id	sid	tid	token	lemma	pos
fuelectenerg-11938	1	1	11938	11938	NUM
fuelectenerg-11938	1	2	facta	facta	PROPN
fuelectenerg-11938	1	3	universitatis	universitatis	PROPN
fuelectenerg-11938	1	4	series	series	NOUN
fuelectenerg-11938	1	5	:	:	PUNCT
fuelectenerg-11938	1	6	electronics	electronic	NOUN
fuelectenerg-11938	1	7	and	and	CCONJ
fuelectenerg-11938	1	8	energetics	energetics	NOUN
fuelectenerg-11938	1	9	vol	vol	NOUN
fuelectenerg-11938	1	10	.	.	PUNCT
fuelectenerg-11938	1	11	36	36	NUM
fuelectenerg-11938	1	12	,	,	PUNCT
fuelectenerg-11938	1	13	no	no	DET
fuelectenerg-11938	1	14	4	4	NUM
fuelectenerg-11938	1	15	,	,	PUNCT
fuelectenerg-11938	1	16	december	december	PROPN
fuelectenerg-11938	1	17	2023	2023	NUM
fuelectenerg-11938	1	18	,	,	PUNCT
fuelectenerg-11938	1	19	pp	pp	ADJ
fuelectenerg-11938	1	20	.	.	PUNCT
fuelectenerg-11938	2	1	589	589	NUM
fuelectenerg-11938	2	2	600	600	NUM
fuelectenerg-11938	2	3	https://doi.org/10.2298/fuee2304589j	https://doi.org/10.2298/fuee2304589j	NOUN
fuelectenerg-11938	2	4	©	©	PROPN
fuelectenerg-11938	2	5	2023	2023	NUM
fuelectenerg-11938	2	6	by	by	ADP
fuelectenerg-11938	2	7	university	university	PROPN
fuelectenerg-11938	2	8	of	of	ADP
fuelectenerg-11938	2	9	niš	niš	PROPN
fuelectenerg-11938	2	10	,	,	PUNCT
fuelectenerg-11938	2	11	serbia	serbia	PROPN
fuelectenerg-11938	2	12	|	|	ADV
fuelectenerg-11938	2	13	creative	creative	ADJ
fuelectenerg-11938	2	14	commons	common	NOUN
fuelectenerg-11938	2	15	license	license	NOUN
fuelectenerg-11938	2	16	:	:	PUNCT
fuelectenerg-11938	2	17	cc	cc	VERB
fuelectenerg-11938	2	18	by	by	ADP
fuelectenerg-11938	2	19	-	-	PUNCT
fuelectenerg-11938	2	20	nc	nc	VERB
fuelectenerg-11938	2	21	-	-	PUNCT
fuelectenerg-11938	2	22	nd	nd	ADV
fuelectenerg-11938	2	23	original	original	ADJ
fuelectenerg-11938	2	24	scientific	scientific	ADJ
fuelectenerg-11938	2	25	paper	paper	NOUN
fuelectenerg-11938	2	26	enhancing	enhance	VERB
fuelectenerg-11938	2	27	circular	circular	ADJ
fuelectenerg-11938	2	28	microstrip	microstrip	NOUN
fuelectenerg-11938	2	29	patch	patch	NOUN
fuelectenerg-11938	2	30	antenna	antenna	NOUN
fuelectenerg-11938	2	31	performance	performance	NOUN
fuelectenerg-11938	2	32	using	use	VERB
fuelectenerg-11938	2	33	machine	machine	NOUN
fuelectenerg-11938	2	34	learning	learning	NOUN
fuelectenerg-11938	2	35	models	model	NOUN
fuelectenerg-11938	2	36	rachit	rachit	VERB
fuelectenerg-11938	2	37	jain	jain	PROPN
fuelectenerg-11938	2	38	,	,	PUNCT
fuelectenerg-11938	2	39	vandana	vandana	PROPN
fuelectenerg-11938	2	40	vikas	vikas	PROPN
fuelectenerg-11938	2	41	thakare	thakare	PROPN
fuelectenerg-11938	2	42	,	,	PUNCT
fuelectenerg-11938	2	43	p.k	p.k	PROPN
fuelectenerg-11938	2	44	.	.	PROPN
fuelectenerg-11938	2	45	singhal	singhal	PROPN
fuelectenerg-11938	2	46	department	department	PROPN
fuelectenerg-11938	2	47	of	of	ADP
fuelectenerg-11938	2	48	electronics	electronics	PROPN
fuelectenerg-11938	2	49	engineering	engineering	NOUN
fuelectenerg-11938	2	50	,	,	PUNCT
fuelectenerg-11938	2	51	madhav	madhav	PROPN
fuelectenerg-11938	2	52	institute	institute	PROPN
fuelectenerg-11938	2	53	of	of	ADP
fuelectenerg-11938	2	54	technology	technology	PROPN
fuelectenerg-11938	2	55	&	&	CCONJ
fuelectenerg-11938	2	56	science	science	PROPN
fuelectenerg-11938	2	57	,	,	PUNCT
fuelectenerg-11938	2	58	gwalior	gwalior	PROPN
fuelectenerg-11938	2	59	,	,	PUNCT
fuelectenerg-11938	2	60	m.p	m.p	PROPN
fuelectenerg-11938	2	61	,	,	PUNCT
fuelectenerg-11938	2	62	india	india	PROPN
fuelectenerg-11938	2	63	abstract	abstract	NOUN
fuelectenerg-11938	2	64	.	.	PUNCT
fuelectenerg-11938	3	1	machine	machine	NOUN
fuelectenerg-11938	3	2	learning	learning	NOUN
fuelectenerg-11938	3	3	(	(	PUNCT
fuelectenerg-11938	3	4	ml	ml	NOUN
fuelectenerg-11938	3	5	)	)	PUNCT
fuelectenerg-11938	3	6	will	will	AUX
fuelectenerg-11938	3	7	be	be	AUX
fuelectenerg-11938	3	8	heavily	heavily	ADV
fuelectenerg-11938	3	9	used	use	VERB
fuelectenerg-11938	3	10	in	in	ADP
fuelectenerg-11938	3	11	the	the	DET
fuelectenerg-11938	3	12	future	future	ADJ
fuelectenerg-11938	3	13	generation	generation	NOUN
fuelectenerg-11938	3	14	of	of	ADP
fuelectenerg-11938	3	15	wireless	wireless	ADJ
fuelectenerg-11938	3	16	communication	communication	NOUN
fuelectenerg-11938	3	17	networks	network	NOUN
fuelectenerg-11938	3	18	.	.	PUNCT
fuelectenerg-11938	4	1	the	the	DET
fuelectenerg-11938	4	2	development	development	NOUN
fuelectenerg-11938	4	3	of	of	ADP
fuelectenerg-11938	4	4	diverse	diverse	ADJ
fuelectenerg-11938	4	5	communication	communication	NOUN
fuelectenerg-11938	4	6	-	-	PUNCT
fuelectenerg-11938	4	7	based	base	VERB
fuelectenerg-11938	4	8	applications	application	NOUN
fuelectenerg-11938	4	9	is	be	AUX
fuelectenerg-11938	4	10	expected	expect	VERB
fuelectenerg-11938	4	11	to	to	PART
fuelectenerg-11938	4	12	boost	boost	VERB
fuelectenerg-11938	4	13	coverage	coverage	NOUN
fuelectenerg-11938	4	14	and	and	CCONJ
fuelectenerg-11938	4	15	spectrum	spectrum	NOUN
fuelectenerg-11938	4	16	efficiency	efficiency	NOUN
fuelectenerg-11938	4	17	in	in	ADP
fuelectenerg-11938	4	18	relation	relation	NOUN
fuelectenerg-11938	4	19	to	to	ADP
fuelectenerg-11938	4	20	conventional	conventional	ADJ
fuelectenerg-11938	4	21	systems	system	NOUN
fuelectenerg-11938	4	22	.	.	PUNCT
fuelectenerg-11938	5	1	ml	ml	PROPN
fuelectenerg-11938	5	2	may	may	AUX
fuelectenerg-11938	5	3	be	be	AUX
fuelectenerg-11938	5	4	employed	employ	VERB
fuelectenerg-11938	5	5	to	to	PART
fuelectenerg-11938	5	6	develop	develop	VERB
fuelectenerg-11938	5	7	solutions	solution	NOUN
fuelectenerg-11938	5	8	in	in	ADP
fuelectenerg-11938	5	9	a	a	DET
fuelectenerg-11938	5	10	wide	wide	ADJ
fuelectenerg-11938	5	11	range	range	NOUN
fuelectenerg-11938	5	12	of	of	ADP
fuelectenerg-11938	5	13	domains	domain	NOUN
fuelectenerg-11938	5	14	,	,	PUNCT
fuelectenerg-11938	5	15	such	such	ADJ
fuelectenerg-11938	5	16	as	as	ADP
fuelectenerg-11938	5	17	antennas	antenna	NOUN
fuelectenerg-11938	5	18	.	.	PUNCT
fuelectenerg-11938	6	1	this	this	DET
fuelectenerg-11938	6	2	article	article	NOUN
fuelectenerg-11938	6	3	describes	describe	VERB
fuelectenerg-11938	6	4	the	the	DET
fuelectenerg-11938	6	5	design	design	NOUN
fuelectenerg-11938	6	6	and	and	CCONJ
fuelectenerg-11938	6	7	optimization	optimization	NOUN
fuelectenerg-11938	6	8	of	of	ADP
fuelectenerg-11938	6	9	a	a	DET
fuelectenerg-11938	6	10	circular	circular	ADJ
fuelectenerg-11938	6	11	patch	patch	NOUN
fuelectenerg-11938	6	12	antenna	antenna	NOUN
fuelectenerg-11938	6	13	.	.	PUNCT
fuelectenerg-11938	7	1	the	the	DET
fuelectenerg-11938	7	2	optimization	optimization	NOUN
fuelectenerg-11938	7	3	is	be	AUX
fuelectenerg-11938	7	4	done	do	VERB
fuelectenerg-11938	7	5	through	through	ADP
fuelectenerg-11938	7	6	ml	ml	NOUN
fuelectenerg-11938	7	7	algorithms	algorithm	NOUN
fuelectenerg-11938	7	8	.	.	PUNCT
fuelectenerg-11938	8	1	six	six	NUM
fuelectenerg-11938	8	2	ml	ml	NOUN
fuelectenerg-11938	8	3	models	model	NOUN
fuelectenerg-11938	8	4	,	,	PUNCT
fuelectenerg-11938	8	5	decision	decision	NOUN
fuelectenerg-11938	8	6	tree	tree	NOUN
fuelectenerg-11938	8	7	,	,	PUNCT
fuelectenerg-11938	8	8	random	random	ADJ
fuelectenerg-11938	8	9	forest	forest	NOUN
fuelectenerg-11938	8	10	,	,	PUNCT
fuelectenerg-11938	8	11	xg	xg	NOUN
fuelectenerg-11938	8	12	-	-	PUNCT
fuelectenerg-11938	8	13	boost	boost	NOUN
fuelectenerg-11938	8	14	regression	regression	NOUN
fuelectenerg-11938	8	15	,	,	PUNCT
fuelectenerg-11938	8	16	k	k	X
fuelectenerg-11938	8	17	-	-	PUNCT
fuelectenerg-11938	8	18	nearest	near	ADJ
fuelectenerg-11938	8	19	neighbour	neighbour	NOUN
fuelectenerg-11938	8	20	(	(	PUNCT
fuelectenerg-11938	8	21	knn	knn	PROPN
fuelectenerg-11938	8	22	)	)	PUNCT
fuelectenerg-11938	8	23	,	,	PUNCT
fuelectenerg-11938	8	24	gradient	gradient	NOUN
fuelectenerg-11938	8	25	boosting	boost	VERB
fuelectenerg-11938	8	26	regression	regression	NOUN
fuelectenerg-11938	8	27	(	(	PUNCT
fuelectenerg-11938	8	28	gbr	gbr	NOUN
fuelectenerg-11938	8	29	)	)	PUNCT
fuelectenerg-11938	8	30	,	,	PUNCT
fuelectenerg-11938	8	31	and	and	CCONJ
fuelectenerg-11938	8	32	light	light	ADJ
fuelectenerg-11938	8	33	gradient	gradient	NOUN
fuelectenerg-11938	8	34	boosting	boost	VERB
fuelectenerg-11938	8	35	regression	regression	NOUN
fuelectenerg-11938	8	36	(	(	PUNCT
fuelectenerg-11938	8	37	lgbr	lgbr	NOUN
fuelectenerg-11938	8	38	)	)	PUNCT
fuelectenerg-11938	8	39	,	,	PUNCT
fuelectenerg-11938	8	40	were	be	AUX
fuelectenerg-11938	8	41	employed	employ	VERB
fuelectenerg-11938	8	42	in	in	ADP
fuelectenerg-11938	8	43	this	this	DET
fuelectenerg-11938	8	44	work	work	NOUN
fuelectenerg-11938	8	45	to	to	PART
fuelectenerg-11938	8	46	predict	predict	VERB
fuelectenerg-11938	8	47	the	the	DET
fuelectenerg-11938	8	48	antenna	antenna	NOUN
fuelectenerg-11938	8	49	's	's	PART
fuelectenerg-11938	8	50	return	return	NOUN
fuelectenerg-11938	8	51	loss	loss	NOUN
fuelectenerg-11938	8	52	(	(	PUNCT
fuelectenerg-11938	8	53	s11	s11	PROPN
fuelectenerg-11938	8	54	)	)	PUNCT
fuelectenerg-11938	8	55	.	.	PUNCT
fuelectenerg-11938	9	1	the	the	DET
fuelectenerg-11938	9	2	findings	finding	NOUN
fuelectenerg-11938	9	3	show	show	VERB
fuelectenerg-11938	9	4	that	that	SCONJ
fuelectenerg-11938	9	5	all	all	PRON
fuelectenerg-11938	9	6	of	of	ADP
fuelectenerg-11938	9	7	these	these	DET
fuelectenerg-11938	9	8	models	model	NOUN
fuelectenerg-11938	9	9	work	work	VERB
fuelectenerg-11938	9	10	well	well	ADV
fuelectenerg-11938	9	11	,	,	PUNCT
fuelectenerg-11938	9	12	with	with	ADP
fuelectenerg-11938	9	13	knn	knn	PROPN
fuelectenerg-11938	9	14	having	have	VERB
fuelectenerg-11938	9	15	the	the	DET
fuelectenerg-11938	9	16	highest	high	ADJ
fuelectenerg-11938	9	17	accuracy	accuracy	NOUN
fuelectenerg-11938	9	18	in	in	ADP
fuelectenerg-11938	9	19	predicting	predict	VERB
fuelectenerg-11938	9	20	return	return	NOUN
fuelectenerg-11938	9	21	loss	loss	NOUN
fuelectenerg-11938	9	22	of	of	ADP
fuelectenerg-11938	9	23	98.5	98.5	NUM
fuelectenerg-11938	9	24	%	%	NOUN
fuelectenerg-11938	9	25	.	.	PUNCT
fuelectenerg-11938	10	1	the	the	DET
fuelectenerg-11938	10	2	antenna	antenna	NOUN
fuelectenerg-11938	10	3	design	design	PROPN
fuelectenerg-11938	10	4	&	&	CCONJ
fuelectenerg-11938	10	5	optimization	optimization	NOUN
fuelectenerg-11938	10	6	process	process	NOUN
fuelectenerg-11938	10	7	can	can	AUX
fuelectenerg-11938	10	8	be	be	AUX
fuelectenerg-11938	10	9	accelerated	accelerate	VERB
fuelectenerg-11938	10	10	with	with	ADP
fuelectenerg-11938	10	11	the	the	DET
fuelectenerg-11938	10	12	support	support	NOUN
fuelectenerg-11938	10	13	of	of	ADP
fuelectenerg-11938	10	14	ml	ml	PROPN
fuelectenerg-11938	10	15	.	.	PUNCT
fuelectenerg-11938	11	1	these	these	DET
fuelectenerg-11938	11	2	developments	development	NOUN
fuelectenerg-11938	11	3	allow	allow	VERB
fuelectenerg-11938	11	4	designers	designer	NOUN
fuelectenerg-11938	11	5	to	to	PART
fuelectenerg-11938	11	6	push	push	VERB
fuelectenerg-11938	11	7	beyond	beyond	ADP
fuelectenerg-11938	11	8	the	the	DET
fuelectenerg-11938	11	9	limits	limit	NOUN
fuelectenerg-11938	11	10	of	of	ADP
fuelectenerg-11938	11	11	antenna	antenna	NOUN
fuelectenerg-11938	11	12	technology	technology	NOUN
fuelectenerg-11938	11	13	,	,	PUNCT
fuelectenerg-11938	11	14	optimize	optimize	NOUN
fuelectenerg-11938	11	15	performance	performance	NOUN
fuelectenerg-11938	11	16	,	,	PUNCT
fuelectenerg-11938	11	17	and	and	CCONJ
fuelectenerg-11938	11	18	offer	offer	VERB
fuelectenerg-11938	11	19	novel	novel	ADJ
fuelectenerg-11938	11	20	solutions	solution	NOUN
fuelectenerg-11938	11	21	for	for	ADP
fuelectenerg-11938	11	22	emerging	emerge	VERB
fuelectenerg-11938	11	23	applications	application	NOUN
fuelectenerg-11938	11	24	such	such	ADJ
fuelectenerg-11938	11	25	as	as	ADP
fuelectenerg-11938	11	26	5	5	NUM
fuelectenerg-11938	11	27	g	g	NOUN
fuelectenerg-11938	11	28	,	,	PUNCT
fuelectenerg-11938	11	29	6	6	NUM
fuelectenerg-11938	11	30	g	g	NOUN
fuelectenerg-11938	11	31	,	,	PUNCT
fuelectenerg-11938	11	32	iot	iot	NOUN
fuelectenerg-11938	11	33	,	,	PUNCT
fuelectenerg-11938	11	34	and	and	CCONJ
fuelectenerg-11938	11	35	flexible	flexible	ADJ
fuelectenerg-11938	11	36	wireless	wireless	ADJ
fuelectenerg-11938	11	37	communication	communication	NOUN
fuelectenerg-11938	11	38	systems	system	NOUN
fuelectenerg-11938	11	39	)	)	PUNCT
fuelectenerg-11938	11	40	.	.	PUNCT
fuelectenerg-11938	12	1	key	key	ADJ
fuelectenerg-11938	12	2	words	word	NOUN
fuelectenerg-11938	12	3	:	:	PUNCT
fuelectenerg-11938	12	4	circular	circular	ADJ
fuelectenerg-11938	12	5	patch	patch	NOUN
fuelectenerg-11938	12	6	antenna	antenna	NOUN
fuelectenerg-11938	12	7	,	,	PUNCT
fuelectenerg-11938	12	8	machine	machine	NOUN
fuelectenerg-11938	12	9	learning	learning	NOUN
fuelectenerg-11938	12	10	(	(	PUNCT
fuelectenerg-11938	12	11	ml	ml	NOUN
fuelectenerg-11938	12	12	)	)	PUNCT
fuelectenerg-11938	12	13	,	,	PUNCT
fuelectenerg-11938	12	14	return	return	VERB
fuelectenerg-11938	12	15	loss	loss	NOUN
fuelectenerg-11938	12	16	(	(	PUNCT
fuelectenerg-11938	12	17	s11	s11	NOUN
fuelectenerg-11938	12	18	)	)	PUNCT
fuelectenerg-11938	12	19	,	,	PUNCT
fuelectenerg-11938	12	20	knn	knn	PROPN
fuelectenerg-11938	12	21	,	,	PUNCT
fuelectenerg-11938	12	22	decision	decision	NOUN
fuelectenerg-11938	12	23	tree	tree	NOUN
fuelectenerg-11938	12	24	,	,	PUNCT
fuelectenerg-11938	12	25	random	random	ADJ
fuelectenerg-11938	12	26	forest	forest	NOUN
fuelectenerg-11938	12	27	,	,	PUNCT
fuelectenerg-11938	12	28	xg	xg	PROPN
fuelectenerg-11938	12	29	boost	boost	PROPN
fuelectenerg-11938	12	30	,	,	PUNCT
fuelectenerg-11938	12	31	gbr	gbr	PROPN
fuelectenerg-11938	12	32	,	,	PUNCT
fuelectenerg-11938	12	33	lgbr	lgbr	VERB
fuelectenerg-11938	12	34	1	1	NUM
fuelectenerg-11938	12	35	.	.	PUNCT
fuelectenerg-11938	13	1	introduction	introduction	NOUN
fuelectenerg-11938	13	2	antennas	antenna	NOUN
fuelectenerg-11938	13	3	were	be	AUX
fuelectenerg-11938	13	4	originally	originally	ADV
fuelectenerg-11938	13	5	used	use	VERB
fuelectenerg-11938	13	6	only	only	ADV
fuelectenerg-11938	13	7	for	for	ADP
fuelectenerg-11938	13	8	receiving	receive	VERB
fuelectenerg-11938	13	9	communications	communication	NOUN
fuelectenerg-11938	13	10	such	such	ADJ
fuelectenerg-11938	13	11	as	as	ADP
fuelectenerg-11938	13	12	radio	radio	NOUN
fuelectenerg-11938	13	13	and	and	CCONJ
fuelectenerg-11938	13	14	television	television	NOUN
fuelectenerg-11938	13	15	.	.	PUNCT
fuelectenerg-11938	14	1	antennas	antenna	NOUN
fuelectenerg-11938	14	2	are	be	AUX
fuelectenerg-11938	14	3	now	now	ADV
fuelectenerg-11938	14	4	found	find	VERB
fuelectenerg-11938	14	5	in	in	ADP
fuelectenerg-11938	14	6	almost	almost	ADV
fuelectenerg-11938	14	7	every	every	PRON
fuelectenerg-11938	14	8	electronic	electronic	ADJ
fuelectenerg-11938	14	9	gadget	gadget	NOUN
fuelectenerg-11938	14	10	and	and	CCONJ
fuelectenerg-11938	14	11	are	be	AUX
fuelectenerg-11938	14	12	extremely	extremely	ADV
fuelectenerg-11938	14	13	important	important	ADJ
fuelectenerg-11938	14	14	.	.	PUNCT
fuelectenerg-11938	15	1	the	the	DET
fuelectenerg-11938	15	2	need	need	NOUN
fuelectenerg-11938	15	3	for	for	ADP
fuelectenerg-11938	15	4	fast	fast	ADJ
fuelectenerg-11938	15	5	and	and	CCONJ
fuelectenerg-11938	15	6	dependable	dependable	ADJ
fuelectenerg-11938	15	7	communication	communication	NOUN
fuelectenerg-11938	15	8	networks	network	NOUN
fuelectenerg-11938	15	9	has	have	AUX
fuelectenerg-11938	15	10	been	be	AUX
fuelectenerg-11938	15	11	rising	rise	VERB
fuelectenerg-11938	15	12	rapidly	rapidly	ADV
fuelectenerg-11938	15	13	over	over	ADP
fuelectenerg-11938	15	14	the	the	DET
fuelectenerg-11938	15	15	past	past	ADJ
fuelectenerg-11938	15	16	several	several	ADJ
fuelectenerg-11938	15	17	years	year	NOUN
fuelectenerg-11938	15	18	.	.	PUNCT
fuelectenerg-11938	16	1	the	the	DET
fuelectenerg-11938	16	2	employing	employing	NOUN
fuelectenerg-11938	16	3	of	of	ADP
fuelectenerg-11938	16	4	ultra	ultra	ADJ
fuelectenerg-11938	16	5	-	-	ADJ
fuelectenerg-11938	16	6	wideband	wideband	ADJ
fuelectenerg-11938	16	7	(	(	PUNCT
fuelectenerg-11938	16	8	uwb	uwb	PROPN
fuelectenerg-11938	16	9	)	)	PUNCT
fuelectenerg-11938	16	10	antennas	antenna	NOUN
fuelectenerg-11938	16	11	is	be	AUX
fuelectenerg-11938	16	12	one	one	NUM
fuelectenerg-11938	16	13	method	method	NOUN
fuelectenerg-11938	16	14	that	that	PRON
fuelectenerg-11938	16	15	could	could	AUX
fuelectenerg-11938	16	16	be	be	AUX
fuelectenerg-11938	16	17	used	use	VERB
fuelectenerg-11938	16	18	to	to	PART
fuelectenerg-11938	16	19	accomplish	accomplish	VERB
fuelectenerg-11938	16	20	this	this	PRON
fuelectenerg-11938	16	21	.	.	PUNCT
fuelectenerg-11938	17	1	the	the	DET
fuelectenerg-11938	17	2	frequency	frequency	NOUN
fuelectenerg-11938	17	3	range	range	NOUN
fuelectenerg-11938	17	4	between	between	ADP
fuelectenerg-11938	17	5	3.1	3.1	NUM
fuelectenerg-11938	17	6	and	and	CCONJ
fuelectenerg-11938	17	7	10.6	10.6	NUM
fuelectenerg-11938	17	8	ghz	ghz	NOUN
fuelectenerg-11938	17	9	has	have	AUX
fuelectenerg-11938	17	10	been	be	AUX
fuelectenerg-11938	17	11	designated	designate	VERB
fuelectenerg-11938	17	12	by	by	ADP
fuelectenerg-11938	17	13	the	the	DET
fuelectenerg-11938	17	14	federal	federal	PROPN
fuelectenerg-11938	17	15	communications	communications	PROPN
fuelectenerg-11938	17	16	commission	commission	PROPN
fuelectenerg-11938	17	17	(	(	PUNCT
fuelectenerg-11938	17	18	fcc	fcc	PROPN
fuelectenerg-11938	17	19	)	)	PUNCT
fuelectenerg-11938	17	20	for	for	ADP
fuelectenerg-11938	17	21	uwb	uwb	NOUN
fuelectenerg-11938	17	22	applications	application	NOUN
fuelectenerg-11938	17	23	[	[	X
fuelectenerg-11938	17	24	1	1	NUM
fuelectenerg-11938	17	25	,	,	PUNCT
fuelectenerg-11938	17	26	2	2	NUM
fuelectenerg-11938	17	27	]	]	PUNCT
fuelectenerg-11938	17	28	.	.	PUNCT
fuelectenerg-11938	18	1	since	since	SCONJ
fuelectenerg-11938	18	2	then	then	ADV
fuelectenerg-11938	18	3	,	,	PUNCT
fuelectenerg-11938	18	4	several	several	ADJ
fuelectenerg-11938	18	5	researchers	researcher	NOUN
fuelectenerg-11938	18	6	have	have	AUX
fuelectenerg-11938	18	7	started	start	VERB
fuelectenerg-11938	18	8	working	work	VERB
fuelectenerg-11938	18	9	on	on	ADP
fuelectenerg-11938	18	10	optimized	optimize	VERB
fuelectenerg-11938	18	11	antennas	antenna	NOUN
fuelectenerg-11938	18	12	for	for	ADP
fuelectenerg-11938	18	13	various	various	ADJ
fuelectenerg-11938	18	14	uwb	uwb	NOUN
fuelectenerg-11938	18	15	applications	application	NOUN
fuelectenerg-11938	18	16	.	.	PUNCT
fuelectenerg-11938	19	1	for	for	ADP
fuelectenerg-11938	19	2	the	the	DET
fuelectenerg-11938	19	3	development	development	NOUN
fuelectenerg-11938	19	4	and	and	CCONJ
fuelectenerg-11938	19	5	optimization	optimization	NOUN
fuelectenerg-11938	19	6	of	of	ADP
fuelectenerg-11938	19	7	antennas	antenna	NOUN
fuelectenerg-11938	19	8	,	,	PUNCT
fuelectenerg-11938	19	9	received	receive	VERB
fuelectenerg-11938	19	10	june	june	PROPN
fuelectenerg-11938	19	11	30	30	NUM
fuelectenerg-11938	19	12	,	,	PUNCT
fuelectenerg-11938	19	13	2023	2023	NUM
fuelectenerg-11938	19	14	;	;	PUNCT
fuelectenerg-11938	19	15	revised	revise	VERB
fuelectenerg-11938	19	16	august	august	PROPN
fuelectenerg-11938	19	17	06	06	NUM
fuelectenerg-11938	19	18	,	,	PUNCT
fuelectenerg-11938	19	19	2023	2023	NUM
fuelectenerg-11938	19	20	,	,	PUNCT
fuelectenerg-11938	19	21	august	august	PROPN
fuelectenerg-11938	19	22	26	26	NUM
fuelectenerg-11938	19	23	,	,	PUNCT
fuelectenerg-11938	19	24	2023	2023	NUM
fuelectenerg-11938	19	25	and	and	CCONJ
fuelectenerg-11938	19	26	august	august	PROPN
fuelectenerg-11938	19	27	31	31	NUM
fuelectenerg-11938	19	28	,	,	PUNCT
fuelectenerg-11938	19	29	2023	2023	NUM
fuelectenerg-11938	19	30	;	;	PUNCT
fuelectenerg-11938	19	31	accepted	accept	VERB
fuelectenerg-11938	19	32	september	september	PROPN
fuelectenerg-11938	19	33	05	05	NUM
fuelectenerg-11938	19	34	,	,	PUNCT
fuelectenerg-11938	19	35	2023	2023	NUM
fuelectenerg-11938	19	36	corresponding	correspond	VERB
fuelectenerg-11938	19	37	author	author	NOUN
fuelectenerg-11938	19	38	:	:	PUNCT
fuelectenerg-11938	19	39	rachit	rachit	PROPN
fuelectenerg-11938	19	40	jain	jain	PROPN
fuelectenerg-11938	19	41	department	department	PROPN
fuelectenerg-11938	19	42	of	of	ADP
fuelectenerg-11938	19	43	electronics	electronics	PROPN
fuelectenerg-11938	19	44	engineering	engineering	NOUN
fuelectenerg-11938	19	45	,	,	PUNCT
fuelectenerg-11938	19	46	madhav	madhav	PROPN
fuelectenerg-11938	19	47	institute	institute	PROPN
fuelectenerg-11938	19	48	of	of	ADP
fuelectenerg-11938	19	49	technology	technology	PROPN
fuelectenerg-11938	19	50	&	&	CCONJ
fuelectenerg-11938	19	51	science	science	PROPN
fuelectenerg-11938	19	52	,	,	PUNCT
fuelectenerg-11938	19	53	gwalior	gwalior	PROPN
fuelectenerg-11938	19	54	,	,	PUNCT
fuelectenerg-11938	19	55	m.p	m.p	PROPN
fuelectenerg-11938	19	56	,	,	PUNCT
fuelectenerg-11938	19	57	india	india	PROPN
fuelectenerg-11938	19	58	e	e	PROPN
fuelectenerg-11938	19	59	-	-	NOUN
fuelectenerg-11938	19	60	mail	mail	NOUN
fuelectenerg-11938	19	61	:	:	PUNCT
fuelectenerg-11938	19	62	rachit2709@gmail.com	rachit2709@gmail.com	PROPN
fuelectenerg-11938	19	63	590	590	NUM
fuelectenerg-11938	19	64	r.	r.	PROPN
fuelectenerg-11938	19	65	jain	jain	PROPN
fuelectenerg-11938	19	66	,	,	PUNCT
fuelectenerg-11938	19	67	v.	v.	PROPN
fuelectenerg-11938	19	68	vikas	vikas	PROPN
fuelectenerg-11938	19	69	thakare	thakare	PROPN
fuelectenerg-11938	19	70	,	,	PUNCT
fuelectenerg-11938	19	71	p.	p.	PROPN
fuelectenerg-11938	19	72	k.	k.	PROPN
fuelectenerg-11938	20	1	singhal	singhal	PROPN
fuelectenerg-11938	20	2	electromagnetic	electromagnetic	PROPN
fuelectenerg-11938	20	3	(	(	PUNCT
fuelectenerg-11938	20	4	em	em	PRON
fuelectenerg-11938	20	5	)	)	PUNCT
fuelectenerg-11938	20	6	simulators	simulator	NOUN
fuelectenerg-11938	20	7	such	such	ADJ
fuelectenerg-11938	20	8	as	as	ADP
fuelectenerg-11938	20	9	the	the	DET
fuelectenerg-11938	20	10	high	high	ADJ
fuelectenerg-11938	20	11	-	-	PUNCT
fuelectenerg-11938	20	12	frequency	frequency	NOUN
fuelectenerg-11938	20	13	structure	structure	NOUN
fuelectenerg-11938	20	14	simulator	simulator	NOUN
fuelectenerg-11938	20	15	(	(	PUNCT
fuelectenerg-11938	20	16	hfss	hfss	NOUN
fuelectenerg-11938	20	17	)	)	PUNCT
fuelectenerg-11938	20	18	are	be	AUX
fuelectenerg-11938	20	19	commonly	commonly	ADV
fuelectenerg-11938	20	20	used	use	VERB
fuelectenerg-11938	20	21	.	.	PUNCT
fuelectenerg-11938	21	1	to	to	PART
fuelectenerg-11938	21	2	achieve	achieve	VERB
fuelectenerg-11938	21	3	the	the	DET
fuelectenerg-11938	21	4	desired	desire	VERB
fuelectenerg-11938	21	5	parameters	parameter	NOUN
fuelectenerg-11938	21	6	,	,	PUNCT
fuelectenerg-11938	21	7	the	the	DET
fuelectenerg-11938	21	8	optimization	optimization	NOUN
fuelectenerg-11938	21	9	will	will	AUX
fuelectenerg-11938	21	10	be	be	AUX
fuelectenerg-11938	21	11	done	do	VERB
fuelectenerg-11938	21	12	by	by	ADP
fuelectenerg-11938	21	13	adjusting	adjust	VERB
fuelectenerg-11938	21	14	the	the	DET
fuelectenerg-11938	21	15	size	size	NOUN
fuelectenerg-11938	21	16	of	of	ADP
fuelectenerg-11938	21	17	various	various	ADJ
fuelectenerg-11938	21	18	antenna	antenna	NOUN
fuelectenerg-11938	21	19	attributes	attribute	VERB
fuelectenerg-11938	21	20	.	.	PUNCT
fuelectenerg-11938	22	1	usually	usually	ADV
fuelectenerg-11938	22	2	,	,	PUNCT
fuelectenerg-11938	22	3	the	the	DET
fuelectenerg-11938	22	4	test	test	NOUN
fuelectenerg-11938	22	5	-	-	PUNCT
fuelectenerg-11938	22	6	and	and	CCONJ
fuelectenerg-11938	22	7	-	-	PUNCT
fuelectenerg-11938	22	8	error	error	NOUN
fuelectenerg-11938	22	9	approach	approach	NOUN
fuelectenerg-11938	22	10	has	have	AUX
fuelectenerg-11938	22	11	been	be	AUX
fuelectenerg-11938	22	12	used	use	VERB
fuelectenerg-11938	22	13	to	to	PART
fuelectenerg-11938	22	14	carry	carry	VERB
fuelectenerg-11938	22	15	out	out	ADP
fuelectenerg-11938	22	16	the	the	DET
fuelectenerg-11938	22	17	optimization	optimization	NOUN
fuelectenerg-11938	22	18	process	process	NOUN
fuelectenerg-11938	22	19	.	.	PUNCT
fuelectenerg-11938	23	1	that	that	PRON
fuelectenerg-11938	23	2	is	be	AUX
fuelectenerg-11938	23	3	why	why	SCONJ
fuelectenerg-11938	23	4	the	the	DET
fuelectenerg-11938	23	5	optimizing	optimize	VERB
fuelectenerg-11938	23	6	procedure	procedure	NOUN
fuelectenerg-11938	23	7	consumes	consume	VERB
fuelectenerg-11938	23	8	a	a	DET
fuelectenerg-11938	23	9	lot	lot	NOUN
fuelectenerg-11938	23	10	of	of	ADP
fuelectenerg-11938	23	11	time	time	NOUN
fuelectenerg-11938	23	12	.	.	PUNCT
fuelectenerg-11938	24	1	traditional	traditional	ADJ
fuelectenerg-11938	24	2	antenna	antenna	NOUN
fuelectenerg-11938	24	3	design	design	NOUN
fuelectenerg-11938	24	4	methodologies	methodology	NOUN
fuelectenerg-11938	24	5	rely	rely	VERB
fuelectenerg-11938	24	6	significantly	significantly	ADV
fuelectenerg-11938	24	7	on	on	ADP
fuelectenerg-11938	24	8	the	the	DET
fuelectenerg-11938	24	9	practical	practical	ADJ
fuelectenerg-11938	24	10	experiences	experience	NOUN
fuelectenerg-11938	24	11	of	of	ADP
fuelectenerg-11938	24	12	designers	designer	NOUN
fuelectenerg-11938	24	13	and	and	CCONJ
fuelectenerg-11938	24	14	electromagnetic	electromagnetic	ADJ
fuelectenerg-11938	24	15	(	(	PUNCT
fuelectenerg-11938	24	16	em	em	NOUN
fuelectenerg-11938	24	17	)	)	PUNCT
fuelectenerg-11938	24	18	simulation	simulation	NOUN
fuelectenerg-11938	24	19	technologies	technology	NOUN
fuelectenerg-11938	24	20	.	.	PUNCT
fuelectenerg-11938	25	1	however	however	ADV
fuelectenerg-11938	25	2	,	,	PUNCT
fuelectenerg-11938	25	3	these	these	DET
fuelectenerg-11938	25	4	approaches	approach	NOUN
fuelectenerg-11938	25	5	are	be	AUX
fuelectenerg-11938	25	6	time	time	NOUN
fuelectenerg-11938	25	7	-	-	PUNCT
fuelectenerg-11938	25	8	consuming	consume	VERB
fuelectenerg-11938	25	9	,	,	PUNCT
fuelectenerg-11938	25	10	computationally	computationally	ADV
fuelectenerg-11938	25	11	expensive	expensive	ADJ
fuelectenerg-11938	25	12	,	,	PUNCT
fuelectenerg-11938	25	13	and	and	CCONJ
fuelectenerg-11938	25	14	sometimes	sometimes	ADV
fuelectenerg-11938	25	15	produce	produce	VERB
fuelectenerg-11938	25	16	suboptimal	suboptimal	ADJ
fuelectenerg-11938	25	17	results	result	NOUN
fuelectenerg-11938	25	18	.	.	PUNCT
fuelectenerg-11938	26	1	as	as	ADP
fuelectenerg-11938	26	2	a	a	DET
fuelectenerg-11938	26	3	result	result	NOUN
fuelectenerg-11938	26	4	,	,	PUNCT
fuelectenerg-11938	26	5	there	there	PRON
fuelectenerg-11938	26	6	is	be	VERB
fuelectenerg-11938	26	7	a	a	DET
fuelectenerg-11938	26	8	great	great	ADJ
fuelectenerg-11938	26	9	demand	demand	NOUN
fuelectenerg-11938	26	10	for	for	ADP
fuelectenerg-11938	26	11	more	more	ADV
fuelectenerg-11938	26	12	efficient	efficient	ADJ
fuelectenerg-11938	26	13	and	and	CCONJ
fuelectenerg-11938	26	14	intelligent	intelligent	ADJ
fuelectenerg-11938	26	15	methodologies	methodology	NOUN
fuelectenerg-11938	26	16	for	for	ADP
fuelectenerg-11938	26	17	designing	design	VERB
fuelectenerg-11938	26	18	and	and	CCONJ
fuelectenerg-11938	26	19	optimizing	optimize	VERB
fuelectenerg-11938	26	20	antennas	antenna	NOUN
fuelectenerg-11938	26	21	for	for	ADP
fuelectenerg-11938	26	22	a	a	DET
fuelectenerg-11938	26	23	wide	wide	ADJ
fuelectenerg-11938	26	24	range	range	NOUN
fuelectenerg-11938	26	25	of	of	ADP
fuelectenerg-11938	26	26	applications	application	NOUN
fuelectenerg-11938	26	27	[	[	X
fuelectenerg-11938	26	28	3	3	NUM
fuelectenerg-11938	26	29	]	]	PUNCT
fuelectenerg-11938	26	30	.	.	PUNCT
fuelectenerg-11938	27	1	due	due	ADP
fuelectenerg-11938	27	2	to	to	ADP
fuelectenerg-11938	27	3	the	the	DET
fuelectenerg-11938	27	4	diverse	diverse	ADJ
fuelectenerg-11938	27	5	shapes	shape	NOUN
fuelectenerg-11938	27	6	of	of	ADP
fuelectenerg-11938	27	7	antennas	antenna	NOUN
fuelectenerg-11938	27	8	,	,	PUNCT
fuelectenerg-11938	27	9	exact	exact	ADJ
fuelectenerg-11938	27	10	solutions	solution	NOUN
fuelectenerg-11938	27	11	in	in	ADP
fuelectenerg-11938	27	12	finite	finite	NOUN
fuelectenerg-11938	27	13	and	and	CCONJ
fuelectenerg-11938	27	14	closed	closed	ADJ
fuelectenerg-11938	27	15	forms	form	NOUN
fuelectenerg-11938	27	16	are	be	AUX
fuelectenerg-11938	27	17	not	not	PART
fuelectenerg-11938	27	18	available	available	ADJ
fuelectenerg-11938	27	19	.	.	PUNCT
fuelectenerg-11938	28	1	however	however	ADV
fuelectenerg-11938	28	2	,	,	PUNCT
fuelectenerg-11938	28	3	by	by	ADP
fuelectenerg-11938	28	4	approximating	approximate	VERB
fuelectenerg-11938	28	5	solutions	solution	NOUN
fuelectenerg-11938	28	6	,	,	PUNCT
fuelectenerg-11938	28	7	valuable	valuable	ADJ
fuelectenerg-11938	28	8	insights	insight	NOUN
fuelectenerg-11938	28	9	can	can	AUX
fuelectenerg-11938	28	10	be	be	AUX
fuelectenerg-11938	28	11	gained	gain	VERB
fuelectenerg-11938	28	12	for	for	ADP
fuelectenerg-11938	28	13	antenna	antenna	NOUN
fuelectenerg-11938	28	14	design	design	NOUN
fuelectenerg-11938	28	15	.	.	PUNCT
fuelectenerg-11938	29	1	numerical	numerical	ADJ
fuelectenerg-11938	29	2	analysis	analysis	NOUN
fuelectenerg-11938	29	3	is	be	AUX
fuelectenerg-11938	29	4	a	a	DET
fuelectenerg-11938	29	5	widely	widely	ADV
fuelectenerg-11938	29	6	adopted	adopt	VERB
fuelectenerg-11938	29	7	technique	technique	NOUN
fuelectenerg-11938	29	8	for	for	ADP
fuelectenerg-11938	29	9	antenna	antenna	NOUN
fuelectenerg-11938	29	10	design	design	NOUN
fuelectenerg-11938	29	11	.	.	PUNCT
fuelectenerg-11938	30	1	methods	method	NOUN
fuelectenerg-11938	30	2	such	such	ADJ
fuelectenerg-11938	30	3	as	as	ADP
fuelectenerg-11938	30	4	finite	finite	ADJ
fuelectenerg-11938	30	5	difference	difference	NOUN
fuelectenerg-11938	30	6	time	time	NOUN
fuelectenerg-11938	30	7	domain	domain	NOUN
fuelectenerg-11938	30	8	,	,	PUNCT
fuelectenerg-11938	30	9	finite	finite	PROPN
fuelectenerg-11938	30	10	element	element	NOUN
fuelectenerg-11938	30	11	method	method	NOUN
fuelectenerg-11938	30	12	electromagnetic	electromagnetic	NOUN
fuelectenerg-11938	30	13	,	,	PUNCT
fuelectenerg-11938	30	14	and	and	CCONJ
fuelectenerg-11938	30	15	method	method	NOUN
fuelectenerg-11938	30	16	of	of	ADP
fuelectenerg-11938	30	17	moments	moment	NOUN
fuelectenerg-11938	30	18	[	[	X
fuelectenerg-11938	30	19	4	4	NUM
fuelectenerg-11938	30	20	,	,	PUNCT
fuelectenerg-11938	30	21	5	5	NUM
fuelectenerg-11938	30	22	,	,	PUNCT
fuelectenerg-11938	30	23	6	6	NUM
fuelectenerg-11938	30	24	,	,	PUNCT
fuelectenerg-11938	30	25	]	]	PUNCT
fuelectenerg-11938	30	26	are	be	AUX
fuelectenerg-11938	30	27	commonly	commonly	ADV
fuelectenerg-11938	30	28	utilized	utilize	VERB
fuelectenerg-11938	30	29	for	for	ADP
fuelectenerg-11938	30	30	testing	testing	NOUN
fuelectenerg-11938	30	31	and	and	CCONJ
fuelectenerg-11938	30	32	evaluating	evaluate	VERB
fuelectenerg-11938	30	33	antennas	antenna	NOUN
fuelectenerg-11938	30	34	.	.	PUNCT
fuelectenerg-11938	31	1	in	in	ADP
fuelectenerg-11938	31	2	complex	complex	ADJ
fuelectenerg-11938	31	3	antenna	antenna	NOUN
fuelectenerg-11938	31	4	designs	design	NOUN
fuelectenerg-11938	31	5	,	,	PUNCT
fuelectenerg-11938	31	6	this	this	DET
fuelectenerg-11938	31	7	approach	approach	NOUN
