id	sid	tid	token	lemma	pos
fcis-31918	1	1	frontiers	frontier	NOUN
fcis-31918	1	2	in	in	ADP
fcis-31918	1	3	computing	computing	NOUN
fcis-31918	1	4	and	and	CCONJ
fcis-31918	1	5	intelligent	intelligent	ADJ
fcis-31918	1	6	systems	system	NOUN
fcis-31918	1	7	issn	issn	VERB
fcis-31918	1	8	:	:	PUNCT
fcis-31918	1	9	2832	2832	NUM
fcis-31918	1	10	-	-	SYM
fcis-31918	1	11	6024	6024	NUM
fcis-31918	1	12	|	|	NOUN
fcis-31918	1	13	vol	vol	NOUN
fcis-31918	1	14	.	.	PROPN
fcis-31918	2	1	13	13	NUM
fcis-31918	2	2	,	,	PUNCT
fcis-31918	2	3	no	no	INTJ
fcis-31918	2	4	.	.	NOUN
fcis-31918	2	5	3	3	NUM
fcis-31918	2	6	,	,	PUNCT
fcis-31918	2	7	2025	2025	NUM
fcis-31918	2	8	58	58	NUM
fcis-31918	2	9	research	research	NOUN
fcis-31918	2	10	on	on	ADP
fcis-31918	2	11	the	the	DET
fcis-31918	2	12	enhanced	enhance	VERB
fcis-31918	2	13	application	application	NOUN
fcis-31918	2	14	of	of	ADP
fcis-31918	2	15	artificial	artificial	ADJ
fcis-31918	2	16	neural	neural	ADJ
fcis-31918	2	17	network	network	NOUN
fcis-31918	2	18	models	model	NOUN
fcis-31918	2	19	in	in	ADP
fcis-31918	2	20	photonic	photonic	ADJ
fcis-31918	2	21	crystal	crystal	NOUN
fcis-31918	2	22	design	design	NOUN
fcis-31918	2	23	luetian	luetian	NOUN
fcis-31918	2	24	shi	shi	PROPN
fcis-31918	2	25	*	*	PUNCT
fcis-31918	2	26	school	school	NOUN
fcis-31918	2	27	of	of	ADP
fcis-31918	2	28	materials	material	NOUN
fcis-31918	2	29	science	science	NOUN
fcis-31918	2	30	and	and	CCONJ
fcis-31918	2	31	engineering	engineering	NOUN
fcis-31918	2	32	,	,	PUNCT
fcis-31918	2	33	nanjing	nanjing	PROPN
fcis-31918	2	34	university	university	PROPN
fcis-31918	2	35	of	of	ADP
fcis-31918	2	36	posts	post	NOUN
fcis-31918	2	37	and	and	CCONJ
fcis-31918	2	38	telecommunications	telecommunication	NOUN
fcis-31918	2	39	,	,	PUNCT
fcis-31918	2	40	nanjing	nanjing	PROPN
fcis-31918	2	41	,	,	PUNCT
fcis-31918	2	42	jiangsu	jiangsu	PROPN
fcis-31918	2	43	210023	210023	NUM
fcis-31918	2	44	,	,	PUNCT
fcis-31918	2	45	china	china	PROPN
fcis-31918	2	46	*	*	PUNCT
fcis-31918	2	47	corresponding	correspond	VERB
fcis-31918	2	48	author	author	NOUN
fcis-31918	2	49	email	email	NOUN
fcis-31918	2	50	:	:	PUNCT
fcis-31918	2	51	shilvetiannjupt@outlook.com	shilvetiannjupt@outlook.com	X
fcis-31918	3	1	abstract	abstract	ADJ
fcis-31918	3	2	:	:	PUNCT
fcis-31918	3	3	photonic	photonic	ADJ
fcis-31918	3	4	crystals	crystal	NOUN
fcis-31918	3	5	,	,	PUNCT
fcis-31918	3	6	owing	owe	VERB
fcis-31918	3	7	to	to	ADP
fcis-31918	3	8	their	their	PRON
fcis-31918	3	9	ability	ability	NOUN
fcis-31918	3	10	to	to	PART
fcis-31918	3	11	precisely	precisely	ADV
fcis-31918	3	12	control	control	VERB
fcis-31918	3	13	photonic	photonic	ADJ
fcis-31918	3	14	dispersion	dispersion	NOUN
fcis-31918	3	15	and	and	CCONJ
fcis-31918	3	16	localized	localize	VERB
fcis-31918	3	17	fields	field	NOUN
fcis-31918	3	18	,	,	PUNCT
fcis-31918	3	19	are	be	AUX
fcis-31918	3	20	extensively	extensively	ADV
fcis-31918	3	21	utilized	utilize	VERB
fcis-31918	3	22	in	in	ADP
fcis-31918	3	23	lasers	laser	NOUN
fcis-31918	3	24	,	,	PUNCT
fcis-31918	3	25	sensing	sense	VERB
fcis-31918	3	26	,	,	PUNCT
fcis-31918	3	27	and	and	CCONJ
fcis-31918	3	28	optical	optical	ADJ
fcis-31918	3	29	information	information	NOUN
fcis-31918	3	30	processing	processing	NOUN
fcis-31918	3	31	.	.	PUNCT
fcis-31918	4	1	however	however	ADV
fcis-31918	4	2	,	,	PUNCT
fcis-31918	4	3	their	their	PRON
fcis-31918	4	4	structural	structural	ADJ
fcis-31918	4	5	inverse	inverse	NOUN
fcis-31918	4	6	design	design	NOUN
fcis-31918	4	7	is	be	AUX
fcis-31918	4	8	highly	highly	ADV
fcis-31918	4	9	dependent	dependent	ADJ
fcis-31918	4	10	on	on	ADP
fcis-31918	4	11	numerical	numerical	ADJ
fcis-31918	4	12	solvers	solver	NOUN
fcis-31918	4	13	such	such	ADJ
