696	24	47	.	.	PUNCT
fuelectenerg-12696	25	1	the	the	DET
fuelectenerg-12696	25	2	antenna	antenna	NOUN
fuelectenerg-12696	25	3	was	be	AUX
fuelectenerg-12696	25	4	designed	design	VERB
fuelectenerg-12696	25	5	to	to	PART
fuelectenerg-12696	25	6	operate	operate	VERB
fuelectenerg-12696	25	7	within	within	ADP
fuelectenerg-12696	25	8	the	the	DET
fuelectenerg-12696	25	9	uhf	uhf	PROPN
fuelectenerg-12696	25	10	band	band	NOUN
fuelectenerg-12696	25	11	.	.	PUNCT
fuelectenerg-12696	26	1	in	in	ADP
fuelectenerg-12696	26	2	[	[	X
fuelectenerg-12696	26	3	9	9	NUM
fuelectenerg-12696	26	4	]	]	PUNCT
fuelectenerg-12696	26	5	,	,	PUNCT
fuelectenerg-12696	26	6	a	a	DET
fuelectenerg-12696	26	7	heuristic	heuristic	ADJ
fuelectenerg-12696	26	8	optimization	optimization	NOUN
fuelectenerg-12696	26	9	algorithm	algorithm	NOUN
fuelectenerg-12696	26	10	called	call	VERB
fuelectenerg-12696	26	11	the	the	DET
fuelectenerg-12696	26	12	fruit	fruit	NOUN
fuelectenerg-12696	26	13	fly	fly	NOUN
fuelectenerg-12696	26	14	optimization	optimization	NOUN
fuelectenerg-12696	26	15	algorithm	algorithm	NOUN
fuelectenerg-12696	26	16	(	(	PUNCT
fuelectenerg-12696	26	17	foa	foa	PROPN
fuelectenerg-12696	26	18	)	)	PUNCT
fuelectenerg-12696	26	19	was	be	AUX
fuelectenerg-12696	26	20	proposed	propose	VERB
fuelectenerg-12696	26	21	and	and	CCONJ
fuelectenerg-12696	26	22	applied	apply	VERB
fuelectenerg-12696	26	23	in	in	ADP
fuelectenerg-12696	26	24	array	array	NOUN
fuelectenerg-12696	26	25	factor	factor	NOUN
fuelectenerg-12696	26	26	synthesis	synthesis	NOUN
fuelectenerg-12696	26	27	and	and	CCONJ
fuelectenerg-12696	26	28	horn	horn	NOUN
fuelectenerg-12696	26	29	antenna	antenna	NOUN
fuelectenerg-12696	26	30	design	design	NOUN
fuelectenerg-12696	26	31	.	.	PUNCT
fuelectenerg-12696	27	1	while	while	SCONJ
fuelectenerg-12696	27	2	its	its	PRON
fuelectenerg-12696	27	3	utilization	utilization	NOUN
fuelectenerg-12696	27	4	for	for	ADP
fuelectenerg-12696	27	5	optimizing	optimize	VERB
fuelectenerg-12696	27	6	antenna	antenna	NOUN
fuelectenerg-12696	27	7	designs	design	NOUN
fuelectenerg-12696	27	8	has	have	AUX
fuelectenerg-12696	27	9	been	be	AUX
fuelectenerg-12696	27	10	limited	limit	VERB
fuelectenerg-12696	27	11	,	,	PUNCT
fuelectenerg-12696	27	12	it	it	PRON
fuelectenerg-12696	27	13	has	have	AUX
fuelectenerg-12696	27	14	shown	show	VERB
fuelectenerg-12696	27	15	promise	promise	NOUN
fuelectenerg-12696	27	16	in	in	ADP
fuelectenerg-12696	27	17	the	the	DET
fuelectenerg-12696	27	18	synthesis	synthesis	NOUN
fuelectenerg-12696	27	19	of	of	ADP
fuelectenerg-12696	27	20	array	array	NOUN
fuelectenerg-12696	27	21	factor	factor	NOUN
fuelectenerg-12696	27	22	analytical	analytical	ADJ
fuelectenerg-12696	27	23	functions	function	NOUN
fuelectenerg-12696	27	24	.	.	PUNCT
fuelectenerg-12696	28	1	in	in	ADP
fuelectenerg-12696	28	2	[	[	X
fuelectenerg-12696	28	3	10	10	NUM
fuelectenerg-12696	28	4	]	]	PUNCT
fuelectenerg-12696	28	5	,	,	PUNCT
fuelectenerg-12696	28	6	a	a	DET
fuelectenerg-12696	28	7	machine	machine	NOUN
fuelectenerg-12696	28	8	learning	learning	NOUN
fuelectenerg-12696	28	9	-	-	PUNCT
fuelectenerg-12696	28	10	based	base	VERB
fuelectenerg-12696	28	11	technique	technique	NOUN
fuelectenerg-12696	28	12	for	for	ADP
fuelectenerg-12696	28	13	optimizing	optimize	VERB
fuelectenerg-12696	28	14	antennas	antenna	NOUN
fuelectenerg-12696	28	15	and	and	CCONJ
fuelectenerg-12696	28	16	estimating	estimate	VERB
fuelectenerg-12696	28	17	parameters	parameter	NOUN
fuelectenerg-12696	28	18	efficiently	efficiently	ADV
fuelectenerg-12696	28	19	was	be	AUX
fuelectenerg-12696	28	20	introduced	introduce	VERB
fuelectenerg-12696	28	21	.	.	PUNCT
fuelectenerg-12696	29	1	the	the	DET
fuelectenerg-12696	29	2	multi	multi	ADJ
fuelectenerg-12696	29	3	-	-	ADJ
fuelectenerg-12696	29	4	stage	stage	ADJ
fuelectenerg-12696	29	5	collaborative	collaborative	ADJ
fuelectenerg-12696	29	6	machine	machine	NOUN
fuelectenerg-12696	29	7	learning	learning	NOUN
fuelectenerg-12696	29	8	model	model	NOUN
fuelectenerg-12696	29	9	demonstrated	demonstrate	VERB
fuelectenerg-12696	29	10	exceptional	exceptional	ADJ
fuelectenerg-12696	29	11	results	result	NOUN
fuelectenerg-12696	29	12	by	by	ADP
fuelectenerg-12696	29	13	combining	combine	VERB
fuelectenerg-12696	29	14	minimal	minimal	ADJ
fuelectenerg-12696	29	15	normalized	normalize	VERB
fuelectenerg-12696	29	16	root	root	NOUN
fuelectenerg-12696	29	17	mean	mean	VERB
fuelectenerg-12696	29	18	squared	square	VERB
fuelectenerg-12696	29	19	error	error	NOUN
fuelectenerg-12696	29	20	values	value	NOUN
fuelectenerg-12696	29	21	with	with	ADP
fuelectenerg-12696	29	22	reduced	reduced	ADJ
fuelectenerg-12696	29	23	computational	computational	ADJ
fuelectenerg-12696	29	24	time	time	NOUN
fuelectenerg-12696	29	25	.	.	PUNCT
fuelectenerg-12696	30	1	in	in	ADP
fuelectenerg-12696	30	2	[	[	X
fuelectenerg-12696	30	3	11	11	NUM
fuelectenerg-12696	30	4	]	]	X
fuelectenerg-12696	30	5	gaussian	gaussian	ADJ
fuelectenerg-12696	30	6	process	process	NOUN
fuelectenerg-12696	30	7	regression	regression	NOUN
fuelectenerg-12696	30	8	(	(	PUNCT
fuelectenerg-12696	30	9	gpr	gpr	PROPN
fuelectenerg-12696	30	10	)	)	PUNCT
fuelectenerg-12696	30	11	was	be	AUX
fuelectenerg-12696	30	12	employed	employ	VERB
fuelectenerg-12696	30	13	to	to	PART
fuelectenerg-12696	30	14	optimize	optimize	VERB
fuelectenerg-12696	30	15	various	various	ADJ
fuelectenerg-12696	30	16	parameters	parameter	NOUN
fuelectenerg-12696	30	17	for	for	ADP
fuelectenerg-12696	30	18	a	a	DET
fuelectenerg-12696	30	19	multiband	multiband	NOUN
fuelectenerg-12696	30	20	microstrip	microstrip	NOUN
fuelectenerg-12696	30	21	antenna	antenna	NOUN
fuelectenerg-12696	30	22	.	.	PUNCT
fuelectenerg-12696	31	1	slot	slot	NOUN
fuelectenerg-12696	31	2	loading	loading	NOUN
fuelectenerg-12696	31	3	was	be	AUX
fuelectenerg-12696	31	4	successfully	successfully	ADV
fuelectenerg-12696	31	5	incorporated	incorporate	VERB
fuelectenerg-12696	31	6	to	to	PART
fuelectenerg-12696	31	7	reduce	reduce	VERB
fuelectenerg-12696	31	8	the	the	DET
fuelectenerg-12696	31	9	overall	overall	ADJ
fuelectenerg-12696	31	10	size	size	NOUN
fuelectenerg-12696	31	11	of	of	ADP
fuelectenerg-12696	31	12	the	the	DET
fuelectenerg-12696	31	13	antenna	antenna	NOUN
fuelectenerg-12696	31	14	.	.	PUNCT
fuelectenerg-12696	32	1	in	in	ADP
fuelectenerg-12696	32	2	[	[	X
fuelectenerg-12696	32	3	12	12	NUM
fuelectenerg-12696	32	4	]	]	X
fuelectenerg-12696	32	5	,	,	PUNCT
fuelectenerg-12696	32	6	a	a	DET
fuelectenerg-12696	32	7	compact	compact	ADJ
fuelectenerg-12696	32	8	msa	msa	NOUN
fuelectenerg-12696	32	9	with	with	ADP
fuelectenerg-12696	32	10	dimensions	dimension	NOUN
fuelectenerg-12696	32	11	33x33	33x33	NUM
fuelectenerg-12696	32	12	mm²	mm²	NOUN
fuelectenerg-12696	32	13	using	use	VERB
fuelectenerg-12696	32	14	gpr	gpr	PROPN
fuelectenerg-12696	32	15	covered	cover	VERB
fuelectenerg-12696	32	16	a	a	DET
fuelectenerg-12696	32	17	frequency	frequency	NOUN
fuelectenerg-12696	32	18	range	range	NOUN
fuelectenerg-12696	32	19	of	of	ADP
fuelectenerg-12696	32	20	0.48	0.48	NUM
fuelectenerg-12696	32	21	ghz–7.84	ghz–7.84	PROPN
fuelectenerg-12696	32	22	ghz	ghz	NOUN
fuelectenerg-12696	32	23	.	.	PUNCT
fuelectenerg-12696	33	1	the	the	DET
fuelectenerg-12696	33	2	study	study	NOUN
fuelectenerg-12696	33	3	explored	explore	VERB
fuelectenerg-12696	33	4	dependencies	dependency	NOUN
fuelectenerg-12696	33	5	related	relate	VERB
fuelectenerg-12696	33	6	to	to	ADP
fuelectenerg-12696	33	7	the	the	DET
fuelectenerg-12696	33	8	antenna	antenna	NOUN
fuelectenerg-12696	33	9	's	's	PART
fuelectenerg-12696	33	10	resonant	resonant	ADJ
fuelectenerg-12696	33	11	frequency	frequency	NOUN
fuelectenerg-12696	33	12	,	,	PUNCT
fuelectenerg-12696	33	13	including	include	VERB
fuelectenerg-12696	33	14	material	material	NOUN
fuelectenerg-12696	33	15	properties	property	NOUN
fuelectenerg-12696	33	16	,	,	PUNCT
fuelectenerg-12696	33	17	electrical	electrical	ADJ
fuelectenerg-12696	33	18	characteristics	characteristic	NOUN
fuelectenerg-12696	33	19	,	,	PUNCT
fuelectenerg-12696	33	20	the	the	DET
fuelectenerg-12696	33	21	presence	presence	NOUN
fuelectenerg-12696	33	22	of	of	ADP
fuelectenerg-12696	33	23	a	a	DET
fuelectenerg-12696	33	24	slot	slot	NOUN
fuelectenerg-12696	33	25	,	,	PUNCT
fuelectenerg-12696	33	26	and	and	CCONJ
fuelectenerg-12696	33	27	patch	patch	NOUN
fuelectenerg-12696	33	28	dimensions	dimension	NOUN
fuelectenerg-12696	33	29	.	.	PUNCT
fuelectenerg-12696	34	1	in	in	ADP
fuelectenerg-12696	34	2	[	[	X
fuelectenerg-12696	34	3	13	13	NUM
fuelectenerg-12696	34	4	]	]	PUNCT
fuelectenerg-12696	34	5	,	,	PUNCT
fuelectenerg-12696	34	6	a	a	DET
fuelectenerg-12696	34	7	miniaturized	miniaturize	VERB
fuelectenerg-12696	34	8	monopole	monopole	NOUN
fuelectenerg-12696	34	9	antenna	antenna	NOUN
fuelectenerg-12696	34	10	with	with	ADP
fuelectenerg-12696	34	11	a	a	DET
fuelectenerg-12696	34	12	band	band	NOUN
fuelectenerg-12696	34	13	-	-	PUNCT
fuelectenerg-12696	34	14	notched	notch	VERB
fuelectenerg-12696	34	15	feature	feature	NOUN
fuelectenerg-12696	34	16	and	and	CCONJ
fuelectenerg-12696	34	17	coplanar	coplanar	ADJ
fuelectenerg-12696	34	18	feeding	feeding	NOUN
fuelectenerg-12696	34	19	was	be	AUX
fuelectenerg-12696	34	20	designed	design	VERB
fuelectenerg-12696	34	21	and	and	CCONJ
fuelectenerg-12696	34	22	optimized	optimize	VERB
fuelectenerg-12696	34	23	using	use	VERB
fuelectenerg-12696	34	24	machine	machine	NOUN
fuelectenerg-12696	34	25	learning	learning	NOUN
fuelectenerg-12696	34	26	(	(	PUNCT
fuelectenerg-12696	34	27	ml	ml	NOUN
fuelectenerg-12696	34	28	)	)	PUNCT
fuelectenerg-12696	34	29	algorithms	algorithm	NOUN
fuelectenerg-12696	34	30	.	.	PUNCT
fuelectenerg-12696	35	1	the	the	DET
fuelectenerg-12696	35	2	antenna	antenna	NOUN
fuelectenerg-12696	35	3	exhibited	exhibit	VERB
fuelectenerg-12696	35	4	stable	stable	ADJ
fuelectenerg-12696	35	5	radiation	radiation	NOUN
fuelectenerg-12696	35	6	characteristics	characteristic	NOUN
fuelectenerg-12696	35	7	suitable	suitable	ADJ
fuelectenerg-12696	35	8	for	for	ADP
fuelectenerg-12696	35	9	ultrawideband	ultrawideband	NOUN
fuelectenerg-12696	35	10	(	(	PUNCT
fuelectenerg-12696	35	11	uwb	uwb	NOUN
fuelectenerg-12696	35	12	)	)	PUNCT
fuelectenerg-12696	35	13	applications	application	NOUN
fuelectenerg-12696	35	14	,	,	PUNCT
fuelectenerg-12696	35	15	and	and	CCONJ
fuelectenerg-12696	35	16	among	among	ADP
fuelectenerg-12696	35	17	the	the	DET
fuelectenerg-12696	35	18	ml	ml	PROPN
fuelectenerg-12696	35	19	algorithms	algorithm	NOUN
fuelectenerg-12696	35	20	used	use	VERB
fuelectenerg-12696	35	21	,	,	PUNCT
fuelectenerg-12696	35	22	k	k	X
fuelectenerg-12696	35	23	-	-	PUNCT
fuelectenerg-12696	35	24	nearest	near	ADJ
fuelectenerg-12696	35	25	neighbor	neighbor	NOUN
fuelectenerg-12696	35	26	(	(	PUNCT
fuelectenerg-12696	35	27	knn	knn	PROPN
fuelectenerg-12696	35	28	)	)	PUNCT
fuelectenerg-12696	35	29	stood	stand	VERB
fuelectenerg-12696	35	30	out	out	ADP
fuelectenerg-12696	35	31	for	for	ADP
fuelectenerg-12696	35	32	its	its	PRON
fuelectenerg-12696	35	33	excellent	excellent	ADJ
fuelectenerg-12696	35	34	prediction	prediction	NOUN
fuelectenerg-12696	35	35	accuracy	accuracy	NOUN
fuelectenerg-12696	35	36	.	.	PUNCT
fuelectenerg-12696	36	1	in	in	ADP
fuelectenerg-12696	36	2	[	[	X
fuelectenerg-12696	36	3	14	14	NUM
fuelectenerg-12696	36	4	]	]	PUNCT
fuelectenerg-12696	36	5	a	a	DET
fuelectenerg-12696	36	6	model	model	NOUN
fuelectenerg-12696	36	7	for	for	ADP
fuelectenerg-12696	36	8	antenna	antenna	NOUN
fuelectenerg-12696	36	9	classification	classification	NOUN
fuelectenerg-12696	36	10	using	use	VERB
fuelectenerg-12696	36	11	fuzzy	fuzzy	ADJ
fuelectenerg-12696	36	12	inference	inference	NOUN
fuelectenerg-12696	36	13	systems	system	NOUN
fuelectenerg-12696	36	14	(	(	PUNCT
fuelectenerg-12696	36	15	fis	fis	PROPN
fuelectenerg-12696	36	16	)	)	PUNCT
fuelectenerg-12696	36	17	was	be	AUX
fuelectenerg-12696	36	18	introduced	introduce	VERB
fuelectenerg-12696	36	19	with	with	ADP
fuelectenerg-12696	36	20	a	a	DET
fuelectenerg-12696	36	21	classification	classification	NOUN
fuelectenerg-12696	36	22	model	model	NOUN
fuelectenerg-12696	36	23	employing	employ	VERB
fuelectenerg-12696	36	24	decision	decision	NOUN
fuelectenerg-12696	36	25	trees	tree	NOUN
fuelectenerg-12696	36	26	(	(	PUNCT
fuelectenerg-12696	36	27	dt	dt	PROPN
fuelectenerg-12696	36	28	)	)	PUNCT
fuelectenerg-12696	36	29	achieved	achieve	VERB
fuelectenerg-12696	36	30	an	an	DET
fuelectenerg-12696	36	31	impressive	impressive	ADJ
fuelectenerg-12696	36	32	accuracy	accuracy	NOUN
fuelectenerg-12696	36	33	rate	rate	NOUN
fuelectenerg-12696	36	34	of	of	ADP
fuelectenerg-12696	36	35	99	99	NUM
fuelectenerg-12696	36	36	%	%	NOUN
fuelectenerg-12696	36	37	.	.	PUNCT
fuelectenerg-12696	37	1	furthermore	furthermore	ADV
fuelectenerg-12696	37	2	,	,	PUNCT
fuelectenerg-12696	37	3	a	a	DET
fuelectenerg-12696	37	4	geometric	geometric	ADJ
fuelectenerg-12696	37	5	parameter	parameter	NOUN
fuelectenerg-12696	37	6	estimation	estimation	NOUN
fuelectenerg-12696	37	7	model	model	NOUN
fuelectenerg-12696	37	8	using	use	VERB
fuelectenerg-12696	37	9	fis	fis	PROPN
fuelectenerg-12696	37	10	delivered	deliver	VERB
fuelectenerg-12696	37	11	a	a	DET
fuelectenerg-12696	37	12	mean	mean	ADJ
fuelectenerg-12696	37	13	absolute	absolute	ADJ
fuelectenerg-12696	37	14	percentage	percentage	NOUN
fuelectenerg-12696	37	15	error	error	NOUN
fuelectenerg-12696	37	16	(	(	PUNCT
fuelectenerg-12696	37	17	mape	mape	NOUN
fuelectenerg-12696	37	18	)	)	PUNCT
fuelectenerg-12696	37	19	of	of	ADP
fuelectenerg-12696	37	20	under	under	ADP
fuelectenerg-12696	37	21	5.8	5.8	NUM
fuelectenerg-12696	37	22	%	%	NOUN
fuelectenerg-12696	37	23	.	.	PUNCT
fuelectenerg-12696	38	1	machine	machine	NOUN
fuelectenerg-12696	38	2	learning	learning	NOUN
fuelectenerg-12696	38	3	assisted	assist	VERB
fuelectenerg-12696	38	4	s11	s11	NOUN
fuelectenerg-12696	38	5	prediction	prediction	NOUN
fuelectenerg-12696	38	6	for	for	ADP
fuelectenerg-12696	38	7	a	a	DET
fuelectenerg-12696	38	8	slotted	slotted	ADJ
fuelectenerg-12696	38	9	square	square	ADJ
fuelectenerg-12696	38	10	patch	patch	NOUN
fuelectenerg-12696	38	11	antenna	antenna	NOUN
fuelectenerg-12696	38	12	in	in	ADP
fuelectenerg-12696	38	13	...	...	PUNCT
fuelectenerg-12696	38	14	689	689	NUM
fuelectenerg-12696	38	15	this	this	DET
fuelectenerg-12696	38	16	paper	paper	NOUN
fuelectenerg-12696	38	17	extensively	extensively	ADV
fuelectenerg-12696	38	18	explores	explore	VERB
fuelectenerg-12696	38	19	machine	machine	NOUN
fuelectenerg-12696	38	20	learning	learn	VERB
fuelectenerg-12696	38	21	techniques	technique	NOUN
fuelectenerg-12696	38	22	including	include	VERB
fuelectenerg-12696	38	23	svm	svm	PROPN
fuelectenerg-12696	38	24	,	,	PUNCT
fuelectenerg-12696	38	25	ann	ann	PROPN
fuelectenerg-12696	38	26	,	,	PUNCT
fuelectenerg-12696	38	27	and	and	CCONJ
fuelectenerg-12696	38	28	gpr	gpr	PROPN
fuelectenerg-12696	38	29	to	to	PART
fuelectenerg-12696	38	30	analyze	analyze	VERB
fuelectenerg-12696	38	31	the	the	DET
fuelectenerg-12696	38	32	performance	performance	NOUN
fuelectenerg-12696	38	33	of	of	ADP
fuelectenerg-12696	38	34	a	a	DET
fuelectenerg-12696	38	35	slotted	slotted	ADJ
fuelectenerg-12696	38	36	square	square	ADJ
fuelectenerg-12696	38	37	patch	patch	NOUN
fuelectenerg-12696	38	38	antenna	antenna	NOUN
fuelectenerg-12696	38	39	by	by	ADP
fuelectenerg-12696	38	40	predicting	predict	VERB
fuelectenerg-12696	38	41	the	the	DET
fuelectenerg-12696	38	42	s11	s11	PROPN
fuelectenerg-12696	38	43	parameter	parameter	NOUN
fuelectenerg-12696	38	44	.	.	PUNCT
fuelectenerg-12696	39	1	operating	operate	VERB
fuelectenerg-12696	39	2	within	within	ADP
fuelectenerg-12696	39	3	the	the	DET
fuelectenerg-12696	39	4	5.6	5.6	NUM
fuelectenerg-12696	39	5	ghz	ghz	NOUN
fuelectenerg-12696	39	6	to	to	ADP
fuelectenerg-12696	39	7	5.85	5.85	NUM
fuelectenerg-12696	39	8	ghz	ghz	NOUN
fuelectenerg-12696	39	9	band	band	NOUN
fuelectenerg-12696	39	10	,	,	PUNCT
fuelectenerg-12696	39	11	the	the	DET
fuelectenerg-12696	39	12	antenna	antenna	NOUN
fuelectenerg-12696	39	13	is	be	AUX
fuelectenerg-12696	39	14	particularly	particularly	ADV
fuelectenerg-12696	39	15	suitable	suitable	ADJ
fuelectenerg-12696	39	16	for	for	ADP
fuelectenerg-12696	39	17	ieee	ieee	NOUN
fuelectenerg-12696	39	18	802.11a	802.11a	NUM
fuelectenerg-12696	39	19	(	(	PUNCT
fuelectenerg-12696	39	20	5.725	5.725	NUM
fuelectenerg-12696	39	21	ghz	ghz	NOUN
fuelectenerg-12696	39	22	∼	∼	NOUN
fuelectenerg-12696	39	23	5.825	5.825	NUM
fuelectenerg-12696	39	24	ghz	ghz	NOUN
fuelectenerg-12696	39	25	)	)	PUNCT
fuelectenerg-12696	39	26	applications	application	NOUN
fuelectenerg-12696	39	27	.	.	PUNCT
fuelectenerg-12696	40	1	for	for	ADP
fuelectenerg-12696	40	2	obtaining	obtain	VERB
fuelectenerg-12696	40	3	the	the	DET
fuelectenerg-12696	40	4	dataset	dataset	NOUN
fuelectenerg-12696	40	5	,	,	PUNCT
fuelectenerg-12696	40	6	the	the	DET
fuelectenerg-12696	40	7	proposed	propose	VERB
fuelectenerg-12696	40	8	antenna	antenna	NOUN
fuelectenerg-12696	40	9	was	be	AUX
fuelectenerg-12696	40	10	designed	design	VERB
fuelectenerg-12696	40	11	by	by	ADP
fuelectenerg-12696	40	12	employing	employ	VERB
fuelectenerg-12696	40	13	high	high	ADJ
fuelectenerg-12696	40	14	frequency	frequency	NOUN
fuelectenerg-12696	40	15	simulator	simulator	NOUN
fuelectenerg-12696	40	16	structure	structure	NOUN
fuelectenerg-12696	40	17	(	(	PUNCT
fuelectenerg-12696	40	18	hfss	hfss	NOUN
fuelectenerg-12696	40	19	vs.19	vs.19	NOUN
fuelectenerg-12696	40	20	)	)	PUNCT
fuelectenerg-12696	40	21	and	and	CCONJ
fuelectenerg-12696	40	22	later	later	ADV
fuelectenerg-12696	40	23	on	on	ADP
fuelectenerg-12696	40	24	the	the	DET
fuelectenerg-12696	40	25	above	above	ADJ
fuelectenerg-12696	40	26	dataset	dataset	NOUN
fuelectenerg-12696	40	27	was	be	AUX
fuelectenerg-12696	40	28	used	use	VERB
fuelectenerg-12696	40	29	for	for	ADP
fuelectenerg-12696	40	30	training	training	NOUN
fuelectenerg-12696	40	31	and	and	CCONJ
fuelectenerg-12696	40	32	testing	test	VERB
fuelectenerg-12696	40	33	the	the	DET
fuelectenerg-12696	40	34	ml	ml	NOUN
fuelectenerg-12696	40	35	models	model	NOUN
fuelectenerg-12696	40	36	.	.	PUNCT
fuelectenerg-12696	41	1	section	section	NOUN
fuelectenerg-12696	41	2	2	2	NUM
fuelectenerg-12696	41	3	provides	provide	VERB
fuelectenerg-12696	41	4	a	a	DET
fuelectenerg-12696	41	5	theoretical	theoretical	ADJ
fuelectenerg-12696	41	6	background	background	NOUN
fuelectenerg-12696	41	7	on	on	ADP
fuelectenerg-12696	41	8	svm	svm	PROPN
fuelectenerg-12696	41	9	,	,	PUNCT
fuelectenerg-12696	41	10	ann	ann	PROPN
fuelectenerg-12696	41	11	,	,	PUNCT
fuelectenerg-12696	41	12	and	and	CCONJ
fuelectenerg-12696	41	13	gpr	gpr	PROPN
fuelectenerg-12696	41	14	.	.	PROPN
fuelectenerg-12696	41	15	section	section	PROPN
fuelectenerg-12696	41	16	3	3	NUM
fuelectenerg-12696	41	17	presents	present	NOUN
fuelectenerg-12696	41	18	both	both	PRON
fuelectenerg-12696	41	19	simulated	simulate	VERB
fuelectenerg-12696	41	20	and	and	CCONJ
fuelectenerg-12696	41	21	fabricated	fabricate	VERB
fuelectenerg-12696	41	22	models	model	NOUN
fuelectenerg-12696	41	23	of	of	ADP
fuelectenerg-12696	41	24	the	the	DET
fuelectenerg-12696	41	25	suggested	suggest	VERB
fuelectenerg-12696	41	26	antenna	antenna	NOUN
fuelectenerg-12696	41	27	,	,	PUNCT
fuelectenerg-12696	41	28	offering	offer	VERB
fuelectenerg-12696	41	29	insights	insight	NOUN
fuelectenerg-12696	41	30	into	into	ADP
fuelectenerg-12696	41	31	simulated	simulate	VERB
fuelectenerg-12696	41	32	and	and	CCONJ
fuelectenerg-12696	41	33	measured	measure	VERB
fuelectenerg-12696	41	34	results	result	NOUN
fuelectenerg-12696	41	35	.	.	PUNCT
fuelectenerg-12696	42	1	in	in	ADP
fuelectenerg-12696	42	2	section	section	NOUN
fuelectenerg-12696	42	3	4	4	NUM
fuelectenerg-12696	42	4	,	,	PUNCT
fuelectenerg-12696	42	5	the	the	DET
fuelectenerg-12696	42	6	effectiveness	effectiveness	NOUN
fuelectenerg-12696	42	7	of	of	ADP
fuelectenerg-12696	42	8	svm	svm	PROPN
fuelectenerg-12696	42	9	,	,	PUNCT
fuelectenerg-12696	42	10	ann	ann	PROPN
fuelectenerg-12696	42	11	,	,	PUNCT
fuelectenerg-12696	42	12	and	and	CCONJ
fuelectenerg-12696	42	13	gpr	gpr	PROPN
fuelectenerg-12696	42	14	in	in	ADP
fuelectenerg-12696	42	15	predicting	predict	VERB
fuelectenerg-12696	42	16	the	the	DET
fuelectenerg-12696	42	17	s11	s11	PROPN
fuelectenerg-12696	42	18	plot	plot	NOUN
fuelectenerg-12696	42	19	is	be	AUX
fuelectenerg-12696	42	20	discussed	discuss	VERB
fuelectenerg-12696	42	21	,	,	PUNCT
fuelectenerg-12696	42	22	evaluated	evaluate	VERB
fuelectenerg-12696	42	23	using	use	VERB
fuelectenerg-12696	42	24	r	r	NOUN
fuelectenerg-12696	42	25	-	-	PUNCT
fuelectenerg-12696	42	26	squared	square	VERB
fuelectenerg-12696	42	27	scores	score	NOUN
fuelectenerg-12696	42	28	(	(	PUNCT
fuelectenerg-12696	42	29	r2	r2	PROPN
fuelectenerg-12696	42	30	)	)	PUNCT
fuelectenerg-12696	42	31	and	and	CCONJ
fuelectenerg-12696	42	32	mean	mean	VERB
fuelectenerg-12696	42	33	squared	square	VERB
fuelectenerg-12696	42	34	error	error	NOUN
fuelectenerg-12696	42	35	(	(	PUNCT
fuelectenerg-12696	42	36	mse	mse	NOUN
fuelectenerg-12696	42	37	)	)	PUNCT
fuelectenerg-12696	42	38	.	.	PUNCT
fuelectenerg-12696	43	1	2	2	X
fuelectenerg-12696	43	2	.	.	X
fuelectenerg-12696	43	3	background	background	NOUN
fuelectenerg-12696	43	4	machine	machine	NOUN
fuelectenerg-12696	43	5	learning	learn	VERB
fuelectenerg-12696	43	6	techniques	technique	NOUN
fuelectenerg-12696	43	7	such	such	ADJ
fuelectenerg-12696	43	8	as	as	ADP
fuelectenerg-12696	43	9	artificial	artificial	ADJ
fuelectenerg-12696	43	10	neural	neural	ADJ
fuelectenerg-12696	43	11	networks	network	NOUN
fuelectenerg-12696	43	12	(	(	PUNCT
fuelectenerg-12696	43	13	ann	ann	PROPN
fuelectenerg-12696	43	14	)	)	PUNCT
fuelectenerg-12696	43	15	,	,	PUNCT
fuelectenerg-12696	43	16	support	support	VERB
fuelectenerg-12696	43	17	vector	vector	NOUN
fuelectenerg-12696	43	18	machines	machine	NOUN
fuelectenerg-12696	43	19	(	(	PUNCT
fuelectenerg-12696	43	20	svm	svm	PROPN
fuelectenerg-12696	43	21	)	)	PUNCT
fuelectenerg-12696	43	22	,	,	PUNCT
fuelectenerg-12696	43	23	and	and	CCONJ
fuelectenerg-12696	43	24	gaussian	gaussian	ADJ
fuelectenerg-12696	43	25	process	process	NOUN
fuelectenerg-12696	43	26	regression	regression	NOUN
fuelectenerg-12696	43	27	(	(	PUNCT
fuelectenerg-12696	43	28	gpr	gpr	PROPN
fuelectenerg-12696	43	29	)	)	PUNCT
fuelectenerg-12696	43	30	offer	offer	VERB
fuelectenerg-12696	43	31	substantial	substantial	ADJ
fuelectenerg-12696	43	32	benefits	benefit	NOUN
fuelectenerg-12696	43	33	over	over	ADP
fuelectenerg-12696	43	34	traditional	traditional	ADJ
fuelectenerg-12696	43	35	tools	tool	NOUN
fuelectenerg-12696	43	36	like	like	ADP
fuelectenerg-12696	43	37	high	high	ADJ
fuelectenerg-12696	43	38	frequency	frequency	NOUN
fuelectenerg-12696	43	39	simulator	simulator	NOUN
fuelectenerg-12696	43	40	structure	structure	NOUN
fuelectenerg-12696	43	41	(	(	PUNCT
fuelectenerg-12696	43	42	hfss	hfss	NOUN
fuelectenerg-12696	43	43	)	)	PUNCT
fuelectenerg-12696	43	44	,	,	PUNCT
fuelectenerg-12696	43	45	computer	computer	NOUN
fuelectenerg-12696	43	46	simulation	simulation	NOUN
fuelectenerg-12696	43	47	technology	technology	PROPN
fuelectenerg-12696	43	48	(	(	PUNCT
fuelectenerg-12696	43	49	cst	cst	PROPN
fuelectenerg-12696	43	50	)	)	PUNCT
fuelectenerg-12696	43	51	etc	etc	X
fuelectenerg-12696	43	52	.	.	X
fuelectenerg-12696	43	53	,	,	PUNCT
fuelectenerg-12696	43	54	especially	especially	ADV
fuelectenerg-12696	43	55	in	in	ADP
fuelectenerg-12696	43	56	their	their	PRON
fuelectenerg-12696	43	57	predictive	predictive	ADJ
fuelectenerg-12696	43	58	capabilities	capability	NOUN
fuelectenerg-12696	43	59	.	.	PUNCT
fuelectenerg-12696	44	1	these	these	DET
fuelectenerg-12696	44	2	ml	ml	NOUN
fuelectenerg-12696	44	3	methods	method	NOUN
fuelectenerg-12696	44	4	excel	excel	VERB
fuelectenerg-12696	44	5	in	in	ADP
fuelectenerg-12696	44	6	quickly	quickly	ADV
fuelectenerg-12696	44	7	processing	process	VERB
fuelectenerg-12696	44	8	large	large	ADJ
fuelectenerg-12696	44	9	datasets	dataset	NOUN
fuelectenerg-12696	44	10	,	,	PUNCT
fuelectenerg-12696	44	11	detecting	detect	VERB
fuelectenerg-12696	44	12	patterns	pattern	NOUN
fuelectenerg-12696	44	13	,	,	PUNCT
fuelectenerg-12696	44	14	and	and	CCONJ
fuelectenerg-12696	44	15	providing	provide	VERB
fuelectenerg-12696	44	16	accurate	accurate	ADJ
fuelectenerg-12696	44	17	predictions	prediction	NOUN
fuelectenerg-12696	44	18	of	of	ADP
fuelectenerg-12696	44	19	antenna	antenna	NOUN
fuelectenerg-12696	44	20	performance	performance	NOUN
fuelectenerg-12696	44	21	metrics	metric	NOUN
fuelectenerg-12696	44	22	like	like	ADP
fuelectenerg-12696	44	23	s11	s11	PROPN
fuelectenerg-12696	44	24	.	.	PUNCT
fuelectenerg-12696	45	1	in	in	ADP
fuelectenerg-12696	45	2	contrast	contrast	NOUN
fuelectenerg-12696	45	3	,	,	PUNCT
fuelectenerg-12696	45	4	traditional	traditional	ADJ
fuelectenerg-12696	45	5	simulation	simulation	NOUN
fuelectenerg-12696	45	6	tools	tool	NOUN
fuelectenerg-12696	45	7	typically	typically	ADV
fuelectenerg-12696	45	8	require	require	VERB
fuelectenerg-12696	45	9	more	more	ADJ
fuelectenerg-12696	45	10	time	time	NOUN
fuelectenerg-12696	45	11	-	-	PUNCT
fuelectenerg-12696	45	12	consuming	consume	VERB
fuelectenerg-12696	45	13	iterative	iterative	NOUN
fuelectenerg-12696	45	14	processes	process	NOUN
fuelectenerg-12696	45	15	to	to	PART
fuelectenerg-12696	45	16	achieve	achieve	VERB
fuelectenerg-12696	45	17	similar	similar	ADJ
fuelectenerg-12696	45	18	results	result	NOUN
fuelectenerg-12696	45	19	.	.	PUNCT
fuelectenerg-12696	46	1	2.1	2.1	NUM
fuelectenerg-12696	46	2	.	.	PUNCT
fuelectenerg-12696	46	3	artificial	artificial	ADJ
fuelectenerg-12696	46	4	neural	neural	ADJ
fuelectenerg-12696	46	5	networks	network	NOUN
fuelectenerg-12696	46	6	(	(	PUNCT
fuelectenerg-12696	46	7	ann	ann	PROPN
fuelectenerg-12696	46	8	)	)	PUNCT
fuelectenerg-12696	46	9	artificial	artificial	ADJ
fuelectenerg-12696	46	10	neural	neural	ADJ
fuelectenerg-12696	46	11	networks	network	NOUN
fuelectenerg-12696	46	12	have	have	AUX
fuelectenerg-12696	46	13	demonstrated	demonstrate	VERB
fuelectenerg-12696	46	14	to	to	PART
fuelectenerg-12696	46	15	be	be	AUX
fuelectenerg-12696	46	16	versatile	versatile	ADJ
fuelectenerg-12696	46	17	tools	tool	NOUN
fuelectenerg-12696	46	18	with	with	ADP
fuelectenerg-12696	46	19	applications	application	NOUN
fuelectenerg-12696	46	20	spanning	span	VERB
fuelectenerg-12696	46	21	across	across	ADP
fuelectenerg-12696	46	22	diverse	diverse	ADJ
fuelectenerg-12696	46	23	domains	domain	NOUN
fuelectenerg-12696	46	24	.	.	PUNCT
fuelectenerg-12696	47	1	their	their	PRON
fuelectenerg-12696	47	2	ability	ability	NOUN
fuelectenerg-12696	47	3	to	to	PART
fuelectenerg-12696	47	4	learn	learn	VERB
fuelectenerg-12696	47	5	from	from	ADP
fuelectenerg-12696	47	6	data	datum	NOUN
fuelectenerg-12696	47	7	,	,	PUNCT
fuelectenerg-12696	47	8	recognize	recognize	VERB
fuelectenerg-12696	47	9	complex	complex	ADJ
fuelectenerg-12696	47	10	patterns	pattern	NOUN
fuelectenerg-12696	47	11	,	,	PUNCT
fuelectenerg-12696	47	12	and	and	CCONJ
fuelectenerg-12696	47	13	formulate	formulate	ADJ
fuelectenerg-12696	47	14	predictions	prediction	NOUN
fuelectenerg-12696	47	15	makes	make	VERB
fuelectenerg-12696	47	16	them	they	PRON
fuelectenerg-12696	47	17	a	a	DET
fuelectenerg-12696	47	18	foundational	foundational	ADJ
fuelectenerg-12696	47	19	technology	technology	NOUN
fuelectenerg-12696	47	20	in	in	ADP
fuelectenerg-12696	47	21	the	the	DET
fuelectenerg-12696	47	22	domain	domain	NOUN
fuelectenerg-12696	47	23	of	of	ADP
fuelectenerg-12696	47	24	machine	machine	NOUN
fuelectenerg-12696	47	25	learning	learning	NOUN
fuelectenerg-12696	47	26	.	.	PUNCT
fuelectenerg-12696	48	1	an	an	DET
fuelectenerg-12696	48	2	ann	ann	PROPN
fuelectenerg-12696	48	3	comprises	comprise	NOUN
fuelectenerg-12696	48	4	of	of	ADP
fuelectenerg-12696	48	5	interconnected	interconnected	ADJ
fuelectenerg-12696	48	6	neurons	neuron	NOUN
fuelectenerg-12696	48	7	organized	organize	VERB
fuelectenerg-12696	48	8	into	into	ADP
fuelectenerg-12696	48	9	layer	layer	NOUN
fuelectenerg-12696	48	10	,	,	PUNCT
fuelectenerg-12696	48	11	and	and	CCONJ
fuelectenerg-12696	48	12	by	by	ADP
fuelectenerg-12696	48	13	adjusting	adjust	VERB
fuelectenerg-12696	48	14	weights	weight	NOUN
fuelectenerg-12696	48	15	and	and	CCONJ
fuelectenerg-12696	48	16	biases	bias	NOUN
fuelectenerg-12696	48	17	in	in	ADP
fuelectenerg-12696	48	18	the	the	DET
fuelectenerg-12696	48	19	connections	connection	NOUN
fuelectenerg-12696	48	20	between	between	ADP
fuelectenerg-12696	48	21	these	these	DET
fuelectenerg-12696	48	22	neurons	neuron	NOUN
fuelectenerg-12696	48	23	information	information	NOUN
fuelectenerg-12696	48	24	is	be	AUX
fuelectenerg-12696	48	25	processed	process	VERB
fuelectenerg-12696	48	26	as	as	SCONJ
fuelectenerg-12696	48	27	depicted	depict	VERB
fuelectenerg-12696	48	28	in	in	ADP
fuelectenerg-12696	48	29	figure	figure	NOUN
fuelectenerg-12696	48	30	1	1	NUM
fuelectenerg-12696	48	31	.	.	PUNCT
fuelectenerg-12696	49	1	in	in	ADP
fuelectenerg-12696	49	2	this	this	DET
fuelectenerg-12696	49	3	structure	structure	NOUN
fuelectenerg-12696	49	4	,	,	PUNCT
fuelectenerg-12696	49	5	signals	signal	NOUN
fuelectenerg-12696	49	6	denoted	denote	VERB
fuelectenerg-12696	49	7	as	as	SCONJ
fuelectenerg-12696	49	8	x1	x1	PROPN
fuelectenerg-12696	49	9	to	to	PART
fuelectenerg-12696	49	10	xn	xn	PROPN
fuelectenerg-12696	49	11	originate	originate	VERB
fuelectenerg-12696	49	12	from	from	ADP
fuelectenerg-12696	49	13	signal	signal	NOUN
fuelectenerg-12696	49	14	sources	source	NOUN
fuelectenerg-12696	49	15	or	or	CCONJ
fuelectenerg-12696	49	16	other	other	ADJ
fuelectenerg-12696	49	17	neurons	neuron	NOUN
fuelectenerg-12696	49	18	,	,	PUNCT
fuelectenerg-12696	49	19	where	where	SCONJ