fuelectenerg-11938	31	8	posed	pose	VERB
fuelectenerg-11938	31	9	challenges	challenge	NOUN
fuelectenerg-11938	31	10	in	in	ADP
fuelectenerg-11938	31	11	terms	term	NOUN
fuelectenerg-11938	31	12	of	of	ADP
fuelectenerg-11938	31	13	memory	memory	NOUN
fuelectenerg-11938	31	14	usage	usage	NOUN
fuelectenerg-11938	31	15	and	and	CCONJ
fuelectenerg-11938	31	16	cpu	cpu	NOUN
fuelectenerg-11938	31	17	requirements	requirement	NOUN
fuelectenerg-11938	31	18	due	due	ADP
fuelectenerg-11938	31	19	to	to	ADP
fuelectenerg-11938	31	20	the	the	DET
fuelectenerg-11938	31	21	size	size	NOUN
fuelectenerg-11938	31	22	and	and	CCONJ
fuelectenerg-11938	31	23	parameters	parameter	NOUN
fuelectenerg-11938	31	24	of	of	ADP
fuelectenerg-11938	31	25	the	the	DET
fuelectenerg-11938	31	26	antenna	antenna	NOUN
fuelectenerg-11938	31	27	structure	structure	NOUN
fuelectenerg-11938	31	28	.	.	PUNCT
fuelectenerg-11938	32	1	to	to	PART
fuelectenerg-11938	32	2	enhance	enhance	VERB
fuelectenerg-11938	32	3	results	result	NOUN
fuelectenerg-11938	32	4	and	and	CCONJ
fuelectenerg-11938	32	5	reduce	reduce	VERB
fuelectenerg-11938	32	6	irregularities	irregularity	NOUN
fuelectenerg-11938	32	7	,	,	PUNCT
fuelectenerg-11938	32	8	ml	ml	PROPN
fuelectenerg-11938	32	9	has	have	AUX
fuelectenerg-11938	32	10	emerged	emerge	VERB
fuelectenerg-11938	32	11	as	as	ADP
fuelectenerg-11938	32	12	a	a	DET
fuelectenerg-11938	32	13	powerful	powerful	ADJ
fuelectenerg-11938	32	14	tool	tool	NOUN
fuelectenerg-11938	32	15	.	.	PUNCT
fuelectenerg-11938	33	1	ml	ml	NOUN
fuelectenerg-11938	33	2	,	,	PUNCT
fuelectenerg-11938	33	3	a	a	DET
fuelectenerg-11938	33	4	branch	branch	NOUN
fuelectenerg-11938	33	5	of	of	ADP
fuelectenerg-11938	33	6	artificial	artificial	ADJ
fuelectenerg-11938	33	7	intelligence	intelligence	NOUN
fuelectenerg-11938	33	8	(	(	PUNCT
fuelectenerg-11938	33	9	ai	ai	PROPN
fuelectenerg-11938	33	10	)	)	PUNCT
fuelectenerg-11938	33	11	,	,	PUNCT
fuelectenerg-11938	33	12	focuses	focus	VERB
fuelectenerg-11938	33	13	on	on	ADP
fuelectenerg-11938	33	14	extracting	extract	VERB
fuelectenerg-11938	33	15	information	information	NOUN
fuelectenerg-11938	33	16	from	from	ADP
fuelectenerg-11938	33	17	data	datum	NOUN
fuelectenerg-11938	33	18	and	and	CCONJ
fuelectenerg-11938	33	19	finds	find	VERB
fuelectenerg-11938	33	20	significant	significant	ADJ
fuelectenerg-11938	33	21	application	application	NOUN
fuelectenerg-11938	33	22	in	in	ADP
fuelectenerg-11938	33	23	statistical	statistical	ADJ
fuelectenerg-11938	33	24	data	datum	NOUN
fuelectenerg-11938	33	25	science	science	NOUN
fuelectenerg-11938	34	1	[	[	X
fuelectenerg-11938	34	2	7	7	NUM
fuelectenerg-11938	34	3	]	]	SYM
fuelectenerg-11938	34	4	ml	ml	NOUN
fuelectenerg-11938	34	5	-	-	PUNCT
fuelectenerg-11938	34	6	powered	power	VERB
fuelectenerg-11938	34	7	solutions	solution	NOUN
fuelectenerg-11938	34	8	boost	boost	VERB
fuelectenerg-11938	34	9	custom	custom	NOUN
fuelectenerg-11938	34	10	antenna	antenna	NOUN
fuelectenerg-11938	34	11	design	design	NOUN
fuelectenerg-11938	34	12	greatly	greatly	ADV
fuelectenerg-11938	34	13	,	,	PUNCT
fuelectenerg-11938	34	14	giving	give	VERB
fuelectenerg-11938	34	15	benefits	benefit	NOUN
fuelectenerg-11938	34	16	such	such	ADJ
fuelectenerg-11938	34	17	as	as	ADP
fuelectenerg-11938	34	18	a	a	DET
fuelectenerg-11938	34	19	reduction	reduction	NOUN
fuelectenerg-11938	34	20	in	in	ADP
fuelectenerg-11938	34	21	time	time	NOUN
fuelectenerg-11938	34	22	,	,	PUNCT
fuelectenerg-11938	34	23	increased	increase	VERB
fuelectenerg-11938	34	24	computational	computational	ADJ
fuelectenerg-11938	34	25	performance	performance	NOUN
fuelectenerg-11938	34	26	,	,	PUNCT
fuelectenerg-11938	34	27	lower	low	ADJ
fuelectenerg-11938	34	28	operational	operational	ADJ
fuelectenerg-11938	34	29	expenses	expense	NOUN
fuelectenerg-11938	34	30	,	,	PUNCT
fuelectenerg-11938	34	31	shorter	short	ADJ
fuelectenerg-11938	34	32	simulation	simulation	NOUN
fuelectenerg-11938	34	33	time	time	NOUN
fuelectenerg-11938	34	34	,	,	PUNCT
fuelectenerg-11938	34	35	and	and	CCONJ
fuelectenerg-11938	34	36	reduced	reduce	VERB
fuelectenerg-11938	34	37	working	working	NOUN
fuelectenerg-11938	34	38	hours	hour	NOUN
fuelectenerg-11938	34	39	.	.	PUNCT
fuelectenerg-11938	35	1	the	the	DET
fuelectenerg-11938	35	2	ever	ever	ADV
fuelectenerg-11938	35	3	-	-	PUNCT
fuelectenerg-11938	35	4	changing	change	VERB
fuelectenerg-11938	35	5	demand	demand	NOUN
fuelectenerg-11938	35	6	for	for	ADP
fuelectenerg-11938	35	7	multipurpose	multipurpose	NOUN
fuelectenerg-11938	35	8	and	and	CCONJ
fuelectenerg-11938	35	9	compact	compact	ADJ
fuelectenerg-11938	35	10	antennas	antenna	NOUN
fuelectenerg-11938	35	11	exposes	expose	VERB
fuelectenerg-11938	35	12	antenna	antenna	NOUN
fuelectenerg-11938	35	13	designers	designer	NOUN
fuelectenerg-11938	35	14	to	to	ADP
fuelectenerg-11938	35	15	new	new	ADJ
fuelectenerg-11938	35	16	problems	problem	NOUN
fuelectenerg-11938	35	17	on	on	ADP
fuelectenerg-11938	35	18	a	a	DET
fuelectenerg-11938	35	19	daily	daily	ADJ
fuelectenerg-11938	35	20	basis	basis	NOUN
fuelectenerg-11938	35	21	.	.	PUNCT
fuelectenerg-11938	36	1	ml	ml	AUX
fuelectenerg-11938	36	2	has	have	VERB
fuelectenerg-11938	36	3	enormous	enormous	ADJ
fuelectenerg-11938	36	4	promise	promise	NOUN
fuelectenerg-11938	36	5	in	in	ADP
fuelectenerg-11938	36	6	tackling	tackle	VERB
fuelectenerg-11938	36	7	these	these	DET
fuelectenerg-11938	36	8	difficulties	difficulty	NOUN
fuelectenerg-11938	36	9	by	by	ADP
fuelectenerg-11938	36	10	building	build	VERB
fuelectenerg-11938	36	11	trained	train	VERB
fuelectenerg-11938	36	12	models	model	NOUN
fuelectenerg-11938	36	13	that	that	PRON
fuelectenerg-11938	36	14	can	can	AUX
fuelectenerg-11938	36	15	rapidly	rapidly	ADV
fuelectenerg-11938	36	16	optimize	optimize	VERB
fuelectenerg-11938	36	17	antenna	antenna	NOUN
fuelectenerg-11938	36	18	designs	design	NOUN
fuelectenerg-11938	36	19	to	to	PART
fuelectenerg-11938	36	20	fulfill	fulfill	VERB
fuelectenerg-11938	36	21	a	a	DET
fuelectenerg-11938	36	22	variety	variety	NOUN
fuelectenerg-11938	36	23	of	of	ADP
fuelectenerg-11938	36	24	objectives	objective	NOUN
fuelectenerg-11938	36	25	.	.	PUNCT
fuelectenerg-11938	37	1	ml	ml	AUX
fuelectenerg-11938	37	2	enables	enable	VERB
fuelectenerg-11938	37	3	the	the	DET
fuelectenerg-11938	37	4	establishment	establishment	NOUN
fuelectenerg-11938	37	5	of	of	ADP
fuelectenerg-11938	37	6	connections	connection	NOUN
fuelectenerg-11938	37	7	between	between	ADP
fuelectenerg-11938	37	8	input	input	NOUN
fuelectenerg-11938	37	9	and	and	CCONJ
fuelectenerg-11938	37	10	output	output	NOUN
fuelectenerg-11938	37	11	responses	response	NOUN
fuelectenerg-11938	37	12	by	by	ADP
fuelectenerg-11938	37	13	finding	find	VERB
fuelectenerg-11938	37	14	undiscovered	undiscovered	ADJ
fuelectenerg-11938	37	15	mathematical	mathematical	ADJ
fuelectenerg-11938	37	16	relationships	relationship	NOUN
fuelectenerg-11938	37	17	inside	inside	ADP
fuelectenerg-11938	37	18	data	datum	NOUN
fuelectenerg-11938	37	19	,	,	PUNCT
fuelectenerg-11938	37	20	which	which	PRON
fuelectenerg-11938	37	21	enables	enable	VERB
fuelectenerg-11938	37	22	accurate	accurate	ADJ
fuelectenerg-11938	37	23	predictions	prediction	NOUN
fuelectenerg-11938	37	24	in	in	ADP
fuelectenerg-11938	37	25	antenna	antenna	NOUN
fuelectenerg-11938	37	26	design	design	NOUN
fuelectenerg-11938	37	27	.	.	PUNCT
fuelectenerg-11938	38	1	various	various	ADJ
fuelectenerg-11938	38	2	types	type	NOUN
fuelectenerg-11938	38	3	of	of	ADP
fuelectenerg-11938	38	4	ml	ml	NOUN
fuelectenerg-11938	38	5	are	be	AUX
fuelectenerg-11938	38	6	represented	represent	VERB
fuelectenerg-11938	38	7	in	in	ADP
fuelectenerg-11938	38	8	fig	fig	NOUN
fuelectenerg-11938	38	9	.	.	PUNCT
fuelectenerg-11938	39	1	1	1	X
fuelectenerg-11938	39	2	.	.	X
fuelectenerg-11938	39	3	fig	fig	NOUN
fuelectenerg-11938	39	4	.	.	PUNCT
fuelectenerg-11938	40	1	1	1	NUM
fuelectenerg-11938	40	2	types	type	NOUN
fuelectenerg-11938	40	3	of	of	ADP
fuelectenerg-11938	40	4	ml	ml	INTJ
fuelectenerg-11938	40	5	a	a	DET
fuelectenerg-11938	40	6	deep	deep	ADJ
fuelectenerg-11938	40	7	belief	belief	NOUN
fuelectenerg-11938	40	8	networkextreme	networkextreme	PROPN
fuelectenerg-11938	40	9	learning	learning	NOUN
fuelectenerg-11938	40	10	machine	machine	NOUN
fuelectenerg-11938	40	11	(	(	PUNCT
fuelectenerg-11938	40	12	dbn	dbn	PROPN
fuelectenerg-11938	40	13	-	-	PUNCT
fuelectenerg-11938	40	14	elm	elm	PROPN
fuelectenerg-11938	40	15	)	)	PUNCT
fuelectenerg-11938	40	16	model	model	NOUN
fuelectenerg-11938	40	17	based	base	VERB
fuelectenerg-11938	40	18	on	on	ADP
fuelectenerg-11938	40	19	pso	pso	NOUN
fuelectenerg-11938	40	20	(	(	PUNCT
fuelectenerg-11938	40	21	particle	particle	NOUN
fuelectenerg-11938	40	22	swarm	swarm	NOUN
fuelectenerg-11938	40	23	optimization	optimization	NOUN
fuelectenerg-11938	40	24	)	)	PUNCT
fuelectenerg-11938	40	25	was	be	AUX
fuelectenerg-11938	40	26	proposed	propose	VERB
fuelectenerg-11938	40	27	by	by	ADP
fuelectenerg-11938	40	28	the	the	DET
fuelectenerg-11938	40	29	author	author	NOUN
fuelectenerg-11938	40	30	[	[	X
fuelectenerg-11938	40	31	8	8	NUM
fuelectenerg-11938	40	32	]	]	PUNCT
fuelectenerg-11938	40	33	.	.	PUNCT
fuelectenerg-11938	41	1	results	result	NOUN
fuelectenerg-11938	41	2	demonstrate	demonstrate	VERB
fuelectenerg-11938	41	3	that	that	SCONJ
fuelectenerg-11938	41	4	the	the	DET
fuelectenerg-11938	41	5	model	model	NOUN
fuelectenerg-11938	41	6	can	can	AUX
fuelectenerg-11938	41	7	rapidly	rapidly	ADV
fuelectenerg-11938	41	8	extract	extract	VERB
fuelectenerg-11938	41	9	samples	sample	NOUN
fuelectenerg-11938	41	10	,	,	PUNCT
fuelectenerg-11938	41	11	minimize	minimize	VERB
fuelectenerg-11938	41	12	the	the	DET
fuelectenerg-11938	41	13	complexity	complexity	NOUN
fuelectenerg-11938	41	14	and	and	CCONJ
fuelectenerg-11938	41	15	computational	computational	ADJ
fuelectenerg-11938	41	16	cost	cost	NOUN
fuelectenerg-11938	41	17	imposed	impose	VERB
fuelectenerg-11938	41	18	by	by	ADP
fuelectenerg-11938	41	19	repeated	repeat	VERB
fuelectenerg-11938	41	20	simulations	simulation	NOUN
fuelectenerg-11938	41	21	in	in	ADP
fuelectenerg-11938	41	22	antenna	antenna	NOUN
fuelectenerg-11938	41	23	design	design	NOUN
fuelectenerg-11938	41	24	,	,	PUNCT
fuelectenerg-11938	41	25	and	and	CCONJ
fuelectenerg-11938	41	26	significantly	significantly	ADV
fuelectenerg-11938	41	27	increase	increase	VERB
fuelectenerg-11938	41	28	the	the	DET
fuelectenerg-11938	41	29	effectiveness	effectiveness	NOUN
fuelectenerg-11938	41	30	of	of	ADP
fuelectenerg-11938	41	31	antenna	antenna	NOUN
fuelectenerg-11938	41	32	design	design	NOUN
fuelectenerg-11938	41	33	.	.	PUNCT
fuelectenerg-11938	42	1	two	two	NUM
fuelectenerg-11938	42	2	uwb	uwb	PROPN
fuelectenerg-11938	42	3	antenna	antenna	NOUN
fuelectenerg-11938	42	4	designs	design	NOUN
fuelectenerg-11938	42	5	have	have	AUX
fuelectenerg-11938	42	6	been	be	AUX
fuelectenerg-11938	42	7	optimized	optimize	VERB
fuelectenerg-11938	42	8	in	in	ADP
fuelectenerg-11938	42	9	their	their	PRON
fuelectenerg-11938	42	10	work	work	NOUN
fuelectenerg-11938	42	11	using	use	VERB
fuelectenerg-11938	42	12	this	this	DET
fuelectenerg-11938	42	13	approach	approach	NOUN
fuelectenerg-11938	42	14	.	.	PUNCT
fuelectenerg-11938	43	1	the	the	DET
fuelectenerg-11938	43	2	antenna	antenna	NOUN
fuelectenerg-11938	43	3	's	's	PART
fuelectenerg-11938	43	4	operational	operational	ADJ
fuelectenerg-11938	43	5	frequency	frequency	NOUN
fuelectenerg-11938	43	6	range	range	NOUN
fuelectenerg-11938	43	7	is	be	AUX
fuelectenerg-11938	43	8	from	from	ADP
fuelectenerg-11938	43	9	3.3	3.3	NUM
fuelectenerg-11938	43	10	to	to	ADP
fuelectenerg-11938	43	11	12.1	12.1	NUM
fuelectenerg-11938	43	12	ghz	ghz	NOUN
fuelectenerg-11938	43	13	.	.	PUNCT
fuelectenerg-11938	44	1	the	the	DET
fuelectenerg-11938	44	2	proposed	propose	VERB
fuelectenerg-11938	44	3	dbn	dbn	PROPN
fuelectenerg-11938	44	4	elm	elm	PROPN
fuelectenerg-11938	44	5	model	model	NOUN
fuelectenerg-11938	44	6	offers	offer	VERB
fuelectenerg-11938	44	7	better	well	ADJ
fuelectenerg-11938	44	8	prediction	prediction	NOUN
fuelectenerg-11938	44	9	abilities	ability	NOUN
fuelectenerg-11938	44	10	and	and	CCONJ
fuelectenerg-11938	44	11	may	may	AUX
fuelectenerg-11938	44	12	also	also	ADV
fuelectenerg-11938	44	13	be	be	AUX
fuelectenerg-11938	44	14	utilized	utilize	VERB
fuelectenerg-11938	44	15	for	for	ADP
fuelectenerg-11938	44	16	illustrating	illustrate	VERB
fuelectenerg-11938	44	17	more	more	ADV
fuelectenerg-11938	44	18	complicated	complicated	ADJ
fuelectenerg-11938	44	19	antenna	antenna	NOUN
fuelectenerg-11938	44	20	structures	structure	NOUN
fuelectenerg-11938	44	21	.	.	PUNCT
fuelectenerg-11938	45	1	to	to	PART
fuelectenerg-11938	45	2	optimize	optimize	VERB
fuelectenerg-11938	45	3	antenna	antenna	NOUN
fuelectenerg-11938	45	4	design	design	NOUN
fuelectenerg-11938	45	5	,	,	PUNCT
fuelectenerg-11938	45	6	the	the	DET
fuelectenerg-11938	45	7	article	article	NOUN
fuelectenerg-11938	45	8	’s	’s	PART
fuelectenerg-11938	45	9	[	[	X
fuelectenerg-11938	45	10	9	9	NUM
fuelectenerg-11938	45	11	]	]	PUNCT
fuelectenerg-11938	45	12	author	author	NOUN
fuelectenerg-11938	45	13	recommended	recommend	VERB
fuelectenerg-11938	45	14	applying	apply	VERB
fuelectenerg-11938	45	15	ml	ml	NOUN
fuelectenerg-11938	45	16	models	model	NOUN
fuelectenerg-11938	45	17	such	such	ADJ
fuelectenerg-11938	45	18	as	as	ADP
fuelectenerg-11938	45	19	the	the	DET
fuelectenerg-11938	45	20	least	least	ADJ
fuelectenerg-11938	45	21	absolute	absolute	ADJ
fuelectenerg-11938	45	22	shrinkage	shrinkage	NOUN
fuelectenerg-11938	45	23	and	and	CCONJ
fuelectenerg-11938	45	24	selection	selection	NOUN
fuelectenerg-11938	45	25	operator	operator	NOUN
fuelectenerg-11938	45	26	(	(	PUNCT
fuelectenerg-11938	45	27	lasso	lasso	PROPN
fuelectenerg-11938	45	28	)	)	PUNCT
fuelectenerg-11938	45	29	,	,	PUNCT
fuelectenerg-11938	45	30	artificial	artificial	ADJ
fuelectenerg-11938	45	31	neural	neural	ADJ
fuelectenerg-11938	45	32	networks	network	NOUN
fuelectenerg-11938	45	33	(	(	PUNCT
fuelectenerg-11938	45	34	anns	anns	NOUN
fuelectenerg-11938	45	35	)	)	PUNCT
fuelectenerg-11938	45	36	,	,	PUNCT
fuelectenerg-11938	45	37	and	and	CCONJ
fuelectenerg-11938	45	38	k	k	X
fuelectenerg-11938	45	39	-	-	PUNCT
fuelectenerg-11938	45	40	nearest	near	ADJ
fuelectenerg-11938	45	41	neighbour	neighbour	NOUN
fuelectenerg-11938	45	42	(	(	PUNCT
fuelectenerg-11938	45	43	knn	knn	PROPN
fuelectenerg-11938	45	44	)	)	PUNCT
fuelectenerg-11938	45	45	and	and	CCONJ
fuelectenerg-11938	45	46	checking	check	VERB
fuelectenerg-11938	45	47	the	the	DET
fuelectenerg-11938	45	48	accuracy	accuracy	NOUN
fuelectenerg-11938	45	49	of	of	ADP
fuelectenerg-11938	45	50	these	these	PRON
fuelectenerg-11938	45	51	enhancing	enhance	VERB
fuelectenerg-11938	45	52	circular	circular	ADJ
fuelectenerg-11938	45	53	microstrip	microstrip	NOUN
fuelectenerg-11938	45	54	patch	patch	NOUN
fuelectenerg-11938	45	55	antenna	antenna	NOUN
fuelectenerg-11938	45	56	performance	performance	NOUN
fuelectenerg-11938	45	57	using	use	VERB
fuelectenerg-11938	45	58	machine	machine	NOUN
fuelectenerg-11938	45	59	learning	learning	NOUN
fuelectenerg-11938	45	60	models	model	NOUN
fuelectenerg-11938	45	61	591	591	NUM
fuelectenerg-11938	45	62	models	model	NOUN
fuelectenerg-11938	45	63	,	,	PUNCT
fuelectenerg-11938	45	64	they	they	PRON
fuelectenerg-11938	45	65	are	be	AUX
fuelectenerg-11938	45	66	applied	apply	VERB
fuelectenerg-11938	45	67	to	to	ADP
fuelectenerg-11938	45	68	a	a	DET
fuelectenerg-11938	45	69	reference	reference	NOUN
fuelectenerg-11938	45	70	double	double	ADP
fuelectenerg-11938	45	71	t	t	NOUN
fuelectenerg-11938	45	72	-	-	PUNCT
fuelectenerg-11938	45	73	shaped	shape	VERB
fuelectenerg-11938	45	74	monopole	monopole	NOUN
fuelectenerg-11938	45	75	antenna	antenna	NOUN
fuelectenerg-11938	45	76	.	.	PUNCT
fuelectenerg-11938	46	1	results	result	NOUN
fuelectenerg-11938	46	2	from	from	ADP
fuelectenerg-11938	46	3	the	the	DET
fuelectenerg-11938	46	4	high	high	ADJ
fuelectenerg-11938	46	5	-	-	PUNCT
fuelectenerg-11938	46	6	frequency	frequency	NOUN
fuelectenerg-11938	46	7	structure	structure	NOUN
fuelectenerg-11938	46	8	simulator	simulator	NOUN
fuelectenerg-11938	46	9	(	(	PUNCT
fuelectenerg-11938	46	10	hfss	hfss	NOUN
fuelectenerg-11938	46	11	)	)	PUNCT
fuelectenerg-11938	46	12	are	be	AUX
fuelectenerg-11938	46	13	compared	compare	VERB
fuelectenerg-11938	46	14	with	with	ADP
fuelectenerg-11938	46	15	those	those	PRON
fuelectenerg-11938	46	16	predicted	predict	VERB
fuelectenerg-11938	46	17	by	by	ADP
fuelectenerg-11938	46	18	these	these	DET
fuelectenerg-11938	46	19	ml	ml	NOUN
fuelectenerg-11938	46	20	techniques	technique	NOUN
fuelectenerg-11938	46	21	.	.	PUNCT
fuelectenerg-11938	47	1	specifically	specifically	ADV
fuelectenerg-11938	47	2	,	,	PUNCT
fuelectenerg-11938	47	3	ann	ann	PROPN
fuelectenerg-11938	47	4	and	and	CCONJ
fuelectenerg-11938	47	5	lasso	lasso	NOUN
fuelectenerg-11938	47	6	provide	provide	VERB
fuelectenerg-11938	47	7	more	more	ADV
fuelectenerg-11938	47	8	precise	precise	ADJ
fuelectenerg-11938	47	9	predictions	prediction	NOUN
fuelectenerg-11938	47	10	as	as	SCONJ
fuelectenerg-11938	47	11	compared	compare	VERB
fuelectenerg-11938	47	12	to	to	PART
fuelectenerg-11938	47	13	knn	knn	PROPN
fuelectenerg-11938	47	14	.	.	PROPN
fuelectenerg-11938	48	1	in	in	ADP
fuelectenerg-11938	48	2	the	the	DET
fuelectenerg-11938	48	3	final	final	ADJ
fuelectenerg-11938	48	4	analysis	analysis	NOUN
fuelectenerg-11938	48	5	,	,	PUNCT
fuelectenerg-11938	48	6	proposed	propose	VERB
fuelectenerg-11938	48	7	by	by	ADP
fuelectenerg-11938	48	8	the	the	DET
fuelectenerg-11938	48	9	author	author	NOUN
fuelectenerg-11938	48	10	,	,	PUNCT
fuelectenerg-11938	48	11	these	these	DET
fuelectenerg-11938	48	12	innovative	innovative	ADJ
fuelectenerg-11938	48	13	methods	method	NOUN
fuelectenerg-11938	48	14	are	be	AUX
fuelectenerg-11938	48	15	more	more	ADV
fuelectenerg-11938	48	16	effective	effective	ADJ
fuelectenerg-11938	48	17	than	than	ADP
fuelectenerg-11938	48	18	the	the	DET
fuelectenerg-11938	48	19	conventional	conventional	ADJ
fuelectenerg-11938	48	20	em	em	PROPN
fuelectenerg-11938	48	21	simulation	simulation	NOUN
fuelectenerg-11938	48	22	optimization	optimization	NOUN
fuelectenerg-11938	48	23	technique	technique	NOUN
fuelectenerg-11938	48	24	in	in	ADP
fuelectenerg-11938	48	25	designing	design	VERB
fuelectenerg-11938	48	26	an	an	DET
fuelectenerg-11938	48	27	optimal	optimal	ADJ
fuelectenerg-11938	48	28	antenna	antenna	NOUN
fuelectenerg-11938	48	29	design	design	NOUN
fuelectenerg-11938	48	30	.	.	PUNCT
fuelectenerg-11938	49	1	the	the	DET
fuelectenerg-11938	49	2	findings	finding	NOUN
fuelectenerg-11938	49	3	of	of	ADP
fuelectenerg-11938	49	4	this	this	DET
fuelectenerg-11938	49	5	investigation	investigation	NOUN
fuelectenerg-11938	49	6	also	also	ADV
fuelectenerg-11938	49	7	demonstrate	demonstrate	VERB
fuelectenerg-11938	49	8	that	that	SCONJ
fuelectenerg-11938	49	9	ml	ml	PROPN
fuelectenerg-11938	49	10	methods	method	NOUN
fuelectenerg-11938	49	11	possess	possess	VERB
fuelectenerg-11938	49	12	an	an	DET
fuelectenerg-11938	49	13	opportunity	opportunity	NOUN
fuelectenerg-11938	49	14	to	to	PART
fuelectenerg-11938	49	15	transform	transform	VERB
fuelectenerg-11938	49	16	em	em	PRON
fuelectenerg-11938	49	17	simulation	simulation	NOUN
fuelectenerg-11938	49	18	methods	method	NOUN
fuelectenerg-11938	49	19	.	.	PUNCT
fuelectenerg-11938	50	1	the	the	DET
fuelectenerg-11938	50	2	uses	use	NOUN
fuelectenerg-11938	50	3	of	of	ADP
fuelectenerg-11938	50	4	ml	ml	NOUN
fuelectenerg-11938	50	5	in	in	ADP
fuelectenerg-11938	50	6	antenna	antenna	NOUN
fuelectenerg-11938	50	7	design	design	NOUN
fuelectenerg-11938	50	8	are	be	AUX
fuelectenerg-11938	50	9	discussed	discuss	VERB
fuelectenerg-11938	50	10	and	and	CCONJ
fuelectenerg-11938	50	11	examined	examine	VERB
fuelectenerg-11938	50	12	thoroughly	thoroughly	ADV
fuelectenerg-11938	50	13	in	in	ADP
fuelectenerg-11938	50	14	the	the	DET
fuelectenerg-11938	50	15	study	study	NOUN
fuelectenerg-11938	50	16	[	[	X
fuelectenerg-11938	50	17	10	10	NUM
fuelectenerg-11938	50	18	]	]	PUNCT
fuelectenerg-11938	50	19	.	.	PUNCT
fuelectenerg-11938	51	1	the	the	DET
fuelectenerg-11938	51	2	essential	essential	ADJ
fuelectenerg-11938	51	3	features	feature	NOUN
fuelectenerg-11938	51	4	of	of	ADP
fuelectenerg-11938	51	5	ml	ml	NOUN
fuelectenerg-11938	51	6	are	be	AUX
fuelectenerg-11938	51	7	covered	cover	VERB
fuelectenerg-11938	51	8	,	,	PUNCT
fuelectenerg-11938	51	9	including	include	VERB
fuelectenerg-11938	51	10	its	its	PRON
fuelectenerg-11938	51	11	fundamental	fundamental	ADJ
fuelectenerg-11938	51	12	idea	idea	NOUN
fuelectenerg-11938	51	13	,	,	PUNCT
fuelectenerg-11938	51	14	how	how	SCONJ
fuelectenerg-11938	51	15	it	it	PRON
fuelectenerg-11938	51	16	differs	differ	VERB
fuelectenerg-11938	51	17	from	from	ADP
fuelectenerg-11938	51	18	artificial	artificial	ADJ
fuelectenerg-11938	51	19	intelligence	intelligence	NOUN
fuelectenerg-11938	51	20	and	and	CCONJ
fuelectenerg-11938	51	21	deep	deep	ADJ
fuelectenerg-11938	51	22	learning	learning	NOUN
fuelectenerg-11938	51	23	,	,	PUNCT
fuelectenerg-11938	51	24	learning	learn	VERB
fuelectenerg-11938	51	25	algorithms	algorithm	NOUN
fuelectenerg-11938	51	26	,	,	PUNCT
fuelectenerg-11938	51	27	and	and	CCONJ
fuelectenerg-11938	51	28	its	its	PRON
fuelectenerg-11938	51	29	numerous	numerous	ADJ
fuelectenerg-11938	51	30	applications	application	NOUN
fuelectenerg-11938	51	31	across	across	ADP
fuelectenerg-11938	51	32	a	a	DET
fuelectenerg-11938	51	33	range	range	NOUN
fuelectenerg-11938	51	34	of	of	ADP
fuelectenerg-11938	51	35	technologies	technology	NOUN
fuelectenerg-11938	51	36	,	,	PUNCT
fuelectenerg-11938	51	37	with	with	ADP
fuelectenerg-11938	51	38	a	a	DET
fuelectenerg-11938	51	39	particular	particular	ADJ
fuelectenerg-11938	51	40	focus	focus	NOUN
fuelectenerg-11938	51	41	on	on	ADP
fuelectenerg-11938	51	42	how	how	SCONJ
fuelectenerg-11938	51	43	it	it	PRON
fuelectenerg-11938	51	44	's	be	AUX
fuelectenerg-11938	51	45	utilized	utilize	VERB
fuelectenerg-11938	51	46	in	in	ADP
fuelectenerg-11938	51	47	antenna	antenna	NOUN
fuelectenerg-11938	51	48	design	design	NOUN
fuelectenerg-11938	51	49	.	.	PUNCT
fuelectenerg-11938	52	1	the	the	DET
fuelectenerg-11938	52	2	analysis	analysis	NOUN
fuelectenerg-11938	52	3	contrasts	contrast	VERB
fuelectenerg-11938	52	4	the	the	DET
fuelectenerg-11938	52	5	outcomes	outcome	NOUN
fuelectenerg-11938	52	6	of	of	ADP
fuelectenerg-11938	52	7	antenna	antenna	NOUN
fuelectenerg-11938	52	8	design	design	NOUN
fuelectenerg-11938	52	9	using	use	VERB
fuelectenerg-11938	52	10	ml	ml	NOUN
fuelectenerg-11938	52	11	with	with	ADP
fuelectenerg-11938	52	12	those	those	PRON
fuelectenerg-11938	52	13	obtained	obtain	VERB
fuelectenerg-11938	52	14	using	use	VERB
fuelectenerg-11938	52	15	traditional	traditional	ADJ
fuelectenerg-11938	52	16	design	design	NOUN
fuelectenerg-11938	52	17	techniques	technique	NOUN
fuelectenerg-11938	52	18	.	.	PUNCT
fuelectenerg-11938	53	1	it	it	PRON
fuelectenerg-11938	53	2	has	have	AUX
fuelectenerg-11938	53	3	been	be	AUX
fuelectenerg-11938	53	4	observed	observe	VERB
fuelectenerg-11938	53	5	that	that	SCONJ
fuelectenerg-11938	53	6	ml	ml	VERB
fuelectenerg-11938	53	7	will	will	AUX
fuelectenerg-11938	53	8	speed	speed	VERB
fuelectenerg-11938	53	9	up	up	ADP
fuelectenerg-11938	53	10	the	the	DET
fuelectenerg-11938	53	11	antenna	antenna	NOUN
fuelectenerg-11938	53	12	design	design	NOUN
fuelectenerg-11938	53	13	process	process	NOUN
fuelectenerg-11938	53	14	while	while	SCONJ
fuelectenerg-11938	53	15	maintaining	maintain	VERB
fuelectenerg-11938	53	16	high	high	ADJ
fuelectenerg-11938	53	17	precision	precision	NOUN
fuelectenerg-11938	53	18	,	,	PUNCT
fuelectenerg-11938	53	19	and	and	CCONJ
fuelectenerg-11938	53	20	able	able	ADJ
fuelectenerg-11938	53	21	to	to	PART
fuelectenerg-11938	53	22	predict	predict	VERB
fuelectenerg-11938	53	23	antenna	antenna	NOUN
fuelectenerg-11938	53	24	performance	performance	NOUN
fuelectenerg-11938	53	25	,	,	PUNCT
fuelectenerg-11938	53	26	with	with	ADP
fuelectenerg-11938	53	27	better	well	ADJ
fuelectenerg-11938	53	28	computing	compute	VERB
fuelectenerg-11938	53	29	power	power	NOUN
fuelectenerg-11938	53	30	,	,	PUNCT
fuelectenerg-11938	53	31	and	and	CCONJ
fuelectenerg-11938	53	32	a	a	DET
fuelectenerg-11938	53	33	reduction	reduction	NOUN
fuelectenerg-11938	53	34	in	in	ADP
fuelectenerg-11938	53	35	the	the	DET
fuelectenerg-11938	53	36	amount	amount	NOUN
fuelectenerg-11938	53	37	of	of	ADP
fuelectenerg-11938	53	38	simulations	simulation	NOUN
fuelectenerg-11938	53	39	that	that	PRON
fuelectenerg-11938	53	40	are	be	AUX
fuelectenerg-11938	53	41	required	require	VERB
fuelectenerg-11938	53	42	.	.	PUNCT
fuelectenerg-11938	54	1	the	the	DET
fuelectenerg-11938	54	2	author	author	NOUN
fuelectenerg-11938	54	3	[	[	X
fuelectenerg-11938	54	4	11	11	NUM
fuelectenerg-11938	54	5	]	]	PUNCT
fuelectenerg-11938	54	6	demonstrates	demonstrate	VERB
fuelectenerg-11938	54	7	the	the	DET
fuelectenerg-11938	54	8	application	application	NOUN
fuelectenerg-11938	54	9	of	of	ADP
fuelectenerg-11938	54	10	ml	ml	NOUN
fuelectenerg-11938	54	11	techniques	technique	NOUN
fuelectenerg-11938	54	12	to	to	PART
fuelectenerg-11938	54	13	forecast	forecast	VERB
fuelectenerg-11938	54	14	the	the	DET
fuelectenerg-11938	54	15	s11	s11	PROPN
fuelectenerg-11938	54	16	(	(	PUNCT
fuelectenerg-11938	54	17	return	return	VERB
fuelectenerg-11938	54	18	loss	loss	NOUN
fuelectenerg-11938	54	19	)	)	PUNCT
fuelectenerg-11938	54	20	,	,	PUNCT
fuelectenerg-11938	54	21	which	which	PRON
fuelectenerg-11938	54	22	is	be	AUX
fuelectenerg-11938	54	23	a	a	DET
fuelectenerg-11938	54	24	very	very	ADV
fuelectenerg-11938	54	25	important	important	ADJ
fuelectenerg-11938	54	26	feature	feature	NOUN
fuelectenerg-11938	54	27	of	of	ADP
fuelectenerg-11938	54	28	patch	patch	NOUN
fuelectenerg-11938	54	29	antennas	antenna	NOUN
fuelectenerg-11938	54	30	.	.	PUNCT
fuelectenerg-11938	55	1	the	the	DET
fuelectenerg-11938	55	2	results	result	NOUN
fuelectenerg-11938	55	3	show	show	VERB
fuelectenerg-11938	55	4	that	that	SCONJ
fuelectenerg-11938	55	5	s11	s11	NOUN
fuelectenerg-11938	55	6	predictions	prediction	NOUN
fuelectenerg-11938	55	7	made	make	VERB
fuelectenerg-11938	55	8	using	use	VERB
fuelectenerg-11938	55	9	different	different	ADJ
fuelectenerg-11938	55	10	ml	ml	NOUN
fuelectenerg-11938	55	11	algorithms	algorithms	NOUN
fuelectenerg-11938	55	12	(	(	PUNCT
fuelectenerg-11938	55	13	decision	decision	NOUN
fuelectenerg-11938	55	14	tree	tree	NOUN
fuelectenerg-11938	55	15	,	,	PUNCT
fuelectenerg-11938	55	16	random	random	ADJ
fuelectenerg-11938	55	17	forest	forest	NOUN
fuelectenerg-11938	55	18	,	,	PUNCT
fuelectenerg-11938	55	19	xg	xg	PROPN
fuelectenerg-11938	55	20	boost	boost	NOUN
fuelectenerg-11938	55	21	,	,	PUNCT
fuelectenerg-11938	55	22	and	and	CCONJ
fuelectenerg-11938	55	23	knn	knn	PROPN
fuelectenerg-11938	55	24	)	)	PUNCT
fuelectenerg-11938	55	25	are	be	AUX
fuelectenerg-11938	55	26	quite	quite	ADV
fuelectenerg-11938	55	27	precise	precise	ADJ
fuelectenerg-11938	55	28	as	as	ADV
fuelectenerg-11938	55	29	well	well	ADV
fuelectenerg-11938	55	30	as	as	ADP
fuelectenerg-11938	55	31	accurate	accurate	ADJ
fuelectenerg-11938	55	32	.	.	PUNCT
fuelectenerg-11938	56	1	it	it	PRON
fuelectenerg-11938	56	2	might	might	AUX
fuelectenerg-11938	56	3	be	be	AUX
fuelectenerg-11938	56	4	helpful	helpful	ADJ
fuelectenerg-11938	56	5	in	in	ADP
fuelectenerg-11938	56	6	predicting	predict	VERB
fuelectenerg-11938	56	7	resonant	resonant	ADJ
fuelectenerg-11938	56	8	frequency	frequency	NOUN
fuelectenerg-11938	56	9	without	without	ADP
fuelectenerg-11938	56	10	the	the	DET
fuelectenerg-11938	56	11	need	need	NOUN
fuelectenerg-11938	56	12	for	for	ADP
fuelectenerg-11938	56	13	time	time	NOUN
fuelectenerg-11938	56	14	-	-	PUNCT
fuelectenerg-11938	56	15	consuming	consume	VERB
fuelectenerg-11938	56	16	simulations	simulation	NOUN
fuelectenerg-11938	56	17	.	.	PUNCT
fuelectenerg-11938	57	1	the	the	DET
fuelectenerg-11938	57	2	article	article	NOUN
fuelectenerg-11938	57	3	[	[	X
fuelectenerg-11938	57	4	12	12	NUM
fuelectenerg-11938	57	5	]	]	PUNCT
fuelectenerg-11938	57	6	illustrates	illustrate	VERB
fuelectenerg-11938	57	7	the	the	DET
fuelectenerg-11938	57	8	modeling	modeling	NOUN
fuelectenerg-11938	57	9	of	of	ADP
fuelectenerg-11938	57	10	a	a	DET
fuelectenerg-11938	57	11	microstrip	microstrip	NOUN
fuelectenerg-11938	57	12	antenna	antenna	NOUN
fuelectenerg-11938	57	13	using	use	VERB
fuelectenerg-11938	57	14	regressionbased	regressionbase	VERB
fuelectenerg-11938	57	15	ml	ml	PROPN
fuelectenerg-11938	57	16	.	.	PUNCT
fuelectenerg-11938	58	1	the	the	DET
fuelectenerg-11938	58	2	author	author	NOUN
fuelectenerg-11938	58	3	investigated	investigate	VERB
fuelectenerg-11938	58	4	several	several	ADJ
fuelectenerg-11938	58	5	effects	effect	NOUN
fuelectenerg-11938	58	6	on	on	ADP
fuelectenerg-11938	58	7	the	the	DET
fuelectenerg-11938	58	8	physical	physical	ADJ
fuelectenerg-11938	58	9	and	and	CCONJ
fuelectenerg-11938	58	10	electrical	electrical	ADJ
fuelectenerg-11938	58	11	characteristics	characteristic	NOUN
fuelectenerg-11938	58	12	of	of	ADP
fuelectenerg-11938	58	13	the	the	DET
fuelectenerg-11938	58	14	materials	material	NOUN
fuelectenerg-11938	58	15	employed	employ	VERB
fuelectenerg-11938	58	16	,	,	PUNCT
fuelectenerg-11938	58	17	the	the	DET
fuelectenerg-11938	58	18	impact	impact	NOUN
fuelectenerg-11938	58	19	of	of	ADP
fuelectenerg-11938	58	20	the	the	DET
fuelectenerg-11938	58	21	slot	slot	NOUN
fuelectenerg-11938	58	22	,	,	PUNCT
fuelectenerg-11938	58	23	and	and	CCONJ
fuelectenerg-11938	58	24	the	the	DET
fuelectenerg-11938	58	25	size	size	NOUN
fuelectenerg-11938	58	26	of	of	ADP
fuelectenerg-11938	58	27	the	the	DET
fuelectenerg-11938	58	28	patch	patch	NOUN
fuelectenerg-11938	58	29	on	on	ADP
fuelectenerg-11938	58	30	the	the	DET
fuelectenerg-11938	58	31	antenna	antenna	NOUN
fuelectenerg-11938	58	32	's	's	PART
fuelectenerg-11938	58	33	resonant	resonant	ADJ
fuelectenerg-11938	58	34	frequency	frequency	NOUN
fuelectenerg-11938	58	35	.	.	PUNCT
fuelectenerg-11938	59	1	root	root	NOUN
fuelectenerg-11938	59	2	mean	mean	VERB
fuelectenerg-11938	59	3	square	square	NOUN
fuelectenerg-11938	59	4	error	error	NOUN
fuelectenerg-11938	59	5	,	,	PUNCT
fuelectenerg-11938	59	6	r	r	NOUN
fuelectenerg-11938	59	7	square	square	ADJ
fuelectenerg-11938	59	8	value	value	NOUN
fuelectenerg-11938	59	9	,	,	PUNCT
fuelectenerg-11938	59	10	and	and	CCONJ
fuelectenerg-11938	59	11	mean	mean	VERB
fuelectenerg-11938	59	12	absolute	absolute	ADJ
fuelectenerg-11938	59	13	error	error	NOUN
fuelectenerg-11938	59	14	(	(	PUNCT
fuelectenerg-11938	59	15	mae	mae	PROPN
fuelectenerg-11938	59	16	)	)	PUNCT