fcis-31918	4	14	as	as	ADP
fcis-31918	4	15	fdtd	fdtd	ADJ
fcis-31918	4	16	and	and	CCONJ
fcis-31918	4	17	pwe	pwe	PROPN
fcis-31918	4	18	,	,	PUNCT
fcis-31918	4	19	leading	lead	VERB
fcis-31918	4	20	to	to	ADP
fcis-31918	4	21	significant	significant	ADJ
fcis-31918	4	22	computational	computational	ADJ
fcis-31918	4	23	demands	demand	NOUN
fcis-31918	4	24	and	and	CCONJ
fcis-31918	4	25	lengthy	lengthy	ADJ
fcis-31918	4	26	optimization	optimization	NOUN
fcis-31918	4	27	cycles	cycle	NOUN
fcis-31918	4	28	.	.	PUNCT
fcis-31918	5	1	to	to	PART
fcis-31918	5	2	overcome	overcome	VERB
fcis-31918	5	3	this	this	DET
fcis-31918	5	4	bottleneck	bottleneck	NOUN
fcis-31918	5	5	,	,	PUNCT
fcis-31918	5	6	this	this	DET
fcis-31918	5	7	paper	paper	NOUN
fcis-31918	5	8	proposes	propose	VERB
fcis-31918	5	9	combining	combine	VERB
fcis-31918	5	10	backpropagation	backpropagation	NOUN
fcis-31918	5	11	(	(	PUNCT
fcis-31918	5	12	bp	bp	PROPN
fcis-31918	5	13	)	)	PUNCT
fcis-31918	5	14	artificial	artificial	ADJ
fcis-31918	5	15	neural	neural	ADJ
fcis-31918	5	16	networks	network	NOUN
fcis-31918	5	17	with	with	ADP
fcis-31918	5	18	the	the	DET
fcis-31918	5	19	plane	plane	NOUN
fcis-31918	5	20	wave	wave	NOUN
fcis-31918	5	21	expansion	expansion	NOUN
fcis-31918	5	22	(	(	PUNCT
fcis-31918	5	23	pwe	pwe	NOUN
fcis-31918	5	24	)	)	PUNCT
fcis-31918	5	25	method	method	NOUN
fcis-31918	5	26	to	to	PART
fcis-31918	5	27	achieve	achieve	VERB
fcis-31918	5	28	rapid	rapid	ADJ
fcis-31918	5	29	prediction	prediction	NOUN
fcis-31918	5	30	of	of	ADP
fcis-31918	5	31	the	the	DET
fcis-31918	5	32	dimensions	dimension	NOUN
fcis-31918	5	33	of	of	ADP
fcis-31918	5	34	two	two	NUM
fcis-31918	5	35	-	-	PUNCT
fcis-31918	5	36	dimensional	dimensional	ADJ
fcis-31918	5	37	gaas	gaas	NOUN
fcis-31918	5	38	-	-	PUNCT
fcis-31918	5	39	air	air	NOUN
fcis-31918	5	40	triangular	triangular	NOUN
fcis-31918	5	41	lattice	lattice	NOUN
fcis-31918	5	42	photonic	photonic	NOUN
fcis-31918	5	43	crystal	crystal	NOUN
fcis-31918	5	44	microcavities	microcavitie	NOUN
fcis-31918	5	45	.	.	PUNCT
fcis-31918	6	1	firstly	firstly	ADV
fcis-31918	6	2	,	,	PUNCT
fcis-31918	6	3	based	base	VERB
fcis-31918	6	4	on	on	ADP
fcis-31918	6	5	the	the	DET
fcis-31918	6	6	defect	defect	NOUN
fcis-31918	6	7	-	-	PUNCT
fcis-31918	6	8	free	free	ADJ
fcis-31918	6	9	photonic	photonic	NOUN
fcis-31918	6	10	lattice	lattice	NOUN
fcis-31918	6	11	,	,	PUNCT
fcis-31918	6	12	a	a	DET
fcis-31918	6	13	two	two	NUM
fcis-31918	6	14	-	-	PUNCT
fcis-31918	6	15	dimensional	dimensional	ADJ
fcis-31918	6	16	gaas	gaas	NOUN
fcis-31918	6	17	-	-	PUNCT
fcis-31918	6	18	air	air	NOUN
fcis-31918	6	19	triangular	triangular	NOUN
fcis-31918	6	20	lattice	lattice	NOUN
fcis-31918	6	21	model	model	NOUN
fcis-31918	6	22	was	be	AUX
fcis-31918	6	23	established	establish	VERB
fcis-31918	6	24	using	use	VERB
fcis-31918	6	25	the	the	DET
fcis-31918	6	26	plane	plane	NOUN
fcis-31918	6	27	wave	wave	NOUN
fcis-31918	6	28	expansion	expansion	NOUN
fcis-31918	6	29	method	method	NOUN
fcis-31918	6	30	implemented	implement	VERB
fcis-31918	6	31	in	in	ADP
fcis-31918	6	32	mit	mit	NOUN
fcis-31918	6	33	photonic	photonic	NOUN
fcis-31918	6	34	-	-	PUNCT
fcis-31918	6	35	bands	band	NOUN
fcis-31918	6	36	.	.	PUNCT
fcis-31918	7	1	subsequently	subsequently	ADV
fcis-31918	7	2	,	,	PUNCT
fcis-31918	7	3	on	on	ADP
fcis-31918	7	4	the	the	DET
fcis-31918	7	5	basis	basis	NOUN
fcis-31918	7	6	of	of	ADP
fcis-31918	7	7	the	the	DET
fcis-31918	7	8	photonic	photonic	ADJ
fcis-31918	7	9	lattice	lattice	NOUN
fcis-31918	7	10	with	with	ADP
fcis-31918	7	11	a	a	DET
fcis-31918	7	12	microcavity	microcavity	NOUN
fcis-31918	7	13	,	,	PUNCT
fcis-31918	7	14	the	the	DET
fcis-31918	7	15	defect	defect	NOUN