fuelectenerg-12696	49	20	wi	wi	PROPN
fuelectenerg-12696	49	21	represents	represent	VERB
fuelectenerg-12696	49	22	the	the	DET
fuelectenerg-12696	49	23	weight	weight	NOUN
fuelectenerg-12696	49	24	for	for	ADP
fuelectenerg-12696	49	25	the	the	DET
fuelectenerg-12696	49	26	ith	ith	PROPN
fuelectenerg-12696	49	27	connection	connection	NOUN
fuelectenerg-12696	49	28	,	,	PUNCT
fuelectenerg-12696	49	29	and	and	CCONJ
fuelectenerg-12696	49	30	θ	θ	PROPN
fuelectenerg-12696	49	31	serves	serve	VERB
fuelectenerg-12696	49	32	as	as	ADP
fuelectenerg-12696	49	33	the	the	DET
fuelectenerg-12696	49	34	threshold	threshold	NOUN
fuelectenerg-12696	49	35	(	(	PUNCT
fuelectenerg-12696	49	36	commonly	commonly	ADV
fuelectenerg-12696	49	37	referred	refer	VERB
fuelectenerg-12696	49	38	to	to	ADP
fuelectenerg-12696	49	39	as	as	ADP
fuelectenerg-12696	49	40	bias	bias	NOUN
fuelectenerg-12696	49	41	)	)	PUNCT
fuelectenerg-12696	49	42	.	.	PUNCT
fuelectenerg-12696	50	1	the	the	DET
fuelectenerg-12696	50	2	relation	relation	NOUN
fuelectenerg-12696	50	3	of	of	ADP
fuelectenerg-12696	50	4	input	input	NOUN
fuelectenerg-12696	50	5	and	and	CCONJ
fuelectenerg-12696	50	6	output	output	NOUN
fuelectenerg-12696	50	7	[	[	X
fuelectenerg-12696	50	8	15	15	NUM
fuelectenerg-12696	50	9	-	-	SYM
fuelectenerg-12696	50	10	17	17	NUM
fuelectenerg-12696	50	11	]	]	PUNCT
fuelectenerg-12696	50	12	is	be	AUX
fuelectenerg-12696	50	13	related	relate	VERB
fuelectenerg-12696	50	14	as	as	SCONJ
fuelectenerg-12696	50	15	depicted	depict	VERB
fuelectenerg-12696	50	16	by	by	ADP
fuelectenerg-12696	50	17	equation	equation	NOUN
fuelectenerg-12696	50	18	1	1	NUM
fuelectenerg-12696	50	19	.	.	PUNCT
fuelectenerg-12696	51	1	𝑦	𝑦	NOUN
fuelectenerg-12696	52	1	=	=	SYM
fuelectenerg-12696	52	2	𝑓(∑(𝑤𝑖	𝑓(∑(𝑤𝑖	PROPN
fuelectenerg-12696	52	3	∗	∗	NOUN
fuelectenerg-12696	52	4	𝑥𝑖	𝑥𝑖	ADP
fuelectenerg-12696	52	5	)	)	PUNCT
fuelectenerg-12696	52	6	θ	θ	X
fuelectenerg-12696	52	7	)	)	PUNCT
fuelectenerg-12696	52	8	(	(	PUNCT
fuelectenerg-12696	52	9	1	1	X
fuelectenerg-12696	52	10	)	)	PUNCT
fuelectenerg-12696	52	11	here	here	ADV
fuelectenerg-12696	52	12	,	,	PUNCT
fuelectenerg-12696	52	13	y	y	PROPN
fuelectenerg-12696	52	14	is	be	AUX
fuelectenerg-12696	52	15	the	the	DET
fuelectenerg-12696	52	16	neuron	neuron	PROPN
fuelectenerg-12696	52	17	output	output	NOUN
fuelectenerg-12696	52	18	,	,	PUNCT
fuelectenerg-12696	52	19	wi	wi	PROPN
fuelectenerg-12696	52	20	links	link	VERB
fuelectenerg-12696	52	21	to	to	ADP
fuelectenerg-12696	52	22	the	the	DET
fuelectenerg-12696	52	23	weight	weight	NOUN
fuelectenerg-12696	52	24	connected	connect	VERB
fuelectenerg-12696	52	25	to	to	ADP
fuelectenerg-12696	52	26	the	the	DET
fuelectenerg-12696	52	27	ith	ith	NOUN
fuelectenerg-12696	52	28	linking	link	VERB
fuelectenerg-12696	52	29	in	in	ADP
fuelectenerg-12696	52	30	the	the	DET
fuelectenerg-12696	52	31	neural	neural	ADJ
fuelectenerg-12696	52	32	network	network	NOUN
fuelectenerg-12696	52	33	,	,	PUNCT
fuelectenerg-12696	52	34	xi	xi	X
fuelectenerg-12696	52	35	is	be	AUX
fuelectenerg-12696	52	36	the	the	DET
fuelectenerg-12696	52	37	ith	ith	PROPN
fuelectenerg-12696	52	38	point	point	NOUN
fuelectenerg-12696	52	39	inside	inside	ADP
fuelectenerg-12696	52	40	the	the	DET
fuelectenerg-12696	52	41	input	input	NOUN
fuelectenerg-12696	52	42	vector	vector	NOUN
fuelectenerg-12696	52	43	,	,	PUNCT
fuelectenerg-12696	52	44	f	f	PROPN
fuelectenerg-12696	52	45	relates	relate	VERB
fuelectenerg-12696	52	46	to	to	ADP
fuelectenerg-12696	52	47	activation	activation	NOUN
fuelectenerg-12696	52	48	function	function	NOUN
fuelectenerg-12696	52	49	,	,	PUNCT
fuelectenerg-12696	52	50	and	and	CCONJ
fuelectenerg-12696	52	51	θ	θ	PROPN
fuelectenerg-12696	52	52	denote	denote	VERB
fuelectenerg-12696	52	53	neuron	neuron	NOUN
fuelectenerg-12696	52	54	threshold	threshold	NOUN
fuelectenerg-12696	52	55	value	value	NOUN
fuelectenerg-12696	52	56	.	.	PUNCT
fuelectenerg-12696	53	1	2.2	2.2	NUM
fuelectenerg-12696	53	2	.	.	PUNCT
fuelectenerg-12696	54	1	support	support	NOUN
fuelectenerg-12696	54	2	vector	vector	NOUN
fuelectenerg-12696	54	3	machines	machine	NOUN
fuelectenerg-12696	54	4	(	(	PUNCT
fuelectenerg-12696	54	5	svm	svm	ADJ
fuelectenerg-12696	54	6	)	)	PUNCT
fuelectenerg-12696	54	7	support	support	NOUN
fuelectenerg-12696	54	8	vector	vector	NOUN
fuelectenerg-12696	54	9	machine	machine	NOUN
fuelectenerg-12696	54	10	(	(	PUNCT
fuelectenerg-12696	54	11	svm	svm	PROPN
fuelectenerg-12696	54	12	)	)	PUNCT
fuelectenerg-12696	54	13	is	be	AUX
fuelectenerg-12696	54	14	a	a	DET
fuelectenerg-12696	54	15	supervised	supervised	ADJ
fuelectenerg-12696	54	16	machine	machine	NOUN
fuelectenerg-12696	54	17	learning	learning	NOUN
fuelectenerg-12696	54	18	algorithm	algorithm	NOUN
fuelectenerg-12696	54	19	designed	design	VERB
fuelectenerg-12696	54	20	for	for	ADP
fuelectenerg-12696	54	21	both	both	CCONJ
fuelectenerg-12696	54	22	classification	classification	NOUN
fuelectenerg-12696	54	23	and	and	CCONJ
fuelectenerg-12696	54	24	regression	regression	NOUN
fuelectenerg-12696	54	25	tasks	task	NOUN
fuelectenerg-12696	54	26	.	.	PUNCT
fuelectenerg-12696	55	1	the	the	DET
fuelectenerg-12696	55	2	key	key	ADJ
fuelectenerg-12696	55	3	aim	aim	NOUN
fuelectenerg-12696	55	4	is	be	AUX
fuelectenerg-12696	55	5	to	to	PART
fuelectenerg-12696	55	6	reach	reach	VERB
fuelectenerg-12696	55	7	peak	peak	NOUN
fuelectenerg-12696	55	8	margin	margin	NOUN
fuelectenerg-12696	55	9	,	,	PUNCT
fuelectenerg-12696	55	10	indicating	indicate	VERB
fuelectenerg-12696	55	11	the	the	DET
fuelectenerg-12696	55	12	distance	distance	NOUN
fuelectenerg-12696	55	13	joining	join	VERB
fuelectenerg-12696	55	14	the	the	DET
fuelectenerg-12696	55	15	hyperplane	hyperplane	NOUN
fuelectenerg-12696	55	16	and	and	CCONJ
fuelectenerg-12696	55	17	the	the	DET
fuelectenerg-12696	55	18	nearby	nearby	ADJ
fuelectenerg-12696	55	19	support	support	NOUN
fuelectenerg-12696	55	20	vectors	vector	NOUN
fuelectenerg-12696	55	21	starting	start	VERB
fuelectenerg-12696	55	22	in	in	ADP
fuelectenerg-12696	55	23	each	each	DET
fuelectenerg-12696	55	24	class	class	NOUN
fuelectenerg-12696	55	25	.	.	PUNCT
fuelectenerg-12696	56	1	the	the	DET
fuelectenerg-12696	56	2	relationships	relationship	NOUN
fuelectenerg-12696	56	3	(	(	PUNCT
fuelectenerg-12696	56	4	linear	linear	ADJ
fuelectenerg-12696	56	5	and	and	CCONJ
fuelectenerg-12696	56	6	non	non	ADJ
fuelectenerg-12696	56	7	-	-	ADJ
fuelectenerg-12696	56	8	linear	linear	ADJ
fuelectenerg-12696	56	9	)	)	PUNCT
fuelectenerg-12696	56	10	in	in	ADP
fuelectenerg-12696	56	11	data	datum	NOUN
fuelectenerg-12696	56	12	are	be	AUX
fuelectenerg-12696	56	13	well	well	ADV
fuelectenerg-12696	56	14	managed	manage	VERB
fuelectenerg-12696	56	15	by	by	ADP
fuelectenerg-12696	56	16	svm	svm	PROPN
fuelectenerg-12696	56	17	[	[	X
fuelectenerg-12696	56	18	18	18	NUM
fuelectenerg-12696	56	19	-	-	SYM
fuelectenerg-12696	56	20	19	19	NUM
fuelectenerg-12696	56	21	]	]	PUNCT
fuelectenerg-12696	56	22	,	,	PUNCT
fuelectenerg-12696	56	23	eased	ease	VERB
fuelectenerg-12696	56	24	by	by	ADP
fuelectenerg-12696	56	25	the	the	DET
fuelectenerg-12696	56	26	use	use	NOUN
fuelectenerg-12696	56	27	of	of	ADP
fuelectenerg-12696	56	28	kernel	kernel	PROPN
fuelectenerg-12696	56	29	functions	function	NOUN
fuelectenerg-12696	56	30	.	.	PUNCT
fuelectenerg-12696	57	1	recognized	recognize	VERB
fuelectenerg-12696	57	2	for	for	ADP
fuelectenerg-12696	57	3	robustness	robustness	NOUN
fuelectenerg-12696	57	4	and	and	CCONJ
fuelectenerg-12696	57	5	excellent	excellent	ADJ
fuelectenerg-12696	57	6	generalization	generalization	NOUN
fuelectenerg-12696	57	7	to	to	ADP
fuelectenerg-12696	57	8	new	new	ADJ
fuelectenerg-12696	57	9	,	,	PUNCT
fuelectenerg-12696	57	10	unseen	unseen	ADJ
fuelectenerg-12696	57	11	data	datum	NOUN
fuelectenerg-12696	57	12	,	,	PUNCT
fuelectenerg-12696	57	13	svms	svms	NOUN
fuelectenerg-12696	57	14	have	have	AUX
fuelectenerg-12696	57	15	garnered	garner	VERB
fuelectenerg-12696	57	16	widespread	widespread	ADJ
fuelectenerg-12696	57	17	application	application	NOUN
fuelectenerg-12696	57	18	across	across	ADP
fuelectenerg-12696	57	19	diverse	diverse	ADJ
fuelectenerg-12696	57	20	domains	domain	NOUN
fuelectenerg-12696	57	21	such	such	ADJ
fuelectenerg-12696	57	22	as	as	ADP
fuelectenerg-12696	57	23	image	image	NOUN
fuelectenerg-12696	57	24	classification	classification	NOUN
fuelectenerg-12696	57	25	,	,	PUNCT
fuelectenerg-12696	57	26	text	text	NOUN
fuelectenerg-12696	57	27	classification	classification	NOUN
fuelectenerg-12696	57	28	,	,	PUNCT
fuelectenerg-12696	57	29	and	and	CCONJ
fuelectenerg-12696	57	30	bioinformatics	bioinformatics	NOUN
fuelectenerg-12696	57	31	,	,	PUNCT
fuelectenerg-12696	57	32	solidifying	solidify	VERB
fuelectenerg-12696	57	33	their	their	PRON
fuelectenerg-12696	57	34	status	status	NOUN
fuelectenerg-12696	57	35	as	as	ADP
fuelectenerg-12696	57	36	a	a	DET
fuelectenerg-12696	57	37	versatile	versatile	ADJ
fuelectenerg-12696	57	38	cornerstone	cornerstone	NOUN
fuelectenerg-12696	57	39	in	in	ADP
fuelectenerg-12696	57	40	the	the	DET
fuelectenerg-12696	57	41	realm	realm	NOUN
fuelectenerg-12696	57	42	of	of	ADP
fuelectenerg-12696	57	43	machine	machine	NOUN
fuelectenerg-12696	57	44	learning	learning	NOUN
fuelectenerg-12696	57	45	.	.	PUNCT
fuelectenerg-12696	58	1	690	690	NUM
fuelectenerg-12696	58	2	d	d	NOUN
fuelectenerg-12696	58	3	verma	verma	PROPN
fuelectenerg-12696	58	4	,	,	PUNCT
fuelectenerg-12696	58	5	p	p	PROPN
fuelectenerg-12696	58	6	ranjan	ranjan	PROPN
fuelectenerg-12696	58	7	,	,	PUNCT
fuelectenerg-12696	58	8	a	a	DET
fuelectenerg-12696	58	9	verma	verma	PROPN
fuelectenerg-12696	58	10	,	,	PUNCT
fuelectenerg-12696	58	11	p	p	PROPN
fuelectenerg-12696	58	12	k	k	PROPN
fuelectenerg-12696	58	13	goswami	goswami	PROPN
fuelectenerg-12696	58	14	,	,	PUNCT
fuelectenerg-12696	58	15	n	n	PRON
fuelectenerg-12696	58	16	kaushik	kaushik	NOUN
fuelectenerg-12696	58	17	consider	consider	VERB
fuelectenerg-12696	58	18	an	an	DET
fuelectenerg-12696	58	19	svm	svm	ADJ
fuelectenerg-12696	58	20	model	model	NOUN
fuelectenerg-12696	58	21	,	,	PUNCT
fuelectenerg-12696	58	22	with	with	ADP
fuelectenerg-12696	58	23	the	the	DET
fuelectenerg-12696	58	24	input	input	NOUN
fuelectenerg-12696	58	25	vector	vector	NOUN
fuelectenerg-12696	58	26	xi	xi	X
fuelectenerg-12696	58	27	and	and	CCONJ
fuelectenerg-12696	58	28	the	the	DET
fuelectenerg-12696	58	29	corresponding	corresponding	ADJ
fuelectenerg-12696	58	30	desired	desire	VERB
fuelectenerg-12696	58	31	value	value	NOUN
fuelectenerg-12696	58	32	yi	yi	NOUN
fuelectenerg-12696	58	33	from	from	ADP
fuelectenerg-12696	58	34	the	the	DET
fuelectenerg-12696	58	35	training	training	NOUN
fuelectenerg-12696	58	36	data	datum	NOUN
fuelectenerg-12696	58	37	set	set	VERB
fuelectenerg-12696	58	38	{	{	PUNCT
fuelectenerg-12696	58	39	(	(	PUNCT
fuelectenerg-12696	58	40	𝑥𝑖	𝑥𝑖	PROPN
fuelectenerg-12696	58	41	,	,	PUNCT
fuelectenerg-12696	58	42	𝑦𝑖	𝑦𝑖	PROPN
fuelectenerg-12696	58	43	)	)	PUNCT
fuelectenerg-12696	58	44	}	}	PUNCT
fuelectenerg-12696	58	45	𝑖=1	𝑖=1	PUNCT
fuelectenerg-12696	59	1	𝑃	𝑃	VERB
fuelectenerg-12696	59	2	where	where	SCONJ
fuelectenerg-12696	59	3	p	p	NOUN
fuelectenerg-12696	59	4	is	be	AUX
fuelectenerg-12696	59	5	the	the	DET
fuelectenerg-12696	59	6	entire	entire	ADJ
fuelectenerg-12696	59	7	number	number	NOUN
fuelectenerg-12696	59	8	of	of	ADP
fuelectenerg-12696	59	9	data	datum	NOUN
fuelectenerg-12696	59	10	patterns	pattern	NOUN
fuelectenerg-12696	59	11	.	.	PUNCT
fuelectenerg-12696	60	1	support	support	NOUN
fuelectenerg-12696	60	2	vector	vector	NOUN
fuelectenerg-12696	60	3	regression	regression	NOUN
fuelectenerg-12696	60	4	(	(	PUNCT
fuelectenerg-12696	60	5	svr	svr	PROPN
fuelectenerg-12696	60	6	)	)	PUNCT
fuelectenerg-12696	60	7	,	,	PUNCT
fuelectenerg-12696	60	8	a	a	DET
fuelectenerg-12696	60	9	variant	variant	NOUN
fuelectenerg-12696	60	10	of	of	ADP
fuelectenerg-12696	60	11	svm	svm	NOUN
fuelectenerg-12696	60	12	for	for	ADP
fuelectenerg-12696	60	13	regression	regression	NOUN
fuelectenerg-12696	60	14	,	,	PUNCT
fuelectenerg-12696	60	15	defines	define	VERB
fuelectenerg-12696	60	16	the	the	DET
fuelectenerg-12696	60	17	approximation	approximation	NOUN
fuelectenerg-12696	60	18	function	function	NOUN
fuelectenerg-12696	60	19	f	f	PROPN
fuelectenerg-12696	60	20	(	(	PUNCT
fuelectenerg-12696	60	21	x	x	NOUN
fuelectenerg-12696	60	22	)	)	PUNCT
fuelectenerg-12696	60	23	as	as	ADP
fuelectenerg-12696	60	24	in	in	ADP
fuelectenerg-12696	60	25	equation	equation	NOUN
fuelectenerg-12696	60	26	2	2	NUM
fuelectenerg-12696	60	27	.	.	PUNCT
fuelectenerg-12696	61	1	f	f	PROPN
fuelectenerg-12696	61	2	(	(	PUNCT
fuelectenerg-12696	61	3	x	x	X
fuelectenerg-12696	61	4	)	)	PUNCT
fuelectenerg-12696	61	5	=	=	PUNCT
fuelectenerg-12696	62	1	⟨w	⟨w	NOUN
fuelectenerg-12696	62	2	,	,	PUNCT
fuelectenerg-12696	62	3	d(x	d(x	NOUN
fuelectenerg-12696	62	4	)	)	PUNCT
fuelectenerg-12696	62	5	⟩	⟩	NOUN
fuelectenerg-12696	63	1	+	+	CCONJ
fuelectenerg-12696	63	2	b	b	PROPN
fuelectenerg-12696	63	3	(	(	PUNCT
fuelectenerg-12696	63	4	2	2	NUM
fuelectenerg-12696	63	5	)	)	PUNCT
fuelectenerg-12696	63	6	f(x	f(x	PROPN
fuelectenerg-12696	63	7	)	)	PUNCT
fuelectenerg-12696	63	8	is	be	AUX
fuelectenerg-12696	63	9	a	a	DET
fuelectenerg-12696	63	10	non	non	ADJ
fuelectenerg-12696	63	11	-	-	ADJ
fuelectenerg-12696	63	12	linear	linear	ADJ
fuelectenerg-12696	63	13	mapping	mapping	NOUN
fuelectenerg-12696	63	14	vector	vector	NOUN
fuelectenerg-12696	63	15	that	that	PRON
fuelectenerg-12696	63	16	transforms	transform	VERB
fuelectenerg-12696	63	17	the	the	DET
fuelectenerg-12696	63	18	input	input	NOUN
fuelectenerg-12696	63	19	variable	variable	NOUN
fuelectenerg-12696	63	20	𝑥i	𝑥i	ADP
fuelectenerg-12696	63	21	into	into	ADP
fuelectenerg-12696	63	22	a	a	DET
fuelectenerg-12696	63	23	highdimensional	highdimensional	ADJ
fuelectenerg-12696	63	24	space	space	NOUN
fuelectenerg-12696	63	25	.	.	PUNCT
fuelectenerg-12696	64	1	the	the	DET
fuelectenerg-12696	64	2	terms	term	NOUN
fuelectenerg-12696	64	3	w	w	VERB
fuelectenerg-12696	64	4	and	and	CCONJ
fuelectenerg-12696	64	5	𝑏	𝑏	PROPN
fuelectenerg-12696	64	6	represent	represent	VERB
fuelectenerg-12696	64	7	the	the	DET
fuelectenerg-12696	64	8	weight	weight	NOUN
fuelectenerg-12696	64	9	vector	vector	NOUN
fuelectenerg-12696	64	10	and	and	CCONJ
fuelectenerg-12696	64	11	bias	bias	NOUN
fuelectenerg-12696	64	12	,	,	PUNCT
fuelectenerg-12696	64	13	respectively	respectively	ADV
fuelectenerg-12696	64	14	,	,	PUNCT
fuelectenerg-12696	64	15	with	with	ADP
fuelectenerg-12696	64	16	⟨⋅,⋅⟩	⟨⋅,⋅⟩	PUNCT
fuelectenerg-12696	64	17	denoting	denote	VERB
fuelectenerg-12696	64	18	the	the	DET
fuelectenerg-12696	64	19	inner	inner	ADJ
fuelectenerg-12696	64	20	product	product	NOUN
fuelectenerg-12696	64	21	.	.	PUNCT
fuelectenerg-12696	65	1	to	to	PART
fuelectenerg-12696	65	2	build	build	VERB
fuelectenerg-12696	65	3	a	a	DET
fuelectenerg-12696	65	4	non	non	ADJ
fuelectenerg-12696	65	5	-	-	ADJ
fuelectenerg-12696	65	6	linear	linear	ADJ
fuelectenerg-12696	65	7	machine	machine	NOUN
fuelectenerg-12696	65	8	,	,	PUNCT
fuelectenerg-12696	65	9	a	a	DET
fuelectenerg-12696	65	10	non	non	ADJ
fuelectenerg-12696	65	11	-	-	ADJ
fuelectenerg-12696	65	12	linear	linear	ADJ
fuelectenerg-12696	65	13	mapping	mapping	NOUN
fuelectenerg-12696	65	14	vector	vector	NOUN
fuelectenerg-12696	65	15	is	be	AUX
fuelectenerg-12696	65	16	created	create	VERB
fuelectenerg-12696	65	17	to	to	PART
fuelectenerg-12696	65	18	transform	transform	VERB
fuelectenerg-12696	65	19	the	the	DET
fuelectenerg-12696	65	20	data	datum	NOUN
fuelectenerg-12696	65	21	into	into	ADP
fuelectenerg-12696	65	22	a	a	DET
fuelectenerg-12696	65	23	feature	feature	NOUN
fuelectenerg-12696	65	24	space	space	NOUN
fuelectenerg-12696	65	25	.	.	PUNCT
fuelectenerg-12696	66	1	then	then	ADV
fuelectenerg-12696	66	2	,	,	PUNCT
fuelectenerg-12696	66	3	a	a	DET
fuelectenerg-12696	66	4	linear	linear	ADJ
fuelectenerg-12696	66	5	model	model	NOUN
fuelectenerg-12696	66	6	is	be	AUX
fuelectenerg-12696	66	7	constructed	construct	VERB
fuelectenerg-12696	66	8	in	in	ADP
fuelectenerg-12696	66	9	this	this	DET
fuelectenerg-12696	66	10	high	high	ADJ
fuelectenerg-12696	66	11	-	-	PUNCT
fuelectenerg-12696	66	12	dimensional	dimensional	ADJ
fuelectenerg-12696	66	13	space	space	NOUN
fuelectenerg-12696	66	14	to	to	PART
fuelectenerg-12696	66	15	perform	perform	VERB
fuelectenerg-12696	66	16	regression	regression	NOUN
fuelectenerg-12696	66	17	.	.	PUNCT
fuelectenerg-12696	67	1	the	the	DET
fuelectenerg-12696	67	2	weight	weight	NOUN
fuelectenerg-12696	67	3	vectors	vector	NOUN
fuelectenerg-12696	67	4	and	and	CCONJ
fuelectenerg-12696	67	5	biases	bias	NOUN
fuelectenerg-12696	67	6	are	be	AUX
fuelectenerg-12696	67	7	determined	determine	VERB
fuelectenerg-12696	67	8	by	by	ADP
fuelectenerg-12696	67	9	minimizing	minimize	VERB
fuelectenerg-12696	67	10	the	the	DET
fuelectenerg-12696	67	11	regression	regression	NOUN
fuelectenerg-12696	67	12	risk	risk	NOUN
fuelectenerg-12696	67	13	function	function	NOUN
fuelectenerg-12696	67	14	[	[	X
fuelectenerg-12696	67	15	8	8	NUM
fuelectenerg-12696	67	16	]	]	PUNCT
fuelectenerg-12696	67	17	as	as	SCONJ
fuelectenerg-12696	67	18	illustrated	illustrate	VERB
fuelectenerg-12696	67	19	in	in	ADP
fuelectenerg-12696	67	20	equation	equation	NOUN
fuelectenerg-12696	67	21	3	3	NUM
fuelectenerg-12696	67	22	.	.	PUNCT
fuelectenerg-12696	68	1	rreg	rreg	NOUN
fuelectenerg-12696	69	1	=	=	PRON
fuelectenerg-12696	69	2	c∑	c∑	NOUN
fuelectenerg-12696	69	3	𝐿𝑖	𝐿𝑖	VERB
fuelectenerg-12696	69	4	𝑃	𝑃	VERB
fuelectenerg-12696	69	5	𝑖=1	𝑖=1	PROPN
fuelectenerg-12696	69	6	(	(	PUNCT
fuelectenerg-12696	69	7	𝑥𝑖𝑦𝑖	𝑥𝑖𝑦𝑖	PROPN
fuelectenerg-12696	69	8	,	,	PUNCT
fuelectenerg-12696	69	9	𝑓(𝑥𝑖	𝑓(𝑥𝑖	PROPN
fuelectenerg-12696	69	10	)	)	PUNCT
fuelectenerg-12696	69	11	)	)	PUNCT
fuelectenerg-12696	70	1	+	+	CCONJ
fuelectenerg-12696	70	2	1	1	NUM
fuelectenerg-12696	70	3	2	2	NUM
fuelectenerg-12696	70	4	‖𝑤‖2	‖𝑤‖2	NOUN
fuelectenerg-12696	70	5	(	(	PUNCT
fuelectenerg-12696	70	6	3	3	NUM
fuelectenerg-12696	70	7	)	)	PUNCT
fuelectenerg-12696	70	8	where	where	SCONJ
fuelectenerg-12696	70	9	c	c	NOUN
fuelectenerg-12696	70	10	represents	represent	VERB
fuelectenerg-12696	70	11	the	the	DET
fuelectenerg-12696	70	12	regularization	regularization	NOUN
fuelectenerg-12696	70	13	parameter	parameter	NOUN
fuelectenerg-12696	70	14	,	,	PUNCT
fuelectenerg-12696	70	15	determining	determine	VERB
fuelectenerg-12696	70	16	the	the	DET
fuelectenerg-12696	70	17	tradeoff	tradeoff	NOUN
fuelectenerg-12696	70	18	between	between	ADP
fuelectenerg-12696	70	19	the	the	DET
fuelectenerg-12696	70	20	empirical	empirical	ADJ
fuelectenerg-12696	70	21	loss	loss	NOUN
fuelectenerg-12696	70	22	function	function	NOUN
fuelectenerg-12696	70	23	and	and	CCONJ
fuelectenerg-12696	70	24	model	model	NOUN
fuelectenerg-12696	70	25	complexity	complexity	NOUN
fuelectenerg-12696	70	26	.	.	PUNCT
fuelectenerg-12696	71	1	li(xi	li(xi	PROPN
fuelectenerg-12696	71	2	,	,	PUNCT
fuelectenerg-12696	71	3	yi	yi	PROPN
fuelectenerg-12696	71	4	,	,	PUNCT
fuelectenerg-12696	71	5	𝑓(𝑥𝑖	𝑓(𝑥𝑖	NUM
fuelectenerg-12696	71	6	)	)	PUNCT
fuelectenerg-12696	71	7	)	)	PUNCT
fuelectenerg-12696	71	8	represents	represent	VERB
fuelectenerg-12696	71	9	the	the	DET
fuelectenerg-12696	71	10	epsilion	epsilion	NOUN
fuelectenerg-12696	71	11	sensitive	sensitive	ADJ
fuelectenerg-12696	71	12	loss	loss	NOUN
fuelectenerg-12696	71	13	function	function	NOUN
fuelectenerg-12696	71	14	,	,	PUNCT
fuelectenerg-12696	71	15	and	and	CCONJ
fuelectenerg-12696	71	16	1	1	NUM
fuelectenerg-12696	71	17	2	2	NUM
fuelectenerg-12696	71	18	‖𝑤‖2characterizes	‖𝑤‖2characterize	VERB
fuelectenerg-12696	71	19	the	the	DET
fuelectenerg-12696	71	20	modeling	modeling	NOUN
fuelectenerg-12696	71	21	complexity	complexity	NOUN
fuelectenerg-12696	71	22	.	.	PUNCT
fuelectenerg-12696	72	1	2.3	2.3	NUM
fuelectenerg-12696	72	2	.	.	PUNCT
fuelectenerg-12696	72	3	gaussian	gaussian	ADJ
fuelectenerg-12696	72	4	process	process	NOUN
fuelectenerg-12696	72	5	regression	regression	NOUN
fuelectenerg-12696	72	6	(	(	PUNCT
fuelectenerg-12696	72	7	gpr	gpr	PROPN
fuelectenerg-12696	72	8	)	)	PUNCT
fuelectenerg-12696	72	9	gaussian	gaussian	ADJ
fuelectenerg-12696	72	10	process	process	NOUN
fuelectenerg-12696	72	11	regression	regression	NOUN
fuelectenerg-12696	72	12	(	(	PUNCT
fuelectenerg-12696	72	13	gpr	gpr	PROPN
fuelectenerg-12696	72	14	)	)	PUNCT
fuelectenerg-12696	72	15	serves	serve	VERB
fuelectenerg-12696	72	16	as	as	ADP
fuelectenerg-12696	72	17	a	a	DET
fuelectenerg-12696	72	18	probabilistic	probabilistic	ADJ
fuelectenerg-12696	72	19	approach	approach	NOUN
fuelectenerg-12696	72	20	in	in	ADP
fuelectenerg-12696	72	21	machine	machine	NOUN
fuelectenerg-12696	72	22	learning	learning	NOUN
fuelectenerg-12696	72	23	tailored	tailor	VERB
fuelectenerg-12696	72	24	for	for	ADP
fuelectenerg-12696	72	25	regression	regression	NOUN
fuelectenerg-12696	72	26	tasks	task	NOUN
fuelectenerg-12696	72	27	.	.	PUNCT
fuelectenerg-12696	73	1	diverging	diverge	VERB
fuelectenerg-12696	73	2	from	from	ADP
fuelectenerg-12696	73	3	conventional	conventional	ADJ
fuelectenerg-12696	73	4	regression	regression	NOUN
fuelectenerg-12696	73	5	models	model	NOUN
fuelectenerg-12696	73	6	that	that	PRON
fuelectenerg-12696	73	7	yield	yield	VERB
fuelectenerg-12696	73	8	a	a	DET
fuelectenerg-12696	73	9	single	single	ADJ
fuelectenerg-12696	73	10	predicted	predict	VERB
fuelectenerg-12696	73	11	value	value	NOUN
fuelectenerg-12696	73	12	,	,	PUNCT
fuelectenerg-12696	73	13	gpr	gpr	PROPN
fuelectenerg-12696	73	14	distinguishes	distinguish	VERB
fuelectenerg-12696	73	15	itself	itself	PRON
fuelectenerg-12696	73	16	by	by	ADP
fuelectenerg-12696	73	17	furnishing	furnish	VERB
fuelectenerg-12696	73	18	a	a	DET
fuelectenerg-12696	73	19	distribution	distribution	NOUN
fuelectenerg-12696	73	20	of	of	ADP
fuelectenerg-12696	73	21	potential	potential	ADJ
fuelectenerg-12696	73	22	outcomes	outcome	NOUN
fuelectenerg-12696	73	23	,	,	PUNCT
fuelectenerg-12696	73	24	thereby	thereby	ADV
fuelectenerg-12696	73	25	supplying	supply	VERB
fuelectenerg-12696	73	26	valuable	valuable	ADJ
fuelectenerg-12696	73	27	uncertainty	uncertainty	NOUN
fuelectenerg-12696	73	28	estimates	estimate	VERB
fuelectenerg-12696	73	29	[	[	X
fuelectenerg-12696	73	30	20	20	NUM
fuelectenerg-12696	73	31	-	-	SYM
fuelectenerg-12696	73	32	21	21	NUM
fuelectenerg-12696	73	33	]	]	PUNCT
fuelectenerg-12696	73	34	.	.	PUNCT
fuelectenerg-12696	74	1	it	it	PRON
fuelectenerg-12696	74	2	is	be	AUX
fuelectenerg-12696	74	3	an	an	DET
fuelectenerg-12696	74	4	effective	effective	ADJ
fuelectenerg-12696	74	5	method	method	NOUN
fuelectenerg-12696	74	6	for	for	ADP
fuelectenerg-12696	74	7	performing	perform	VERB
fuelectenerg-12696	74	8	dynamic	dynamic	ADJ
fuelectenerg-12696	74	9	inference	inference	NOUN
fuelectenerg-12696	74	10	,	,	PUNCT
fuelectenerg-12696	74	11	offering	offer	VERB
fuelectenerg-12696	74	12	precise	precise	ADJ
fuelectenerg-12696	74	13	function	function	NOUN
fuelectenerg-12696	74	14	approximation	approximation	NOUN
fuelectenerg-12696	74	15	in	in	ADP
fuelectenerg-12696	74	16	highdimensional	highdimensional	ADJ
fuelectenerg-12696	74	17	spaces	space	NOUN
fuelectenerg-12696	74	18	based	base	VERB
fuelectenerg-12696	74	19	on	on	ADP
fuelectenerg-12696	74	20	given	give	VERB
fuelectenerg-12696	74	21	datasets	dataset	NOUN
fuelectenerg-12696	74	22	,	,	PUNCT
fuelectenerg-12696	74	23	gpr	gpr	PROPN
fuelectenerg-12696	74	24	leverages	leverage	VERB
fuelectenerg-12696	74	25	a	a	DET
fuelectenerg-12696	74	26	non	non	ADJ
fuelectenerg-12696	74	27	-	-	ADJ
fuelectenerg-12696	74	28	parametric	parametric	ADJ
fuelectenerg-12696	74	29	bayesian	bayesian	NOUN
fuelectenerg-12696	74	30	approach	approach	NOUN
fuelectenerg-12696	74	31	to	to	PART
fuelectenerg-12696	74	32	address	address	VERB
fuelectenerg-12696	74	33	regression	regression	NOUN
fuelectenerg-12696	74	34	problems	problem	NOUN
fuelectenerg-12696	74	35	,	,	PUNCT
fuelectenerg-12696	74	36	using	use	VERB
fuelectenerg-12696	74	37	bayesian	bayesian	NOUN
fuelectenerg-12696	74	38	inference	inference	NOUN
fuelectenerg-12696	74	39	to	to	PART
fuelectenerg-12696	74	40	portray	portray	VERB
fuelectenerg-12696	74	41	complex	complex	ADJ
fuelectenerg-12696	74	42	relationships	relationship	NOUN
fuelectenerg-12696	74	43	between	between	ADP
fuelectenerg-12696	74	44	inputs	input	NOUN
fuelectenerg-12696	74	45	and	and	CCONJ
fuelectenerg-12696	74	46	outputs	output	NOUN
fuelectenerg-12696	74	47	.	.	PUNCT
fuelectenerg-12696	75	1	the	the	DET
fuelectenerg-12696	75	2	general	general	ADJ
fuelectenerg-12696	75	3	formulation	formulation	NOUN
fuelectenerg-12696	75	4	for	for	ADP
fuelectenerg-12696	75	5	gpr	gpr	PROPN
fuelectenerg-12696	75	6	,	,	PUNCT
fuelectenerg-12696	75	7	rooted	root	VERB
fuelectenerg-12696	75	8	in	in	ADP
fuelectenerg-12696	75	9	bayesian	bayesian	NOUN
fuelectenerg-12696	75	10	analysis	analysis	NOUN
fuelectenerg-12696	75	11	,	,	PUNCT
fuelectenerg-12696	75	12	is	be	AUX
fuelectenerg-12696	75	13	expressed	express	VERB
fuelectenerg-12696	75	14	as	as	SCONJ
fuelectenerg-12696	75	15	depicted	depict	VERB
fuelectenerg-12696	75	16	by	by	ADP
fuelectenerg-12696	75	17	equation	equation	NOUN
fuelectenerg-12696	75	18	4	4	NUM
fuelectenerg-12696	75	19	.	.	PUNCT
fuelectenerg-12696	76	1	y	y	X
fuelectenerg-12696	76	2	=	=	PRON
fuelectenerg-12696	76	3	f(x)+ϵ	f(x)+ϵ	X
fuelectenerg-12696	76	4	(	(	PUNCT
fuelectenerg-12696	76	5	4	4	NUM
fuelectenerg-12696	76	6	)	)	PUNCT
fuelectenerg-12696	76	7	here	here	ADV
fuelectenerg-12696	76	8	,	,	PUNCT
fuelectenerg-12696	76	9	f	f	PROPN
fuelectenerg-12696	76	10	represents	represent	VERB
fuelectenerg-12696	76	11	the	the	DET
fuelectenerg-12696	76	12	function	function	NOUN
fuelectenerg-12696	76	13	value	value	NOUN
fuelectenerg-12696	76	14	,	,	PUNCT
fuelectenerg-12696	76	15	𝑦	𝑦	NOUN
fuelectenerg-12696	76	16	is	be	AUX
fuelectenerg-12696	76	17	the	the	DET
fuelectenerg-12696	76	18	observed	observed	ADJ
fuelectenerg-12696	76	19	target	target	NOUN
fuelectenerg-12696	76	20	value	value	NOUN
fuelectenerg-12696	76	21	,	,	PUNCT
fuelectenerg-12696	76	22	and	and	CCONJ
fuelectenerg-12696	77	1	ϵ	ϵ	X
fuelectenerg-12696	77	2	denotes	denote	NOUN
fuelectenerg-12696	77	3	additive	additive	ADJ
fuelectenerg-12696	77	4	noise	noise	NOUN
fuelectenerg-12696	77	5	,	,	PUNCT
fuelectenerg-12696	77	6	which	which	PRON
fuelectenerg-12696	77	7	is	be	AUX
fuelectenerg-12696	77	8	normally	normally	ADV
fuelectenerg-12696	77	9	distributed	distribute	VERB
fuelectenerg-12696	77	10	with	with	ADP
fuelectenerg-12696	77	11	a	a	DET
fuelectenerg-12696	77	12	mean	mean	NOUN
fuelectenerg-12696	77	13	of	of	ADP
fuelectenerg-12696	77	14	zero	zero	NUM
fuelectenerg-12696	77	15	and	and	CCONJ
fuelectenerg-12696	77	16	a	a	DET
fuelectenerg-12696	77	17	variance	variance	NOUN
fuelectenerg-12696	77	18	of	of	ADP
fuelectenerg-12696	77	19	σ𝑛	σ𝑛	NOUN
fuelectenerg-12696	77	20	2	2	NUM
fuelectenerg-12696	77	21	in	in	ADP
fuelectenerg-12696	77	22	matrix	matrix	NOUN
fuelectenerg-12696	77	23	form	form	NOUN
fuelectenerg-12696	77	24	,	,	PUNCT
fuelectenerg-12696	77	25	this	this	PRON
fuelectenerg-12696	77	26	can	can	AUX
fuelectenerg-12696	77	27	be	be	AUX
fuelectenerg-12696	77	28	written	write	VERB
fuelectenerg-12696	77	29	as	as	SCONJ
fuelectenerg-12696	77	30	shown	show	VERB
fuelectenerg-12696	77	31	below	below	ADP
fuelectenerg-12696	77	32	:	:	PUNCT
fuelectenerg-12696	77	33	y	y	PROPN
fuelectenerg-12696	77	34	=	=	PUNCT
fuelectenerg-12696	77	35	xtw	xtw	PROPN
fuelectenerg-12696	78	1	+	+	CCONJ
fuelectenerg-12696	78	2	ϵ	ϵ	X
fuelectenerg-12696	78	3	(	(	PUNCT
fuelectenerg-12696	78	4	5	5	NUM
fuelectenerg-12696	78	5	)	)	PUNCT
fuelectenerg-12696	78	6	where	where	SCONJ
fuelectenerg-12696	78	7	xt	xt	PROPN
fuelectenerg-12696	78	8	is	be	AUX
fuelectenerg-12696	78	9	the	the	DET
fuelectenerg-12696	78	10	input	input	NOUN
fuelectenerg-12696	78	11	vector	vector	NOUN
fuelectenerg-12696	78	12	and	and	CCONJ
fuelectenerg-12696	78	13	w	w	NOUN
fuelectenerg-12696	78	14	represents	represent	VERB
fuelectenerg-12696	78	15	the	the	DET
fuelectenerg-12696	78	16	vector	vector	NOUN
fuelectenerg-12696	78	17	of	of	ADP
fuelectenerg-12696	78	18	weights	weight	NOUN
fuelectenerg-12696	78	19	(	(	PUNCT
fuelectenerg-12696	78	20	parameters	parameter	NOUN
fuelectenerg-12696	78	21	)	)	PUNCT
fuelectenerg-12696	78	22	of	of	ADP
fuelectenerg-12696	78	23	the	the	DET
fuelectenerg-12696	78	24	linear	linear	PROPN
fuelectenerg-12696	78	25	model	model	NOUN
fuelectenerg-12696	78	26	.	.	PUNCT
fuelectenerg-12696	79	1	the	the	DET
fuelectenerg-12696	79	2	weight	weight	NOUN
fuelectenerg-12696	79	3	vector	vector	NOUN
fuelectenerg-12696	79	4	w	w	PROPN
fuelectenerg-12696	79	5	follows	follow	VERB
fuelectenerg-12696	79	6	a	a	DET
fuelectenerg-12696	79	7	gaussian	gaussian	NOUN
fuelectenerg-12696	79	8	prior	prior	ADV
fuelectenerg-12696	79	9	with	with	ADP
fuelectenerg-12696	79	10	covariance	covariance	NOUN
fuelectenerg-12696	79	11	matrix	matrix	NOUN
fuelectenerg-12696	79	12	σ	σ	NOUN
fuelectenerg-12696	79	13	p	p	NOUN
fuelectenerg-12696	79	14	is	be	AUX
fuelectenerg-12696	79	15	given	give	VERB
fuelectenerg-12696	79	16	by	by	ADP
fuelectenerg-12696	79	17	equation	equation	NOUN
fuelectenerg-12696	79	18	6	6	NUM
fuelectenerg-12696	79	19	.	.	PUNCT
fuelectenerg-12696	79	20	w∼n(0,σ	w∼n(0,σ	X
fuelectenerg-12696	79	21	p	p	NOUN
fuelectenerg-12696	79	22	)	)	PUNCT
fuelectenerg-12696	79	23	xt	xt	X
fuelectenerg-12696	80	1	(	(	PUNCT
fuelectenerg-12696	80	2	6	6	NUM
fuelectenerg-12696	80	3	)	)	PUNCT
fuelectenerg-12696	80	4	the	the	DET
fuelectenerg-12696	80	5	bayesian	bayesian	NOUN
fuelectenerg-12696	80	6	linear	linear	PROPN
fuelectenerg-12696	80	7	model	model	NOUN
fuelectenerg-12696	80	8	makes	make	VERB
fuelectenerg-12696	80	9	inferences	inference	NOUN