fuelectenerg-11938	59	17	are	be	AUX
fuelectenerg-11938	59	18	the	the	DET
fuelectenerg-11938	59	19	evaluation	evaluation	NOUN
fuelectenerg-11938	59	20	criteria	criterion	NOUN
fuelectenerg-11938	59	21	used	use	VERB
fuelectenerg-11938	59	22	in	in	ADP
fuelectenerg-11938	59	23	this	this	DET
fuelectenerg-11938	59	24	work	work	NOUN
fuelectenerg-11938	59	25	,	,	PUNCT
fuelectenerg-11938	59	26	result	result	NOUN
fuelectenerg-11938	59	27	shows	show	VERB
fuelectenerg-11938	59	28	that	that	SCONJ
fuelectenerg-11938	59	29	performance	performance	NOUN
fuelectenerg-11938	59	30	is	be	AUX
fuelectenerg-11938	59	31	extremely	extremely	ADV
fuelectenerg-11938	59	32	similar	similar	ADJ
fuelectenerg-11938	59	33	as	as	SCONJ
fuelectenerg-11938	59	34	predicted	predict	VERB
fuelectenerg-11938	59	35	by	by	ADP
fuelectenerg-11938	59	36	the	the	DET
fuelectenerg-11938	59	37	regression	regression	NOUN
fuelectenerg-11938	59	38	-	-	PUNCT
fuelectenerg-11938	59	39	based	base	VERB
fuelectenerg-11938	59	40	ml	ml	NOUN
fuelectenerg-11938	59	41	approach	approach	NOUN
fuelectenerg-11938	59	42	.	.	PUNCT
fuelectenerg-11938	60	1	in	in	ADP
fuelectenerg-11938	60	2	the	the	DET
fuelectenerg-11938	60	3	work	work	NOUN
fuelectenerg-11938	60	4	[	[	X
fuelectenerg-11938	60	5	13	13	NUM
fuelectenerg-11938	60	6	]	]	PUNCT
fuelectenerg-11938	60	7	author	author	NOUN
fuelectenerg-11938	60	8	describes	describe	VERB
fuelectenerg-11938	60	9	the	the	DET
fuelectenerg-11938	60	10	design	design	NOUN
fuelectenerg-11938	60	11	and	and	CCONJ
fuelectenerg-11938	60	12	optimization	optimization	NOUN
fuelectenerg-11938	60	13	of	of	ADP
fuelectenerg-11938	60	14	a	a	DET
fuelectenerg-11938	60	15	small	small	ADJ
fuelectenerg-11938	60	16	coplanar	coplanar	NOUN
fuelectenerg-11938	60	17	waveguide	waveguide	NOUN
fuelectenerg-11938	60	18	(	(	PUNCT
fuelectenerg-11938	60	19	cpw	cpw	NOUN
fuelectenerg-11938	60	20	)	)	PUNCT
fuelectenerg-11938	60	21	fed	feed	VERB
fuelectenerg-11938	60	22	band	band	NOUN
fuelectenerg-11938	60	23	-	-	PUNCT
fuelectenerg-11938	60	24	notched	notch	VERB
fuelectenerg-11938	60	25	monopole	monopole	NOUN
fuelectenerg-11938	60	26	antenna	antenna	NOUN
fuelectenerg-11938	60	27	.	.	PUNCT
fuelectenerg-11938	61	1	this	this	DET
fuelectenerg-11938	61	2	article	article	NOUN
fuelectenerg-11938	61	3	's	's	PART
fuelectenerg-11938	61	4	distinctive	distinctive	ADJ
fuelectenerg-11938	61	5	characteristic	characteristic	NOUN
fuelectenerg-11938	61	6	is	be	AUX
fuelectenerg-11938	61	7	that	that	SCONJ
fuelectenerg-11938	61	8	it	it	PRON
fuelectenerg-11938	61	9	offers	offer	VERB
fuelectenerg-11938	61	10	a	a	DET
fuelectenerg-11938	61	11	method	method	NOUN
fuelectenerg-11938	61	12	for	for	ADP
fuelectenerg-11938	61	13	optimally	optimally	ADV
fuelectenerg-11938	61	14	building	build	VERB
fuelectenerg-11938	61	15	an	an	DET
fuelectenerg-11938	61	16	antenna	antenna	NOUN
fuelectenerg-11938	61	17	using	use	VERB
fuelectenerg-11938	61	18	ml	ml	NOUN
fuelectenerg-11938	61	19	techniques	technique	NOUN
fuelectenerg-11938	61	20	.	.	PUNCT
fuelectenerg-11938	62	1	the	the	DET
fuelectenerg-11938	62	2	antenna	antenna	NOUN
fuelectenerg-11938	62	3	design	design	NOUN
fuelectenerg-11938	62	4	process	process	NOUN
fuelectenerg-11938	62	5	can	can	AUX
fuelectenerg-11938	62	6	be	be	AUX
fuelectenerg-11938	62	7	accelerated	accelerate	VERB
fuelectenerg-11938	62	8	with	with	ADP
fuelectenerg-11938	62	9	the	the	DET
fuelectenerg-11938	62	10	aid	aid	NOUN
fuelectenerg-11938	62	11	of	of	ADP
fuelectenerg-11938	62	12	ml	ml	PROPN
fuelectenerg-11938	62	13	.	.	PUNCT
fuelectenerg-11938	63	1	five	five	NUM
fuelectenerg-11938	63	2	methods	method	NOUN
fuelectenerg-11938	63	3	are	be	AUX
fuelectenerg-11938	63	4	used	use	VERB
fuelectenerg-11938	63	5	:	:	PUNCT
fuelectenerg-11938	63	6	knn	knn	PROPN
fuelectenerg-11938	63	7	,	,	PUNCT
fuelectenerg-11938	63	8	xg	xg	NOUN
fuelectenerg-11938	63	9	-	-	PUNCT
fuelectenerg-11938	63	10	boost	boost	NOUN
fuelectenerg-11938	63	11	regression	regression	NOUN
fuelectenerg-11938	63	12	,	,	PUNCT
fuelectenerg-11938	63	13	decision	decision	NOUN
fuelectenerg-11938	63	14	tree	tree	NOUN
fuelectenerg-11938	63	15	,	,	PUNCT
fuelectenerg-11938	63	16	random	random	ADJ
fuelectenerg-11938	63	17	forest	forest	NOUN
fuelectenerg-11938	63	18	,	,	PUNCT
fuelectenerg-11938	63	19	and	and	CCONJ
fuelectenerg-11938	63	20	artificial	artificial	ADJ
fuelectenerg-11938	63	21	neural	neural	ADJ
fuelectenerg-11938	63	22	network	network	NOUN
fuelectenerg-11938	63	23	(	(	PUNCT
fuelectenerg-11938	63	24	ann	ann	PROPN
fuelectenerg-11938	63	25	)	)	PUNCT
fuelectenerg-11938	63	26	.	.	PUNCT
fuelectenerg-11938	64	1	knn	knn	PROPN
fuelectenerg-11938	64	2	produces	produce	VERB
fuelectenerg-11938	64	3	the	the	DET
fuelectenerg-11938	64	4	most	most	ADV
fuelectenerg-11938	64	5	precise	precise	ADJ
fuelectenerg-11938	64	6	results	result	NOUN
fuelectenerg-11938	64	7	out	out	ADP
fuelectenerg-11938	64	8	of	of	ADP
fuelectenerg-11938	64	9	all	all	DET
fuelectenerg-11938	64	10	the	the	DET
fuelectenerg-11938	64	11	algorithms	algorithm	NOUN
fuelectenerg-11938	64	12	,	,	PUNCT
fuelectenerg-11938	64	13	with	with	ADP
fuelectenerg-11938	64	14	an	an	DET
fuelectenerg-11938	64	15	accuracy	accuracy	NOUN
fuelectenerg-11938	64	16	rate	rate	NOUN
fuelectenerg-11938	64	17	of	of	ADP
fuelectenerg-11938	64	18	as	as	ADV
fuelectenerg-11938	64	19	much	much	ADJ
fuelectenerg-11938	64	20	as	as	ADP
fuelectenerg-11938	64	21	98	98	NUM
fuelectenerg-11938	64	22	%	%	NOUN
fuelectenerg-11938	64	23	.	.	PUNCT
fuelectenerg-11938	65	1	it	it	PRON
fuelectenerg-11938	65	2	can	can	AUX
fuelectenerg-11938	65	3	estimate	estimate	VERB
fuelectenerg-11938	65	4	the	the	DET
fuelectenerg-11938	65	5	dimensions	dimension	NOUN
fuelectenerg-11938	65	6	of	of	ADP
fuelectenerg-11938	65	7	the	the	DET
fuelectenerg-11938	65	8	required	require	VERB
fuelectenerg-11938	65	9	parameters	parameter	NOUN
fuelectenerg-11938	65	10	based	base	VERB
fuelectenerg-11938	65	11	on	on	ADP
fuelectenerg-11938	65	12	the	the	DET
fuelectenerg-11938	65	13	acquired	acquire	VERB
fuelectenerg-11938	65	14	results	result	NOUN
fuelectenerg-11938	65	15	,	,	PUNCT
fuelectenerg-11938	65	16	something	something	PRON
fuelectenerg-11938	65	17	the	the	DET
fuelectenerg-11938	65	18	high	high	ADJ
fuelectenerg-11938	65	19	-	-	PUNCT
fuelectenerg-11938	65	20	frequency	frequency	NOUN
fuelectenerg-11938	65	21	structure	structure	NOUN
fuelectenerg-11938	65	22	simulator	simulator	NOUN
fuelectenerg-11938	65	23	(	(	PUNCT
fuelectenerg-11938	65	24	hfss	hfss	NOUN
fuelectenerg-11938	65	25	)	)	PUNCT
fuelectenerg-11938	65	26	electromagnetic	electromagnetic	NOUN
fuelectenerg-11938	65	27	(	(	PUNCT
fuelectenerg-11938	65	28	em	em	NOUN
fuelectenerg-11938	65	29	)	)	PUNCT
fuelectenerg-11938	65	30	simulator	simulator	NOUN
fuelectenerg-11938	65	31	was	be	AUX
fuelectenerg-11938	65	32	unable	unable	ADJ
fuelectenerg-11938	65	33	to	to	PART
fuelectenerg-11938	65	34	accomplish	accomplish	VERB
fuelectenerg-11938	65	35	.	.	PUNCT
fuelectenerg-11938	66	1	this	this	DET
fuelectenerg-11938	66	2	article	article	NOUN
fuelectenerg-11938	66	3	analyses	analyse	VERB
fuelectenerg-11938	66	4	the	the	DET
fuelectenerg-11938	66	5	use	use	NOUN
fuelectenerg-11938	66	6	of	of	ADP
fuelectenerg-11938	66	7	ml	ml	NOUN
fuelectenerg-11938	66	8	technology	technology	NOUN
fuelectenerg-11938	66	9	in	in	ADP
fuelectenerg-11938	66	10	antenna	antenna	NOUN
fuelectenerg-11938	66	11	design	design	NOUN
fuelectenerg-11938	66	12	optimization	optimization	NOUN
fuelectenerg-11938	66	13	.	.	PUNCT
fuelectenerg-11938	67	1	the	the	DET
fuelectenerg-11938	67	2	purpose	purpose	NOUN
fuelectenerg-11938	67	3	is	be	AUX
fuelectenerg-11938	67	4	to	to	PART
fuelectenerg-11938	67	5	use	use	VERB
fuelectenerg-11938	67	6	ml	ml	ADP
fuelectenerg-11938	67	7	algorithms	algorithm	NOUN
fuelectenerg-11938	67	8	to	to	PART
fuelectenerg-11938	67	9	predict	predict	VERB
fuelectenerg-11938	67	10	the	the	DET
fuelectenerg-11938	67	11	return	return	NOUN
fuelectenerg-11938	67	12	loss	loss	NOUN
fuelectenerg-11938	67	13	(	(	PUNCT
fuelectenerg-11938	67	14	s11	s11	NOUN
fuelectenerg-11938	67	15	)	)	PUNCT
fuelectenerg-11938	67	16	based	base	VERB
fuelectenerg-11938	67	17	on	on	ADP
fuelectenerg-11938	67	18	various	various	ADJ
fuelectenerg-11938	67	19	antenna	antenna	NOUN
fuelectenerg-11938	67	20	parameters	parameter	NOUN
fuelectenerg-11938	67	21	.	.	PUNCT
fuelectenerg-11938	68	1	by	by	ADP
fuelectenerg-11938	68	2	doing	do	VERB
fuelectenerg-11938	68	3	so	so	ADV
fuelectenerg-11938	68	4	,	,	PUNCT
fuelectenerg-11938	68	5	it	it	PRON
fuelectenerg-11938	68	6	hopes	hope	VERB
fuelectenerg-11938	68	7	to	to	PART
fuelectenerg-11938	68	8	eliminate	eliminate	VERB
fuelectenerg-11938	68	9	the	the	DET
fuelectenerg-11938	68	10	need	need	NOUN
fuelectenerg-11938	68	11	for	for	ADP
fuelectenerg-11938	68	12	repetitive	repetitive	ADJ
fuelectenerg-11938	68	13	trial	trial	NOUN
fuelectenerg-11938	68	14	and	and	CCONJ
fuelectenerg-11938	68	15	erroroptimization	erroroptimization	NOUN
fuelectenerg-11938	68	16	methods	method	NOUN
fuelectenerg-11938	68	17	.	.	PUNCT
fuelectenerg-11938	69	1	the	the	DET
fuelectenerg-11938	69	2	study	study	NOUN
fuelectenerg-11938	69	3	employs	employ	VERB
fuelectenerg-11938	69	4	six	six	NUM
fuelectenerg-11938	69	5	different	different	ADJ
fuelectenerg-11938	69	6	algorithms	algorithm	NOUN
fuelectenerg-11938	69	7	:	:	PUNCT
fuelectenerg-11938	69	8	decision	decision	NOUN
fuelectenerg-11938	69	9	tree	tree	NOUN
fuelectenerg-11938	69	10	,	,	PUNCT
fuelectenerg-11938	69	11	random	random	ADJ
fuelectenerg-11938	69	12	forest	forest	NOUN
fuelectenerg-11938	69	13	,	,	PUNCT
fuelectenerg-11938	69	14	xg	xg	NOUN
fuelectenerg-11938	69	15	-	-	PUNCT
fuelectenerg-11938	69	16	boost	boost	NOUN
fuelectenerg-11938	69	17	regression	regression	NOUN
fuelectenerg-11938	69	18	,	,	PUNCT
fuelectenerg-11938	69	19	knn	knn	PROPN
fuelectenerg-11938	69	20	,	,	PUNCT
fuelectenerg-11938	69	21	gbr	gbr	PROPN
fuelectenerg-11938	69	22	,	,	PUNCT
fuelectenerg-11938	69	23	and	and	CCONJ
fuelectenerg-11938	69	24	lgbr	lgbr	NOUN
fuelectenerg-11938	69	25	.	.	PUNCT
fuelectenerg-11938	70	1	these	these	DET
fuelectenerg-11938	70	2	algorithms	algorithm	NOUN
fuelectenerg-11938	70	3	were	be	AUX
fuelectenerg-11938	70	4	chosen	choose	VERB
fuelectenerg-11938	70	5	because	because	SCONJ
fuelectenerg-11938	70	6	of	of	ADP
fuelectenerg-11938	70	7	their	their	PRON
fuelectenerg-11938	70	8	capacity	capacity	NOUN
fuelectenerg-11938	70	9	to	to	PART
fuelectenerg-11938	70	10	handle	handle	VERB
fuelectenerg-11938	70	11	regression	regression	NOUN
fuelectenerg-11938	70	12	tasks	task	NOUN
fuelectenerg-11938	70	13	involving	involve	VERB
fuelectenerg-11938	70	14	nonlinear	nonlinear	ADJ
fuelectenerg-11938	70	15	data	datum	NOUN
fuelectenerg-11938	70	16	,	,	PUNCT
fuelectenerg-11938	70	17	which	which	PRON
fuelectenerg-11938	70	18	is	be	AUX
fuelectenerg-11938	70	19	typically	typically	ADV
fuelectenerg-11938	70	20	found	find	VERB
fuelectenerg-11938	70	21	in	in	ADP
fuelectenerg-11938	70	22	the	the	DET
fuelectenerg-11938	70	23	dataset	dataset	NOUN
fuelectenerg-11938	70	24	generated	generate	VERB
fuelectenerg-11938	70	25	by	by	ADP
fuelectenerg-11938	70	26	hfss	hfss	NOUN
fuelectenerg-11938	70	27	antenna	antenna	NOUN
fuelectenerg-11938	70	28	simulations	simulation	NOUN
fuelectenerg-11938	70	29	.	.	PUNCT
fuelectenerg-11938	71	1	after	after	ADP
fuelectenerg-11938	71	2	running	run	VERB
fuelectenerg-11938	71	3	antenna	antenna	NOUN
fuelectenerg-11938	71	4	simulations	simulation	NOUN
fuelectenerg-11938	71	5	,	,	PUNCT
fuelectenerg-11938	71	6	the	the	DET
fuelectenerg-11938	71	7	dataset	dataset	NOUN
fuelectenerg-11938	71	8	is	be	AUX
fuelectenerg-11938	71	9	generated	generate	VERB
fuelectenerg-11938	71	10	which	which	PRON
fuelectenerg-11938	71	11	contains	contain	VERB
fuelectenerg-11938	71	12	the	the	DET
fuelectenerg-11938	71	13	resonance	resonance	NOUN
fuelectenerg-11938	71	14	frequency	frequency	NOUN
fuelectenerg-11938	71	15	,	,	PUNCT
fuelectenerg-11938	71	16	diameter	diameter	NOUN
fuelectenerg-11938	71	17	of	of	ADP
fuelectenerg-11938	71	18	the	the	DET
fuelectenerg-11938	71	19	circular	circular	ADJ
fuelectenerg-11938	71	20	slot	slot	NOUN
fuelectenerg-11938	71	21	of	of	ADP
fuelectenerg-11938	71	22	the	the	DET
fuelectenerg-11938	71	23	patch	patch	NOUN
fuelectenerg-11938	71	24	,	,	PUNCT
fuelectenerg-11938	71	25	and	and	CCONJ
fuelectenerg-11938	71	26	diameter	diameter	NOUN
fuelectenerg-11938	71	27	of	of	ADP
fuelectenerg-11938	71	28	the	the	DET
fuelectenerg-11938	71	29	semi	semi	ADJ
fuelectenerg-11938	71	30	-	-	ADJ
fuelectenerg-11938	71	31	circular	circular	ADJ
fuelectenerg-11938	71	32	slot	slot	NOUN
fuelectenerg-11938	71	33	of	of	ADP
fuelectenerg-11938	71	34	ground	ground	NOUN
fuelectenerg-11938	71	35	and	and	CCONJ
fuelectenerg-11938	71	36	return	return	VERB
fuelectenerg-11938	71	37	loss	loss	NOUN
fuelectenerg-11938	71	38	values	value	NOUN
fuelectenerg-11938	71	39	.	.	PUNCT
fuelectenerg-11938	72	1	the	the	DET
fuelectenerg-11938	72	2	s11	s11	PROPN
fuelectenerg-11938	72	3	values	value	NOUN
fuelectenerg-11938	72	4	are	be	AUX
fuelectenerg-11938	72	5	then	then	ADV
fuelectenerg-11938	72	6	predicted	predict	VERB
fuelectenerg-11938	72	7	using	use	VERB
fuelectenerg-11938	72	8	various	various	ADJ
fuelectenerg-11938	72	9	ml	ml	NOUN
fuelectenerg-11938	72	10	techniques	technique	NOUN
fuelectenerg-11938	72	11	.	.	PUNCT
fuelectenerg-11938	73	1	592	592	NUM
fuelectenerg-11938	73	2	r.	r.	PROPN
fuelectenerg-11938	73	3	jain	jain	PROPN
fuelectenerg-11938	73	4	,	,	PUNCT
fuelectenerg-11938	73	5	v.	v.	PROPN
fuelectenerg-11938	73	6	vikas	vikas	PROPN
fuelectenerg-11938	73	7	thakare	thakare	PROPN
fuelectenerg-11938	73	8	,	,	PUNCT
fuelectenerg-11938	73	9	p.	p.	PROPN
fuelectenerg-11938	73	10	k.	k.	PROPN
fuelectenerg-11938	74	1	singhal	singhal	PROPN
fuelectenerg-11938	74	2	the	the	DET
fuelectenerg-11938	74	3	rest	rest	NOUN
fuelectenerg-11938	74	4	of	of	ADP
fuelectenerg-11938	74	5	the	the	DET
fuelectenerg-11938	74	6	article	article	NOUN
fuelectenerg-11938	74	7	is	be	AUX
fuelectenerg-11938	74	8	organized	organize	VERB
fuelectenerg-11938	74	9	as	as	SCONJ
fuelectenerg-11938	74	10	follows	follow	VERB
fuelectenerg-11938	74	11	:	:	PUNCT
fuelectenerg-11938	74	12	section	section	NOUN
fuelectenerg-11938	74	13	2	2	NUM
fuelectenerg-11938	74	14	details	detail	NOUN
fuelectenerg-11938	74	15	the	the	DET
fuelectenerg-11938	74	16	antenna	antenna	NOUN
fuelectenerg-11938	74	17	evolution	evolution	NOUN
fuelectenerg-11938	74	18	and	and	CCONJ
fuelectenerg-11938	74	19	analysis	analysis	NOUN
fuelectenerg-11938	74	20	of	of	ADP
fuelectenerg-11938	74	21	the	the	DET
fuelectenerg-11938	74	22	proposed	propose	VERB
fuelectenerg-11938	74	23	antenna	antenna	NOUN
fuelectenerg-11938	74	24	.	.	PUNCT
fuelectenerg-11938	75	1	section	section	NOUN
fuelectenerg-11938	75	2	3	3	NUM
fuelectenerg-11938	75	3	exhibits	exhibit	VERB
fuelectenerg-11938	75	4	optimization	optimization	NOUN
fuelectenerg-11938	75	5	through	through	ADP
fuelectenerg-11938	75	6	the	the	DET
fuelectenerg-11938	75	7	use	use	NOUN
fuelectenerg-11938	75	8	of	of	ADP
fuelectenerg-11938	75	9	ml	ml	NOUN
fuelectenerg-11938	75	10	models	model	NOUN
fuelectenerg-11938	75	11	.	.	PUNCT
fuelectenerg-11938	76	1	section	section	NOUN
fuelectenerg-11938	76	2	4	4	NUM
fuelectenerg-11938	76	3	evaluates	evaluate	VERB
fuelectenerg-11938	76	4	performance	performance	NOUN
fuelectenerg-11938	76	5	using	use	VERB
fuelectenerg-11938	76	6	results	result	NOUN
fuelectenerg-11938	76	7	.	.	PUNCT
fuelectenerg-11938	77	1	finally	finally	ADV
fuelectenerg-11938	77	2	,	,	PUNCT
fuelectenerg-11938	77	3	section	section	NOUN
fuelectenerg-11938	77	4	5	5	NUM
fuelectenerg-11938	77	5	presents	present	VERB
fuelectenerg-11938	77	6	the	the	DET
fuelectenerg-11938	77	7	conclusions	conclusion	NOUN
fuelectenerg-11938	77	8	.	.	PUNCT
fuelectenerg-11938	78	1	2	2	X
fuelectenerg-11938	78	2	.	.	X
fuelectenerg-11938	78	3	evolution	evolution	NOUN
fuelectenerg-11938	78	4	and	and	CCONJ
fuelectenerg-11938	78	5	analysis	analysis	NOUN
fuelectenerg-11938	78	6	of	of	ADP
fuelectenerg-11938	78	7	uwb	uwb	PROPN
fuelectenerg-11938	78	8	antenna	antenna	NOUN
fuelectenerg-11938	78	9	2.1	2.1	NUM
fuelectenerg-11938	78	10	.	.	PUNCT
fuelectenerg-11938	79	1	antenna	antenna	NOUN
fuelectenerg-11938	79	2	dimensions	dimension	NOUN
fuelectenerg-11938	79	3	&	&	CCONJ
fuelectenerg-11938	79	4	evolution	evolution	NOUN
fuelectenerg-11938	79	5	the	the	DET
fuelectenerg-11938	79	6	antenna	antenna	NOUN
fuelectenerg-11938	79	7	design	design	NOUN
fuelectenerg-11938	79	8	evolution	evolution	NOUN
fuelectenerg-11938	79	9	is	be	AUX
fuelectenerg-11938	79	10	derived	derive	VERB
fuelectenerg-11938	79	11	in	in	ADP
fuelectenerg-11938	79	12	five	five	NUM
fuelectenerg-11938	79	13	iterations	iteration	NOUN
fuelectenerg-11938	79	14	,	,	PUNCT
fuelectenerg-11938	79	15	along	along	ADP
fuelectenerg-11938	79	16	with	with	ADP
fuelectenerg-11938	79	17	the	the	DET
fuelectenerg-11938	79	18	intermediate	intermediate	ADJ
fuelectenerg-11938	79	19	stages	stage	NOUN
fuelectenerg-11938	79	20	and	and	CCONJ
fuelectenerg-11938	79	21	geometry	geometry	NOUN
fuelectenerg-11938	79	22	of	of	ADP
fuelectenerg-11938	79	23	the	the	DET
fuelectenerg-11938	79	24	proposed	propose	VERB
fuelectenerg-11938	79	25	antenna	antenna	NOUN
fuelectenerg-11938	79	26	depicted	depict	VERB
fuelectenerg-11938	79	27	in	in	ADP
fuelectenerg-11938	79	28	figs	fig	NOUN
fuelectenerg-11938	79	29	.	.	PUNCT
fuelectenerg-11938	80	1	2	2	NUM
fuelectenerg-11938	80	2	and	and	CCONJ
fuelectenerg-11938	80	3	3	3	NUM
fuelectenerg-11938	80	4	,	,	PUNCT
fuelectenerg-11938	80	5	as	as	ADV
fuelectenerg-11938	80	6	well	well	ADV
fuelectenerg-11938	80	7	as	as	ADP
fuelectenerg-11938	80	8	the	the	DET
fuelectenerg-11938	80	9	geometric	geometric	ADJ
fuelectenerg-11938	80	10	parameters	parameter	NOUN
fuelectenerg-11938	80	11	listed	list	VERB
fuelectenerg-11938	80	12	in	in	ADP
fuelectenerg-11938	80	13	table	table	NOUN
fuelectenerg-11938	80	14	1	1	NUM
fuelectenerg-11938	80	15	.	.	PUNCT
fuelectenerg-11938	81	1	it	it	PRON
fuelectenerg-11938	81	2	is	be	AUX
fuelectenerg-11938	81	3	composed	compose	VERB
fuelectenerg-11938	81	4	of	of	ADP
fuelectenerg-11938	81	5	fr-4	fr-4	X
fuelectenerg-11938	81	6	(	(	PUNCT
fuelectenerg-11938	81	7	flame	flame	NOUN
fuelectenerg-11938	81	8	retardant	retardant	NOUN
fuelectenerg-11938	81	9	and	and	CCONJ
fuelectenerg-11938	81	10	type	type	NOUN
fuelectenerg-11938	81	11	4	4	NUM
fuelectenerg-11938	81	12	)	)	PUNCT
fuelectenerg-11938	81	13	substrate	substrate	NOUN
fuelectenerg-11938	81	14	and	and	CCONJ
fuelectenerg-11938	81	15	is	be	AUX
fuelectenerg-11938	81	16	43	43	NUM
fuelectenerg-11938	81	17	mm	mm	NOUN
fuelectenerg-11938	81	18	x	x	SYM
fuelectenerg-11938	81	19	40	40	NUM
fuelectenerg-11938	81	20	mm	mm	PROPN
fuelectenerg-11938	81	21	x	x	SYM
fuelectenerg-11938	81	22	1.6	1.6	NUM
fuelectenerg-11938	81	23	mm	mm	NOUN
fuelectenerg-11938	81	24	.	.	PUNCT
fuelectenerg-11938	82	1	the	the	DET
fuelectenerg-11938	82	2	thickness	thickness	NOUN
fuelectenerg-11938	82	3	of	of	ADP
fuelectenerg-11938	82	4	the	the	DET
fuelectenerg-11938	82	5	substrate	substrate	NOUN
fuelectenerg-11938	82	6	is	be	AUX
fuelectenerg-11938	82	7	1.6	1.6	NUM
fuelectenerg-11938	82	8	mm	mm	NOUN
fuelectenerg-11938	82	9	,	,	PUNCT
fuelectenerg-11938	82	10	the	the	DET
fuelectenerg-11938	82	11	dielectric	dielectric	ADJ
fuelectenerg-11938	82	12	constant	constant	NOUN
fuelectenerg-11938	82	13	is	be	AUX
fuelectenerg-11938	82	14	εr	εr	NOUN
fuelectenerg-11938	82	15	=	=	SYM
fuelectenerg-11938	82	16	4.4	4.4	NUM
fuelectenerg-11938	82	17	,	,	PUNCT
fuelectenerg-11938	82	18	and	and	CCONJ
fuelectenerg-11938	82	19	the	the	DET
fuelectenerg-11938	82	20	loss	loss	NOUN
fuelectenerg-11938	82	21	tangent	tangent	NOUN
fuelectenerg-11938	82	22	is	be	AUX
fuelectenerg-11938	82	23	tan	tan	PROPN
fuelectenerg-11938	82	24	δ	δ	X
fuelectenerg-11938	82	25	=	=	NOUN
fuelectenerg-11938	82	26	0.02	0.02	NUM
fuelectenerg-11938	82	27	for	for	ADP
fuelectenerg-11938	82	28	all	all	DET
fuelectenerg-11938	82	29	specified	specify	VERB
fuelectenerg-11938	82	30	antenna	antenna	NOUN
fuelectenerg-11938	82	31	design	design	NOUN
fuelectenerg-11938	82	32	iterations	iteration	NOUN
fuelectenerg-11938	82	33	.	.	PUNCT
fuelectenerg-11938	83	1	the	the	DET
fuelectenerg-11938	83	2	first	first	ADJ
fuelectenerg-11938	83	3	stage	stage	NOUN
fuelectenerg-11938	83	4	as	as	SCONJ
fuelectenerg-11938	83	5	illustrated	illustrate	VERB
fuelectenerg-11938	83	6	in	in	ADP
fuelectenerg-11938	83	7	fig	fig	NOUN
fuelectenerg-11938	83	8	.	.	PUNCT
fuelectenerg-11938	84	1	2	2	NUM
fuelectenerg-11938	84	2	,	,	PUNCT
fuelectenerg-11938	84	3	ant	ant	NOUN
fuelectenerg-11938	84	4	1	1	NUM
fuelectenerg-11938	84	5	is	be	AUX
fuelectenerg-11938	84	6	a	a	DET
fuelectenerg-11938	84	7	standard	standard	ADJ
fuelectenerg-11938	84	8	circular	circular	ADJ
fuelectenerg-11938	84	9	patch	patch	NOUN
fuelectenerg-11938	84	10	antenna	antenna	NOUN
fuelectenerg-11938	84	11	,	,	PUNCT
fuelectenerg-11938	84	12	the	the	DET
fuelectenerg-11938	84	13	radius	radius	NOUN
fuelectenerg-11938	84	14	of	of	ADP
fuelectenerg-11938	84	15	the	the	DET
fuelectenerg-11938	84	16	patch	patch	NOUN
fuelectenerg-11938	84	17	can	can	AUX
fuelectenerg-11938	84	18	be	be	AUX
fuelectenerg-11938	84	19	calculated	calculate	VERB
fuelectenerg-11938	84	20	using	use	VERB
fuelectenerg-11938	84	21	the	the	DET
fuelectenerg-11938	84	22	following	follow	VERB
fuelectenerg-11938	84	23	equation	equation	NOUN
fuelectenerg-11938	84	24	1[14	1[14	NUM
fuelectenerg-11938	84	25	]	]	PUNCT
fuelectenerg-11938	84	26	.	.	PUNCT
fuelectenerg-11938	85	1	1/2	1/2	NUM
fuelectenerg-11938	85	2	2	2	NUM
fuelectenerg-11938	85	3	1	1	NUM
fuelectenerg-11938	85	4	ln	ln	NOUN
fuelectenerg-11938	85	5	1.7726	1.7726	NUM
fuelectenerg-11938	85	6	2r	2r	NUM
fuelectenerg-11938	85	7	f	f	NOUN
fuelectenerg-11938	85	8	r	r	NOUN
fuelectenerg-11938	85	9	h	h	NOUN
fuelectenerg-11938	86	1	f	f	NOUN
fuelectenerg-11938	86	2	f	f	PROPN
fuelectenerg-11938	86	3	h	h	PROPN
fuelectenerg-11938	86	4			PROPN
fuelectenerg-11938	86	5			NOUN
fuelectenerg-11938	86	6	=	=	SYM
fuelectenerg-11938	86	7			NOUN
fuelectenerg-11938	86	8			VERB
fuelectenerg-11938	86	9			PROPN
fuelectenerg-11938	86	10			PROPN
fuelectenerg-11938	87	1	+	+	CCONJ
fuelectenerg-11938	88	1	+	+	ADJ
fuelectenerg-11938	88	2			NOUN
fuelectenerg-11938	88	3			NOUN
fuelectenerg-11938	88	4			ADJ
fuelectenerg-11938	88	5			PROPN
fuelectenerg-11938	88	6			PROPN
fuelectenerg-11938	88	7			PUNCT
fuelectenerg-11938	89	1			NOUN
fuelectenerg-11938	89	2			PROPN
fuelectenerg-11938	89	3	(	(	PUNCT
fuelectenerg-11938	89	4	1	1	NUM
fuelectenerg-11938	89	5	)	)	PUNCT
fuelectenerg-11938	89	6	where	where	SCONJ
fuelectenerg-11938	89	7	,	,	PUNCT
fuelectenerg-11938	89	8	f	f	PROPN
fuelectenerg-11938	89	9	=	=	PROPN
fuelectenerg-11938	89	10	8.791	8.791	NUM
fuelectenerg-11938	89	11	∙	∙	PROPN
fuelectenerg-11938	89	12	109	109	NUM
fuelectenerg-11938	89	13	/	/	SYM
fuelectenerg-11938	89	14	(	(	PUNCT
fuelectenerg-11938	89	15	fr	fr	ADJ
fuelectenerg-11938	89	16	∙	∙	PROPN
fuelectenerg-11938	89	17	(	(	PUNCT
fuelectenerg-11938	89	18	εr	εr	NOUN
fuelectenerg-11938	89	19	)	)	PUNCT
fuelectenerg-11938	89	20	1/2	1/2	NUM
fuelectenerg-11938	89	21	)	)	PUNCT
fuelectenerg-11938	89	22	,	,	PUNCT
fuelectenerg-11938	89	23	r	r	NOUN
fuelectenerg-11938	89	24	=	=	SYM
fuelectenerg-11938	89	25	radius	radius	NOUN
fuelectenerg-11938	89	26	of	of	ADP
fuelectenerg-11938	89	27	circular	circular	ADJ
fuelectenerg-11938	89	28	patch	patch	NOUN
fuelectenerg-11938	89	29	,	,	PUNCT
fuelectenerg-11938	89	30	fr	fr	NOUN
fuelectenerg-11938	89	31	=	=	NOUN
fuelectenerg-11938	89	32	resonant	resonant	ADJ
fuelectenerg-11938	89	33	frequency	frequency	NOUN
fuelectenerg-11938	89	34	,	,	PUNCT
fuelectenerg-11938	89	35	h	h	NOUN
fuelectenerg-11938	89	36	=	=	NOUN
fuelectenerg-11938	89	37	substrate	substrate	NOUN
fuelectenerg-11938	89	38	height	height	NOUN
fuelectenerg-11938	89	39	,	,	PUNCT
fuelectenerg-11938	89	40	εr	εr	NOUN
fuelectenerg-11938	89	41	=	=	ADJ
fuelectenerg-11938	89	42	dielectric	dielectric	ADJ
fuelectenerg-11938	89	43	constant	constant	ADJ
fuelectenerg-11938	89	44	of	of	ADP
fuelectenerg-11938	89	45	the	the	DET
fuelectenerg-11938	89	46	substrate	substrate	NOUN
fuelectenerg-11938	89	47	.	.	PUNCT
fuelectenerg-11938	90	1	t	t	NOUN
fuelectenerg-11938	90	2	o	o	X
fuelectenerg-11938	91	1	p	p	X
fuelectenerg-11938	91	2	v	v	X
fuelectenerg-11938	91	3	ie	ie	PROPN
fuelectenerg-11938	91	4	w	w	PROPN
fuelectenerg-11938	91	5	b	b	PROPN
fuelectenerg-11938	92	1	o	o	INTJ
fuelectenerg-11938	92	2	tt	tt	X
fuelectenerg-11938	92	3	o	o	X
fuelectenerg-11938	92	4	m	m	VERB
fuelectenerg-11938	92	5	v	v	NOUN
fuelectenerg-11938	92	6	ie	ie	ADV
fuelectenerg-11938	92	7	w	w	PROPN
fuelectenerg-11938	92	8	(	(	PUNCT
fuelectenerg-11938	92	9	a	a	PRON
fuelectenerg-11938	92	10	)	)	PUNCT
fuelectenerg-11938	92	11	ant	ant	NOUN
fuelectenerg-11938	92	12	1	1	NUM
fuelectenerg-11938	92	13	(	(	PUNCT
fuelectenerg-11938	92	14	b	b	NOUN
fuelectenerg-11938	92	15	)	)	PUNCT
fuelectenerg-11938	92	16	ant	ant	NOUN
fuelectenerg-11938	92	17	2	2	NUM
fuelectenerg-11938	92	18	(	(	PUNCT
fuelectenerg-11938	92	19	c	c	NOUN
fuelectenerg-11938	92	20	)	)	PUNCT
fuelectenerg-11938	92	21	ant	ant	NOUN
fuelectenerg-11938	92	22	3	3	NUM
fuelectenerg-11938	92	23	(	(	PUNCT
fuelectenerg-11938	92	24	d	d	NOUN
fuelectenerg-11938	92	25	)	)	PUNCT
fuelectenerg-11938	92	26	ant	ant	ADJ
fuelectenerg-11938	92	27	4	4	NUM
fuelectenerg-11938	92	28	fig	fig	NOUN
fuelectenerg-11938	92	29	.	.	PUNCT
fuelectenerg-11938	93	1	2	2	NUM
fuelectenerg-11938	93	2	antenna	antenna	NOUN
fuelectenerg-11938	93	3	evolution	evolution	NOUN
fuelectenerg-11938	93	4	in	in	ADP
fuelectenerg-11938	93	5	ant	ant	ADJ
fuelectenerg-11938	93	6	2	2	NUM
fuelectenerg-11938	93	7	,	,	PUNCT
fuelectenerg-11938	93	8	two	two	NUM
fuelectenerg-11938	93	9	circular	circular	ADJ
fuelectenerg-11938	93	10	slots	slot	NOUN
fuelectenerg-11938	93	11	of	of	ADP
fuelectenerg-11938	93	12	diameter	diameter	NOUN
fuelectenerg-11938	93	13	7	7	NUM
fuelectenerg-11938	93	14	mm	mm	NOUN
fuelectenerg-11938	93	15	are	be	AUX
fuelectenerg-11938	93	16	formed	form	VERB
fuelectenerg-11938	93	17	from	from	ADP
fuelectenerg-11938	93	18	the	the	DET
fuelectenerg-11938	93	19	main	main	ADJ
fuelectenerg-11938	93	20	circular	circular	ADJ
fuelectenerg-11938	93	21	radiating	radiating	NOUN
fuelectenerg-11938	93	22	patch	patch	NOUN
fuelectenerg-11938	93	23	of	of	ADP
fuelectenerg-11938	93	24	diameter	diameter	NOUN
fuelectenerg-11938	93	25	15	15	NUM
fuelectenerg-11938	93	26	mm	mm	NOUN
fuelectenerg-11938	93	27	to	to	PART
fuelectenerg-11938	93	28	provide	provide	VERB
fuelectenerg-11938	93	29	for	for	ADP
fuelectenerg-11938	93	30	a	a	DET
fuelectenerg-11938	93	31	seamless	seamless	ADJ
fuelectenerg-11938	93	32	transition	transition	NOUN
fuelectenerg-11938	93	33	of	of	ADP
fuelectenerg-11938	93	34	current	current	NOUN
fuelectenerg-11938	93	35	from	from	ADP
fuelectenerg-11938	93	36	the	the	DET
fuelectenerg-11938	93	37	transmission	transmission	NOUN
fuelectenerg-11938	93	38	line	line	NOUN
fuelectenerg-11938	93	39	to	to	ADP
fuelectenerg-11938	93	40	the	the	DET
fuelectenerg-11938	93	41	radiating	radiating	NOUN
fuelectenerg-11938	93	42	patch	patch	NOUN
fuelectenerg-11938	93	43	.	.	PUNCT
fuelectenerg-11938	94	1	ant	ant	PROPN
fuelectenerg-11938	94	2	3	3	NUM
fuelectenerg-11938	94	3	is	be	AUX
fuelectenerg-11938	94	4	formed	form	VERB
fuelectenerg-11938	94	5	by	by	ADP
fuelectenerg-11938	94	6	four	four	NUM
fuelectenerg-11938	94	7	patches	patch	NOUN
fuelectenerg-11938	94	8	of	of	ADP
fuelectenerg-11938	94	9	diameter	diameter	NOUN
fuelectenerg-11938	94	10	3.5	3.5	NUM
fuelectenerg-11938	94	11	mm	mm	NOUN
fuelectenerg-11938	94	12	inside	inside	ADP
fuelectenerg-11938	94	13	these	these	DET
fuelectenerg-11938	94	14	two	two	NUM
fuelectenerg-11938	94	15	slots	slot	NOUN
fuelectenerg-11938	94	16	of	of	ADP
fuelectenerg-11938	94	17	7	7	NUM
fuelectenerg-11938	94	18	mm	mm	PROPN
fuelectenerg-11938	94	19	diameter	diameter	NOUN
fuelectenerg-11938	94	20	,	,	PUNCT
fuelectenerg-11938	94	21	followed	follow	VERB
fuelectenerg-11938	94	22	by	by	ADP
fuelectenerg-11938	94	23	ant	ant	NOUN
fuelectenerg-11938	94	24	4	4	NUM
fuelectenerg-11938	94	25	additionally	additionally	ADV
fuelectenerg-11938	94	26	,	,	PUNCT
fuelectenerg-11938	94	27	two	two	NUM
fuelectenerg-11938	94	28	slots	slot	NOUN
fuelectenerg-11938	94	29	are	be	AUX
fuelectenerg-11938	94	30	created	create	VERB
fuelectenerg-11938	94	31	on	on	ADP
fuelectenerg-11938	94	32	the	the	DET
fuelectenerg-11938	94	33	main	main	ADJ
fuelectenerg-11938	94	34	enhancing	enhance	VERB
fuelectenerg-11938	94	35	circular	circular	ADJ
fuelectenerg-11938	94	36	microstrip	microstrip	NOUN
fuelectenerg-11938	94	37	patch	patch	NOUN
fuelectenerg-11938	94	38	antenna	antenna	NOUN
fuelectenerg-11938	94	39	performance	performance	NOUN
fuelectenerg-11938	94	40	using	use	VERB
fuelectenerg-11938	94	41	machine	machine	NOUN
fuelectenerg-11938	94	42	learning	learning	NOUN
fuelectenerg-11938	94	43	models	model	NOUN
fuelectenerg-11938	94	44	593	593	NUM
fuelectenerg-11938	94	45	patch	patch	NOUN
fuelectenerg-11938	94	46	,	,	PUNCT
fuelectenerg-11938	94	47	one	one	NUM
fuelectenerg-11938	94	48	at	at	ADP
fuelectenerg-11938	94	49	the	the	DET
fuelectenerg-11938	94	50	top	top	NOUN
fuelectenerg-11938	94	51	and	and	CCONJ
fuelectenerg-11938	94	52	one	one	NUM
fuelectenerg-11938	94	53	at	at	ADP
fuelectenerg-11938	94	54	the	the	DET
fuelectenerg-11938	94	55	bottom	bottom	NOUN
fuelectenerg-11938	94	56	,	,	PUNCT
fuelectenerg-11938	94	57	whose	whose	DET
fuelectenerg-11938	94	58	diameter	diameter	NOUN
fuelectenerg-11938	94	59	is	be	AUX
fuelectenerg-11938	94	60	varied	varied	ADJ
fuelectenerg-11938	94	61	from	from	ADP
fuelectenerg-11938	94	62	2.4	2.4	NUM
fuelectenerg-11938	94	63	mm	mm	NOUN
fuelectenerg-11938	94	64	to	to	ADP
fuelectenerg-11938	94	65	4	4	NUM
fuelectenerg-11938	94	66	mm	mm	NOUN
fuelectenerg-11938	94	67	with	with	ADP
fuelectenerg-11938	94	68	a	a	DET
fuelectenerg-11938	94	69	step	step	NOUN
fuelectenerg-11938	94	70	size	size	NOUN
fuelectenerg-11938	94	71	of	of	ADP
fuelectenerg-11938	94	72	0.2	0.2	NUM
fuelectenerg-11938	94	73	mm	mm	NOUN
fuelectenerg-11938	94	74	to	to	PART
fuelectenerg-11938	94	75	apply	apply	VERB
fuelectenerg-11938	94	76	ml	ml	ADP
fuelectenerg-11938	94	77	algorithms	algorithm	NOUN
fuelectenerg-11938	94	78	for	for	ADP
fuelectenerg-11938	94	79	optimization	optimization	NOUN
fuelectenerg-11938	94	80	.	.	PUNCT
fuelectenerg-11938	95	1	,	,	PUNCT
fuelectenerg-11938	95	2	ant	ant	VERB