fcis-31918	7	16	-	-	PUNCT
fcis-31918	7	17	free	free	ADJ
fcis-31918	7	18	lattice	lattice	NOUN
fcis-31918	7	19	was	be	AUX
fcis-31918	7	20	replicated	replicate	VERB
fcis-31918	7	21	in	in	ADP
fcis-31918	7	22	a	a	DET
fcis-31918	7	23	5×5	5×5	NUM
fcis-31918	7	24	supercell	supercell	NOUN
fcis-31918	7	25	configuration	configuration	NOUN
fcis-31918	7	26	,	,	PUNCT
fcis-31918	7	27	and	and	CCONJ
fcis-31918	7	28	an	an	DET
fcis-31918	7	29	air	air	NOUN
fcis-31918	7	30	column	column	NOUN
fcis-31918	7	31	with	with	ADP
fcis-31918	7	32	radius	radius	NOUN
fcis-31918	7	33	r	r	NOUN
fcis-31918	7	34	=	=	NOUN
fcis-31918	7	35	0.01a–0.50a	0.01a–0.50a	NOUN
fcis-31918	7	36	was	be	AUX
fcis-31918	7	37	reintroduced	reintroduce	VERB
fcis-31918	7	38	at	at	ADP
fcis-31918	7	39	the	the	DET
fcis-31918	7	40	center	center	NOUN
fcis-31918	7	41	as	as	ADP
fcis-31918	7	42	a	a	DET
fcis-31918	7	43	defect	defect	NOUN
fcis-31918	7	44	.	.	PUNCT
fcis-31918	8	1	then	then	ADV
fcis-31918	8	2	,	,	PUNCT
fcis-31918	8	3	after	after	ADP
fcis-31918	8	4	cleaning	clean	VERB
fcis-31918	8	5	and	and	CCONJ
fcis-31918	8	6	rearranging	rearrange	VERB
fcis-31918	8	7	the	the	DET
fcis-31918	8	8	data	datum	NOUN
fcis-31918	8	9	using	use	VERB
fcis-31918	8	10	matlab	matlab	PROPN
fcis-31918	8	11	,	,	PUNCT
fcis-31918	8	12	a	a	DET
fcis-31918	8	13	dataset	dataset	NOUN
fcis-31918	8	14	directly	directly	ADV
fcis-31918	8	15	applicable	applicable	ADJ
fcis-31918	8	16	for	for	ADP
fcis-31918	8	17	supervised	supervised	ADJ
fcis-31918	8	18	learning	learning	NOUN
fcis-31918	8	19	was	be	AUX
fcis-31918	8	20	generated	generate	VERB
fcis-31918	8	21	,	,	PUNCT
fcis-31918	8	22	and	and	CCONJ
fcis-31918	8	23	a	a	DET
fcis-31918	8	24	three	three	NUM
fcis-31918	8	25	-	-	PUNCT
fcis-31918	8	26	layer	layer	NOUN
fcis-31918	8	27	backpropagation	backpropagation	NOUN
fcis-31918	8	28	(	(	PUNCT
fcis-31918	8	29	bp	bp	PROPN
fcis-31918	8	30	)	)	PUNCT
fcis-31918	8	31	network	network	NOUN
fcis-31918	8	32	was	be	AUX
fcis-31918	8	33	constructed	construct	VERB
fcis-31918	8	34	.	.	PUNCT
fcis-31918	9	1	the	the	DET
fcis-31918	9	2	hidden	hide	VERB
fcis-31918	9	3	layer	layer	NOUN
fcis-31918	9	4	activation	activation	NOUN
fcis-31918	9	5	function	function	NOUN
fcis-31918	9	6	was	be	AUX
fcis-31918	9	7	selected	select	VERB
fcis-31918	9	8	as	as	ADP
fcis-31918	9	9	tansig	tansig	PROPN
fcis-31918	9	10	,	,	PUNCT
fcis-31918	9	11	the	the	DET
fcis-31918	9	12	output	output	NOUN
fcis-31918	9	13	layer	layer	NOUN
fcis-31918	9	14	employed	employ	VERB
fcis-31918	9	15	purelin	purelin	NOUN
fcis-31918	9	16	,	,	PUNCT
fcis-31918	9	17	and	and	CCONJ
fcis-31918	9	18	the	the	DET
fcis-31918	9	19	training	training	NOUN
fcis-31918	9	20	algorithm	algorithm	NOUN
fcis-31918	9	21	used	use	VERB
fcis-31918	9	22	was	be	AUX
fcis-31918	9	23	levenberg	levenberg	PROPN
fcis-31918	9	24	–	–	PUNCT
fcis-31918	9	25	marquardt	marquardt	PROPN
fcis-31918	9	26	.	.	PUNCT
fcis-31918	10	1	twenty	twenty	NUM
fcis-31918	10	2	samples	sample	NOUN
fcis-31918	10	3	were	be	AUX
fcis-31918	10	4	used	use	VERB
fcis-31918	10	5	for	for	ADP
fcis-31918	10	6	training	training	NOUN
fcis-31918	10	7	,	,	PUNCT
fcis-31918	10	8	and	and	CCONJ
fcis-31918	10	9	five	five	NUM
fcis-31918	10	10	samples	sample	NOUN
fcis-31918	10	11	were	be	AUX
fcis-31918	10	12	used	use	VERB
fcis-31918	10	13	for	for	ADP
fcis-31918	10	14	testing	testing	NOUN
fcis-31918	10	15	.	.	PUNCT
fcis-31918	11	1	the	the	DET
fcis-31918	11	2	results	result	NOUN
fcis-31918	11	3	indicate	indicate	VERB
fcis-31918	11	4	that	that	SCONJ
fcis-31918	11	5	the	the	DET
fcis-31918	11	6	network	network	NOUN
fcis-31918	11	7	reduced	reduce	VERB
fcis-31918	11	8	the	the	DET
fcis-31918	11	9	mean	mean	ADJ