fuelectenerg-12696	80	10	based	base	VERB
fuelectenerg-12696	80	11	on	on	ADP
fuelectenerg-12696	80	12	the	the	DET
fuelectenerg-12696	80	13	posterior	posterior	ADJ
fuelectenerg-12696	80	14	distribution	distribution	NOUN
fuelectenerg-12696	80	15	over	over	ADP
fuelectenerg-12696	80	16	the	the	DET
fuelectenerg-12696	80	17	weights	weight	NOUN
fuelectenerg-12696	80	18	,	,	PUNCT
fuelectenerg-12696	80	19	determined	determine	VERB
fuelectenerg-12696	80	20	by	by	ADP
fuelectenerg-12696	80	21	bayes	bayes	PROPN
fuelectenerg-12696	80	22	'	'	PART
fuelectenerg-12696	80	23	theorem	theorem	NOUN
fuelectenerg-12696	80	24	which	which	PRON
fuelectenerg-12696	80	25	are	be	AUX
fuelectenerg-12696	80	26	predicted	predict	VERB
fuelectenerg-12696	80	27	by	by	ADP
fuelectenerg-12696	80	28	equation	equation	NOUN
fuelectenerg-12696	80	29	7	7	NUM
fuelectenerg-12696	80	30	and	and	CCONJ
fuelectenerg-12696	80	31	8	8	NUM
fuelectenerg-12696	80	32	.	.	PUNCT
fuelectenerg-12696	80	33	posterior	posterior	ADJ
fuelectenerg-12696	80	34	=	=	NOUN
fuelectenerg-12696	80	35	likelihood	likelihood	NOUN
fuelectenerg-12696	80	36	x	x	SYM
fuelectenerg-12696	80	37	prior	prior	ADJ
fuelectenerg-12696	80	38	marginal	marginal	ADJ
fuelectenerg-12696	80	39	likelihood	likelihood	NOUN
fuelectenerg-12696	80	40	(	(	PUNCT
fuelectenerg-12696	80	41	7	7	X
fuelectenerg-12696	80	42	)	)	PUNCT
fuelectenerg-12696	80	43	p(w׀y	p(w׀y	NOUN
fuelectenerg-12696	80	44	,	,	PUNCT
fuelectenerg-12696	80	45	x	x	X
fuelectenerg-12696	80	46	)	)	PUNCT
fuelectenerg-12696	80	47	=	=	PUNCT
fuelectenerg-12696	80	48	𝑝(𝑦׀𝑥,𝑤)𝑝(𝑤	𝑝(𝑦׀𝑥,𝑤)𝑝(𝑤	NOUN
fuelectenerg-12696	80	49	)	)	PUNCT
fuelectenerg-12696	80	50	𝑝(𝑦׀𝑋	𝑝(𝑦׀𝑋	CCONJ
fuelectenerg-12696	80	51	)	)	PUNCT
fuelectenerg-12696	80	52	(	(	PUNCT
fuelectenerg-12696	80	53	8)	8)	NUM
fuelectenerg-12696	80	54	machine	machine	NOUN
fuelectenerg-12696	80	55	learning	learning	NOUN
fuelectenerg-12696	80	56	assisted	assist	VERB
fuelectenerg-12696	80	57	s11	s11	NOUN
fuelectenerg-12696	80	58	prediction	prediction	NOUN
fuelectenerg-12696	80	59	for	for	ADP
fuelectenerg-12696	80	60	a	a	DET
fuelectenerg-12696	80	61	slotted	slotted	ADJ
fuelectenerg-12696	80	62	square	square	ADJ
fuelectenerg-12696	80	63	patch	patch	NOUN
fuelectenerg-12696	80	64	antenna	antenna	NOUN
fuelectenerg-12696	80	65	in	in	ADP
fuelectenerg-12696	80	66	...	...	PUNCT
fuelectenerg-12696	80	67	691	691	NUM
fuelectenerg-12696	80	68	3	3	NUM
fuelectenerg-12696	80	69	.	.	PUNCT
fuelectenerg-12696	80	70	proposed	propose	VERB
fuelectenerg-12696	80	71	antenna	antenna	NOUN
fuelectenerg-12696	80	72	3.1	3.1	NUM
fuelectenerg-12696	80	73	.	.	PUNCT
fuelectenerg-12696	80	74	antenna	antenna	NOUN
fuelectenerg-12696	80	75	structure	structure	NOUN
fuelectenerg-12696	80	76	for	for	ADP
fuelectenerg-12696	80	77	this	this	DET
fuelectenerg-12696	80	78	study	study	NOUN
fuelectenerg-12696	80	79	a	a	DET
fuelectenerg-12696	80	80	slotted	slotted	ADJ
fuelectenerg-12696	80	81	square	square	ADJ
fuelectenerg-12696	80	82	patch	patch	NOUN
fuelectenerg-12696	80	83	antenna	antenna	NOUN
fuelectenerg-12696	80	84	is	be	AUX
fuelectenerg-12696	80	85	simulated	simulate	VERB
fuelectenerg-12696	80	86	using	use	VERB
fuelectenerg-12696	80	87	high	high	ADJ
fuelectenerg-12696	80	88	frequency	frequency	NOUN
fuelectenerg-12696	80	89	simulator	simulator	NOUN
fuelectenerg-12696	80	90	structure	structure	NOUN
fuelectenerg-12696	80	91	(	(	PUNCT
fuelectenerg-12696	80	92	hfss	hfss	NOUN
fuelectenerg-12696	80	93	vs.19	vs.19	NOUN
fuelectenerg-12696	80	94	)	)	PUNCT
fuelectenerg-12696	80	95	software	software	NOUN
fuelectenerg-12696	80	96	with	with	ADP
fuelectenerg-12696	80	97	dimensions	dimension	NOUN
fuelectenerg-12696	80	98	lp	lp	PROPN
fuelectenerg-12696	80	99	and	and	CCONJ
fuelectenerg-12696	80	100	wp	wp	PROPN
fuelectenerg-12696	80	101	is	be	AUX
fuelectenerg-12696	80	102	constructed	construct	VERB
fuelectenerg-12696	80	103	on	on	ADP
fuelectenerg-12696	80	104	an	an	DET
fuelectenerg-12696	80	105	fr4	fr4	NOUN
fuelectenerg-12696	80	106	substrate	substrate	NOUN
fuelectenerg-12696	80	107	of	of	ADP
fuelectenerg-12696	80	108	height	height	NOUN
fuelectenerg-12696	80	109	h	h	NOUN
fuelectenerg-12696	80	110	and	and	CCONJ
fuelectenerg-12696	80	111	is	be	AUX
fuelectenerg-12696	80	112	excited	excite	VERB
fuelectenerg-12696	80	113	using	use	VERB
fuelectenerg-12696	80	114	a	a	DET
fuelectenerg-12696	80	115	coaxial	coaxial	ADJ
fuelectenerg-12696	80	116	probe	probe	NOUN
fuelectenerg-12696	80	117	having	have	VERB
fuelectenerg-12696	80	118	impedance	impedance	NOUN
fuelectenerg-12696	80	119	of	of	ADP
fuelectenerg-12696	80	120	50ω	50ω	PROPN
fuelectenerg-12696	80	121	.	.	PUNCT
fuelectenerg-12696	81	1	figures	figure	NOUN
fuelectenerg-12696	81	2	1(a)–1(c	1(a)–1(c	NUM
fuelectenerg-12696	81	3	)	)	PUNCT
fuelectenerg-12696	81	4	show	show	VERB
fuelectenerg-12696	81	5	the	the	DET
fuelectenerg-12696	81	6	top	top	ADJ
fuelectenerg-12696	81	7	-	-	PUNCT
fuelectenerg-12696	81	8	view	view	NOUN
fuelectenerg-12696	81	9	,	,	PUNCT
fuelectenerg-12696	81	10	bottom	bottom	ADJ
fuelectenerg-12696	81	11	-	-	PUNCT
fuelectenerg-12696	81	12	view	view	NOUN
fuelectenerg-12696	81	13	,	,	PUNCT
fuelectenerg-12696	81	14	and	and	CCONJ
fuelectenerg-12696	81	15	side	side	NOUN
fuelectenerg-12696	81	16	-	-	PUNCT
fuelectenerg-12696	81	17	view	view	NOUN
fuelectenerg-12696	81	18	of	of	ADP
fuelectenerg-12696	81	19	the	the	DET
fuelectenerg-12696	81	20	proposed	propose	VERB
fuelectenerg-12696	81	21	antenna	antenna	NOUN
fuelectenerg-12696	81	22	,	,	PUNCT
fuelectenerg-12696	81	23	respectively	respectively	ADV
fuelectenerg-12696	81	24	.	.	PUNCT
fuelectenerg-12696	82	1	to	to	PART
fuelectenerg-12696	82	2	enhance	enhance	VERB
fuelectenerg-12696	82	3	the	the	DET
fuelectenerg-12696	82	4	performance	performance	NOUN
fuelectenerg-12696	82	5	parameters	parameter	NOUN
fuelectenerg-12696	82	6	of	of	ADP
fuelectenerg-12696	82	7	the	the	DET
fuelectenerg-12696	82	8	square	square	ADJ
fuelectenerg-12696	82	9	patch	patch	NOUN
fuelectenerg-12696	82	10	antenna	antenna	NOUN
fuelectenerg-12696	82	11	,	,	PUNCT
fuelectenerg-12696	82	12	a	a	DET
fuelectenerg-12696	82	13	circular	circular	ADJ
fuelectenerg-12696	82	14	slot	slot	NOUN
fuelectenerg-12696	82	15	with	with	ADP
fuelectenerg-12696	82	16	a	a	DET
fuelectenerg-12696	82	17	radius	radius	NOUN
fuelectenerg-12696	82	18	rc	rc	PROPN
fuelectenerg-12696	82	19	is	be	AUX
fuelectenerg-12696	82	20	incorporated	incorporate	VERB
fuelectenerg-12696	82	21	into	into	ADP
fuelectenerg-12696	82	22	the	the	DET
fuelectenerg-12696	82	23	radiating	radiating	NOUN
fuelectenerg-12696	82	24	patch	patch	NOUN
fuelectenerg-12696	82	25	.	.	PUNCT
fuelectenerg-12696	83	1	the	the	DET
fuelectenerg-12696	83	2	position	position	NOUN
fuelectenerg-12696	83	3	of	of	ADP
fuelectenerg-12696	83	4	circular	circular	ADJ
fuelectenerg-12696	83	5	slot	slot	NOUN
fuelectenerg-12696	83	6	and	and	CCONJ
fuelectenerg-12696	83	7	coaxial	coaxial	ADJ
fuelectenerg-12696	83	8	probe	probe	NOUN
fuelectenerg-12696	83	9	is	be	AUX
fuelectenerg-12696	83	10	optimized	optimize	VERB
fuelectenerg-12696	83	11	to	to	PART
fuelectenerg-12696	83	12	improve	improve	VERB
fuelectenerg-12696	83	13	the	the	DET
fuelectenerg-12696	83	14	functioning	functioning	NOUN
fuelectenerg-12696	83	15	of	of	ADP
fuelectenerg-12696	83	16	the	the	DET
fuelectenerg-12696	83	17	patch	patch	ADJ
fuelectenerg-12696	83	18	antenna	antenna	NOUN
fuelectenerg-12696	83	19	by	by	ADP
fuelectenerg-12696	83	20	broadening	broaden	VERB
fuelectenerg-12696	83	21	its	its	PRON
fuelectenerg-12696	83	22	bandwidth	bandwidth	NOUN
fuelectenerg-12696	83	23	and	and	CCONJ
fuelectenerg-12696	83	24	for	for	ADP
fuelectenerg-12696	83	25	achieving	achieve	VERB
fuelectenerg-12696	83	26	better	well	ADJ
fuelectenerg-12696	83	27	impedance	impedance	NOUN
fuelectenerg-12696	83	28	matching	matching	NOUN
fuelectenerg-12696	83	29	.	.	PUNCT
fuelectenerg-12696	84	1	table	table	NOUN
fuelectenerg-12696	84	2	1	1	NUM
fuelectenerg-12696	84	3	provides	provide	VERB
fuelectenerg-12696	84	4	the	the	DET
fuelectenerg-12696	84	5	various	various	ADJ
fuelectenerg-12696	84	6	dimensions	dimension	NOUN
fuelectenerg-12696	84	7	of	of	ADP
fuelectenerg-12696	84	8	the	the	DET
fuelectenerg-12696	84	9	patch	patch	NOUN
fuelectenerg-12696	84	10	antenna	antenna	NOUN
fuelectenerg-12696	84	11	,	,	PUNCT
fuelectenerg-12696	84	12	and	and	CCONJ
fuelectenerg-12696	84	13	figure	figure	VERB
fuelectenerg-12696	84	14	2	2	NUM
fuelectenerg-12696	84	15	displays	display	VERB
fuelectenerg-12696	84	16	the	the	DET
fuelectenerg-12696	84	17	fabricated	fabricate	VERB
fuelectenerg-12696	84	18	prototype	prototype	NOUN
fuelectenerg-12696	84	19	model	model	NOUN
fuelectenerg-12696	84	20	.	.	PUNCT
fuelectenerg-12696	85	1	table	table	NOUN
fuelectenerg-12696	85	2	1	1	NUM
fuelectenerg-12696	85	3	parameters	parameter	NOUN
fuelectenerg-12696	85	4	of	of	ADP
fuelectenerg-12696	85	5	the	the	DET
fuelectenerg-12696	85	6	proposed	propose	VERB
fuelectenerg-12696	85	7	antenna	antenna	NOUN
fuelectenerg-12696	85	8	model	model	NOUN
fuelectenerg-12696	85	9	ls	ls	PROPN
fuelectenerg-12696	85	10	ws	ws	PROPN
fuelectenerg-12696	85	11	lp	lp	PROPN
fuelectenerg-12696	85	12	wp	wp	PROPN
fuelectenerg-12696	85	13	rc	rc	PROPN
fuelectenerg-12696	85	14	x	x	PROPN
fuelectenerg-12696	85	15	y	y	PROPN
fuelectenerg-12696	85	16	substrate	substrate	NOUN
fuelectenerg-12696	85	17	patch	patch	ADJ
fuelectenerg-12696	85	18	circular	circular	ADJ
fuelectenerg-12696	85	19	slot	slot	NOUN
fuelectenerg-12696	85	20	with	with	ADP
fuelectenerg-12696	85	21	center	center	NOUN
fuelectenerg-12696	85	22	at	at	ADP
fuelectenerg-12696	85	23	(	(	PUNCT
fuelectenerg-12696	85	24	xc	xc	PROPN
fuelectenerg-12696	85	25	,	,	PUNCT
fuelectenerg-12696	85	26	yc	yc	PROPN
fuelectenerg-12696	85	27	,	,	PUNCT
fuelectenerg-12696	85	28	zc	zc	PROPN
fuelectenerg-12696	85	29	)	)	PUNCT
fuelectenerg-12696	85	30	x	x	SYM
fuelectenerg-12696	85	31	yground	yground	NOUN
fuelectenerg-12696	85	32	plane	plane	NOUN
fuelectenerg-12696	85	33	lg	lg	NOUN
fuelectenerg-12696	85	34	wg	wg	PROPN
fuelectenerg-12696	85	35	coaxial	coaxial	ADJ
fuelectenerg-12696	85	36	cable	cable	NOUN
fuelectenerg-12696	85	37	at	at	ADP
fuelectenerg-12696	85	38	(	(	PUNCT
fuelectenerg-12696	85	39	xf	xf	PROPN
fuelectenerg-12696	85	40	,	,	PUNCT
fuelectenerg-12696	85	41	yf	yf	NOUN
fuelectenerg-12696	85	42	)	)	PUNCT
fuelectenerg-12696	85	43	(	(	PUNCT
fuelectenerg-12696	85	44	a	a	X
fuelectenerg-12696	85	45	)	)	PUNCT
fuelectenerg-12696	85	46	(	(	PUNCT
fuelectenerg-12696	85	47	b	b	X
fuelectenerg-12696	85	48	)	)	PUNCT
fuelectenerg-12696	85	49	(	(	PUNCT
fuelectenerg-12696	85	50	c	c	X
fuelectenerg-12696	85	51	)	)	PUNCT
fuelectenerg-12696	85	52	fig	fig	NOUN
fuelectenerg-12696	85	53	.	.	PUNCT
fuelectenerg-12696	86	1	1	1	NUM
fuelectenerg-12696	86	2	proposed	propose	VERB
fuelectenerg-12696	86	3	antenna	antenna	NOUN
fuelectenerg-12696	86	4	geometry	geometry	NOUN
fuelectenerg-12696	86	5	.	.	PUNCT
fuelectenerg-12696	87	1	(	(	PUNCT
fuelectenerg-12696	87	2	a	a	X
fuelectenerg-12696	87	3	)	)	PUNCT
fuelectenerg-12696	87	4	top	top	ADJ
fuelectenerg-12696	87	5	-	-	PUNCT
fuelectenerg-12696	87	6	view	view	NOUN
fuelectenerg-12696	87	7	(	(	PUNCT
fuelectenerg-12696	87	8	b	b	NOUN
fuelectenerg-12696	87	9	)	)	PUNCT
fuelectenerg-12696	87	10	bottom	bottom	ADJ
fuelectenerg-12696	87	11	-	-	PUNCT
fuelectenerg-12696	87	12	view	view	NOUN
fuelectenerg-12696	87	13	(	(	PUNCT
fuelectenerg-12696	87	14	c	c	NOUN
fuelectenerg-12696	87	15	)	)	PUNCT
fuelectenerg-12696	87	16	side	side	ADJ
fuelectenerg-12696	87	17	-	-	PUNCT
fuelectenerg-12696	87	18	view	view	NOUN
fuelectenerg-12696	87	19	parameters	parameter	NOUN
fuelectenerg-12696	87	20	values	value	NOUN
fuelectenerg-12696	87	21	(	(	PUNCT
fuelectenerg-12696	87	22	mm	mm	NOUN
fuelectenerg-12696	87	23	)	)	PUNCT
fuelectenerg-12696	87	24	length	length	NOUN
fuelectenerg-12696	87	25	of	of	ADP
fuelectenerg-12696	87	26	ground	ground	NOUN
fuelectenerg-12696	87	27	plane	plane	NOUN
fuelectenerg-12696	87	28	(	(	PUNCT
fuelectenerg-12696	87	29	lg	lg	NOUN
fuelectenerg-12696	87	30	)	)	PUNCT
fuelectenerg-12696	87	31	30	30	NUM
fuelectenerg-12696	87	32	width	width	NOUN
fuelectenerg-12696	87	33	of	of	ADP
fuelectenerg-12696	87	34	ground	ground	NOUN
fuelectenerg-12696	87	35	plane	plane	NOUN
fuelectenerg-12696	87	36	(	(	PUNCT
fuelectenerg-12696	87	37	wg	wg	PROPN
fuelectenerg-12696	87	38	)	)	PUNCT
fuelectenerg-12696	87	39	30	30	NUM
fuelectenerg-12696	87	40	length	length	NOUN
fuelectenerg-12696	87	41	of	of	ADP
fuelectenerg-12696	87	42	substrate	substrate	NOUN
fuelectenerg-12696	87	43	(	(	PUNCT
fuelectenerg-12696	87	44	ls	ls	ADJ
fuelectenerg-12696	87	45	)	)	PUNCT
fuelectenerg-12696	87	46	30	30	NUM
fuelectenerg-12696	87	47	width	width	NOUN
fuelectenerg-12696	87	48	of	of	ADP
fuelectenerg-12696	87	49	substrate	substrate	NOUN
fuelectenerg-12696	87	50	(	(	PUNCT
fuelectenerg-12696	87	51	ws	ws	NOUN
fuelectenerg-12696	87	52	)	)	PUNCT
fuelectenerg-12696	87	53	30	30	NUM
fuelectenerg-12696	87	54	patch	patch	NOUN
fuelectenerg-12696	87	55	length	length	NOUN
fuelectenerg-12696	87	56	(	(	PUNCT
fuelectenerg-12696	87	57	lp	lp	NOUN
fuelectenerg-12696	87	58	)	)	PUNCT
fuelectenerg-12696	87	59	11.1	11.1	NUM
fuelectenerg-12696	87	60	patch	patch	NOUN
fuelectenerg-12696	87	61	width	width	NOUN
fuelectenerg-12696	87	62	(	(	PUNCT
fuelectenerg-12696	87	63	wp	wp	NOUN
fuelectenerg-12696	87	64	)	)	PUNCT
fuelectenerg-12696	87	65	11.1	11.1	NUM
fuelectenerg-12696	87	66	circular	circular	ADJ
fuelectenerg-12696	87	67	slot	slot	NOUN
fuelectenerg-12696	87	68	radius	radius	NOUN
fuelectenerg-12696	87	69	(	(	PUNCT
fuelectenerg-12696	87	70	rc	rc	PROPN
fuelectenerg-12696	87	71	)	)	PUNCT
fuelectenerg-12696	87	72	2	2	NUM
fuelectenerg-12696	87	73	position	position	NOUN
fuelectenerg-12696	87	74	of	of	ADP
fuelectenerg-12696	87	75	coaxial	coaxial	ADJ
fuelectenerg-12696	87	76	probe	probe	NOUN
fuelectenerg-12696	87	77	in	in	ADP
fuelectenerg-12696	87	78	x	x	NOUN
fuelectenerg-12696	87	79	-	-	NOUN
fuelectenerg-12696	87	80	axis	axis	ADJ
fuelectenerg-12696	87	81	(	(	PUNCT
fuelectenerg-12696	87	82	xf	xf	NOUN
fuelectenerg-12696	87	83	)	)	PUNCT
fuelectenerg-12696	87	84	0	0	NUM
fuelectenerg-12696	87	85	position	position	NOUN
fuelectenerg-12696	87	86	of	of	ADP
fuelectenerg-12696	87	87	coaxial	coaxial	ADJ
fuelectenerg-12696	87	88	probe	probe	NOUN
fuelectenerg-12696	87	89	in	in	ADP
fuelectenerg-12696	87	90	y	y	NOUN
fuelectenerg-12696	87	91	-	-	PUNCT
fuelectenerg-12696	87	92	axis	axis	NOUN
fuelectenerg-12696	87	93	(	(	PUNCT
fuelectenerg-12696	87	94	yf	yf	NOUN
fuelectenerg-12696	87	95	)	)	PUNCT
fuelectenerg-12696	87	96	position	position	NOUN
fuelectenerg-12696	87	97	of	of	ADP
fuelectenerg-12696	87	98	circular	circular	ADJ
fuelectenerg-12696	87	99	slot	slot	NOUN
fuelectenerg-12696	87	100	on	on	ADP
fuelectenerg-12696	87	101	xy	xy	PROPN
fuelectenerg-12696	87	102	plane	plane	NOUN
fuelectenerg-12696	87	103	(	(	PUNCT
fuelectenerg-12696	87	104	xc	xc	PROPN
fuelectenerg-12696	87	105	,	,	PUNCT
fuelectenerg-12696	87	106	yc	yc	PROPN
fuelectenerg-12696	87	107	,	,	PUNCT
fuelectenerg-12696	87	108	zc	zc	PROPN
fuelectenerg-12696	87	109	)	)	PUNCT
fuelectenerg-12696	87	110	-2	-2	NOUN
fuelectenerg-12696	87	111	(	(	PUNCT
fuelectenerg-12696	87	112	2,2,1.6	2,2,1.6	NOUN
fuelectenerg-12696	87	113	)	)	PUNCT
fuelectenerg-12696	87	114	692	692	NUM
fuelectenerg-12696	87	115	d	d	PROPN
fuelectenerg-12696	87	116	verma	verma	PROPN
fuelectenerg-12696	87	117	,	,	PUNCT
fuelectenerg-12696	87	118	p	p	PROPN
fuelectenerg-12696	87	119	ranjan	ranjan	PROPN
fuelectenerg-12696	87	120	,	,	PUNCT
fuelectenerg-12696	87	121	a	a	DET
fuelectenerg-12696	87	122	verma	verma	PROPN
fuelectenerg-12696	87	123	,	,	PUNCT
fuelectenerg-12696	87	124	p	p	PROPN
fuelectenerg-12696	87	125	k	k	PROPN
fuelectenerg-12696	87	126	goswami	goswami	PROPN
fuelectenerg-12696	87	127	,	,	PUNCT
fuelectenerg-12696	87	128	n	n	DET
fuelectenerg-12696	87	129	kaushik	kaushik	PROPN
fuelectenerg-12696	87	130	figure	figure	NOUN
fuelectenerg-12696	87	131	2	2	NUM
fuelectenerg-12696	87	132	illustrate	illustrate	VERB
fuelectenerg-12696	87	133	the	the	DET
fuelectenerg-12696	87	134	fabricated	fabricate	VERB
fuelectenerg-12696	87	135	prototype	prototype	NOUN
fuelectenerg-12696	87	136	of	of	ADP
fuelectenerg-12696	87	137	the	the	DET
fuelectenerg-12696	87	138	antenna	antenna	NOUN
fuelectenerg-12696	87	139	,	,	PUNCT
fuelectenerg-12696	87	140	with	with	ADP
fuelectenerg-12696	87	141	the	the	DET
fuelectenerg-12696	87	142	results	result	NOUN
fuelectenerg-12696	87	143	of	of	ADP
fuelectenerg-12696	87	144	the	the	DET
fuelectenerg-12696	87	145	antenna	antenna	NOUN
fuelectenerg-12696	87	146	being	be	AUX
fuelectenerg-12696	87	147	measured	measure	VERB
fuelectenerg-12696	87	148	with	with	ADP
fuelectenerg-12696	87	149	the	the	DET
fuelectenerg-12696	87	150	help	help	NOUN
fuelectenerg-12696	87	151	of	of	ADP
fuelectenerg-12696	87	152	vector	vector	NOUN
fuelectenerg-12696	87	153	network	network	NOUN
fuelectenerg-12696	87	154	analyzer	analyzer	NOUN
fuelectenerg-12696	87	155	.	.	PUNCT
fuelectenerg-12696	88	1	(	(	PUNCT
fuelectenerg-12696	88	2	a	a	X
fuelectenerg-12696	88	3	)	)	PUNCT
fuelectenerg-12696	88	4	(	(	PUNCT
fuelectenerg-12696	88	5	b	b	X
fuelectenerg-12696	88	6	)	)	PUNCT
fuelectenerg-12696	88	7	fig	fig	NOUN
fuelectenerg-12696	88	8	.	.	PUNCT
fuelectenerg-12696	89	1	2	2	NUM
fuelectenerg-12696	89	2	fabricated	fabricate	VERB
fuelectenerg-12696	89	3	model	model	NOUN
fuelectenerg-12696	89	4	of	of	ADP
fuelectenerg-12696	89	5	proposed	propose	VERB
fuelectenerg-12696	89	6	antenna	antenna	NOUN
fuelectenerg-12696	89	7	(	(	PUNCT
fuelectenerg-12696	89	8	a	a	X
fuelectenerg-12696	89	9	)	)	PUNCT
fuelectenerg-12696	89	10	top	top	ADJ
fuelectenerg-12696	89	11	view	view	NOUN
fuelectenerg-12696	89	12	(	(	PUNCT
fuelectenerg-12696	89	13	b	b	NOUN
fuelectenerg-12696	89	14	)	)	PUNCT
fuelectenerg-12696	89	15	bottom	bottom	ADJ
fuelectenerg-12696	89	16	view	view	NOUN
fuelectenerg-12696	89	17	3.2	3.2	NUM
fuelectenerg-12696	89	18	.	.	PUNCT
fuelectenerg-12696	90	1	analysis	analysis	NOUN
fuelectenerg-12696	90	2	of	of	ADP
fuelectenerg-12696	90	3	simulated	simulate	VERB
fuelectenerg-12696	90	4	and	and	CCONJ
fuelectenerg-12696	90	5	measured	measure	VERB
fuelectenerg-12696	90	6	results	result	NOUN
fuelectenerg-12696	90	7	figure	figure	VERB
fuelectenerg-12696	90	8	3	3	NUM
fuelectenerg-12696	90	9	presents	present	VERB
fuelectenerg-12696	90	10	a	a	DET
fuelectenerg-12696	90	11	detailed	detailed	ADJ
fuelectenerg-12696	90	12	comparison	comparison	NOUN
fuelectenerg-12696	90	13	of	of	ADP
fuelectenerg-12696	90	14	the	the	DET
fuelectenerg-12696	90	15	simulated	simulate	VERB
fuelectenerg-12696	90	16	and	and	CCONJ
fuelectenerg-12696	90	17	measured	measure	VERB
fuelectenerg-12696	90	18	s11	s11	NOUN
fuelectenerg-12696	90	19	of	of	ADP
fuelectenerg-12696	90	20	the	the	DET
fuelectenerg-12696	90	21	antenna	antenna	NOUN
fuelectenerg-12696	90	22	across	across	ADP
fuelectenerg-12696	90	23	frequencies	frequency	NOUN
fuelectenerg-12696	90	24	,	,	PUNCT
fuelectenerg-12696	90	25	showing	show	VERB
fuelectenerg-12696	90	26	that	that	SCONJ
fuelectenerg-12696	90	27	the	the	DET
fuelectenerg-12696	90	28	proposed	propose	VERB
fuelectenerg-12696	90	29	antenna	antenna	NOUN
fuelectenerg-12696	90	30	achieves	achieve	VERB
fuelectenerg-12696	90	31	an	an	DET
fuelectenerg-12696	90	32	impedance	impedance	NOUN
fuelectenerg-12696	90	33	bandwidth	bandwidth	NOUN
fuelectenerg-12696	90	34	from	from	ADP
fuelectenerg-12696	90	35	5.6	5.6	NUM
fuelectenerg-12696	90	36	ghz	ghz	NOUN
fuelectenerg-12696	90	37	to	to	ADP
fuelectenerg-12696	90	38	5.85	5.85	NUM
fuelectenerg-12696	90	39	ghz	ghz	NOUN
fuelectenerg-12696	90	40	.	.	PUNCT
fuelectenerg-12696	91	1	figure	figure	VERB
fuelectenerg-12696	91	2	4	4	NUM
fuelectenerg-12696	91	3	analyzes	analyze	VERB
fuelectenerg-12696	91	4	the	the	DET
fuelectenerg-12696	91	5	gain	gain	NOUN
fuelectenerg-12696	91	6	versus	versus	ADP
fuelectenerg-12696	91	7	frequency	frequency	NOUN
fuelectenerg-12696	91	8	,	,	PUNCT
fuelectenerg-12696	91	9	indicating	indicate	VERB
fuelectenerg-12696	91	10	a	a	DET
fuelectenerg-12696	91	11	peak	peak	NOUN
fuelectenerg-12696	91	12	gain	gain	NOUN
fuelectenerg-12696	91	13	of	of	ADP
fuelectenerg-12696	91	14	4.2dbi	4.2dbi	NUM
fuelectenerg-12696	91	15	.	.	PUNCT
fuelectenerg-12696	92	1	the	the	DET
fuelectenerg-12696	92	2	strong	strong	ADJ
fuelectenerg-12696	92	3	agreement	agreement	NOUN
fuelectenerg-12696	92	4	between	between	ADP
fuelectenerg-12696	92	5	measured	measured	ADJ
fuelectenerg-12696	92	6	and	and	CCONJ
fuelectenerg-12696	92	7	simulated	simulated	ADJ
fuelectenerg-12696	92	8	results	result	NOUN
fuelectenerg-12696	92	9	,	,	PUNCT
fuelectenerg-12696	92	10	with	with	ADP
fuelectenerg-12696	92	11	minor	minor	ADJ
fuelectenerg-12696	92	12	differences	difference	NOUN
fuelectenerg-12696	92	13	due	due	ADP
fuelectenerg-12696	92	14	to	to	ADP
fuelectenerg-12696	92	15	fabrication	fabrication	NOUN
fuelectenerg-12696	92	16	and	and	CCONJ
fuelectenerg-12696	92	17	connection	connection	NOUN
fuelectenerg-12696	92	18	losses	loss	NOUN
fuelectenerg-12696	92	19	,	,	PUNCT
fuelectenerg-12696	92	20	is	be	AUX
fuelectenerg-12696	92	21	noteworthy	noteworthy	ADJ
fuelectenerg-12696	92	22	.	.	PUNCT
fuelectenerg-12696	93	1	figure	figure	NOUN
fuelectenerg-12696	93	2	5	5	NUM
fuelectenerg-12696	93	3	illustrates	illustrate	VERB
fuelectenerg-12696	93	4	the	the	DET
fuelectenerg-12696	93	5	simulated	simulated	ADJ
fuelectenerg-12696	93	6	radiation	radiation	NOUN
fuelectenerg-12696	93	7	patterns	pattern	NOUN
fuelectenerg-12696	93	8	of	of	ADP
fuelectenerg-12696	93	9	the	the	DET
fuelectenerg-12696	93	10	proposed	propose	VERB
fuelectenerg-12696	93	11	antenna	antenna	NOUN
fuelectenerg-12696	93	12	in	in	ADP
fuelectenerg-12696	93	13	both	both	CCONJ
fuelectenerg-12696	93	14	the	the	DET
fuelectenerg-12696	93	15	eplane	eplane	NOUN
fuelectenerg-12696	93	16	and	and	CCONJ
fuelectenerg-12696	93	17	h	h	NOUN
fuelectenerg-12696	93	18	-	-	PUNCT
fuelectenerg-12696	93	19	plane	plane	NOUN
fuelectenerg-12696	93	20	at	at	ADP
fuelectenerg-12696	93	21	5.79	5.79	NUM
fuelectenerg-12696	93	22	ghz	ghz	NOUN
fuelectenerg-12696	93	23	.	.	PUNCT
fuelectenerg-12696	94	1	4.0	4.0	NUM
fuelectenerg-12696	94	2	4.5	4.5	NUM
fuelectenerg-12696	94	3	5.0	5.0	NUM
fuelectenerg-12696	94	4	5.5	5.5	NUM
fuelectenerg-12696	94	5	6.0	6.0	NUM
fuelectenerg-12696	94	6	6.5	6.5	NUM
fuelectenerg-12696	94	7	7.0	7.0	NUM
fuelectenerg-12696	94	8	-25	-25	SYM
fuelectenerg-12696	94	9	-20	-20	NUM
fuelectenerg-12696	94	10	-15	-15	PUNCT
fuelectenerg-12696	94	11	-10	-10	PUNCT
fuelectenerg-12696	95	1	-5	-5	PUNCT
fuelectenerg-12696	95	2	0	0	NUM
fuelectenerg-12696	96	1	s	s	NOUN
fuelectenerg-12696	96	2	1	1	NUM
fuelectenerg-12696	96	3	1	1	NUM
fuelectenerg-12696	96	4	(	(	PUNCT
fuelectenerg-12696	96	5	d	d	PROPN
fuelectenerg-12696	96	6	b	b	PROPN
fuelectenerg-12696	96	7	)	)	PUNCT
fuelectenerg-12696	96	8	frequency(ghz	frequency(ghz	NOUN
fuelectenerg-12696	96	9	)	)	PUNCT
fuelectenerg-12696	96	10	simulated	simulate	VERB
fuelectenerg-12696	96	11	result	result	NOUN
fuelectenerg-12696	96	12	measured	measure	VERB
fuelectenerg-12696	96	13	result	result	NOUN
fuelectenerg-12696	96	14	fig	fig	NOUN
fuelectenerg-12696	96	15	.	.	PUNCT
fuelectenerg-12696	97	1	3	3	NUM
fuelectenerg-12696	97	2	s11	s11	PROPN
fuelectenerg-12696	97	3	versus	versus	X
fuelectenerg-12696	97	4	frequency	frequency	NOUN
fuelectenerg-12696	97	5	(	(	PUNCT
fuelectenerg-12696	97	6	simulated	simulate	VERB
fuelectenerg-12696	97	7	,	,	PUNCT
fuelectenerg-12696	97	8	measured	measure	VERB
fuelectenerg-12696	97	9	)	)	PUNCT
fuelectenerg-12696	97	10	of	of	ADP
fuelectenerg-12696	97	11	proposed	propose	VERB
fuelectenerg-12696	97	12	antenna	antenna	NOUN
fuelectenerg-12696	97	13	machine	machine	NOUN
fuelectenerg-12696	97	14	learning	learning	NOUN
fuelectenerg-12696	97	15	assisted	assist	VERB
fuelectenerg-12696	97	16	s11	s11	NOUN
fuelectenerg-12696	97	17	prediction	prediction	NOUN
fuelectenerg-12696	97	18	for	for	ADP
fuelectenerg-12696	97	19	a	a	DET
fuelectenerg-12696	97	20	slotted	slotted	ADJ
fuelectenerg-12696	97	21	square	square	ADJ
fuelectenerg-12696	97	22	patch	patch	NOUN
fuelectenerg-12696	97	23	antenna	antenna	NOUN
fuelectenerg-12696	97	24	in	in	ADP
fuelectenerg-12696	97	25	...	...	PUNCT
fuelectenerg-12696	97	26	693	693	NUM
fuelectenerg-12696	97	27	4.0	4.0	NUM
fuelectenerg-12696	97	28	4.5	4.5	NUM
fuelectenerg-12696	97	29	5.0	5.0	NUM
fuelectenerg-12696	97	30	5.5	5.5	NUM
fuelectenerg-12696	97	31	6.0	6.0	NUM
fuelectenerg-12696	97	32	6.5	6.5	NUM
fuelectenerg-12696	97	33	7.0	7.0	NUM
fuelectenerg-12696	97	34	-4	-4	INTJ
fuelectenerg-12696	97	35	-2	-2	NOUN
fuelectenerg-12696	97	36	0	0	NUM
fuelectenerg-12696	97	37	2	2	NUM
fuelectenerg-12696	97	38	4	4	NUM
fuelectenerg-12696	97	39	6	6	NUM
fuelectenerg-12696	97	40	g	g	NOUN
fuelectenerg-12696	97	41	a	a	PRON
fuelectenerg-12696	97	42	in	in	ADP
fuelectenerg-12696	97	43	(	(	PUNCT
fuelectenerg-12696	97	44	d	d	PROPN
fuelectenerg-12696	97	45	b	b	PROPN
fuelectenerg-12696	97	46	i	i	NOUN
fuelectenerg-12696	97	47	)	)	PUNCT
fuelectenerg-12696	97	48	frequency(ghz	frequency(ghz	NOUN
fuelectenerg-12696	97	49	)	)	PUNCT
fuelectenerg-12696	97	50	simulated	simulate	VERB
fuelectenerg-12696	97	51	result	result	NOUN
fuelectenerg-12696	97	52	measured	measure	VERB
fuelectenerg-12696	97	53	result	result	NOUN
fuelectenerg-12696	97	54	fig	fig	NOUN
fuelectenerg-12696	97	55	.	.	PUNCT
fuelectenerg-12696	98	1	4	4	NUM
fuelectenerg-12696	98	2	gain	gain	NOUN
fuelectenerg-12696	98	3	versus	versus	ADP
fuelectenerg-12696	98	4	frequency	frequency	NOUN
fuelectenerg-12696	98	5	(	(	PUNCT
fuelectenerg-12696	98	6	simulated	simulate	VERB
fuelectenerg-12696	98	7	and	and	CCONJ
fuelectenerg-12696	98	8	measured	measure	VERB
fuelectenerg-12696	98	9	)	)	PUNCT
fuelectenerg-12696	98	10	of	of	ADP
fuelectenerg-12696	98	11	proposed	propose	VERB
fuelectenerg-12696	98	12	antenna	antenna	NOUN
fuelectenerg-12696	98	13	-30	-30	PUNCT
fuelectenerg-12696	98	14	-25	-25	PROPN
fuelectenerg-12696	98	15	-20	-20	NUM
fuelectenerg-12696	98	16	-15	-15	PUNCT
fuelectenerg-12696	98	17	-10	-10	PUNCT
fuelectenerg-12696	99	1	-5	-5	NOUN
fuelectenerg-12696	99	2	0	0	NUM
fuelectenerg-12696	99	3	0	0	NUM
fuelectenerg-12696	99	4	30	30	NUM
fuelectenerg-12696	99	5	60	60	NUM
fuelectenerg-12696	99	6	90	90	NUM
fuelectenerg-12696	99	7	120	120	NUM
fuelectenerg-12696	99	8	150	150	NUM
fuelectenerg-12696	99	9	180	180	NUM
fuelectenerg-12696	99	10	210	210	NUM
fuelectenerg-12696	99	11	240	240	NUM
fuelectenerg-12696	99	12	270	270	NUM
fuelectenerg-12696	99	13	300	300	NUM
fuelectenerg-12696	99	14	330	330	NUM
fuelectenerg-12696	99	15	-30	-30	NUM
fuelectenerg-12696	99	16	-25	-25	PROPN
fuelectenerg-12696	99	17	-20	-20	NUM
fuelectenerg-12696	99	18	-15	-15	PUNCT
fuelectenerg-12696	99	19	-10	-10	PUNCT
fuelectenerg-12696	99	20	-5	-5	PUNCT
fuelectenerg-12696	99	21	0	0	NUM
fuelectenerg-12696	99	22	simulated	simulate	VERB
fuelectenerg-12696	99	23	measured	measure	VERB
fuelectenerg-12696	99	24	(	(	PUNCT
fuelectenerg-12696	99	25	a	a	X
fuelectenerg-12696	99	26	)	)	PUNCT
fuelectenerg-12696	99	27	0	0	NUM
fuelectenerg-12696	99	28	30	30	NUM
fuelectenerg-12696	99	29	60	60	NUM
fuelectenerg-12696	99	30	90	90	NUM
fuelectenerg-12696	99	31	120	120	NUM
fuelectenerg-12696	99	32	150	150	NUM
fuelectenerg-12696	99	33	180	180	NUM
fuelectenerg-12696	99	34	210	210	NUM
fuelectenerg-12696	99	35	240	240	NUM
fuelectenerg-12696	99	36	270	270	NUM
fuelectenerg-12696	99	37	300	300	NUM
fuelectenerg-12696	99	38	330	330	NUM
fuelectenerg-12696	99	39	-50	-50	PUNCT
fuelectenerg-12696	99	40	-40	-40	PUNCT
fuelectenerg-12696	99	41	-30	-30	NUM
fuelectenerg-12696	99	42	-20	-20	NUM
fuelectenerg-12696	99	43	-10	-10	X
fuelectenerg-12696	99	44	0	0	NUM
fuelectenerg-12696	99	45	-50	-50	PUNCT
fuelectenerg-12696	99	46	-40	-40	PROPN
fuelectenerg-12696	100	1	-30	-30	NUM
fuelectenerg-12696	100	2	-20	-20	NUM
fuelectenerg-12696	100	3	-10	-10	SYM
fuelectenerg-12696	100	4	0	0	NUM
fuelectenerg-12696	100	5	simulated	simulate	VERB
fuelectenerg-12696	100	6	measured	measure	VERB
fuelectenerg-12696	100	7	(	(	PUNCT
fuelectenerg-12696	100	8	b	b	NOUN
fuelectenerg-12696	100	9	)	)	PUNCT
fuelectenerg-12696	100	10	fig	fig	NOUN
fuelectenerg-12696	100	11	.	.	PUNCT
fuelectenerg-12696	101	1	5	5	NUM
fuelectenerg-12696	101	2	radiation	radiation	NOUN
fuelectenerg-12696	101	3	pattern	pattern	NOUN
fuelectenerg-12696	101	4	(	(	PUNCT
fuelectenerg-12696	101	5	simulated	simulate	VERB
fuelectenerg-12696	101	6	and	and	CCONJ
fuelectenerg-12696	101	7	measured	measure	VERB
fuelectenerg-12696	101	8	)	)	PUNCT
fuelectenerg-12696	101	9	at	at	ADP
fuelectenerg-12696	101	10	5.79	5.79	NUM
fuelectenerg-12696	101	11	ghz	ghz	NOUN
fuelectenerg-12696	101	12	of	of	ADP
fuelectenerg-12696	101	13	the	the	DET
fuelectenerg-12696	101	14	proposed	propose	VERB
fuelectenerg-12696	101	15	antenna	antenna	NOUN
fuelectenerg-12696	101	16	694	694	NUM
fuelectenerg-12696	101	17	d	d	PROPN
fuelectenerg-12696	101	18	verma	verma	PROPN
fuelectenerg-12696	101	19	,	,	PUNCT
fuelectenerg-12696	101	20	p	p	PROPN
fuelectenerg-12696	101	21	ranjan	ranjan	PROPN
fuelectenerg-12696	101	22	,	,	PUNCT
fuelectenerg-12696	101	23	a	a	DET
fuelectenerg-12696	101	24	verma	verma	PROPN
fuelectenerg-12696	101	25	,	,	PUNCT
fuelectenerg-12696	101	26	p	p	PROPN
fuelectenerg-12696	101	27	k	k	PROPN
fuelectenerg-12696	101	28	goswami	goswami	PROPN
fuelectenerg-12696	101	29	,	,	PUNCT
fuelectenerg-12696	101	30	n	n	CCONJ
fuelectenerg-12696	101	31	kaushik	kaushik	NOUN
fuelectenerg-12696	101	32	4	4	NUM
fuelectenerg-12696	101	33	.	.	X