fuelectenerg-11938	95	3	5	5	NUM
fuelectenerg-11938	95	4	a	a	DET
fuelectenerg-11938	95	5	semicircle	semicircle	NOUN
fuelectenerg-11938	95	6	slot	slot	NOUN
fuelectenerg-11938	95	7	with	with	ADP
fuelectenerg-11938	95	8	a	a	DET
fuelectenerg-11938	95	9	diameter	diameter	NOUN
fuelectenerg-11938	95	10	ranging	range	VERB
fuelectenerg-11938	95	11	from	from	ADP
fuelectenerg-11938	95	12	0.1	0.1	NUM
fuelectenerg-11938	95	13	to	to	PART
fuelectenerg-11938	95	14	3	3	NUM
fuelectenerg-11938	95	15	mm	mm	NOUN
fuelectenerg-11938	95	16	is	be	AUX
fuelectenerg-11938	95	17	produced	produce	VERB
fuelectenerg-11938	95	18	in	in	ADP
fuelectenerg-11938	95	19	the	the	DET
fuelectenerg-11938	95	20	ground	ground	NOUN
fuelectenerg-11938	95	21	plane	plane	NOUN
fuelectenerg-11938	95	22	,	,	PUNCT
fuelectenerg-11938	95	23	which	which	PRON
fuelectenerg-11938	95	24	is	be	AUX
fuelectenerg-11938	95	25	a	a	DET
fuelectenerg-11938	95	26	defective	defective	ADJ
fuelectenerg-11938	95	27	ground	ground	NOUN
fuelectenerg-11938	95	28	structure	structure	NOUN
fuelectenerg-11938	95	29	(	(	PUNCT
fuelectenerg-11938	95	30	dgs	dgs	NOUN
fuelectenerg-11938	95	31	)	)	PUNCT
fuelectenerg-11938	95	32	with	with	ADP
fuelectenerg-11938	95	33	dimensions	dimension	NOUN
fuelectenerg-11938	95	34	of	of	ADP
fuelectenerg-11938	95	35	10	10	NUM
fuelectenerg-11938	95	36	mm	mm	NOUN
fuelectenerg-11938	95	37	by	by	ADP
fuelectenerg-11938	95	38	40	40	NUM
fuelectenerg-11938	95	39	mm	mm	NOUN
fuelectenerg-11938	95	40	(	(	PUNCT
fuelectenerg-11938	95	41	for	for	ADP
fuelectenerg-11938	95	42	optimization	optimization	NOUN
fuelectenerg-11938	95	43	)	)	PUNCT
fuelectenerg-11938	95	44	.	.	PUNCT
fuelectenerg-11938	96	1	t	t	NOUN
fuelectenerg-11938	97	1	o	o	X
fuelectenerg-11938	97	2	p	p	X
fuelectenerg-11938	97	3	v	v	X
fuelectenerg-11938	97	4	ie	ie	X
fuelectenerg-11938	97	5	w	w	PROPN
fuelectenerg-11938	97	6	fig	fig	NOUN
fuelectenerg-11938	97	7	.	.	PUNCT
fuelectenerg-11938	98	1	3	3	NUM
fuelectenerg-11938	98	2	geometry	geometry	NOUN
fuelectenerg-11938	98	3	of	of	ADP
fuelectenerg-11938	98	4	ant	ant	NOUN
fuelectenerg-11938	98	5	5	5	NUM
fuelectenerg-11938	98	6	(	(	PUNCT
fuelectenerg-11938	98	7	proposed	propose	VERB
fuelectenerg-11938	98	8	antenna	antenna	NOUN
fuelectenerg-11938	98	9	)	)	PUNCT
fuelectenerg-11938	98	10	2	2	NUM
fuelectenerg-11938	98	11	4	4	NUM
fuelectenerg-11938	98	12	6	6	NUM
fuelectenerg-11938	98	13	8	8	NUM
fuelectenerg-11938	98	14	10	10	NUM
fuelectenerg-11938	98	15	-40	-40	NUM
fuelectenerg-11938	98	16	-35	-35	NUM
fuelectenerg-11938	98	17	-30	-30	NUM
fuelectenerg-11938	98	18	-25	-25	PROPN
fuelectenerg-11938	98	19	-20	-20	NUM
fuelectenerg-11938	98	20	-15	-15	PUNCT
fuelectenerg-11938	98	21	-10	-10	PUNCT
fuelectenerg-11938	98	22	-5	-5	PUNCT
fuelectenerg-11938	98	23	0	0	NUM
fuelectenerg-11938	98	24	ant	ant	ADJ
fuelectenerg-11938	98	25	1	1	NUM
fuelectenerg-11938	98	26	ant	ant	ADJ
fuelectenerg-11938	98	27	2	2	NUM
fuelectenerg-11938	98	28	ant	ant	NOUN
fuelectenerg-11938	98	29	3	3	NUM
fuelectenerg-11938	98	30	ant	ant	NOUN
fuelectenerg-11938	98	31	4	4	NUM
fuelectenerg-11938	98	32	proposed	propose	VERB
fuelectenerg-11938	98	33	r	r	NOUN
fuelectenerg-11938	98	34	et	et	NOUN
fuelectenerg-11938	98	35	u	u	NOUN
fuelectenerg-11938	98	36	rn	rn	PROPN
fuelectenerg-11938	98	37	l	l	PROPN
fuelectenerg-11938	98	38	o	o	X
fuelectenerg-11938	98	39	ss	ss	INTJ
fuelectenerg-11938	99	1	(	(	PUNCT
fuelectenerg-11938	99	2	d	d	NOUN
fuelectenerg-11938	99	3	b	b	PROPN
fuelectenerg-11938	99	4	)	)	PUNCT
fuelectenerg-11938	99	5	frequency	frequency	NOUN
fuelectenerg-11938	99	6	(	(	PUNCT
fuelectenerg-11938	99	7	ghz	ghz	NOUN
fuelectenerg-11938	99	8	)	)	PUNCT
fuelectenerg-11938	99	9	fig	fig	NOUN
fuelectenerg-11938	99	10	.	.	PUNCT
fuelectenerg-11938	100	1	4	4	NUM
fuelectenerg-11938	100	2	comparison	comparison	NOUN
fuelectenerg-11938	100	3	of	of	ADP
fuelectenerg-11938	100	4	return	return	NOUN
fuelectenerg-11938	100	5	loss	loss	NOUN
fuelectenerg-11938	100	6	for	for	ADP
fuelectenerg-11938	100	7	ant	ant	ADJ
fuelectenerg-11938	100	8	1	1	NUM
fuelectenerg-11938	100	9	,	,	PUNCT
fuelectenerg-11938	100	10	ant	ant	ADJ
fuelectenerg-11938	100	11	2	2	NUM
fuelectenerg-11938	100	12	,	,	PUNCT
fuelectenerg-11938	100	13	ant	ant	ADJ
fuelectenerg-11938	100	14	3	3	NUM
fuelectenerg-11938	100	15	,	,	PUNCT
fuelectenerg-11938	100	16	ant	ant	ADJ
fuelectenerg-11938	100	17	4	4	NUM
fuelectenerg-11938	100	18	&	&	CCONJ
fuelectenerg-11938	100	19	ant	ant	ADJ
fuelectenerg-11938	100	20	5	5	NUM
fuelectenerg-11938	100	21	(	(	PUNCT
fuelectenerg-11938	100	22	proposed	propose	VERB
fuelectenerg-11938	100	23	antenna	antenna	NOUN
fuelectenerg-11938	100	24	)	)	PUNCT
fuelectenerg-11938	101	1	b	b	NOUN
fuelectenerg-11938	102	1	o	o	INTJ
fuelectenerg-11938	102	2	tt	tt	X
fuelectenerg-11938	102	3	o	o	X
fuelectenerg-11938	102	4	m	m	VERB
fuelectenerg-11938	102	5	v	v	NOUN
fuelectenerg-11938	102	6	ie	ie	ADP
fuelectenerg-11938	102	7	w	w	NOUN
fuelectenerg-11938	102	8	table	table	NOUN
fuelectenerg-11938	102	9	1	1	NUM
fuelectenerg-11938	102	10	antenna	antenna	NOUN
fuelectenerg-11938	102	11	dimensions	dimension	NOUN
fuelectenerg-11938	102	12	parameters	parameter	NOUN
fuelectenerg-11938	102	13	symbol	symbol	NOUN
fuelectenerg-11938	102	14	value	value	NOUN
fuelectenerg-11938	102	15	parameters	parameter	NOUN
fuelectenerg-11938	102	16	symbol	symbol	NOUN
fuelectenerg-11938	102	17	value	value	NOUN
fuelectenerg-11938	102	18	diameter	diameter	NOUN
fuelectenerg-11938	102	19	of	of	ADP
fuelectenerg-11938	102	20	main	main	ADJ
fuelectenerg-11938	102	21	circular	circular	ADJ
fuelectenerg-11938	102	22	patch	patch	NOUN
fuelectenerg-11938	102	23	c1	c1	PROPN
fuelectenerg-11938	102	24	15	15	NUM
fuelectenerg-11938	102	25	mm	mm	NOUN
fuelectenerg-11938	102	26	length	length	NOUN
fuelectenerg-11938	102	27	of	of	ADP
fuelectenerg-11938	102	28	ground	ground	NOUN
fuelectenerg-11938	102	29	gl	gl	PROPN
fuelectenerg-11938	102	30	10	10	NUM
fuelectenerg-11938	102	31	mm	mm	PROPN
fuelectenerg-11938	102	32	diameter	diameter	NOUN
fuelectenerg-11938	102	33	of	of	ADP
fuelectenerg-11938	102	34	circular	circular	ADJ
fuelectenerg-11938	102	35	slot	slot	NOUN
fuelectenerg-11938	102	36	c2	c2	PROPN
fuelectenerg-11938	102	37	7	7	NUM
fuelectenerg-11938	102	38	mm	mm	NOUN
fuelectenerg-11938	102	39	width	width	NOUN
fuelectenerg-11938	102	40	of	of	ADP
fuelectenerg-11938	102	41	ground	ground	NOUN
fuelectenerg-11938	102	42	gw	gw	PROPN
fuelectenerg-11938	102	43	40	40	NUM
fuelectenerg-11938	102	44	mm	mm	NOUN
fuelectenerg-11938	102	45	diameter	diameter	NOUN
fuelectenerg-11938	102	46	of	of	ADP
fuelectenerg-11938	102	47	inner	inner	ADJ
fuelectenerg-11938	102	48	circle	circle	NOUN
fuelectenerg-11938	102	49	patch	patch	NOUN
fuelectenerg-11938	102	50	c3	c3	PROPN
fuelectenerg-11938	102	51	3.5	3.5	NUM
fuelectenerg-11938	102	52	mm	mm	NOUN
fuelectenerg-11938	102	53	diameter	diameter	NOUN
fuelectenerg-11938	102	54	of	of	ADP
fuelectenerg-11938	102	55	semi	semi	ADJ
fuelectenerg-11938	102	56	-	-	ADJ
fuelectenerg-11938	102	57	circular	circular	ADJ
fuelectenerg-11938	102	58	slot	slot	NOUN
fuelectenerg-11938	102	59	at	at	ADP
fuelectenerg-11938	102	60	ground	ground	NOUN
fuelectenerg-11938	102	61	sc	sc	PROPN
fuelectenerg-11938	102	62	1.3	1.3	NUM
fuelectenerg-11938	102	63	mm	mm	PROPN
fuelectenerg-11938	102	64	diameter	diameter	NOUN
fuelectenerg-11938	102	65	of	of	ADP
fuelectenerg-11938	102	66	top	top	PROPN
fuelectenerg-11938	102	67	&	&	CCONJ
fuelectenerg-11938	102	68	bottom	bottom	ADJ
fuelectenerg-11938	102	69	circular	circular	ADJ
fuelectenerg-11938	102	70	slot	slot	NOUN
fuelectenerg-11938	102	71	c4	c4	NOUN
fuelectenerg-11938	103	1	2.4	2.4	NUM
fuelectenerg-11938	103	2	mm	mm	NOUN
fuelectenerg-11938	103	3	substrate	substrate	NOUN
fuelectenerg-11938	103	4	length	length	NOUN
fuelectenerg-11938	103	5	sl	sl	NOUN
fuelectenerg-11938	103	6	43	43	NUM
fuelectenerg-11938	103	7	mm	mm	NOUN
fuelectenerg-11938	103	8	feed	feed	NOUN
fuelectenerg-11938	103	9	line	line	NOUN
fuelectenerg-11938	103	10	width	width	NOUN
fuelectenerg-11938	103	11	fw	fw	PROPN
fuelectenerg-11938	103	12	3	3	NUM
fuelectenerg-11938	103	13	mm	mm	NOUN
fuelectenerg-11938	103	14	substrate	substrate	NOUN
fuelectenerg-11938	103	15	width	width	NOUN
fuelectenerg-11938	103	16	sw	sw	PROPN
fuelectenerg-11938	103	17	40	40	NUM
fuelectenerg-11938	103	18	mm	mm	NOUN
fuelectenerg-11938	103	19	feed	feed	NOUN
fuelectenerg-11938	103	20	line	line	NOUN
fuelectenerg-11938	103	21	length	length	NOUN
fuelectenerg-11938	103	22	fl	fl	NUM
fuelectenerg-11938	103	23	10	10	NUM
fuelectenerg-11938	103	24	mm	mm	NUM
fuelectenerg-11938	103	25	fig	fig	NOUN
fuelectenerg-11938	103	26	.	.	PUNCT
fuelectenerg-11938	103	27	4	4	NUM
fuelectenerg-11938	103	28	represents	represent	VERB
fuelectenerg-11938	103	29	the	the	DET
fuelectenerg-11938	103	30	comparison	comparison	NOUN
fuelectenerg-11938	103	31	of	of	ADP
fuelectenerg-11938	103	32	return	return	NOUN
fuelectenerg-11938	103	33	loss	loss	NOUN
fuelectenerg-11938	103	34	for	for	ADP
fuelectenerg-11938	103	35	ant	ant	ADJ
fuelectenerg-11938	103	36	1	1	NUM
fuelectenerg-11938	103	37	,	,	PUNCT
fuelectenerg-11938	103	38	ant	ant	ADJ
fuelectenerg-11938	103	39	2	2	NUM
fuelectenerg-11938	103	40	,	,	PUNCT
fuelectenerg-11938	103	41	ant	ant	ADJ
fuelectenerg-11938	103	42	3	3	NUM
fuelectenerg-11938	103	43	,	,	PUNCT
fuelectenerg-11938	103	44	ant	ant	ADJ
fuelectenerg-11938	103	45	4	4	NUM
fuelectenerg-11938	103	46	&	&	CCONJ
fuelectenerg-11938	103	47	ant	ant	ADJ
fuelectenerg-11938	103	48	5	5	NUM
fuelectenerg-11938	103	49	(	(	PUNCT
fuelectenerg-11938	103	50	proposed	propose	VERB
fuelectenerg-11938	103	51	antenna	antenna	NOUN
fuelectenerg-11938	103	52	)	)	PUNCT
fuelectenerg-11938	103	53	.	.	PUNCT
fuelectenerg-11938	104	1	ant	ant	NOUN
fuelectenerg-11938	104	2	1	1	NUM
fuelectenerg-11938	104	3	is	be	AUX
fuelectenerg-11938	104	4	a	a	DET
fuelectenerg-11938	104	5	simple	simple	ADJ
fuelectenerg-11938	104	6	circular	circular	ADJ
fuelectenerg-11938	104	7	patch	patch	NOUN
fuelectenerg-11938	104	8	antenna	antenna	NOUN
fuelectenerg-11938	104	9	having	have	VERB
fuelectenerg-11938	104	10	a	a	DET
fuelectenerg-11938	104	11	dual	dual	ADJ
fuelectenerg-11938	104	12	band	band	NOUN
fuelectenerg-11938	104	13	from	from	ADP
fuelectenerg-11938	104	14	2.4	2.4	NUM
fuelectenerg-11938	104	15	ghz	ghz	NOUN
fuelectenerg-11938	104	16	to	to	ADP
fuelectenerg-11938	104	17	5.8ghz	5.8ghz	NUM
fuelectenerg-11938	104	18	&	&	CCONJ
fuelectenerg-11938	104	19	6ghz	6ghz	PROPN
fuelectenerg-11938	104	20	to	to	ADP
fuelectenerg-11938	104	21	10.16ghz	10.16ghz	NUM
fuelectenerg-11938	104	22	,	,	PUNCT
fuelectenerg-11938	104	23	resonating	resonate	VERB
fuelectenerg-11938	104	24	at	at	ADP
fuelectenerg-11938	104	25	4.4ghz	4.4ghz	NUM
fuelectenerg-11938	104	26	&	&	CCONJ
fuelectenerg-11938	104	27	9ghz	9ghz	PROPN
fuelectenerg-11938	104	28	with	with	ADP
fuelectenerg-11938	104	29	-26db	-26db	PROPN
fuelectenerg-11938	104	30	&	&	CCONJ
fuelectenerg-11938	104	31	47db	47db	NOUN
fuelectenerg-11938	104	32	return	return	NOUN
fuelectenerg-11938	104	33	loss	loss	NOUN
fuelectenerg-11938	104	34	respectively	respectively	ADV
fuelectenerg-11938	104	35	.	.	PUNCT
fuelectenerg-11938	105	1	further	far	ADV
fuelectenerg-11938	105	2	in	in	ADP
fuelectenerg-11938	105	3	the	the	DET
fuelectenerg-11938	105	4	next	next	ADJ
fuelectenerg-11938	105	5	modification	modification	NOUN
fuelectenerg-11938	105	6	i.e.	i.e.	X
fuelectenerg-11938	105	7	ant	ant	ADJ
fuelectenerg-11938	105	8	2	2	NUM
fuelectenerg-11938	105	9	,	,	PUNCT
fuelectenerg-11938	105	10	band	band	NOUN
fuelectenerg-11938	105	11	2.4	2.4	NUM
fuelectenerg-11938	105	12	to	to	ADP
fuelectenerg-11938	105	13	10.9ghz	10.9ghz	NUM
fuelectenerg-11938	105	14	,	,	PUNCT
fuelectenerg-11938	105	15	giving	give	VERB
fuelectenerg-11938	105	16	ultra	ultra	ADJ
fuelectenerg-11938	105	17	-	-	ADJ
fuelectenerg-11938	105	18	wideband	wideband	ADJ
fuelectenerg-11938	105	19	characteristics	characteristic	NOUN
fuelectenerg-11938	105	20	,	,	PUNCT
fuelectenerg-11938	105	21	resonating	resonate	VERB
fuelectenerg-11938	105	22	at	at	ADP
fuelectenerg-11938	105	23	4.35	4.35	NUM
fuelectenerg-11938	105	24	ghz	ghz	NOUN
fuelectenerg-11938	105	25	&	&	CCONJ
fuelectenerg-11938	105	26	8.9ghz	8.9ghz	NUM
fuelectenerg-11938	105	27	with	with	ADP
fuelectenerg-11938	105	28	33db	33db	PROPN
fuelectenerg-11938	105	29	&	&	CCONJ
fuelectenerg-11938	105	30	-27db	-27db	PROPN
fuelectenerg-11938	105	31	return	return	VERB
fuelectenerg-11938	105	32	loss	loss	NOUN
fuelectenerg-11938	105	33	.	.	PUNCT
fuelectenerg-11938	106	1	in	in	ADP
fuelectenerg-11938	106	2	ant	ant	ADJ
fuelectenerg-11938	106	3	3	3	NUM
fuelectenerg-11938	106	4	,	,	PUNCT
fuelectenerg-11938	106	5	three	three	NUM
fuelectenerg-11938	106	6	bands	band	NOUN
fuelectenerg-11938	106	7	are	be	AUX
fuelectenerg-11938	106	8	there	there	ADV
fuelectenerg-11938	106	9	at	at	ADP
fuelectenerg-11938	106	10	4.6ghz	4.6ghz	NUM
fuelectenerg-11938	106	11	,	,	PUNCT
fuelectenerg-11938	106	12	7ghz	7ghz	NUM
fuelectenerg-11938	106	13	,	,	PUNCT
fuelectenerg-11938	106	14	9ghz	9ghz	NUM
fuelectenerg-11938	106	15	with	with	ADP
fuelectenerg-11938	106	16	23db	23db	ADJ
fuelectenerg-11938	106	17	,	,	PUNCT
fuelectenerg-11938	106	18	-20db	-20db	PROPN
fuelectenerg-11938	106	19	,	,	PUNCT
fuelectenerg-11938	106	20	&	&	CCONJ
fuelectenerg-11938	106	21	-32db	-32db	PRON
fuelectenerg-11938	106	22	return	return	VERB
fuelectenerg-11938	106	23	loss	loss	NOUN
fuelectenerg-11938	106	24	respectively	respectively	ADV
fuelectenerg-11938	106	25	.	.	PUNCT
fuelectenerg-11938	107	1	in	in	ADP
fuelectenerg-11938	107	2	ant	ant	ADJ
fuelectenerg-11938	107	3	4	4	NUM
fuelectenerg-11938	107	4	,	,	PUNCT
fuelectenerg-11938	107	5	4.6ghz	4.6ghz	NUM
fuelectenerg-11938	107	6	,	,	PUNCT
fuelectenerg-11938	107	7	7.07ghz	7.07ghz	NUM
fuelectenerg-11938	107	8	&	&	CCONJ
fuelectenerg-11938	107	9	9.05ghz	9.05ghz	PROPN
fuelectenerg-11938	107	10	with	with	ADP
fuelectenerg-11938	107	11	-30db	-30db	PROPN
fuelectenerg-11938	107	12	,	,	PUNCT
fuelectenerg-11938	107	13	-24db	-24db	PROPN
fuelectenerg-11938	107	14	&	&	CCONJ
fuelectenerg-11938	107	15	-30db	-30db	PROPN
fuelectenerg-11938	107	16	return	return	NOUN
fuelectenerg-11938	107	17	loss	loss	NOUN
fuelectenerg-11938	107	18	respectively	respectively	ADV
fuelectenerg-11938	107	19	.	.	PUNCT
fuelectenerg-11938	108	1	in	in	ADP
fuelectenerg-11938	108	2	the	the	DET
fuelectenerg-11938	108	3	final	final	ADJ
fuelectenerg-11938	108	4	design	design	NOUN
fuelectenerg-11938	108	5	ant	ant	NOUN
fuelectenerg-11938	108	6	5	5	NUM
fuelectenerg-11938	108	7	which	which	PRON
fuelectenerg-11938	108	8	is	be	AUX
fuelectenerg-11938	108	9	594	594	NUM
fuelectenerg-11938	108	10	r.	r.	PROPN
fuelectenerg-11938	108	11	jain	jain	PROPN
fuelectenerg-11938	108	12	,	,	PUNCT
fuelectenerg-11938	108	13	v.	v.	PROPN
fuelectenerg-11938	108	14	vikas	vikas	PROPN
fuelectenerg-11938	108	15	thakare	thakare	PROPN
fuelectenerg-11938	108	16	,	,	PUNCT
fuelectenerg-11938	108	17	p.	p.	PROPN
fuelectenerg-11938	108	18	k.	k.	PROPN
fuelectenerg-11938	109	1	singhal	singhal	PROPN
fuelectenerg-11938	109	2	the	the	DET
fuelectenerg-11938	109	3	proposed	propose	VERB
fuelectenerg-11938	109	4	antenna	antenna	NOUN
fuelectenerg-11938	109	5	gives	give	VERB
fuelectenerg-11938	109	6	ultra	ultra	ADJ
fuelectenerg-11938	109	7	wide	wide	ADJ
fuelectenerg-11938	109	8	band	band	NOUN
fuelectenerg-11938	109	9	from	from	ADP
fuelectenerg-11938	109	10	2.37ghz	2.37ghz	NUM
fuelectenerg-11938	109	11	to	to	ADP
fuelectenerg-11938	109	12	10.56ghz	10.56ghz	NUM
fuelectenerg-11938	109	13	having	have	VERB
fuelectenerg-11938	109	14	multiband	multiband	NOUN
fuelectenerg-11938	109	15	’s	’s	ADV
fuelectenerg-11938	109	16	resonating	resonate	VERB
fuelectenerg-11938	109	17	at	at	ADP
fuelectenerg-11938	109	18	4.6ghz	4.6ghz	NUM
fuelectenerg-11938	109	19	,	,	PUNCT
fuelectenerg-11938	109	20	6.6ghz	6.6ghz	NUM
fuelectenerg-11938	109	21	,	,	PUNCT
fuelectenerg-11938	109	22	9ghz	9ghz	NUM
fuelectenerg-11938	109	23	&	&	CCONJ
fuelectenerg-11938	109	24	10.3ghz	10.3ghz	NUM
fuelectenerg-11938	109	25	with	with	ADP
fuelectenerg-11938	109	26	-34.26db	-34.26db	PROPN
fuelectenerg-11938	109	27	,	,	PUNCT
fuelectenerg-11938	109	28	-34db	-34db	ADJ
fuelectenerg-11938	109	29	,	,	PUNCT
fuelectenerg-11938	109	30	24db	24db	NUM
fuelectenerg-11938	109	31	&	&	CCONJ
fuelectenerg-11938	109	32	-31.46db	-31.46db	PROPN
fuelectenerg-11938	109	33	return	return	NOUN
fuelectenerg-11938	109	34	loss	loss	NOUN
fuelectenerg-11938	109	35	respectively	respectively	ADV
fuelectenerg-11938	109	36	.	.	PUNCT
fuelectenerg-11938	110	1	3	3	X
fuelectenerg-11938	110	2	.	.	X
fuelectenerg-11938	110	3	optimization	optimization	NOUN
fuelectenerg-11938	110	4	through	through	ADP
fuelectenerg-11938	110	5	machine	machine	NOUN
fuelectenerg-11938	110	6	learning	learning	NOUN
fuelectenerg-11938	110	7	models	model	NOUN
fuelectenerg-11938	110	8	methodology	methodology	VERB
fuelectenerg-11938	110	9	the	the	DET
fuelectenerg-11938	110	10	flowchart	flowchart	NOUN
fuelectenerg-11938	110	11	of	of	ADP
fuelectenerg-11938	110	12	optimizing	optimize	VERB
fuelectenerg-11938	110	13	antenna	antenna	NOUN
fuelectenerg-11938	110	14	parameters	parameter	NOUN
fuelectenerg-11938	110	15	through	through	ADP
fuelectenerg-11938	110	16	ml	ml	NOUN
fuelectenerg-11938	110	17	models	model	NOUN
fuelectenerg-11938	110	18	is	be	AUX
fuelectenerg-11938	110	19	shown	show	VERB
fuelectenerg-11938	110	20	in	in	ADP
fuelectenerg-11938	110	21	fig	fig	NOUN
fuelectenerg-11938	110	22	.	.	PUNCT
fuelectenerg-11938	111	1	5	5	NUM
fuelectenerg-11938	111	2	.	.	X
fuelectenerg-11938	111	3	fig	fig	NOUN
fuelectenerg-11938	111	4	.	.	PUNCT
fuelectenerg-11938	112	1	5	5	NUM
fuelectenerg-11938	112	2	methodology	methodology	NOUN
fuelectenerg-11938	112	3	flowchart	flowchart	NOUN
fuelectenerg-11938	112	4	the	the	DET
fuelectenerg-11938	112	5	first	first	ADJ
fuelectenerg-11938	112	6	step	step	NOUN
fuelectenerg-11938	112	7	represents	represent	VERB
fuelectenerg-11938	112	8	the	the	DET
fuelectenerg-11938	112	9	design	design	NOUN
fuelectenerg-11938	112	10	and	and	CCONJ
fuelectenerg-11938	112	11	simulation	simulation	NOUN
fuelectenerg-11938	112	12	of	of	ADP
fuelectenerg-11938	112	13	an	an	DET
fuelectenerg-11938	112	14	antenna	antenna	NOUN
fuelectenerg-11938	112	15	on	on	ADP
fuelectenerg-11938	112	16	hfss	hfss	NOUN
fuelectenerg-11938	112	17	,	,	PUNCT
fuelectenerg-11938	112	18	further	further	ADJ
fuelectenerg-11938	112	19	performance	performance	NOUN
fuelectenerg-11938	112	20	is	be	AUX
fuelectenerg-11938	112	21	checked	check	VERB
fuelectenerg-11938	112	22	and	and	CCONJ
fuelectenerg-11938	112	23	redesigned	redesign	VERB
fuelectenerg-11938	112	24	if	if	SCONJ
fuelectenerg-11938	112	25	required	require	VERB
fuelectenerg-11938	112	26	.	.	PUNCT
fuelectenerg-11938	113	1	the	the	DET
fuelectenerg-11938	113	2	design	design	NOUN
fuelectenerg-11938	113	3	methodology	methodology	NOUN
fuelectenerg-11938	113	4	of	of	ADP
fuelectenerg-11938	113	5	the	the	DET
fuelectenerg-11938	113	6	proposed	propose	VERB
fuelectenerg-11938	113	7	uwb	uwb	NOUN
fuelectenerg-11938	113	8	antenna	antenna	NOUN
fuelectenerg-11938	113	9	in	in	ADP
fuelectenerg-11938	113	10	this	this	DET
fuelectenerg-11938	113	11	work	work	NOUN
fuelectenerg-11938	113	12	begins	begin	VERB
fuelectenerg-11938	113	13	with	with	ADP
fuelectenerg-11938	113	14	the	the	DET
fuelectenerg-11938	113	15	antenna	antenna	NOUN
fuelectenerg-11938	113	16	design	design	NOUN
fuelectenerg-11938	113	17	modification	modification	NOUN
fuelectenerg-11938	113	18	by	by	ADP
fuelectenerg-11938	113	19	conventional	conventional	ADJ
fuelectenerg-11938	113	20	methods	method	NOUN
fuelectenerg-11938	113	21	,	,	PUNCT
fuelectenerg-11938	113	22	in	in	ADP
fuelectenerg-11938	113	23	which	which	PRON
fuelectenerg-11938	113	24	the	the	DET
fuelectenerg-11938	113	25	first	first	ADJ
fuelectenerg-11938	113	26	antenna	antenna	NOUN
fuelectenerg-11938	113	27	is	be	AUX
fuelectenerg-11938	113	28	designed	design	VERB
fuelectenerg-11938	113	29	and	and	CCONJ
fuelectenerg-11938	113	30	evaluated	evaluate	VERB
fuelectenerg-11938	113	31	on	on	ADP
fuelectenerg-11938	113	32	the	the	DET
fuelectenerg-11938	113	33	basis	basis	NOUN
fuelectenerg-11938	113	34	of	of	ADP
fuelectenerg-11938	113	35	return	return	NOUN
fuelectenerg-11938	113	36	loss	loss	NOUN
fuelectenerg-11938	113	37	,	,	PUNCT
fuelectenerg-11938	113	38	and	and	CCONJ
fuelectenerg-11938	113	39	further	further	ADJ
fuelectenerg-11938	113	40	modifications	modification	NOUN
fuelectenerg-11938	113	41	as	as	SCONJ
fuelectenerg-11938	113	42	mentioned	mention	VERB
fuelectenerg-11938	113	43	in	in	ADP
fuelectenerg-11938	113	44	section	section	NOUN
fuelectenerg-11938	113	45	2	2	NUM
fuelectenerg-11938	113	46	until	until	SCONJ
fuelectenerg-11938	113	47	we	we	PRON
fuelectenerg-11938	113	48	reach	reach	VERB
fuelectenerg-11938	113	49	the	the	DET
fuelectenerg-11938	113	50	proposed	propose	VERB
fuelectenerg-11938	113	51	structure	structure	NOUN
fuelectenerg-11938	113	52	with	with	ADP
fuelectenerg-11938	113	53	good	good	ADJ
fuelectenerg-11938	113	54	results	result	NOUN
fuelectenerg-11938	113	55	,	,	PUNCT
fuelectenerg-11938	113	56	i.e.	i.e.	X
fuelectenerg-11938	113	57	multiband	multiband	NOUN
fuelectenerg-11938	113	58	along	along	ADP
fuelectenerg-11938	113	59	with	with	ADP
fuelectenerg-11938	113	60	uwb	uwb	PROPN
fuelectenerg-11938	113	61	characteristics	characteristic	NOUN
fuelectenerg-11938	113	62	.	.	PUNCT
fuelectenerg-11938	114	1	now	now	ADV
fuelectenerg-11938	114	2	in	in	ADP
fuelectenerg-11938	114	3	the	the	DET
fuelectenerg-11938	114	4	next	next	ADJ
fuelectenerg-11938	114	5	step	step	NOUN
fuelectenerg-11938	114	6	,	,	PUNCT
fuelectenerg-11938	114	7	by	by	ADP
fuelectenerg-11938	114	8	varying	vary	VERB
fuelectenerg-11938	114	9	the	the	DET
fuelectenerg-11938	114	10	diameter	diameter	NOUN
fuelectenerg-11938	114	11	of	of	ADP
fuelectenerg-11938	114	12	the	the	DET
fuelectenerg-11938	114	13	circular	circular	ADJ
fuelectenerg-11938	114	14	slot	slot	NOUN
fuelectenerg-11938	114	15	(	(	PUNCT
fuelectenerg-11938	114	16	c4	c4	NOUN
fuelectenerg-11938	114	17	)	)	PUNCT
fuelectenerg-11938	114	18	from	from	ADP
fuelectenerg-11938	114	19	2.4	2.4	NUM
fuelectenerg-11938	114	20	mm	mm	NOUN
fuelectenerg-11938	114	21	to	to	ADP
fuelectenerg-11938	114	22	4	4	NUM
fuelectenerg-11938	114	23	mm	mm	NOUN
fuelectenerg-11938	114	24	with	with	ADP
fuelectenerg-11938	114	25	a	a	DET
fuelectenerg-11938	114	26	step	step	NOUN
fuelectenerg-11938	114	27	size	size	NOUN
fuelectenerg-11938	114	28	of	of	ADP
fuelectenerg-11938	114	29	0.2	0.2	NUM
fuelectenerg-11938	114	30	mm	mm	NOUN
fuelectenerg-11938	114	31	and	and	CCONJ
fuelectenerg-11938	114	32	the	the	DET
fuelectenerg-11938	114	33	semi	semi	ADJ
fuelectenerg-11938	114	34	-	-	ADJ
fuelectenerg-11938	114	35	circular	circular	ADJ
fuelectenerg-11938	114	36	slot	slot	NOUN
fuelectenerg-11938	114	37	(	(	PUNCT
fuelectenerg-11938	114	38	sc	sc	NOUN
fuelectenerg-11938	114	39	)	)	PUNCT
fuelectenerg-11938	114	40	varied	varied	ADJ
fuelectenerg-11938	114	41	from	from	ADP
fuelectenerg-11938	114	42	0.1	0.1	NUM
fuelectenerg-11938	114	43	mm	mm	NOUN
fuelectenerg-11938	114	44	to	to	ADP
fuelectenerg-11938	114	45	3	3	NUM
fuelectenerg-11938	114	46	mm	mm	NOUN
fuelectenerg-11938	114	47	with	with	ADP
fuelectenerg-11938	114	48	a	a	DET
fuelectenerg-11938	114	49	step	step	NOUN
fuelectenerg-11938	114	50	size	size	NOUN
fuelectenerg-11938	114	51	of	of	ADP
fuelectenerg-11938	114	52	0.2	0.2	NUM
fuelectenerg-11938	114	53	mm	mm	NOUN
fuelectenerg-11938	114	54	,	,	PUNCT
fuelectenerg-11938	114	55	the	the	DET
fuelectenerg-11938	114	56	dataset	dataset	NOUN
fuelectenerg-11938	114	57	is	be	AUX
fuelectenerg-11938	114	58	generated	generate	VERB
fuelectenerg-11938	114	59	.	.	PUNCT
fuelectenerg-11938	115	1	hfss	hfss	PROPN
fuelectenerg-11938	115	2	was	be	AUX
fuelectenerg-11938	115	3	used	use	VERB
fuelectenerg-11938	115	4	to	to	PART
fuelectenerg-11938	115	5	generate	generate	VERB
fuelectenerg-11938	115	6	all	all	DET
fuelectenerg-11938	115	7	possibilities	possibility	NOUN
fuelectenerg-11938	115	8	that	that	PRON
fuelectenerg-11938	115	9	fit	fit	VERB
fuelectenerg-11938	115	10	within	within	ADP
fuelectenerg-11938	115	11	the	the	DET
fuelectenerg-11938	115	12	range	range	NOUN
fuelectenerg-11938	115	13	of	of	ADP
fuelectenerg-11938	115	14	values	value	NOUN
fuelectenerg-11938	115	15	set	set	VERB
fuelectenerg-11938	115	16	for	for	ADP
fuelectenerg-11938	115	17	each	each	DET
fuelectenerg-11938	115	18	design	design	NOUN
fuelectenerg-11938	115	19	parameter	parameter	NOUN
fuelectenerg-11938	115	20	.	.	PUNCT
fuelectenerg-11938	116	1	this	this	DET
fuelectenerg-11938	116	2	dataset	dataset	NOUN
fuelectenerg-11938	116	3	,	,	PUNCT
fuelectenerg-11938	116	4	which	which	PRON
fuelectenerg-11938	116	5	contains	contain	VERB
fuelectenerg-11938	116	6	67650	67650	NUM
fuelectenerg-11938	116	7	records	record	NOUN
fuelectenerg-11938	116	8	with	with	ADP
fuelectenerg-11938	116	9	451	451	NUM
fuelectenerg-11938	116	10	columns	column	NOUN
fuelectenerg-11938	116	11	and	and	CCONJ
fuelectenerg-11938	116	12	150	150	NUM
fuelectenerg-11938	116	13	rows	row	NOUN
fuelectenerg-11938	116	14	,	,	PUNCT
fuelectenerg-11938	116	15	is	be	AUX
fuelectenerg-11938	116	16	composed	compose	VERB
fuelectenerg-11938	116	17	of	of	ADP
fuelectenerg-11938	116	18	the	the	DET
fuelectenerg-11938	116	19	following	follow	VERB
fuelectenerg-11938	116	20	features	feature	NOUN
fuelectenerg-11938	116	21	:	:	PUNCT
fuelectenerg-11938	116	22	frequency	frequency	NOUN
fuelectenerg-11938	116	23	(	(	PUNCT
fuelectenerg-11938	116	24	freq	freq	NOUN
fuelectenerg-11938	116	25	in	in	ADP
fuelectenerg-11938	116	26	ghz	ghz	NOUN
fuelectenerg-11938	116	27	)	)	PUNCT
fuelectenerg-11938	116	28	,	,	PUNCT
fuelectenerg-11938	116	29	return	return	VERB
fuelectenerg-11938	116	30	loss	loss	NOUN
fuelectenerg-11938	116	31	(	(	PUNCT
fuelectenerg-11938	116	32	s11	s11	NOUN
fuelectenerg-11938	116	33	in	in	ADP
fuelectenerg-11938	116	34	db	db	PROPN
fuelectenerg-11938	116	35	)	)	PUNCT
fuelectenerg-11938	116	36	,	,	PUNCT
fuelectenerg-11938	116	37	circular	circular	ADJ
fuelectenerg-11938	116	38	slot	slot	NOUN
fuelectenerg-11938	116	39	diameter	diameter	NOUN
fuelectenerg-11938	116	40	(	(	PUNCT
fuelectenerg-11938	116	41	c4	c4	NOUN
fuelectenerg-11938	116	42	)	)	PUNCT
fuelectenerg-11938	116	43	,	,	PUNCT
fuelectenerg-11938	116	44	and	and	CCONJ
fuelectenerg-11938	116	45	semi	semi	ADJ
fuelectenerg-11938	116	46	-	-	ADJ
fuelectenerg-11938	116	47	circular	circular	ADJ
fuelectenerg-11938	116	48	diameter	diameter	NOUN
fuelectenerg-11938	116	49	(	(	PUNCT
fuelectenerg-11938	116	50	sc	sc	PROPN
fuelectenerg-11938	116	51	)	)	PUNCT
fuelectenerg-11938	116	52	.	.	PUNCT
fuelectenerg-11938	117	1	to	to	PART
fuelectenerg-11938	117	2	apply	apply	VERB
fuelectenerg-11938	117	3	ml	ml	ADP
fuelectenerg-11938	117	4	methods	method	NOUN
fuelectenerg-11938	117	5	,	,	PUNCT
fuelectenerg-11938	117	6	frequency	frequency	NOUN
fuelectenerg-11938	117	7	,	,	PUNCT
fuelectenerg-11938	117	8	c4	c4	NOUN
fuelectenerg-11938	117	9	,	,	PUNCT
fuelectenerg-11938	117	10	sc	sc	PROPN
fuelectenerg-11938	117	11	will	will	AUX
fuelectenerg-11938	117	12	be	be	AUX
fuelectenerg-11938	117	13	treated	treat	VERB
fuelectenerg-11938	117	14	as	as	ADP
fuelectenerg-11938	117	15	an	an	DET
fuelectenerg-11938	117	16	independent	independent	ADJ
fuelectenerg-11938	117	17	variable	variable	NOUN
fuelectenerg-11938	117	18	and	and	CCONJ
fuelectenerg-11938	117	19	s11	s11	NOUN
fuelectenerg-11938	117	20	as	as	ADP
fuelectenerg-11938	117	21	a	a	DET
fuelectenerg-11938	117	22	dependent	dependent	ADJ
fuelectenerg-11938	117	23	variable	variable	NOUN
fuelectenerg-11938	117	24	.	.	PUNCT
fuelectenerg-11938	118	1	the	the	DET
fuelectenerg-11938	118	2	relationship	relationship	NOUN
fuelectenerg-11938	118	3	between	between	ADP
fuelectenerg-11938	118	4	dependent	dependent	ADJ
fuelectenerg-11938	118	5	(	(	PUNCT
fuelectenerg-11938	118	6	s11	s11	NOUN
fuelectenerg-11938	118	7	)	)	PUNCT
fuelectenerg-11938	118	8	and	and	CCONJ
fuelectenerg-11938	118	9	independent	independent	ADJ
fuelectenerg-11938	118	10	variables	variable	NOUN
fuelectenerg-11938	118	11	(	(	PUNCT
fuelectenerg-11938	118	12	c4	c4	NOUN
fuelectenerg-11938	118	13	,	,	PUNCT
fuelectenerg-11938	118	14	sc	sc	PROPN
fuelectenerg-11938	118	15	)	)	PUNCT
fuelectenerg-11938	118	16	is	be	AUX
fuelectenerg-11938	118	17	shown	show	VERB
fuelectenerg-11938	118	18	in	in	ADP
fuelectenerg-11938	118	19	fig	fig	NOUN
fuelectenerg-11938	118	20	.	.	PUNCT
fuelectenerg-11938	119	1	6	6	NUM
fuelectenerg-11938	119	2	.	.	PUNCT
fuelectenerg-11938	119	3	the	the	DET
fuelectenerg-11938	119	4	next	next	ADJ
fuelectenerg-11938	119	5	step	step	NOUN
fuelectenerg-11938	119	6	is	be	AUX
fuelectenerg-11938	119	7	to	to	PART
fuelectenerg-11938	119	8	split	split	VERB
fuelectenerg-11938	119	9	the	the	DET
fuelectenerg-11938	119	10	dataset	dataset	NOUN
fuelectenerg-11938	119	11	into	into	ADP
fuelectenerg-11938	119	12	training	training	NOUN
fuelectenerg-11938	119	13	and	and	CCONJ
fuelectenerg-11938	119	14	test	test	NOUN
fuelectenerg-11938	119	15	sets	set	NOUN
fuelectenerg-11938	119	16	.	.	PUNCT
fuelectenerg-11938	120	1	the	the	DET
fuelectenerg-11938	120	2	typical	typical	ADJ
fuelectenerg-11938	120	3	practice	practice	NOUN
fuelectenerg-11938	120	4	is	be	AUX
fuelectenerg-11938	120	5	to	to	PART
fuelectenerg-11938	120	6	randomly	randomly	ADV
fuelectenerg-11938	120	7	assign	assign	VERB
fuelectenerg-11938	120	8	a	a	DET
fuelectenerg-11938	120	9	certain	certain	ADJ
fuelectenerg-11938	120	10	percentage	percentage	NOUN
fuelectenerg-11938	120	11	(	(	PUNCT
fuelectenerg-11938	120	12	e.g.	e.g.	ADV
fuelectenerg-11938	120	13	,	,	PUNCT
fuelectenerg-11938	120	14	70	70	NUM
fuelectenerg-11938	120	15	-	-	SYM
fuelectenerg-11938	120	16	80	80	NUM
fuelectenerg-11938	120	17	%	%	NOUN
fuelectenerg-11938	120	18	)	)	PUNCT
fuelectenerg-11938	120	19	of	of	ADP
fuelectenerg-11938	120	20	the	the	DET
fuelectenerg-11938	120	21	data	datum	NOUN
fuelectenerg-11938	120	22	to	to	ADP
fuelectenerg-11938	120	23	the	the	DET
fuelectenerg-11938	120	24	training	training	NOUN
fuelectenerg-11938	120	25	and	and	CCONJ
fuelectenerg-11938	120	26	the	the	DET
fuelectenerg-11938	120	27	enhancing	enhance	VERB
fuelectenerg-11938	120	28	circular	circular	ADJ
fuelectenerg-11938	120	29	microstrip	microstrip	NOUN
fuelectenerg-11938	120	30	patch	patch	NOUN
fuelectenerg-11938	120	31	antenna	antenna	NOUN
fuelectenerg-11938	120	32	performance	performance	NOUN
fuelectenerg-11938	120	33	using	use	VERB
fuelectenerg-11938	120	34	machine	machine	NOUN