fcis-31918	11	10	squared	square	VERB
fcis-31918	11	11	error	error	NOUN
fcis-31918	11	12	of	of	ADP
fcis-31918	11	13	the	the	DET
fcis-31918	11	14	validation	validation	NOUN
fcis-31918	11	15	set	set	VERB
fcis-31918	11	16	to	to	ADP
fcis-31918	11	17	0.00040637	0.00040637	NUM
fcis-31918	11	18	by	by	ADP
fcis-31918	11	19	the	the	DET
fcis-31918	11	20	third	third	ADJ
fcis-31918	11	21	iteration	iteration	NOUN
fcis-31918	11	22	cycle	cycle	NOUN
fcis-31918	11	23	,	,	PUNCT
fcis-31918	11	24	achieving	achieve	VERB
fcis-31918	11	25	a	a	DET
fcis-31918	11	26	computational	computational	ADJ
fcis-31918	11	27	speed	speed	NOUN
fcis-31918	11	28	over	over	ADP
fcis-31918	11	29	three	three	NUM
fcis-31918	11	30	orders	order	NOUN
fcis-31918	11	31	of	of	ADP
fcis-31918	11	32	magnitude	magnitude	NOUN
fcis-31918	11	33	faster	fast	ADV
fcis-31918	11	34	than	than	ADP
fcis-31918	11	35	traditional	traditional	ADJ
fcis-31918	11	36	methods	method	NOUN
fcis-31918	11	37	;	;	PUNCT
fcis-31918	11	38	the	the	DET
fcis-31918	11	39	best	good	ADJ
fcis-31918	11	40	generalization	generalization	NOUN
fcis-31918	11	41	performance	performance	NOUN
fcis-31918	11	42	on	on	ADP
fcis-31918	11	43	the	the	DET
fcis-31918	11	44	test	test	NOUN
fcis-31918	11	45	set	set	NOUN
fcis-31918	11	46	achieved	achieve	VERB
fcis-31918	11	47	a	a	DET
fcis-31918	11	48	correlation	correlation	NOUN
fcis-31918	11	49	coefficient	coefficient	NOUN
fcis-31918	11	50	r²	r²	NOUN
fcis-31918	11	51	of	of	ADP
fcis-31918	11	52	0.99987	0.99987	NUM
fcis-31918	11	53	,	,	PUNCT
fcis-31918	11	54	with	with	ADP
fcis-31918	11	55	an	an	DET
fcis-31918	11	56	average	average	ADJ
fcis-31918	11	57	relative	relative	ADJ
fcis-31918	11	58	error	error	NOUN
fcis-31918	11	59	maintained	maintain	VERB
fcis-31918	11	60	at	at	ADP
fcis-31918	11	61	approximately	approximately	ADV
fcis-31918	11	62	0.8	0.8	NUM
fcis-31918	11	63	%	%	NOUN
fcis-31918	11	64	,	,	PUNCT
fcis-31918	11	65	fully	fully	ADV
fcis-31918	11	66	replicating	replicate	VERB
fcis-31918	11	67	the	the	DET
fcis-31918	11	68	rigorous	rigorous	ADJ
fcis-31918	11	69	solutions	solution	NOUN
fcis-31918	11	70	of	of	ADP
fcis-31918	11	71	the	the	DET
fcis-31918	11	72	pwe	pwe	NOUN
fcis-31918	11	73	method	method	NOUN
fcis-31918	11	74	.	.	PUNCT
fcis-31918	12	1	this	this	DET
fcis-31918	12	2	study	study	NOUN
fcis-31918	12	3	confirmed	confirm	VERB
fcis-31918	12	4	the	the	DET
fcis-31918	12	5	feasibility	feasibility	NOUN
fcis-31918	12	6	of	of	ADP
fcis-31918	12	7	bpann	bpann	NOUN
fcis-31918	12	8	for	for	ADP
fcis-31918	12	9	rapid	rapid	ADJ
fcis-31918	12	10	inverse	inverse	NOUN
fcis-31918	12	11	design	design	NOUN
fcis-31918	12	12	of	of	ADP
fcis-31918	12	13	photonic	photonic	ADJ
fcis-31918	12	14	crystals	crystal	NOUN
fcis-31918	12	15	,	,	PUNCT
fcis-31918	12	16	offering	offer	VERB
fcis-31918	12	17	a	a	DET
fcis-31918	12	18	low	low	ADJ
fcis-31918	12	19	-	-	PUNCT
fcis-31918	12	20	cost	cost	NOUN
fcis-31918	12	21	and	and	CCONJ
fcis-31918	12	22	highly	highly	ADV
fcis-31918	12	23	efficient	efficient	ADJ
fcis-31918	12	24	approach	approach	NOUN
fcis-31918	12	25	for	for	ADP
fcis-31918	12	26	prototype	prototype	NOUN
fcis-31918	12	27	iteration	iteration	NOUN
fcis-31918	12	28	of	of	ADP
fcis-31918	12	29	complex	complex	ADJ
fcis-31918	12	30	photonic	photonic	ADJ
fcis-31918	12	31	devices	device	NOUN
fcis-31918	12	32	such	such	ADJ
fcis-31918	12	33	as	as	ADP
fcis-31918	12	34	lasers	laser	NOUN
fcis-31918	12	35	and	and	CCONJ
fcis-31918	12	36	sensors	sensor	NOUN
fcis-31918	12	37	.	.	PUNCT
fcis-31918	13	1	keywords	keyword	NOUN
fcis-31918	13	2	:	:	PUNCT
fcis-31918	13	3	photonic	photonic	ADJ
fcis-31918	13	4	crystal	crystal	NOUN
fcis-31918	13	5	;	;	PUNCT