fuelectenerg-12696	101	34	implementaion	implementaion	NOUN
fuelectenerg-12696	101	35	and	and	CCONJ
fuelectenerg-12696	101	36	discussion	discussion	NOUN
fuelectenerg-12696	101	37	using	use	VERB
fuelectenerg-12696	101	38	ml	ml	ADP
fuelectenerg-12696	101	39	techniques	technique	NOUN
fuelectenerg-12696	101	40	this	this	DET
fuelectenerg-12696	101	41	section	section	NOUN
fuelectenerg-12696	101	42	throws	throw	VERB
fuelectenerg-12696	101	43	insights	insight	NOUN
fuelectenerg-12696	101	44	about	about	ADP
fuelectenerg-12696	101	45	machine	machine	NOUN
fuelectenerg-12696	101	46	learning	learn	VERB
fuelectenerg-12696	101	47	algorithms	algorithm	NOUN
fuelectenerg-12696	101	48	being	be	AUX
fuelectenerg-12696	101	49	employed	employ	VERB
fuelectenerg-12696	101	50	to	to	PART
fuelectenerg-12696	101	51	predict	predict	VERB
fuelectenerg-12696	101	52	s11	s11	PROPN
fuelectenerg-12696	101	53	of	of	ADP
fuelectenerg-12696	101	54	slotted	slotted	ADJ
fuelectenerg-12696	101	55	patch	patch	NOUN
fuelectenerg-12696	101	56	antenna	antenna	NOUN
fuelectenerg-12696	101	57	.	.	PUNCT
fuelectenerg-12696	102	1	initially	initially	ADV
fuelectenerg-12696	102	2	,	,	PUNCT
fuelectenerg-12696	102	3	the	the	DET
fuelectenerg-12696	102	4	dataset	dataset	NOUN
fuelectenerg-12696	102	5	is	be	AUX
fuelectenerg-12696	102	6	loaded	load	VERB
fuelectenerg-12696	102	7	and	and	CCONJ
fuelectenerg-12696	102	8	then	then	ADV
fuelectenerg-12696	102	9	divided	divide	VERB
fuelectenerg-12696	102	10	into	into	ADP
fuelectenerg-12696	102	11	a	a	DET
fuelectenerg-12696	102	12	training	training	NOUN
fuelectenerg-12696	102	13	set	set	NOUN
fuelectenerg-12696	102	14	(	(	PUNCT
fuelectenerg-12696	102	15	80	80	NUM
fuelectenerg-12696	102	16	%	%	NOUN
fuelectenerg-12696	102	17	)	)	PUNCT
fuelectenerg-12696	102	18	and	and	CCONJ
fuelectenerg-12696	102	19	a	a	DET
fuelectenerg-12696	102	20	test	test	NOUN
fuelectenerg-12696	102	21	set	set	NOUN
fuelectenerg-12696	102	22	(	(	PUNCT
fuelectenerg-12696	102	23	20	20	NUM
fuelectenerg-12696	102	24	%	%	NOUN
fuelectenerg-12696	102	25	)	)	PUNCT
fuelectenerg-12696	102	26	,	,	PUNCT
fuelectenerg-12696	102	27	following	follow	VERB
fuelectenerg-12696	102	28	standard	standard	ADJ
fuelectenerg-12696	102	29	practices	practice	NOUN
fuelectenerg-12696	102	30	.	.	PUNCT
fuelectenerg-12696	103	1	the	the	DET
fuelectenerg-12696	103	2	training	training	NOUN
fuelectenerg-12696	103	3	set	set	NOUN
fuelectenerg-12696	103	4	is	be	AUX
fuelectenerg-12696	103	5	employed	employ	VERB
fuelectenerg-12696	103	6	to	to	PART
fuelectenerg-12696	103	7	train	train	VERB
fuelectenerg-12696	103	8	three	three	NUM
fuelectenerg-12696	103	9	ml	ml	NOUN
fuelectenerg-12696	103	10	models	model	NOUN
fuelectenerg-12696	103	11	(	(	PUNCT
fuelectenerg-12696	103	12	ann	ann	PROPN
fuelectenerg-12696	103	13	,	,	PUNCT
fuelectenerg-12696	103	14	svm	svm	PROPN
fuelectenerg-12696	103	15	,	,	PUNCT
fuelectenerg-12696	103	16	gpr	gpr	PROPN
fuelectenerg-12696	103	17	)	)	PUNCT
fuelectenerg-12696	103	18	with	with	ADP
fuelectenerg-12696	103	19	various	various	ADJ
fuelectenerg-12696	103	20	parameters	parameter	NOUN
fuelectenerg-12696	103	21	.	.	PUNCT
fuelectenerg-12696	104	1	once	once	SCONJ
fuelectenerg-12696	104	2	the	the	DET
fuelectenerg-12696	104	3	model	model	NOUN
fuelectenerg-12696	104	4	is	be	AUX
fuelectenerg-12696	104	5	trained	train	VERB
fuelectenerg-12696	104	6	,	,	PUNCT
fuelectenerg-12696	104	7	predictions	prediction	NOUN
fuelectenerg-12696	104	8	are	be	AUX
fuelectenerg-12696	104	9	made	make	VERB
fuelectenerg-12696	104	10	using	use	VERB
fuelectenerg-12696	104	11	the	the	DET
fuelectenerg-12696	104	12	test	test	NOUN
fuelectenerg-12696	104	13	set	set	NOUN
fuelectenerg-12696	104	14	.	.	PUNCT
fuelectenerg-12696	105	1	finally	finally	ADV
fuelectenerg-12696	105	2	,	,	PUNCT
fuelectenerg-12696	105	3	the	the	DET
fuelectenerg-12696	105	4	mean	mean	NOUN
fuelectenerg-12696	105	5	squared	square	VERB
fuelectenerg-12696	105	6	error	error	NOUN
fuelectenerg-12696	105	7	(	(	PUNCT
fuelectenerg-12696	105	8	mse	mse	NOUN
fuelectenerg-12696	105	9	)	)	PUNCT
fuelectenerg-12696	105	10	and	and	CCONJ
fuelectenerg-12696	105	11	the	the	DET
fuelectenerg-12696	105	12	r	r	NOUN
fuelectenerg-12696	105	13	-	-	PUNCT
fuelectenerg-12696	105	14	squared	square	VERB
fuelectenerg-12696	105	15	(	(	PUNCT
fuelectenerg-12696	105	16	r²	r²	NOUN
fuelectenerg-12696	105	17	)	)	PUNCT
fuelectenerg-12696	105	18	score	score	NOUN
fuelectenerg-12696	105	19	are	be	AUX
fuelectenerg-12696	105	20	calculated	calculate	VERB
fuelectenerg-12696	105	21	to	to	PART
fuelectenerg-12696	105	22	assess	assess	VERB
fuelectenerg-12696	105	23	the	the	DET
fuelectenerg-12696	105	24	model	model	NOUN
fuelectenerg-12696	105	25	's	's	PART
fuelectenerg-12696	105	26	accuracy	accuracy	NOUN
fuelectenerg-12696	105	27	by	by	ADP
fuelectenerg-12696	105	28	comparing	compare	VERB
fuelectenerg-12696	105	29	the	the	DET
fuelectenerg-12696	105	30	predicted	predict	VERB
fuelectenerg-12696	105	31	results	result	NOUN
fuelectenerg-12696	105	32	with	with	ADP
fuelectenerg-12696	105	33	the	the	DET
fuelectenerg-12696	105	34	actual	actual	ADJ
fuelectenerg-12696	105	35	data	datum	NOUN
fuelectenerg-12696	105	36	.	.	PUNCT
fuelectenerg-12696	106	1	4.1	4.1	NUM
fuelectenerg-12696	106	2	.	.	PUNCT
fuelectenerg-12696	106	3	data	datum	NOUN
fuelectenerg-12696	106	4	set	set	VERB
fuelectenerg-12696	106	5	the	the	DET
fuelectenerg-12696	106	6	dataset	dataset	NOUN
fuelectenerg-12696	106	7	used	use	VERB
fuelectenerg-12696	106	8	for	for	ADP
fuelectenerg-12696	106	9	prediction	prediction	NOUN
fuelectenerg-12696	106	10	was	be	AUX
fuelectenerg-12696	106	11	obtained	obtain	VERB
fuelectenerg-12696	106	12	by	by	ADP
fuelectenerg-12696	106	13	designing	design	VERB
fuelectenerg-12696	106	14	the	the	DET
fuelectenerg-12696	106	15	proposed	propose	VERB
fuelectenerg-12696	106	16	antenna	antenna	NOUN
fuelectenerg-12696	106	17	using	use	VERB
fuelectenerg-12696	106	18	hfss	hfss	NOUN
fuelectenerg-12696	106	19	simulator	simulator	NOUN
fuelectenerg-12696	106	20	in	in	ADP
fuelectenerg-12696	106	21	which	which	PRON
fuelectenerg-12696	106	22	the	the	DET
fuelectenerg-12696	106	23	variation	variation	NOUN
fuelectenerg-12696	106	24	of	of	ADP
fuelectenerg-12696	106	25	s11	s11	NUM
fuelectenerg-12696	106	26	with	with	ADP
fuelectenerg-12696	106	27	frequency	frequency	NOUN
fuelectenerg-12696	106	28	in	in	ADP
fuelectenerg-12696	106	29	the	the	DET
fuelectenerg-12696	106	30	range	range	NOUN
fuelectenerg-12696	106	31	of	of	ADP
fuelectenerg-12696	106	32	4	4	NUM
fuelectenerg-12696	106	33	ghz	ghz	NOUN
fuelectenerg-12696	106	34	to	to	ADP
fuelectenerg-12696	106	35	10	10	NUM
fuelectenerg-12696	106	36	ghz	ghz	NOUN
fuelectenerg-12696	106	37	was	be	AUX
fuelectenerg-12696	106	38	observed	observe	VERB
fuelectenerg-12696	106	39	.	.	PUNCT
fuelectenerg-12696	107	1	the	the	DET
fuelectenerg-12696	107	2	performance	performance	NOUN
fuelectenerg-12696	107	3	parameters	parameter	NOUN
fuelectenerg-12696	107	4	of	of	ADP
fuelectenerg-12696	107	5	the	the	DET
fuelectenerg-12696	107	6	envisioned	envision	VERB
fuelectenerg-12696	107	7	antenna	antenna	NOUN
fuelectenerg-12696	107	8	are	be	AUX
fuelectenerg-12696	107	9	subject	subject	ADJ
fuelectenerg-12696	107	10	to	to	ADP
fuelectenerg-12696	107	11	analysis	analysis	NOUN
fuelectenerg-12696	107	12	across	across	ADP
fuelectenerg-12696	107	13	various	various	ADJ
fuelectenerg-12696	107	14	slot	slot	NOUN
fuelectenerg-12696	107	15	size	size	NOUN
fuelectenerg-12696	107	16	(	(	PUNCT
fuelectenerg-12696	107	17	rc	rc	PROPN
fuelectenerg-12696	107	18	)	)	PUNCT
fuelectenerg-12696	107	19	,	,	PUNCT
fuelectenerg-12696	107	20	patch	patch	NOUN
fuelectenerg-12696	107	21	length	length	NOUN
fuelectenerg-12696	107	22	(	(	PUNCT
fuelectenerg-12696	107	23	lp	lp	NOUN
fuelectenerg-12696	107	24	)	)	PUNCT
fuelectenerg-12696	107	25	,	,	PUNCT
fuelectenerg-12696	107	26	feed	feed	NOUN
fuelectenerg-12696	107	27	position	position	NOUN
fuelectenerg-12696	107	28	in	in	ADP
fuelectenerg-12696	107	29	y	y	PROPN
fuelectenerg-12696	107	30	direction	direction	NOUN
fuelectenerg-12696	107	31	(	(	PUNCT
fuelectenerg-12696	107	32	yf	yf	NOUN
fuelectenerg-12696	107	33	)	)	PUNCT
fuelectenerg-12696	107	34	and	and	CCONJ
fuelectenerg-12696	107	35	ground	ground	NOUN
fuelectenerg-12696	107	36	plane	plane	NOUN
fuelectenerg-12696	107	37	length(lg	length(lg	NOUN
fuelectenerg-12696	107	38	)	)	PUNCT
fuelectenerg-12696	107	39	and	and	CCONJ
fuelectenerg-12696	107	40	its	its	PRON
fuelectenerg-12696	107	41	width	width	ADJ
fuelectenerg-12696	107	42	(	(	PUNCT
fuelectenerg-12696	107	43	wg	wg	PROPN
fuelectenerg-12696	107	44	)	)	PUNCT
fuelectenerg-12696	107	45	and	and	CCONJ
fuelectenerg-12696	107	46	their	their	PRON
fuelectenerg-12696	107	47	effect	effect	NOUN
fuelectenerg-12696	107	48	on	on	ADP
fuelectenerg-12696	107	49	s11	s11	PROPN
fuelectenerg-12696	107	50	is	be	AUX
fuelectenerg-12696	107	51	observed	observe	VERB
fuelectenerg-12696	107	52	.	.	PUNCT
fuelectenerg-12696	108	1	in	in	ADP
fuelectenerg-12696	108	2	total	total	ADJ
fuelectenerg-12696	108	3	14700	14700	NUM
fuelectenerg-12696	108	4	records	record	NOUN
fuelectenerg-12696	108	5	was	be	AUX
fuelectenerg-12696	108	6	collected	collect	VERB
fuelectenerg-12696	108	7	which	which	PRON
fuelectenerg-12696	108	8	comprised	comprise	VERB
fuelectenerg-12696	108	9	of	of	ADP
fuelectenerg-12696	108	10	2100	2100	NUM
fuelectenerg-12696	108	11	rows	row	NOUN
fuelectenerg-12696	108	12	and	and	CCONJ
fuelectenerg-12696	108	13	7	7	NUM
fuelectenerg-12696	108	14	columns	column	NOUN
fuelectenerg-12696	108	15	.	.	PUNCT
fuelectenerg-12696	109	1	the	the	DET
fuelectenerg-12696	109	2	dataset	dataset	NOUN
fuelectenerg-12696	109	3	include	include	VERB
fuelectenerg-12696	109	4	the	the	DET
fuelectenerg-12696	109	5	independent	independent	ADJ
fuelectenerg-12696	109	6	features	feature	NOUN
fuelectenerg-12696	109	7	(	(	PUNCT
fuelectenerg-12696	109	8	f	f	X
fuelectenerg-12696	109	9	,	,	PUNCT
fuelectenerg-12696	109	10	lp	lp	PROPN
fuelectenerg-12696	109	11	,	,	PUNCT
fuelectenerg-12696	109	12	lg	lg	NOUN
fuelectenerg-12696	109	13	,	,	PUNCT
fuelectenerg-12696	109	14	wg	wg	PROPN
fuelectenerg-12696	109	15	,	,	PUNCT
fuelectenerg-12696	109	16	rc	rc	PROPN
fuelectenerg-12696	109	17	,	,	PUNCT
fuelectenerg-12696	109	18	yf	yf	NOUN
fuelectenerg-12696	109	19	)	)	PUNCT
fuelectenerg-12696	109	20	and	and	CCONJ
fuelectenerg-12696	109	21	the	the	DET
fuelectenerg-12696	109	22	corresponding	correspond	VERB
fuelectenerg-12696	109	23	s11	s11	NOUN
fuelectenerg-12696	109	24	values	value	NOUN
fuelectenerg-12696	109	25	each	each	DET
fuelectenerg-12696	109	26	one	one	NUM
fuelectenerg-12696	109	27	of	of	ADP
fuelectenerg-12696	109	28	the	the	DET
fuelectenerg-12696	109	29	2,100	2,100	NUM
fuelectenerg-12696	109	30	rows	row	NOUN
fuelectenerg-12696	109	31	represents	represent	VERB
fuelectenerg-12696	109	32	a	a	DET
fuelectenerg-12696	109	33	distinct	distinct	ADJ
fuelectenerg-12696	109	34	combination	combination	NOUN
fuelectenerg-12696	109	35	of	of	ADP
fuelectenerg-12696	109	36	the	the	DET
fuelectenerg-12696	109	37	independent	independent	ADJ
fuelectenerg-12696	109	38	parameters	parameter	NOUN
fuelectenerg-12696	109	39	along	along	ADP
fuelectenerg-12696	109	40	with	with	ADP
fuelectenerg-12696	109	41	the	the	DET
fuelectenerg-12696	109	42	corresponding	correspond	VERB
fuelectenerg-12696	109	43	s11	s11	NOUN
fuelectenerg-12696	109	44	values	value	NOUN
fuelectenerg-12696	109	45	across	across	ADP
fuelectenerg-12696	109	46	the	the	DET
fuelectenerg-12696	109	47	range	range	NOUN
fuelectenerg-12696	109	48	of	of	ADP
fuelectenerg-12696	109	49	frequencies	frequency	NOUN
fuelectenerg-12696	109	50	.	.	PUNCT
fuelectenerg-12696	110	1	the	the	DET
fuelectenerg-12696	110	2	dataset	dataset	NOUN
fuelectenerg-12696	110	3	comprised	comprise	VERB
fuelectenerg-12696	110	4	of	of	ADP
fuelectenerg-12696	110	5	six	six	NUM
fuelectenerg-12696	110	6	independent	independent	ADJ
fuelectenerg-12696	110	7	variables	variable	NOUN
fuelectenerg-12696	110	8	(	(	PUNCT
fuelectenerg-12696	110	9	f	f	X
fuelectenerg-12696	110	10	,	,	PUNCT
fuelectenerg-12696	110	11	lp	lp	PROPN
fuelectenerg-12696	110	12	,	,	PUNCT
fuelectenerg-12696	110	13	lg	lg	NOUN
fuelectenerg-12696	110	14	,	,	PUNCT
fuelectenerg-12696	110	15	wg	wg	PROPN
fuelectenerg-12696	110	16	,	,	PUNCT
fuelectenerg-12696	110	17	rc	rc	PROPN
fuelectenerg-12696	110	18	,	,	PUNCT
fuelectenerg-12696	110	19	yf	yf	NOUN
fuelectenerg-12696	110	20	)	)	PUNCT
fuelectenerg-12696	110	21	forming	form	VERB
fuelectenerg-12696	110	22	the	the	DET
fuelectenerg-12696	110	23	first	first	ADJ
fuelectenerg-12696	110	24	six	six	NUM
fuelectenerg-12696	110	25	columns	column	NOUN
fuelectenerg-12696	110	26	,	,	PUNCT
fuelectenerg-12696	110	27	with	with	ADP
fuelectenerg-12696	110	28	s11	s11	PROPN
fuelectenerg-12696	110	29	as	as	ADP
fuelectenerg-12696	110	30	the	the	DET
fuelectenerg-12696	110	31	dependent	dependent	ADJ
fuelectenerg-12696	110	32	variable	variable	NOUN
fuelectenerg-12696	110	33	in	in	ADP
fuelectenerg-12696	110	34	the	the	DET
fuelectenerg-12696	110	35	last	last	ADJ
fuelectenerg-12696	110	36	column	column	NOUN
fuelectenerg-12696	110	37	.	.	PUNCT
fuelectenerg-12696	111	1	the	the	DET
fuelectenerg-12696	111	2	independent	independent	ADJ
fuelectenerg-12696	111	3	variables	variable	NOUN
fuelectenerg-12696	111	4	were	be	AUX
fuelectenerg-12696	111	5	sampled	sample	VERB
fuelectenerg-12696	111	6	across	across	ADP
fuelectenerg-12696	111	7	the	the	DET
fuelectenerg-12696	111	8	relevant	relevant	ADJ
fuelectenerg-12696	111	9	range	range	NOUN
fuelectenerg-12696	111	10	during	during	ADP
fuelectenerg-12696	111	11	simulations	simulation	NOUN
fuelectenerg-12696	111	12	as	as	SCONJ
fuelectenerg-12696	111	13	depicted	depict	VERB
fuelectenerg-12696	111	14	in	in	ADP
fuelectenerg-12696	111	15	table	table	NOUN
fuelectenerg-12696	111	16	2	2	NUM
fuelectenerg-12696	111	17	to	to	PART
fuelectenerg-12696	111	18	capture	capture	VERB
fuelectenerg-12696	111	19	the	the	DET
fuelectenerg-12696	111	20	s11	s11	NOUN
fuelectenerg-12696	111	21	behavior	behavior	NOUN
fuelectenerg-12696	111	22	as	as	ADP
fuelectenerg-12696	111	23	the	the	DET
fuelectenerg-12696	111	24	independent	independent	ADJ
fuelectenerg-12696	111	25	features	feature	NOUN
fuelectenerg-12696	111	26	(	(	PUNCT
fuelectenerg-12696	111	27	f	f	X
fuelectenerg-12696	111	28	,	,	PUNCT
fuelectenerg-12696	111	29	lp	lp	PROPN
fuelectenerg-12696	111	30	,	,	PUNCT
fuelectenerg-12696	111	31	lg	lg	NOUN
fuelectenerg-12696	111	32	,	,	PUNCT
fuelectenerg-12696	111	33	wg	wg	PROPN
fuelectenerg-12696	111	34	,	,	PUNCT
fuelectenerg-12696	111	35	rc	rc	PROPN
fuelectenerg-12696	111	36	,	,	PUNCT
fuelectenerg-12696	111	37	yf	yf	NOUN
fuelectenerg-12696	111	38	)	)	PUNCT
fuelectenerg-12696	111	39	and	and	CCONJ
fuelectenerg-12696	111	40	the	the	DET
fuelectenerg-12696	111	41	corresponding	correspond	VERB
fuelectenerg-12696	111	42	s11	s11	PROPN
fuelectenerg-12696	111	43	values.are	values.are	X
fuelectenerg-12696	111	44	generated	generate	VERB
fuelectenerg-12696	111	45	utilizing	utilize	VERB
fuelectenerg-12696	111	46	the	the	DET
fuelectenerg-12696	111	47	high	high	ADJ
fuelectenerg-12696	111	48	frequency	frequency	NOUN
fuelectenerg-12696	111	49	structural	structural	ADJ
fuelectenerg-12696	111	50	simulator	simulator	NOUN
fuelectenerg-12696	111	51	(	(	PUNCT
fuelectenerg-12696	111	52	hfss	hfss	NOUN
fuelectenerg-12696	111	53	vs.19	vs.19	NOUN
fuelectenerg-12696	111	54	)	)	PUNCT
fuelectenerg-12696	111	55	.	.	PUNCT
fuelectenerg-12696	112	1	table	table	NOUN
fuelectenerg-12696	112	2	2	2	NUM
fuelectenerg-12696	112	3	sampling	sampling	NOUN
fuelectenerg-12696	112	4	strategies	strategy	NOUN
fuelectenerg-12696	112	5	parameters	parameter	NOUN
fuelectenerg-12696	112	6	range	range	VERB
fuelectenerg-12696	112	7	step	step	NOUN
fuelectenerg-12696	112	8	size	size	NOUN
fuelectenerg-12696	112	9	total	total	ADJ
fuelectenerg-12696	112	10	data	datum	NOUN
fuelectenerg-12696	112	11	samples	sample	NOUN
fuelectenerg-12696	112	12	length	length	NOUN
fuelectenerg-12696	112	13	of	of	ADP
fuelectenerg-12696	112	14	patch	patch	NOUN
fuelectenerg-12696	112	15	(	(	PUNCT
fuelectenerg-12696	112	16	lp	lp	NOUN
fuelectenerg-12696	112	17	)	)	PUNCT
fuelectenerg-12696	112	18	11.0	11.0	NUM
fuelectenerg-12696	112	19	mm≤	mm≤	NOUN
fuelectenerg-12696	112	20	lp≤11.2	lp≤11.2	PROPN
fuelectenerg-12696	112	21	mm	mm	PROPN
fuelectenerg-12696	112	22	0.1	0.1	NUM
fuelectenerg-12696	112	23	mm	mm	PROPN
fuelectenerg-12696	112	24	2100	2100	NUM
fuelectenerg-12696	112	25	with	with	ADP
fuelectenerg-12696	112	26	80	80	NUM
fuelectenerg-12696	112	27	%	%	NOUN
fuelectenerg-12696	112	28	on	on	ADP
fuelectenerg-12696	112	29	training	training	NOUN
fuelectenerg-12696	112	30	and	and	CCONJ
fuelectenerg-12696	112	31	20	20	NUM
fuelectenerg-12696	112	32	%	%	NOUN
fuelectenerg-12696	112	33	on	on	ADP
fuelectenerg-12696	112	34	testing	testing	NOUN
fuelectenerg-12696	112	35	length	length	NOUN
fuelectenerg-12696	112	36	of	of	ADP
fuelectenerg-12696	112	37	ground	ground	NOUN
fuelectenerg-12696	112	38	plane	plane	NOUN
fuelectenerg-12696	112	39	(	(	PUNCT
fuelectenerg-12696	112	40	lg	lg	NOUN
fuelectenerg-12696	112	41	)	)	PUNCT
fuelectenerg-12696	112	42	27.0	27.0	NUM
fuelectenerg-12696	112	43	mm≤lg≤32.0	mm≤lg≤32.0	PROPN
fuelectenerg-12696	112	44	mm	mm	PROPN
fuelectenerg-12696	112	45	1.0	1.0	NUM
fuelectenerg-12696	112	46	mm	mm	NOUN
fuelectenerg-12696	112	47	width	width	NOUN
fuelectenerg-12696	112	48	of	of	ADP
fuelectenerg-12696	112	49	ground	ground	NOUN
fuelectenerg-12696	112	50	plane	plane	NOUN
fuelectenerg-12696	112	51	(	(	PUNCT
fuelectenerg-12696	112	52	wg	wg	PROPN
fuelectenerg-12696	112	53	)	)	PUNCT
fuelectenerg-12696	112	54	27.0	27.0	NUM
fuelectenerg-12696	112	55	mm≤lg≤32.0	mm≤lg≤32.0	PROPN
fuelectenerg-12696	113	1	mm	mm	PROPN
fuelectenerg-12696	113	2	1.0	1.0	NUM
fuelectenerg-12696	113	3	mm	mm	PROPN
fuelectenerg-12696	113	4	radius	radius	NOUN
fuelectenerg-12696	113	5	of	of	ADP
fuelectenerg-12696	113	6	circular	circular	ADJ
fuelectenerg-12696	113	7	slot	slot	NOUN
fuelectenerg-12696	113	8	(	(	PUNCT
fuelectenerg-12696	113	9	rc	rc	PROPN
fuelectenerg-12696	113	10	)	)	PUNCT
fuelectenerg-12696	113	11	1.0	1.0	NUM
fuelectenerg-12696	113	12	mm≤rs≤4.0	mm≤rs≤4.0	ADJ
fuelectenerg-12696	113	13	mm	mm	NUM
fuelectenerg-12696	113	14	1.0	1.0	NUM
fuelectenerg-12696	113	15	mm	mm	NOUN
fuelectenerg-12696	113	16	feed	feed	NOUN
fuelectenerg-12696	113	17	distance	distance	NOUN
fuelectenerg-12696	113	18	in	in	ADP
fuelectenerg-12696	113	19	y	y	NOUN
fuelectenerg-12696	113	20	-	-	PUNCT
fuelectenerg-12696	113	21	axis	axis	NOUN
fuelectenerg-12696	113	22	direction	direction	NOUN
fuelectenerg-12696	113	23	(	(	PUNCT
fuelectenerg-12696	113	24	yf	yf	NOUN
fuelectenerg-12696	113	25	)	)	PUNCT
fuelectenerg-12696	113	26	-1≤rf≤-4	-1≤rf≤-4	NOUN
fuelectenerg-12696	113	27	1.0	1.0	NUM
fuelectenerg-12696	113	28	mm	mm	NOUN
fuelectenerg-12696	113	29	frequency	frequency	NOUN
fuelectenerg-12696	113	30	(	(	PUNCT
fuelectenerg-12696	113	31	f	f	X
fuelectenerg-12696	113	32	)	)	PUNCT
fuelectenerg-12696	113	33	4	4	NUM
fuelectenerg-12696	113	34	ghz≤f≤10	ghz≤f≤10	ADJ
fuelectenerg-12696	113	35	ghz	ghz	NOUN
fuelectenerg-12696	113	36	0.06	0.06	NUM
fuelectenerg-12696	113	37	ghz	ghz	NOUN
fuelectenerg-12696	113	38	4.2	4.2	NUM
fuelectenerg-12696	113	39	.	.	PUNCT
fuelectenerg-12696	114	1	preprocessing	preprocesse	VERB
fuelectenerg-12696	114	2	and	and	CCONJ
fuelectenerg-12696	114	3	sampling	sampling	NOUN
fuelectenerg-12696	114	4	of	of	ADP
fuelectenerg-12696	114	5	data	datum	NOUN
fuelectenerg-12696	114	6	the	the	DET
fuelectenerg-12696	114	7	dataset	dataset	NOUN
fuelectenerg-12696	114	8	generated	generate	VERB
fuelectenerg-12696	114	9	from	from	ADP
fuelectenerg-12696	114	10	the	the	DET
fuelectenerg-12696	114	11	high	high	ADJ
fuelectenerg-12696	114	12	-	-	PUNCT
fuelectenerg-12696	114	13	frequency	frequency	NOUN
fuelectenerg-12696	114	14	structure	structure	NOUN
fuelectenerg-12696	114	15	simulator	simulator	NOUN
fuelectenerg-12696	114	16	(	(	PUNCT
fuelectenerg-12696	114	17	hfss	hfss	NOUN
fuelectenerg-12696	114	18	)	)	PUNCT
fuelectenerg-12696	114	19	required	require	VERB
fuelectenerg-12696	114	20	initial	initial	ADJ
fuelectenerg-12696	114	21	preprocessing	preprocessing	NOUN
fuelectenerg-12696	114	22	to	to	PART
fuelectenerg-12696	114	23	ensure	ensure	VERB
fuelectenerg-12696	114	24	it	it	PRON
fuelectenerg-12696	114	25	was	be	AUX
fuelectenerg-12696	114	26	structured	structure	VERB
fuelectenerg-12696	114	27	correctly	correctly	ADV
fuelectenerg-12696	114	28	for	for	ADP
fuelectenerg-12696	114	29	machine	machine	NOUN
fuelectenerg-12696	114	30	learning	learn	VERB
fuelectenerg-12696	114	31	applications	application	NOUN
fuelectenerg-12696	114	32	.	.	PUNCT
fuelectenerg-12696	115	1	this	this	PRON
fuelectenerg-12696	115	2	involved	involve	VERB
fuelectenerg-12696	115	3	organizing	organize	VERB
fuelectenerg-12696	115	4	the	the	DET
fuelectenerg-12696	115	5	dataset	dataset	NOUN
fuelectenerg-12696	115	6	so	so	SCONJ
fuelectenerg-12696	115	7	that	that	SCONJ
fuelectenerg-12696	115	8	each	each	DET
fuelectenerg-12696	115	9	data	data	NOUN
fuelectenerg-12696	115	10	sample	sample	NOUN
fuelectenerg-12696	115	11	occupied	occupy	VERB
fuelectenerg-12696	115	12	a	a	DET
fuelectenerg-12696	115	13	row	row	NOUN
fuelectenerg-12696	115	14	,	,	PUNCT
fuelectenerg-12696	115	15	with	with	SCONJ
fuelectenerg-12696	115	16	each	each	DET
fuelectenerg-12696	115	17	feature	feature	NOUN
fuelectenerg-12696	115	18	represented	represent	VERB
fuelectenerg-12696	115	19	in	in	ADP
fuelectenerg-12696	115	20	its	its	PRON
fuelectenerg-12696	115	21	own	own	ADJ
fuelectenerg-12696	115	22	column	column	NOUN
fuelectenerg-12696	115	23	.	.	PUNCT
fuelectenerg-12696	116	1	the	the	DET
fuelectenerg-12696	116	2	dataset	dataset	NOUN
fuelectenerg-12696	116	3	included	include	VERB
fuelectenerg-12696	116	4	six	six	NUM
fuelectenerg-12696	116	5	independent	independent	ADJ
fuelectenerg-12696	116	6	features	feature	NOUN
fuelectenerg-12696	116	7	—	—	PUNCT
fuelectenerg-12696	116	8	frequency	frequency	NOUN
fuelectenerg-12696	116	9	(	(	PUNCT
fuelectenerg-12696	116	10	f	f	NOUN
fuelectenerg-12696	116	11	)	)	PUNCT
fuelectenerg-12696	116	12	,	,	PUNCT
fuelectenerg-12696	116	13	length	length	NOUN
fuelectenerg-12696	116	14	of	of	ADP
fuelectenerg-12696	116	15	patch(lp	patch(lp	PROPN
fuelectenerg-12696	116	16	)	)	PUNCT
fuelectenerg-12696	116	17	,	,	PUNCT
fuelectenerg-12696	116	18	length	length	NOUN
fuelectenerg-12696	116	19	of	of	ADP
fuelectenerg-12696	116	20	ground	ground	NOUN
fuelectenerg-12696	116	21	plane	plane	NOUN
fuelectenerg-12696	116	22	(	(	PUNCT
fuelectenerg-12696	116	23	l)g	l)g	X
fuelectenerg-12696	116	24	,	,	PUNCT
fuelectenerg-12696	116	25	width	width	NOUN
fuelectenerg-12696	116	26	of	of	ADP
fuelectenerg-12696	116	27	ground	ground	NOUN
fuelectenerg-12696	116	28	plane	plane	NOUN
fuelectenerg-12696	116	29	(	(	PUNCT
fuelectenerg-12696	116	30	wg	wg	PROPN
fuelectenerg-12696	116	31	)	)	PUNCT
fuelectenerg-12696	116	32	,	,	PUNCT
fuelectenerg-12696	116	33	radius	radius	NOUN
fuelectenerg-12696	116	34	of	of	ADP
fuelectenerg-12696	116	35	circular	circular	ADJ
fuelectenerg-12696	116	36	slot	slot	NOUN
fuelectenerg-12696	116	37	(	(	PUNCT
fuelectenerg-12696	116	38	𝑟𝑐)and	𝑟𝑐)and	NOUN
fuelectenerg-12696	116	39	feed	feed	NOUN
fuelectenerg-12696	116	40	distance	distance	NOUN
fuelectenerg-12696	116	41	in	in	ADP
fuelectenerg-12696	116	42	the	the	DET
fuelectenerg-12696	116	43	y	y	NOUN
fuelectenerg-12696	116	44	-	-	PUNCT
fuelectenerg-12696	116	45	axis	axis	NOUN
fuelectenerg-12696	116	46	y	y	PROPN
fuelectenerg-12696	116	47	with	with	ADP
fuelectenerg-12696	116	48	the	the	DET
fuelectenerg-12696	116	49	s11	s11	PROPN
fuelectenerg-12696	116	50	parameter	parameter	NOUN
fuelectenerg-12696	116	51	as	as	ADP
fuelectenerg-12696	116	52	the	the	DET
fuelectenerg-12696	116	53	dependent	dependent	ADJ
fuelectenerg-12696	116	54	variable	variable	NOUN
fuelectenerg-12696	116	55	in	in	ADP
fuelectenerg-12696	116	56	the	the	DET
fuelectenerg-12696	116	57	seventh	seventh	ADJ
fuelectenerg-12696	116	58	column	column	NOUN
fuelectenerg-12696	116	59	.	.	PUNCT
fuelectenerg-12696	117	1	following	follow	VERB
fuelectenerg-12696	117	2	preprocessing	preprocesse	VERB
fuelectenerg-12696	117	3	,	,	PUNCT
fuelectenerg-12696	117	4	the	the	DET
fuelectenerg-12696	117	5	data	datum	NOUN
fuelectenerg-12696	117	6	was	be	AUX
fuelectenerg-12696	117	7	split	split	VERB
fuelectenerg-12696	117	8	into	into	ADP
fuelectenerg-12696	117	9	training	training	NOUN
fuelectenerg-12696	117	10	and	and	CCONJ
fuelectenerg-12696	117	11	testing	testing	NOUN
fuelectenerg-12696	117	12	sets	set	NOUN
fuelectenerg-12696	117	13	.	.	PUNCT
fuelectenerg-12696	118	1	specifically	specifically	ADV
fuelectenerg-12696	118	2	,	,	PUNCT
fuelectenerg-12696	118	3	80	80	NUM
fuelectenerg-12696	118	4	%	%	NOUN
fuelectenerg-12696	118	5	of	of	ADP
fuelectenerg-12696	118	6	the	the	DET
fuelectenerg-12696	118	7	data	datum	NOUN
fuelectenerg-12696	118	8	was	be	AUX
fuelectenerg-12696	118	9	allocated	allocate	VERB
fuelectenerg-12696	118	10	for	for	ADP
fuelectenerg-12696	118	11	training	training	NOUN
fuelectenerg-12696	118	12	machine	machine	NOUN
fuelectenerg-12696	118	13	learning	learning	NOUN
fuelectenerg-12696	118	14	assisted	assist	VERB
fuelectenerg-12696	118	15	s11	s11	NOUN
fuelectenerg-12696	118	16	prediction	prediction	NOUN
fuelectenerg-12696	118	17	for	for	ADP
fuelectenerg-12696	118	18	a	a	DET
fuelectenerg-12696	118	19	slotted	slotted	ADJ
fuelectenerg-12696	118	20	square	square	ADJ
fuelectenerg-12696	118	21	patch	patch	NOUN
fuelectenerg-12696	118	22	antenna	antenna	NOUN
fuelectenerg-12696	118	23	in	in	ADP
fuelectenerg-12696	118	24	...	...	PUNCT
fuelectenerg-12696	118	25	695	695	NUM
fuelectenerg-12696	118	26	the	the	DET
fuelectenerg-12696	118	27	model	model	NOUN
fuelectenerg-12696	118	28	,	,	PUNCT
fuelectenerg-12696	118	29	while	while	SCONJ
fuelectenerg-12696	118	30	the	the	DET
fuelectenerg-12696	118	31	remaining	remain	VERB
fuelectenerg-12696	118	32	20	20	NUM
fuelectenerg-12696	118	33	%	%	NOUN
fuelectenerg-12696	118	34	was	be	AUX
fuelectenerg-12696	118	35	set	set	VERB
fuelectenerg-12696	118	36	aside	aside	ADV
fuelectenerg-12696	118	37	for	for	ADP
fuelectenerg-12696	118	38	testing	testing	NOUN
fuelectenerg-12696	118	39	.	.	PUNCT
fuelectenerg-12696	119	1	this	this	DET
fuelectenerg-12696	119	2	split	split	NOUN
fuelectenerg-12696	119	3	is	be	AUX
fuelectenerg-12696	119	4	crucial	crucial	ADJ
fuelectenerg-12696	119	5	for	for	ADP
fuelectenerg-12696	119	6	evaluating	evaluate	VERB
fuelectenerg-12696	119	7	the	the	DET
fuelectenerg-12696	119	8	model	model	NOUN
fuelectenerg-12696	119	9	's	's	PART
fuelectenerg-12696	119	10	performance	performance	NOUN
fuelectenerg-12696	119	11	,	,	PUNCT
fuelectenerg-12696	119	12	as	as	SCONJ
fuelectenerg-12696	119	13	testing	testing	NOUN
fuelectenerg-12696	119	14	helps	helps	AUX
fuelectenerg-12696	119	15	determine	determine	VERB
fuelectenerg-12696	119	16	how	how	SCONJ
fuelectenerg-12696	119	17	well	well	ADV
fuelectenerg-12696	119	18	the	the	DET
fuelectenerg-12696	119	19	model	model	NOUN
fuelectenerg-12696	119	20	can	can	AUX
fuelectenerg-12696	119	21	generalize	generalize	VERB
fuelectenerg-12696	119	22	to	to	ADP
fuelectenerg-12696	119	23	new	new	ADJ
fuelectenerg-12696	119	24	,	,	PUNCT
fuelectenerg-12696	119	25	unseen	unseen	ADJ
fuelectenerg-12696	119	26	data	datum	NOUN
fuelectenerg-12696	120	1	[	[	X
fuelectenerg-12696	120	2	22	22	NUM
fuelectenerg-12696	120	3	-	-	SYM
fuelectenerg-12696	120	4	23	23	NUM
fuelectenerg-12696	120	5	]	]	PUNCT
fuelectenerg-12696	120	6	.	.	PUNCT
fuelectenerg-12696	121	1	the	the	DET
fuelectenerg-12696	121	2	testing	testing	NOUN
fuelectenerg-12696	121	3	phase	phase	NOUN
fuelectenerg-12696	121	4	also	also	ADV
fuelectenerg-12696	121	5	plays	play	VERB
fuelectenerg-12696	121	6	a	a	DET
fuelectenerg-12696	121	7	significant	significant	ADJ
fuelectenerg-12696	121	8	role	role	NOUN
fuelectenerg-12696	121	9	in	in	ADP
fuelectenerg-12696	121	10	identifying	identify	VERB
fuelectenerg-12696	121	11	issues	issue	NOUN
fuelectenerg-12696	121	12	such	such	ADJ
fuelectenerg-12696	121	13	as	as	ADP
fuelectenerg-12696	121	14	overfitting	overfitte	VERB
fuelectenerg-12696	121	15	or	or	CCONJ
fuelectenerg-12696	121	16	underfitting	underfitting	NOUN
fuelectenerg-12696	121	17	,	,	PUNCT
fuelectenerg-12696	121	18	which	which	PRON
fuelectenerg-12696	121	19	may	may	AUX
fuelectenerg-12696	121	20	necessitate	necessitate	ADJ
fuelectenerg-12696	121	21	exploring	explore	VERB
fuelectenerg-12696	121	22	alternative	alternative	ADJ
fuelectenerg-12696	121	23	models	model	NOUN
fuelectenerg-12696	121	24	to	to	PART
fuelectenerg-12696	121	25	achieve	achieve	VERB
fuelectenerg-12696	121	26	better	well	ADJ
fuelectenerg-12696	121	27	results	result	NOUN
fuelectenerg-12696	121	28	.	.	PUNCT
fuelectenerg-12696	122	1	figure	figure	VERB
fuelectenerg-12696	122	2	6	6	NUM
fuelectenerg-12696	122	3	illustrates	illustrate	VERB
fuelectenerg-12696	122	4	the	the	DET
fuelectenerg-12696	122	5	steps	step	NOUN
fuelectenerg-12696	122	6	taken	take	VERB
fuelectenerg-12696	122	7	during	during	ADP
fuelectenerg-12696	122	8	the	the	DET
fuelectenerg-12696	122	9	preprocessing	preprocessing	NOUN
fuelectenerg-12696	122	10	and	and	CCONJ
fuelectenerg-12696	122	11	sampling	sample	VERB
fuelectenerg-12696	122	12	stages	stage	NOUN
fuelectenerg-12696	122	13	of	of	ADP
fuelectenerg-12696	122	14	the	the	DET
fuelectenerg-12696	122	15	dataset	dataset	NOUN
fuelectenerg-12696	122	16	.	.	PUNCT
fuelectenerg-12696	123	1	training	training	NOUN