fuelectenerg-11938	120	35	learning	learning	NOUN
fuelectenerg-11938	120	36	models	model	NOUN
fuelectenerg-11938	120	37	595	595	NUM
fuelectenerg-11938	120	38	remaining	remain	VERB
fuelectenerg-11938	120	39	portion	portion	NOUN
fuelectenerg-11938	120	40	to	to	ADP
fuelectenerg-11938	120	41	the	the	DET
fuelectenerg-11938	120	42	test	test	NOUN
fuelectenerg-11938	120	43	.	.	PUNCT
fuelectenerg-11938	121	1	the	the	DET
fuelectenerg-11938	121	2	randomization	randomization	NOUN
fuelectenerg-11938	121	3	helps	help	VERB
fuelectenerg-11938	121	4	ensure	ensure	VERB
fuelectenerg-11938	121	5	the	the	DET
fuelectenerg-11938	121	6	representativeness	representativeness	NOUN
fuelectenerg-11938	121	7	of	of	ADP
fuelectenerg-11938	121	8	both	both	PRON
fuelectenerg-11938	121	9	.	.	PUNCT
fuelectenerg-11938	122	1	in	in	ADP
fuelectenerg-11938	122	2	this	this	DET
fuelectenerg-11938	122	3	work	work	NOUN
fuelectenerg-11938	122	4	,	,	PUNCT
fuelectenerg-11938	122	5	80	80	NUM
fuelectenerg-11938	122	6	%	%	NOUN
fuelectenerg-11938	122	7	of	of	ADP
fuelectenerg-11938	122	8	the	the	DET
fuelectenerg-11938	122	9	data	datum	NOUN
fuelectenerg-11938	122	10	is	be	AUX
fuelectenerg-11938	122	11	used	use	VERB
fuelectenerg-11938	122	12	for	for	ADP
fuelectenerg-11938	122	13	training	training	NOUN
fuelectenerg-11938	122	14	.	.	PUNCT
fuelectenerg-11938	123	1	the	the	DET
fuelectenerg-11938	123	2	training	training	NOUN
fuelectenerg-11938	123	3	dataset	dataset	NOUN
fuelectenerg-11938	123	4	is	be	AUX
fuelectenerg-11938	123	5	utilized	utilize	VERB
fuelectenerg-11938	123	6	to	to	PART
fuelectenerg-11938	123	7	train	train	VERB
fuelectenerg-11938	123	8	ml	ml	NOUN
fuelectenerg-11938	123	9	models	model	NOUN
fuelectenerg-11938	123	10	.	.	PUNCT
fuelectenerg-11938	124	1	the	the	DET
fuelectenerg-11938	124	2	models	model	NOUN
fuelectenerg-11938	124	3	learn	learn	VERB
fuelectenerg-11938	124	4	patterns	pattern	NOUN
fuelectenerg-11938	124	5	and	and	CCONJ
fuelectenerg-11938	124	6	relationships	relationship	NOUN
fuelectenerg-11938	124	7	between	between	ADP
fuelectenerg-11938	124	8	the	the	DET
fuelectenerg-11938	124	9	dependent	dependent	ADJ
fuelectenerg-11938	124	10	&	&	CCONJ
fuelectenerg-11938	124	11	independent	independent	ADJ
fuelectenerg-11938	124	12	features	feature	NOUN
fuelectenerg-11938	124	13	during	during	ADP
fuelectenerg-11938	124	14	the	the	DET
fuelectenerg-11938	124	15	training	training	NOUN
fuelectenerg-11938	124	16	process	process	NOUN
fuelectenerg-11938	124	17	.	.	PUNCT
fuelectenerg-11938	125	1	after	after	ADP
fuelectenerg-11938	125	2	training	training	NOUN
fuelectenerg-11938	125	3	,	,	PUNCT
fuelectenerg-11938	125	4	the	the	DET
fuelectenerg-11938	125	5	ml	ml	NOUN
fuelectenerg-11938	125	6	models	model	NOUN
fuelectenerg-11938	125	7	are	be	AUX
fuelectenerg-11938	125	8	evaluated	evaluate	VERB
fuelectenerg-11938	125	9	on	on	ADP
fuelectenerg-11938	125	10	the	the	DET
fuelectenerg-11938	125	11	test	test	NOUN
fuelectenerg-11938	125	12	data	datum	NOUN
fuelectenerg-11938	125	13	set	set	VERB
fuelectenerg-11938	125	14	.	.	PUNCT
fuelectenerg-11938	126	1	this	this	PRON
fuelectenerg-11938	126	2	allows	allow	VERB
fuelectenerg-11938	126	3	for	for	ADP
fuelectenerg-11938	126	4	assessing	assess	VERB
fuelectenerg-11938	126	5	their	their	PRON
fuelectenerg-11938	126	6	performance	performance	NOUN
fuelectenerg-11938	126	7	on	on	ADP
fuelectenerg-11938	126	8	unseen	unseen	ADJ
fuelectenerg-11938	126	9	data	datum	NOUN
fuelectenerg-11938	126	10	.	.	PUNCT
fuelectenerg-11938	127	1	the	the	DET
fuelectenerg-11938	127	2	model	model	NOUN
fuelectenerg-11938	127	3	predictions	prediction	NOUN
fuelectenerg-11938	127	4	on	on	ADP
fuelectenerg-11938	127	5	the	the	DET
fuelectenerg-11938	127	6	test	test	NOUN
fuelectenerg-11938	127	7	dataset	dataset	NOUN
fuelectenerg-11938	127	8	are	be	AUX
fuelectenerg-11938	127	9	compared	compare	VERB
fuelectenerg-11938	127	10	with	with	ADP
fuelectenerg-11938	127	11	the	the	DET
fuelectenerg-11938	127	12	actual	actual	ADJ
fuelectenerg-11938	127	13	values	value	NOUN
fuelectenerg-11938	127	14	to	to	PART
fuelectenerg-11938	127	15	measure	measure	VERB
fuelectenerg-11938	127	16	their	their	PRON
fuelectenerg-11938	127	17	accuracy	accuracy	NOUN
fuelectenerg-11938	127	18	and	and	CCONJ
fuelectenerg-11938	127	19	other	other	ADJ
fuelectenerg-11938	127	20	relevant	relevant	ADJ
fuelectenerg-11938	127	21	performance	performance	NOUN
fuelectenerg-11938	127	22	metrics	metric	NOUN
fuelectenerg-11938	127	23	.	.	PUNCT
fuelectenerg-11938	128	1	certain	certain	ADJ
fuelectenerg-11938	128	2	models	model	NOUN
fuelectenerg-11938	128	3	for	for	ADP
fuelectenerg-11938	128	4	ml	ml	NOUN
fuelectenerg-11938	128	5	are	be	AUX
fuelectenerg-11938	128	6	trained	train	VERB
fuelectenerg-11938	128	7	and	and	CCONJ
fuelectenerg-11938	128	8	tested	test	VERB
fuelectenerg-11938	128	9	for	for	ADP
fuelectenerg-11938	128	10	accuracy	accuracy	NOUN
fuelectenerg-11938	128	11	and	and	CCONJ
fuelectenerg-11938	128	12	predictability	predictability	NOUN
fuelectenerg-11938	128	13	using	use	VERB
fuelectenerg-11938	128	14	the	the	DET
fuelectenerg-11938	128	15	dataset	dataset	NOUN
fuelectenerg-11938	128	16	produced	produce	VERB
fuelectenerg-11938	128	17	above	above	ADV
fuelectenerg-11938	128	18	.	.	PUNCT
fuelectenerg-11938	129	1	predictions	prediction	NOUN
fuelectenerg-11938	129	2	made	make	VERB
fuelectenerg-11938	129	3	with	with	ADP
fuelectenerg-11938	129	4	ml	ml	NOUN
fuelectenerg-11938	129	5	take	take	VERB
fuelectenerg-11938	129	6	substantially	substantially	ADV
fuelectenerg-11938	129	7	less	less	ADJ
fuelectenerg-11938	129	8	time	time	NOUN
fuelectenerg-11938	129	9	and	and	CCONJ
fuelectenerg-11938	129	10	have	have	VERB
fuelectenerg-11938	129	11	far	far	ADV
fuelectenerg-11938	129	12	smaller	small	ADJ
fuelectenerg-11938	129	13	margins	margin	NOUN
fuelectenerg-11938	129	14	of	of	ADP
fuelectenerg-11938	129	15	error	error	NOUN
fuelectenerg-11938	129	16	.	.	PUNCT
fuelectenerg-11938	130	1	the	the	DET
fuelectenerg-11938	130	2	best	good	ADJ
fuelectenerg-11938	130	3	model	model	NOUN
fuelectenerg-11938	130	4	is	be	AUX
fuelectenerg-11938	130	5	chosen	choose	VERB
fuelectenerg-11938	130	6	based	base	VERB
fuelectenerg-11938	130	7	on	on	ADP
fuelectenerg-11938	130	8	having	have	VERB
fuelectenerg-11938	130	9	the	the	DET
fuelectenerg-11938	130	10	highest	high	ADJ
fuelectenerg-11938	130	11	rsquare	rsquare	NOUN
fuelectenerg-11938	130	12	score	score	NOUN
fuelectenerg-11938	130	13	and	and	CCONJ
fuelectenerg-11938	130	14	the	the	DET
fuelectenerg-11938	130	15	lowest	low	ADJ
fuelectenerg-11938	130	16	mse	mse	NOUN
fuelectenerg-11938	130	17	value	value	NOUN
fuelectenerg-11938	130	18	after	after	SCONJ
fuelectenerg-11938	130	19	the	the	DET
fuelectenerg-11938	130	20	ml	ml	PROPN
fuelectenerg-11938	130	21	models	model	NOUN
fuelectenerg-11938	130	22	have	have	AUX
fuelectenerg-11938	130	23	been	be	AUX
fuelectenerg-11938	130	24	trained	train	VERB
fuelectenerg-11938	130	25	using	use	VERB
fuelectenerg-11938	130	26	the	the	DET
fuelectenerg-11938	130	27	dataset	dataset	NOUN
fuelectenerg-11938	130	28	collected	collect	VERB
fuelectenerg-11938	130	29	from	from	ADP
fuelectenerg-11938	130	30	the	the	DET
fuelectenerg-11938	130	31	hfss	hfss	NOUN
fuelectenerg-11938	130	32	.	.	PUNCT
fuelectenerg-11938	131	1	then	then	ADV
fuelectenerg-11938	131	2	,	,	PUNCT
fuelectenerg-11938	131	3	using	use	VERB
fuelectenerg-11938	131	4	that	that	DET
fuelectenerg-11938	131	5	model	model	NOUN
fuelectenerg-11938	131	6	,	,	PUNCT
fuelectenerg-11938	131	7	the	the	DET
fuelectenerg-11938	131	8	s11	s11	NOUN
fuelectenerg-11938	131	9	value	value	NOUN
fuelectenerg-11938	131	10	for	for	ADP
fuelectenerg-11938	131	11	this	this	DET
fuelectenerg-11938	131	12	dataset	dataset	NOUN
fuelectenerg-11938	131	13	will	will	AUX
fuelectenerg-11938	131	14	be	be	AUX
fuelectenerg-11938	131	15	predicted	predict	VERB
fuelectenerg-11938	131	16	.	.	PUNCT
fuelectenerg-11938	132	1	the	the	DET
fuelectenerg-11938	132	2	parameters	parameter	NOUN
fuelectenerg-11938	132	3	that	that	PRON
fuelectenerg-11938	132	4	produce	produce	VERB
fuelectenerg-11938	132	5	the	the	DET
fuelectenerg-11938	132	6	lowest	low	ADJ
fuelectenerg-11938	132	7	s11	s11	NOUN
fuelectenerg-11938	132	8	value	value	NOUN
fuelectenerg-11938	132	9	will	will	AUX
fuelectenerg-11938	132	10	be	be	AUX
fuelectenerg-11938	132	11	chosen	choose	VERB
fuelectenerg-11938	132	12	next	next	ADV
fuelectenerg-11938	132	13	.	.	PUNCT
fuelectenerg-11938	133	1	(	(	PUNCT
fuelectenerg-11938	133	2	a	a	X
fuelectenerg-11938	133	3	)	)	PUNCT
fuelectenerg-11938	133	4	(	(	PUNCT
fuelectenerg-11938	133	5	b	b	X
fuelectenerg-11938	133	6	)	)	PUNCT
fuelectenerg-11938	133	7	fig	fig	NOUN
fuelectenerg-11938	133	8	.	.	PUNCT
fuelectenerg-11938	134	1	6	6	NUM
fuelectenerg-11938	134	2	(	(	PUNCT
fuelectenerg-11938	134	3	a	a	X
fuelectenerg-11938	134	4	)	)	PUNCT
fuelectenerg-11938	134	5	the	the	DET
fuelectenerg-11938	134	6	relationship	relationship	NOUN
fuelectenerg-11938	134	7	between	between	ADP
fuelectenerg-11938	134	8	s11	s11	NOUN
fuelectenerg-11938	134	9	and	and	CCONJ
fuelectenerg-11938	134	10	c4	c4	NOUN
fuelectenerg-11938	134	11	.	.	PUNCT
fuelectenerg-11938	135	1	(	(	PUNCT
fuelectenerg-11938	135	2	b	b	X
fuelectenerg-11938	135	3	)	)	PUNCT
fuelectenerg-11938	135	4	the	the	DET
fuelectenerg-11938	135	5	relationship	relationship	NOUN
fuelectenerg-11938	135	6	between	between	ADP
fuelectenerg-11938	135	7	s11	s11	PROPN
fuelectenerg-11938	135	8	and	and	CCONJ
fuelectenerg-11938	135	9	sc	sc	PROPN
fuelectenerg-11938	135	10	.	.	PROPN
fuelectenerg-11938	136	1	4	4	NUM
fuelectenerg-11938	136	2	.	.	NOUN
fuelectenerg-11938	136	3	result	result	NOUN
fuelectenerg-11938	136	4	and	and	CCONJ
fuelectenerg-11938	136	5	discussion	discussion	NOUN
fuelectenerg-11938	136	6	common	common	ADJ
fuelectenerg-11938	136	7	performance	performance	NOUN
fuelectenerg-11938	136	8	metrics	metric	NOUN
fuelectenerg-11938	136	9	used	use	VERB
fuelectenerg-11938	136	10	to	to	PART
fuelectenerg-11938	136	11	evaluate	evaluate	VERB
fuelectenerg-11938	136	12	the	the	DET
fuelectenerg-11938	136	13	accuracy	accuracy	NOUN
fuelectenerg-11938	136	14	and	and	CCONJ
fuelectenerg-11938	136	15	efficiency	efficiency	NOUN
fuelectenerg-11938	136	16	of	of	ADP
fuelectenerg-11938	136	17	machine	machine	NOUN
fuelectenerg-11938	136	18	learning	learning	NOUN
fuelectenerg-11938	136	19	models	model	NOUN
fuelectenerg-11938	136	20	are	be	AUX
fuelectenerg-11938	136	21	the	the	DET
fuelectenerg-11938	136	22	mse	mse	NOUN
fuelectenerg-11938	136	23	(	(	PUNCT
fuelectenerg-11938	136	24	mean	mean	VERB
fuelectenerg-11938	136	25	squared	square	VERB
fuelectenerg-11938	136	26	error	error	NOUN
fuelectenerg-11938	136	27	)	)	PUNCT
fuelectenerg-11938	136	28	,	,	PUNCT
fuelectenerg-11938	136	29	r	r	NOUN
fuelectenerg-11938	136	30	-	-	PUNCT
fuelectenerg-11938	136	31	square	square	ADJ
fuelectenerg-11938	136	32	value	value	NOUN
fuelectenerg-11938	136	33	,	,	PUNCT
fuelectenerg-11938	136	34	mae	mae	PROPN
fuelectenerg-11938	136	35	(	(	PUNCT
fuelectenerg-11938	136	36	mean	mean	ADJ
fuelectenerg-11938	136	37	absolute	absolute	ADJ
fuelectenerg-11938	136	38	error	error	NOUN
fuelectenerg-11938	136	39	)	)	PUNCT
fuelectenerg-11938	136	40	,	,	PUNCT
fuelectenerg-11938	136	41	mape	mape	NOUN
fuelectenerg-11938	136	42	(	(	PUNCT
fuelectenerg-11938	136	43	mean	mean	VERB
fuelectenerg-11938	136	44	absolute	absolute	ADJ
fuelectenerg-11938	136	45	percentage	percentage	NOUN
fuelectenerg-11938	136	46	error	error	NOUN
fuelectenerg-11938	136	47	)	)	PUNCT
fuelectenerg-11938	136	48	,	,	PUNCT
fuelectenerg-11938	136	49	fit	fit	ADJ
fuelectenerg-11938	136	50	time	time	NOUN
fuelectenerg-11938	136	51	(	(	PUNCT
fuelectenerg-11938	136	52	in	in	ADP
fuelectenerg-11938	136	53	seconds	second	NOUN
fuelectenerg-11938	136	54	)	)	PUNCT
fuelectenerg-11938	136	55	,	,	PUNCT
fuelectenerg-11938	136	56	and	and	CCONJ
fuelectenerg-11938	136	57	prediction	prediction	NOUN
fuelectenerg-11938	136	58	time	time	NOUN
fuelectenerg-11938	136	59	(	(	PUNCT
fuelectenerg-11938	136	60	in	in	ADP
fuelectenerg-11938	136	61	seconds	second	NOUN
fuelectenerg-11938	136	62	)	)	PUNCT
fuelectenerg-11938	136	63	.	.	PUNCT
fuelectenerg-11938	137	1	table	table	NOUN
fuelectenerg-11938	137	2	2	2	NUM
fuelectenerg-11938	137	3	shows	show	VERB
fuelectenerg-11938	137	4	the	the	DET
fuelectenerg-11938	137	5	values	value	NOUN
fuelectenerg-11938	137	6	estimated	estimate	VERB
fuelectenerg-11938	137	7	by	by	ADP
fuelectenerg-11938	137	8	several	several	ADJ
fuelectenerg-11938	137	9	ml	ml	NOUN
fuelectenerg-11938	137	10	algorithms	algorithm	NOUN
fuelectenerg-11938	137	11	.	.	PUNCT
fuelectenerg-11938	138	1	the	the	DET
fuelectenerg-11938	138	2	mean	mean	ADJ
fuelectenerg-11938	138	3	squared	square	VERB
fuelectenerg-11938	138	4	error	error	NOUN
fuelectenerg-11938	138	5	(	(	PUNCT
fuelectenerg-11938	138	6	mse	mse	NOUN
fuelectenerg-11938	138	7	)	)	PUNCT
fuelectenerg-11938	138	8	is	be	AUX
fuelectenerg-11938	138	9	calculated	calculate	VERB
fuelectenerg-11938	138	10	as	as	ADP
fuelectenerg-11938	138	11	the	the	DET
fuelectenerg-11938	138	12	average	average	ADJ
fuelectenerg-11938	138	13	squared	squared	ADJ
fuelectenerg-11938	138	14	difference	difference	NOUN
fuelectenerg-11938	138	15	between	between	ADP
fuelectenerg-11938	138	16	predictions	prediction	NOUN
fuelectenerg-11938	138	17	and	and	CCONJ
fuelectenerg-11938	138	18	actual	actual	ADJ
fuelectenerg-11938	138	19	values	value	NOUN
fuelectenerg-11938	138	20	,	,	PUNCT
fuelectenerg-11938	138	21	lower	low	ADJ
fuelectenerg-11938	138	22	mse	mse	PROPN
fuelectenerg-11938	138	23	indicates	indicate	VERB
fuelectenerg-11938	138	24	better	well	ADJ
fuelectenerg-11938	138	25	accuracy	accuracy	NOUN
fuelectenerg-11938	138	26	,	,	PUNCT
fuelectenerg-11938	138	27	as	as	SCONJ
fuelectenerg-11938	138	28	shown	show	VERB
fuelectenerg-11938	138	29	in	in	ADP
fuelectenerg-11938	138	30	equation	equation	NOUN
fuelectenerg-11938	138	31	(	(	PUNCT
fuelectenerg-11938	138	32	2	2	NUM
fuelectenerg-11938	138	33	)	)	PUNCT
fuelectenerg-11938	138	34	.	.	PUNCT
fuelectenerg-11938	139	1	the	the	DET
fuelectenerg-11938	139	2	r	r	NOUN
fuelectenerg-11938	139	3	-	-	PUNCT
fuelectenerg-11938	139	4	square	square	ADJ
fuelectenerg-11938	139	5	value	value	NOUN
fuelectenerg-11938	139	6	of	of	ADP
fuelectenerg-11938	139	7	the	the	DET
fuelectenerg-11938	139	8	regression	regression	NOUN
fuelectenerg-11938	139	9	model	model	NOUN
fuelectenerg-11938	139	10	shows	show	VERB
fuelectenerg-11938	139	11	how	how	SCONJ
fuelectenerg-11938	139	12	accurate	accurate	ADJ
fuelectenerg-11938	139	13	it	it	PRON
fuelectenerg-11938	139	14	is	be	AUX
fuelectenerg-11938	139	15	,	,	PUNCT
fuelectenerg-11938	139	16	rsquare	rsquare	VERB
fuelectenerg-11938	139	17	ranges	range	VERB
fuelectenerg-11938	139	18	from	from	ADP
fuelectenerg-11938	139	19	0	0	NUM
fuelectenerg-11938	139	20	to	to	ADP
fuelectenerg-11938	139	21	1	1	NUM
fuelectenerg-11938	139	22	,	,	PUNCT
fuelectenerg-11938	139	23	with	with	ADP
fuelectenerg-11938	139	24	1	1	NUM
fuelectenerg-11938	139	25	indicating	indicate	VERB
fuelectenerg-11938	139	26	a	a	DET
fuelectenerg-11938	139	27	perfect	perfect	ADJ
fuelectenerg-11938	139	28	fit	fit	NOUN
fuelectenerg-11938	139	29	,	,	PUNCT
fuelectenerg-11938	139	30	as	as	SCONJ
fuelectenerg-11938	139	31	shown	show	VERB
fuelectenerg-11938	139	32	in	in	ADP
fuelectenerg-11938	139	33	equation	equation	NOUN
fuelectenerg-11938	139	34	(	(	PUNCT
fuelectenerg-11938	139	35	3	3	NUM
fuelectenerg-11938	139	36	)	)	PUNCT
fuelectenerg-11938	139	37	.	.	PUNCT
fuelectenerg-11938	140	1	the	the	DET
fuelectenerg-11938	140	2	mae	mae	PROPN
fuelectenerg-11938	140	3	is	be	AUX
fuelectenerg-11938	140	4	the	the	DET
fuelectenerg-11938	140	5	average	average	ADJ
fuelectenerg-11938	140	6	absolute	absolute	ADJ
fuelectenerg-11938	140	7	difference	difference	NOUN
fuelectenerg-11938	140	8	between	between	ADP
fuelectenerg-11938	140	9	the	the	DET
fuelectenerg-11938	140	10	predicted	predict	VERB
fuelectenerg-11938	140	11	and	and	CCONJ
fuelectenerg-11938	140	12	actual	actual	ADJ
fuelectenerg-11938	140	13	values	value	NOUN
fuelectenerg-11938	140	14	.	.	PUNCT
fuelectenerg-11938	141	1	it	it	PRON
fuelectenerg-11938	141	2	provides	provide	VERB
fuelectenerg-11938	141	3	a	a	DET
fuelectenerg-11938	141	4	measure	measure	NOUN
fuelectenerg-11938	141	5	of	of	ADP
fuelectenerg-11938	141	6	the	the	DET
fuelectenerg-11938	141	7	model	model	NOUN
fuelectenerg-11938	141	8	's	's	PART
fuelectenerg-11938	141	9	prediction	prediction	NOUN
fuelectenerg-11938	141	10	accuracy	accuracy	NOUN
fuelectenerg-11938	141	11	without	without	ADP
fuelectenerg-11938	141	12	considering	consider	VERB
fuelectenerg-11938	141	13	the	the	DET
fuelectenerg-11938	141	14	direction	direction	NOUN
fuelectenerg-11938	141	15	of	of	ADP
fuelectenerg-11938	141	16	the	the	DET
fuelectenerg-11938	141	17	error	error	NOUN
fuelectenerg-11938	141	18	,	,	PUNCT
fuelectenerg-11938	141	19	as	as	SCONJ
fuelectenerg-11938	141	20	shown	show	VERB
fuelectenerg-11938	141	21	in	in	ADP
fuelectenerg-11938	141	22	equation	equation	NOUN
fuelectenerg-11938	141	23	(	(	PUNCT
fuelectenerg-11938	141	24	4	4	NUM
fuelectenerg-11938	141	25	)	)	PUNCT
fuelectenerg-11938	141	26	.	.	PUNCT
fuelectenerg-11938	142	1	the	the	DET
fuelectenerg-11938	142	2	mape	mape	NOUN
fuelectenerg-11938	142	3	is	be	AUX
fuelectenerg-11938	142	4	a	a	DET
fuelectenerg-11938	142	5	relative	relative	ADJ
fuelectenerg-11938	142	6	measure	measure	NOUN
fuelectenerg-11938	142	7	of	of	ADP
fuelectenerg-11938	142	8	the	the	DET
fuelectenerg-11938	142	9	prediction	prediction	NOUN
fuelectenerg-11938	142	10	accuracy	accuracy	NOUN
fuelectenerg-11938	142	11	and	and	CCONJ
fuelectenerg-11938	142	12	is	be	AUX
fuelectenerg-11938	142	13	calculated	calculate	VERB
fuelectenerg-11938	142	14	as	as	ADP
fuelectenerg-11938	142	15	the	the	DET
fuelectenerg-11938	142	16	average	average	ADJ
fuelectenerg-11938	142	17	percentage	percentage	NOUN
fuelectenerg-11938	142	18	difference	difference	NOUN
fuelectenerg-11938	142	19	between	between	ADP
fuelectenerg-11938	142	20	the	the	DET
fuelectenerg-11938	142	21	predicted	predict	VERB
fuelectenerg-11938	142	22	and	and	CCONJ
fuelectenerg-11938	142	23	actual	actual	ADJ
fuelectenerg-11938	142	24	values	value	NOUN
fuelectenerg-11938	142	25	.	.	PUNCT
fuelectenerg-11938	143	1	it	it	PRON
fuelectenerg-11938	143	2	is	be	AUX
fuelectenerg-11938	143	3	useful	useful	ADJ
fuelectenerg-11938	143	4	for	for	ADP
fuelectenerg-11938	143	5	interpreting	interpret	VERB
fuelectenerg-11938	143	6	the	the	DET
fuelectenerg-11938	143	7	prediction	prediction	NOUN
fuelectenerg-11938	143	8	errors	error	NOUN
fuelectenerg-11938	143	9	in	in	ADP
fuelectenerg-11938	143	10	terms	term	NOUN
fuelectenerg-11938	143	11	of	of	ADP
fuelectenerg-11938	143	12	their	their	PRON
fuelectenerg-11938	143	13	percentage	percentage	NOUN
fuelectenerg-11938	143	14	relative	relative	ADJ
fuelectenerg-11938	143	15	to	to	ADP
fuelectenerg-11938	143	16	the	the	DET
fuelectenerg-11938	143	17	actual	actual	ADJ
fuelectenerg-11938	143	18	values	value	NOUN
fuelectenerg-11938	143	19	,	,	PUNCT
fuelectenerg-11938	143	20	as	as	SCONJ
fuelectenerg-11938	143	21	shown	show	VERB
fuelectenerg-11938	143	22	in	in	ADP
fuelectenerg-11938	143	23	equation	equation	NOUN
fuelectenerg-11938	143	24	(	(	PUNCT
fuelectenerg-11938	143	25	5	5	NUM
fuelectenerg-11938	143	26	)	)	PUNCT
fuelectenerg-11938	143	27	.	.	PUNCT
fuelectenerg-11938	144	1	fit	fit	ADJ
fuelectenerg-11938	144	2	time	time	NOUN
fuelectenerg-11938	144	3	is	be	AUX
fuelectenerg-11938	144	4	the	the	DET
fuelectenerg-11938	144	5	time	time	NOUN
fuelectenerg-11938	144	6	taken	take	VERB
fuelectenerg-11938	144	7	by	by	ADP
fuelectenerg-11938	144	8	the	the	DET
fuelectenerg-11938	144	9	machine	machine	NOUN
fuelectenerg-11938	144	10	learning	learn	VERB
fuelectenerg-11938	144	11	model	model	NOUN
fuelectenerg-11938	144	12	to	to	PART
fuelectenerg-11938	144	13	learn	learn	VERB
fuelectenerg-11938	144	14	from	from	ADP
fuelectenerg-11938	144	15	the	the	DET
fuelectenerg-11938	144	16	training	training	NOUN
fuelectenerg-11938	144	17	data	datum	NOUN
fuelectenerg-11938	144	18	and	and	CCONJ
fuelectenerg-11938	144	19	build	build	VERB
fuelectenerg-11938	144	20	the	the	DET
fuelectenerg-11938	144	21	internal	internal	ADJ
fuelectenerg-11938	144	22	representation	representation	NOUN
fuelectenerg-11938	144	23	.	.	PUNCT
fuelectenerg-11938	145	1	it	it	PRON
fuelectenerg-11938	145	2	596	596	NUM
fuelectenerg-11938	145	3	r.	r.	PROPN
fuelectenerg-11938	145	4	jain	jain	PROPN
fuelectenerg-11938	145	5	,	,	PUNCT
fuelectenerg-11938	145	6	v.	v.	PROPN
fuelectenerg-11938	145	7	vikas	vikas	PROPN
fuelectenerg-11938	145	8	thakare	thakare	PROPN
fuelectenerg-11938	145	9	,	,	PUNCT
fuelectenerg-11938	145	10	p.	p.	PROPN
fuelectenerg-11938	145	11	k.	k.	PROPN
fuelectenerg-11938	146	1	singhal	singhal	PROPN
fuelectenerg-11938	146	2	indicates	indicate	VERB
fuelectenerg-11938	146	3	the	the	DET
fuelectenerg-11938	146	4	training	training	NOUN
fuelectenerg-11938	146	5	time	time	NOUN
fuelectenerg-11938	146	6	required	require	VERB
fuelectenerg-11938	146	7	for	for	SCONJ
fuelectenerg-11938	146	8	the	the	DET
fuelectenerg-11938	146	9	model	model	NOUN
fuelectenerg-11938	146	10	to	to	PART
fuelectenerg-11938	146	11	be	be	AUX
fuelectenerg-11938	146	12	ready	ready	ADJ
fuelectenerg-11938	146	13	for	for	ADP
fuelectenerg-11938	146	14	predictions	prediction	NOUN
fuelectenerg-11938	146	15	.	.	PUNCT
fuelectenerg-11938	147	1	prediction	prediction	NOUN
fuelectenerg-11938	147	2	time	time	NOUN
fuelectenerg-11938	147	3	is	be	AUX
fuelectenerg-11938	147	4	the	the	DET
fuelectenerg-11938	147	5	time	time	NOUN
fuelectenerg-11938	147	6	taken	take	VERB
fuelectenerg-11938	147	7	by	by	ADP
fuelectenerg-11938	147	8	the	the	DET
fuelectenerg-11938	147	9	model	model	NOUN
fuelectenerg-11938	147	10	to	to	PART
fuelectenerg-11938	147	11	make	make	VERB
fuelectenerg-11938	147	12	predictions	prediction	NOUN
fuelectenerg-11938	147	13	on	on	ADP
fuelectenerg-11938	147	14	new	new	ADJ
fuelectenerg-11938	147	15	data	datum	NOUN
fuelectenerg-11938	147	16	.	.	PUNCT
fuelectenerg-11938	148	1	it	it	PRON
fuelectenerg-11938	148	2	measures	measure	VERB
fuelectenerg-11938	148	3	the	the	DET
fuelectenerg-11938	148	4	efficiency	efficiency	NOUN
fuelectenerg-11938	148	5	of	of	ADP
fuelectenerg-11938	148	6	the	the	DET
fuelectenerg-11938	148	7	model	model	NOUN
fuelectenerg-11938	148	8	during	during	ADP
fuelectenerg-11938	148	9	the	the	DET
fuelectenerg-11938	148	10	prediction	prediction	NOUN
fuelectenerg-11938	148	11	phase	phase	NOUN
fuelectenerg-11938	148	12	[	[	X
fuelectenerg-11938	148	13	11	11	NUM
fuelectenerg-11938	148	14	,	,	PUNCT
fuelectenerg-11938	148	15	15	15	NUM
fuelectenerg-11938	148	16	,	,	PUNCT
fuelectenerg-11938	148	17	16	16	NUM
fuelectenerg-11938	148	18	]	]	PUNCT
fuelectenerg-11938	148	19	.	.	PUNCT
fuelectenerg-11938	149	1	2	2	NUM
fuelectenerg-11938	149	2	1	1	NUM
fuelectenerg-11938	149	3	1	1	NUM
fuelectenerg-11938	149	4	ˆ	ˆ	PROPN
fuelectenerg-11938	149	5	(	(	PUNCT
fuelectenerg-11938	149	6	)	)	PUNCT
fuelectenerg-11938	149	7	n	n	CCONJ
fuelectenerg-11938	150	1	i	i	PRON
fuelectenerg-11938	150	2	i	i	PRON
fuelectenerg-11938	151	1	i	i	PRON
fuelectenerg-11938	151	2	mse	mse	VERB
fuelectenerg-11938	151	3	y	y	PROPN
fuelectenerg-11938	151	4	y	y	PROPN
fuelectenerg-11938	151	5	n	n	PROPN
fuelectenerg-11938	152	1	=	=	SYM
fuelectenerg-11938	152	2	=	=	SYM
fuelectenerg-11938	152	3	−	−	NOUN
fuelectenerg-11938	152	4	(	(	PUNCT
fuelectenerg-11938	152	5	2	2	NUM
fuelectenerg-11938	152	6	)	)	SYM
fuelectenerg-11938	152	7	2	2	NUM
fuelectenerg-11938	152	8	2	2	NUM
fuelectenerg-11938	152	9	1	1	NUM
fuelectenerg-11938	152	10	2	2	NUM
fuelectenerg-11938	152	11	1	1	NUM
fuelectenerg-11938	152	12	ˆ	ˆ	NOUN
fuelectenerg-11938	152	13	(	(	PUNCT
fuelectenerg-11938	152	14	)	)	PUNCT
fuelectenerg-11938	152	15	1	1	NUM
fuelectenerg-11938	152	16	(	(	PUNCT
fuelectenerg-11938	152	17	)	)	PUNCT
fuelectenerg-11938	152	18	n	n	CCONJ
fuelectenerg-11938	153	1	i	i	PRON
fuelectenerg-11938	153	2	ii	ii	VERB
fuelectenerg-11938	154	1	n	n	INTJ
fuelectenerg-11938	155	1	i	i	PRON
fuelectenerg-11938	155	2	ii	ii	VERB
fuelectenerg-11938	156	1	y	y	VERB
fuelectenerg-11938	156	2	y	y	PROPN
fuelectenerg-11938	156	3	r	r	NOUN
fuelectenerg-11938	156	4	y	y	PROPN
fuelectenerg-11938	156	5	y	y	PROPN
fuelectenerg-11938	156	6	=	=	PUNCT
fuelectenerg-11938	156	7	=	=	PUNCT
fuelectenerg-11938	157	1	−	−	PROPN
fuelectenerg-11938	157	2	=	=	PUNCT
fuelectenerg-11938	158	1	−	−	PROPN
fuelectenerg-11938	158	2	−	−	NOUN
fuelectenerg-11938	158	3			X
fuelectenerg-11938	158	4			X
fuelectenerg-11938	158	5	(	(	PUNCT
fuelectenerg-11938	158	6	3	3	X
fuelectenerg-11938	158	7	)	)	SYM
fuelectenerg-11938	158	8	1	1	NUM
fuelectenerg-11938	158	9	1	1	NUM
fuelectenerg-11938	158	10	ˆ	ˆ	PROPN
fuelectenerg-11938	158	11	(	(	PUNCT
fuelectenerg-11938	158	12	)	)	PUNCT
fuelectenerg-11938	158	13	n	n	PROPN
fuelectenerg-11938	159	1	i	i	PRON
fuelectenerg-11938	159	2	ii	ii	VERB
fuelectenerg-11938	159	3	mae	mae	PROPN
fuelectenerg-11938	159	4	y	y	PROPN
fuelectenerg-11938	159	5	y	y	PROPN
fuelectenerg-11938	159	6	n	n	NOUN
fuelectenerg-11938	159	7	=	=	SYM
fuelectenerg-11938	159	8	=	=	SYM
fuelectenerg-11938	159	9	−	−	NOUN
fuelectenerg-11938	159	10	(	(	PUNCT
fuelectenerg-11938	159	11	4	4	NUM
fuelectenerg-11938	159	12	)	)	SYM
fuelectenerg-11938	159	13	1	1	NUM
fuelectenerg-11938	159	14	ˆ	ˆ	PROPN
fuelectenerg-11938	159	15	(	(	PUNCT
fuelectenerg-11938	159	16	)	)	PUNCT
fuelectenerg-11938	159	17	1	1	NUM
fuelectenerg-11938	159	18	100	100	NUM
fuelectenerg-11938	159	19	n	n	NOUN
fuelectenerg-11938	160	1	i	i	PRON
fuelectenerg-11938	160	2	i	i	PRON
fuelectenerg-11938	161	1	i	i	PRON
fuelectenerg-11938	162	1	i	i	VERB
fuelectenerg-11938	162	2	y	y	PROPN
fuelectenerg-11938	162	3	y	y	PROPN
fuelectenerg-11938	162	4	mape	mape	PROPN
fuelectenerg-11938	162	5	n	n	ADV
fuelectenerg-11938	162	6	y=	y=	NUM
fuelectenerg-11938	162	7	−	−	PROPN
fuelectenerg-11938	163	1	=	=	SYM
fuelectenerg-11938	163	2			X
fuelectenerg-11938	163	3	(	(	PUNCT
fuelectenerg-11938	163	4	5	5	NUM
fuelectenerg-11938	163	5	)	)	PUNCT
fuelectenerg-11938	163	6	where	where	SCONJ
fuelectenerg-11938	163	7	n	n	PRON
fuelectenerg-11938	163	8	is	be	AUX
fuelectenerg-11938	163	9	the	the	DET
fuelectenerg-11938	163	10	number	number	NOUN
fuelectenerg-11938	163	11	of	of	ADP
fuelectenerg-11938	163	12	data	datum	NOUN
fuelectenerg-11938	163	13	points	point	NOUN
fuelectenerg-11938	163	14	,	,	PUNCT
fuelectenerg-11938	163	15	yi	yi	PROPN
fuelectenerg-11938	163	16	is	be	AUX
fuelectenerg-11938	163	17	the	the	DET
fuelectenerg-11938	163	18	actual	actual	ADJ
fuelectenerg-11938	163	19	value	value	NOUN
fuelectenerg-11938	163	20	,	,	PUNCT
fuelectenerg-11938	163	21	ˆ	ˆ	PROPN
fuelectenerg-11938	163	22	iy	iy	PROPN
fuelectenerg-11938	163	23	is	be	AUX
fuelectenerg-11938	163	24	the	the	DET
fuelectenerg-11938	163	25	predicted	predict	VERB
fuelectenerg-11938	163	26	value	value	NOUN
fuelectenerg-11938	163	27	,	,	PUNCT
fuelectenerg-11938	163	28	iy	iy	PROPN
fuelectenerg-11938	163	29	is	be	AUX
fuelectenerg-11938	163	30	the	the	DET
fuelectenerg-11938	163	31	mean	mean	NOUN
fuelectenerg-11938	163	32	of	of	ADP
fuelectenerg-11938	163	33	actual	actual	ADJ
fuelectenerg-11938	163	34	values	value	NOUN
fuelectenerg-11938	163	35	.	.	PUNCT
fuelectenerg-11938	164	1	table	table	NOUN
fuelectenerg-11938	164	2	2	2	NUM
fuelectenerg-11938	164	3	compares	compare	NOUN
fuelectenerg-11938	164	4	mse	mse	NOUN
fuelectenerg-11938	164	5	,	,	PUNCT
fuelectenerg-11938	164	6	r	r	NOUN
fuelectenerg-11938	164	7	-	-	PUNCT
fuelectenerg-11938	164	8	square	square	ADJ
fuelectenerg-11938	164	9	,	,	PUNCT
fuelectenerg-11938	164	10	mae	mae	PROPN
fuelectenerg-11938	164	11	,	,	PUNCT
fuelectenerg-11938	164	12	mape	mape	NOUN
fuelectenerg-11938	164	13	,	,	PUNCT
fuelectenerg-11938	164	14	fit	fit	ADJ
fuelectenerg-11938	164	15	time	time	NOUN
fuelectenerg-11938	164	16	,	,	PUNCT
fuelectenerg-11938	164	17	and	and	CCONJ
fuelectenerg-11938	164	18	prediction	prediction	NOUN
fuelectenerg-11938	164	19	time	time	NOUN
fuelectenerg-11938	164	20	for	for	ADP
fuelectenerg-11938	164	21	various	various	ADJ
fuelectenerg-11938	164	22	models	model	NOUN
fuelectenerg-11938	164	23	,	,	PUNCT
fuelectenerg-11938	164	24	illustrating	illustrate	VERB
fuelectenerg-11938	164	25	that	that	SCONJ
fuelectenerg-11938	164	26	the	the	DET
fuelectenerg-11938	164	27	knn	knn	PROPN
fuelectenerg-11938	164	28	model	model	NOUN
fuelectenerg-11938	164	29	has	have	VERB
fuelectenerg-11938	164	30	the	the	DET
fuelectenerg-11938	164	31	highest	high	ADJ
fuelectenerg-11938	164	32	r	r	NOUN
fuelectenerg-11938	164	33	-	-	PUNCT
fuelectenerg-11938	164	34	square	square	ADJ
fuelectenerg-11938	164	35	value	value	NOUN
fuelectenerg-11938	164	36	and	and	CCONJ
fuelectenerg-11938	164	37	the	the	DET
fuelectenerg-11938	164	38	lowest	low	ADJ
fuelectenerg-11938	164	39	mse	mse	PROPN
fuelectenerg-11938	164	40	,	,	PUNCT
fuelectenerg-11938	164	41	mae	mae	PROPN
fuelectenerg-11938	164	42	,	,	PUNCT
fuelectenerg-11938	164	43	mape	mape	NOUN
fuelectenerg-11938	164	44	,	,	PUNCT
fuelectenerg-11938	164	45	fit	fit	ADJ
fuelectenerg-11938	164	46	time	time	NOUN
fuelectenerg-11938	164	47	,	,	PUNCT
fuelectenerg-11938	164	48	and	and	CCONJ
fuelectenerg-11938	164	49	prediction	prediction	NOUN
fuelectenerg-11938	164	50	time	time	NOUN
fuelectenerg-11938	164	51	,	,	PUNCT
fuelectenerg-11938	164	52	implying	imply	VERB
fuelectenerg-11938	164	53	that	that	SCONJ
fuelectenerg-11938	164	54	it	it	PRON
fuelectenerg-11938	164	55	is	be	AUX
fuelectenerg-11938	164	56	the	the	DET
fuelectenerg-11938	164	57	most	most	ADV
fuelectenerg-11938	164	58	accurate	accurate	ADJ
fuelectenerg-11938	164	59	and	and	CCONJ
fuelectenerg-11938	164	60	fastest	fast	ADJ
fuelectenerg-11938	164	61	model	model	NOUN
fuelectenerg-11938	164	62	among	among	ADP
fuelectenerg-11938	164	63	the	the	DET
fuelectenerg-11938	164	64	models	model	NOUN
fuelectenerg-11938	164	65	compared	compare	VERB
fuelectenerg-11938	164	66	.	.	PUNCT
fuelectenerg-11938	165	1	random	random	ADJ
fuelectenerg-11938	165	2	forest	forest	NOUN
fuelectenerg-11938	165	3	has	have	VERB
fuelectenerg-11938	165	4	the	the	DET
fuelectenerg-11938	165	5	second	second	ADJ
fuelectenerg-11938	165	6	highest	high	ADJ
fuelectenerg-11938	165	7	r	r	NOUN
fuelectenerg-11938	165	8	-	-	PUNCT
fuelectenerg-11938	165	9	square	square	ADJ
fuelectenerg-11938	165	10	value	value	NOUN
fuelectenerg-11938	165	11	,	,	PUNCT
fuelectenerg-11938	165	12	however	however	ADV
fuelectenerg-11938	165	13	,	,	PUNCT
fuelectenerg-11938	165	14	it	it	PRON
fuelectenerg-11938	165	15	takes	take	VERB