fcis-31918	13	6	bp	bp	PROPN
fcis-31918	13	7	neural	neural	ADJ
fcis-31918	13	8	network	network	NOUN
fcis-31918	13	9	;	;	PUNCT
fcis-31918	13	10	plane	plane	NOUN
fcis-31918	13	11	wave	wave	NOUN
fcis-31918	13	12	expansion	expansion	NOUN
fcis-31918	13	13	method	method	NOUN
fcis-31918	13	14	;	;	PUNCT
fcis-31918	13	15	rapid	rapid	ADJ
fcis-31918	13	16	inverse	inverse	NOUN
fcis-31918	13	17	design	design	NOUN
fcis-31918	13	18	.	.	PUNCT
fcis-31918	14	1	1	1	X
fcis-31918	14	2	.	.	X
fcis-31918	14	3	introduction	introduction	NOUN
fcis-31918	14	4	photonic	photonic	NOUN
fcis-31918	14	5	crystals	crystal	NOUN
fcis-31918	14	6	are	be	AUX
fcis-31918	14	7	a	a	DET
fcis-31918	14	8	class	class	NOUN
fcis-31918	14	9	of	of	ADP
fcis-31918	14	10	artificial	artificial	ADJ
fcis-31918	14	11	microstructures	microstructure	NOUN
fcis-31918	14	12	with	with	ADP
fcis-31918	14	13	dielectric	dielectric	ADJ
fcis-31918	14	14	constants	constant	NOUN
fcis-31918	14	15	that	that	PRON
fcis-31918	14	16	vary	vary	VERB
fcis-31918	14	17	periodically	periodically	ADV
fcis-31918	14	18	in	in	ADP
fcis-31918	14	19	space	space	NOUN
fcis-31918	14	20	,	,	PUNCT
fcis-31918	14	21	capable	capable	ADJ
fcis-31918	14	22	of	of	ADP
fcis-31918	14	23	forming	form	VERB
fcis-31918	14	24	photonic	photonic	ADJ
fcis-31918	14	25	band	band	NOUN
fcis-31918	14	26	gaps	gap	NOUN
fcis-31918	14	27	within	within	ADP
fcis-31918	14	28	specific	specific	ADJ
fcis-31918	14	29	frequency	frequency	NOUN
fcis-31918	14	30	ranges	range	NOUN
fcis-31918	14	31	.	.	PUNCT
fcis-31918	15	1	they	they	PRON
fcis-31918	15	2	enable	enable	VERB
fcis-31918	15	3	precise	precise	ADJ
fcis-31918	15	4	control	control	NOUN
fcis-31918	15	5	over	over	ADP
fcis-31918	15	6	electromagnetic	electromagnetic	ADJ
fcis-31918	15	7	wave	wave	NOUN
fcis-31918	15	8	propagation	propagation	NOUN
fcis-31918	15	9	,	,	PUNCT
fcis-31918	15	10	allowing	allow	VERB
fcis-31918	15	11	the	the	DET
fcis-31918	15	12	optical	optical	ADJ
fcis-31918	15	13	field	field	NOUN
fcis-31918	15	14	to	to	PART
fcis-31918	15	15	exhibit	exhibit	VERB
fcis-31918	15	16	band	band	NOUN
fcis-31918	15	17	structure	structure	NOUN
fcis-31918	15	18	characteristics	characteristic	NOUN
fcis-31918	15	19	analogous	analogous	ADJ
fcis-31918	15	20	to	to	ADP
fcis-31918	15	21	those	those	PRON
fcis-31918	15	22	of	of	ADP
fcis-31918	15	23	electrons	electron	NOUN
fcis-31918	15	24	in	in	ADP
fcis-31918	15	25	semiconductors	semiconductor	NOUN
fcis-31918	15	26	.	.	PUNCT
fcis-31918	16	1	by	by	ADP
fcis-31918	16	2	virtue	virtue	NOUN
fcis-31918	16	3	of	of	ADP
fcis-31918	16	4	their	their	PRON
fcis-31918	16	5	precise	precise	ADJ
fcis-31918	16	6	control	control	NOUN
fcis-31918	16	7	over	over	ADP
fcis-31918	16	8	dispersion	dispersion	NOUN
fcis-31918	16	9	,	,	PUNCT
fcis-31918	16	10	mode	mode	NOUN
fcis-31918	16	11	density	density	NOUN
fcis-31918	16	12	,	,	PUNCT
fcis-31918	16	13	and	and	CCONJ
fcis-31918	16	14	local	local	ADJ
fcis-31918	16	15	fields	field	NOUN
fcis-31918	16	16	,	,	PUNCT
fcis-31918	16	17	photonic	photonic	ADJ
fcis-31918	16	18	crystals	crystal	NOUN
fcis-31918	16	19	have	have	AUX
fcis-31918	16	20	been	be	AUX
fcis-31918	16	21	widely	widely	ADV
fcis-31918	16	22	applied	apply	VERB
fcis-31918	16	23	in	in	ADP
fcis-31918	16	24	ultracompact	ultracompact	ADJ
fcis-31918	16	25	laser	laser	NOUN
fcis-31918	16	26	arrays	array	VERB
fcis-31918	16	27	,	,	PUNCT
fcis-31918	16	28	high	high	ADJ
fcis-31918	16	29	-	-	PUNCT
fcis-31918	16	30	sensitivity	sensitivity	NOUN
fcis-31918	16	31	sensing	sensing	NOUN
fcis-31918	16	32	,	,	PUNCT
fcis-31918	16	33	and	and	CCONJ
fcis-31918	16	34	all	all	ADV
fcis-31918	16	35	-	-	ADJ
fcis-31918	16	36	optical	optical	ADJ