fuelectenerg-12696	123	2	dataset	dataset	VERB
fuelectenerg-12696	123	3	input	input	NOUN
fuelectenerg-12696	123	4	dataset	dataset	NOUN
fuelectenerg-12696	123	5	test	test	NOUN
fuelectenerg-12696	123	6	dataset	dataset	NOUN
fuelectenerg-12696	123	7	machine	machine	NOUN
fuelectenerg-12696	123	8	learning	learning	NOUN
fuelectenerg-12696	123	9	model	model	NOUN
fuelectenerg-12696	123	10	evaluate	evaluate	VERB
fuelectenerg-12696	123	11	best	good	ADJ
fuelectenerg-12696	123	12	modelnew	modelnew	ADJ
fuelectenerg-12696	123	13	data	data	NOUN
fuelectenerg-12696	123	14	prediction	prediction	NOUN
fuelectenerg-12696	123	15	training	training	NOUN
fuelectenerg-12696	123	16	dataset	dataset	NOUN
fuelectenerg-12696	123	17	20%80	20%80	NUM
fuelectenerg-12696	123	18	%	%	NOUN
fuelectenerg-12696	123	19	apply	apply	VERB
fuelectenerg-12696	123	20	trained	train	VERB
fuelectenerg-12696	123	21	model	model	NOUN
fuelectenerg-12696	123	22	and	and	CCONJ
fuelectenerg-12696	123	23	predict	predict	VERB
fuelectenerg-12696	123	24	apply	apply	VERB
fuelectenerg-12696	123	25	machine	machine	NOUN
fuelectenerg-12696	123	26	learning	learning	NOUN
fuelectenerg-12696	123	27	model	model	NOUN
fuelectenerg-12696	123	28	evaluate	evaluate	VERB
fuelectenerg-12696	123	29	accuracy	accuracy	NOUN
fuelectenerg-12696	123	30	using	use	VERB
fuelectenerg-12696	123	31	test	test	NOUN
fuelectenerg-12696	123	32	data	datum	NOUN
fuelectenerg-12696	123	33	if	if	SCONJ
fuelectenerg-12696	123	34	accuracy	accuracy	NOUN
fuelectenerg-12696	123	35	is	be	AUX
fuelectenerg-12696	123	36	not	not	PART
fuelectenerg-12696	123	37	good	good	ADJ
fuelectenerg-12696	123	38	,	,	PUNCT
fuelectenerg-12696	123	39	apply	apply	VERB
fuelectenerg-12696	123	40	another	another	DET
fuelectenerg-12696	123	41	model	model	NOUN
fuelectenerg-12696	123	42	fig	fig	NOUN
fuelectenerg-12696	123	43	.	.	PUNCT
fuelectenerg-12696	124	1	6	6	NUM
fuelectenerg-12696	124	2	basic	basic	ADJ
fuelectenerg-12696	124	3	flowchart	flowchart	NOUN
fuelectenerg-12696	124	4	of	of	ADP
fuelectenerg-12696	124	5	implementation	implementation	NOUN
fuelectenerg-12696	124	6	4.3	4.3	NUM
fuelectenerg-12696	124	7	.	.	PUNCT
fuelectenerg-12696	125	1	training	training	NOUN
fuelectenerg-12696	125	2	of	of	ADP
fuelectenerg-12696	125	3	svm	svm	PROPN
fuelectenerg-12696	125	4	,	,	PUNCT
fuelectenerg-12696	125	5	ann	ann	PROPN
fuelectenerg-12696	125	6	,	,	PUNCT
fuelectenerg-12696	125	7	and	and	CCONJ
fuelectenerg-12696	125	8	gpr	gpr	PROPN
fuelectenerg-12696	125	9	algorithm	algorithm	NOUN
fuelectenerg-12696	125	10	three	three	NUM
fuelectenerg-12696	125	11	machine	machine	NOUN
fuelectenerg-12696	125	12	learning	learn	VERB
fuelectenerg-12696	125	13	algorithms	algorithm	NOUN
fuelectenerg-12696	125	14	-svm	-svm	NUM
fuelectenerg-12696	125	15	,	,	PUNCT
fuelectenerg-12696	125	16	ann	ann	PROPN
fuelectenerg-12696	125	17	,	,	PUNCT
fuelectenerg-12696	125	18	and	and	CCONJ
fuelectenerg-12696	125	19	gpr	gpr	PROPN
fuelectenerg-12696	125	20	are	be	AUX
fuelectenerg-12696	125	21	trained	train	VERB
fuelectenerg-12696	125	22	on	on	ADP
fuelectenerg-12696	125	23	the	the	DET
fuelectenerg-12696	125	24	dataset	dataset	NOUN
fuelectenerg-12696	125	25	to	to	PART
fuelectenerg-12696	125	26	find	find	VERB
fuelectenerg-12696	125	27	the	the	DET
fuelectenerg-12696	125	28	relationship	relationship	NOUN
fuelectenerg-12696	125	29	between	between	ADP
fuelectenerg-12696	125	30	antenna	antenna	NOUN
fuelectenerg-12696	125	31	parameters	parameter	NOUN
fuelectenerg-12696	125	32	and	and	CCONJ
fuelectenerg-12696	125	33	performance	performance	NOUN
fuelectenerg-12696	125	34	metrics	metric	NOUN
fuelectenerg-12696	125	35	.	.	PUNCT
fuelectenerg-12696	126	1	after	after	ADP
fuelectenerg-12696	126	2	being	be	AUX
fuelectenerg-12696	126	3	trained	train	VERB
fuelectenerg-12696	126	4	,	,	PUNCT
fuelectenerg-12696	126	5	these	these	DET
fuelectenerg-12696	126	6	models	model	NOUN
fuelectenerg-12696	126	7	can	can	AUX
fuelectenerg-12696	126	8	be	be	AUX
fuelectenerg-12696	126	9	deployed	deploy	VERB
fuelectenerg-12696	126	10	for	for	ADP
fuelectenerg-12696	126	11	predicting	predict	VERB
fuelectenerg-12696	126	12	the	the	DET
fuelectenerg-12696	126	13	performance	performance	NOUN
fuelectenerg-12696	126	14	of	of	ADP
fuelectenerg-12696	126	15	various	various	ADJ
fuelectenerg-12696	126	16	antenna	antenna	NOUN
fuelectenerg-12696	126	17	configurations	configuration	NOUN
fuelectenerg-12696	126	18	.	.	PUNCT
fuelectenerg-12696	127	1	the	the	DET
fuelectenerg-12696	127	2	architecture	architecture	NOUN
fuelectenerg-12696	127	3	of	of	ADP
fuelectenerg-12696	127	4	above	above	ADP
fuelectenerg-12696	127	5	three	three	NUM
fuelectenerg-12696	127	6	techniques	technique	NOUN
fuelectenerg-12696	127	7	along	along	ADP
fuelectenerg-12696	127	8	with	with	ADP
fuelectenerg-12696	127	9	their	their	PRON
fuelectenerg-12696	127	10	s11	s11	NOUN
fuelectenerg-12696	127	11	prediction	prediction	NOUN
fuelectenerg-12696	127	12	are	be	AUX
fuelectenerg-12696	127	13	illustrated	illustrate	VERB
fuelectenerg-12696	127	14	in	in	ADP
fuelectenerg-12696	127	15	this	this	DET
fuelectenerg-12696	127	16	section	section	NOUN
fuelectenerg-12696	127	17	.	.	PUNCT
fuelectenerg-12696	128	1	(	(	PUNCT
fuelectenerg-12696	128	2	a	a	X
fuelectenerg-12696	128	3	)	)	PUNCT
fuelectenerg-12696	128	4	ann	ann	NOUN
fuelectenerg-12696	128	5	architecture	architecture	NOUN
fuelectenerg-12696	128	6	input	input	NOUN
fuelectenerg-12696	128	7	layer	layer	NOUN
fuelectenerg-12696	128	8	output	output	NOUN
fuelectenerg-12696	128	9	layer	layer	NOUN
fuelectenerg-12696	128	10	hidden	hide	VERB
fuelectenerg-12696	128	11	layer	layer	NOUN
fuelectenerg-12696	128	12	target	target	NOUN
fuelectenerg-12696	128	13	s11	s11	NOUN
fuelectenerg-12696	128	14	lp	lp	NOUN
fuelectenerg-12696	128	15	lg	lg	PROPN
fuelectenerg-12696	128	16	wg	wg	PROPN
fuelectenerg-12696	128	17	rc	rc	PROPN
fuelectenerg-12696	128	18	yf	yf	PROPN
fuelectenerg-12696	128	19	f	f	PROPN
fuelectenerg-12696	128	20	fig	fig	NOUN
fuelectenerg-12696	128	21	.	.	PUNCT
fuelectenerg-12696	129	1	7	7	NUM
fuelectenerg-12696	129	2	ann	ann	PROPN
fuelectenerg-12696	129	3	architecture	architecture	NOUN
fuelectenerg-12696	129	4	696	696	NUM
fuelectenerg-12696	129	5	d	d	PROPN
fuelectenerg-12696	129	6	verma	verma	PROPN
fuelectenerg-12696	129	7	,	,	PUNCT
fuelectenerg-12696	129	8	p	p	PROPN
fuelectenerg-12696	129	9	ranjan	ranjan	PROPN
fuelectenerg-12696	129	10	,	,	PUNCT
fuelectenerg-12696	129	11	a	a	DET
fuelectenerg-12696	129	12	verma	verma	PROPN
fuelectenerg-12696	129	13	,	,	PUNCT
fuelectenerg-12696	129	14	p	p	PROPN
fuelectenerg-12696	129	15	k	k	PROPN
fuelectenerg-12696	129	16	goswami	goswami	PROPN
fuelectenerg-12696	129	17	,	,	PUNCT
fuelectenerg-12696	129	18	n	n	PRON
fuelectenerg-12696	129	19	kaushik	kaushik	PROPN
fuelectenerg-12696	129	20	figure	figure	VERB
fuelectenerg-12696	129	21	7	7	NUM
fuelectenerg-12696	129	22	highlights	highlight	NOUN
fuelectenerg-12696	129	23	an	an	DET
fuelectenerg-12696	129	24	artificial	artificial	ADJ
fuelectenerg-12696	129	25	neural	neural	ADJ
fuelectenerg-12696	129	26	network	network	NOUN
fuelectenerg-12696	129	27	(	(	PUNCT
fuelectenerg-12696	129	28	ann	ann	PROPN
fuelectenerg-12696	129	29	)	)	PUNCT
fuelectenerg-12696	129	30	model	model	NOUN
fuelectenerg-12696	129	31	designed	design	VERB
fuelectenerg-12696	129	32	to	to	PART
fuelectenerg-12696	129	33	predict	predict	VERB
fuelectenerg-12696	129	34	s11	s11	NOUN
fuelectenerg-12696	129	35	values	value	NOUN
fuelectenerg-12696	129	36	from	from	ADP
fuelectenerg-12696	129	37	a	a	DET
fuelectenerg-12696	129	38	set	set	NOUN
fuelectenerg-12696	129	39	of	of	ADP
fuelectenerg-12696	129	40	input	input	NOUN
fuelectenerg-12696	129	41	features	feature	NOUN
fuelectenerg-12696	129	42	.	.	PUNCT
fuelectenerg-12696	130	1	this	this	DET
fuelectenerg-12696	130	2	model	model	NOUN
fuelectenerg-12696	130	3	features	feature	VERB
fuelectenerg-12696	130	4	an	an	DET
fuelectenerg-12696	130	5	input	input	NOUN
fuelectenerg-12696	130	6	layer	layer	NOUN
fuelectenerg-12696	130	7	with	with	ADP
fuelectenerg-12696	130	8	6	6	NUM
fuelectenerg-12696	130	9	attributes	attribute	NOUN
fuelectenerg-12696	130	10	:	:	PUNCT
fuelectenerg-12696	130	11	frequency	frequency	NOUN
fuelectenerg-12696	130	12	,	,	PUNCT
fuelectenerg-12696	130	13	lp	lp	ADJ
fuelectenerg-12696	130	14	,	,	PUNCT
fuelectenerg-12696	130	15	ls	ls	PROPN
fuelectenerg-12696	130	16	,	,	PUNCT
fuelectenerg-12696	130	17	lw	lw	PROPN
fuelectenerg-12696	130	18	,	,	PUNCT
fuelectenerg-12696	130	19	yf	yf	NOUN
fuelectenerg-12696	130	20	,	,	PUNCT
fuelectenerg-12696	130	21	and	and	CCONJ
fuelectenerg-12696	130	22	r1	r1	PROPN
fuelectenerg-12696	130	23	.	.	PUNCT
fuelectenerg-12696	131	1	it	it	PRON
fuelectenerg-12696	131	2	includes	include	VERB
fuelectenerg-12696	131	3	one	one	NUM
fuelectenerg-12696	131	4	hidden	hide	VERB
fuelectenerg-12696	131	5	layer	layer	NOUN
fuelectenerg-12696	131	6	,	,	PUNCT
fuelectenerg-12696	131	7	consisting	consist	VERB
fuelectenerg-12696	131	8	of	of	ADP
fuelectenerg-12696	131	9	128	128	NUM
fuelectenerg-12696	131	10	neurons	neuron	NOUN
fuelectenerg-12696	131	11	activated	activate	VERB
fuelectenerg-12696	131	12	by	by	ADP
fuelectenerg-12696	131	13	the	the	DET
fuelectenerg-12696	131	14	rectified	rectified	ADJ
fuelectenerg-12696	131	15	linear	linear	PROPN
fuelectenerg-12696	131	16	unit	unit	NOUN
fuelectenerg-12696	131	17	(	(	PUNCT
fuelectenerg-12696	131	18	relu	relu	NOUN
fuelectenerg-12696	131	19	)	)	PUNCT
fuelectenerg-12696	131	20	function	function	NOUN
fuelectenerg-12696	131	21	.	.	PUNCT
fuelectenerg-12696	132	1	the	the	DET
fuelectenerg-12696	132	2	output	output	NOUN
fuelectenerg-12696	132	3	layer	layer	NOUN
fuelectenerg-12696	132	4	is	be	AUX
fuelectenerg-12696	132	5	a	a	DET
fuelectenerg-12696	132	6	solitary	solitary	ADJ
fuelectenerg-12696	132	7	neuron	neuron	NOUN
fuelectenerg-12696	132	8	tailored	tailor	VERB
fuelectenerg-12696	132	9	for	for	ADP
fuelectenerg-12696	132	10	regression	regression	NOUN
fuelectenerg-12696	132	11	tasks	task	NOUN
fuelectenerg-12696	132	12	,	,	PUNCT
fuelectenerg-12696	132	13	specifically	specifically	ADV
fuelectenerg-12696	132	14	predicting	predict	VERB
fuelectenerg-12696	132	15	s11	s11	NOUN
fuelectenerg-12696	132	16	values	value	NOUN
fuelectenerg-12696	132	17	.	.	PUNCT
fuelectenerg-12696	133	1	the	the	DET
fuelectenerg-12696	133	2	model	model	NOUN
fuelectenerg-12696	133	3	’s	’s	PART
fuelectenerg-12696	133	4	performance	performance	NOUN
fuelectenerg-12696	133	5	was	be	AUX
fuelectenerg-12696	133	6	evaluated	evaluate	VERB
fuelectenerg-12696	133	7	employing	employ	VERB
fuelectenerg-12696	133	8	mean	mean	NOUN
fuelectenerg-12696	133	9	squared	square	VERB
fuelectenerg-12696	133	10	error	error	NOUN
fuelectenerg-12696	133	11	(	(	PUNCT
fuelectenerg-12696	133	12	mse	mse	NOUN
fuelectenerg-12696	133	13	)	)	PUNCT
fuelectenerg-12696	133	14	and	and	CCONJ
fuelectenerg-12696	133	15	the	the	DET
fuelectenerg-12696	133	16	r	r	NOUN
fuelectenerg-12696	133	17	-	-	PUNCT
fuelectenerg-12696	133	18	squared	square	VERB
fuelectenerg-12696	133	19	score	score	NOUN
fuelectenerg-12696	133	20	(	(	PUNCT
fuelectenerg-12696	133	21	r²	r²	NOUN
fuelectenerg-12696	133	22	)	)	PUNCT
fuelectenerg-12696	133	23	.	.	PUNCT
fuelectenerg-12696	134	1	while	while	SCONJ
fuelectenerg-12696	134	2	no	no	DET
fuelectenerg-12696	134	3	specific	specific	ADJ
fuelectenerg-12696	134	4	targets	target	NOUN
fuelectenerg-12696	134	5	for	for	ADP
fuelectenerg-12696	134	6	mse	mse	NOUN
fuelectenerg-12696	134	7	or	or	CCONJ
fuelectenerg-12696	134	8	r²	r²	NOUN
fuelectenerg-12696	134	9	were	be	AUX
fuelectenerg-12696	134	10	set	set	VERB
fuelectenerg-12696	134	11	,	,	PUNCT
fuelectenerg-12696	134	12	the	the	DET
fuelectenerg-12696	134	13	objective	objective	NOUN
fuelectenerg-12696	134	14	was	be	AUX
fuelectenerg-12696	134	15	to	to	PART
fuelectenerg-12696	134	16	achieve	achieve	VERB
fuelectenerg-12696	134	17	a	a	DET
fuelectenerg-12696	134	18	low	low	ADJ
fuelectenerg-12696	134	19	mse	mse	NOUN
fuelectenerg-12696	134	20	and	and	CCONJ
fuelectenerg-12696	134	21	a	a	DET
fuelectenerg-12696	134	22	high	high	ADJ
fuelectenerg-12696	134	23	r²	r²	NOUN
fuelectenerg-12696	134	24	,	,	PUNCT
fuelectenerg-12696	134	25	reflecting	reflect	VERB
fuelectenerg-12696	134	26	improved	improved	ADJ
fuelectenerg-12696	134	27	performance	performance	NOUN
fuelectenerg-12696	134	28	.	.	PUNCT
fuelectenerg-12696	135	1	training	training	NOUN
fuelectenerg-12696	135	2	utilized	utilize	VERB
fuelectenerg-12696	135	3	the	the	DET
fuelectenerg-12696	135	4	adam	adam	PROPN
fuelectenerg-12696	135	5	optimizer	optimizer	NOUN
fuelectenerg-12696	135	6	with	with	ADP
fuelectenerg-12696	135	7	a	a	DET
fuelectenerg-12696	135	8	learning	learn	VERB
fuelectenerg-12696	135	9	rate	rate	NOUN
fuelectenerg-12696	135	10	of	of	ADP
fuelectenerg-12696	135	11	0.001	0.001	NUM
fuelectenerg-12696	135	12	,	,	PUNCT
fuelectenerg-12696	135	13	and	and	CCONJ
fuelectenerg-12696	135	14	the	the	DET
fuelectenerg-12696	135	15	mse	mse	NOUN
fuelectenerg-12696	135	16	was	be	AUX
fuelectenerg-12696	135	17	adopted	adopt	VERB
fuelectenerg-12696	135	18	as	as	ADP
fuelectenerg-12696	135	19	the	the	DET
fuelectenerg-12696	135	20	loss	loss	NOUN
fuelectenerg-12696	135	21	function	function	NOUN
fuelectenerg-12696	135	22	.	.	PUNCT
fuelectenerg-12696	136	1	the	the	DET
fuelectenerg-12696	136	2	model	model	NOUN
fuelectenerg-12696	136	3	underwent	underwent	NOUN
fuelectenerg-12696	136	4	training	training	NOUN
fuelectenerg-12696	136	5	for	for	ADP
fuelectenerg-12696	136	6	500	500	NUM
fuelectenerg-12696	136	7	epochs	epoch	NOUN
fuelectenerg-12696	136	8	,	,	PUNCT
fuelectenerg-12696	136	9	using	use	VERB
fuelectenerg-12696	136	10	default	default	NOUN
fuelectenerg-12696	136	11	batch	batch	NOUN
fuelectenerg-12696	136	12	size	size	NOUN
fuelectenerg-12696	136	13	settings	setting	NOUN
fuelectenerg-12696	136	14	provided	provide	VERB
fuelectenerg-12696	136	15	by	by	ADP
fuelectenerg-12696	136	16	keras	keras	PROPN
fuelectenerg-12696	136	17	.	.	PUNCT
fuelectenerg-12696	137	1	the	the	DET
fuelectenerg-12696	137	2	training	training	NOUN
fuelectenerg-12696	137	3	process	process	NOUN
fuelectenerg-12696	137	4	began	begin	VERB
fuelectenerg-12696	137	5	with	with	ADP
fuelectenerg-12696	137	6	data	datum	NOUN
fuelectenerg-12696	137	7	loading	loading	NOUN
fuelectenerg-12696	137	8	and	and	CCONJ
fuelectenerg-12696	137	9	initial	initial	ADJ
fuelectenerg-12696	137	10	examination	examination	NOUN
fuelectenerg-12696	137	11	.	.	PUNCT
fuelectenerg-12696	138	1	data	datum	NOUN
fuelectenerg-12696	138	2	was	be	AUX
fuelectenerg-12696	138	3	imported	import	VERB
fuelectenerg-12696	138	4	from	from	ADP
fuelectenerg-12696	138	5	a	a	DET
fuelectenerg-12696	138	6	csv	csv	NOUN
fuelectenerg-12696	138	7	file	file	NOUN
fuelectenerg-12696	138	8	,	,	PUNCT
fuelectenerg-12696	138	9	with	with	ADP
fuelectenerg-12696	138	10	any	any	DET
fuelectenerg-12696	138	11	extraneous	extraneous	ADJ
fuelectenerg-12696	138	12	whitespace	whitespace	NOUN
fuelectenerg-12696	138	13	removed	remove	VERB
fuelectenerg-12696	138	14	from	from	ADP
fuelectenerg-12696	138	15	column	column	NOUN
fuelectenerg-12696	138	16	names	name	NOUN
fuelectenerg-12696	138	17	.	.	PUNCT
fuelectenerg-12696	139	1	the	the	DET
fuelectenerg-12696	139	2	dataset	dataset	NOUN
fuelectenerg-12696	139	3	was	be	AUX
fuelectenerg-12696	139	4	split	split	VERB
fuelectenerg-12696	139	5	into	into	ADP
fuelectenerg-12696	139	6	input	input	NOUN
fuelectenerg-12696	139	7	features	feature	NOUN
fuelectenerg-12696	139	8	(	(	PUNCT
fuelectenerg-12696	139	9	x	x	NOUN
fuelectenerg-12696	139	10	)	)	PUNCT
fuelectenerg-12696	139	11	and	and	CCONJ
fuelectenerg-12696	139	12	target	target	VERB
fuelectenerg-12696	139	13	values	value	NOUN
fuelectenerg-12696	139	14	(	(	PUNCT
fuelectenerg-12696	139	15	y	y	NOUN
fuelectenerg-12696	139	16	)	)	PUNCT
fuelectenerg-12696	139	17	,	,	PUNCT
fuelectenerg-12696	139	18	and	and	CCONJ
fuelectenerg-12696	139	19	then	then	ADV
fuelectenerg-12696	139	20	divided	divide	VERB
fuelectenerg-12696	139	21	into	into	ADP
fuelectenerg-12696	139	22	training	training	NOUN
fuelectenerg-12696	139	23	(	(	PUNCT
fuelectenerg-12696	139	24	80	80	NUM
fuelectenerg-12696	139	25	%	%	NOUN
fuelectenerg-12696	139	26	)	)	PUNCT
fuelectenerg-12696	139	27	and	and	CCONJ
fuelectenerg-12696	139	28	testing	testing	NOUN
fuelectenerg-12696	139	29	(	(	PUNCT
fuelectenerg-12696	139	30	20	20	NUM
fuelectenerg-12696	139	31	%	%	NOUN
fuelectenerg-12696	139	32	)	)	PUNCT
fuelectenerg-12696	139	33	subsets	subset	NOUN
fuelectenerg-12696	139	34	.	.	PUNCT
fuelectenerg-12696	140	1	the	the	DET
fuelectenerg-12696	140	2	standard	standard	ADJ
fuelectenerg-12696	140	3	scaler	scaler	NOUN
fuelectenerg-12696	140	4	was	be	AUX
fuelectenerg-12696	140	5	applied	apply	VERB
fuelectenerg-12696	140	6	to	to	PART
fuelectenerg-12696	140	7	normalize	normalize	VERB
fuelectenerg-12696	140	8	both	both	DET
fuelectenerg-12696	140	9	features	feature	NOUN
fuelectenerg-12696	140	10	and	and	CCONJ
fuelectenerg-12696	140	11	target	target	VERB
fuelectenerg-12696	140	12	values	value	NOUN
fuelectenerg-12696	140	13	.	.	PUNCT
fuelectenerg-12696	141	1	the	the	DET
fuelectenerg-12696	141	2	ann	ann	PROPN
fuelectenerg-12696	141	3	was	be	AUX
fuelectenerg-12696	141	4	developed	develop	VERB
fuelectenerg-12696	141	5	using	use	VERB
fuelectenerg-12696	141	6	the	the	DET
fuelectenerg-12696	141	7	keras	keras	PROPN
fuelectenerg-12696	141	8	sequential	sequential	ADJ
fuelectenerg-12696	141	9	api	api	NOUN
fuelectenerg-12696	141	10	,	,	PUNCT
fuelectenerg-12696	141	11	configured	configure	VERB
fuelectenerg-12696	141	12	with	with	ADP
fuelectenerg-12696	141	13	the	the	DET
fuelectenerg-12696	141	14	adam	adam	PROPN
fuelectenerg-12696	141	15	optimizer	optimizer	NOUN
fuelectenerg-12696	141	16	and	and	CCONJ
fuelectenerg-12696	141	17	mse	mse	NOUN
fuelectenerg-12696	141	18	loss	loss	NOUN
fuelectenerg-12696	141	19	function	function	NOUN
fuelectenerg-12696	141	20	,	,	PUNCT
fuelectenerg-12696	141	21	and	and	CCONJ
fuelectenerg-12696	141	22	trained	train	VERB
fuelectenerg-12696	141	23	on	on	ADP
fuelectenerg-12696	141	24	the	the	DET
fuelectenerg-12696	141	25	normalized	normalized	ADJ
fuelectenerg-12696	141	26	training	training	NOUN
fuelectenerg-12696	141	27	data	datum	NOUN
fuelectenerg-12696	141	28	.	.	PUNCT
fuelectenerg-12696	142	1	post	post	ADJ
fuelectenerg-12696	142	2	-	-	ADJ
fuelectenerg-12696	142	3	training	training	NOUN
fuelectenerg-12696	142	4	,	,	PUNCT
fuelectenerg-12696	142	5	the	the	DET
fuelectenerg-12696	142	6	model	model	NOUN
fuelectenerg-12696	142	7	's	's	PART
fuelectenerg-12696	142	8	effectiveness	effectiveness	NOUN
fuelectenerg-12696	142	9	was	be	AUX
fuelectenerg-12696	142	10	assessed	assess	VERB
fuelectenerg-12696	142	11	on	on	ADP
fuelectenerg-12696	142	12	the	the	DET
fuelectenerg-12696	142	13	test	test	NOUN
fuelectenerg-12696	142	14	set	set	VERB
fuelectenerg-12696	142	15	using	use	VERB
fuelectenerg-12696	142	16	mse	mse	NOUN
fuelectenerg-12696	142	17	and	and	CCONJ
fuelectenerg-12696	142	18	r²	r²	NOUN
fuelectenerg-12696	142	19	metrics	metric	NOUN
fuelectenerg-12696	142	20	.	.	PUNCT
fuelectenerg-12696	143	1	furthermore	furthermore	ADV
fuelectenerg-12696	143	2	,	,	PUNCT
fuelectenerg-12696	143	3	the	the	DET
fuelectenerg-12696	143	4	predicted	predict	VERB
fuelectenerg-12696	143	5	s11	s11	NOUN
fuelectenerg-12696	143	6	values	value	NOUN
fuelectenerg-12696	143	7	were	be	AUX
fuelectenerg-12696	143	8	plotted	plot	VERB
fuelectenerg-12696	143	9	against	against	ADP
fuelectenerg-12696	143	10	the	the	DET
fuelectenerg-12696	143	11	frequency	frequency	NOUN
fuelectenerg-12696	143	12	,	,	PUNCT
fuelectenerg-12696	143	13	as	as	SCONJ
fuelectenerg-12696	143	14	depicted	depict	VERB
fuelectenerg-12696	143	15	in	in	ADP
fuelectenerg-12696	143	16	figure	figure	NOUN
fuelectenerg-12696	143	17	8	8	NUM
fuelectenerg-12696	143	18	.	.	PUNCT
fuelectenerg-12696	143	19	fig	fig	NOUN
fuelectenerg-12696	143	20	.	.	PUNCT
fuelectenerg-12696	144	1	8	8	NUM
fuelectenerg-12696	144	2	s11	s11	PROPN
fuelectenerg-12696	144	3	versus	versus	X
fuelectenerg-12696	144	4	frequency	frequency	NOUN
fuelectenerg-12696	144	5	(	(	PUNCT
fuelectenerg-12696	144	6	actual	actual	ADJ
fuelectenerg-12696	144	7	and	and	CCONJ
fuelectenerg-12696	144	8	predicted	predict	VERB
fuelectenerg-12696	144	9	)	)	PUNCT
fuelectenerg-12696	144	10	using	use	VERB
fuelectenerg-12696	144	11	ann	ann	PROPN
fuelectenerg-12696	144	12	model	model	NOUN
fuelectenerg-12696	144	13	(	(	PUNCT
fuelectenerg-12696	144	14	b	b	NOUN
fuelectenerg-12696	144	15	)	)	PUNCT
fuelectenerg-12696	144	16	svm	svm	ADJ
fuelectenerg-12696	144	17	architecture	architecture	NOUN
fuelectenerg-12696	144	18	support	support	NOUN
fuelectenerg-12696	144	19	vector	vector	NOUN
fuelectenerg-12696	144	20	machine	machine	NOUN
fuelectenerg-12696	144	21	(	(	PUNCT
fuelectenerg-12696	144	22	svm	svm	PROPN
fuelectenerg-12696	144	23	)	)	PUNCT
fuelectenerg-12696	144	24	is	be	AUX
fuelectenerg-12696	144	25	basically	basically	ADV
fuelectenerg-12696	144	26	deployed	deploy	VERB
fuelectenerg-12696	144	27	for	for	ADP
fuelectenerg-12696	144	28	classification	classification	NOUN
fuelectenerg-12696	144	29	issues	issue	NOUN
fuelectenerg-12696	144	30	,	,	PUNCT
fuelectenerg-12696	144	31	whereas	whereas	SCONJ
fuelectenerg-12696	144	32	the	the	DET
fuelectenerg-12696	144	33	support	support	NOUN
fuelectenerg-12696	144	34	vector	vector	NOUN
fuelectenerg-12696	144	35	regression	regression	NOUN
fuelectenerg-12696	144	36	(	(	PUNCT
fuelectenerg-12696	144	37	svr	svr	PROPN
fuelectenerg-12696	144	38	)	)	PUNCT
fuelectenerg-12696	144	39	is	be	AUX
fuelectenerg-12696	144	40	a	a	DET
fuelectenerg-12696	144	41	type	type	NOUN
fuelectenerg-12696	144	42	of	of	ADP
fuelectenerg-12696	144	43	svm	svm	NOUN
fuelectenerg-12696	144	44	and	and	CCONJ
fuelectenerg-12696	144	45	it	it	PRON
fuelectenerg-12696	144	46	adapts	adapt	VERB
fuelectenerg-12696	144	47	the	the	DET
fuelectenerg-12696	144	48	svm	svm	ADJ
fuelectenerg-12696	144	49	concept	concept	NOUN
fuelectenerg-12696	144	50	to	to	PART
fuelectenerg-12696	144	51	predict	predict	VERB
fuelectenerg-12696	144	52	continuous	continuous	ADJ
fuelectenerg-12696	144	53	values	value	NOUN
fuelectenerg-12696	144	54	rather	rather	ADV
fuelectenerg-12696	144	55	than	than	ADP
fuelectenerg-12696	144	56	discrete	discrete	ADJ
fuelectenerg-12696	144	57	class	class	NOUN
fuelectenerg-12696	144	58	labels	label	NOUN
fuelectenerg-12696	144	59	.	.	PUNCT
fuelectenerg-12696	145	1	the	the	DET
fuelectenerg-12696	145	2	svm	svm	PROPN
fuelectenerg-12696	145	3	model	model	NOUN
fuelectenerg-12696	145	4	's	's	PART
fuelectenerg-12696	145	5	architecture	architecture	NOUN
fuelectenerg-12696	145	6	as	as	SCONJ
fuelectenerg-12696	145	7	shown	show	VERB
fuelectenerg-12696	145	8	in	in	ADP
fuelectenerg-12696	145	9	figure	figure	NOUN
fuelectenerg-12696	145	10	9	9	NUM
fuelectenerg-12696	145	11	featured	feature	VERB
fuelectenerg-12696	145	12	a	a	DET
fuelectenerg-12696	145	13	svr	svr	PROPN
fuelectenerg-12696	145	14	including	include	VERB
fuelectenerg-12696	145	15	a	a	DET
fuelectenerg-12696	145	16	radial	radial	ADJ
fuelectenerg-12696	145	17	basis	basis	NOUN
fuelectenerg-12696	145	18	function	function	NOUN
fuelectenerg-12696	145	19	(	(	PUNCT
fuelectenerg-12696	145	20	rbf	rbf	PROPN
fuelectenerg-12696	145	21	)	)	PUNCT
fuelectenerg-12696	145	22	kernel	kernel	PROPN
fuelectenerg-12696	145	23	.	.	PUNCT
fuelectenerg-12696	146	1	the	the	DET
fuelectenerg-12696	146	2	desired	desire	VERB
fuelectenerg-12696	146	3	modeling	modeling	NOUN
fuelectenerg-12696	146	4	accuracy	accuracy	NOUN
fuelectenerg-12696	146	5	was	be	AUX
fuelectenerg-12696	146	6	evaluated	evaluate	VERB
fuelectenerg-12696	146	7	using	use	VERB
fuelectenerg-12696	146	8	mean	mean	NOUN
fuelectenerg-12696	146	9	squared	square	VERB
fuelectenerg-12696	146	10	error	error	NOUN
fuelectenerg-12696	146	11	(	(	PUNCT
fuelectenerg-12696	146	12	mse	mse	NOUN
fuelectenerg-12696	146	13	)	)	PUNCT
fuelectenerg-12696	146	14	and	and	CCONJ
fuelectenerg-12696	146	15	r	r	NOUN
fuelectenerg-12696	146	16	-	-	PUNCT
fuelectenerg-12696	146	17	squared	square	VERB
fuelectenerg-12696	146	18	score	score	NOUN
fuelectenerg-12696	146	19	(	(	PUNCT
fuelectenerg-12696	146	20	r²	r²	NOUN
fuelectenerg-12696	146	21	)	)	PUNCT
fuelectenerg-12696	146	22	with	with	ADP
fuelectenerg-12696	146	23	aim	aim	NOUN
fuelectenerg-12696	146	24	on	on	ADP
fuelectenerg-12696	146	25	minimizing	minimize	VERB
fuelectenerg-12696	146	26	mse	mse	NOUN
fuelectenerg-12696	146	27	while	while	SCONJ
fuelectenerg-12696	146	28	maximizing	maximize	VERB
fuelectenerg-12696	146	29	r²	r²	NOUN
fuelectenerg-12696	146	30	.	.	PUNCT
fuelectenerg-12696	147	1	gridsearch	gridsearch	PROPN
fuelectenerg-12696	147	2	cv	cv	PROPN
fuelectenerg-12696	147	3	was	be	AUX
fuelectenerg-12696	147	4	employed	employ	VERB
fuelectenerg-12696	147	5	for	for	ADP
fuelectenerg-12696	147	6	hyperparameter	hyperparameter	NOUN
fuelectenerg-12696	147	7	tuning	tuning	NOUN
fuelectenerg-12696	147	8	,	,	PUNCT
fuelectenerg-12696	147	9	searching	search	VERB
fuelectenerg-12696	147	10	across	across	ADP
fuelectenerg-12696	147	11	a	a	DET
fuelectenerg-12696	147	12	specified	specified	ADJ
fuelectenerg-12696	147	13	range	range	NOUN
fuelectenerg-12696	147	14	for	for	ADP
fuelectenerg-12696	147	15	parameters	parameter	NOUN
fuelectenerg-12696	147	16	c	c	X
fuelectenerg-12696	147	17	,	,	PUNCT
fuelectenerg-12696	147	18	gamma	gamma	NOUN
fuelectenerg-12696	147	19	,	,	PUNCT
fuelectenerg-12696	147	20	and	and	CCONJ
fuelectenerg-12696	147	21	epsilon	epsilon	PROPN
fuelectenerg-12696	147	22	.	.	PUNCT
fuelectenerg-12696	148	1	an	an	DET
fuelectenerg-12696	148	2	11	11	NUM
fuelectenerg-12696	148	3	-	-	ADJ
fuelectenerg-12696	148	4	fold	fold	ADJ
fuelectenerg-12696	148	5	cross	cross	ADJ
fuelectenerg-12696	148	6	-	-	ADJ
fuelectenerg-12696	148	7	validation	validation	ADJ
fuelectenerg-12696	148	8	ensured	ensure	VERB
fuelectenerg-12696	148	9	robust	robust	ADJ
fuelectenerg-12696	148	10	model	model	NOUN
fuelectenerg-12696	148	11	evaluation	evaluation	NOUN
fuelectenerg-12696	148	12	and	and	CCONJ
fuelectenerg-12696	148	13	avoided	avoid	VERB
fuelectenerg-12696	148	14	overfitting	overfitting	NOUN
fuelectenerg-12696	148	15	.	.	PUNCT
fuelectenerg-12696	149	1	data	datum	NOUN
fuelectenerg-12696	149	2	preprocessing	preprocesse	VERB
fuelectenerg-12696	149	3	involved	involve	VERB
fuelectenerg-12696	149	4	loading	loading	NOUN
fuelectenerg-12696	149	5	data	datum	NOUN
fuelectenerg-12696	149	6	from	from	ADP
fuelectenerg-12696	149	7	a	a	DET
fuelectenerg-12696	149	8	csv	csv	NOUN
fuelectenerg-12696	149	9	file	file	NOUN
fuelectenerg-12696	149	10	,	,	PUNCT
fuelectenerg-12696	149	11	extracting	extract	VERB
fuelectenerg-12696	149	12	machine	machine	NOUN
fuelectenerg-12696	149	13	learning	learning	NOUN
fuelectenerg-12696	149	14	assisted	assist	VERB
fuelectenerg-12696	149	15	s11	s11	NOUN
fuelectenerg-12696	149	16	prediction	prediction	NOUN
fuelectenerg-12696	149	17	for	for	ADP
fuelectenerg-12696	149	18	a	a	DET
fuelectenerg-12696	149	19	slotted	slotted	ADJ
fuelectenerg-12696	149	20	square	square	ADJ
fuelectenerg-12696	149	21	patch	patch	NOUN
fuelectenerg-12696	149	22	antenna	antenna	NOUN
fuelectenerg-12696	149	23	in	in	ADP
fuelectenerg-12696	149	24	...	...	PUNCT
fuelectenerg-12696	149	25	697	697	NUM
fuelectenerg-12696	149	26	features	feature	NOUN
fuelectenerg-12696	149	27	,	,	PUNCT
fuelectenerg-12696	149	28	and	and	CCONJ
fuelectenerg-12696	149	29	the	the	DET
fuelectenerg-12696	149	30	s11	s11	NOUN
fuelectenerg-12696	149	31	values	value	NOUN
fuelectenerg-12696	149	32	as	as	ADP
fuelectenerg-12696	149	33	the	the	DET
fuelectenerg-12696	149	34	target	target	NOUN
fuelectenerg-12696	149	35	variable	variable	NOUN
fuelectenerg-12696	149	36	.	.	PUNCT
fuelectenerg-12696	150	1	the	the	DET
fuelectenerg-12696	150	2	data	datum	NOUN
fuelectenerg-12696	150	3	was	be	AUX
fuelectenerg-12696	150	4	normalized	normalize	VERB
fuelectenerg-12696	150	5	using	use	VERB
fuelectenerg-12696	150	6	standardscaler	standardscaler	NOUN
fuelectenerg-12696	150	7	.	.	PUNCT
fuelectenerg-12696	151	1	the	the	DET
fuelectenerg-12696	151	2	model	model	NOUN
fuelectenerg-12696	151	3	's	's	PART
fuelectenerg-12696	151	4	finest	fine	ADJ
fuelectenerg-12696	151	5	configuration	configuration	NOUN
fuelectenerg-12696	151	6	was	be	AUX
fuelectenerg-12696	151	7	chosen	choose	VERB
fuelectenerg-12696	151	8	based	base	VERB
fuelectenerg-12696	151	9	on	on	ADP
fuelectenerg-12696	151	10	the	the	DET
fuelectenerg-12696	151	11	lowest	low	ADJ
fuelectenerg-12696	151	12	mse	mse	NOUN
fuelectenerg-12696	151	13	obtained	obtain	VERB
fuelectenerg-12696	151	14	during	during	ADP
fuelectenerg-12696	151	15	cross	cross	NOUN
fuelectenerg-12696	151	16	-	-	NOUN
fuelectenerg-12696	151	17	validation	validation	NOUN
fuelectenerg-12696	151	18	.	.	PUNCT
fuelectenerg-12696	152	1	post	post	ADJ
fuelectenerg-12696	152	2	-	-	ADJ
fuelectenerg-12696	152	3	training	training	NOUN
fuelectenerg-12696	152	4	,	,	PUNCT
fuelectenerg-12696	152	5	the	the	DET
fuelectenerg-12696	152	6	model	model	NOUN
fuelectenerg-12696	152	7	's	's	PART
fuelectenerg-12696	152	8	functioning	functioning	NOUN
fuelectenerg-12696	152	9	was	be	AUX
fuelectenerg-12696	152	10	evaluated	evaluate	VERB
fuelectenerg-12696	152	11	using	use	VERB
fuelectenerg-12696	152	12	mse	mse	NOUN
fuelectenerg-12696	152	13	and	and	CCONJ
fuelectenerg-12696	152	14	r²	r²	NOUN
fuelectenerg-12696	152	15	metrics	metric	NOUN
fuelectenerg-12696	152	16	.	.	PUNCT
fuelectenerg-12696	153	1	these	these	DET
fuelectenerg-12696	153	2	metrics	metric	NOUN
fuelectenerg-12696	153	3	were	be	AUX
fuelectenerg-12696	153	4	saved	save	VERB