fuelectenerg-11938	165	16	significantly	significantly	ADV
fuelectenerg-11938	165	17	more	more	ADJ
fuelectenerg-11938	165	18	time	time	NOUN
fuelectenerg-11938	165	19	to	to	PART
fuelectenerg-11938	165	20	train	train	VERB
fuelectenerg-11938	165	21	and	and	CCONJ
fuelectenerg-11938	165	22	test	test	VERB
fuelectenerg-11938	165	23	in	in	ADP
fuelectenerg-11938	165	24	comparison	comparison	NOUN
fuelectenerg-11938	165	25	to	to	ADP
fuelectenerg-11938	165	26	other	other	ADJ
fuelectenerg-11938	165	27	models	model	NOUN
fuelectenerg-11938	165	28	.	.	PUNCT
fuelectenerg-11938	166	1	all	all	DET
fuelectenerg-11938	166	2	models	model	NOUN
fuelectenerg-11938	166	3	have	have	VERB
fuelectenerg-11938	166	4	an	an	DET
fuelectenerg-11938	166	5	accuracy	accuracy	NOUN
fuelectenerg-11938	166	6	of	of	ADP
fuelectenerg-11938	166	7	more	more	ADJ
fuelectenerg-11938	166	8	than	than	ADP
fuelectenerg-11938	166	9	76	76	NUM
fuelectenerg-11938	166	10	%	%	NOUN
fuelectenerg-11938	166	11	,	,	PUNCT
fuelectenerg-11938	166	12	five	five	NUM
fuelectenerg-11938	166	13	of	of	ADP
fuelectenerg-11938	166	14	them	they	PRON
fuelectenerg-11938	166	15	having	have	VERB
fuelectenerg-11938	166	16	an	an	DET
fuelectenerg-11938	166	17	accuracy	accuracy	NOUN
fuelectenerg-11938	166	18	of	of	ADP
fuelectenerg-11938	166	19	more	more	ADJ
fuelectenerg-11938	166	20	than	than	ADP
fuelectenerg-11938	166	21	90	90	NUM
fuelectenerg-11938	166	22	%	%	NOUN
fuelectenerg-11938	166	23	making	make	VERB
fuelectenerg-11938	166	24	them	they	PRON
fuelectenerg-11938	166	25	extremely	extremely	ADV
fuelectenerg-11938	166	26	useful	useful	ADJ
fuelectenerg-11938	166	27	,	,	PUNCT
fuelectenerg-11938	166	28	and	and	CCONJ
fuelectenerg-11938	166	29	the	the	DET
fuelectenerg-11938	166	30	error	error	NOUN
fuelectenerg-11938	166	31	is	be	AUX
fuelectenerg-11938	166	32	quite	quite	ADV
fuelectenerg-11938	166	33	low	low	ADJ
fuelectenerg-11938	166	34	.	.	PUNCT
fuelectenerg-11938	167	1	because	because	SCONJ
fuelectenerg-11938	167	2	knn	knn	PROPN
fuelectenerg-11938	167	3	is	be	AUX
fuelectenerg-11938	167	4	a	a	DET
fuelectenerg-11938	167	5	non	non	ADJ
fuelectenerg-11938	167	6	-	-	ADJ
fuelectenerg-11938	167	7	parametric	parametric	ADJ
fuelectenerg-11938	167	8	approach	approach	NOUN
fuelectenerg-11938	167	9	that	that	PRON
fuelectenerg-11938	167	10	finds	find	VERB
fuelectenerg-11938	167	11	a	a	DET
fuelectenerg-11938	167	12	fixed	fix	VERB
fuelectenerg-11938	167	13	number	number	NOUN
fuelectenerg-11938	167	14	of	of	ADP
fuelectenerg-11938	167	15	training	training	NOUN
fuelectenerg-11938	167	16	samples	sample	NOUN
fuelectenerg-11938	167	17	based	base	VERB
fuelectenerg-11938	167	18	on	on	ADP
fuelectenerg-11938	167	19	feature	feature	NOUN
fuelectenerg-11938	167	20	similarity	similarity	NOUN
fuelectenerg-11938	167	21	,	,	PUNCT
fuelectenerg-11938	167	22	it	it	PRON
fuelectenerg-11938	167	23	outperforms	outperform	VERB
fuelectenerg-11938	167	24	the	the	DET
fuelectenerg-11938	167	25	other	other	ADJ
fuelectenerg-11938	167	26	methods	method	NOUN
fuelectenerg-11938	167	27	[	[	X
fuelectenerg-11938	167	28	17	17	NUM
fuelectenerg-11938	167	29	]	]	PUNCT
fuelectenerg-11938	167	30	.	.	PUNCT
fuelectenerg-11938	168	1	table	table	NOUN
fuelectenerg-11938	168	2	2	2	NUM
fuelectenerg-11938	168	3	comparison	comparison	NOUN
fuelectenerg-11938	168	4	of	of	ADP
fuelectenerg-11938	168	5	mse	mse	NOUN
fuelectenerg-11938	168	6	,	,	PUNCT
fuelectenerg-11938	168	7	r	r	NOUN
fuelectenerg-11938	168	8	-	-	PUNCT
fuelectenerg-11938	168	9	square	square	ADJ
fuelectenerg-11938	168	10	,	,	PUNCT
fuelectenerg-11938	168	11	mae	mae	PROPN
fuelectenerg-11938	168	12	,	,	PUNCT
fuelectenerg-11938	168	13	mape	mape	NOUN
fuelectenerg-11938	168	14	,	,	PUNCT
fuelectenerg-11938	168	15	fit	fit	ADJ
fuelectenerg-11938	168	16	time	time	NOUN
fuelectenerg-11938	168	17	&	&	CCONJ
fuelectenerg-11938	168	18	prediction	prediction	NOUN
fuelectenerg-11938	168	19	time	time	NOUN
fuelectenerg-11938	168	20	for	for	ADP
fuelectenerg-11938	168	21	different	different	ADJ
fuelectenerg-11938	168	22	models	model	NOUN
fuelectenerg-11938	168	23	model	model	VERB
fuelectenerg-11938	168	24	mse	mse	PROPN
fuelectenerg-11938	168	25	r	r	NOUN
fuelectenerg-11938	168	26	-	-	PUNCT
fuelectenerg-11938	168	27	square	square	ADJ
fuelectenerg-11938	168	28	value	value	NOUN
fuelectenerg-11938	168	29	mae	mae	PROPN
fuelectenerg-11938	168	30	mape	mape	PROPN
fuelectenerg-11938	168	31	fit	fit	ADJ
fuelectenerg-11938	168	32	time	time	NOUN
fuelectenerg-11938	168	33	(	(	PUNCT
fuelectenerg-11938	168	34	sec	sec	PROPN
fuelectenerg-11938	168	35	)	)	PUNCT
fuelectenerg-11938	168	36	prediction	prediction	NOUN
fuelectenerg-11938	168	37	time	time	NOUN
fuelectenerg-11938	168	38	(	(	PUNCT
fuelectenerg-11938	168	39	sec	sec	PROPN
fuelectenerg-11938	168	40	)	)	PUNCT
fuelectenerg-11938	168	41	decision	decision	NOUN
fuelectenerg-11938	168	42	tree	tree	NOUN
fuelectenerg-11938	168	43	1.555	1.555	NUM
fuelectenerg-11938	168	44	0.959	0.959	NUM
fuelectenerg-11938	168	45	0.506	0.506	NUM
fuelectenerg-11938	168	46	0.033	0.033	NUM
fuelectenerg-11938	168	47	0.240	0.240	NUM
fuelectenerg-11938	168	48	0.012	0.012	NUM
fuelectenerg-11938	168	49	random	random	ADJ
fuelectenerg-11938	168	50	forest	forest	NOUN
fuelectenerg-11938	168	51	1.100	1.100	NUM
fuelectenerg-11938	168	52	0.970	0.970	NUM
fuelectenerg-11938	168	53	0.478	0.478	NUM
fuelectenerg-11938	168	54	0.032	0.032	NUM
fuelectenerg-11938	168	55	12.214	12.214	NUM
fuelectenerg-11938	168	56	0.583	0.583	NUM
fuelectenerg-11938	168	57	gradient	gradient	ADJ
fuelectenerg-11938	168	58	boosting	boost	VERB
fuelectenerg-11938	168	59	regression	regression	NOUN
fuelectenerg-11938	168	60	(	(	PUNCT
fuelectenerg-11938	168	61	gbr	gbr	NOUN
fuelectenerg-11938	168	62	)	)	PUNCT
fuelectenerg-11938	168	63	8.739	8.739	NUM
fuelectenerg-11938	168	64	0.769	0.769	NUM
fuelectenerg-11938	168	65	1.893	1.893	NUM
fuelectenerg-11938	168	66	0.132	0.132	NUM
fuelectenerg-11938	168	67	3.796	3.796	NUM
fuelectenerg-11938	168	68	0.042	0.042	NUM
fuelectenerg-11938	168	69	xg	xg	NOUN
fuelectenerg-11938	168	70	boost	boost	PROPN
fuelectenerg-11938	168	71	regression	regression	NOUN
fuelectenerg-11938	168	72	2.782	2.782	NUM
fuelectenerg-11938	168	73	0.927	0.927	NUM
fuelectenerg-11938	168	74	0.953	0.953	NUM
fuelectenerg-11938	168	75	0.065	0.065	NUM
fuelectenerg-11938	168	76	2.088	2.088	NUM
fuelectenerg-11938	168	77	0.028	0.028	NUM
fuelectenerg-11938	168	78	knn	knn	PROPN
fuelectenerg-11938	168	79	0.559	0.559	NUM
fuelectenerg-11938	168	80	0.985	0.985	NUM
fuelectenerg-11938	168	81	0.273	0.273	NUM
fuelectenerg-11938	168	82	0.017	0.017	NUM
fuelectenerg-11938	168	83	0.038	0.038	NUM
fuelectenerg-11938	168	84	0.066	0.066	NUM
fuelectenerg-11938	168	85	light	light	ADJ
fuelectenerg-11938	168	86	gradient	gradient	NOUN
fuelectenerg-11938	168	87	boosting	boost	VERB
fuelectenerg-11938	168	88	regression	regression	NOUN
fuelectenerg-11938	168	89	(	(	PUNCT
fuelectenerg-11938	168	90	lgbr	lgbr	PROPN
fuelectenerg-11938	168	91	)	)	PUNCT
fuelectenerg-11938	168	92	3.782	3.782	NUM
fuelectenerg-11938	168	93	0.901	0.901	NUM
fuelectenerg-11938	168	94	1.162	1.162	NUM
fuelectenerg-11938	168	95	0.080	0.080	NUM
fuelectenerg-11938	168	96	0.302	0.302	NUM
fuelectenerg-11938	168	97	0.074	0.074	NUM
fuelectenerg-11938	168	98	fig	fig	NOUN
fuelectenerg-11938	168	99	.	.	PUNCT
fuelectenerg-11938	169	1	7	7	NUM
fuelectenerg-11938	169	2	depicts	depict	VERB
fuelectenerg-11938	169	3	the	the	DET
fuelectenerg-11938	169	4	association	association	NOUN
fuelectenerg-11938	169	5	between	between	ADP
fuelectenerg-11938	169	6	predicted	predict	VERB
fuelectenerg-11938	169	7	and	and	CCONJ
fuelectenerg-11938	169	8	actual	actual	ADJ
fuelectenerg-11938	169	9	return	return	NOUN
fuelectenerg-11938	169	10	loss	loss	NOUN
fuelectenerg-11938	169	11	values	value	NOUN
fuelectenerg-11938	169	12	for	for	ADP
fuelectenerg-11938	169	13	various	various	ADJ
fuelectenerg-11938	169	14	ml	ml	NOUN
fuelectenerg-11938	169	15	models	model	NOUN
fuelectenerg-11938	169	16	such	such	ADJ
fuelectenerg-11938	169	17	as	as	ADP
fuelectenerg-11938	169	18	decision	decision	NOUN
fuelectenerg-11938	169	19	tree	tree	NOUN
fuelectenerg-11938	169	20	,	,	PUNCT
fuelectenerg-11938	169	21	random	random	ADJ
fuelectenerg-11938	169	22	forest	forest	NOUN
fuelectenerg-11938	169	23	,	,	PUNCT
fuelectenerg-11938	169	24	gbr	gbr	PROPN
fuelectenerg-11938	169	25	,	,	PUNCT
fuelectenerg-11938	169	26	xg	xg	PROPN
fuelectenerg-11938	169	27	boost	boost	PROPN
fuelectenerg-11938	169	28	,	,	PUNCT
fuelectenerg-11938	169	29	knn	knn	PROPN
fuelectenerg-11938	169	30	and	and	CCONJ
fuelectenerg-11938	169	31	lgbr	lgbr	VERB
fuelectenerg-11938	169	32	[	[	X
fuelectenerg-11938	169	33	1723	1723	NUM
fuelectenerg-11938	169	34	]	]	PUNCT
fuelectenerg-11938	169	35	over	over	ADP
fuelectenerg-11938	169	36	a	a	DET
fuelectenerg-11938	169	37	frequency	frequency	NOUN
fuelectenerg-11938	169	38	range	range	NOUN
fuelectenerg-11938	169	39	of	of	ADP
fuelectenerg-11938	169	40	1	1	NUM
fuelectenerg-11938	169	41	to	to	PART
fuelectenerg-11938	169	42	15	15	NUM
fuelectenerg-11938	169	43	ghz	ghz	NOUN
fuelectenerg-11938	169	44	.	.	PUNCT
fuelectenerg-11938	170	1	the	the	DET
fuelectenerg-11938	170	2	close	close	ADJ
fuelectenerg-11938	170	3	correlation	correlation	NOUN
fuelectenerg-11938	170	4	indicates	indicate	VERB
fuelectenerg-11938	170	5	that	that	SCONJ
fuelectenerg-11938	170	6	the	the	DET
fuelectenerg-11938	170	7	models	model	NOUN
fuelectenerg-11938	170	8	learned	learn	VERB
fuelectenerg-11938	170	9	the	the	DET
fuelectenerg-11938	170	10	patterns	pattern	NOUN
fuelectenerg-11938	170	11	and	and	CCONJ
fuelectenerg-11938	170	12	relationships	relationship	NOUN
fuelectenerg-11938	170	13	in	in	ADP
fuelectenerg-11938	170	14	the	the	DET
fuelectenerg-11938	170	15	data	datum	NOUN
fuelectenerg-11938	170	16	successfully	successfully	ADV
fuelectenerg-11938	170	17	,	,	PUNCT
fuelectenerg-11938	170	18	resulting	result	VERB
fuelectenerg-11938	170	19	in	in	ADP
fuelectenerg-11938	170	20	reliable	reliable	ADJ
fuelectenerg-11938	170	21	predictions	prediction	NOUN
fuelectenerg-11938	170	22	of	of	ADP
fuelectenerg-11938	170	23	the	the	DET
fuelectenerg-11938	170	24	return	return	NOUN
fuelectenerg-11938	170	25	loss	loss	NOUN
fuelectenerg-11938	170	26	.	.	PUNCT
fuelectenerg-11938	171	1	enhancing	enhance	VERB
fuelectenerg-11938	171	2	circular	circular	ADJ
fuelectenerg-11938	171	3	microstrip	microstrip	NOUN
fuelectenerg-11938	171	4	patch	patch	NOUN
fuelectenerg-11938	171	5	antenna	antenna	NOUN
fuelectenerg-11938	171	6	performance	performance	NOUN
fuelectenerg-11938	171	7	using	use	VERB
fuelectenerg-11938	171	8	machine	machine	NOUN
fuelectenerg-11938	171	9	learning	learning	NOUN
fuelectenerg-11938	171	10	models	model	NOUN
fuelectenerg-11938	171	11	597	597	NUM
fuelectenerg-11938	171	12	(	(	PUNCT
fuelectenerg-11938	171	13	a	a	NOUN
fuelectenerg-11938	171	14	)	)	PUNCT
fuelectenerg-11938	171	15	(	(	PUNCT
fuelectenerg-11938	171	16	b	b	X
fuelectenerg-11938	171	17	)	)	PUNCT
fuelectenerg-11938	171	18	(	(	PUNCT
fuelectenerg-11938	171	19	c	c	X
fuelectenerg-11938	171	20	)	)	PUNCT
fuelectenerg-11938	171	21	(	(	PUNCT
fuelectenerg-11938	171	22	d	d	X
fuelectenerg-11938	171	23	)	)	PUNCT
fuelectenerg-11938	171	24	(	(	PUNCT
fuelectenerg-11938	171	25	e	e	NOUN
fuelectenerg-11938	171	26	)	)	PUNCT
fuelectenerg-11938	171	27	(	(	PUNCT
fuelectenerg-11938	171	28	f	f	X
fuelectenerg-11938	171	29	)	)	PUNCT
fuelectenerg-11938	171	30	fig	fig	NOUN
fuelectenerg-11938	171	31	.	.	PUNCT
fuelectenerg-11938	172	1	7	7	NUM
fuelectenerg-11938	172	2	association	association	NOUN
fuelectenerg-11938	172	3	between	between	ADP
fuelectenerg-11938	172	4	predicted	predict	VERB
fuelectenerg-11938	172	5	and	and	CCONJ
fuelectenerg-11938	172	6	actual	actual	ADJ
fuelectenerg-11938	172	7	return	return	NOUN
fuelectenerg-11938	172	8	loss	loss	NOUN
fuelectenerg-11938	172	9	values	value	NOUN
fuelectenerg-11938	172	10	for	for	ADP
fuelectenerg-11938	172	11	(	(	PUNCT
fuelectenerg-11938	172	12	a	a	DET
fuelectenerg-11938	172	13	)	)	PUNCT
fuelectenerg-11938	172	14	decision	decision	NOUN
fuelectenerg-11938	172	15	tree	tree	NOUN
fuelectenerg-11938	172	16	.	.	PUNCT
fuelectenerg-11938	173	1	(	(	PUNCT
fuelectenerg-11938	173	2	b	b	X
fuelectenerg-11938	173	3	)	)	PUNCT
fuelectenerg-11938	173	4	random	random	ADJ
fuelectenerg-11938	173	5	forest	forest	NOUN
fuelectenerg-11938	173	6	.	.	PUNCT
fuelectenerg-11938	174	1	(	(	PUNCT
fuelectenerg-11938	174	2	c	c	X
fuelectenerg-11938	174	3	)	)	PUNCT
fuelectenerg-11938	174	4	gbr	gbr	NOUN
fuelectenerg-11938	174	5	.	.	PUNCT
fuelectenerg-11938	175	1	(	(	PUNCT
fuelectenerg-11938	175	2	d	d	X
fuelectenerg-11938	175	3	)	)	PUNCT
fuelectenerg-11938	175	4	xg	xg	NOUN
fuelectenerg-11938	175	5	boost	boost	NOUN
fuelectenerg-11938	175	6	.	.	PUNCT
fuelectenerg-11938	176	1	(	(	PUNCT
fuelectenerg-11938	176	2	e	e	X
fuelectenerg-11938	176	3	)	)	PUNCT
fuelectenerg-11938	176	4	knn	knn	PROPN
fuelectenerg-11938	176	5	.	.	PUNCT
fuelectenerg-11938	177	1	(	(	PUNCT
fuelectenerg-11938	177	2	f	f	X
fuelectenerg-11938	177	3	)	)	PUNCT
fuelectenerg-11938	177	4	lgbr	lgbr	NOUN
fuelectenerg-11938	177	5	.	.	PUNCT
fuelectenerg-11938	178	1	the	the	DET
fuelectenerg-11938	178	2	most	most	ADV
fuelectenerg-11938	178	3	accurate	accurate	ADJ
fuelectenerg-11938	178	4	prediction	prediction	NOUN
fuelectenerg-11938	178	5	is	be	AUX
fuelectenerg-11938	178	6	provided	provide	VERB
fuelectenerg-11938	178	7	by	by	ADP
fuelectenerg-11938	178	8	knn	knn	PROPN
fuelectenerg-11938	178	9	.	.	PUNCT
fuelectenerg-11938	179	1	it	it	PRON
fuelectenerg-11938	179	2	performs	perform	VERB
fuelectenerg-11938	179	3	better	well	ADV
fuelectenerg-11938	179	4	because	because	SCONJ
fuelectenerg-11938	179	5	it	it	PRON
fuelectenerg-11938	179	6	is	be	AUX
fuelectenerg-11938	179	7	a	a	DET
fuelectenerg-11938	179	8	versatile	versatile	ADJ
fuelectenerg-11938	179	9	non	non	ADJ
fuelectenerg-11938	179	10	-	-	ADJ
fuelectenerg-11938	179	11	parametric	parametric	ADJ
fuelectenerg-11938	179	12	algorithm	algorithm	NOUN
fuelectenerg-11938	179	13	that	that	PRON
fuelectenerg-11938	179	14	can	can	AUX
fuelectenerg-11938	179	15	handle	handle	VERB
fuelectenerg-11938	179	16	complex	complex	ADJ
fuelectenerg-11938	179	17	or	or	CCONJ
fuelectenerg-11938	179	18	unfamiliar	unfamiliar	ADJ
fuelectenerg-11938	179	19	data	data	NOUN
fuelectenerg-11938	179	20	sets	set	NOUN
fuelectenerg-11938	179	21	.	.	PUNCT
fuelectenerg-11938	180	1	its	its	PRON
fuelectenerg-11938	180	2	adaptability	adaptability	NOUN
fuelectenerg-11938	180	3	enables	enable	VERB
fuelectenerg-11938	180	4	it	it	PRON
fuelectenerg-11938	180	5	to	to	PART
fuelectenerg-11938	180	6	adapt	adapt	VERB
fuelectenerg-11938	180	7	to	to	ADP
fuelectenerg-11938	180	8	changing	change	VERB
fuelectenerg-11938	180	9	datasets	dataset	NOUN
fuelectenerg-11938	180	10	by	by	ADP
fuelectenerg-11938	180	11	accommodating	accommodate	VERB
fuelectenerg-11938	180	12	new	new	ADJ
fuelectenerg-11938	180	13	or	or	CCONJ
fuelectenerg-11938	180	14	modified	modify	VERB
fuelectenerg-11938	180	15	data	datum	NOUN
fuelectenerg-11938	180	16	points	point	NOUN
fuelectenerg-11938	180	17	,	,	PUNCT
fuelectenerg-11938	180	18	eliminating	eliminate	VERB
fuelectenerg-11938	180	19	the	the	DET
fuelectenerg-11938	180	20	need	need	NOUN
fuelectenerg-11938	180	21	for	for	ADP
fuelectenerg-11938	180	22	complete	complete	ADJ
fuelectenerg-11938	180	23	model	model	NOUN
fuelectenerg-11938	180	24	retraining	retrain	VERB
fuelectenerg-11938	180	25	.	.	PUNCT
fuelectenerg-11938	181	1	s11	s11	PROPN
fuelectenerg-11938	181	2	is	be	AUX
fuelectenerg-11938	181	3	now	now	ADV
fuelectenerg-11938	181	4	optimized	optimize	VERB
fuelectenerg-11938	181	5	with	with	ADP
fuelectenerg-11938	181	6	the	the	DET
fuelectenerg-11938	181	7	help	help	NOUN
fuelectenerg-11938	181	8	of	of	ADP
fuelectenerg-11938	181	9	the	the	DET
fuelectenerg-11938	181	10	ml	ml	NOUN
fuelectenerg-11938	181	11	approach	approach	NOUN
fuelectenerg-11938	181	12	.	.	PUNCT
fuelectenerg-11938	182	1	when	when	SCONJ
fuelectenerg-11938	182	2	the	the	DET
fuelectenerg-11938	182	3	circular	circular	ADJ
fuelectenerg-11938	182	4	slot	slot	NOUN
fuelectenerg-11938	182	5	is	be	AUX
fuelectenerg-11938	182	6	3.8	3.8	NUM
fuelectenerg-11938	182	7	mm	mm	NOUN
fuelectenerg-11938	182	8	and	and	CCONJ
fuelectenerg-11938	182	9	the	the	DET
fuelectenerg-11938	182	10	semi	semi	ADJ
fuelectenerg-11938	182	11	-	-	ADJ
fuelectenerg-11938	182	12	circular	circular	ADJ
fuelectenerg-11938	182	13	slot	slot	NOUN
fuelectenerg-11938	182	14	is	be	AUX
fuelectenerg-11938	182	15	1.3	1.3	NUM
fuelectenerg-11938	182	16	mm	mm	NOUN
fuelectenerg-11938	182	17	,	,	PUNCT
fuelectenerg-11938	182	18	predicted	predict	VERB
fuelectenerg-11938	182	19	using	use	VERB
fuelectenerg-11938	182	20	ml	ml	NOUN
fuelectenerg-11938	182	21	approach	approach	NOUN
fuelectenerg-11938	182	22	,	,	PUNCT
fuelectenerg-11938	182	23	it	it	PRON
fuelectenerg-11938	182	24	gives	give	VERB
fuelectenerg-11938	182	25	us	we	PRON
fuelectenerg-11938	182	26	the	the	DET
fuelectenerg-11938	182	27	minimum	minimum	ADJ
fuelectenerg-11938	182	28	value	value	NOUN
fuelectenerg-11938	182	29	for	for	ADP
fuelectenerg-11938	182	30	s11	s11	PROPN
fuelectenerg-11938	182	31	.	.	PUNCT
fuelectenerg-11938	183	1	using	use	VERB
fuelectenerg-11938	183	2	598	598	NUM
fuelectenerg-11938	183	3	r.	r.	PROPN
fuelectenerg-11938	183	4	jain	jain	PROPN
fuelectenerg-11938	183	5	,	,	PUNCT
fuelectenerg-11938	183	6	v.	v.	PROPN
fuelectenerg-11938	183	7	vikas	vikas	PROPN
fuelectenerg-11938	183	8	thakare	thakare	PROPN
fuelectenerg-11938	183	9	,	,	PUNCT
fuelectenerg-11938	183	10	p.	p.	PROPN
fuelectenerg-11938	183	11	k.	k.	PROPN
fuelectenerg-11938	184	1	singhal	singhal	PROPN
fuelectenerg-11938	184	2	these	these	DET
fuelectenerg-11938	184	3	optimized	optimize	VERB
fuelectenerg-11938	184	4	values	value	NOUN
fuelectenerg-11938	184	5	for	for	ADP
fuelectenerg-11938	184	6	s11	s11	NOUN
fuelectenerg-11938	184	7	and	and	CCONJ
fuelectenerg-11938	184	8	simulating	simulate	VERB
fuelectenerg-11938	184	9	on	on	ADP
fuelectenerg-11938	184	10	hfss	hfss	NOUN
fuelectenerg-11938	184	11	with	with	ADP
fuelectenerg-11938	184	12	c4=3.8	c4=3.8	PROPN
fuelectenerg-11938	184	13	mm	mm	PROPN
fuelectenerg-11938	184	14	and	and	CCONJ
fuelectenerg-11938	184	15	sc=1.3	sc=1.3	PROPN
fuelectenerg-11938	184	16	mm	mm	PROPN
fuelectenerg-11938	184	17	,	,	PUNCT
fuelectenerg-11938	184	18	the	the	DET
fuelectenerg-11938	184	19	results	result	NOUN
fuelectenerg-11938	184	20	are	be	AUX
fuelectenerg-11938	184	21	excellent	excellent	ADJ
fuelectenerg-11938	184	22	,	,	PUNCT
fuelectenerg-11938	184	23	saving	save	VERB
fuelectenerg-11938	184	24	a	a	DET
fuelectenerg-11938	184	25	significant	significant	ADJ
fuelectenerg-11938	184	26	amount	amount	NOUN
fuelectenerg-11938	184	27	of	of	ADP
fuelectenerg-11938	184	28	time	time	NOUN
fuelectenerg-11938	184	29	.	.	PUNCT
fuelectenerg-11938	185	1	uwb	uwb	PROPN
fuelectenerg-11938	185	2	band	band	NOUN
fuelectenerg-11938	185	3	of	of	ADP
fuelectenerg-11938	185	4	2.37ghz	2.37ghz	NUM
fuelectenerg-11938	185	5	to	to	ADP
fuelectenerg-11938	185	6	10.72ghz	10.72ghz	PROPN
fuelectenerg-11938	185	7	having	have	VERB
fuelectenerg-11938	185	8	three	three	NUM
fuelectenerg-11938	185	9	bands	band	NOUN
fuelectenerg-11938	185	10	resonating	resonate	VERB
fuelectenerg-11938	185	11	at	at	ADP
fuelectenerg-11938	185	12	4.51ghz	4.51ghz	NOUN
fuelectenerg-11938	185	13	,	,	PUNCT
fuelectenerg-11938	185	14	7.1ghz	7.1ghz	NUM
fuelectenerg-11938	185	15	&	&	CCONJ
fuelectenerg-11938	185	16	8.87ghz	8.87ghz	NUM
fuelectenerg-11938	185	17	with	with	ADP
fuelectenerg-11938	185	18	return	return	NOUN
fuelectenerg-11938	185	19	loss	loss	NOUN
fuelectenerg-11938	185	20	values	value	NOUN
fuelectenerg-11938	185	21	of	of	ADP
fuelectenerg-11938	185	22	-43	-43	PROPN
fuelectenerg-11938	185	23	db	db	PROPN
fuelectenerg-11938	185	24	,	,	PUNCT
fuelectenerg-11938	185	25	-42.29db	-42.29db	ADJ
fuelectenerg-11938	185	26	,	,	PUNCT
fuelectenerg-11938	185	27	-57.68db	-57.68db	NOUN
fuelectenerg-11938	185	28	respectively	respectively	ADV
fuelectenerg-11938	185	29	,	,	PUNCT
fuelectenerg-11938	185	30	and	and	CCONJ
fuelectenerg-11938	185	31	one	one	NUM
fuelectenerg-11938	185	32	small	small	ADJ
fuelectenerg-11938	185	33	band	band	NOUN
fuelectenerg-11938	185	34	at	at	ADP
fuelectenerg-11938	185	35	10.4ghz	10.4ghz	NUM
fuelectenerg-11938	185	36	with	with	ADP
fuelectenerg-11938	185	37	return	return	NOUN
fuelectenerg-11938	185	38	loss	loss	NOUN
fuelectenerg-11938	185	39	of	of	ADP
fuelectenerg-11938	185	40	-13.6db	-13.6db	PROPN
fuelectenerg-11938	185	41	.	.	PUNCT
fuelectenerg-11938	186	1	hence	hence	ADV
fuelectenerg-11938	186	2	,	,	PUNCT
fuelectenerg-11938	186	3	comparing	compare	VERB
fuelectenerg-11938	186	4	the	the	DET
fuelectenerg-11938	186	5	return	return	NOUN
fuelectenerg-11938	186	6	loss	loss	NOUN
fuelectenerg-11938	186	7	of	of	ADP
fuelectenerg-11938	186	8	the	the	DET
fuelectenerg-11938	186	9	proposed	propose	VERB
fuelectenerg-11938	186	10	design	design	NOUN
fuelectenerg-11938	186	11	(	(	PUNCT
fuelectenerg-11938	186	12	ant	ant	NOUN
fuelectenerg-11938	186	13	5	5	X
fuelectenerg-11938	186	14	)	)	PUNCT
fuelectenerg-11938	186	15	using	use	VERB
fuelectenerg-11938	186	16	the	the	DET
fuelectenerg-11938	186	17	conventional	conventional	ADJ
fuelectenerg-11938	186	18	approach	approach	NOUN
fuelectenerg-11938	186	19	and	and	CCONJ
fuelectenerg-11938	186	20	the	the	DET
fuelectenerg-11938	186	21	optimized	optimize	VERB
fuelectenerg-11938	186	22	design	design	NOUN
fuelectenerg-11938	186	23	using	use	VERB
fuelectenerg-11938	186	24	the	the	DET
fuelectenerg-11938	186	25	ml	ml	NOUN
fuelectenerg-11938	186	26	approach	approach	NOUN
fuelectenerg-11938	186	27	with	with	ADP
fuelectenerg-11938	186	28	optimized	optimize	VERB
fuelectenerg-11938	186	29	dimensions	dimension	NOUN
fuelectenerg-11938	186	30	of	of	ADP
fuelectenerg-11938	186	31	c4=3.8	c4=3.8	PROPN
fuelectenerg-11938	186	32	mm	mm	PROPN
fuelectenerg-11938	186	33	and	and	CCONJ
fuelectenerg-11938	186	34	sc=1.3	sc=1.3	PROPN
fuelectenerg-11938	186	35	mm	mm	PROPN
fuelectenerg-11938	186	36	is	be	AUX
fuelectenerg-11938	186	37	shown	show	VERB
fuelectenerg-11938	186	38	in	in	ADP
fuelectenerg-11938	186	39	fig	fig	NOUN
fuelectenerg-11938	186	40	.	.	PUNCT
fuelectenerg-11938	187	1	8	8	X
fuelectenerg-11938	187	2	.	.	PUNCT
fuelectenerg-11938	188	1	this	this	PRON
fuelectenerg-11938	188	2	illustrates	illustrate	VERB
fuelectenerg-11938	188	3	that	that	SCONJ
fuelectenerg-11938	188	4	by	by	ADP
fuelectenerg-11938	188	5	employing	employ	VERB
fuelectenerg-11938	188	6	this	this	DET
fuelectenerg-11938	188	7	approach	approach	NOUN
fuelectenerg-11938	188	8	,	,	PUNCT
fuelectenerg-11938	188	9	minimum	minimum	ADJ
fuelectenerg-11938	188	10	values	value	NOUN
fuelectenerg-11938	188	11	of	of	ADP
fuelectenerg-11938	188	12	return	return	NOUN
fuelectenerg-11938	188	13	loss	loss	NOUN
fuelectenerg-11938	188	14	may	may	AUX
fuelectenerg-11938	188	15	be	be	AUX
fuelectenerg-11938	188	16	estimated	estimate	VERB
fuelectenerg-11938	188	17	for	for	ADP
fuelectenerg-11938	188	18	a	a	DET
fuelectenerg-11938	188	19	particular	particular	ADJ
fuelectenerg-11938	188	20	band	band	NOUN
fuelectenerg-11938	188	21	,	,	PUNCT
fuelectenerg-11938	188	22	which	which	PRON
fuelectenerg-11938	188	23	is	be	AUX
fuelectenerg-11938	188	24	quite	quite	ADV
fuelectenerg-11938	188	25	time	time	NOUN
fuelectenerg-11938	188	26	-	-	PUNCT
fuelectenerg-11938	188	27	consuming	consume	VERB
fuelectenerg-11938	188	28	if	if	SCONJ
fuelectenerg-11938	188	29	the	the	DET
fuelectenerg-11938	188	30	conventional	conventional	ADJ
fuelectenerg-11938	188	31	approach	approach	NOUN
fuelectenerg-11938	188	32	is	be	AUX
fuelectenerg-11938	188	33	followed	follow	VERB
fuelectenerg-11938	188	34	.	.	PUNCT
fuelectenerg-11938	189	1	2	2	NUM
fuelectenerg-11938	189	2	4	4	NUM
fuelectenerg-11938	189	3	6	6	NUM
fuelectenerg-11938	189	4	8	8	NUM
fuelectenerg-11938	189	5	10	10	NUM
fuelectenerg-11938	189	6	-60	-60	SYM
fuelectenerg-11938	189	7	-55	-55	PROPN
fuelectenerg-11938	189	8	-50	-50	PUNCT
fuelectenerg-11938	189	9	-45	-45	PUNCT
fuelectenerg-11938	189	10	-40	-40	PROPN
fuelectenerg-11938	189	11	-35	-35	NUM
fuelectenerg-11938	189	12	-30	-30	NUM
fuelectenerg-11938	189	13	-25	-25	PROPN
fuelectenerg-11938	189	14	-20	-20	NUM
fuelectenerg-11938	189	15	-15	-15	PUNCT
fuelectenerg-11938	189	16	-10	-10	PUNCT
fuelectenerg-11938	189	17	-5	-5	PUNCT
fuelectenerg-11938	189	18	0	0	NUM
fuelectenerg-11938	189	19	proposed	propose	VERB
fuelectenerg-11938	189	20	(	(	PUNCT
fuelectenerg-11938	189	21	ant	ant	NOUN
fuelectenerg-11938	189	22	5	5	NUM
fuelectenerg-11938	189	23	,	,	PUNCT
fuelectenerg-11938	189	24	with	with	ADP
fuelectenerg-11938	189	25	dimensions	dimension	NOUN
fuelectenerg-11938	189	26	listed	list	VERB
fuelectenerg-11938	189	27	in	in	ADP
fuelectenerg-11938	189	28	table	table	NOUN
fuelectenerg-11938	189	29	1	1	NUM
fuelectenerg-11938	189	30	)	)	PUNCT
fuelectenerg-11938	189	31	optimised	optimise	VERB
fuelectenerg-11938	189	32	values	value	NOUN
fuelectenerg-11938	189	33	(	(	PUNCT
fuelectenerg-11938	189	34	c4=3.8	c4=3.8	PROPN
fuelectenerg-11938	189	35	mm	mm	PROPN
fuelectenerg-11938	189	36	and	and	CCONJ
fuelectenerg-11938	189	37	sc=1.3	sc=1.3	PROPN
fuelectenerg-11938	189	38	mm	mm	INTJ
fuelectenerg-11938	189	39	)	)	PUNCT
fuelectenerg-11938	190	1	r	r	NOUN
fuelectenerg-11938	190	2	et	et	NOUN
fuelectenerg-11938	190	3	u	u	NOUN
fuelectenerg-11938	190	4	rn	rn	PROPN
fuelectenerg-11938	190	5	l	l	PROPN
fuelectenerg-11938	190	6	o	o	X
fuelectenerg-11938	190	7	ss	ss	INTJ
fuelectenerg-11938	191	1	(	(	PUNCT
fuelectenerg-11938	191	2	d	d	NOUN
fuelectenerg-11938	191	3	b	b	PROPN
fuelectenerg-11938	191	4	)	)	PUNCT
fuelectenerg-11938	191	5	frequency	frequency	NOUN
fuelectenerg-11938	191	6	(	(	PUNCT
fuelectenerg-11938	191	7	ghz	ghz	NOUN
fuelectenerg-11938	191	8	)	)	PUNCT
fuelectenerg-11938	191	9	fig	fig	NOUN
fuelectenerg-11938	191	10	.	.	PUNCT
fuelectenerg-11938	192	1	8	8	NUM
fuelectenerg-11938	192	2	comparison	comparison	NOUN
fuelectenerg-11938	192	3	of	of	ADP
fuelectenerg-11938	192	4	return	return	NOUN
fuelectenerg-11938	192	5	loss	loss	NOUN
fuelectenerg-11938	192	6	for	for	ADP
fuelectenerg-11938	192	7	proposed	propose	VERB
fuelectenerg-11938	192	8	design	design	NOUN
fuelectenerg-11938	192	9	using	use	VERB
fuelectenerg-11938	192	10	conventional	conventional	ADJ
fuelectenerg-11938	192	11	approach	approach	NOUN
fuelectenerg-11938	192	12	and	and	CCONJ
fuelectenerg-11938	192	13	optimized	optimize	VERB
fuelectenerg-11938	192	14	design	design	NOUN
fuelectenerg-11938	192	15	using	use	VERB
fuelectenerg-11938	192	16	ml	ml	NOUN
fuelectenerg-11938	192	17	to	to	PART
fuelectenerg-11938	192	18	evaluate	evaluate	VERB
fuelectenerg-11938	192	19	the	the	DET
fuelectenerg-11938	192	20	accuracy	accuracy	NOUN
fuelectenerg-11938	192	21	of	of	ADP
fuelectenerg-11938	192	22	the	the	DET
fuelectenerg-11938	192	23	knn	knn	PROPN
fuelectenerg-11938	192	24	model	model	PROPN
fuelectenerg-11938	192	25	,	,	PUNCT
fuelectenerg-11938	192	26	new	new	ADJ
fuelectenerg-11938	192	27	random	random	ADJ
fuelectenerg-11938	192	28	design	design	NOUN
fuelectenerg-11938	192	29	values	value	NOUN
fuelectenerg-11938	192	30	c4=4.2	c4=4.2	PROPN
fuelectenerg-11938	192	31	mm	mm	PROPN
fuelectenerg-11938	192	32	and	and	CCONJ
fuelectenerg-11938	192	33	sc=1.3	sc=1.3	PROPN
fuelectenerg-11938	192	34	mm	mm	PROPN
fuelectenerg-11938	192	35	are	be	AUX
fuelectenerg-11938	192	36	being	be	AUX
fuelectenerg-11938	192	37	prepared	prepare	VERB
fuelectenerg-11938	192	38	and	and	CCONJ
fuelectenerg-11938	192	39	also	also	ADV
fuelectenerg-11938	192	40	fabricated	fabricate	VERB
fuelectenerg-11938	192	41	as	as	SCONJ
fuelectenerg-11938	192	42	shown	show	VERB
fuelectenerg-11938	192	43	in	in	ADP
fuelectenerg-11938	192	44	fig	fig	NOUN
fuelectenerg-11938	192	45	.	.	PUNCT
fuelectenerg-11938	193	1	9	9	X
fuelectenerg-11938	193	2	.	.	X
fuelectenerg-11938	194	1	the	the	DET
fuelectenerg-11938	194	2	return	return	NOUN
fuelectenerg-11938	194	3	loss	loss	NOUN
fuelectenerg-11938	194	4	comparison	comparison	NOUN
fuelectenerg-11938	194	5	of	of	ADP
fuelectenerg-11938	194	6	predicted	predict	VERB
fuelectenerg-11938	194	7	values	value	NOUN
fuelectenerg-11938	194	8	from	from	ADP
fuelectenerg-11938	194	9	knn	knn	PROPN
fuelectenerg-11938	194	10	,	,	PUNCT
fuelectenerg-11938	194	11	simulated	simulate	VERB
fuelectenerg-11938	194	12	values	value	NOUN
fuelectenerg-11938	194	13	from	from	ADP
fuelectenerg-11938	194	14	hfss	hfss	NOUN
fuelectenerg-11938	194	15	,	,	PUNCT
fuelectenerg-11938	194	16	and	and	CCONJ
fuelectenerg-11938	194	17	measured	measured	ADJ
fuelectenerg-11938	194	18	values	value	NOUN
fuelectenerg-11938	194	19	obtained	obtain	VERB
fuelectenerg-11938	194	20	from	from	ADP
fuelectenerg-11938	194	21	fabricated	fabricate	VERB
fuelectenerg-11938	194	22	prototype	prototype	NOUN
fuelectenerg-11938	194	23	antenna	antenna	NOUN
fuelectenerg-11938	194	24	is	be	AUX
fuelectenerg-11938	194	25	shown	show	VERB
fuelectenerg-11938	194	26	in	in	ADP
fuelectenerg-11938	194	27	fig	fig	NOUN
fuelectenerg-11938	194	28	.	.	PUNCT
fuelectenerg-11938	195	1	10	10	NUM
fuelectenerg-11938	195	2	.	.	PUNCT
fuelectenerg-11938	196	1	the	the	DET
fuelectenerg-11938	196	2	close	close	ADJ
fuelectenerg-11938	196	3	relationship	relationship	NOUN
fuelectenerg-11938	196	4	demonstrates	demonstrate	VERB
fuelectenerg-11938	196	5	that	that	SCONJ
fuelectenerg-11938	196	6	the	the	DET
fuelectenerg-11938	196	7	models	model	NOUN
fuelectenerg-11938	196	8	generate	generate	VERB
fuelectenerg-11938	196	9	accurate	accurate	ADJ
fuelectenerg-11938	196	10	evaluations	evaluation	NOUN
fuelectenerg-11938	196	11	of	of	ADP
fuelectenerg-11938	196	12	return	return	NOUN
fuelectenerg-11938	196	13	loss	loss	NOUN
fuelectenerg-11938	196	14	.	.	PUNCT
fuelectenerg-11938	197	1	as	as	SCONJ
fuelectenerg-11938	197	2	compared	compare	VERB
fuelectenerg-11938	197	3	to	to	ADP
fuelectenerg-11938	197	4	conventional	conventional	ADJ
fuelectenerg-11938	197	5	design	design	NOUN
fuelectenerg-11938	197	6	approaches	approach	NOUN
fuelectenerg-11938	197	7	,	,	PUNCT
fuelectenerg-11938	197	8	this	this	DET
fuelectenerg-11938	197	9	approach	approach	NOUN
fuelectenerg-11938	197	10	can	can	AUX
fuelectenerg-11938	197	11	save	save	VERB
fuelectenerg-11938	197	12	significant	significant	ADJ
fuelectenerg-11938	197	13	time	time	NOUN
fuelectenerg-11938	197	14	and	and	CCONJ
fuelectenerg-11938	197	15	effort	effort	NOUN
fuelectenerg-11938	197	16	.	.	PUNCT
fuelectenerg-11938	198	1	enhancing	enhance	VERB