fcis-31918	16	37	logic	logic	NOUN
fcis-31918	16	38	for	for	ADP
fcis-31918	16	39	high	high	ADJ
fcis-31918	16	40	-	-	PUNCT
fcis-31918	16	41	speed	speed	NOUN
fcis-31918	16	42	optical	optical	ADJ
fcis-31918	16	43	information	information	NOUN
fcis-31918	16	44	processing	process	VERB
fcis-31918	16	45	[	[	X
fcis-31918	16	46	1].simultaneously	1].simultaneously	PROPN
fcis-31918	16	47	,	,	PUNCT
fcis-31918	16	48	the	the	DET
fcis-31918	16	49	incorporation	incorporation	NOUN
fcis-31918	16	50	of	of	ADP
fcis-31918	16	51	photonic	photonic	ADJ
fcis-31918	16	52	crystals	crystal	NOUN
fcis-31918	16	53	into	into	ADP
fcis-31918	16	54	energy	energy	NOUN
fcis-31918	16	55	conversion	conversion	NOUN
fcis-31918	16	56	platforms	platform	NOUN
fcis-31918	16	57	such	such	ADJ
fcis-31918	16	58	as	as	ADP
fcis-31918	16	59	solar	solar	ADJ
fcis-31918	16	60	cells	cell	NOUN
fcis-31918	16	61	and	and	CCONJ
fcis-31918	16	62	organic	organic	ADJ
fcis-31918	16	63	light	light	NOUN
fcis-31918	16	64	-	-	PUNCT
fcis-31918	16	65	emitting	emit	VERB
fcis-31918	16	66	devices	device	NOUN
fcis-31918	16	67	can	can	AUX
fcis-31918	16	68	significantly	significantly	ADV
fcis-31918	16	69	enhance	enhance	VERB
fcis-31918	16	70	absorption	absorption	NOUN
fcis-31918	16	71	and	and	CCONJ
fcis-31918	16	72	light	light	ADJ
fcis-31918	16	73	extraction	extraction	NOUN
fcis-31918	16	74	efficiencies	efficiency	NOUN
fcis-31918	16	75	,	,	PUNCT
fcis-31918	16	76	thereby	thereby	ADV
fcis-31918	16	77	demonstrating	demonstrate	VERB
fcis-31918	16	78	substantial	substantial	ADJ
fcis-31918	16	79	value	value	NOUN
fcis-31918	16	80	in	in	ADP
fcis-31918	16	81	the	the	DET
fcis-31918	16	82	fields	field	NOUN
fcis-31918	16	83	of	of	ADP
fcis-31918	16	84	new	new	ADJ
fcis-31918	16	85	energy	energy	NOUN
fcis-31918	16	86	and	and	CCONJ
fcis-31918	16	87	energy	energy	NOUN
fcis-31918	16	88	conservation	conservation	NOUN
fcis-31918	16	89	[	[	PUNCT
fcis-31918	16	90	2].its	2].its	NUM
fcis-31918	16	91	fabrication	fabrication	NOUN
fcis-31918	16	92	typically	typically	ADV
fcis-31918	16	93	relies	rely	VERB
fcis-31918	16	94	on	on	ADP
fcis-31918	16	95	nanofabrication	nanofabrication	NOUN
fcis-31918	16	96	techniques	technique	NOUN
fcis-31918	16	97	such	such	ADJ
fcis-31918	16	98	as	as	ADP
fcis-31918	16	99	electron	electron	NOUN
fcis-31918	16	100	beam	beam	NOUN
fcis-31918	16	101	lithography	lithography	NOUN
fcis-31918	16	102	,	,	PUNCT
fcis-31918	16	103	deep	deep	ADJ
fcis-31918	16	104	ultraviolet	ultraviolet	ADJ
fcis-31918	16	105	lithography	lithography	NOUN
fcis-31918	16	106	,	,	PUNCT
fcis-31918	16	107	and	and	CCONJ
fcis-31918	16	108	reactive	reactive	ADJ
fcis-31918	16	109	ion	ion	NOUN
fcis-31918	16	110	etching	etch	VERB
fcis-31918	16	111	[	[	X
fcis-31918	16	112	3];at	3];at	NUM
fcis-31918	16	113	sub-100nanometer	sub-100nanometer	NOUN
fcis-31918	16	114	scales	scale	NOUN
fcis-31918	16	115	,	,	PUNCT
fcis-31918	16	116	it	it	PRON
fcis-31918	16	117	is	be	AUX
fcis-31918	16	118	essential	essential	ADJ
fcis-31918	16	119	to	to	PART
fcis-31918	16	120	precisely	precisely	ADV
fcis-31918	16	121	balance	balance	VERB
fcis-31918	16	122	resist	resist	VERB
fcis-31918	16	123	thickness	thickness	NOUN
fcis-31918	16	124	,	,	PUNCT
fcis-31918	16	125	ion	ion	NOUN
fcis-31918	16	126	energy	energy	NOUN
fcis-31918	16	127	,	,	PUNCT
fcis-31918	16	128	and	and	CCONJ
fcis-31918	16	129	reactive	reactive	ADJ
fcis-31918	16	130	gas	gas	NOUN
fcis-31918	16	131	pressure	pressure	NOUN
fcis-31918	16	132	to	to	PART
fcis-31918	16	133	ensure	ensure	VERB
fcis-31918	16	134	a	a	DET
fcis-31918	16	135	high	high	ADJ
fcis-31918	16	136	aspect	aspect	NOUN
fcis-31918	16	137	ratio	ratio	NOUN
fcis-31918	16	138	and	and	CCONJ