fuelectenerg-12696	153	5	to	to	ADP
fuelectenerg-12696	153	6	a	a	DET
fuelectenerg-12696	153	7	csv	csv	NOUN
fuelectenerg-12696	153	8	file	file	NOUN
fuelectenerg-12696	153	9	,	,	PUNCT
fuelectenerg-12696	153	10	and	and	CCONJ
fuelectenerg-12696	153	11	a	a	DET
fuelectenerg-12696	153	12	plot	plot	NOUN
fuelectenerg-12696	153	13	comparing	compare	VERB
fuelectenerg-12696	153	14	actual	actual	ADJ
fuelectenerg-12696	153	15	and	and	CCONJ
fuelectenerg-12696	153	16	predicted	predict	VERB
fuelectenerg-12696	153	17	s11	s11	NOUN
fuelectenerg-12696	153	18	values	value	NOUN
fuelectenerg-12696	153	19	against	against	ADP
fuelectenerg-12696	153	20	frequency	frequency	NOUN
fuelectenerg-12696	153	21	was	be	AUX
fuelectenerg-12696	153	22	generated	generate	VERB
fuelectenerg-12696	153	23	as	as	SCONJ
fuelectenerg-12696	153	24	depicted	depict	VERB
fuelectenerg-12696	153	25	in	in	ADP
fuelectenerg-12696	153	26	figure	figure	NOUN
fuelectenerg-12696	153	27	10	10	NUM
fuelectenerg-12696	153	28	.	.	PUNCT
fuelectenerg-12696	154	1	the	the	DET
fuelectenerg-12696	154	2	entire	entire	ADJ
fuelectenerg-12696	154	3	process	process	NOUN
fuelectenerg-12696	154	4	leveraged	leverage	VERB
fuelectenerg-12696	154	5	python	python	NOUN
fuelectenerg-12696	154	6	libraries	library	NOUN
fuelectenerg-12696	154	7	such	such	ADJ
fuelectenerg-12696	154	8	as	as	ADP
fuelectenerg-12696	154	9	pandas	panda	NOUN
fuelectenerg-12696	154	10	,	,	PUNCT
fuelectenerg-12696	154	11	numpy	numpy	NOUN
fuelectenerg-12696	154	12	,	,	PUNCT
fuelectenerg-12696	154	13	matplotlib	matplotlib	PROPN
fuelectenerg-12696	154	14	,	,	PUNCT
fuelectenerg-12696	154	15	and	and	CCONJ
fuelectenerg-12696	154	16	scikitlearn	scikitlearn	NOUN
fuelectenerg-12696	154	17	,	,	PUNCT
fuelectenerg-12696	154	18	with	with	ADP
fuelectenerg-12696	154	19	careful	careful	ADJ
fuelectenerg-12696	154	20	attention	attention	NOUN
fuelectenerg-12696	154	21	to	to	ADP
fuelectenerg-12696	154	22	reproducibility	reproducibility	NOUN
fuelectenerg-12696	154	23	by	by	ADP
fuelectenerg-12696	154	24	setting	set	VERB
fuelectenerg-12696	154	25	a	a	DET
fuelectenerg-12696	154	26	random	random	ADJ
fuelectenerg-12696	154	27	seed	seed	NOUN
fuelectenerg-12696	154	28	.	.	PUNCT
fuelectenerg-12696	155	1	this	this	DET
fuelectenerg-12696	155	2	comprehensive	comprehensive	ADJ
fuelectenerg-12696	155	3	approach	approach	NOUN
fuelectenerg-12696	155	4	ensured	ensure	VERB
fuelectenerg-12696	155	5	a	a	DET
fuelectenerg-12696	155	6	well	well	ADV
fuelectenerg-12696	155	7	-	-	PUNCT
fuelectenerg-12696	155	8	tuned	tune	VERB
fuelectenerg-12696	155	9	and	and	CCONJ
fuelectenerg-12696	155	10	accurately	accurately	ADV
fuelectenerg-12696	155	11	evaluated	evaluate	VERB
fuelectenerg-12696	155	12	svr	svr	PROPN
fuelectenerg-12696	155	13	model	model	NOUN
fuelectenerg-12696	155	14	.	.	PUNCT
fuelectenerg-12696	156	1	x1[lp	x1[lp	PROPN
fuelectenerg-12696	156	2	]	]	X
fuelectenerg-12696	156	3	s11	s11	PROPN
fuelectenerg-12696	156	4	x2[lg	x2[lg	PROPN
fuelectenerg-12696	156	5	]	]	X
fuelectenerg-12696	157	1	x3	x3	PROPN
fuelectenerg-12696	158	1	[	[	X
fuelectenerg-12696	158	2	wg	wg	X
fuelectenerg-12696	158	3	]	]	PUNCT
fuelectenerg-12696	158	4	x4	x4	PROPN
fuelectenerg-12696	159	1	[	[	X
fuelectenerg-12696	159	2	rc	rc	X
fuelectenerg-12696	159	3	]	]	X
fuelectenerg-12696	159	4	x5	x5	PROPN
fuelectenerg-12696	160	1	[	[	X
fuelectenerg-12696	160	2	yf	yf	X
fuelectenerg-12696	160	3	]	]	PUNCT
fuelectenerg-12696	160	4	x6	x6	PROPN
fuelectenerg-12696	161	1	[	[	X
fuelectenerg-12696	161	2	f	f	X
fuelectenerg-12696	161	3	]	]	X
fuelectenerg-12696	161	4	k1(x1,x	k1(x1,x	PROPN
fuelectenerg-12696	161	5	)	)	PUNCT
fuelectenerg-12696	161	6	k2(x2,x	k2(x2,x	NOUN
fuelectenerg-12696	161	7	)	)	PUNCT
fuelectenerg-12696	161	8	k3(x3,x	k3(x3,x	NOUN
fuelectenerg-12696	161	9	)	)	PUNCT
fuelectenerg-12696	161	10	k4(x4,x	k4(x4,x	PROPN
fuelectenerg-12696	161	11	)	)	PUNCT
fuelectenerg-12696	161	12	k5(x5,x	k5(x5,x	NOUN
fuelectenerg-12696	161	13	)	)	PUNCT
fuelectenerg-12696	161	14	k6(x6,x	k6(x6,x	NOUN
fuelectenerg-12696	161	15	)	)	PUNCT
fuelectenerg-12696	161	16	y1α1	y1α1	PROPN
fuelectenerg-12696	162	1	y2α2	y2α2	PROPN
fuelectenerg-12696	162	2	y3α3	y3α3	PROPN
fuelectenerg-12696	162	3	y4α4	y4α4	ADJ
fuelectenerg-12696	162	4	y5α5	y5α5	PROPN
fuelectenerg-12696	162	5	y6α6	y6α6	PROPN
fuelectenerg-12696	162	6	bias	bias	NOUN
fuelectenerg-12696	162	7	fig	fig	NOUN
fuelectenerg-12696	162	8	.	.	PUNCT
fuelectenerg-12696	163	1	9	9	NUM
fuelectenerg-12696	163	2	svm	svm	ADJ
fuelectenerg-12696	163	3	architecture	architecture	NOUN
fuelectenerg-12696	163	4	fig.10	fig.10	PRON
fuelectenerg-12696	163	5	s11	s11	PROPN
fuelectenerg-12696	163	6	versus	versus	X
fuelectenerg-12696	163	7	frequency	frequency	NOUN
fuelectenerg-12696	163	8	(	(	PUNCT
fuelectenerg-12696	163	9	actual	actual	ADJ
fuelectenerg-12696	163	10	and	and	CCONJ
fuelectenerg-12696	163	11	predicted	predict	VERB
fuelectenerg-12696	163	12	)	)	PUNCT
fuelectenerg-12696	163	13	using	use	VERB
fuelectenerg-12696	163	14	svm	svm	ADJ
fuelectenerg-12696	163	15	model	model	NOUN
fuelectenerg-12696	163	16	(	(	PUNCT
fuelectenerg-12696	163	17	c	c	NOUN
fuelectenerg-12696	163	18	)	)	PUNCT
fuelectenerg-12696	163	19	gpr	gpr	NOUN
fuelectenerg-12696	163	20	architecture	architecture	NOUN
fuelectenerg-12696	163	21	gaussian	gaussian	NOUN
fuelectenerg-12696	163	22	process	process	NOUN
fuelectenerg-12696	163	23	regression	regression	NOUN
fuelectenerg-12696	163	24	(	(	PUNCT
fuelectenerg-12696	163	25	gpr	gpr	PROPN
fuelectenerg-12696	163	26	)	)	PUNCT
fuelectenerg-12696	163	27	model	model	NOUN
fuelectenerg-12696	163	28	as	as	SCONJ
fuelectenerg-12696	163	29	illustrated	illustrate	VERB
fuelectenerg-12696	163	30	in	in	ADP
fuelectenerg-12696	163	31	figure	figure	NOUN
fuelectenerg-12696	163	32	11is	11is	NOUN
fuelectenerg-12696	163	33	employed	employ	VERB
fuelectenerg-12696	163	34	to	to	PART
fuelectenerg-12696	163	35	predict	predict	VERB
fuelectenerg-12696	163	36	s11	s11	PROPN
fuelectenerg-12696	163	37	,	,	PUNCT
fuelectenerg-12696	163	38	which	which	PRON
fuelectenerg-12696	163	39	is	be	AUX
fuelectenerg-12696	163	40	a	a	DET
fuelectenerg-12696	163	41	measure	measure	NOUN
fuelectenerg-12696	163	42	of	of	ADP
fuelectenerg-12696	163	43	reflection	reflection	NOUN
fuelectenerg-12696	163	44	coefficient	coefficient	NOUN
fuelectenerg-12696	163	45	in	in	ADP
fuelectenerg-12696	163	46	antenna	antenna	NOUN
fuelectenerg-12696	163	47	design	design	NOUN
fuelectenerg-12696	163	48	,	,	PUNCT
fuelectenerg-12696	163	49	based	base	VERB
fuelectenerg-12696	163	50	on	on	ADP
fuelectenerg-12696	163	51	model	model	NOUN
fuelectenerg-12696	163	52	input	input	NOUN
fuelectenerg-12696	163	53	features	feature	VERB
fuelectenerg-12696	163	54	such	such	ADJ
fuelectenerg-12696	163	55	as	as	ADP
fuelectenerg-12696	163	56	frequency	frequency	NOUN
fuelectenerg-12696	163	57	,	,	PUNCT
fuelectenerg-12696	163	58	lp	lp	ADJ
fuelectenerg-12696	163	59	,	,	PUNCT
fuelectenerg-12696	163	60	ls	ls	PROPN
fuelectenerg-12696	163	61	,	,	PUNCT
fuelectenerg-12696	163	62	lw	lw	PROPN
fuelectenerg-12696	163	63	,	,	PUNCT
fuelectenerg-12696	163	64	yf	yf	NOUN
fuelectenerg-12696	163	65	,	,	PUNCT
fuelectenerg-12696	163	66	and	and	CCONJ
fuelectenerg-12696	163	67	r1	r1	PROPN
fuelectenerg-12696	163	68	.	.	PUNCT
fuelectenerg-12696	164	1	after	after	ADP
fuelectenerg-12696	164	2	training	training	NOUN
fuelectenerg-12696	164	3	,	,	PUNCT
fuelectenerg-12696	164	4	the	the	DET
fuelectenerg-12696	164	5	model	model	NOUN
fuelectenerg-12696	164	6	predicts	predict	VERB
fuelectenerg-12696	164	7	698	698	NUM
fuelectenerg-12696	164	8	d	d	PROPN
fuelectenerg-12696	164	9	verma	verma	PROPN
fuelectenerg-12696	164	10	,	,	PUNCT
fuelectenerg-12696	164	11	p	p	PROPN
fuelectenerg-12696	164	12	ranjan	ranjan	PROPN
fuelectenerg-12696	164	13	,	,	PUNCT
fuelectenerg-12696	164	14	a	a	DET
fuelectenerg-12696	164	15	verma	verma	PROPN
fuelectenerg-12696	164	16	,	,	PUNCT
fuelectenerg-12696	164	17	p	p	PROPN
fuelectenerg-12696	164	18	k	k	PROPN
fuelectenerg-12696	164	19	goswami	goswami	PROPN
fuelectenerg-12696	164	20	,	,	PUNCT
fuelectenerg-12696	164	21	n	n	CCONJ
fuelectenerg-12696	164	22	kaushik	kaushik	PROPN
fuelectenerg-12696	164	23	s11	s11	PROPN
fuelectenerg-12696	164	24	values	value	NOUN
fuelectenerg-12696	164	25	for	for	ADP
fuelectenerg-12696	164	26	given	give	VERB
fuelectenerg-12696	164	27	frequencies	frequency	NOUN
fuelectenerg-12696	164	28	,	,	PUNCT
fuelectenerg-12696	164	29	allowing	allow	VERB
fuelectenerg-12696	164	30	for	for	ADP
fuelectenerg-12696	164	31	accurate	accurate	ADJ
fuelectenerg-12696	164	32	characterization	characterization	NOUN
fuelectenerg-12696	164	33	and	and	CCONJ
fuelectenerg-12696	164	34	optimization	optimization	NOUN
fuelectenerg-12696	164	35	of	of	ADP
fuelectenerg-12696	164	36	antenna	antenna	NOUN
fuelectenerg-12696	164	37	performance	performance	NOUN
fuelectenerg-12696	164	38	.	.	PUNCT
fuelectenerg-12696	165	1	fig	fig	NOUN
fuelectenerg-12696	165	2	.	.	PUNCT
fuelectenerg-12696	166	1	11	11	NUM
fuelectenerg-12696	166	2	gpr	gpr	PROPN
fuelectenerg-12696	166	3	model	model	NOUN
fuelectenerg-12696	166	4	the	the	DET
fuelectenerg-12696	166	5	desired	desire	VERB
fuelectenerg-12696	166	6	modeling	modeling	NOUN
fuelectenerg-12696	166	7	accuracy	accuracy	NOUN
fuelectenerg-12696	166	8	was	be	AUX
fuelectenerg-12696	166	9	evaluated	evaluate	VERB
fuelectenerg-12696	166	10	using	use	VERB
fuelectenerg-12696	166	11	mse	mse	NOUN
fuelectenerg-12696	166	12	and	and	CCONJ
fuelectenerg-12696	166	13	r²	r²	VERB
fuelectenerg-12696	166	14	,	,	PUNCT
fuelectenerg-12696	166	15	with	with	ADP
fuelectenerg-12696	166	16	the	the	DET
fuelectenerg-12696	166	17	goal	goal	NOUN
fuelectenerg-12696	166	18	of	of	ADP
fuelectenerg-12696	166	19	achieving	achieve	VERB
fuelectenerg-12696	166	20	a	a	DET
fuelectenerg-12696	166	21	low	low	ADJ
fuelectenerg-12696	166	22	mse	mse	NOUN
fuelectenerg-12696	166	23	and	and	CCONJ
fuelectenerg-12696	166	24	a	a	DET
fuelectenerg-12696	166	25	high	high	ADJ
fuelectenerg-12696	166	26	r²	r²	NOUN
fuelectenerg-12696	166	27	,	,	PUNCT
fuelectenerg-12696	166	28	indicating	indicate	VERB
fuelectenerg-12696	166	29	better	well	ADJ
fuelectenerg-12696	166	30	performance	performance	NOUN
fuelectenerg-12696	166	31	.	.	PUNCT
fuelectenerg-12696	167	1	the	the	DET
fuelectenerg-12696	167	2	gpr	gpr	PROPN
fuelectenerg-12696	167	3	model	model	NOUN
fuelectenerg-12696	167	4	utilized	utilize	VERB
fuelectenerg-12696	167	5	a	a	DET
fuelectenerg-12696	167	6	combination	combination	NOUN
fuelectenerg-12696	167	7	of	of	ADP
fuelectenerg-12696	167	8	a	a	DET
fuelectenerg-12696	167	9	rational	rational	ADJ
fuelectenerg-12696	167	10	quadratic	quadratic	ADJ
fuelectenerg-12696	167	11	kernel	kernel	NOUN
fuelectenerg-12696	167	12	and	and	CCONJ
fuelectenerg-12696	167	13	a	a	DET
fuelectenerg-12696	167	14	white	white	ADJ
fuelectenerg-12696	167	15	kernel	kernel	NOUN
fuelectenerg-12696	167	16	,	,	PUNCT
fuelectenerg-12696	167	17	with	with	ADP
fuelectenerg-12696	167	18	hyperparameters	hyperparameter	NOUN
fuelectenerg-12696	167	19	such	such	ADJ
fuelectenerg-12696	167	20	as	as	ADP
fuelectenerg-12696	167	21	length	length	NOUN
fuelectenerg-12696	167	22	scale	scale	NOUN
fuelectenerg-12696	167	23	set	set	VERB
fuelectenerg-12696	167	24	to	to	ADP
fuelectenerg-12696	167	25	1.0	1.0	NUM
fuelectenerg-12696	167	26	,	,	PUNCT
fuelectenerg-12696	167	27	alpha	alpha	NOUN
fuelectenerg-12696	167	28	to	to	ADP
fuelectenerg-12696	167	29	0.5	0.5	NUM
fuelectenerg-12696	167	30	,	,	PUNCT
fuelectenerg-12696	167	31	and	and	CCONJ
fuelectenerg-12696	167	32	noise	noise	NOUN
fuelectenerg-12696	167	33	level	level	NOUN
fuelectenerg-12696	167	34	to	to	ADP
fuelectenerg-12696	167	35	0.1	0.1	NUM
fuelectenerg-12696	167	36	.	.	PUNCT
fuelectenerg-12696	168	1	the	the	DET
fuelectenerg-12696	168	2	data	datum	NOUN
fuelectenerg-12696	168	3	preprocessing	preprocessing	NOUN
fuelectenerg-12696	168	4	involved	involve	VERB
fuelectenerg-12696	168	5	standardizing	standardize	VERB
fuelectenerg-12696	168	6	both	both	CCONJ
fuelectenerg-12696	168	7	the	the	DET
fuelectenerg-12696	168	8	features	feature	NOUN
fuelectenerg-12696	168	9	and	and	CCONJ
fuelectenerg-12696	168	10	the	the	DET
fuelectenerg-12696	168	11	target	target	NOUN
fuelectenerg-12696	168	12	variable	variable	NOUN
fuelectenerg-12696	168	13	using	use	VERB
fuelectenerg-12696	168	14	standard	standard	ADJ
fuelectenerg-12696	168	15	scaler	scaler	NOUN
fuelectenerg-12696	168	16	to	to	PART
fuelectenerg-12696	168	17	ensure	ensure	VERB
fuelectenerg-12696	168	18	they	they	PRON
fuelectenerg-12696	168	19	have	have	VERB
fuelectenerg-12696	168	20	a	a	DET
fuelectenerg-12696	168	21	mean	mean	NOUN
fuelectenerg-12696	168	22	of	of	ADP
fuelectenerg-12696	168	23	0	0	NUM
fuelectenerg-12696	168	24	and	and	CCONJ
fuelectenerg-12696	168	25	a	a	DET
fuelectenerg-12696	168	26	standard	standard	ADJ
fuelectenerg-12696	168	27	deviation	deviation	NOUN
fuelectenerg-12696	168	28	of	of	ADP
fuelectenerg-12696	168	29	1	1	NUM
fuelectenerg-12696	168	30	,	,	PUNCT
fuelectenerg-12696	168	31	which	which	PRON
fuelectenerg-12696	168	32	helps	help	VERB
fuelectenerg-12696	168	33	in	in	ADP
fuelectenerg-12696	168	34	improving	improve	VERB
fuelectenerg-12696	168	35	the	the	DET
fuelectenerg-12696	168	36	model	model	NOUN
fuelectenerg-12696	168	37	performance	performance	NOUN
fuelectenerg-12696	168	38	.	.	PUNCT
fuelectenerg-12696	169	1	from	from	ADP
fuelectenerg-12696	169	2	the	the	DET
fuelectenerg-12696	169	3	dataset	dataset	NOUN
fuelectenerg-12696	169	4	features	feature	NOUN
fuelectenerg-12696	169	5	were	be	AUX
fuelectenerg-12696	169	6	extracted	extract	VERB
fuelectenerg-12696	169	7	along	along	ADP
fuelectenerg-12696	169	8	with	with	ADP
fuelectenerg-12696	169	9	the	the	DET
fuelectenerg-12696	169	10	target	target	NOUN
fuelectenerg-12696	169	11	variable	variable	NOUN
fuelectenerg-12696	169	12	.	.	PUNCT
fuelectenerg-12696	170	1	the	the	DET
fuelectenerg-12696	170	2	training	training	NOUN
fuelectenerg-12696	170	3	process	process	NOUN
fuelectenerg-12696	170	4	included	include	VERB
fuelectenerg-12696	170	5	sorting	sort	VERB
fuelectenerg-12696	170	6	the	the	DET
fuelectenerg-12696	170	7	data	datum	NOUN
fuelectenerg-12696	170	8	by	by	ADP
fuelectenerg-12696	170	9	frequency	frequency	NOUN
fuelectenerg-12696	170	10	,	,	PUNCT
fuelectenerg-12696	170	11	scaling	scale	VERB
fuelectenerg-12696	170	12	the	the	DET
fuelectenerg-12696	170	13	features	feature	NOUN
fuelectenerg-12696	170	14	and	and	CCONJ
fuelectenerg-12696	170	15	target	target	VERB
fuelectenerg-12696	170	16	variable	variable	NOUN
fuelectenerg-12696	170	17	,	,	PUNCT
fuelectenerg-12696	170	18	and	and	CCONJ
fuelectenerg-12696	170	19	fitting	fit	VERB
fuelectenerg-12696	170	20	the	the	DET
fuelectenerg-12696	170	21	gpr	gpr	PROPN
fuelectenerg-12696	170	22	model	model	NOUN
fuelectenerg-12696	170	23	on	on	ADP
fuelectenerg-12696	170	24	the	the	DET
fuelectenerg-12696	170	25	scaled	scale	VERB
fuelectenerg-12696	170	26	data	datum	NOUN
fuelectenerg-12696	170	27	.	.	PUNCT
fuelectenerg-12696	171	1	after	after	SCONJ
fuelectenerg-12696	171	2	training	training	NOUN
fuelectenerg-12696	171	3	,	,	PUNCT
fuelectenerg-12696	171	4	mse	mse	NOUN
fuelectenerg-12696	171	5	and	and	CCONJ
fuelectenerg-12696	171	6	r²	r²	NOUN
fuelectenerg-12696	171	7	of	of	ADP
fuelectenerg-12696	171	8	the	the	DET
fuelectenerg-12696	171	9	the	the	DET
fuelectenerg-12696	171	10	model	model	NOUN
fuelectenerg-12696	171	11	was	be	AUX
fuelectenerg-12696	171	12	evaluated	evaluate	VERB
fuelectenerg-12696	171	13	,	,	PUNCT
fuelectenerg-12696	171	14	and	and	CCONJ
fuelectenerg-12696	171	15	the	the	DET
fuelectenerg-12696	171	16	predictions	prediction	NOUN
fuelectenerg-12696	171	17	were	be	AUX
fuelectenerg-12696	171	18	inverse	inverse	NOUN
fuelectenerg-12696	171	19	-	-	PUNCT
fuelectenerg-12696	171	20	transformed	transform	VERB
fuelectenerg-12696	171	21	to	to	PART
fuelectenerg-12696	171	22	obtain	obtain	VERB
fuelectenerg-12696	171	23	the	the	DET
fuelectenerg-12696	171	24	actual	actual	ADJ
fuelectenerg-12696	171	25	predicted	predict	VERB
fuelectenerg-12696	171	26	values	value	NOUN
fuelectenerg-12696	171	27	.	.	PUNCT
fuelectenerg-12696	172	1	the	the	DET
fuelectenerg-12696	172	2	results	result	NOUN
fuelectenerg-12696	172	3	were	be	AUX
fuelectenerg-12696	172	4	visualized	visualize	VERB
fuelectenerg-12696	172	5	by	by	ADP
fuelectenerg-12696	172	6	plotting	plot	VERB
fuelectenerg-12696	172	7	the	the	DET
fuelectenerg-12696	172	8	authentic	authentic	ADJ
fuelectenerg-12696	172	9	and	and	CCONJ
fuelectenerg-12696	172	10	predicted	predict	VERB
fuelectenerg-12696	172	11	s11	s11	NOUN
fuelectenerg-12696	172	12	values	value	NOUN
fuelectenerg-12696	172	13	against	against	ADP
fuelectenerg-12696	172	14	frequency	frequency	NOUN
fuelectenerg-12696	172	15	as	as	SCONJ
fuelectenerg-12696	172	16	illustrated	illustrate	VERB
fuelectenerg-12696	172	17	in	in	ADP
fuelectenerg-12696	172	18	figure	figure	NOUN
fuelectenerg-12696	172	19	12	12	NUM
fuelectenerg-12696	172	20	.	.	PUNCT
fuelectenerg-12696	173	1	fig	fig	NOUN
fuelectenerg-12696	173	2	.	.	PUNCT
fuelectenerg-12696	174	1	12	12	NUM
fuelectenerg-12696	174	2	s11	s11	PROPN
fuelectenerg-12696	174	3	versus	versus	X
fuelectenerg-12696	174	4	frequency	frequency	NOUN
fuelectenerg-12696	174	5	(	(	PUNCT
fuelectenerg-12696	174	6	actual	actual	ADJ
fuelectenerg-12696	174	7	and	and	CCONJ
fuelectenerg-12696	174	8	predicted	predict	VERB
fuelectenerg-12696	174	9	)	)	PUNCT
fuelectenerg-12696	174	10	using	use	VERB
fuelectenerg-12696	174	11	gpr	gpr	PROPN
fuelectenerg-12696	174	12	model	model	NOUN
fuelectenerg-12696	174	13	(	(	PUNCT
fuelectenerg-12696	174	14	d	d	NOUN
fuelectenerg-12696	174	15	)	)	PUNCT
fuelectenerg-12696	174	16	predicted	predict	VERB
fuelectenerg-12696	174	17	results	result	NOUN
fuelectenerg-12696	174	18	from	from	ADP
fuelectenerg-12696	174	19	ml	ml	ADP
fuelectenerg-12696	174	20	models	model	NOUN
fuelectenerg-12696	174	21	table	table	NOUN
fuelectenerg-12696	174	22	3	3	NUM
fuelectenerg-12696	174	23	displays	display	VERB
fuelectenerg-12696	174	24	the	the	DET
fuelectenerg-12696	174	25	r	r	NOUN
fuelectenerg-12696	174	26	-	-	PUNCT
fuelectenerg-12696	174	27	square	square	ADJ
fuelectenerg-12696	174	28	score	score	NOUN
fuelectenerg-12696	174	29	and	and	CCONJ
fuelectenerg-12696	174	30	the	the	DET
fuelectenerg-12696	174	31	mse	mse	NOUN
fuelectenerg-12696	174	32	value	value	NOUN
fuelectenerg-12696	174	33	which	which	PRON
fuelectenerg-12696	174	34	are	be	AUX
fuelectenerg-12696	174	35	exploited	exploit	VERB
fuelectenerg-12696	174	36	to	to	PART
fuelectenerg-12696	174	37	assess	assess	VERB
fuelectenerg-12696	174	38	the	the	DET
fuelectenerg-12696	174	39	performance	performance	NOUN
fuelectenerg-12696	174	40	of	of	ADP
fuelectenerg-12696	174	41	the	the	DET
fuelectenerg-12696	174	42	machine	machine	NOUN
fuelectenerg-12696	174	43	learning	learning	NOUN
fuelectenerg-12696	174	44	model	model	NOUN
fuelectenerg-12696	174	45	.	.	PUNCT
fuelectenerg-12696	175	1	r	r	X
fuelectenerg-12696	175	2	-	-	PUNCT
fuelectenerg-12696	175	3	square	square	ADJ
fuelectenerg-12696	175	4	score	score	NOUN
fuelectenerg-12696	175	5	gives	give	VERB
fuelectenerg-12696	175	6	the	the	DET
fuelectenerg-12696	175	7	response	response	NOUN
fuelectenerg-12696	175	8	of	of	ADP
fuelectenerg-12696	175	9	how	how	SCONJ
fuelectenerg-12696	175	10	good	good	ADJ
fuelectenerg-12696	175	11	our	our	PRON
fuelectenerg-12696	175	12	model	model	NOUN
fuelectenerg-12696	175	13	is	be	AUX
fuelectenerg-12696	175	14	in	in	ADP
fuelectenerg-12696	175	15	terms	term	NOUN
fuelectenerg-12696	175	16	of	of	ADP
fuelectenerg-12696	175	17	accuracy	accuracy	NOUN
fuelectenerg-12696	175	18	.	.	PUNCT
fuelectenerg-12696	176	1	it	it	PRON
fuelectenerg-12696	176	2	is	be	AUX
fuelectenerg-12696	176	3	the	the	DET
fuelectenerg-12696	176	4	amount	amount	NOUN
fuelectenerg-12696	176	5	of	of	ADP
fuelectenerg-12696	176	6	variation	variation	NOUN
fuelectenerg-12696	176	7	in	in	ADP
fuelectenerg-12696	176	8	the	the	DET
fuelectenerg-12696	176	9	output	output	NOUN
fuelectenerg-12696	176	10	dependent	dependent	ADJ
fuelectenerg-12696	176	11	machine	machine	NOUN
fuelectenerg-12696	176	12	learning	learning	NOUN
fuelectenerg-12696	176	13	assisted	assist	VERB
fuelectenerg-12696	176	14	s11	s11	NOUN
fuelectenerg-12696	176	15	prediction	prediction	NOUN
fuelectenerg-12696	176	16	for	for	ADP
fuelectenerg-12696	176	17	a	a	DET
fuelectenerg-12696	176	18	slotted	slotted	ADJ
fuelectenerg-12696	176	19	square	square	ADJ
fuelectenerg-12696	176	20	patch	patch	NOUN
fuelectenerg-12696	176	21	antenna	antenna	NOUN
fuelectenerg-12696	176	22	in	in	ADP
fuelectenerg-12696	176	23	...	...	PUNCT
fuelectenerg-12696	176	24	699	699	NUM
fuelectenerg-12696	176	25	attribute	attribute	NOUN
fuelectenerg-12696	176	26	that	that	PRON
fuelectenerg-12696	176	27	can	can	AUX
fuelectenerg-12696	176	28	be	be	AUX
fuelectenerg-12696	176	29	predicted	predict	VERB
fuelectenerg-12696	176	30	based	base	VERB
fuelectenerg-12696	176	31	on	on	ADP
fuelectenerg-12696	176	32	the	the	DET
fuelectenerg-12696	176	33	input	input	NOUN
fuelectenerg-12696	176	34	independent	independent	ADJ
fuelectenerg-12696	176	35	variable	variable	NOUN
fuelectenerg-12696	176	36	as	as	SCONJ
fuelectenerg-12696	176	37	depicted	depict	VERB
fuelectenerg-12696	176	38	in	in	ADP
fuelectenerg-12696	176	39	equation	equation	NOUN
fuelectenerg-12696	176	40	9	9	NUM
fuelectenerg-12696	176	41	.	.	PUNCT
fuelectenerg-12696	177	1	r2	r2	NOUN
fuelectenerg-12696	177	2	=	=	NOUN
fuelectenerg-12696	177	3	1	1	NUM
fuelectenerg-12696	177	4	−	−	NUM
fuelectenerg-12696	177	5	∑(𝑦𝑖−	∑(𝑦𝑖−	PROPN
fuelectenerg-12696	177	6	�	�	PROPN
fuelectenerg-12696	177	7	̂	̂	SYM
fuelectenerg-12696	177	8	�	�	PROPN
fuelectenerg-12696	177	9	)2	)2	SYM
fuelectenerg-12696	177	10	∑(𝑦𝑖−	∑(𝑦𝑖−	PROPN
fuelectenerg-12696	177	11	�	�	PROPN
fuelectenerg-12696	177	12	̃	̃	PROPN
fuelectenerg-12696	177	13	�	�	PROPN
fuelectenerg-12696	177	14	)2	)2	PUNCT
fuelectenerg-12696	177	15	(	(	PUNCT
fuelectenerg-12696	177	16	9	9	X
fuelectenerg-12696	177	17	)	)	PUNCT
fuelectenerg-12696	177	18	�	�	NOUN
fuelectenerg-12696	177	19	̂	̂	VERB
fuelectenerg-12696	177	20	�	�	NOUN
fuelectenerg-12696	177	21	is	be	AUX
fuelectenerg-12696	177	22	the	the	DET
fuelectenerg-12696	177	23	predicted	predict	VERB
fuelectenerg-12696	177	24	output	output	NOUN
fuelectenerg-12696	177	25	�	�	PROPN
fuelectenerg-12696	177	26	̃	̃	PROPN
fuelectenerg-12696	177	27	�	�	PROPN
fuelectenerg-12696	177	28	is	be	AUX
fuelectenerg-12696	177	29	the	the	DET
fuelectenerg-12696	177	30	mean	mean	ADJ
fuelectenerg-12696	177	31	value	value	NOUN
fuelectenerg-12696	177	32	of	of	ADP
fuelectenerg-12696	177	33	output	output	NOUN
fuelectenerg-12696	177	34	mean	mean	VERB
fuelectenerg-12696	177	35	squared	square	VERB
fuelectenerg-12696	177	36	error	error	NOUN
fuelectenerg-12696	177	37	is	be	AUX
fuelectenerg-12696	177	38	measured	measure	VERB
fuelectenerg-12696	177	39	as	as	ADP
fuelectenerg-12696	177	40	the	the	DET
fuelectenerg-12696	177	41	average	average	ADJ
fuelectenerg-12696	177	42	squared	square	VERB
fuelectenerg-12696	177	43	variation	variation	NOUN
fuelectenerg-12696	177	44	among	among	ADP
fuelectenerg-12696	177	45	predictions	prediction	NOUN
fuelectenerg-12696	177	46	and	and	CCONJ
fuelectenerg-12696	177	47	actual	actual	ADJ
fuelectenerg-12696	177	48	observations	observation	NOUN
fuelectenerg-12696	177	49	as	as	SCONJ
fuelectenerg-12696	177	50	shown	show	VERB
fuelectenerg-12696	177	51	in	in	ADP
fuelectenerg-12696	177	52	equation	equation	NOUN
fuelectenerg-12696	177	53	10	10	NUM
fuelectenerg-12696	177	54	.	.	PUNCT
fuelectenerg-12696	178	1	mse=	mse=	PROPN
fuelectenerg-12696	178	2	1	1	NUM
fuelectenerg-12696	178	3	𝑁	𝑁	PROPN
fuelectenerg-12696	178	4	∑	∑	PUNCT
fuelectenerg-12696	178	5	𝑒𝑜	𝑒𝑜	VERB
fuelectenerg-12696	178	6	2𝑁	2𝑁	ADJ
fuelectenerg-12696	178	7	𝑖=1	𝑖=1	PROPN
fuelectenerg-12696	179	1	(	(	PUNCT
fuelectenerg-12696	180	1	10	10	NUM
fuelectenerg-12696	180	2	)	)	PUNCT
fuelectenerg-12696	180	3	where	where	SCONJ
fuelectenerg-12696	180	4	eo	eo	PROPN
fuelectenerg-12696	180	5	is	be	AUX
fuelectenerg-12696	180	6	output	output	NOUN
fuelectenerg-12696	180	7	error	error	NOUN
fuelectenerg-12696	180	8	given	give	VERB
fuelectenerg-12696	180	9	by	by	ADP
fuelectenerg-12696	180	10	difference	difference	NOUN
fuelectenerg-12696	180	11	in	in	ADP
fuelectenerg-12696	180	12	desired	desire	VERB
fuelectenerg-12696	180	13	output	output	NOUN
fuelectenerg-12696	180	14	and	and	CCONJ
fuelectenerg-12696	180	15	expected	expect	VERB
fuelectenerg-12696	180	16	output	output	NOUN
fuelectenerg-12696	180	17	table	table	NOUN
fuelectenerg-12696	180	18	3	3	NUM
fuelectenerg-12696	180	19	different	different	ADJ
fuelectenerg-12696	180	20	models	model	NOUN
fuelectenerg-12696	180	21	r	r	NOUN
fuelectenerg-12696	180	22	-	-	PUNCT
fuelectenerg-12696	180	23	square	square	ADJ
fuelectenerg-12696	180	24	score	score	NOUN
fuelectenerg-12696	180	25	and	and	CCONJ
fuelectenerg-12696	180	26	mean	mean	VERB
fuelectenerg-12696	180	27	squared	square	VERB
fuelectenerg-12696	180	28	error	error	NOUN
fuelectenerg-12696	180	29	s.	s.	NOUN
fuelectenerg-12696	180	30	no	no	DET
fuelectenerg-12696	180	31	model	model	NOUN
fuelectenerg-12696	180	32	r	r	NOUN
fuelectenerg-12696	180	33	-	-	PUNCT
fuelectenerg-12696	180	34	square	square	ADJ
fuelectenerg-12696	180	35	score	score	NOUN
fuelectenerg-12696	180	36	mse	mse	PROPN
fuelectenerg-12696	180	37	1	1	NUM
fuelectenerg-12696	180	38	.	.	PUNCT
fuelectenerg-12696	181	1	ann	ann	PROPN
fuelectenerg-12696	181	2	0.92	0.92	NUM
fuelectenerg-12696	181	3	0.05	0.05	NUM
fuelectenerg-12696	181	4	2	2	NUM
fuelectenerg-12696	181	5	.	.	PUNCT
fuelectenerg-12696	182	1	svm	svm	VERB
fuelectenerg-12696	182	2	0.78	0.78	NUM
fuelectenerg-12696	182	3	0.005	0.005	NUM
fuelectenerg-12696	182	4	3	3	NUM
fuelectenerg-12696	182	5	.	.	PUNCT
fuelectenerg-12696	183	1	gpr	gpr	PROPN
fuelectenerg-12696	183	2	0.99	0.99	NUM
fuelectenerg-12696	183	3	0.00003	0.00003	NUM
fuelectenerg-12696	183	4	table	table	NOUN
fuelectenerg-12696	183	5	3	3	NUM
fuelectenerg-12696	183	6	indicates	indicate	VERB
fuelectenerg-12696	183	7	that	that	SCONJ
fuelectenerg-12696	183	8	gpr	gpr	PROPN
fuelectenerg-12696	183	9	has	have	VERB
fuelectenerg-12696	183	10	better	well	ADJ
fuelectenerg-12696	183	11	performance	performance	NOUN
fuelectenerg-12696	183	12	metrics	metric	NOUN
fuelectenerg-12696	183	13	as	as	SCONJ
fuelectenerg-12696	183	14	its	its	PRON
fuelectenerg-12696	183	15	mse	mse	NOUN
fuelectenerg-12696	183	16	is	be	AUX
fuelectenerg-12696	183	17	very	very	ADV
fuelectenerg-12696	183	18	low	low	ADJ
fuelectenerg-12696	183	19	(	(	PUNCT
fuelectenerg-12696	183	20	0.00003	0.00003	NUM
fuelectenerg-12696	183	21	)	)	PUNCT
fuelectenerg-12696	183	22	and	and	CCONJ
fuelectenerg-12696	183	23	the	the	DET
fuelectenerg-12696	183	24	r	r	NOUN
fuelectenerg-12696	183	25	square	square	ADJ
fuelectenerg-12696	183	26	score	score	NOUN
fuelectenerg-12696	183	27	being	be	AUX
fuelectenerg-12696	183	28	very	very	ADV
fuelectenerg-12696	183	29	high	high	ADJ
fuelectenerg-12696	183	30	(	(	PUNCT
fuelectenerg-12696	183	31	0.99	0.99	NUM
fuelectenerg-12696	183	32	)	)	PUNCT
fuelectenerg-12696	183	33	in	in	ADP
fuelectenerg-12696	183	34	comparison	comparison	NOUN
fuelectenerg-12696	183	35	to	to	ADP
fuelectenerg-12696	183	36	the	the	DET
fuelectenerg-12696	183	37	other	other	ADJ
fuelectenerg-12696	183	38	two	two	NUM
fuelectenerg-12696	183	39	model	model	NOUN
fuelectenerg-12696	183	40	.	.	PUNCT
fuelectenerg-12696	184	1	this	this	PRON
fuelectenerg-12696	184	2	showcases	showcase	VERB
fuelectenerg-12696	184	3	that	that	SCONJ
fuelectenerg-12696	184	4	the	the	DET
fuelectenerg-12696	184	5	prediction	prediction	NOUN
fuelectenerg-12696	184	6	of	of	ADP
fuelectenerg-12696	184	7	gpr	gpr	PROPN
fuelectenerg-12696	184	8	is	be	AUX
fuelectenerg-12696	184	9	the	the	DET
fuelectenerg-12696	184	10	best	good	ADJ
fuelectenerg-12696	184	11	.	.	PUNCT
fuelectenerg-12696	185	1	.figure	.figure	NOUN
fuelectenerg-12696	185	2	13	13	NUM
fuelectenerg-12696	185	3	shows	show	VERB
fuelectenerg-12696	185	4	the	the	DET
fuelectenerg-12696	185	5	plot	plot	NOUN
fuelectenerg-12696	185	6	of	of	ADP
fuelectenerg-12696	185	7	s11	s11	NOUN
fuelectenerg-12696	185	8	variation	variation	NOUN
fuelectenerg-12696	185	9	with	with	ADP
fuelectenerg-12696	185	10	frequency	frequency	NOUN
fuelectenerg-12696	185	11	as	as	SCONJ
fuelectenerg-12696	185	12	predicted	predict	VERB
fuelectenerg-12696	185	13	by	by	ADP
fuelectenerg-12696	185	14	the	the	DET
fuelectenerg-12696	185	15	gpr	gpr	PROPN
fuelectenerg-12696	185	16	model	model	NOUN
fuelectenerg-12696	185	17	,	,	PUNCT
fuelectenerg-12696	185	18	alongside	alongside	ADP
fuelectenerg-12696	185	19	the	the	DET
fuelectenerg-12696	185	20	simulated	simulate	VERB
fuelectenerg-12696	185	21	and	and	CCONJ
fuelectenerg-12696	185	22	measured	measure	VERB
fuelectenerg-12696	185	23	results	result	NOUN
fuelectenerg-12696	185	24	.	.	PUNCT
fuelectenerg-12696	186	1	it	it	PRON
fuelectenerg-12696	186	2	is	be	AUX
fuelectenerg-12696	186	3	observed	observe	VERB
fuelectenerg-12696	186	4	that	that	SCONJ
fuelectenerg-12696	186	5	the	the	DET
fuelectenerg-12696	186	6	prediction	prediction	NOUN
fuelectenerg-12696	186	7	of	of	ADP
fuelectenerg-12696	186	8	s11	s11	PROPN
fuelectenerg-12696	186	9	plot	plot	NOUN
fuelectenerg-12696	186	10	by	by	ADP
fuelectenerg-12696	186	11	gpr	gpr	PROPN
fuelectenerg-12696	186	12	matches	match	NOUN
fuelectenerg-12696	186	13	to	to	ADP
fuelectenerg-12696	186	14	the	the	DET
fuelectenerg-12696	186	15	simulated	simulate	VERB
fuelectenerg-12696	186	16	results	result	NOUN
fuelectenerg-12696	186	17	.	.	PUNCT