fuelectenerg-11938	198	2	circular	circular	ADJ
fuelectenerg-11938	198	3	microstrip	microstrip	NOUN
fuelectenerg-11938	198	4	patch	patch	NOUN
fuelectenerg-11938	198	5	antenna	antenna	NOUN
fuelectenerg-11938	198	6	performance	performance	NOUN
fuelectenerg-11938	198	7	using	use	VERB
fuelectenerg-11938	198	8	machine	machine	NOUN
fuelectenerg-11938	198	9	learning	learning	NOUN
fuelectenerg-11938	198	10	models	model	NOUN
fuelectenerg-11938	198	11	599	599	NUM
fuelectenerg-11938	198	12	fig	fig	NOUN
fuelectenerg-11938	198	13	.	.	PUNCT
fuelectenerg-11938	199	1	8	8	NUM
fuelectenerg-11938	199	2	fabricated	fabricate	VERB
fuelectenerg-11938	199	3	antenna	antenna	NOUN
fuelectenerg-11938	199	4	2	2	NUM
fuelectenerg-11938	199	5	4	4	NUM
fuelectenerg-11938	199	6	6	6	NUM
fuelectenerg-11938	199	7	8	8	NUM
fuelectenerg-11938	199	8	10	10	NUM
fuelectenerg-11938	199	9	-45	-45	PUNCT
fuelectenerg-11938	199	10	-40	-40	PROPN
fuelectenerg-11938	199	11	-35	-35	NUM
fuelectenerg-11938	199	12	-30	-30	NUM
fuelectenerg-11938	199	13	-25	-25	PROPN
fuelectenerg-11938	199	14	-20	-20	NUM
fuelectenerg-11938	199	15	-15	-15	PUNCT
fuelectenerg-11938	199	16	-10	-10	PUNCT
fuelectenerg-11938	200	1	-5	-5	PUNCT
fuelectenerg-11938	200	2	0	0	NUM
fuelectenerg-11938	201	1	knn	knn	PROPN
fuelectenerg-11938	201	2	predicted	predict	VERB
fuelectenerg-11938	201	3	hfss	hfss	NOUN
fuelectenerg-11938	201	4	simulated	simulate	VERB
fuelectenerg-11938	201	5	measured	measure	VERB
fuelectenerg-11938	201	6	r	r	NOUN
fuelectenerg-11938	201	7	et	et	NOUN
fuelectenerg-11938	201	8	u	u	NOUN
fuelectenerg-11938	202	1	rn	rn	PROPN
fuelectenerg-11938	202	2	l	l	PROPN
fuelectenerg-11938	202	3	o	o	X
fuelectenerg-11938	202	4	ss	ss	INTJ
fuelectenerg-11938	203	1	(	(	PUNCT
fuelectenerg-11938	203	2	d	d	NOUN
fuelectenerg-11938	203	3	b	b	PROPN
fuelectenerg-11938	203	4	)	)	PUNCT
fuelectenerg-11938	203	5	frequency	frequency	NOUN
fuelectenerg-11938	203	6	(	(	PUNCT
fuelectenerg-11938	203	7	ghz	ghz	NOUN
fuelectenerg-11938	203	8	)	)	PUNCT
fuelectenerg-11938	203	9	fig	fig	NOUN
fuelectenerg-11938	203	10	.	.	PUNCT
fuelectenerg-11938	204	1	9	9	NUM
fuelectenerg-11938	204	2	return	return	NOUN
fuelectenerg-11938	204	3	loss	loss	NOUN
fuelectenerg-11938	204	4	comparison	comparison	NOUN
fuelectenerg-11938	204	5	of	of	ADP
fuelectenerg-11938	204	6	predicted	predict	VERB
fuelectenerg-11938	204	7	values	value	NOUN
fuelectenerg-11938	204	8	from	from	ADP
fuelectenerg-11938	204	9	knn	knn	PROPN
fuelectenerg-11938	204	10	,	,	PUNCT
fuelectenerg-11938	204	11	simulated	simulate	VERB
fuelectenerg-11938	204	12	values	value	NOUN
fuelectenerg-11938	204	13	from	from	ADP
fuelectenerg-11938	204	14	hfss	hfss	NOUN
fuelectenerg-11938	204	15	,	,	PUNCT
fuelectenerg-11938	204	16	and	and	CCONJ
fuelectenerg-11938	204	17	the	the	DET
fuelectenerg-11938	204	18	fabricated	fabricate	VERB
fuelectenerg-11938	204	19	prototype	prototype	NOUN
fuelectenerg-11938	204	20	5	5	NUM
fuelectenerg-11938	204	21	.	.	PUNCT
fuelectenerg-11938	204	22	conclusion	conclusion	NOUN
fuelectenerg-11938	204	23	in	in	ADP
fuelectenerg-11938	204	24	this	this	DET
fuelectenerg-11938	204	25	work	work	NOUN
fuelectenerg-11938	204	26	,	,	PUNCT
fuelectenerg-11938	204	27	a	a	DET
fuelectenerg-11938	204	28	circular	circular	ADJ
fuelectenerg-11938	204	29	patch	patch	NOUN
fuelectenerg-11938	204	30	antenna	antenna	NOUN
fuelectenerg-11938	204	31	is	be	AUX
fuelectenerg-11938	204	32	first	first	ADV
fuelectenerg-11938	204	33	designed	design	VERB
fuelectenerg-11938	204	34	and	and	CCONJ
fuelectenerg-11938	204	35	subsequently	subsequently	ADV
fuelectenerg-11938	204	36	optimized	optimize	VERB
fuelectenerg-11938	204	37	using	use	VERB
fuelectenerg-11938	204	38	the	the	DET
fuelectenerg-11938	204	39	ml	ml	NOUN
fuelectenerg-11938	204	40	technique	technique	NOUN
fuelectenerg-11938	204	41	.	.	PUNCT
fuelectenerg-11938	205	1	after	after	ADP
fuelectenerg-11938	205	2	antenna	antenna	NOUN
fuelectenerg-11938	205	3	optimization	optimization	NOUN
fuelectenerg-11938	205	4	with	with	ADP
fuelectenerg-11938	205	5	ml	ml	ADP
fuelectenerg-11938	205	6	algorithms	algorithm	NOUN
fuelectenerg-11938	205	7	and	and	CCONJ
fuelectenerg-11938	205	8	testing	testing	NOUN
fuelectenerg-11938	205	9	,	,	PUNCT
fuelectenerg-11938	205	10	the	the	DET
fuelectenerg-11938	205	11	frequency	frequency	NOUN
fuelectenerg-11938	205	12	range	range	NOUN
fuelectenerg-11938	205	13	is	be	AUX
fuelectenerg-11938	205	14	confirmed	confirm	VERB
fuelectenerg-11938	205	15	to	to	PART
fuelectenerg-11938	205	16	be	be	AUX
fuelectenerg-11938	205	17	2.37ghz	2.37ghz	NUM
fuelectenerg-11938	205	18	to	to	ADP
fuelectenerg-11938	205	19	10.72ghz	10.72ghz	NUM
fuelectenerg-11938	205	20	,	,	PUNCT
fuelectenerg-11938	205	21	which	which	PRON
fuelectenerg-11938	205	22	is	be	AUX
fuelectenerg-11938	205	23	suitable	suitable	ADJ
fuelectenerg-11938	205	24	for	for	ADP
fuelectenerg-11938	205	25	ultrawideband	ultrawideband	NOUN
fuelectenerg-11938	205	26	(	(	PUNCT
fuelectenerg-11938	205	27	uwb	uwb	NOUN
fuelectenerg-11938	205	28	)	)	PUNCT
fuelectenerg-11938	205	29	applications	application	NOUN
fuelectenerg-11938	205	30	.	.	PUNCT
fuelectenerg-11938	206	1	the	the	DET
fuelectenerg-11938	206	2	six	six	NUM
fuelectenerg-11938	206	3	ml	ml	NOUN
fuelectenerg-11938	206	4	algorithms	algorithm	NOUN
fuelectenerg-11938	206	5	were	be	AUX
fuelectenerg-11938	206	6	used	use	VERB
fuelectenerg-11938	206	7	in	in	ADP
fuelectenerg-11938	206	8	this	this	DET
fuelectenerg-11938	206	9	work	work	NOUN
fuelectenerg-11938	206	10	decision	decision	NOUN
fuelectenerg-11938	206	11	tree	tree	NOUN
fuelectenerg-11938	206	12	,	,	PUNCT
fuelectenerg-11938	206	13	knn	knn	PROPN
fuelectenerg-11938	206	14	,	,	PUNCT
fuelectenerg-11938	206	15	random	random	ADJ
fuelectenerg-11938	206	16	forest	forest	NOUN
fuelectenerg-11938	206	17	,	,	PUNCT
fuelectenerg-11938	206	18	gbr	gbr	PROPN
fuelectenerg-11938	206	19	,	,	PUNCT
fuelectenerg-11938	206	20	lgbr	lgbr	NOUN
fuelectenerg-11938	206	21	,	,	PUNCT
fuelectenerg-11938	206	22	and	and	CCONJ
fuelectenerg-11938	206	23	xg	xg	NOUN
fuelectenerg-11938	206	24	-	-	PUNCT
fuelectenerg-11938	206	25	boost	boost	NOUN
fuelectenerg-11938	206	26	regression	regression	NOUN
fuelectenerg-11938	206	27	.	.	PUNCT
fuelectenerg-11938	207	1	with	with	ADP
fuelectenerg-11938	207	2	an	an	DET
fuelectenerg-11938	207	3	accuracy	accuracy	NOUN
fuelectenerg-11938	207	4	rate	rate	NOUN
fuelectenerg-11938	207	5	of	of	ADP
fuelectenerg-11938	207	6	up	up	ADP
fuelectenerg-11938	207	7	to	to	PART
fuelectenerg-11938	207	8	98.5	98.5	NUM
fuelectenerg-11938	207	9	%	%	NOUN
fuelectenerg-11938	207	10	,	,	PUNCT
fuelectenerg-11938	207	11	knn	knn	PROPN
fuelectenerg-11938	207	12	produces	produce	VERB
fuelectenerg-11938	207	13	the	the	DET
fuelectenerg-11938	207	14	best	good	ADJ
fuelectenerg-11938	207	15	results	result	NOUN
fuelectenerg-11938	207	16	.	.	PUNCT
fuelectenerg-11938	208	1	it	it	PRON
fuelectenerg-11938	208	2	performs	perform	VERB
fuelectenerg-11938	208	3	better	well	ADV
fuelectenerg-11938	208	4	than	than	ADP
fuelectenerg-11938	208	5	traditional	traditional	ADJ
fuelectenerg-11938	208	6	em	em	PRON
fuelectenerg-11938	208	7	simulators	simulator	NOUN
fuelectenerg-11938	208	8	.	.	PUNCT
fuelectenerg-11938	209	1	ml	ml	VERB
fuelectenerg-11938	209	2	-	-	PUNCT
fuelectenerg-11938	209	3	powered	power	VERB
fuelectenerg-11938	209	4	antenna	antenna	NOUN
fuelectenerg-11938	209	5	design	design	NOUN
fuelectenerg-11938	209	6	is	be	AUX
fuelectenerg-11938	209	7	an	an	DET
fuelectenerg-11938	209	8	innovative	innovative	ADJ
fuelectenerg-11938	209	9	approach	approach	NOUN
fuelectenerg-11938	209	10	that	that	PRON
fuelectenerg-11938	209	11	will	will	AUX
fuelectenerg-11938	209	12	continue	continue	VERB
fuelectenerg-11938	209	13	to	to	PART
fuelectenerg-11938	209	14	define	define	VERB
fuelectenerg-11938	209	15	the	the	DET
fuelectenerg-11938	209	16	future	future	NOUN
fuelectenerg-11938	209	17	of	of	ADP
fuelectenerg-11938	209	18	antenna	antenna	NOUN
fuelectenerg-11938	209	19	technology	technology	NOUN
fuelectenerg-11938	209	20	,	,	PUNCT
fuelectenerg-11938	209	21	designers	designer	NOUN
fuelectenerg-11938	209	22	can	can	AUX
fuelectenerg-11938	209	23	use	use	VERB
fuelectenerg-11938	209	24	it	it	PRON
fuelectenerg-11938	209	25	to	to	PART
fuelectenerg-11938	209	26	solve	solve	VERB
fuelectenerg-11938	209	27	design	design	NOUN
fuelectenerg-11938	209	28	challenges	challenge	NOUN
fuelectenerg-11938	209	29	,	,	PUNCT
fuelectenerg-11938	209	30	increase	increase	VERB
fuelectenerg-11938	209	31	performance	performance	NOUN
fuelectenerg-11938	209	32	,	,	PUNCT
fuelectenerg-11938	209	33	and	and	CCONJ
fuelectenerg-11938	209	34	accelerate	accelerate	VERB
fuelectenerg-11938	209	35	the	the	DET
fuelectenerg-11938	209	36	development	development	NOUN
fuelectenerg-11938	209	37	of	of	ADP
fuelectenerg-11938	209	38	revolutionary	revolutionary	ADJ
fuelectenerg-11938	209	39	antenna	antenna	NOUN
fuelectenerg-11938	209	40	systems	system	NOUN
fuelectenerg-11938	209	41	.	.	PUNCT
fuelectenerg-11938	210	1	the	the	DET
fuelectenerg-11938	210	2	ongoing	ongoing	ADJ
fuelectenerg-11938	210	3	improvement	improvement	NOUN
fuelectenerg-11938	210	4	of	of	ADP
fuelectenerg-11938	210	5	ml	ml	NOUN
fuelectenerg-11938	210	6	techniques	technique	NOUN
fuelectenerg-11938	210	7	will	will	AUX
fuelectenerg-11938	210	8	surely	surely	ADV
fuelectenerg-11938	210	9	contribute	contribute	VERB
fuelectenerg-11938	210	10	to	to	ADP
fuelectenerg-11938	210	11	the	the	DET
fuelectenerg-11938	210	12	future	future	NOUN
fuelectenerg-11938	210	13	of	of	ADP
fuelectenerg-11938	210	14	3d	3d	PROPN
fuelectenerg-11938	210	15	antenna	antenna	NOUN
fuelectenerg-11938	210	16	design	design	NOUN
fuelectenerg-11938	210	17	,	,	PUNCT
fuelectenerg-11938	210	18	allowing	allow	VERB
fuelectenerg-11938	210	19	for	for	ADP
fuelectenerg-11938	210	20	the	the	DET
fuelectenerg-11938	210	21	creation	creation	NOUN
fuelectenerg-11938	210	22	of	of	ADP
fuelectenerg-11938	210	23	highly	highly	ADV
fuelectenerg-11938	210	24	efficient	efficient	ADJ
fuelectenerg-11938	210	25	,	,	PUNCT
fuelectenerg-11938	210	26	compact	compact	ADJ
fuelectenerg-11938	210	27	,	,	PUNCT
fuelectenerg-11938	210	28	and	and	CCONJ
fuelectenerg-11938	210	29	flexible	flexible	ADJ
fuelectenerg-11938	210	30	antennas	antenna	NOUN
fuelectenerg-11938	210	31	for	for	ADP
fuelectenerg-11938	210	32	a	a	DET
fuelectenerg-11938	210	33	wide	wide	ADJ
fuelectenerg-11938	210	34	range	range	NOUN
fuelectenerg-11938	210	35	of	of	ADP
fuelectenerg-11938	210	36	applications	application	NOUN
fuelectenerg-11938	210	37	.	.	PUNCT
fuelectenerg-11938	211	1	acknowledgment	acknowledgment	NOUN
fuelectenerg-11938	211	2	:	:	PUNCT
fuelectenerg-11938	211	3	the	the	DET
fuelectenerg-11938	211	4	author	author	NOUN
fuelectenerg-11938	211	5	would	would	AUX
fuelectenerg-11938	211	6	like	like	VERB
fuelectenerg-11938	211	7	to	to	PART
fuelectenerg-11938	211	8	acknowledge	acknowledge	VERB
fuelectenerg-11938	212	1	p.k	p.k	PROPN
fuelectenerg-11938	212	2	.	.	PUNCT
fuelectenerg-11938	212	3	singhal	singhal	PROPN
fuelectenerg-11938	212	4	(	(	PUNCT
fuelectenerg-11938	212	5	mits	mit	NOUN
fuelectenerg-11938	212	6	,	,	PUNCT
fuelectenerg-11938	212	7	gwalior	gwalior	NOUN
fuelectenerg-11938	212	8	)	)	PUNCT
fuelectenerg-11938	212	9	,	,	PUNCT
fuelectenerg-11938	212	10	v.v	v.v	PROPN
fuelectenerg-11938	212	11	.	.	PROPN
fuelectenerg-11938	212	12	thakare	thakare	PROPN
fuelectenerg-11938	212	13	(	(	PUNCT
fuelectenerg-11938	212	14	mits	mit	NOUN
fuelectenerg-11938	212	15	,	,	PUNCT
fuelectenerg-11938	212	16	gwalior	gwalior	NOUN
fuelectenerg-11938	212	17	)	)	PUNCT
fuelectenerg-11938	212	18	,	,	PUNCT
fuelectenerg-11938	212	19	and	and	CCONJ
fuelectenerg-11938	212	20	p.	p.	PROPN
fuelectenerg-11938	212	21	ranjan	ranjan	PROPN
fuelectenerg-11938	212	22	(	(	PUNCT
fuelectenerg-11938	212	23	abv	abv	PROPN
fuelectenerg-11938	212	24	-	-	PUNCT
fuelectenerg-11938	212	25	iiitm	iiitm	NOUN
fuelectenerg-11938	212	26	gwalior	gwalior	PROPN
fuelectenerg-11938	212	27	)	)	PUNCT
fuelectenerg-11938	212	28	for	for	ADP
fuelectenerg-11938	212	29	their	their	PRON
fuelectenerg-11938	212	30	invaluable	invaluable	ADJ
fuelectenerg-11938	212	31	contributions	contribution	NOUN
fuelectenerg-11938	212	32	to	to	ADP
fuelectenerg-11938	212	33	this	this	DET
fuelectenerg-11938	212	34	work	work	NOUN
fuelectenerg-11938	212	35	.	.	PUNCT
fuelectenerg-11938	213	1	their	their	PRON
fuelectenerg-11938	213	2	advice	advice	NOUN
fuelectenerg-11938	213	3	,	,	PUNCT
fuelectenerg-11938	213	4	ideas	idea	NOUN
fuelectenerg-11938	213	5	,	,	PUNCT
fuelectenerg-11938	213	6	and	and	CCONJ
fuelectenerg-11938	213	7	guidance	guidance	NOUN
fuelectenerg-11938	213	8	were	be	AUX
fuelectenerg-11938	213	9	essential	essential	ADJ
fuelectenerg-11938	213	10	to	to	ADP
fuelectenerg-11938	213	11	the	the	DET
fuelectenerg-11938	213	12	successful	successful	ADJ
fuelectenerg-11938	213	13	completion	completion	NOUN
fuelectenerg-11938	213	14	of	of	ADP
fuelectenerg-11938	213	15	this	this	DET
fuelectenerg-11938	213	16	work	work	NOUN
fuelectenerg-11938	213	17	.	.	PUNCT
fuelectenerg-11938	214	1	special	special	ADJ
fuelectenerg-11938	214	2	thanks	thank	NOUN
fuelectenerg-11938	214	3	must	must	AUX
fuelectenerg-11938	214	4	be	be	AUX
fuelectenerg-11938	214	5	given	give	VERB
fuelectenerg-11938	214	6	to	to	ADP
fuelectenerg-11938	214	7	p.	p.	PROPN
fuelectenerg-11938	214	8	ranjan	ranjan	PROPN
fuelectenerg-11938	214	9	for	for	ADP
fuelectenerg-11938	214	10	providing	provide	VERB
fuelectenerg-11938	214	11	the	the	DET
fuelectenerg-11938	214	12	essential	essential	ADJ
fuelectenerg-11938	214	13	resources	resource	NOUN
fuelectenerg-11938	214	14	,	,	PUNCT
fuelectenerg-11938	214	15	as	as	ADV
fuelectenerg-11938	214	16	well	well	ADV
fuelectenerg-11938	214	17	as	as	ADP
fuelectenerg-11938	214	18	p.k	p.k	PROPN
fuelectenerg-11938	214	19	.	.	PROPN
fuelectenerg-11938	214	20	singhal	singhal	PROPN
fuelectenerg-11938	214	21	and	and	CCONJ
fuelectenerg-11938	214	22	v.v	v.v	PROPN
fuelectenerg-11938	214	23	.	.	PROPN
fuelectenerg-11938	214	24	thakare	thakare	NOUN
fuelectenerg-11938	214	25	for	for	ADP
fuelectenerg-11938	214	26	their	their	PRON
fuelectenerg-11938	214	27	useful	useful	ADJ
fuelectenerg-11938	214	28	recommendations	recommendation	NOUN
fuelectenerg-11938	214	29	and	and	CCONJ
fuelectenerg-11938	214	30	feedback	feedback	NOUN
fuelectenerg-11938	214	31	during	during	ADP
fuelectenerg-11938	214	32	the	the	DET
fuelectenerg-11938	214	33	course	course	NOUN
fuelectenerg-11938	214	34	of	of	ADP
fuelectenerg-11938	214	35	the	the	DET
fuelectenerg-11938	214	36	work	work	NOUN
fuelectenerg-11938	214	37	.	.	PUNCT
fuelectenerg-11938	215	1	this	this	DET
fuelectenerg-11938	215	2	project	project	NOUN
fuelectenerg-11938	215	3	would	would	AUX
fuelectenerg-11938	215	4	not	not	PART
fuelectenerg-11938	215	5	have	have	AUX
fuelectenerg-11938	215	6	been	be	AUX
fuelectenerg-11938	215	7	achievable	achievable	ADJ
fuelectenerg-11938	215	8	without	without	ADP
fuelectenerg-11938	215	9	their	their	PRON
fuelectenerg-11938	215	10	ongoing	ongoing	ADJ
fuelectenerg-11938	215	11	encouragement	encouragement	NOUN
fuelectenerg-11938	215	12	and	and	CCONJ
fuelectenerg-11938	215	13	support	support	NOUN
fuelectenerg-11938	215	14	.	.	PUNCT
fuelectenerg-11938	216	1	references	reference	NOUN
fuelectenerg-11938	216	2	[	[	X
fuelectenerg-11938	216	3	1	1	NUM
fuelectenerg-11938	216	4	]	]	X
fuelectenerg-11938	216	5	d.	d.	PROPN
fuelectenerg-11938	216	6	ghosh	ghosh	PROPN
fuelectenerg-11938	216	7	,	,	PUNCT
fuelectenerg-11938	216	8	a.	a.	PROPN
fuelectenerg-11938	216	9	de	de	PROPN
fuelectenerg-11938	216	10	,	,	PUNCT
fuelectenerg-11938	216	11	m.	m.	PROPN
fuelectenerg-11938	216	12	c.	c.	PROPN
fuelectenerg-11938	216	13	taylor	taylor	PROPN
fuelectenerg-11938	216	14	,	,	PUNCT
fuelectenerg-11938	216	15	t.	t.	PROPN
fuelectenerg-11938	216	16	k.	k.	PROPN
fuelectenerg-11938	216	17	sarkar	sarkar	PROPN
fuelectenerg-11938	216	18	,	,	PUNCT
fuelectenerg-11938	216	19	m.	m.	PROPN
fuelectenerg-11938	216	20	c.	c.	PROPN
fuelectenerg-11938	216	21	wicks	wick	NOUN
fuelectenerg-11938	216	22	and	and	CCONJ
fuelectenerg-11938	216	23	e.	e.	PROPN
fuelectenerg-11938	216	24	l.	l.	PROPN
fuelectenerg-11938	216	25	mokole	mokole	PROPN
fuelectenerg-11938	216	26	,	,	PUNCT
fuelectenerg-11938	216	27	"	"	PUNCT
fuelectenerg-11938	216	28	transmission	transmission	NOUN
fuelectenerg-11938	216	29	and	and	CCONJ
fuelectenerg-11938	216	30	reception	reception	NOUN
fuelectenerg-11938	216	31	by	by	ADP
fuelectenerg-11938	216	32	ultra	ultra	ADJ
fuelectenerg-11938	216	33	-	-	ADJ
fuelectenerg-11938	216	34	wideband	wideband	ADJ
fuelectenerg-11938	216	35	(	(	PUNCT
fuelectenerg-11938	216	36	uwb	uwb	PROPN
fuelectenerg-11938	216	37	)	)	PUNCT
fuelectenerg-11938	216	38	antennas	antennas	PROPN
fuelectenerg-11938	216	39	"	"	PUNCT
fuelectenerg-11938	216	40	,	,	PUNCT
fuelectenerg-11938	216	41	ieee	ieee	NOUN
fuelectenerg-11938	216	42	antennas	antennas	PROPN
fuelectenerg-11938	216	43	propag	propag	PROPN
fuelectenerg-11938	216	44	.	.	PUNCT
fuelectenerg-11938	217	1	mag	mag	INTJ
fuelectenerg-11938	217	2	.	.	PROPN
fuelectenerg-11938	217	3	,	,	PUNCT
fuelectenerg-11938	217	4	vol	vol	NOUN
fuelectenerg-11938	217	5	.	.	PROPN
fuelectenerg-11938	218	1	48	48	NUM
fuelectenerg-11938	218	2	,	,	PUNCT
fuelectenerg-11938	218	3	no	no	INTJ
fuelectenerg-11938	218	4	.	.	NOUN
fuelectenerg-11938	218	5	5	5	NUM
fuelectenerg-11938	218	6	,	,	PUNCT
fuelectenerg-11938	218	7	pp	pp	ADJ
fuelectenerg-11938	218	8	.	.	PUNCT
fuelectenerg-11938	219	1	67	67	NUM
fuelectenerg-11938	219	2	-	-	SYM
fuelectenerg-11938	219	3	99	99	NUM
fuelectenerg-11938	219	4	,	,	PUNCT
fuelectenerg-11938	219	5	oct	oct	PROPN
fuelectenerg-11938	219	6	.	.	PROPN
fuelectenerg-11938	219	7	2006	2006	NUM
fuelectenerg-11938	219	8	.	.	PUNCT
fuelectenerg-11938	220	1	[	[	X
fuelectenerg-11938	220	2	2	2	NUM
fuelectenerg-11938	220	3	]	]	PUNCT
fuelectenerg-11938	220	4	"	"	PUNCT
fuelectenerg-11938	220	5	revision	revision	NOUN
fuelectenerg-11938	220	6	of	of	ADP
fuelectenerg-11938	220	7	part	part	NOUN
fuelectenerg-11938	220	8	15	15	NUM
fuelectenerg-11938	220	9	of	of	ADP
fuelectenerg-11938	220	10	the	the	DET
fuelectenerg-11938	220	11	commission	commission	NOUN
fuelectenerg-11938	220	12	’s	’s	PART
fuelectenerg-11938	220	13	rules	rule	NOUN
fuelectenerg-11938	220	14	regarding	regard	VERB
fuelectenerg-11938	220	15	ultra	ultra	ADJ
fuelectenerg-11938	220	16	wideband	wideband	NOUN
fuelectenerg-11938	220	17	transmission	transmission	NOUN
fuelectenerg-11938	220	18	systems	system	NOUN
fuelectenerg-11938	220	19	"	"	PUNCT
fuelectenerg-11938	220	20	,	,	PUNCT
fuelectenerg-11938	220	21	federal	federal	ADJ
fuelectenerg-11938	220	22	communications	communication	NOUN
fuelectenerg-11938	220	23	commission	commission	NOUN
fuelectenerg-11938	220	24	website	website	NOUN
fuelectenerg-11938	220	25	(	(	PUNCT
fuelectenerg-11938	220	26	www.fcc.gov	www.fcc.gov	PROPN
fuelectenerg-11938	220	27	)	)	PUNCT
fuelectenerg-11938	220	28	,	,	PUNCT
fuelectenerg-11938	220	29	dec	dec	PROPN
fuelectenerg-11938	220	30	.	.	PROPN
fuelectenerg-11938	220	31	27	27	NUM
fuelectenerg-11938	220	32	,	,	PUNCT
fuelectenerg-11938	220	33	2015	2015	NUM
fuelectenerg-11938	220	34	.	.	PUNCT
fuelectenerg-11938	221	1	available	available	ADJ
fuelectenerg-11938	221	2	at	at	ADP
fuelectenerg-11938	221	3	:	:	PUNCT
fuelectenerg-11938	221	4	https://www.fcc.gov/document/revision-part-15-commissions-rules-regarding-ultra-wideband-7	https://www.fcc.gov/document/revision-part-15-commissions-rules-regarding-ultra-wideband-7	PROPN
fuelectenerg-11938	221	5	.	.	PROPN
fuelectenerg-11938	221	6	600	600	NUM
fuelectenerg-11938	221	7	r.	r.	PROPN
fuelectenerg-11938	221	8	jain	jain	PROPN
fuelectenerg-11938	221	9	,	,	PUNCT
fuelectenerg-11938	221	10	v.	v.	PROPN
fuelectenerg-11938	221	11	vikas	vikas	PROPN
fuelectenerg-11938	221	12	thakare	thakare	PROPN
fuelectenerg-11938	221	13	,	,	PUNCT
fuelectenerg-11938	221	14	p.	p.	PROPN
fuelectenerg-11938	221	15	k.	k.	PROPN
fuelectenerg-11938	222	1	singhal	singhal	PROPN
fuelectenerg-11938	223	1	[	[	X
fuelectenerg-11938	223	2	3	3	NUM
fuelectenerg-11938	223	3	]	]	PUNCT
fuelectenerg-11938	223	4	x.	x.	PROPN
fuelectenerg-11938	223	5	l.	l.	PROPN
fuelectenerg-11938	223	6	liang	liang	PROPN
fuelectenerg-11938	223	7	,	,	PUNCT
fuelectenerg-11938	223	8	"	"	PUNCT
fuelectenerg-11938	223	9	ultra	ultra	ADJ
fuelectenerg-11938	223	10	-	-	ADJ
fuelectenerg-11938	223	11	wideband	wideband	ADJ
fuelectenerg-11938	223	12	antenna	antenna	NOUN
fuelectenerg-11938	223	13	and	and	CCONJ
fuelectenerg-11938	223	14	design	design	NOUN
fuelectenerg-11938	223	15	"	"	PUNCT
fuelectenerg-11938	223	16	,	,	PUNCT
fuelectenerg-11938	223	17	oct	oct	PROPN
fuelectenerg-11938	223	18	.	.	PROPN
fuelectenerg-11938	223	19	03	03	NUM
fuelectenerg-11938	223	20	,	,	PUNCT
fuelectenerg-11938	223	21	2012	2012	NUM
fuelectenerg-11938	223	22	.	.	PUNCT
fuelectenerg-11938	224	1	available	available	ADJ
fuelectenerg-11938	224	2	at	at	ADP
fuelectenerg-11938	224	3	:	:	PUNCT
fuelectenerg-11938	224	4	https://www.intechopen.com/chapters/39710	https://www.intechopen.com/chapters/39710	NOUN
fuelectenerg-11938	224	5	.	.	PUNCT
fuelectenerg-11938	225	1	[	[	X
fuelectenerg-11938	225	2	4	4	X
fuelectenerg-11938	225	3	]	]	PUNCT
fuelectenerg-11938	225	4	p.	p.	NOUN
fuelectenerg-11938	225	5	a.	a.	NOUN
fuelectenerg-11938	225	6	tirkas	tirkas	PROPN
fuelectenerg-11938	225	7	and	and	CCONJ
fuelectenerg-11938	225	8	c.	c.	PROPN
fuelectenerg-11938	225	9	a.	a.	NOUN
fuelectenerg-11938	225	10	balanis	balanis	PROPN
fuelectenerg-11938	225	11	,	,	PUNCT
fuelectenerg-11938	225	12	"	"	PUNCT
fuelectenerg-11938	225	13	finite	finite	ADJ
fuelectenerg-11938	225	14	-	-	PUNCT
fuelectenerg-11938	225	15	difference	difference	ADJ
fuelectenerg-11938	225	16	time	time	NOUN
fuelectenerg-11938	225	17	-	-	PUNCT
fuelectenerg-11938	225	18	domain	domain	NOUN
fuelectenerg-11938	225	19	method	method	NOUN
fuelectenerg-11938	225	20	for	for	ADP
fuelectenerg-11938	225	21	antenna	antenna	NOUN
fuelectenerg-11938	225	22	radiation	radiation	NOUN
fuelectenerg-11938	225	23	"	"	PUNCT
fuelectenerg-11938	225	24	,	,	PUNCT
fuelectenerg-11938	225	25	ieee	ieee	PROPN
fuelectenerg-11938	225	26	trans	trans	PROPN
fuelectenerg-11938	225	27	.	.	PUNCT
fuelectenerg-11938	226	1	antennas	antennas	PROPN
fuelectenerg-11938	226	2	propag	propag	PROPN
fuelectenerg-11938	226	3	.	.	PUNCT
fuelectenerg-11938	227	1	,	,	PUNCT
fuelectenerg-11938	227	2	vol	vol	NOUN
fuelectenerg-11938	227	3	.	.	PROPN
fuelectenerg-11938	228	1	40	40	NUM
fuelectenerg-11938	228	2	,	,	PUNCT
fuelectenerg-11938	228	3	no	no	INTJ
fuelectenerg-11938	228	4	.	.	NOUN
fuelectenerg-11938	228	5	3	3	NUM
fuelectenerg-11938	228	6	,	,	PUNCT
fuelectenerg-11938	228	7	pp	pp	ADJ
fuelectenerg-11938	228	8	.	.	PUNCT
fuelectenerg-11938	229	1	334	334	NUM
fuelectenerg-11938	229	2	-	-	SYM
fuelectenerg-11938	229	3	340	340	NUM
fuelectenerg-11938	229	4	,	,	PUNCT
fuelectenerg-11938	229	5	mar	mar	PROPN
fuelectenerg-11938	229	6	.	.	PROPN
fuelectenerg-11938	229	7	1992	1992	NUM
fuelectenerg-11938	229	8	.	.	PUNCT
fuelectenerg-11938	230	1	[	[	X
fuelectenerg-11938	230	2	5	5	X
fuelectenerg-11938	230	3	]	]	PUNCT
fuelectenerg-11938	230	4	j.	j.	PROPN
fuelectenerg-11938	230	5	l.	l.	PROPN
fuelectenerg-11938	230	6	volakis	volakis	PROPN
fuelectenerg-11938	230	7	,	,	PUNCT
fuelectenerg-11938	230	8	j.	j.	PROPN
fuelectenerg-11938	230	9	l.	l.	PROPN
fuelectenerg-11938	230	10	volakis	volakis	PROPN
fuelectenerg-11938	230	11	,	,	PUNCT
fuelectenerg-11938	230	12	a.	a.	NOUN
fuelectenerg-11938	230	13	chatterjee	chatterjee	PROPN
fuelectenerg-11938	230	14	and	and	CCONJ
fuelectenerg-11938	230	15	l.	l.	PROPN
fuelectenerg-11938	230	16	c.	c.	PROPN
fuelectenerg-11938	230	17	kempel	kempel	PROPN
fuelectenerg-11938	230	18	,	,	PUNCT
fuelectenerg-11938	230	19	finite	finite	PROPN
fuelectenerg-11938	230	20	element	element	NOUN
fuelectenerg-11938	230	21	method	method	NOUN
fuelectenerg-11938	230	22	for	for	ADP
fuelectenerg-11938	230	23	electromagnetics	electromagnetic	NOUN
fuelectenerg-11938	230	24	.	.	PUNCT
fuelectenerg-11938	231	1	ieee	ieee	PROPN
fuelectenerg-11938	231	2	press	press	PROPN
fuelectenerg-11938	231	3	,	,	PUNCT
fuelectenerg-11938	231	4	1998	1998	NUM
fuelectenerg-11938	231	5	.	.	PUNCT
fuelectenerg-11938	232	1	[	[	X
fuelectenerg-11938	232	2	6	6	NUM
fuelectenerg-11938	232	3	]	]	PUNCT
fuelectenerg-11938	232	4	t.	t.	PROPN
fuelectenerg-11938	232	5	sarkar	sarkar	PROPN
fuelectenerg-11938	232	6	,	,	PUNCT
fuelectenerg-11938	232	7	a.	a.	PROPN
fuelectenerg-11938	232	8	djordjevic	djordjevic	PROPN
fuelectenerg-11938	232	9	and	and	CCONJ
fuelectenerg-11938	232	10	b.	b.	PROPN
fuelectenerg-11938	232	11	kolundzija	kolundzija	NOUN
fuelectenerg-11938	232	12	,	,	PUNCT
fuelectenerg-11938	232	13	method	method	NOUN
fuelectenerg-11938	232	14	of	of	ADP
fuelectenerg-11938	232	15	moments	moment	NOUN
fuelectenerg-11938	232	16	applied	apply	VERB
fuelectenerg-11938	232	17	to	to	ADP
fuelectenerg-11938	232	18	antennas	antenna	NOUN
fuelectenerg-11938	232	19	,	,	PUNCT
fuelectenerg-11938	232	20	2000	2000	NUM
fuelectenerg-11938	232	21	.	.	PUNCT
fuelectenerg-11938	233	1	[	[	X
fuelectenerg-11938	233	2	7	7	X
fuelectenerg-11938	233	3	]	]	X
fuelectenerg-11938	233	4	n.	n.	PROPN
fuelectenerg-11938	233	5	s.	s.	PROPN
fuelectenerg-11938	233	6	kumar	kumar	PROPN
fuelectenerg-11938	233	7	and	and	CCONJ
fuelectenerg-11938	233	8	u.	u.	PROPN
fuelectenerg-11938	233	9	d.	d.	PROPN
fuelectenerg-11938	233	10	yalavarthi	yalavarthi	PROPN
fuelectenerg-11938	233	11	"	"	PUNCT
fuelectenerg-11938	233	12	a	a	DET
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fuelectenerg-11938	233	14	review	review	NOUN
fuelectenerg-11938	233	15	on	on	ADP
fuelectenerg-11938	233	16	machine	machine	NOUN
fuelectenerg-11938	233	17	learning	learning	NOUN
fuelectenerg-11938	233	18	based	base	VERB
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fuelectenerg-11938	233	20	algorithms	algorithm	NOUN
fuelectenerg-11938	233	21	for	for	ADP
fuelectenerg-11938	233	22	antenna	antenna	NOUN
fuelectenerg-11938	233	23	design	design	NOUN
fuelectenerg-11938	233	24	"	"	PUNCT
fuelectenerg-11938	233	25	,	,	PUNCT
fuelectenerg-11938	233	26	j.	j.	PROPN
fuelectenerg-11938	233	27	phys	phys	PROPN
fuelectenerg-11938	233	28	.	.	PUNCT
fuelectenerg-11938	233	29	:	:	PUNCT
fuelectenerg-11938	233	30	conf	conf	PROPN
fuelectenerg-11938	233	31	.	.	PUNCT
fuelectenerg-11938	233	32	ser	ser	PROPN
fuelectenerg-11938	233	33	.	.	PROPN
fuelectenerg-11938	233	34	,	,	PUNCT
fuelectenerg-11938	233	35	vol	vol	NOUN
fuelectenerg-11938	233	36	.	.	PROPN
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fuelectenerg-11938	233	38	,	,	PUNCT
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fuelectenerg-11938	233	40	062098	062098	NUM
fuelectenerg-11938	233	41	,	,	PUNCT
fuelectenerg-11938	233	42	2020	2020	NUM
fuelectenerg-11938	233	43	.	.	PUNCT
fuelectenerg-11938	234	1	[	[	X
fuelectenerg-11938	234	2	8	8	NUM
fuelectenerg-11938	234	3	]	]	PUNCT
fuelectenerg-11938	234	4	j.	j.	PROPN
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fuelectenerg-11938	234	6	,	,	PUNCT
fuelectenerg-11938	234	7	h.	h.	PROPN
fuelectenerg-11938	234	8	xie	xie	PROPN
fuelectenerg-11938	234	9	,	,	PUNCT
fuelectenerg-11938	234	10	m.	m.	PROPN
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fuelectenerg-11938	234	12	,	,	PUNCT
fuelectenerg-11938	234	13	y.	y.	PROPN
fuelectenerg-11938	234	14	song	song	NOUN
fuelectenerg-11938	234	15	and	and	CCONJ
fuelectenerg-11938	234	16	w.	w.	PROPN
fuelectenerg-11938	234	17	yang	yang	PROPN
fuelectenerg-11938	234	18	,	,	PUNCT
fuelectenerg-11938	234	19	"	"	PUNCT
fuelectenerg-11938	234	20	design	design	NOUN
fuelectenerg-11938	234	21	of	of	ADP
fuelectenerg-11938	234	22	uwb	uwb	PROPN
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fuelectenerg-11938	234	25	on	on	ADP
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fuelectenerg-11938	234	27	deep	deep	ADJ
fuelectenerg-11938	234	28	belief	belief	NOUN
fuelectenerg-11938	234	29	network	network	NOUN
fuelectenerg-11938	234	30	and	and	CCONJ
fuelectenerg-11938	234	31	extreme	extreme	ADJ
fuelectenerg-11938	234	32	learning	learning	NOUN
fuelectenerg-11938	234	33	machine	machine	NOUN
fuelectenerg-11938	234	34	surrogate	surrogate	NOUN
fuelectenerg-11938	234	35	models	model	NOUN
fuelectenerg-11938	234	36	"	"	PUNCT
fuelectenerg-11938	234	37	,	,	PUNCT
fuelectenerg-11938	234	38	ieee	ieee	NOUN
fuelectenerg-11938	234	39	access	access	NOUN
fuelectenerg-11938	234	40	,	,	PUNCT
fuelectenerg-11938	234	41	vol	vol	NOUN
fuelectenerg-11938	234	42	.	.	NOUN
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fuelectenerg-11938	234	44	,	,	PUNCT
fuelectenerg-11938	234	45	pp	pp	ADJ
fuelectenerg-11938	234	46	.	.	PUNCT
fuelectenerg-11938	235	1	126541	126541	NUM
fuelectenerg-11938	235	2	-	-	SYM
fuelectenerg-11938	235	3	126549	126549	NUM
fuelectenerg-11938	235	4	,	,	PUNCT
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fuelectenerg-11938	236	1	[	[	X
fuelectenerg-11938	236	2	9	9	NUM
fuelectenerg-11938	236	3	]	]	X
fuelectenerg-11938	236	4	y.	y.	PROPN
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fuelectenerg-11938	236	10	and	and	CCONJ
fuelectenerg-11938	236	11	h.	h.	PROPN
fuelectenerg-11938	236	12	xin	xin	PROPN
fuelectenerg-11938	236	13	,	,	PUNCT
fuelectenerg-11938	236	14	"	"	PUNCT
fuelectenerg-11938	236	15	machine	machine	NOUN
fuelectenerg-11938	236	16	learning	learn	VERB
fuelectenerg-11938	236	17	techniques	technique	NOUN
fuelectenerg-11938	236	18	for	for	ADP
fuelectenerg-11938	236	19	optimizing	optimize	VERB
fuelectenerg-11938	236	20	design	design	NOUN
fuelectenerg-11938	236	21	of	of	ADP
fuelectenerg-11938	236	22	double	double	ADJ
fuelectenerg-11938	236	23	t	t	ADV
fuelectenerg-11938	236	24	-	-	PUNCT
fuelectenerg-11938	236	25	shaped	shape	VERB
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fuelectenerg-11938	236	27	antenna	antenna	NOUN
fuelectenerg-11938	236	28	"	"	PUNCT
fuelectenerg-11938	236	29	,	,	PUNCT
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fuelectenerg-11938	236	31	trans	trans	PROPN
fuelectenerg-11938	236	32	.	.	PUNCT
fuelectenerg-11938	237	1	antennas	antennas	PROPN
fuelectenerg-11938	237	2	propag	propag	PROPN
fuelectenerg-11938	237	3	.	.	PUNCT
fuelectenerg-11938	238	1	,	,	PUNCT
fuelectenerg-11938	238	2	vol	vol	NOUN
fuelectenerg-11938	238	3	.	.	PROPN
fuelectenerg-11938	239	1	68	68	NUM
fuelectenerg-11938	239	2	,	,	PUNCT
fuelectenerg-11938	239	3	no	no	INTJ
fuelectenerg-11938	239	4	.	.	NOUN
fuelectenerg-11938	239	5	7	7	NUM
fuelectenerg-11938	239	6	,	,	PUNCT
fuelectenerg-11938	239	7	pp	pp	ADJ