fcis-31918	16	139	smooth	smooth	ADJ
fcis-31918	16	140	sidewalls	sidewall	NOUN
fcis-31918	17	1	[	[	X
fcis-31918	17	2	4].due	4].due	NUM
fcis-31918	17	3	to	to	ADP
fcis-31918	17	4	the	the	DET
fcis-31918	17	5	high	high	ADJ
fcis-31918	17	6	cost	cost	NOUN
fcis-31918	17	7	and	and	CCONJ
fcis-31918	17	8	lengthy	lengthy	ADJ
fcis-31918	17	9	iteration	iteration	NOUN
fcis-31918	17	10	cycles	cycle	NOUN
fcis-31918	17	11	of	of	ADP
fcis-31918	17	12	the	the	DET
fcis-31918	17	13	manufacturing	manufacturing	NOUN
fcis-31918	17	14	process	process	NOUN
fcis-31918	17	15	,	,	PUNCT
fcis-31918	17	16	the	the	DET
fcis-31918	17	17	importance	importance	NOUN
fcis-31918	17	18	of	of	ADP
fcis-31918	17	19	rapid	rapid	ADJ
fcis-31918	17	20	and	and	CCONJ
fcis-31918	17	21	accurate	accurate	ADJ
fcis-31918	17	22	prediction	prediction	NOUN
fcis-31918	17	23	of	of	ADP
fcis-31918	17	24	band	band	NOUN
fcis-31918	17	25	structures	structure	NOUN
fcis-31918	17	26	and	and	CCONJ
fcis-31918	17	27	defect	defect	VERB
fcis-31918	17	28	mode	mode	NOUN
fcis-31918	17	29	parameters	parameter	NOUN
fcis-31918	17	30	during	during	ADP
fcis-31918	17	31	the	the	DET
fcis-31918	17	32	design	design	NOUN
fcis-31918	17	33	phase	phase	NOUN
fcis-31918	17	34	has	have	AUX
fcis-31918	17	35	become	become	VERB
fcis-31918	17	36	increasingly	increasingly	ADV
fcis-31918	17	37	prominent	prominent	ADJ
fcis-31918	17	38	.	.	PUNCT
fcis-31918	18	1	currently	currently	ADV
fcis-31918	18	2	,	,	PUNCT
fcis-31918	18	3	the	the	DET
fcis-31918	18	4	mainstream	mainstream	NOUN
fcis-31918	18	5	physical	physical	ADJ
fcis-31918	18	6	simulation	simulation	NOUN
fcis-31918	18	7	methods	method	NOUN
fcis-31918	18	8	include	include	VERB
fcis-31918	18	9	the	the	DET
fcis-31918	18	10	plane	plane	NOUN
fcis-31918	18	11	wave	wave	NOUN
fcis-31918	18	12	expansion	expansion	NOUN
fcis-31918	18	13	(	(	PUNCT
fcis-31918	18	14	pwe	pwe	NOUN
fcis-31918	18	15	)	)	PUNCT
fcis-31918	18	16	method	method	NOUN
fcis-31918	18	17	and	and	CCONJ
fcis-31918	18	18	the	the	DET
fcis-31918	18	19	finite	finite	ADJ
fcis-31918	18	20	-	-	PUNCT
fcis-31918	18	21	difference	difference	NOUN
fcis-31918	18	22	time	time	NOUN
fcis-31918	18	23	-	-	PUNCT
fcis-31918	18	24	domain	domain	NOUN
fcis-31918	18	25	(	(	PUNCT
fcis-31918	18	26	fdtd	fdtd	ADJ
fcis-31918	18	27	)	)	PUNCT
fcis-31918	18	28	method	method	NOUN
fcis-31918	18	29	.	.	PUNCT
fcis-31918	19	1	the	the	DET
fcis-31918	19	2	pwe	pwe	PROPN
fcis-31918	19	3	method	method	NOUN
fcis-31918	19	4	solves	solve	VERB
fcis-31918	19	5	the	the	DET
fcis-31918	19	6	eigenvalue	eigenvalue	PROPN
fcis-31918	19	7	problem	problem	NOUN
fcis-31918	19	8	in	in	ADP
fcis-31918	19	9	the	the	DET
fcis-31918	19	10	frequency	frequency	NOUN
fcis-31918	19	11	domain	domain	NOUN
fcis-31918	19	12	,	,	PUNCT
fcis-31918	19	13	enabling	enable	VERB
fcis-31918	19	14	direct	direct	ADJ
fcis-31918	19	15	acquisition	acquisition	NOUN
fcis-31918	19	16	of	of	ADP
fcis-31918	19	17	the	the	DET
fcis-31918	19	18	dispersion	dispersion	NOUN
fcis-31918	19	19	relation	relation	NOUN
fcis-31918	19	20	.	.	PUNCT
fcis-31918	20	1	the	the	DET
fcis-31918	20	2	fdtd	fdtd	PROPN
fcis-31918	20	3	method	method	PROPN
fcis-31918	20	4	captures	capture	NOUN
fcis-31918	20	5	transient	transient	VERB
fcis-31918	20	6	responses	response	NOUN
fcis-31918	20	7	in	in	ADP
fcis-31918	20	8	the	the	DET
fcis-31918	20	9	time	time	NOUN
fcis-31918	20	10	domain	domain	NOUN
fcis-31918	20	11	;	;	PUNCT
fcis-31918	20	12	both	both	PRON
fcis-31918	20	13	require	require	VERB
fcis-31918	20	14	repeated	repeat	VERB
fcis-31918	20	15	iterations	iteration	NOUN
fcis-31918	20	16	within	within	ADP
fcis-31918	20	17	a	a	DET
fcis-31918	20	18	highdimensional	highdimensional	ADJ