fuelectenerg-12696	187	1	the	the	DET
fuelectenerg-12696	187	2	machine	machine	NOUN
fuelectenerg-12696	187	3	learning	learning	NOUN
fuelectenerg-12696	187	4	models	model	NOUN
fuelectenerg-12696	187	5	used	use	VERB
fuelectenerg-12696	187	6	in	in	ADP
fuelectenerg-12696	187	7	this	this	DET
fuelectenerg-12696	187	8	study	study	NOUN
fuelectenerg-12696	187	9	greatly	greatly	ADV
fuelectenerg-12696	187	10	decrease	decrease	VERB
fuelectenerg-12696	187	11	computation	computation	NOUN
fuelectenerg-12696	187	12	time	time	NOUN
fuelectenerg-12696	187	13	compared	compare	VERB
fuelectenerg-12696	187	14	to	to	ADP
fuelectenerg-12696	187	15	hfss	hfss	VERB
fuelectenerg-12696	187	16	simulations	simulation	NOUN
fuelectenerg-12696	187	17	,	,	PUNCT
fuelectenerg-12696	187	18	as	as	SCONJ
fuelectenerg-12696	187	19	detailed	detailed	ADJ
fuelectenerg-12696	187	20	in	in	ADP
fuelectenerg-12696	187	21	table	table	NOUN
fuelectenerg-12696	187	22	4	4	NUM
fuelectenerg-12696	187	23	.	.	PUNCT
fuelectenerg-12696	188	1	the	the	DET
fuelectenerg-12696	188	2	table	table	NOUN
fuelectenerg-12696	188	3	presents	present	VERB
fuelectenerg-12696	188	4	the	the	DET
fuelectenerg-12696	188	5	time	time	NOUN
fuelectenerg-12696	188	6	required	require	VERB
fuelectenerg-12696	188	7	to	to	PART
fuelectenerg-12696	188	8	predict	predict	VERB
fuelectenerg-12696	188	9	the	the	DET
fuelectenerg-12696	188	10	s11	s11	PROPN
fuelectenerg-12696	188	11	parameter	parameter	NOUN
fuelectenerg-12696	188	12	over	over	ADP
fuelectenerg-12696	188	13	the	the	DET
fuelectenerg-12696	188	14	frequency	frequency	NOUN
fuelectenerg-12696	188	15	range	range	NOUN
fuelectenerg-12696	188	16	of	of	ADP
fuelectenerg-12696	188	17	4	4	NUM
fuelectenerg-12696	188	18	ghz	ghz	NOUN
fuelectenerg-12696	188	19	to	to	ADP
fuelectenerg-12696	188	20	10	10	NUM
fuelectenerg-12696	188	21	ghz	ghz	NOUN
fuelectenerg-12696	188	22	for	for	ADP
fuelectenerg-12696	188	23	the	the	DET
fuelectenerg-12696	188	24	optimized	optimize	VERB
fuelectenerg-12696	188	25	antenna	antenna	NOUN
fuelectenerg-12696	188	26	parameters	parameter	NOUN
fuelectenerg-12696	188	27	.	.	PUNCT
fuelectenerg-12696	189	1	4.0	4.0	NUM
fuelectenerg-12696	189	2	4.5	4.5	NUM
fuelectenerg-12696	189	3	5.0	5.0	NUM
fuelectenerg-12696	189	4	5.5	5.5	NUM
fuelectenerg-12696	189	5	6.0	6.0	NUM
fuelectenerg-12696	189	6	6.5	6.5	NUM
fuelectenerg-12696	189	7	7.0	7.0	NUM
fuelectenerg-12696	189	8	-25	-25	SYM
fuelectenerg-12696	189	9	-20	-20	NUM
fuelectenerg-12696	189	10	-15	-15	PUNCT
fuelectenerg-12696	189	11	-10	-10	PUNCT
fuelectenerg-12696	190	1	-5	-5	PUNCT
fuelectenerg-12696	190	2	0	0	NUM
fuelectenerg-12696	191	1	s	s	NOUN
fuelectenerg-12696	191	2	1	1	NUM
fuelectenerg-12696	191	3	1	1	NUM
fuelectenerg-12696	191	4	(	(	PUNCT
fuelectenerg-12696	191	5	d	d	PROPN
fuelectenerg-12696	191	6	b	b	PROPN
fuelectenerg-12696	191	7	)	)	PUNCT
fuelectenerg-12696	191	8	frequency(ghz	frequency(ghz	NOUN
fuelectenerg-12696	191	9	)	)	PUNCT
fuelectenerg-12696	191	10	hfss	hfss	NOUN
fuelectenerg-12696	191	11	simulation	simulation	NOUN
fuelectenerg-12696	191	12	machine	machine	NOUN
fuelectenerg-12696	191	13	learning	learning	PROPN
fuelectenerg-12696	191	14	(	(	PUNCT
fuelectenerg-12696	191	15	gpr	gpr	PROPN
fuelectenerg-12696	191	16	)	)	PUNCT
fuelectenerg-12696	191	17	measured	measure	VERB
fuelectenerg-12696	191	18	result	result	NOUN
fuelectenerg-12696	191	19	fig	fig	NOUN
fuelectenerg-12696	191	20	.	.	PUNCT
fuelectenerg-12696	192	1	13	13	NUM
fuelectenerg-12696	192	2	s11	s11	PROPN
fuelectenerg-12696	192	3	versus	versus	X
fuelectenerg-12696	192	4	frequency	frequency	NOUN
fuelectenerg-12696	192	5	(	(	PUNCT
fuelectenerg-12696	192	6	simulated	simulated	ADJ
fuelectenerg-12696	192	7	,	,	PUNCT
fuelectenerg-12696	192	8	machine	machine	NOUN
fuelectenerg-12696	192	9	learning	learning	NOUN
fuelectenerg-12696	192	10	,	,	PUNCT
fuelectenerg-12696	192	11	measured	measure	VERB
fuelectenerg-12696	192	12	)	)	PUNCT
fuelectenerg-12696	192	13	of	of	ADP
fuelectenerg-12696	192	14	proposed	propose	VERB
fuelectenerg-12696	192	15	antenna	antenna	NOUN
fuelectenerg-12696	192	16	700	700	NUM
fuelectenerg-12696	192	17	d	d	NOUN
fuelectenerg-12696	192	18	verma	verma	PROPN
fuelectenerg-12696	192	19	,	,	PUNCT
fuelectenerg-12696	192	20	p	p	PROPN
fuelectenerg-12696	192	21	ranjan	ranjan	PROPN
fuelectenerg-12696	192	22	,	,	PUNCT
fuelectenerg-12696	192	23	a	a	DET
fuelectenerg-12696	192	24	verma	verma	PROPN
fuelectenerg-12696	192	25	,	,	PUNCT
fuelectenerg-12696	192	26	p	p	PROPN
fuelectenerg-12696	192	27	k	k	PROPN
fuelectenerg-12696	192	28	goswami	goswami	PROPN
fuelectenerg-12696	192	29	,	,	PUNCT
fuelectenerg-12696	192	30	n	n	PRON
fuelectenerg-12696	192	31	kaushik	kaushik	NOUN
fuelectenerg-12696	192	32	the	the	DET
fuelectenerg-12696	192	33	ml	ml	PROPN
fuelectenerg-12696	192	34	models	model	NOUN
fuelectenerg-12696	192	35	outperform	outperform	VERB
fuelectenerg-12696	192	36	hfss	hfss	NOUN
fuelectenerg-12696	192	37	in	in	ADP
fuelectenerg-12696	192	38	terms	term	NOUN
fuelectenerg-12696	192	39	of	of	ADP
fuelectenerg-12696	192	40	speed	speed	NOUN
fuelectenerg-12696	192	41	,	,	PUNCT
fuelectenerg-12696	192	42	with	with	ADP
fuelectenerg-12696	192	43	gpr	gpr	PROPN
fuelectenerg-12696	192	44	being	be	AUX
fuelectenerg-12696	192	45	the	the	DET
fuelectenerg-12696	192	46	quickest	quick	ADJ
fuelectenerg-12696	192	47	,	,	PUNCT
fuelectenerg-12696	192	48	followed	follow	VERB
fuelectenerg-12696	192	49	by	by	ADP
fuelectenerg-12696	192	50	ann	ann	PROPN
fuelectenerg-12696	192	51	and	and	CCONJ
fuelectenerg-12696	192	52	svm	svm	PROPN
fuelectenerg-12696	192	53	.	.	PUNCT
fuelectenerg-12696	193	1	the	the	DET
fuelectenerg-12696	193	2	computation	computation	NOUN
fuelectenerg-12696	193	3	times	time	NOUN
fuelectenerg-12696	193	4	reported	report	VERB
fuelectenerg-12696	193	5	in	in	ADP
fuelectenerg-12696	193	6	the	the	DET
fuelectenerg-12696	193	7	manuscript	manuscript	NOUN
fuelectenerg-12696	193	8	were	be	AUX
fuelectenerg-12696	193	9	achieved	achieve	VERB
fuelectenerg-12696	193	10	on	on	ADP
fuelectenerg-12696	193	11	a	a	DET
fuelectenerg-12696	193	12	system	system	NOUN
fuelectenerg-12696	193	13	with	with	ADP
fuelectenerg-12696	193	14	the	the	DET
fuelectenerg-12696	193	15	following	follow	VERB
fuelectenerg-12696	193	16	hardware	hardware	NOUN
fuelectenerg-12696	193	17	specifications	specification	NOUN
fuelectenerg-12696	193	18	:	:	PUNCT
fuelectenerg-12696	193	19	intel(r	intel(r	NOUN
fuelectenerg-12696	193	20	)	)	PUNCT
fuelectenerg-12696	193	21	core(tm	core(tm	NOUN
fuelectenerg-12696	193	22	)	)	PUNCT
fuelectenerg-12696	193	23	i58350u	i58350u	PART
fuelectenerg-12696	193	24	cpu	cpu	NOUN
fuelectenerg-12696	193	25	,	,	PUNCT
fuelectenerg-12696	193	26	4	4	NUM
fuelectenerg-12696	193	27	cores	core	NOUN
fuelectenerg-12696	193	28	,	,	PUNCT
fuelectenerg-12696	193	29	7.8	7.8	NUM
fuelectenerg-12696	193	30	gb	gb	NOUN
fuelectenerg-12696	193	31	ram	ram	NOUN
fuelectenerg-12696	193	32	,	,	PUNCT
fuelectenerg-12696	193	33	running	run	VERB
fuelectenerg-12696	193	34	windows	window	NOUN
fuelectenerg-12696	193	35	version	version	NOUN
fuelectenerg-12696	193	36	11	11	NUM
fuelectenerg-12696	193	37	.	.	PUNCT
fuelectenerg-12696	194	1	table	table	NOUN
fuelectenerg-12696	194	2	4	4	NUM
fuelectenerg-12696	194	3	comparison	comparison	NOUN
fuelectenerg-12696	194	4	of	of	ADP
fuelectenerg-12696	194	5	computational	computational	ADJ
fuelectenerg-12696	194	6	time	time	NOUN
fuelectenerg-12696	194	7	between	between	ADP
fuelectenerg-12696	194	8	hfss	hfss	NOUN
fuelectenerg-12696	194	9	and	and	CCONJ
fuelectenerg-12696	194	10	ml	ml	NOUN
fuelectenerg-12696	194	11	models	model	NOUN
fuelectenerg-12696	194	12	(	(	PUNCT
fuelectenerg-12696	194	13	ann	ann	PROPN
fuelectenerg-12696	194	14	,	,	PUNCT
fuelectenerg-12696	194	15	svm	svm	PROPN
fuelectenerg-12696	194	16	,	,	PUNCT
fuelectenerg-12696	194	17	gpr	gpr	PROPN
fuelectenerg-12696	194	18	)	)	PUNCT
fuelectenerg-12696	194	19	s.	s.	PROPN
fuelectenerg-12696	195	1	no	no	DET
fuelectenerg-12696	195	2	parameter	parameter	NOUN
fuelectenerg-12696	195	3	hfss	hfss	PROPN
fuelectenerg-12696	195	4	ann	ann	PROPN
fuelectenerg-12696	195	5	svm	svm	PROPN
fuelectenerg-12696	195	6	gpr	gpr	PROPN
fuelectenerg-12696	195	7	1	1	NUM
fuelectenerg-12696	195	8	.	.	PUNCT
fuelectenerg-12696	195	9	time	time	NOUN
fuelectenerg-12696	195	10	15mins	15mins	NUM
fuelectenerg-12696	195	11	10	10	NUM
fuelectenerg-12696	195	12	ms	ms	NOUN
fuelectenerg-12696	195	13	100	100	NUM
fuelectenerg-12696	195	14	ms	ms	NOUN
fuelectenerg-12696	195	15	5ms	5ms	ADJ
fuelectenerg-12696	195	16	5	5	NUM
fuelectenerg-12696	195	17	.	.	PUNCT
fuelectenerg-12696	195	18	conclusion	conclusion	NOUN
fuelectenerg-12696	195	19	this	this	DET
fuelectenerg-12696	195	20	paper	paper	NOUN
fuelectenerg-12696	195	21	introduces	introduce	NOUN
fuelectenerg-12696	195	22	square	square	ADJ
fuelectenerg-12696	195	23	patch	patch	NOUN
fuelectenerg-12696	195	24	antenna	antenna	NOUN
fuelectenerg-12696	195	25	with	with	ADP
fuelectenerg-12696	195	26	a	a	DET
fuelectenerg-12696	195	27	circular	circular	ADJ
fuelectenerg-12696	195	28	slot	slot	NOUN
fuelectenerg-12696	195	29	being	be	AUX
fuelectenerg-12696	195	30	designed	design	VERB
fuelectenerg-12696	195	31	using	use	VERB
fuelectenerg-12696	195	32	hfss	hfss	NOUN
fuelectenerg-12696	195	33	.	.	PUNCT
fuelectenerg-12696	196	1	the	the	DET
fuelectenerg-12696	196	2	optimized	optimize	VERB
fuelectenerg-12696	196	3	antenna	antenna	NOUN
fuelectenerg-12696	196	4	design	design	NOUN
fuelectenerg-12696	196	5	is	be	AUX
fuelectenerg-12696	196	6	not	not	PART
fuelectenerg-12696	196	7	only	only	ADV
fuelectenerg-12696	196	8	theorized	theorize	VERB
fuelectenerg-12696	196	9	but	but	CCONJ
fuelectenerg-12696	196	10	also	also	ADV
fuelectenerg-12696	196	11	fabricated	fabricate	VERB
fuelectenerg-12696	196	12	and	and	CCONJ
fuelectenerg-12696	196	13	rigorously	rigorously	ADV
fuelectenerg-12696	196	14	tested	test	VERB
fuelectenerg-12696	196	15	,	,	PUNCT
fuelectenerg-12696	196	16	confirming	confirm	VERB
fuelectenerg-12696	196	17	its	its	PRON
fuelectenerg-12696	196	18	operational	operational	ADJ
fuelectenerg-12696	196	19	frequency	frequency	NOUN
fuelectenerg-12696	196	20	range	range	NOUN
fuelectenerg-12696	196	21	spanning	span	VERB
fuelectenerg-12696	196	22	from	from	ADP
fuelectenerg-12696	196	23	5.6	5.6	NUM
fuelectenerg-12696	196	24	to	to	PART
fuelectenerg-12696	196	25	5.85	5.85	NUM
fuelectenerg-12696	196	26	ghz	ghz	NOUN
fuelectenerg-12696	196	27	making	make	VERB
fuelectenerg-12696	196	28	it	it	PRON
fuelectenerg-12696	196	29	suitable	suitable	ADJ
fuelectenerg-12696	196	30	for	for	ADP
fuelectenerg-12696	196	31	applicable	applicable	ADJ
fuelectenerg-12696	196	32	for	for	ADP
fuelectenerg-12696	196	33	5.8	5.8	NUM
fuelectenerg-12696	196	34	ghz	ghz	NOUN
fuelectenerg-12696	196	35	wlan	wlan	NOUN
fuelectenerg-12696	196	36	band	band	NOUN
fuelectenerg-12696	196	37	.	.	PUNCT
fuelectenerg-12696	197	1	the	the	DET
fuelectenerg-12696	197	2	study	study	NOUN
fuelectenerg-12696	197	3	also	also	ADV
fuelectenerg-12696	197	4	employs	employ	VERB
fuelectenerg-12696	197	5	artificial	artificial	ADJ
fuelectenerg-12696	197	6	neural	neural	ADJ
fuelectenerg-12696	197	7	network	network	NOUN
fuelectenerg-12696	197	8	,	,	PUNCT
fuelectenerg-12696	197	9	support	support	NOUN
fuelectenerg-12696	197	10	vector	vector	NOUN
fuelectenerg-12696	197	11	machine	machine	NOUN
fuelectenerg-12696	197	12	,	,	PUNCT
fuelectenerg-12696	197	13	and	and	CCONJ
fuelectenerg-12696	197	14	gaussian	gaussian	ADJ
fuelectenerg-12696	197	15	process	process	NOUN
fuelectenerg-12696	197	16	regression	regression	NOUN
fuelectenerg-12696	197	17	to	to	PART
fuelectenerg-12696	197	18	predict	predict	VERB
fuelectenerg-12696	197	19	parameters	parameter	NOUN
fuelectenerg-12696	197	20	,	,	PUNCT
fuelectenerg-12696	197	21	specifically	specifically	ADV
fuelectenerg-12696	197	22	focusing	focus	VERB
fuelectenerg-12696	197	23	on	on	ADP
fuelectenerg-12696	197	24	the	the	DET
fuelectenerg-12696	197	25	prediction	prediction	NOUN
fuelectenerg-12696	197	26	of	of	ADP
fuelectenerg-12696	197	27	the	the	DET
fuelectenerg-12696	197	28	s11	s11	PROPN
fuelectenerg-12696	197	29	parameter	parameter	NOUN
fuelectenerg-12696	197	30	.	.	PUNCT
fuelectenerg-12696	198	1	notably	notably	ADV
fuelectenerg-12696	198	2	,	,	PUNCT
fuelectenerg-12696	198	3	gaussian	gaussian	ADJ
fuelectenerg-12696	198	4	process	process	NOUN
fuelectenerg-12696	198	5	regression	regression	NOUN
fuelectenerg-12696	198	6	emerges	emerge	VERB
fuelectenerg-12696	198	7	as	as	ADP
fuelectenerg-12696	198	8	the	the	DET
fuelectenerg-12696	198	9	algorithm	algorithm	NOUN
fuelectenerg-12696	198	10	providing	provide	VERB
fuelectenerg-12696	198	11	the	the	DET
fuelectenerg-12696	198	12	most	most	ADV
fuelectenerg-12696	198	13	accurate	accurate	ADJ
fuelectenerg-12696	198	14	predictions	prediction	NOUN
fuelectenerg-12696	198	15	.	.	PUNCT
fuelectenerg-12696	199	1	references	reference	NOUN
fuelectenerg-12696	199	2	[	[	X
fuelectenerg-12696	199	3	1	1	NUM
fuelectenerg-12696	199	4	]	]	X
fuelectenerg-12696	199	5	s	s	X
fuelectenerg-12696	199	6	ledesma	ledesma	PROPN
fuelectenerg-12696	199	7	,	,	PUNCT
fuelectenerg-12696	199	8	j	j	PROPN
fuelectenerg-12696	199	9	ruiz	ruiz	NOUN
fuelectenerg-12696	199	10	-	-	PUNCT
fuelectenerg-12696	199	11	pinales	pinale	NOUN
fuelectenerg-12696	199	12	,	,	PUNCT
fuelectenerg-12696	199	13	m	m	PROPN
fuelectenerg-12696	199	14	garcia	garcia	PROPN
fuelectenerg-12696	199	15	-	-	PUNCT
fuelectenerg-12696	199	16	hernandez	hernandez	PROPN
fuelectenerg-12696	199	17	,	,	PUNCT
fuelectenerg-12696	199	18	et	et	PROPN
fuelectenerg-12696	199	19	al	al	PROPN
fuelectenerg-12696	199	20	.	.	PROPN
fuelectenerg-12696	199	21	,	,	PUNCT
fuelectenerg-12696	199	22	"	"	PUNCT
fuelectenerg-12696	199	23	a	a	DET
fuelectenerg-12696	199	24	hybrid	hybrid	ADJ
fuelectenerg-12696	199	25	method	method	NOUN
fuelectenerg-12696	199	26	to	to	PART
fuelectenerg-12696	199	27	design	design	VERB
fuelectenerg-12696	199	28	wire	wire	NOUN
fuelectenerg-12696	199	29	antennas	antenna	NOUN
fuelectenerg-12696	199	30	:	:	PUNCT
fuelectenerg-12696	199	31	design	design	NOUN
fuelectenerg-12696	199	32	and	and	CCONJ
fuelectenerg-12696	199	33	optimization	optimization	NOUN
fuelectenerg-12696	199	34	of	of	ADP
fuelectenerg-12696	199	35	antennas	antenna	NOUN
fuelectenerg-12696	199	36	using	use	VERB
fuelectenerg-12696	199	37	artificial	artificial	ADJ
fuelectenerg-12696	199	38	intelligence	intelligence	NOUN
fuelectenerg-12696	199	39	"	"	PUNCT
fuelectenerg-12696	199	40	,	,	PUNCT
fuelectenerg-12696	199	41	ieee	ieee	NOUN
fuelectenerg-12696	199	42	antennas	antennas	PROPN
fuelectenerg-12696	199	43	propag	propag	PROPN
fuelectenerg-12696	199	44	mag	mag	PROPN
fuelectenerg-12696	199	45	.	.	PROPN
fuelectenerg-12696	199	46	,	,	PUNCT
fuelectenerg-12696	199	47	vol	vol	NOUN
fuelectenerg-12696	199	48	.	.	PROPN
fuelectenerg-12696	199	49	57	57	NUM
fuelectenerg-12696	199	50	,	,	PUNCT
fuelectenerg-12696	199	51	no	no	INTJ
fuelectenerg-12696	199	52	.	.	NOUN
fuelectenerg-12696	199	53	23	23	NUM
fuelectenerg-12696	199	54	,	,	PUNCT
fuelectenerg-12696	199	55	p.	p.	NOUN
fuelectenerg-12696	199	56	32015	32015	NUM
fuelectenerg-12696	199	57	.	.	PUNCT
fuelectenerg-12696	200	1	[	[	X
fuelectenerg-12696	200	2	2	2	X
fuelectenerg-12696	200	3	]	]	PUNCT
fuelectenerg-12696	200	4	p	p	NOUN
fuelectenerg-12696	200	5	testolina	testolina	NOUN
fuelectenerg-12696	200	6	,	,	PUNCT
fuelectenerg-12696	200	7	m	m	NOUN
fuelectenerg-12696	200	8	lecci	lecci	NOUN
fuelectenerg-12696	200	9	,	,	PUNCT
fuelectenerg-12696	200	10	m	m	VERB
fuelectenerg-12696	200	11	rebato	rebato	PROPN
fuelectenerg-12696	200	12	,	,	PUNCT
fuelectenerg-12696	200	13	et	et	PROPN
fuelectenerg-12696	200	14	al	al	PROPN
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fuelectenerg-12696	200	16	,	,	PUNCT
fuelectenerg-12696	200	17	"	"	PUNCT
fuelectenerg-12696	200	18	enabling	enable	VERB
fuelectenerg-12696	200	19	simulation	simulation	NOUN
fuelectenerg-12696	200	20	based	base	VERB
fuelectenerg-12696	200	21	optimization	optimization	NOUN
fuelectenerg-12696	200	22	through	through	ADP
fuelectenerg-12696	200	23	machine	machine	NOUN
fuelectenerg-12696	200	24	learning	learning	NOUN
fuelectenerg-12696	200	25	:	:	PUNCT
fuelectenerg-12696	200	26	a	a	DET
fuelectenerg-12696	200	27	case	case	NOUN
fuelectenerg-12696	200	28	study	study	NOUN
fuelectenerg-12696	200	29	on	on	ADP
fuelectenerg-12696	200	30	antenna	antenna	NOUN
fuelectenerg-12696	200	31	design	design	NOUN
fuelectenerg-12696	200	32	"	"	PUNCT
fuelectenerg-12696	200	33	,	,	PUNCT
fuelectenerg-12696	200	34	arxiv	arxiv	PROPN
fuelectenerg-12696	200	35	preprint	preprint	NOUN
fuelectenerg-12696	200	36	.	.	PUNCT
fuelectenerg-12696	201	1	2019	2019	NUM
fuelectenerg-12696	201	2	;	;	PUNCT
fuelectenerg-12696	201	3	1908:11225	1908:11225	X
fuelectenerg-12696	201	4	.	.	PUNCT
fuelectenerg-12696	202	1	[	[	X
fuelectenerg-12696	202	2	3	3	NUM
fuelectenerg-12696	202	3	]	]	X
fuelectenerg-12696	202	4	hm	hm	INTJ
fuelectenerg-12696	202	5	el	el	PROPN
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fuelectenerg-12696	202	7	,	,	PUNCT
fuelectenerg-12696	202	8	t	t	PROPN
fuelectenerg-12696	202	9	naous	naous	NOUN
fuelectenerg-12696	202	10	,	,	PUNCT
fuelectenerg-12696	202	11	sk	sk	PROPN
fuelectenerg-12696	202	12	.	.	PUNCT
fuelectenerg-12696	202	13	al	al	PROPN
fuelectenerg-12696	202	14	khatib	khatib	PROPN
fuelectenerg-12696	202	15	,	,	PUNCT
fuelectenerg-12696	202	16	"	"	PUNCT
fuelectenerg-12696	202	17	a	a	DET
fuelectenerg-12696	202	18	review	review	NOUN
fuelectenerg-12696	202	19	on	on	ADP
fuelectenerg-12696	202	20	the	the	DET
fuelectenerg-12696	202	21	design	design	NOUN
fuelectenerg-12696	202	22	and	and	CCONJ
fuelectenerg-12696	202	23	optimization	optimization	NOUN
fuelectenerg-12696	202	24	of	of	ADP
fuelectenerg-12696	202	25	antennas	antenna	NOUN
fuelectenerg-12696	202	26	using	use	VERB
fuelectenerg-12696	202	27	machine	machine	NOUN
fuelectenerg-12696	202	28	learning	learn	VERB
fuelectenerg-12696	202	29	algorithms	algorithm	NOUN
fuelectenerg-12696	202	30	and	and	CCONJ
fuelectenerg-12696	202	31	techniques	technique	NOUN
fuelectenerg-12696	202	32	"	"	PUNCT
fuelectenerg-12696	202	33	,	,	PUNCT
fuelectenerg-12696	202	34	int	int	PROPN
fuelectenerg-12696	202	35	.	.	PUNCT
fuelectenerg-12696	203	1	j.	j.	PROPN
fuelectenerg-12696	203	2	rf	rf	PROPN
fuelectenerg-12696	203	3	microwave	microwave	PROPN
fuelectenerg-12696	203	4	comput	comput	NOUN
fuelectenerg-12696	203	5	.	.	PUNCT
fuelectenerg-12696	204	1	aided	aid	VERB
fuelectenerg-12696	204	2	eng	eng	PROPN
fuelectenerg-12696	204	3	.	.	PROPN
fuelectenerg-12696	204	4	,	,	PUNCT
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fuelectenerg-12696	204	6	.	.	PROPN
fuelectenerg-12696	204	7	30	30	NUM
fuelectenerg-12696	204	8	,	,	PUNCT
fuelectenerg-12696	204	9	no	no	INTJ
fuelectenerg-12696	204	10	.	.	NOUN
fuelectenerg-12696	204	11	10	10	NUM
fuelectenerg-12696	204	12	,	,	PUNCT
fuelectenerg-12696	204	13	p.	p.	NOUN
fuelectenerg-12696	204	14	e22356	e22356	NOUN
fuelectenerg-12696	204	15	,	,	PUNCT
fuelectenerg-12696	204	16	2020	2020	NUM
fuelectenerg-12696	204	17	.	.	PUNCT
fuelectenerg-12696	205	1	[	[	X
fuelectenerg-12696	205	2	4	4	NUM
fuelectenerg-12696	205	3	]	]	X
fuelectenerg-12696	205	4	s	s	X
fuelectenerg-12696	205	5	ledesma	ledesma	PROPN
fuelectenerg-12696	205	6	,	,	PUNCT
fuelectenerg-12696	205	7	j	j	PROPN
fuelectenerg-12696	205	8	ruiz	ruiz	NOUN
fuelectenerg-12696	205	9	-	-	PUNCT
fuelectenerg-12696	205	10	pinales	pinale	NOUN
fuelectenerg-12696	205	11	,	,	PUNCT
fuelectenerg-12696	205	12	m	m	PROPN
fuelectenerg-12696	205	13	garcia	garcia	PROPN
fuelectenerg-12696	205	14	-	-	PUNCT
fuelectenerg-12696	205	15	hernandez	hernandez	PROPN
fuelectenerg-12696	205	16	,	,	PUNCT
fuelectenerg-12696	205	17	et	et	PROPN
fuelectenerg-12696	205	18	al	al	PROPN
fuelectenerg-12696	205	19	.	.	PROPN
fuelectenerg-12696	205	20	,	,	PUNCT
fuelectenerg-12696	205	21	"	"	PUNCT
fuelectenerg-12696	205	22	a	a	DET
fuelectenerg-12696	205	23	hybrid	hybrid	ADJ
fuelectenerg-12696	205	24	method	method	NOUN
fuelectenerg-12696	205	25	to	to	PART
fuelectenerg-12696	205	26	design	design	VERB
fuelectenerg-12696	205	27	wire	wire	NOUN
fuelectenerg-12696	205	28	antennas	antenna	NOUN
fuelectenerg-12696	205	29	:	:	PUNCT
fuelectenerg-12696	205	30	design	design	NOUN
fuelectenerg-12696	205	31	and	and	CCONJ
fuelectenerg-12696	205	32	optimization	optimization	NOUN
fuelectenerg-12696	205	33	of	of	ADP
fuelectenerg-12696	205	34	antennas	antenna	NOUN
fuelectenerg-12696	205	35	using	use	VERB
fuelectenerg-12696	205	36	artificial	artificial	ADJ
fuelectenerg-12696	205	37	intelligence	intelligence	NOUN
fuelectenerg-12696	205	38	"	"	PUNCT
fuelectenerg-12696	205	39	,	,	PUNCT
fuelectenerg-12696	205	40	ieee	ieee	NOUN
fuelectenerg-12696	205	41	antennas	antennas	PROPN
fuelectenerg-12696	205	42	propag	propag	PROPN
fuelectenerg-12696	205	43	mag	mag	PROPN
fuelectenerg-12696	205	44	.	.	PROPN
fuelectenerg-12696	205	45	,	,	PUNCT
fuelectenerg-12696	205	46	vol	vol	NOUN
fuelectenerg-12696	205	47	.	.	PROPN
fuelectenerg-12696	205	48	57	57	NUM
fuelectenerg-12696	205	49	,	,	PUNCT
fuelectenerg-12696	205	50	pp	pp	ADJ
fuelectenerg-12696	205	51	.	.	PUNCT
fuelectenerg-12696	206	1	23	23	NUM
fuelectenerg-12696	206	2	–	–	PUNCT
fuelectenerg-12696	206	3	31	31	NUM
fuelectenerg-12696	206	4	,	,	PUNCT
fuelectenerg-12696	206	5	2015	2015	NUM
fuelectenerg-12696	206	6	.	.	PUNCT
fuelectenerg-12696	207	1	[	[	X
fuelectenerg-12696	207	2	5	5	X
fuelectenerg-12696	207	3	]	]	PUNCT
fuelectenerg-12696	207	4	d.	d.	PROPN
fuelectenerg-12696	207	5	k.	k.	PROPN
fuelectenerg-12696	207	6	neog	neog	PROPN
fuelectenerg-12696	207	7	,	,	PUNCT
fuelectenerg-12696	207	8	s.	s.	PROPN
fuelectenerg-12696	207	9	s.	s.	PROPN
fuelectenerg-12696	207	10	pattnaik	pattnaik	PROPN
fuelectenerg-12696	207	11	,	,	PUNCT
fuelectenerg-12696	207	12	d.	d.	PROPN
fuelectenerg-12696	207	13	c.	c.	PROPN
fuelectenerg-12696	207	14	panda	panda	NOUN
fuelectenerg-12696	207	15	,	,	PUNCT
fuelectenerg-12696	207	16	s.	s.	PROPN
fuelectenerg-12696	207	17	devi	devi	PROPN
fuelectenerg-12696	207	18	,	,	PUNCT
fuelectenerg-12696	207	19	b.	b.	PROPN
fuelectenerg-12696	207	20	khuntia	khuntia	PROPN
fuelectenerg-12696	207	21	,	,	PUNCT
fuelectenerg-12696	207	22	m.	m.	NOUN
fuelectenerg-12696	207	23	&	&	CCONJ
fuelectenerg-12696	207	24	dutta	dutta	PROPN
fuelectenerg-12696	207	25	,	,	PUNCT
fuelectenerg-12696	207	26	"	"	PUNCT
fuelectenerg-12696	207	27	design	design	NOUN
fuelectenerg-12696	207	28	of	of	ADP
fuelectenerg-12696	207	29	a	a	DET
fuelectenerg-12696	207	30	wideband	wideband	NOUN
fuelectenerg-12696	207	31	microstrip	microstrip	NOUN
fuelectenerg-12696	207	32	antenna	antenna	NOUN
fuelectenerg-12696	207	33	and	and	CCONJ
fuelectenerg-12696	207	34	the	the	DET
fuelectenerg-12696	207	35	use	use	NOUN
fuelectenerg-12696	207	36	of	of	ADP
fuelectenerg-12696	207	37	artificial	artificial	ADJ
fuelectenerg-12696	207	38	neural	neural	ADJ
fuelectenerg-12696	207	39	networks	network	NOUN
fuelectenerg-12696	207	40	in	in	ADP
fuelectenerg-12696	207	41	parameter	parameter	NOUN
fuelectenerg-12696	207	42	calculation	calculation	NOUN
fuelectenerg-12696	207	43	"	"	PUNCT
fuelectenerg-12696	207	44	,	,	PUNCT
fuelectenerg-12696	207	45	ieee	ieee	NOUN
fuelectenerg-12696	207	46	antennas	antenna	NOUN
fuelectenerg-12696	207	47	and	and	CCONJ
fuelectenerg-12696	207	48	propagation	propagation	NOUN
fuelectenerg-12696	207	49	magazine	magazine	NOUN
fuelectenerg-12696	207	50	,	,	PUNCT
fuelectenerg-12696	207	51	vol	vol	NOUN
fuelectenerg-12696	207	52	.	.	PROPN
fuelectenerg-12696	208	1	47	47	NUM
fuelectenerg-12696	208	2	,	,	PUNCT
fuelectenerg-12696	208	3	no	no	INTJ
fuelectenerg-12696	208	4	.	.	NOUN
fuelectenerg-12696	208	5	3	3	NUM
fuelectenerg-12696	208	6	,	,	PUNCT
fuelectenerg-12696	208	7	pp	pp	ADJ
fuelectenerg-12696	208	8	.	.	PUNCT
fuelectenerg-12696	209	1	60–65	60–65	NUM
fuelectenerg-12696	209	2	,	,	PUNCT
fuelectenerg-12696	209	3	2005	2005	NUM
fuelectenerg-12696	209	4	.	.	PUNCT
fuelectenerg-12696	210	1	[	[	X
fuelectenerg-12696	210	2	6	6	NUM
fuelectenerg-12696	210	3	]	]	PUNCT
fuelectenerg-12696	210	4	m.	m.	NOUN
fuelectenerg-12696	210	5	moghaddasi	moghaddasi	PROPN
fuelectenerg-12696	210	6	and	and	CCONJ
fuelectenerg-12696	210	7	p.	p.	PROPN
fuelectenerg-12696	210	8	barjoei	barjoei	PROPN
fuelectenerg-12696	210	9	,	,	PUNCT
fuelectenerg-12696	210	10	"	"	PUNCT
fuelectenerg-12696	210	11	a	a	DET
fuelectenerg-12696	210	12	heuristic	heuristic	ADJ
fuelectenerg-12696	210	13	artificial	artificial	ADJ
fuelectenerg-12696	210	14	neural	neural	ADJ
fuelectenerg-12696	210	15	network	network	NOUN
fuelectenerg-12696	210	16	design	design	NOUN
fuelectenerg-12696	210	17	of	of	ADP
fuelectenerg-12696	210	18	resonant	resonant	ADJ
fuelectenerg-12696	210	19	frequency	frequency	NOUN
fuelectenerg-12696	210	20	of	of	ADP
fuelectenerg-12696	210	21	rectangular	rectangular	ADJ
fuelectenerg-12696	210	22	microstrip	microstrip	NOUN
fuelectenerg-12696	210	23	/	/	SYM
fuelectenerg-12696	210	24	patch	patch	NOUN
fuelectenerg-12696	210	25	antennas	antenna	NOUN
fuelectenerg-12696	210	26	"	"	PUNCT
fuelectenerg-12696	210	27	,	,	PUNCT
fuelectenerg-12696	210	28	in	in	ADP
fuelectenerg-12696	210	29	proceedings	proceeding	NOUN
fuelectenerg-12696	210	30	of	of	ADP
fuelectenerg-12696	210	31	the	the	DET
fuelectenerg-12696	210	32	international	international	ADJ
fuelectenerg-12696	210	33	conference	conference	NOUN
fuelectenerg-12696	210	34	on	on	ADP
fuelectenerg-12696	210	35	information	information	NOUN
fuelectenerg-12696	210	36	and	and	CCONJ
fuelectenerg-12696	210	37	communicationtechnologies	communicationtechnologie	NOUN
fuelectenerg-12696	210	38	:	:	PUNCT
fuelectenerg-12696	210	39	from	from	ADP
fuelectenerg-12696	210	40	theory	theory	NOUN
fuelectenerg-12696	210	41	to	to	ADP
fuelectenerg-12696	210	42	applications	application	NOUN
fuelectenerg-12696	210	43	,	,	PUNCT
fuelectenerg-12696	210	44	2008	2008	NUM
fuelectenerg-12696	210	45	,	,	PUNCT
fuelectenerg-12696	210	46	pp	pp	ADJ
fuelectenerg-12696	210	47	.	.	PUNCT
fuelectenerg-12696	211	1	1–5	1–5	X
fuelectenerg-12696	211	2	.	.	PUNCT
fuelectenerg-12696	212	1	[	[	X
fuelectenerg-12696	212	2	7	7	X
fuelectenerg-12696	212	3	]	]	PUNCT
fuelectenerg-12696	212	4	z.	z.	PROPN
fuelectenerg-12696	212	5	zheng	zheng	PROPN
fuelectenerg-12696	212	6	,	,	PUNCT
fuelectenerg-12696	212	7	x.	x.	PROPN
fuelectenerg-12696	212	8	chen	chen	PROPN
fuelectenerg-12696	212	9	,	,	PUNCT
fuelectenerg-12696	212	10	&	&	CCONJ
fuelectenerg-12696	212	11	k.	k.	PROPN
fuelectenerg-12696	212	12	huang	huang	PROPN
fuelectenerg-12696	212	13	,	,	PUNCT
fuelectenerg-12696	212	14	"	"	PUNCT
fuelectenerg-12696	212	15	application	application	NOUN
fuelectenerg-12696	212	16	of	of	ADP
fuelectenerg-12696	212	17	support	support	NOUN
fuelectenerg-12696	212	18	vector	vector	NOUN
fuelectenerg-12696	212	19	machines	machine	NOUN
fuelectenerg-12696	212	20	to	to	ADP
fuelectenerg-12696	212	21	the	the	DET
fuelectenerg-12696	212	22	antenna	antenna	NOUN
fuelectenerg-12696	212	23	design	design	NOUN
fuelectenerg-12696	212	24	"	"	PUNCT
fuelectenerg-12696	212	25	,	,	PUNCT
fuelectenerg-12696	212	26	international	international	ADJ
fuelectenerg-12696	212	27	journal	journal	NOUN
fuelectenerg-12696	212	28	of	of	ADP
fuelectenerg-12696	212	29	rf	rf	NOUN
fuelectenerg-12696	212	30	and	and	CCONJ
fuelectenerg-12696	212	31	microwave	microwave	NOUN
fuelectenerg-12696	212	32	computer	computer	NOUN
fuelectenerg-12696	212	33	-	-	PUNCT
fuelectenerg-12696	212	34	aided	aid	VERB
fuelectenerg-12696	212	35	engineering	engineering	NOUN
fuelectenerg-12696	212	36	,	,	PUNCT
fuelectenerg-12696	212	37	vol	vol	NOUN
fuelectenerg-12696	212	38	.	.	PROPN
fuelectenerg-12696	212	39	21	21	NUM
fuelectenerg-12696	212	40	,	,	PUNCT
fuelectenerg-12696	212	41	no	no	INTJ
fuelectenerg-12696	212	42	.	.	NOUN
fuelectenerg-12696	212	43	1	1	NUM
fuelectenerg-12696	212	44	,	,	PUNCT
fuelectenerg-12696	212	45	pp	pp	ADJ
fuelectenerg-12696	212	46	.	.	PUNCT
fuelectenerg-12696	212	47	85–90	85–90	NUM
fuelectenerg-12696	212	48	,	,	PUNCT
fuelectenerg-12696	212	49	2010	2010	NUM
fuelectenerg-12696	212	50	.	.	PUNCT
fuelectenerg-12696	213	1	[	[	X
fuelectenerg-12696	213	2	8	8	NUM
fuelectenerg-12696	213	3	]	]	PUNCT
fuelectenerg-12696	213	4	a.	a.	NOUN
fuelectenerg-12696	213	5	kayabasi	kayabasi	PROPN
fuelectenerg-12696	213	6	&	&	CCONJ
fuelectenerg-12696	213	7	a.	a.	NOUN
fuelectenerg-12696	213	8	akdagli	akdagli	NOUN
fuelectenerg-12696	213	9	,	,	PUNCT
fuelectenerg-12696	213	10	"	"	PUNCT
fuelectenerg-12696	213	11	predicting	predict	VERB
fuelectenerg-12696	213	12	the	the	DET
fuelectenerg-12696	213	13	resonant	resonant	ADJ
fuelectenerg-12696	213	14	frequency	frequency	NOUN
fuelectenerg-12696	213	15	of	of	ADP
fuelectenerg-12696	213	16	e	e	NOUN
fuelectenerg-12696	213	17	-	-	ADJ
fuelectenerg-12696	213	18	shaped	shape	VERB
fuelectenerg-12696	213	19	compact	compact	ADJ
fuelectenerg-12696	213	20	microstrip	microstrip	NOUN
fuelectenerg-12696	213	21	antennas	antenna	NOUN
fuelectenerg-12696	213	22	by	by	ADP
fuelectenerg-12696	213	23	using	use	VERB
fuelectenerg-12696	213	24	anfis	anfis	PROPN
fuelectenerg-12696	213	25	and	and	CCONJ
fuelectenerg-12696	213	26	svm	svm	VERB
fuelectenerg-12696	213	27	"	"	PUNCT
fuelectenerg-12696	213	28	,	,	PUNCT
fuelectenerg-12696	213	29	wireless	wireless	ADJ
fuelectenerg-12696	213	30	personal	personal	ADJ
fuelectenerg-12696	213	31	communications	communication	NOUN
fuelectenerg-12696	213	32	,	,	PUNCT
fuelectenerg-12696	213	33	vol	vol	NOUN
fuelectenerg-12696	213	34	.	.	PROPN
fuelectenerg-12696	213	35	82	82	NUM
fuelectenerg-12696	213	36	,	,	PUNCT