fuelectenerg-11938	239	8	.	.	PUNCT
fuelectenerg-11938	240	1	5658	5658	NUM
fuelectenerg-11938	240	2	-	-	SYM
fuelectenerg-11938	240	3	5663	5663	NUM
fuelectenerg-11938	240	4	,	,	PUNCT
fuelectenerg-11938	240	5	jul	jul	PROPN
fuelectenerg-11938	240	6	.	.	PROPN
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fuelectenerg-11938	240	8	.	.	PUNCT
fuelectenerg-11938	241	1	[	[	X
fuelectenerg-11938	241	2	10	10	NUM
fuelectenerg-11938	241	3	]	]	X
fuelectenerg-11938	241	4	h.	h.	PROPN
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fuelectenerg-11938	241	6	e.	e.	PROPN
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fuelectenerg-11938	241	8	and	and	CCONJ
fuelectenerg-11938	241	9	t.	t.	PROPN
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fuelectenerg-11938	241	11	,	,	PUNCT
fuelectenerg-11938	241	12	"	"	PUNCT
fuelectenerg-11938	241	13	machine	machine	NOUN
fuelectenerg-11938	241	14	learning	learning	NOUN
fuelectenerg-11938	241	15	in	in	ADP
fuelectenerg-11938	241	16	antenna	antenna	NOUN
fuelectenerg-11938	241	17	design	design	NOUN
fuelectenerg-11938	241	18	:	:	PUNCT
fuelectenerg-11938	241	19	an	an	DET
fuelectenerg-11938	241	20	overview	overview	NOUN
fuelectenerg-11938	241	21	on	on	ADP
fuelectenerg-11938	241	22	machine	machine	NOUN
fuelectenerg-11938	241	23	learning	learning	NOUN
fuelectenerg-11938	241	24	concept	concept	NOUN
fuelectenerg-11938	241	25	and	and	CCONJ
fuelectenerg-11938	241	26	algorithms	algorithm	NOUN
fuelectenerg-11938	241	27	"	"	PUNCT
fuelectenerg-11938	241	28	,	,	PUNCT
fuelectenerg-11938	241	29	in	in	ADP
fuelectenerg-11938	241	30	proceedings	proceeding	NOUN
fuelectenerg-11938	241	31	of	of	ADP
fuelectenerg-11938	241	32	international	international	ADJ
fuelectenerg-11938	241	33	conference	conference	NOUN
fuelectenerg-11938	241	34	on	on	ADP
fuelectenerg-11938	241	35	high	high	ADJ
fuelectenerg-11938	241	36	performance	performance	NOUN
fuelectenerg-11938	241	37	computing	computing	NOUN
fuelectenerg-11938	241	38	&	&	CCONJ
fuelectenerg-11938	241	39	simulation	simulation	PROPN
fuelectenerg-11938	241	40	(	(	PUNCT
fuelectenerg-11938	241	41	hpcs	hpcs	PROPN
fuelectenerg-11938	241	42	)	)	PUNCT
fuelectenerg-11938	241	43	,	,	PUNCT
fuelectenerg-11938	241	44	dublin	dublin	PROPN
fuelectenerg-11938	241	45	,	,	PUNCT
fuelectenerg-11938	241	46	ireland	ireland	PROPN
fuelectenerg-11938	241	47	,	,	PUNCT
fuelectenerg-11938	241	48	2019	2019	NUM
fuelectenerg-11938	241	49	,	,	PUNCT
fuelectenerg-11938	241	50	pp	pp	ADJ
fuelectenerg-11938	241	51	.	.	PUNCT
fuelectenerg-11938	242	1	600	600	NUM
fuelectenerg-11938	242	2	-	-	NUM
fuelectenerg-11938	242	3	607	607	NUM
fuelectenerg-11938	242	4	.	.	PUNCT
fuelectenerg-11938	243	1	[	[	X
fuelectenerg-11938	243	2	11	11	NUM
fuelectenerg-11938	243	3	]	]	X
fuelectenerg-11938	243	4	r.	r.	PROPN
fuelectenerg-11938	243	5	jain	jain	PROPN
fuelectenerg-11938	243	6	,	,	PUNCT
fuelectenerg-11938	243	7	p.	p.	PROPN
fuelectenerg-11938	243	8	ranjan	ranjan	PROPN
fuelectenerg-11938	243	9	,	,	PUNCT
fuelectenerg-11938	243	10	p.	p.	PROPN
fuelectenerg-11938	243	11	k.	k.	PROPN
fuelectenerg-11938	244	1	singhal	singhal	PROPN
fuelectenerg-11938	244	2	and	and	CCONJ
fuelectenerg-11938	244	3	v.	v.	ADP
fuelectenerg-11938	244	4	v.	v.	CCONJ
fuelectenerg-11938	244	5	thakare	thakare	NOUN
fuelectenerg-11938	244	6	,	,	PUNCT
fuelectenerg-11938	244	7	"	"	PUNCT
fuelectenerg-11938	244	8	estimation	estimation	NOUN
fuelectenerg-11938	244	9	of	of	ADP
fuelectenerg-11938	244	10	s11	s11	NOUN
fuelectenerg-11938	244	11	values	value	NOUN
fuelectenerg-11938	244	12	of	of	ADP
fuelectenerg-11938	244	13	patch	patch	ADJ
fuelectenerg-11938	244	14	antenna	antenna	NOUN
fuelectenerg-11938	244	15	using	use	VERB
fuelectenerg-11938	244	16	various	various	ADJ
fuelectenerg-11938	244	17	machine	machine	NOUN
fuelectenerg-11938	244	18	learning	learning	NOUN
fuelectenerg-11938	244	19	models	model	NOUN
fuelectenerg-11938	244	20	"	"	PUNCT
fuelectenerg-11938	244	21	,	,	PUNCT
fuelectenerg-11938	244	22	in	in	ADP
fuelectenerg-11938	244	23	proceedings	proceeding	NOUN
fuelectenerg-11938	244	24	of	of	ADP
fuelectenerg-11938	244	25	ieee	ieee	NOUN
fuelectenerg-11938	244	26	conference	conference	NOUN
fuelectenerg-11938	244	27	on	on	ADP
fuelectenerg-11938	244	28	interdisciplinary	interdisciplinary	ADJ
fuelectenerg-11938	244	29	approaches	approach	NOUN
fuelectenerg-11938	244	30	in	in	ADP
fuelectenerg-11938	244	31	technology	technology	NOUN
fuelectenerg-11938	244	32	and	and	CCONJ
fuelectenerg-11938	244	33	management	management	NOUN
fuelectenerg-11938	244	34	for	for	ADP
fuelectenerg-11938	244	35	social	social	ADJ
fuelectenerg-11938	244	36	innovation	innovation	NOUN
fuelectenerg-11938	244	37	(	(	PUNCT
fuelectenerg-11938	244	38	iatmsi	iatmsi	NOUN
fuelectenerg-11938	244	39	)	)	PUNCT
fuelectenerg-11938	244	40	,	,	PUNCT
fuelectenerg-11938	244	41	gwalior	gwalior	PROPN
fuelectenerg-11938	244	42	,	,	PUNCT
fuelectenerg-11938	244	43	india	india	PROPN
fuelectenerg-11938	244	44	,	,	PUNCT
fuelectenerg-11938	244	45	2022	2022	NUM
fuelectenerg-11938	244	46	,	,	PUNCT
fuelectenerg-11938	244	47	pp	pp	ADJ
fuelectenerg-11938	244	48	.	.	PUNCT
fuelectenerg-11938	245	1	1	1	NUM
fuelectenerg-11938	245	2	-	-	SYM
fuelectenerg-11938	245	3	4	4	NUM
fuelectenerg-11938	245	4	.	.	PUNCT
fuelectenerg-11938	246	1	[	[	X
fuelectenerg-11938	246	2	12	12	NUM
fuelectenerg-11938	246	3	]	]	PUNCT
fuelectenerg-11938	246	4	k.	k.	PROPN
fuelectenerg-11938	246	5	sharma	sharma	PROPN
fuelectenerg-11938	246	6	and	and	CCONJ
fuelectenerg-11938	246	7	g.	g.	PROPN
fuelectenerg-11938	246	8	p.	p.	PROPN
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fuelectenerg-11938	246	10	,	,	PUNCT
fuelectenerg-11938	246	11	"	"	PUNCT
fuelectenerg-11938	246	12	efficient	efficient	ADJ
fuelectenerg-11938	246	13	modelling	modelling	NOUN
fuelectenerg-11938	246	14	of	of	ADP
fuelectenerg-11938	246	15	compact	compact	ADJ
fuelectenerg-11938	246	16	microstrip	microstrip	NOUN
fuelectenerg-11938	246	17	antenna	antenna	NOUN
fuelectenerg-11938	246	18	using	use	VERB
fuelectenerg-11938	246	19	machine	machine	NOUN
fuelectenerg-11938	246	20	learning	learning	NOUN
fuelectenerg-11938	246	21	"	"	PUNCT
fuelectenerg-11938	246	22	,	,	PUNCT
fuelectenerg-11938	246	23	aeu	aeu	INTJ
fuelectenerg-11938	246	24	–	–	PUNCT
fuelectenerg-11938	246	25	int	int	NOUN
fuelectenerg-11938	246	26	.	.	PUNCT
fuelectenerg-11938	247	1	j.	j.	PROPN
fuelectenerg-11938	247	2	electron	electron	PROPN
fuelectenerg-11938	247	3	.	.	PUNCT
fuelectenerg-11938	248	1	commun	commun	PROPN
fuelectenerg-11938	248	2	.	.	PROPN
fuelectenerg-11938	248	3	,	,	PUNCT
fuelectenerg-11938	248	4	vol	vol	NOUN
fuelectenerg-11938	248	5	.	.	PROPN
fuelectenerg-11938	248	6	135	135	NUM
fuelectenerg-11938	248	7	,	,	PUNCT
fuelectenerg-11938	248	8	p.	p.	NOUN
fuelectenerg-11938	248	9	153739	153739	NUM
fuelectenerg-11938	248	10	,	,	PUNCT
fuelectenerg-11938	248	11	jun	jun	PROPN
fuelectenerg-11938	248	12	.	.	PROPN
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fuelectenerg-11938	248	14	.	.	PUNCT
fuelectenerg-11938	249	1	[	[	X
fuelectenerg-11938	249	2	13	13	NUM
fuelectenerg-11938	249	3	]	]	X
fuelectenerg-11938	249	4	p.	p.	PROPN
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fuelectenerg-11938	249	6	,	,	PUNCT
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fuelectenerg-11938	249	8	maurya	maurya	PROPN
fuelectenerg-11938	249	9	,	,	PUNCT
fuelectenerg-11938	249	10	h.	h.	PROPN
fuelectenerg-11938	249	11	gupta	gupta	PROPN
fuelectenerg-11938	249	12	,	,	PUNCT
fuelectenerg-11938	249	13	s.	s.	PROPN
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fuelectenerg-11938	249	15	and	and	CCONJ
fuelectenerg-11938	249	16	a.	a.	NOUN
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fuelectenerg-11938	249	18	,	,	PUNCT
fuelectenerg-11938	249	19	"	"	PUNCT
fuelectenerg-11938	249	20	ultra	ultra	ADJ
fuelectenerg-11938	249	21	-	-	ADJ
fuelectenerg-11938	249	22	wideband	wideband	ADJ
fuelectenerg-11938	249	23	cpw	cpw	NOUN
fuelectenerg-11938	249	24	fed	feed	VERB
fuelectenerg-11938	249	25	band	band	NOUN
fuelectenerg-11938	249	26	-	-	PUNCT
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fuelectenerg-11938	249	28	monopole	monopole	NOUN
fuelectenerg-11938	249	29	antenna	antenna	NOUN
fuelectenerg-11938	249	30	optimization	optimization	NOUN
fuelectenerg-11938	249	31	using	use	VERB
fuelectenerg-11938	249	32	machine	machine	NOUN
fuelectenerg-11938	249	33	learning	learning	NOUN
fuelectenerg-11938	249	34	"	"	PUNCT
fuelectenerg-11938	249	35	,	,	PUNCT
fuelectenerg-11938	249	36	prog	prog	PROPN
fuelectenerg-11938	249	37	.	.	PUNCT
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fuelectenerg-11938	250	2	.	.	PUNCT
fuelectenerg-11938	251	1	res	re	NOUN
fuelectenerg-11938	251	2	.	.	PUNCT
fuelectenerg-11938	252	1	m	m	PROPN
fuelectenerg-11938	252	2	,	,	PUNCT
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fuelectenerg-11938	252	4	.	.	PROPN
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fuelectenerg-11938	252	6	,	,	PUNCT
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fuelectenerg-11938	252	8	.	.	PUNCT
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fuelectenerg-11938	253	2	-	-	SYM
fuelectenerg-11938	253	3	39	39	NUM
fuelectenerg-11938	253	4	,	,	PUNCT
fuelectenerg-11938	253	5	2022	2022	NUM
fuelectenerg-11938	253	6	.	.	PUNCT
fuelectenerg-11938	254	1	[	[	X
fuelectenerg-11938	254	2	14	14	NUM
fuelectenerg-11938	254	3	]	]	X
fuelectenerg-11938	254	4	c.	c.	PROPN
fuelectenerg-11938	254	5	a.	a.	NOUN
fuelectenerg-11938	254	6	balanis	balanis	PROPN
fuelectenerg-11938	254	7	,	,	PUNCT
fuelectenerg-11938	254	8	antenna	antenna	NOUN
fuelectenerg-11938	254	9	theory	theory	NOUN
fuelectenerg-11938	254	10	:	:	PUNCT
fuelectenerg-11938	254	11	analysis	analysis	NOUN
fuelectenerg-11938	254	12	and	and	CCONJ
fuelectenerg-11938	254	13	design	design	NOUN
fuelectenerg-11938	254	14	.	.	PUNCT
fuelectenerg-11938	255	1	john	john	PROPN
fuelectenerg-11938	255	2	wiley	wiley	PROPN
fuelectenerg-11938	255	3	&	&	CCONJ
fuelectenerg-11938	255	4	sons	son	NOUN
fuelectenerg-11938	255	5	,	,	PUNCT
fuelectenerg-11938	255	6	2016	2016	NUM
fuelectenerg-11938	255	7	.	.	PUNCT
fuelectenerg-11938	256	1	[	[	X
fuelectenerg-11938	256	2	15	15	NUM
fuelectenerg-11938	256	3	]	]	X
fuelectenerg-11938	256	4	s.	s.	PROPN
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fuelectenerg-11938	256	6	,	,	PUNCT
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fuelectenerg-11938	256	8	s.	s.	PROPN
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fuelectenerg-11938	256	10	,	,	PUNCT
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fuelectenerg-11938	256	12	f.	f.	PROPN
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fuelectenerg-11938	256	14	and	and	CCONJ
fuelectenerg-11938	256	15	d.	d.	PROPN
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fuelectenerg-11938	256	17	,	,	PUNCT
fuelectenerg-11938	256	18	"	"	PUNCT
fuelectenerg-11938	256	19	comparative	comparative	ADJ
fuelectenerg-11938	256	20	study	study	NOUN
fuelectenerg-11938	256	21	of	of	ADP
fuelectenerg-11938	256	22	knn	knn	PROPN
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fuelectenerg-11938	256	25	and	and	CCONJ
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fuelectenerg-11938	256	28	algorithm	algorithm	NOUN
fuelectenerg-11938	256	29	for	for	ADP
fuelectenerg-11938	256	30	student	student	NOUN
fuelectenerg-11938	256	31	’s	’s	PART
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fuelectenerg-11938	256	34	"	"	PUNCT
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fuelectenerg-11938	257	3	.	.	PUNCT
fuelectenerg-11938	258	1	sci	sci	PROPN
fuelectenerg-11938	258	2	.	.	PROPN
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fuelectenerg-11938	258	4	.	.	PROPN
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fuelectenerg-11938	259	1	,	,	PUNCT
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fuelectenerg-11938	260	2	,	,	PUNCT
fuelectenerg-11938	260	3	no	no	INTJ
fuelectenerg-11938	260	4	.	.	NOUN
fuelectenerg-11938	260	5	2	2	NUM
fuelectenerg-11938	260	6	,	,	PUNCT
fuelectenerg-11938	260	7	p.	p.	NOUN
fuelectenerg-11938	260	8	50	50	NUM
fuelectenerg-11938	260	9	,	,	PUNCT
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fuelectenerg-11938	260	11	.	.	PROPN
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fuelectenerg-11938	260	13	.	.	PUNCT
fuelectenerg-11938	261	1	[	[	X
fuelectenerg-11938	261	2	16	16	NUM
fuelectenerg-11938	261	3	]	]	PUNCT
fuelectenerg-11938	261	4	a.-d	a.-d	PROPN
fuelectenerg-11938	261	5	.	.	PUNCT
fuelectenerg-11938	262	1	pham	pham	PROPN
fuelectenerg-11938	262	2	,	,	PUNCT
fuelectenerg-11938	262	3	n.-t	n.-t	PROPN
fuelectenerg-11938	262	4	.	.	PUNCT
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fuelectenerg-11938	263	2	,	,	PUNCT
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fuelectenerg-11938	263	4	t.	t.	PROPN
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fuelectenerg-11938	263	7	,	,	PUNCT
fuelectenerg-11938	263	8	n.-t	n.-t	PROPN
fuelectenerg-11938	263	9	.	.	PUNCT
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fuelectenerg-11938	264	4	.	.	PUNCT
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fuelectenerg-11938	265	2	,	,	PUNCT
fuelectenerg-11938	265	3	"	"	PUNCT
fuelectenerg-11938	265	4	predicting	predict	VERB
fuelectenerg-11938	265	5	energy	energy	NOUN
fuelectenerg-11938	265	6	consumption	consumption	NOUN
fuelectenerg-11938	265	7	in	in	ADP
fuelectenerg-11938	265	8	multiple	multiple	ADJ
fuelectenerg-11938	265	9	buildings	building	NOUN
fuelectenerg-11938	265	10	using	use	VERB
fuelectenerg-11938	265	11	machine	machine	NOUN
fuelectenerg-11938	265	12	learning	learning	NOUN
fuelectenerg-11938	265	13	for	for	ADP
fuelectenerg-11938	265	14	improving	improve	VERB
fuelectenerg-11938	265	15	energy	energy	NOUN
fuelectenerg-11938	265	16	efficiency	efficiency	NOUN
fuelectenerg-11938	265	17	and	and	CCONJ
fuelectenerg-11938	265	18	sustainability	sustainability	NOUN
fuelectenerg-11938	265	19	"	"	PUNCT
fuelectenerg-11938	265	20	,	,	PUNCT
fuelectenerg-11938	265	21	j.	j.	PROPN
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fuelectenerg-11938	265	25	,	,	PUNCT
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fuelectenerg-11938	265	27	.	.	PROPN
fuelectenerg-11938	265	28	260	260	NUM
fuelectenerg-11938	265	29	,	,	PUNCT
fuelectenerg-11938	265	30	p.	p.	NOUN
fuelectenerg-11938	265	31	121082	121082	NUM
fuelectenerg-11938	265	32	,	,	PUNCT
fuelectenerg-11938	265	33	jul	jul	PROPN
fuelectenerg-11938	265	34	.	.	PROPN
fuelectenerg-11938	265	35	2020	2020	NUM
fuelectenerg-11938	265	36	.	.	PUNCT
fuelectenerg-11938	266	1	[	[	X
fuelectenerg-11938	266	2	17	17	NUM
fuelectenerg-11938	266	3	]	]	PUNCT
fuelectenerg-11938	266	4	z.-w	z.-w	NOUN
fuelectenerg-11938	266	5	.	.	PUNCT
fuelectenerg-11938	267	1	yuan	yuan	PROPN
fuelectenerg-11938	267	2	and	and	CCONJ
fuelectenerg-11938	267	3	y.-h	y.-h	PROPN
fuelectenerg-11938	267	4	.	.	PUNCT
fuelectenerg-11938	268	1	wang	wang	PROPN
fuelectenerg-11938	268	2	,	,	PUNCT
fuelectenerg-11938	268	3	"	"	PUNCT
fuelectenerg-11938	268	4	research	research	NOUN
fuelectenerg-11938	268	5	on	on	ADP
fuelectenerg-11938	268	6	k	k	PROPN
fuelectenerg-11938	268	7	nearest	nearest	PROPN
fuelectenerg-11938	268	8	neighbor	neighbor	PROPN
fuelectenerg-11938	268	9	non	non	ADJ
fuelectenerg-11938	268	10	-	-	ADJ
fuelectenerg-11938	268	11	parametric	parametric	ADJ
fuelectenerg-11938	268	12	regression	regression	NOUN
fuelectenerg-11938	268	13	algorithm	algorithm	NOUN
fuelectenerg-11938	268	14	based	base	VERB
fuelectenerg-11938	268	15	on	on	ADP
fuelectenerg-11938	268	16	kd	kd	PROPN
fuelectenerg-11938	268	17	-	-	PUNCT
fuelectenerg-11938	268	18	tree	tree	NOUN
fuelectenerg-11938	268	19	and	and	CCONJ
fuelectenerg-11938	268	20	clustering	cluster	VERB
fuelectenerg-11938	268	21	analysis	analysis	NOUN
fuelectenerg-11938	268	22	"	"	PUNCT
fuelectenerg-11938	268	23	,	,	PUNCT
fuelectenerg-11938	268	24	in	in	ADP
fuelectenerg-11938	268	25	proceedings	proceeding	NOUN
fuelectenerg-11938	268	26	of	of	ADP
fuelectenerg-11938	268	27	the	the	DET
fuelectenerg-11938	268	28	4th	4th	ADJ
fuelectenerg-11938	268	29	international	international	ADJ
fuelectenerg-11938	268	30	conference	conference	NOUN
fuelectenerg-11938	268	31	on	on	ADP
fuelectenerg-11938	268	32	computational	computational	ADJ
fuelectenerg-11938	268	33	and	and	CCONJ
fuelectenerg-11938	268	34	information	information	NOUN
fuelectenerg-11938	268	35	sciences	science	NOUN
fuelectenerg-11938	268	36	,	,	PUNCT
fuelectenerg-11938	268	37	chongqing	chongqing	PROPN
fuelectenerg-11938	268	38	,	,	PUNCT
fuelectenerg-11938	268	39	china	china	PROPN
fuelectenerg-11938	268	40	,	,	PUNCT
fuelectenerg-11938	268	41	2012	2012	NUM
fuelectenerg-11938	268	42	,	,	PUNCT
fuelectenerg-11938	268	43	pp	pp	ADJ
fuelectenerg-11938	268	44	.	.	PUNCT
fuelectenerg-11938	269	1	298	298	NUM
fuelectenerg-11938	269	2	-	-	SYM
fuelectenerg-11938	269	3	301	301	NUM
fuelectenerg-11938	269	4	.	.	PUNCT
fuelectenerg-11938	270	1	[	[	X
fuelectenerg-11938	270	2	18	18	NUM
fuelectenerg-11938	270	3	]	]	X
fuelectenerg-11938	270	4	s.	s.	PROPN
fuelectenerg-11938	270	5	pavithran	pavithran	PROPN
fuelectenerg-11938	270	6	,	,	PUNCT
fuelectenerg-11938	270	7	s.	s.	PROPN
fuelectenerg-11938	270	8	viswasom	viswasom	PROPN
fuelectenerg-11938	270	9	,	,	PUNCT
fuelectenerg-11938	270	10	s.	s.	PROPN
fuelectenerg-11938	270	11	k.	k.	PROPN
fuelectenerg-11938	270	12	s	s	PROPN
fuelectenerg-11938	270	13	and	and	CCONJ
fuelectenerg-11938	270	14	a.	a.	PROPN
fuelectenerg-11938	270	15	j	j	PROPN
fuelectenerg-11938	270	16	,	,	PUNCT
fuelectenerg-11938	270	17	"	"	PUNCT
fuelectenerg-11938	270	18	designing	design	VERB
fuelectenerg-11938	270	19	of	of	ADP
fuelectenerg-11938	270	20	a	a	DET
fuelectenerg-11938	270	21	5	5	NUM
fuelectenerg-11938	270	22	g	g	NOUN
fuelectenerg-11938	270	23	multiband	multiband	NOUN
fuelectenerg-11938	270	24	antenna	antenna	NOUN
fuelectenerg-11938	270	25	using	use	VERB
fuelectenerg-11938	270	26	decision	decision	NOUN
fuelectenerg-11938	270	27	tree	tree	NOUN
fuelectenerg-11938	270	28	and	and	CCONJ
fuelectenerg-11938	270	29	random	random	ADJ
fuelectenerg-11938	270	30	forest	forest	NOUN
fuelectenerg-11938	270	31	regression	regression	NOUN
fuelectenerg-11938	270	32	models	model	NOUN
fuelectenerg-11938	270	33	"	"	PUNCT
fuelectenerg-11938	270	34	,	,	PUNCT
fuelectenerg-11938	270	35	in	in	ADP
fuelectenerg-11938	270	36	proceedings	proceeding	NOUN
fuelectenerg-11938	270	37	of	of	ADP
fuelectenerg-11938	270	38	8th	8th	ADJ
fuelectenerg-11938	270	39	international	international	ADJ
fuelectenerg-11938	270	40	conference	conference	NOUN
fuelectenerg-11938	270	41	on	on	ADP
fuelectenerg-11938	270	42	signal	signal	NOUN
fuelectenerg-11938	270	43	processing	processing	NOUN
fuelectenerg-11938	270	44	and	and	CCONJ
fuelectenerg-11938	270	45	integrated	integrated	ADJ
fuelectenerg-11938	270	46	networks	network	NOUN
fuelectenerg-11938	270	47	(	(	PUNCT
fuelectenerg-11938	270	48	spin	spin	NOUN
fuelectenerg-11938	270	49	)	)	PUNCT
fuelectenerg-11938	270	50	,	,	PUNCT
fuelectenerg-11938	270	51	noida	noida	PROPN
fuelectenerg-11938	270	52	,	,	PUNCT
fuelectenerg-11938	270	53	india	india	PROPN
fuelectenerg-11938	270	54	,	,	PUNCT
fuelectenerg-11938	270	55	2021	2021	NUM
fuelectenerg-11938	270	56	,	,	PUNCT
fuelectenerg-11938	270	57	pp	pp	ADJ
fuelectenerg-11938	270	58	.	.	PUNCT
fuelectenerg-11938	271	1	626	626	NUM
fuelectenerg-11938	271	2	-	-	SYM
fuelectenerg-11938	271	3	631	631	NUM
fuelectenerg-11938	271	4	.	.	PUNCT
fuelectenerg-11938	272	1	[	[	X
fuelectenerg-11938	272	2	19	19	NUM
fuelectenerg-11938	272	3	]	]	X
fuelectenerg-11938	272	4	n.	n.	PROPN
fuelectenerg-11938	272	5	kurniawati	kurniawati	PROPN
fuelectenerg-11938	272	6	,	,	PUNCT
fuelectenerg-11938	272	7	d.	d.	PROPN
fuelectenerg-11938	272	8	novita	novita	PROPN
fuelectenerg-11938	272	9	nurmala	nurmala	PROPN
fuelectenerg-11938	272	10	putri	putri	PROPN
fuelectenerg-11938	272	11	and	and	CCONJ
fuelectenerg-11938	272	12	y.	y.	PROPN
fuelectenerg-11938	272	13	kurnia	kurnia	PROPN
fuelectenerg-11938	272	14	ningsih	ningsih	PROPN
fuelectenerg-11938	272	15	,	,	PUNCT
fuelectenerg-11938	272	16	"	"	PUNCT
fuelectenerg-11938	272	17	random	random	ADJ
fuelectenerg-11938	272	18	forest	forest	NOUN
fuelectenerg-11938	272	19	regression	regression	NOUN
fuelectenerg-11938	272	20	for	for	ADP
fuelectenerg-11938	272	21	predicting	predict	VERB
fuelectenerg-11938	272	22	metamaterial	metamaterial	ADJ
fuelectenerg-11938	272	23	antenna	antenna	NOUN
fuelectenerg-11938	272	24	parameters	parameter	NOUN
fuelectenerg-11938	272	25	"	"	PUNCT
fuelectenerg-11938	272	26	,	,	PUNCT
fuelectenerg-11938	272	27	in	in	ADP
fuelectenerg-11938	272	28	proceedings	proceeding	NOUN
fuelectenerg-11938	272	29	of	of	ADP
fuelectenerg-11938	272	30	the	the	DET
fuelectenerg-11938	272	31	2nd	2nd	ADJ
fuelectenerg-11938	272	32	international	international	ADJ
fuelectenerg-11938	272	33	conference	conference	NOUN
fuelectenerg-11938	272	34	on	on	ADP
fuelectenerg-11938	272	35	industrial	industrial	ADJ
fuelectenerg-11938	272	36	electrical	electrical	ADJ
fuelectenerg-11938	272	37	and	and	CCONJ
fuelectenerg-11938	272	38	electronics	electronic	NOUN
fuelectenerg-11938	272	39	(	(	PUNCT
fuelectenerg-11938	272	40	iciee	iciee	NOUN
fuelectenerg-11938	272	41	)	)	PUNCT
fuelectenerg-11938	272	42	,	,	PUNCT
fuelectenerg-11938	272	43	lombok	lombok	PROPN
fuelectenerg-11938	272	44	,	,	PUNCT
fuelectenerg-11938	272	45	indonesia	indonesia	PROPN
fuelectenerg-11938	272	46	,	,	PUNCT
fuelectenerg-11938	272	47	2020	2020	NUM
fuelectenerg-11938	272	48	,	,	PUNCT
fuelectenerg-11938	272	49	pp	pp	ADP
fuelectenerg-11938	272	50	.	.	PUNCT
fuelectenerg-11938	272	51	174	174	NUM
fuelectenerg-11938	272	52	-	-	SYM
fuelectenerg-11938	272	53	178	178	NUM
fuelectenerg-11938	272	54	.	.	PUNCT
fuelectenerg-11938	273	1	[	[	X
fuelectenerg-11938	273	2	20	20	NUM
fuelectenerg-11938	273	3	]	]	X
fuelectenerg-11938	273	4	w.	w.	PROPN
fuelectenerg-11938	273	5	t.	t.	PROPN
fuelectenerg-11938	273	6	li	li	PROPN
fuelectenerg-11938	273	7	,	,	PUNCT
fuelectenerg-11938	273	8	h.	h.	PROPN
fuelectenerg-11938	273	9	s.	s.	PROPN
fuelectenerg-11938	273	10	tang	tang	PROPN
fuelectenerg-11938	273	11	,	,	PUNCT
fuelectenerg-11938	273	12	c.	c.	PROPN
fuelectenerg-11938	273	13	cui	cui	PROPN
fuelectenerg-11938	273	14	,	,	PUNCT
fuelectenerg-11938	273	15	y.	y.	PROPN
fuelectenerg-11938	273	16	q.	q.	PROPN
fuelectenerg-11938	273	17	hei	hei	PROPN
fuelectenerg-11938	273	18	and	and	CCONJ
fuelectenerg-11938	273	19	x.	x.	PROPN
fuelectenerg-11938	273	20	w.	w.	PROPN
fuelectenerg-11938	273	21	shi	shi	PROPN
fuelectenerg-11938	273	22	,	,	PUNCT
fuelectenerg-11938	273	23	"	"	PUNCT
fuelectenerg-11938	273	24	efficient	efficient	ADJ
fuelectenerg-11938	273	25	online	online	ADJ
fuelectenerg-11938	273	26	data	data	NOUN
fuelectenerg-11938	273	27	-	-	PUNCT
fuelectenerg-11938	273	28	driven	drive	VERB
fuelectenerg-11938	273	29	enhanced	enhance	VERB
fuelectenerg-11938	273	30	-	-	PUNCT
fuelectenerg-11938	273	31	xgboost	xgboost	NOUN
fuelectenerg-11938	273	32	method	method	NOUN
fuelectenerg-11938	273	33	for	for	ADP
fuelectenerg-11938	273	34	antenna	antenna	NOUN
fuelectenerg-11938	273	35	optimization	optimization	NOUN
fuelectenerg-11938	273	36	"	"	PUNCT
fuelectenerg-11938	273	37	,	,	PUNCT
fuelectenerg-11938	273	38	ieee	ieee	PROPN
fuelectenerg-11938	273	39	trans	trans	PROPN
fuelectenerg-11938	273	40	.	.	PUNCT
fuelectenerg-11938	274	1	antennas	antennas	PROPN
fuelectenerg-11938	274	2	propag	propag	PROPN
fuelectenerg-11938	274	3	.	.	PUNCT
fuelectenerg-11938	274	4	,	,	PUNCT
fuelectenerg-11938	274	5	vol	vol	NOUN
fuelectenerg-11938	274	6	.	.	PROPN
fuelectenerg-11938	275	1	70	70	NUM
fuelectenerg-11938	275	2	,	,	PUNCT
fuelectenerg-11938	275	3	no	no	INTJ
fuelectenerg-11938	275	4	.	.	NOUN
fuelectenerg-11938	275	5	7	7	NUM
fuelectenerg-11938	275	6	,	,	PUNCT
fuelectenerg-11938	275	7	pp	pp	ADJ
fuelectenerg-11938	275	8	.	.	PUNCT
fuelectenerg-11938	276	1	4953–4964	4953–4964	NUM
fuelectenerg-11938	276	2	,	,	PUNCT
fuelectenerg-11938	276	3	jul	jul	PROPN
fuelectenerg-11938	276	4	.	.	PROPN
fuelectenerg-11938	276	5	2022	2022	NUM
fuelectenerg-11938	276	6	.	.	PUNCT
fuelectenerg-11938	277	1	[	[	X
fuelectenerg-11938	277	2	21	21	NUM
fuelectenerg-11938	277	3	]	]	X
fuelectenerg-11938	277	4	l.	l.	PROPN
fuelectenerg-11938	277	5	cui	cui	PROPN
fuelectenerg-11938	277	6	,	,	PUNCT
fuelectenerg-11938	277	7	y.	y.	PROPN
fuelectenerg-11938	277	8	zhang	zhang	PROPN
fuelectenerg-11938	277	9	,	,	PUNCT
fuelectenerg-11938	277	10	r.	r.	PROPN
fuelectenerg-11938	277	11	zhang	zhang	PROPN
fuelectenerg-11938	277	12	and	and	CCONJ
fuelectenerg-11938	277	13	q.	q.	PROPN
fuelectenerg-11938	277	14	h.	h.	PROPN
fuelectenerg-11938	277	15	liu	liu	PROPN
fuelectenerg-11938	277	16	,	,	PUNCT
fuelectenerg-11938	277	17	"	"	PUNCT
fuelectenerg-11938	277	18	a	a	DET
fuelectenerg-11938	277	19	modified	modify	VERB
fuelectenerg-11938	277	20	efficient	efficient	ADJ
fuelectenerg-11938	277	21	knn	knn	PROPN
fuelectenerg-11938	277	22	method	method	NOUN
fuelectenerg-11938	277	23	for	for	ADP
fuelectenerg-11938	277	24	antenna	antenna	NOUN
fuelectenerg-11938	277	25	optimization	optimization	NOUN
fuelectenerg-11938	277	26	and	and	CCONJ
fuelectenerg-11938	277	27	design	design	NOUN
fuelectenerg-11938	277	28	"	"	PUNCT
fuelectenerg-11938	277	29	,	,	PUNCT
fuelectenerg-11938	277	30	ieee	ieee	PROPN
fuelectenerg-11938	277	31	trans	trans	PROPN
fuelectenerg-11938	277	32	.	.	PUNCT
fuelectenerg-11938	278	1	antennas	antennas	PROPN
fuelectenerg-11938	278	2	propag	propag	PROPN
fuelectenerg-11938	278	3	.	.	PUNCT
fuelectenerg-11938	279	1	,	,	PUNCT
fuelectenerg-11938	279	2	vol	vol	NOUN
fuelectenerg-11938	279	3	.	.	PROPN
fuelectenerg-11938	280	1	68	68	NUM
fuelectenerg-11938	280	2	,	,	PUNCT
fuelectenerg-11938	280	3	no	no	INTJ
fuelectenerg-11938	280	4	.	.	NOUN
fuelectenerg-11938	280	5	10	10	NUM
fuelectenerg-11938	280	6	,	,	PUNCT
fuelectenerg-11938	280	7	pp	pp	ADJ
fuelectenerg-11938	280	8	.	.	PUNCT
fuelectenerg-11938	281	1	6858–6866	6858–6866	NUM
fuelectenerg-11938	281	2	,	,	PUNCT
fuelectenerg-11938	281	3	oct	oct	PROPN
fuelectenerg-11938	281	4	.	.	PROPN
fuelectenerg-11938	281	5	2020	2020	NUM
fuelectenerg-11938	281	6	.	.	PUNCT
fuelectenerg-11938	282	1	[	[	X
fuelectenerg-11938	282	2	22	22	NUM
fuelectenerg-11938	282	3	]	]	X
fuelectenerg-11938	282	4	d.	d.	PROPN
fuelectenerg-11938	282	5	shi	shi	PROPN
fuelectenerg-11938	282	6	,	,	PUNCT
fuelectenerg-11938	282	7	c.	c.	PROPN
fuelectenerg-11938	282	8	lian	lian	PROPN
fuelectenerg-11938	282	9	,	,	PUNCT
fuelectenerg-11938	282	10	k.	k.	PROPN
fuelectenerg-11938	282	11	cui	cui	PROPN
fuelectenerg-11938	282	12	,	,	PUNCT
fuelectenerg-11938	282	13	y.	y.	PROPN
fuelectenerg-11938	282	14	chen	chen	PROPN
fuelectenerg-11938	282	15	and	and	CCONJ
fuelectenerg-11938	282	16	x.	x.	PROPN
fuelectenerg-11938	282	17	liu	liu	PROPN
fuelectenerg-11938	282	18	,	,	PUNCT
fuelectenerg-11938	282	19	"	"	PUNCT
fuelectenerg-11938	282	20	an	an	DET
fuelectenerg-11938	282	21	intelligent	intelligent	ADJ
fuelectenerg-11938	282	22	antenna	antenna	NOUN
fuelectenerg-11938	282	23	synthesis	synthesis	NOUN
fuelectenerg-11938	282	24	method	method	NOUN
fuelectenerg-11938	282	25	based	base	VERB
fuelectenerg-11938	282	26	on	on	ADP
fuelectenerg-11938	282	27	machine	machine	NOUN
fuelectenerg-11938	282	28	learning	learning	NOUN
fuelectenerg-11938	282	29	"	"	PUNCT
fuelectenerg-11938	282	30	,	,	PUNCT
fuelectenerg-11938	282	31	ieee	ieee	PROPN
fuelectenerg-11938	282	32	trans	trans	PROPN
fuelectenerg-11938	282	33	.	.	PUNCT
fuelectenerg-11938	283	1	antennas	antennas	PROPN
fuelectenerg-11938	283	2	propag	propag	PROPN
fuelectenerg-11938	283	3	.	.	PUNCT
fuelectenerg-11938	283	4	,	,	PUNCT
fuelectenerg-11938	283	5	vol	vol	NOUN
fuelectenerg-11938	283	6	.	.	PROPN
fuelectenerg-11938	284	1	70	70	NUM
fuelectenerg-11938	284	2	,	,	PUNCT
fuelectenerg-11938	284	3	no	no	INTJ
fuelectenerg-11938	284	4	.	.	NOUN
fuelectenerg-11938	284	5	7	7	NUM
fuelectenerg-11938	284	6	,	,	PUNCT
fuelectenerg-11938	284	7	pp	pp	ADJ
fuelectenerg-11938	284	8	.	.	PUNCT
fuelectenerg-11938	285	1	4965	4965	NUM
fuelectenerg-11938	285	2	-	-	SYM
fuelectenerg-11938	285	3	4976	4976	NUM
fuelectenerg-11938	285	4	,	,	PUNCT
fuelectenerg-11938	285	5	jul	jul	PROPN
fuelectenerg-11938	285	6	.	.	PROPN
fuelectenerg-11938	285	7	2022	2022	NUM
fuelectenerg-11938	285	8	.	.	PUNCT
fuelectenerg-11938	286	1	[	[	X
fuelectenerg-11938	286	2	23	23	NUM
fuelectenerg-11938	286	3	]	]	PUNCT
fuelectenerg-11938	286	4	m.	m.	NOUN
fuelectenerg-11938	286	5	xue	xue	PROPN
fuelectenerg-11938	286	6	,	,	PUNCT
fuelectenerg-11938	286	7	d.	d.	PROPN
fuelectenerg-11938	286	8	shi	shi	PROPN
fuelectenerg-11938	286	9	,	,	PUNCT
fuelectenerg-11938	286	10	y.	y.	PROPN
fuelectenerg-11938	286	11	he	he	PRON
fuelectenerg-11938	286	12	and	and	CCONJ
fuelectenerg-11938	286	13	c.	c.	PROPN
fuelectenerg-11938	286	14	li	li	PROPN
fuelectenerg-11938	286	15	,	,	PUNCT
fuelectenerg-11938	286	16	"	"	PUNCT
fuelectenerg-11938	286	17	a	a	DET
fuelectenerg-11938	286	18	novel	novel	ADJ
fuelectenerg-11938	286	19	intelligent	intelligent	ADJ
fuelectenerg-11938	286	20	antenna	antenna	NOUN
fuelectenerg-11938	286	21	synthesis	synthesis	NOUN
fuelectenerg-11938	286	22	system	system	NOUN
fuelectenerg-11938	286	23	using	use	VERB
fuelectenerg-11938	286	24	hybrid	hybrid	ADJ
fuelectenerg-11938	286	25	machine	machine	NOUN
fuelectenerg-11938	286	26	learning	learn	VERB
fuelectenerg-11938	286	27	algorithms	algorithm	NOUN
fuelectenerg-11938	286	28	"	"	PUNCT
fuelectenerg-11938	286	29	,	,	PUNCT
fuelectenerg-11938	286	30	in	in	ADP
fuelectenerg-11938	286	31	proceedings	proceeding	NOUN
fuelectenerg-11938	286	32	of	of	ADP
fuelectenerg-11938	286	33	the	the	DET
fuelectenerg-11938	286	34	international	international	ADJ
fuelectenerg-11938	286	35	symposium	symposium	NOUN
fuelectenerg-11938	286	36	on	on	ADP
fuelectenerg-11938	286	37	electromagnetic	electromagnetic	ADJ
fuelectenerg-11938	286	38	compatibility	compatibility	NOUN
fuelectenerg-11938	286	39	emc	emc	PROPN
fuelectenerg-11938	286	40	europe	europe	PROPN
fuelectenerg-11938	286	41	,	,	PUNCT
fuelectenerg-11938	286	42	barcelona	barcelona	PROPN
fuelectenerg-11938	286	43	,	,	PUNCT
fuelectenerg-11938	286	44	spain	spain	PROPN
fuelectenerg-11938	286	45	,	,	PUNCT
fuelectenerg-11938	286	46	2019	2019	NUM
fuelectenerg-11938	286	47	,	,	PUNCT
fuelectenerg-11938	286	48	pp	pp	ADJ
fuelectenerg-11938	286	49	.	.	PUNCT
fuelectenerg-11938	287	1	902	902	NUM
fuelectenerg-11938	287	2	-	-	NUM
fuelectenerg-11938	287	3	907	907	NUM
fuelectenerg-11938	287	4	.	.	PUNCT