fuelectenerg-12696	213	37	no	no	INTJ
fuelectenerg-12696	213	38	.	.	NOUN
fuelectenerg-12696	213	39	3	3	NUM
fuelectenerg-12696	213	40	,	,	PUNCT
fuelectenerg-12696	213	41	pp	pp	ADJ
fuelectenerg-12696	213	42	.	.	PUNCT
fuelectenerg-12696	214	1	1893–1906	1893–1906	NUM
fuelectenerg-12696	214	2	,	,	PUNCT
fuelectenerg-12696	214	3	2015	2015	NUM
fuelectenerg-12696	214	4	.	.	PUNCT
fuelectenerg-12696	215	1	[	[	X
fuelectenerg-12696	215	2	9	9	NUM
fuelectenerg-12696	215	3	]	]	X
fuelectenerg-12696	215	4	l.	l.	PROPN
fuelectenerg-12696	215	5	polo	polo	PROPN
fuelectenerg-12696	215	6	-	-	PUNCT
fuelectenerg-12696	215	7	lópez	lópez	PROPN
fuelectenerg-12696	215	8	,	,	PUNCT
fuelectenerg-12696	215	9	j.	j.	PROPN
fuelectenerg-12696	215	10	córcoles	córcoles	PROPN
fuelectenerg-12696	215	11	,	,	PUNCT
fuelectenerg-12696	215	12	&	&	CCONJ
fuelectenerg-12696	215	13	j.	j.	PROPN
fuelectenerg-12696	215	14	ruiz	ruiz	PROPN
fuelectenerg-12696	215	15	-	-	PUNCT
fuelectenerg-12696	215	16	cruz	cruz	NOUN
fuelectenerg-12696	215	17	,	,	PUNCT
fuelectenerg-12696	215	18	"	"	PUNCT
fuelectenerg-12696	215	19	antenna	antenna	NOUN
fuelectenerg-12696	215	20	design	design	NOUN
fuelectenerg-12696	215	21	by	by	ADP
fuelectenerg-12696	215	22	means	mean	NOUN
fuelectenerg-12696	215	23	of	of	ADP
fuelectenerg-12696	215	24	the	the	DET
fuelectenerg-12696	215	25	fruit	fruit	NOUN
fuelectenerg-12696	215	26	fly	fly	NOUN
fuelectenerg-12696	215	27	optimization	optimization	NOUN
fuelectenerg-12696	215	28	algorithm	algorithm	NOUN
fuelectenerg-12696	215	29	"	"	PUNCT
fuelectenerg-12696	215	30	,	,	PUNCT
fuelectenerg-12696	215	31	electronics	electronic	NOUN
fuelectenerg-12696	215	32	,	,	PUNCT
fuelectenerg-12696	215	33	vol	vol	NOUN
fuelectenerg-12696	215	34	.	.	PROPN
fuelectenerg-12696	216	1	7	7	NUM
fuelectenerg-12696	216	2	,	,	PUNCT
fuelectenerg-12696	216	3	no	no	INTJ
fuelectenerg-12696	216	4	.	.	NOUN
fuelectenerg-12696	216	5	1	1	NUM
fuelectenerg-12696	216	6	,	,	PUNCT
fuelectenerg-12696	216	7	2018	2018	NUM
fuelectenerg-12696	216	8	.	.	PUNCT
fuelectenerg-12696	217	1	[	[	X
fuelectenerg-12696	217	2	10	10	NUM
fuelectenerg-12696	217	3	]	]	X
fuelectenerg-12696	217	4	q.	q.	PROPN
fuelectenerg-12696	217	5	wu	wu	PROPN
fuelectenerg-12696	217	6	,	,	PUNCT
fuelectenerg-12696	217	7	h.	h.	PROPN
fuelectenerg-12696	217	8	wang	wang	PROPN
fuelectenerg-12696	217	9	,	,	PUNCT
fuelectenerg-12696	217	10	and	and	CCONJ
fuelectenerg-12696	217	11	w.	w.	PROPN
fuelectenerg-12696	217	12	hong	hong	PROPN
fuelectenerg-12696	217	13	,	,	PUNCT
fuelectenerg-12696	217	14	"	"	PUNCT
fuelectenerg-12696	217	15	multistage	multistage	NOUN
fuelectenerg-12696	217	16	collaborative	collaborative	ADJ
fuelectenerg-12696	217	17	machine	machine	NOUN
fuelectenerg-12696	217	18	learning	learning	NOUN
fuelectenerg-12696	217	19	and	and	CCONJ
fuelectenerg-12696	217	20	its	its	PRON
fuelectenerg-12696	217	21	application	application	NOUN
fuelectenerg-12696	217	22	toantenna	toantenna	NOUN
fuelectenerg-12696	217	23	modeling	modeling	NOUN
fuelectenerg-12696	217	24	and	and	CCONJ
fuelectenerg-12696	217	25	optimization	optimization	NOUN
fuelectenerg-12696	217	26	"	"	PUNCT
fuelectenerg-12696	217	27	,	,	PUNCT
fuelectenerg-12696	217	28	ieee	ieee	NOUN
fuelectenerg-12696	217	29	transactions	transaction	NOUN
fuelectenerg-12696	217	30	on	on	ADP
fuelectenerg-12696	217	31	antennas	antenna	NOUN
fuelectenerg-12696	217	32	and	and	CCONJ
fuelectenerg-12696	217	33	propagation	propagation	NOUN
fuelectenerg-12696	217	34	,	,	PUNCT
fuelectenerg-12696	217	35	vol	vol	NOUN
fuelectenerg-12696	217	36	.	.	PROPN
fuelectenerg-12696	218	1	68	68	NUM
fuelectenerg-12696	218	2	,	,	PUNCT
fuelectenerg-12696	218	3	no	no	INTJ
fuelectenerg-12696	218	4	.	.	NOUN
fuelectenerg-12696	218	5	5	5	NUM
fuelectenerg-12696	218	6	,	,	PUNCT
fuelectenerg-12696	218	7	pp	pp	ADJ
fuelectenerg-12696	218	8	.	.	PUNCT
fuelectenerg-12696	219	1	3397	3397	NUM
fuelectenerg-12696	219	2	–	–	PUNCT
fuelectenerg-12696	219	3	3409	3409	NUM
fuelectenerg-12696	219	4	,	,	PUNCT
fuelectenerg-12696	219	5	may	may	AUX
fuelectenerg-12696	219	6	2020	2020	NUM
fuelectenerg-12696	219	7	.	.	PUNCT
fuelectenerg-12696	220	1	[	[	X
fuelectenerg-12696	220	2	11	11	NUM
fuelectenerg-12696	220	3	]	]	SYM
fuelectenerg-12696	220	4	x	x	PROPN
fuelectenerg-12696	220	5	-	-	PROPN
fuelectenerg-12696	220	6	y	y	PROPN
fuelectenerg-12696	220	7	zhang	zhang	PROPN
fuelectenerg-12696	220	8	,	,	PUNCT
fuelectenerg-12696	220	9	y	y	PROPN
fuelectenerg-12696	220	10	-	-	PUNCT
fuelectenerg-12696	220	11	b	b	PROPN
fuelectenerg-12696	220	12	tian	tian	PROPN
fuelectenerg-12696	220	13	,	,	PUNCT
fuelectenerg-12696	220	14	x.	x.	PROPN
fuelectenerg-12696	220	15	zheng	zheng	PROPN
fuelectenerg-12696	220	16	,	,	PUNCT
fuelectenerg-12696	220	17	"	"	PUNCT
fuelectenerg-12696	220	18	antenna	antenna	NOUN
fuelectenerg-12696	220	19	optimization	optimization	NOUN
fuelectenerg-12696	220	20	design	design	NOUN
fuelectenerg-12696	220	21	based	base	VERB
fuelectenerg-12696	220	22	on	on	ADP
fuelectenerg-12696	220	23	deep	deep	ADJ
fuelectenerg-12696	220	24	gaussian	gaussian	ADJ
fuelectenerg-12696	220	25	process	process	NOUN
fuelectenerg-12696	220	26	model	model	NOUN
fuelectenerg-12696	220	27	"	"	PUNCT
fuelectenerg-12696	220	28	,	,	PUNCT
fuelectenerg-12696	220	29	international	international	ADJ
fuelectenerg-12696	220	30	journal	journal	NOUN
fuelectenerg-12696	220	31	of	of	ADP
fuelectenerg-12696	220	32	antennas	antenna	NOUN
fuelectenerg-12696	220	33	and	and	CCONJ
fuelectenerg-12696	220	34	propagation	propagation	NOUN
fuelectenerg-12696	220	35	,	,	PUNCT
fuelectenerg-12696	220	36	pp	pp	ADP
fuelectenerg-12696	220	37	.	.	PUNCT
fuelectenerg-12696	221	1	7–18	7–18	NUM
fuelectenerg-12696	221	2	,	,	PUNCT
fuelectenerg-12696	221	3	2020	2020	NUM
fuelectenerg-12696	221	4	.	.	PUNCT
fuelectenerg-12696	222	1	machine	machine	NOUN
fuelectenerg-12696	222	2	learning	learning	NOUN
fuelectenerg-12696	222	3	assisted	assist	VERB
fuelectenerg-12696	222	4	s11	s11	NOUN
fuelectenerg-12696	222	5	prediction	prediction	NOUN
fuelectenerg-12696	222	6	for	for	ADP
fuelectenerg-12696	222	7	a	a	DET
fuelectenerg-12696	222	8	slotted	slotted	ADJ
fuelectenerg-12696	222	9	square	square	ADJ
fuelectenerg-12696	222	10	patch	patch	NOUN
fuelectenerg-12696	222	11	antenna	antenna	NOUN
fuelectenerg-12696	222	12	in	in	ADP
fuelectenerg-12696	222	13	...	...	PUNCT
fuelectenerg-12696	222	14	701	701	NUM
fuelectenerg-12696	223	1	[	[	X
fuelectenerg-12696	223	2	12	12	NUM
fuelectenerg-12696	223	3	]	]	PUNCT
fuelectenerg-12696	223	4	k.	k.	PROPN
fuelectenerg-12696	223	5	sharma	sharma	PROPN
fuelectenerg-12696	223	6	,	,	PUNCT
fuelectenerg-12696	223	7	&	&	CCONJ
fuelectenerg-12696	223	8	g.	g.	PROPN
fuelectenerg-12696	223	9	p.	p.	PROPN
fuelectenerg-12696	223	10	pandey	pandey	PROPN
fuelectenerg-12696	223	11	,	,	PUNCT
fuelectenerg-12696	223	12	"	"	PUNCT
fuelectenerg-12696	223	13	efficient	efficient	ADJ
fuelectenerg-12696	223	14	modelling	modelling	NOUN
fuelectenerg-12696	223	15	of	of	ADP
fuelectenerg-12696	223	16	compact	compact	ADJ
fuelectenerg-12696	223	17	microstrip	microstrip	NOUN
fuelectenerg-12696	223	18	antenna	antenna	NOUN
fuelectenerg-12696	223	19	using	use	VERB
fuelectenerg-12696	223	20	machine	machine	NOUN
fuelectenerg-12696	223	21	learning	learning	NOUN
fuelectenerg-12696	223	22	"	"	PUNCT
fuelectenerg-12696	223	23	,	,	PUNCT
fuelectenerg-12696	223	24	aeu	aeu	DET
fuelectenerg-12696	223	25	international	international	ADJ
fuelectenerg-12696	223	26	journal	journal	NOUN
fuelectenerg-12696	223	27	of	of	ADP
fuelectenerg-12696	223	28	electronics	electronic	NOUN
fuelectenerg-12696	223	29	and	and	CCONJ
fuelectenerg-12696	223	30	communications	communication	NOUN
fuelectenerg-12696	223	31	,	,	PUNCT
fuelectenerg-12696	223	32	vol	vol	NOUN
fuelectenerg-12696	223	33	.	.	PROPN
fuelectenerg-12696	223	34	135	135	NUM
fuelectenerg-12696	223	35	,	,	PUNCT
fuelectenerg-12696	223	36	p.	p.	NOUN
fuelectenerg-12696	223	37	153739	153739	NUM
fuelectenerg-12696	223	38	,	,	PUNCT
fuelectenerg-12696	223	39	2021	2021	NUM
fuelectenerg-12696	223	40	.	.	PUNCT
fuelectenerg-12696	224	1	[	[	X
fuelectenerg-12696	224	2	13	13	NUM
fuelectenerg-12696	224	3	]	]	X
fuelectenerg-12696	224	4	p.	p.	PROPN
fuelectenerg-12696	224	5	ranjan	ranjan	PROPN
fuelectenerg-12696	224	6	,	,	PUNCT
fuelectenerg-12696	224	7	a.	a.	NOUN
fuelectenerg-12696	224	8	maurya	maurya	PROPN
fuelectenerg-12696	224	9	,	,	PUNCT
fuelectenerg-12696	224	10	h.	h.	PROPN
fuelectenerg-12696	224	11	gupta	gupta	PROPN
fuelectenerg-12696	224	12	,	,	PUNCT
fuelectenerg-12696	224	13	s.	s.	PROPN
fuelectenerg-12696	224	14	yadav	yadav	PROPN
fuelectenerg-12696	224	15	,	,	PUNCT
fuelectenerg-12696	224	16	a.	a.	NOUN
fuelectenerg-12696	224	17	sharma	sharma	PROPN
fuelectenerg-12696	224	18	,	,	PUNCT
fuelectenerg-12696	224	19	"	"	PUNCT
fuelectenerg-12696	224	20	ultra	ultra	ADJ
fuelectenerg-12696	224	21	-	-	ADJ
fuelectenerg-12696	224	22	wideband	wideband	ADJ
fuelectenerg-12696	224	23	cpw	cpw	NOUN
fuelectenerg-12696	224	24	fed	feed	VERB
fuelectenerg-12696	224	25	band	band	NOUN
fuelectenerg-12696	224	26	-	-	PUNCT
fuelectenerg-12696	224	27	notched	notch	VERB
fuelectenerg-12696	224	28	monopole	monopole	NOUN
fuelectenerg-12696	224	29	antenna	antenna	NOUN
fuelectenerg-12696	224	30	optimization	optimization	NOUN
fuelectenerg-12696	224	31	using	use	VERB
fuelectenerg-12696	224	32	machine	machine	NOUN
fuelectenerg-12696	224	33	learning	learning	NOUN
fuelectenerg-12696	224	34	"	"	PUNCT
fuelectenerg-12696	224	35	,	,	PUNCT
fuelectenerg-12696	224	36	progress	progress	NOUN
fuelectenerg-12696	224	37	in	in	ADP
fuelectenerg-12696	224	38	electromagnetics	electromagnetic	NOUN
fuelectenerg-12696	224	39	research	research	PROPN
fuelectenerg-12696	224	40	m	m	PROPN
fuelectenerg-12696	224	41	,	,	PUNCT
fuelectenerg-12696	224	42	vol	vol	NOUN
fuelectenerg-12696	224	43	.	.	PROPN
fuelectenerg-12696	224	44	108	108	NUM
fuelectenerg-12696	224	45	,	,	PUNCT
fuelectenerg-12696	224	46	pp	pp	ADJ
fuelectenerg-12696	224	47	.	.	PUNCT
fuelectenerg-12696	225	1	27–38	27–38	NUM
fuelectenerg-12696	225	2	,	,	PUNCT
fuelectenerg-12696	225	3	2022	2022	NUM
fuelectenerg-12696	225	4	.	.	PUNCT
fuelectenerg-12696	226	1	[	[	X
fuelectenerg-12696	226	2	14	14	NUM
fuelectenerg-12696	226	3	]	]	X
fuelectenerg-12696	226	4	r.	r.	PROPN
fuelectenerg-12696	226	5	ramasamy	ramasamy	PROPN
fuelectenerg-12696	226	6	and	and	CCONJ
fuelectenerg-12696	226	7	m.	m.	NOUN
fuelectenerg-12696	226	8	anto	anto	PROPN
fuelectenerg-12696	226	9	bennet	bennet	PROPN
fuelectenerg-12696	226	10	,	,	PUNCT
fuelectenerg-12696	226	11	"	"	PUNCT
fuelectenerg-12696	226	12	an	an	DET
fuelectenerg-12696	226	13	efficient	efficient	ADJ
fuelectenerg-12696	226	14	antenna	antenna	NOUN
fuelectenerg-12696	226	15	parameters	parameter	NOUN
fuelectenerg-12696	226	16	estimation	estimation	NOUN
fuelectenerg-12696	226	17	using	use	VERB
fuelectenerg-12696	226	18	machinelearning	machinelearne	VERB
fuelectenerg-12696	226	19	algorithms	algorithm	NOUN
fuelectenerg-12696	226	20	"	"	PUNCT
fuelectenerg-12696	226	21	,	,	PUNCT
fuelectenerg-12696	226	22	progress	progress	NOUN
fuelectenerg-12696	226	23	in	in	ADP
fuelectenerg-12696	226	24	electromagnetics	electromagnetic	NOUN
fuelectenerg-12696	226	25	research	research	NOUN
fuelectenerg-12696	226	26	c	c	NOUN
fuelectenerg-12696	226	27	,	,	PUNCT
fuelectenerg-12696	226	28	vol	vol	NOUN
fuelectenerg-12696	226	29	.	.	PROPN
fuelectenerg-12696	226	30	130	130	NUM
fuelectenerg-12696	226	31	,	,	PUNCT
fuelectenerg-12696	226	32	pp	pp	ADJ
fuelectenerg-12696	226	33	.	.	PUNCT
fuelectenerg-12696	227	1	169–181	169–181	NUM
fuelectenerg-12696	227	2	,	,	PUNCT
fuelectenerg-12696	227	3	2023	2023	NUM
fuelectenerg-12696	227	4	[	[	X
fuelectenerg-12696	227	5	15	15	NUM
fuelectenerg-12696	227	6	]	]	PUNCT
fuelectenerg-12696	227	7	t.	t.	PROPN
fuelectenerg-12696	227	8	sallam	sallam	PROPN
fuelectenerg-12696	227	9	,	,	PUNCT
fuelectenerg-12696	227	10	a.	a.	PROPN
fuelectenerg-12696	227	11	b.	b.	PROPN
fuelectenerg-12696	227	12	abdel	abdel	PROPN
fuelectenerg-12696	227	13	-	-	PUNCT
fuelectenerg-12696	227	14	rahman	rahman	PROPN
fuelectenerg-12696	227	15	,	,	PUNCT
fuelectenerg-12696	227	16	m.	m.	NOUN
fuelectenerg-12696	227	17	alghoniemy	alghoniemy	PROPN
fuelectenerg-12696	227	18	,	,	PUNCT
fuelectenerg-12696	227	19	z.	z.	PROPN
fuelectenerg-12696	227	20	kawasaki	kawasaki	PROPN
fuelectenerg-12696	227	21	,	,	PUNCT
fuelectenerg-12696	227	22	and	and	CCONJ
fuelectenerg-12696	227	23	t.	t.	PROPN
fuelectenerg-12696	227	24	ushio	ushio	PROPN
fuelectenerg-12696	227	25	,	,	PUNCT
fuelectenerg-12696	227	26	"	"	PUNCT
fuelectenerg-12696	227	27	a	a	DET
fuelectenerg-12696	227	28	neural	neural	ADJ
fuelectenerg-12696	227	29	-	-	PUNCT
fuelectenerg-12696	227	30	network	network	NOUN
fuelectenerg-12696	227	31	-	-	PUNCT
fuelectenerg-12696	227	32	based	base	VERB
fuelectenerg-12696	227	33	beamformer	beamformer	NOUN
fuelectenerg-12696	227	34	for	for	ADP
fuelectenerg-12696	227	35	phased	phased	ADJ
fuelectenerg-12696	227	36	array	array	PROPN
fuelectenerg-12696	227	37	weather	weather	PROPN
fuelectenerg-12696	227	38	radar	radar	NOUN
fuelectenerg-12696	227	39	"	"	PUNCT
fuelectenerg-12696	227	40	,	,	PUNCT
fuelectenerg-12696	227	41	ieee	ieee	PROPN
fuelectenerg-12696	227	42	trans	trans	PROPN
fuelectenerg-12696	227	43	.	.	PUNCT
fuelectenerg-12696	228	1	geosci	geosci	PROPN
fuelectenerg-12696	228	2	.	.	PUNCT
fuelectenerg-12696	229	1	remote	remote	PROPN
fuelectenerg-12696	229	2	sens	sens	PROPN
fuelectenerg-12696	229	3	.	.	PROPN
fuelectenerg-12696	229	4	,	,	PUNCT
fuelectenerg-12696	229	5	vol	vol	NOUN
fuelectenerg-12696	229	6	.	.	PROPN
fuelectenerg-12696	230	1	54	54	NUM
fuelectenerg-12696	230	2	,	,	PUNCT
fuelectenerg-12696	230	3	no	no	INTJ
fuelectenerg-12696	230	4	.	.	NOUN
fuelectenerg-12696	230	5	9	9	NUM
fuelectenerg-12696	230	6	,	,	PUNCT
fuelectenerg-12696	230	7	pp	pp	ADJ
fuelectenerg-12696	230	8	.	.	PUNCT
fuelectenerg-12696	231	1	5095	5095	NUM
fuelectenerg-12696	231	2	–	–	PUNCT
fuelectenerg-12696	231	3	5104	5104	NUM
fuelectenerg-12696	231	4	,	,	PUNCT
fuelectenerg-12696	231	5	september	september	PROPN
fuelectenerg-12696	231	6	2016	2016	NUM
fuelectenerg-12696	231	7	.	.	PUNCT
fuelectenerg-12696	232	1	[	[	X
fuelectenerg-12696	232	2	16	16	NUM
fuelectenerg-12696	232	3	]	]	X
fuelectenerg-12696	232	4	zb	zb	PROPN
fuelectenerg-12696	232	5	wang	wang	PROPN
fuelectenerg-12696	232	6	and	and	CCONJ
fuelectenerg-12696	232	7	sj	sj	PROPN
fuelectenerg-12696	232	8	fang	fang	X
fuelectenerg-12696	232	9	,	,	PUNCT
fuelectenerg-12696	232	10	"	"	PUNCT
fuelectenerg-12696	232	11	ann	ann	NOUN
fuelectenerg-12696	232	12	synthesis	synthesis	NOUN
fuelectenerg-12696	232	13	model	model	NOUN
fuelectenerg-12696	232	14	of	of	ADP
fuelectenerg-12696	232	15	singlefeed	singlefeed	NOUN
fuelectenerg-12696	232	16	corner	corner	NOUN
fuelectenerg-12696	232	17	truncated	truncate	VERB
fuelectenerg-12696	232	18	circularly	circularly	ADV
fuelectenerg-12696	232	19	polarized	polarize	VERB
fuelectenerg-12696	232	20	microstrip	microstrip	NOUN
fuelectenerg-12696	232	21	antenna	antenna	NOUN
fuelectenerg-12696	232	22	with	with	ADP
fuelectenerg-12696	232	23	an	an	DET
fuelectenerg-12696	232	24	air	air	NOUN
fuelectenerg-12696	232	25	gap	gap	NOUN
fuelectenerg-12696	232	26	for	for	ADP
fuelectenerg-12696	232	27	wideband	wideband	NOUN
fuelectenerg-12696	232	28	applications	application	NOUN
fuelectenerg-12696	232	29	"	"	PUNCT
fuelectenerg-12696	232	30	,	,	PUNCT
fuelectenerg-12696	232	31	international	international	ADJ
fuelectenerg-12696	232	32	journal	journal	NOUN
fuelectenerg-12696	232	33	of	of	ADP
fuelectenerg-12696	232	34	antennas	antenna	NOUN
fuelectenerg-12696	232	35	and	and	CCONJ
fuelectenerg-12696	232	36	propagation	propagation	NOUN
fuelectenerg-12696	232	37	,	,	PUNCT
fuelectenerg-12696	232	38	pp	pp	ADV
fuelectenerg-12696	232	39	.	.	PUNCT
fuelectenerg-12696	233	1	1–7	1–7	NUM
fuelectenerg-12696	233	2	,	,	PUNCT
fuelectenerg-12696	233	3	2014	2014	NUM
fuelectenerg-12696	233	4	.	.	PUNCT
fuelectenerg-12696	234	1	[	[	X
fuelectenerg-12696	234	2	17	17	NUM
fuelectenerg-12696	234	3	]	]	PUNCT
fuelectenerg-12696	234	4	a.	a.	NOUN
fuelectenerg-12696	234	5	akdagli	akdagli	NOUN
fuelectenerg-12696	234	6	,	,	PUNCT
fuelectenerg-12696	234	7	a.	a.	NOUN
fuelectenerg-12696	234	8	toktas	toktas	PROPN
fuelectenerg-12696	234	9	,	,	PUNCT
fuelectenerg-12696	234	10	a.	a.	NOUN
fuelectenerg-12696	234	11	kayabasi	kayabasi	PROPN
fuelectenerg-12696	234	12	,	,	PUNCT
fuelectenerg-12696	234	13	&	&	CCONJ
fuelectenerg-12696	234	14	i.	i.	PROPN
fuelectenerg-12696	234	15	develi	develi	PROPN
fuelectenerg-12696	234	16	,	,	PUNCT
fuelectenerg-12696	234	17	"	"	PUNCT
fuelectenerg-12696	234	18	an	an	DET
fuelectenerg-12696	234	19	application	application	NOUN
fuelectenerg-12696	234	20	of	of	ADP
fuelectenerg-12696	234	21	artificial	artificial	ADJ
fuelectenerg-12696	234	22	neural	neural	ADJ
fuelectenerg-12696	234	23	network	network	NOUN
fuelectenerg-12696	234	24	to	to	PART
fuelectenerg-12696	234	25	compute	compute	VERB
fuelectenerg-12696	234	26	the	the	DET
fuelectenerg-12696	234	27	resonant	resonant	ADJ
fuelectenerg-12696	234	28	frequency	frequency	NOUN
fuelectenerg-12696	234	29	of	of	ADP
fuelectenerg-12696	234	30	e	e	NOUN
fuelectenerg-12696	234	31	-	-	ADJ
fuelectenerg-12696	234	32	shaped	shape	VERB
fuelectenerg-12696	234	33	compact	compact	ADJ
fuelectenerg-12696	234	34	microstrip	microstrip	NOUN
fuelectenerg-12696	234	35	antennas	antenna	NOUN
fuelectenerg-12696	234	36	"	"	PUNCT
fuelectenerg-12696	234	37	,	,	PUNCT
fuelectenerg-12696	234	38	journal	journal	NOUN
fuelectenerg-12696	234	39	of	of	ADP
fuelectenerg-12696	234	40	electrical	electrical	ADJ
fuelectenerg-12696	234	41	engineeringelektrotechnicky	engineeringelektrotechnicky	ADJ
fuelectenerg-12696	234	42	casopis	casopis	NOUN
fuelectenerg-12696	234	43	,	,	PUNCT
fuelectenerg-12696	234	44	vol	vol	NOUN
fuelectenerg-12696	234	45	.	.	PROPN
fuelectenerg-12696	234	46	64	64	NUM
fuelectenerg-12696	234	47	,	,	PUNCT
fuelectenerg-12696	234	48	no	no	INTJ
fuelectenerg-12696	234	49	.	.	NOUN
fuelectenerg-12696	234	50	5	5	NUM
fuelectenerg-12696	234	51	,	,	PUNCT
fuelectenerg-12696	234	52	pp	pp	ADJ
fuelectenerg-12696	234	53	.	.	PUNCT
fuelectenerg-12696	235	1	317–322	317–322	NUM
fuelectenerg-12696	235	2	,	,	PUNCT
fuelectenerg-12696	235	3	2013	2013	NUM
fuelectenerg-12696	235	4	.	.	PUNCT
fuelectenerg-12696	236	1	[	[	X
fuelectenerg-12696	236	2	18	18	NUM
fuelectenerg-12696	236	3	]	]	X
fuelectenerg-12696	236	4	j.	j.	PROPN
fuelectenerg-12696	236	5	l.	l.	PROPN
fuelectenerg-12696	236	6	rojo	rojo	PROPN
fuelectenerg-12696	236	7	-	-	PUNCT
fuelectenerg-12696	236	8	alvarez	alvarez	PROPN
fuelectenerg-12696	236	9	,	,	PUNCT
fuelectenerg-12696	236	10	g.	g.	PROPN
fuelectenerg-12696	236	11	camps	camp	NOUN
fuelectenerg-12696	236	12	-	-	PUNCT
fuelectenerg-12696	236	13	valls	vall	NOUN
fuelectenerg-12696	236	14	,	,	PUNCT
fuelectenerg-12696	236	15	m.	m.	NOUN
fuelectenerg-12696	236	16	martınez	martınez	NOUN
fuelectenerg-12696	236	17	-	-	PUNCT
fuelectenerg-12696	236	18	ramon	ramon	NOUN
fuelectenerg-12696	236	19	,	,	PUNCT
fuelectenerg-12696	236	20	e.	e.	PROPN
fuelectenerg-12696	236	21	soria	soria	PROPN
fuelectenerg-12696	236	22	-	-	PUNCT
fuelectenerg-12696	236	23	olivas	olivas	PROPN
fuelectenerg-12696	236	24	,	,	PUNCT
fuelectenerg-12696	236	25	a.	a.	PROPN
fuelectenerg-12696	236	26	navia	navia	PROPN
fuelectenerg-12696	236	27	-	-	PUNCT
fuelectenerg-12696	236	28	vazquez	vazquez	NOUN
fuelectenerg-12696	236	29	,	,	PUNCT
fuelectenerg-12696	236	30	and	and	CCONJ
fuelectenerg-12696	236	31	a.	a.	PROPN
fuelectenerg-12696	236	32	r.	r.	PROPN
fuelectenerg-12696	236	33	figueiras	figueiras	PROPN
fuelectenerg-12696	236	34	-	-	PUNCT
fuelectenerg-12696	236	35	vidal	vidal	NOUN
fuelectenerg-12696	236	36	,	,	PUNCT
fuelectenerg-12696	236	37	"	"	PUNCT
fuelectenerg-12696	236	38	support	support	NOUN
fuelectenerg-12696	236	39	vector	vector	NOUN
fuelectenerg-12696	236	40	machines	machine	NOUN
fuelectenerg-12696	236	41	framework	framework	NOUN
fuelectenerg-12696	236	42	for	for	ADP
fuelectenerg-12696	236	43	linear	linear	PROPN
fuelectenerg-12696	236	44	signal	signal	NOUN
fuelectenerg-12696	236	45	processing	processing	NOUN
fuelectenerg-12696	236	46	"	"	PUNCT
fuelectenerg-12696	236	47	,	,	PUNCT
fuelectenerg-12696	236	48	signal	signal	ADJ
fuelectenerg-12696	236	49	processing	processing	NOUN
fuelectenerg-12696	236	50	,	,	PUNCT
fuelectenerg-12696	236	51	vol	vol	NOUN
fuelectenerg-12696	236	52	.	.	PROPN
fuelectenerg-12696	236	53	85	85	NUM
fuelectenerg-12696	236	54	,	,	PUNCT
fuelectenerg-12696	236	55	no	no	INTJ
fuelectenerg-12696	236	56	.	.	NOUN
fuelectenerg-12696	236	57	12	12	NUM
fuelectenerg-12696	236	58	,	,	PUNCT
fuelectenerg-12696	236	59	pp	pp	ADJ
fuelectenerg-12696	236	60	.	.	PUNCT
fuelectenerg-12696	237	1	2316–2326	2316–2326	NUM
fuelectenerg-12696	237	2	,	,	PUNCT
fuelectenerg-12696	237	3	2005	2005	NUM
fuelectenerg-12696	237	4	.	.	PUNCT
fuelectenerg-12696	238	1	[	[	X
fuelectenerg-12696	238	2	19	19	NUM
fuelectenerg-12696	238	3	]	]	PUNCT
fuelectenerg-12696	238	4	m.	m.	NOUN
fuelectenerg-12696	238	5	pastorino	pastorino	NOUN
fuelectenerg-12696	238	6	and	and	CCONJ
fuelectenerg-12696	238	7	a.	a.	NOUN
fuelectenerg-12696	238	8	randazzo	randazzo	NOUN
fuelectenerg-12696	238	9	,	,	PUNCT
fuelectenerg-12696	238	10	"	"	PUNCT
fuelectenerg-12696	238	11	a	a	DET
fuelectenerg-12696	238	12	smart	smart	ADJ
fuelectenerg-12696	238	13	antenna	antenna	NOUN
fuelectenerg-12696	238	14	system	system	NOUN
fuelectenerg-12696	238	15	for	for	ADP
fuelectenerg-12696	238	16	direction	direction	NOUN
fuelectenerg-12696	238	17	of	of	ADP
fuelectenerg-12696	238	18	arrival	arrival	NOUN
fuelectenerg-12696	238	19	estimation	estimation	NOUN
fuelectenerg-12696	238	20	based	base	VERB
fuelectenerg-12696	238	21	on	on	ADP
fuelectenerg-12696	238	22	a	a	DET
fuelectenerg-12696	238	23	support	support	NOUN
fuelectenerg-12696	238	24	vector	vector	NOUN
fuelectenerg-12696	238	25	regression	regression	NOUN
fuelectenerg-12696	238	26	"	"	PUNCT
fuelectenerg-12696	238	27	,	,	PUNCT
fuelectenerg-12696	238	28	ieee	ieee	NOUN
fuelectenerg-12696	238	29	transactions	transaction	NOUN
fuelectenerg-12696	238	30	on	on	ADP
fuelectenerg-12696	238	31	antennas	antenna	NOUN
fuelectenerg-12696	238	32	and	and	CCONJ
fuelectenerg-12696	238	33	propagation	propagation	NOUN
fuelectenerg-12696	238	34	,	,	PUNCT
fuelectenerg-12696	238	35	vol	vol	NOUN
fuelectenerg-12696	238	36	.	.	PROPN
fuelectenerg-12696	239	1	53	53	NUM
fuelectenerg-12696	239	2	,	,	PUNCT
fuelectenerg-12696	239	3	no	no	INTJ
fuelectenerg-12696	239	4	.	.	NOUN
fuelectenerg-12696	239	5	7	7	NUM
fuelectenerg-12696	239	6	,	,	PUNCT
fuelectenerg-12696	239	7	pp	pp	ADJ
fuelectenerg-12696	239	8	.	.	PUNCT
fuelectenerg-12696	240	1	2161	2161	NUM
fuelectenerg-12696	240	2	–	–	PUNCT
fuelectenerg-12696	240	3	2168	2168	NUM
fuelectenerg-12696	240	4	,	,	PUNCT
fuelectenerg-12696	240	5	2005	2005	NUM
fuelectenerg-12696	240	6	.	.	PUNCT
fuelectenerg-12696	241	1	[	[	X
fuelectenerg-12696	241	2	20	20	NUM
fuelectenerg-12696	241	3	]	]	SYM
fuelectenerg-12696	241	4	tj	tj	NOUN
fuelectenerg-12696	241	5	santner	santner	NOUN
fuelectenerg-12696	241	6	,	,	PUNCT
fuelectenerg-12696	241	7	bj	bj	ADP
fuelectenerg-12696	241	8	williams	williams	PROPN
fuelectenerg-12696	241	9	,	,	PUNCT
fuelectenerg-12696	241	10	w	w	PROPN
fuelectenerg-12696	241	11	notz	notz	PROPN
fuelectenerg-12696	241	12	,	,	PUNCT
fuelectenerg-12696	241	13	bj	bj	ADP
fuelectenerg-12696	241	14	williams	williams	PROPN
fuelectenerg-12696	241	15	,	,	PUNCT
fuelectenerg-12696	241	16	the	the	DET
fuelectenerg-12696	241	17	design	design	NOUN
fuelectenerg-12696	241	18	and	and	CCONJ
fuelectenerg-12696	241	19	analysis	analysis	NOUN
fuelectenerg-12696	241	20	of	of	ADP
fuelectenerg-12696	241	21	computer	computer	NOUN
fuelectenerg-12696	241	22	experiments	experiment	NOUN
fuelectenerg-12696	241	23	.	.	PUNCT
fuelectenerg-12696	242	1	vol	vol	NOUN
fuelectenerg-12696	242	2	1	1	NUM
fuelectenerg-12696	242	3	.	.	PUNCT
fuelectenerg-12696	242	4	springer	springer	NOUN
fuelectenerg-12696	242	5	;	;	PUNCT
fuelectenerg-12696	242	6	2003	2003	NUM
fuelectenerg-12696	242	7	.	.	PUNCT
fuelectenerg-12696	243	1	[	[	X
fuelectenerg-12696	243	2	21	21	NUM
fuelectenerg-12696	243	3	]	]	X
fuelectenerg-12696	243	4	s.	s.	PROPN
fuelectenerg-12696	243	5	ruder	ruder	PROPN
fuelectenerg-12696	243	6	,	,	PUNCT
fuelectenerg-12696	243	7	an	an	DET
fuelectenerg-12696	243	8	overview	overview	NOUN
fuelectenerg-12696	243	9	of	of	ADP
fuelectenerg-12696	243	10	gradient	gradient	ADJ
fuelectenerg-12696	243	11	descent	descent	NOUN
fuelectenerg-12696	243	12	optimization	optimization	NOUN
fuelectenerg-12696	243	13	algorithms	algorithm	NOUN
fuelectenerg-12696	243	14	.	.	PUNCT
fuelectenerg-12696	244	1	arxiv	arxiv	PROPN
fuelectenerg-12696	244	2	preprint	preprint	NOUN
fuelectenerg-12696	244	3	.	.	PUNCT
fuelectenerg-12696	245	1	2016	2016	NUM
fuelectenerg-12696	245	2	;	;	PUNCT
fuelectenerg-12696	245	3	1609.04747	1609.04747	NUM
fuelectenerg-12696	245	4	.	.	PUNCT
fuelectenerg-12696	246	1	[	[	X
fuelectenerg-12696	246	2	22	22	NUM
fuelectenerg-12696	246	3	]	]	PUNCT
fuelectenerg-12696	246	4	q.	q.	PROPN
fuelectenerg-12696	246	5	wu	wu	PROPN
fuelectenerg-12696	246	6	,	,	PUNCT
fuelectenerg-12696	246	7	h.	h.	PROPN
fuelectenerg-12696	246	8	wang	wang	PROPN
fuelectenerg-12696	246	9	and	and	CCONJ
fuelectenerg-12696	246	10	w.	w.	PROPN
fuelectenerg-12696	246	11	hong	hong	PROPN
fuelectenerg-12696	246	12	,	,	PUNCT
fuelectenerg-12696	246	13	"	"	PUNCT
fuelectenerg-12696	246	14	multistage	multistage	NOUN
fuelectenerg-12696	246	15	collaborative	collaborative	ADJ
fuelectenerg-12696	246	16	machine	machine	NOUN
fuelectenerg-12696	246	17	learning	learning	NOUN
fuelectenerg-12696	246	18	and	and	CCONJ
fuelectenerg-12696	246	19	its	its	PRON
fuelectenerg-12696	246	20	application	application	NOUN
fuelectenerg-12696	246	21	to	to	PART
fuelectenerg-12696	246	22	antenna	antenna	VERB
fuelectenerg-12696	246	23	modeling	modeling	NOUN
fuelectenerg-12696	246	24	and	and	CCONJ
fuelectenerg-12696	246	25	optimization	optimization	NOUN
fuelectenerg-12696	246	26	"	"	PUNCT
fuelectenerg-12696	246	27	,	,	PUNCT
fuelectenerg-12696	246	28	ieee	ieee	PROPN
fuelectenerg-12696	246	29	trans	tran	NOUN
fuelectenerg-12696	246	30	.	.	PUNCT
fuelectenerg-12696	247	1	on	on	ADP
fuelectenerg-12696	247	2	ant	ant	PROPN
fuelectenerg-12696	247	3	.	.	PUNCT
fuelectenerg-12696	248	1	and	and	CCONJ
fuelectenerg-12696	248	2	prop	prop	PROPN
fuelectenerg-12696	248	3	.	.	PUNCT
fuelectenerg-12696	249	1	,	,	PUNCT
fuelectenerg-12696	249	2	vol	vol	NOUN
fuelectenerg-12696	249	3	.	.	PROPN
fuelectenerg-12696	250	1	68	68	NUM
fuelectenerg-12696	250	2	,	,	PUNCT
fuelectenerg-12696	250	3	no	no	INTJ
fuelectenerg-12696	250	4	.	.	NOUN
fuelectenerg-12696	250	5	5	5	NUM
fuelectenerg-12696	250	6	,	,	PUNCT
fuelectenerg-12696	250	7	pp	pp	ADJ
fuelectenerg-12696	250	8	.	.	PUNCT
fuelectenerg-12696	250	9	3397–3409	3397–3409	NUM
fuelectenerg-12696	250	10	,	,	PUNCT
fuelectenerg-12696	250	11	2020	2020	NUM
fuelectenerg-12696	250	12	.	.	PUNCT
fuelectenerg-12696	251	1	[	[	X
fuelectenerg-12696	251	2	23	23	NUM
fuelectenerg-12696	251	3	]	]	PUNCT
fuelectenerg-12696	251	4	a.	a.	PROPN
fuelectenerg-12696	251	5	srivastava	srivastava	PROPN
fuelectenerg-12696	251	6	,	,	PUNCT
fuelectenerg-12696	251	7	h.	h.	PROPN
fuelectenerg-12696	251	8	gupta	gupta	PROPN
fuelectenerg-12696	251	9	,	,	PUNCT
fuelectenerg-12696	251	10	a.k	a.k	PROPN
fuelectenerg-12696	251	11	.	.	PROPN
fuelectenerg-12696	251	12	dwivedi	dwivedi	PROPN
fuelectenerg-12696	251	13	,	,	PUNCT
fuelectenerg-12696	251	14	k.k.v	k.k.v	PROPN
fuelectenerg-12696	251	15	.	.	PUNCT
fuelectenerg-12696	251	16	penmatsa	penmatsa	PROPN
fuelectenerg-12696	251	17	,	,	PUNCT
fuelectenerg-12696	251	18	p.	p.	PROPN
fuelectenerg-12696	251	19	ranjan	ranjan	PROPN
fuelectenerg-12696	251	20	and	and	CCONJ
fuelectenerg-12696	251	21	a.	a.	NOUN
fuelectenerg-12696	251	22	sharma	sharma	PROPN
fuelectenerg-12696	251	23	,	,	PUNCT
fuelectenerg-12696	251	24	"	"	PUNCT
fuelectenerg-12696	251	25	aperture	aperture	ADV
fuelectenerg-12696	251	26	coupled	couple	VERB
fuelectenerg-12696	251	27	dielectric	dielectric	ADJ
fuelectenerg-12696	251	28	resonator	resonator	NOUN
fuelectenerg-12696	251	29	antenna	antenna	NOUN
fuelectenerg-12696	251	30	optimisation	optimisation	NOUN
fuelectenerg-12696	251	31	using	use	VERB
fuelectenerg-12696	251	32	machine	machine	NOUN
fuelectenerg-12696	251	33	learning	learn	VERB
fuelectenerg-12696	251	34	techniques	technique	NOUN
fuelectenerg-12696	251	35	"	"	PUNCT
fuelectenerg-12696	251	36	,	,	PUNCT
fuelectenerg-12696	251	37	aeu	aeu	ADV
fuelectenerg-12696	251	38	-	-	PUNCT
fuelectenerg-12696	251	39	intern	intern	NOUN
fuelectenerg-12696	251	40	.	.	PUNCT
fuelectenerg-12696	252	1	journal	journal	PROPN
fuelectenerg-12696	252	2	of	of	ADP
fuelectenerg-12696	252	3	elect	elect	PROPN
fuelectenerg-12696	252	4	.	.	PUNCT
fuelectenerg-12696	253	1	and	and	CCONJ
fuelectenerg-12696	253	2	com	com	NOUN
fuelectenerg-12696	253	3	m.	m.	NOUN
fuelectenerg-12696	253	4	,	,	PUNCT
fuelectenerg-12696	253	5	vol	vol	NOUN
fuelectenerg-12696	253	6	.	.	PROPN
fuelectenerg-12696	253	7	154	154	NUM
fuelectenerg-12696	253	8	,	,	PUNCT
fuelectenerg-12696	253	9	pp	pp	ADJ
fuelectenerg-12696	253	10	.	.	PUNCT
fuelectenerg-12696	254	1	154302	154302	NUM
fuelectenerg-12696	254	2	-	-	SYM
fuelectenerg-12696	254	3	1	1	NUM
fuelectenerg-12696	254	4	-	-	PUNCT
fuelectenerg-12696	254	5	154302	154302	NUM
fuelectenerg-12696	254	6	-	-	SYM
fuelectenerg-12696	254	7	8	8	NUM
fuelectenerg-12696	254	8	,	,	PUNCT
fuelectenerg-12696	254	9	2022	2022	NUM
fuelectenerg-12696	254	10	.	.	PUNCT