fcis-31918	20	19	parameter	parameter	NOUN
fcis-31918	20	20	space	space	NOUN
fcis-31918	20	21	.	.	PUNCT
fcis-31918	21	1	for	for	ADP
fcis-31918	21	2	models	model	NOUN
fcis-31918	21	3	containing	contain	VERB
fcis-31918	21	4	multiple	multiple	ADJ
fcis-31918	21	5	air	air	NOUN
fcis-31918	21	6	holes	hole	NOUN
fcis-31918	21	7	,	,	PUNCT
fcis-31918	21	8	complex	complex	ADJ
fcis-31918	21	9	defects	defect	NOUN
fcis-31918	21	10	,	,	PUNCT
fcis-31918	21	11	and	and	CCONJ
fcis-31918	21	12	high	high	ADJ
fcis-31918	21	13	-	-	PUNCT
fcis-31918	21	14	resolution	resolution	NOUN
fcis-31918	21	15	grids	grid	NOUN
fcis-31918	21	16	,	,	PUNCT
fcis-31918	21	17	the	the	DET
fcis-31918	21	18	computational	computational	ADJ
fcis-31918	21	19	load	load	NOUN
fcis-31918	21	20	is	be	AUX
fcis-31918	21	21	substantial	substantial	ADJ
fcis-31918	21	22	,	,	PUNCT
fcis-31918	21	23	and	and	CCONJ
fcis-31918	21	24	optimization	optimization	NOUN
fcis-31918	21	25	often	often	ADV
fcis-31918	21	26	relies	rely	VERB
fcis-31918	21	27	on	on	ADP
fcis-31918	21	28	exhaustive	exhaustive	ADJ
fcis-31918	21	29	search	search	NOUN
fcis-31918	21	30	,	,	PUNCT
fcis-31918	21	31	significantly	significantly	ADV
fcis-31918	21	32	extending	extend	VERB
fcis-31918	21	33	the	the	DET
fcis-31918	21	34	design	design	NOUN
fcis-31918	21	35	cycle[5].although	cycle[5].although	NOUN
fcis-31918	21	36	embedding	embed	VERB
fcis-31918	21	37	optimization	optimization	NOUN
fcis-31918	21	38	strategies	strategy	NOUN
fcis-31918	21	39	such	such	ADJ
fcis-31918	21	40	as	as	ADP
fcis-31918	21	41	local	local	ADJ
fcis-31918	21	42	search	search	NOUN
fcis-31918	21	43	and	and	CCONJ
fcis-31918	21	44	genetic	genetic	ADJ
fcis-31918	21	45	algorithms	algorithm	NOUN
fcis-31918	21	46	into	into	ADP
fcis-31918	21	47	numerical	numerical	ADJ
fcis-31918	21	48	solving	solving	NOUN
fcis-31918	21	49	frameworks	framework	NOUN
fcis-31918	21	50	can	can	AUX
fcis-31918	21	51	alleviate	alleviate	VERB
fcis-31918	21	52	the	the	DET
fcis-31918	21	53	computational	computational	ADJ
fcis-31918	21	54	burden	burden	NOUN
fcis-31918	21	55	to	to	ADP
fcis-31918	21	56	some	some	DET
fcis-31918	21	57	extent	extent	NOUN
fcis-31918	21	58	,	,	PUNCT
fcis-31918	21	59	it	it	PRON
fcis-31918	21	60	remains	remain	VERB
fcis-31918	21	61	challenging	challenge	VERB
fcis-31918	21	62	to	to	PART
fcis-31918	21	63	satisfy	satisfy	VERB
fcis-31918	21	64	the	the	DET
fcis-31918	21	65	demands	demand	NOUN
fcis-31918	21	66	for	for	ADP
fcis-31918	21	67	realtime	realtime	NOUN
fcis-31918	21	68	evaluation	evaluation	NOUN
fcis-31918	21	69	and	and	CCONJ
fcis-31918	21	70	large	large	ADJ
fcis-31918	21	71	-	-	PUNCT
fcis-31918	21	72	scale	scale	NOUN
fcis-31918	21	73	parameter	parameter	NOUN
fcis-31918	21	74	sweep	sweep	NOUN
fcis-31918	21	75	in	in	ADP
fcis-31918	21	76	practical	practical	ADJ
fcis-31918	21	77	engineering[6	engineering[6	NOUN
fcis-31918	21	78	]	]	PUNCT
fcis-31918	21	79	.	.	PUNCT
fcis-31918	22	1	in	in	ADP
fcis-31918	22	2	recent	recent	ADJ
fcis-31918	22	3	years	year	NOUN
fcis-31918	22	4	,	,	PUNCT
fcis-31918	22	5	artificial	artificial	ADJ
fcis-31918	22	6	neural	neural	ADJ
fcis-31918	22	7	networks	network	NOUN
fcis-31918	22	8	(	(	PUNCT
fcis-31918	22	9	anns	anns	PROPN
fcis-31918	22	10	)	)	PUNCT
fcis-31918	22	11	have	have	AUX
fcis-31918	22	12	been	be	AUX
fcis-31918	22	13	introduced	introduce	VERB
fcis-31918	22	14	into	into	ADP
fcis-31918	22	15	the	the	DET
fcis-31918	22	16	inverse	inverse	NOUN
fcis-31918	22	17	design	design	NOUN
fcis-31918	22	18	and	and	CCONJ
fcis-31918	22	19	performance	performance	NOUN
fcis-31918	22	20	prediction	prediction	NOUN
fcis-31918	22	21	of	of	ADP
fcis-31918	22	22	photonic	photonic	ADJ
fcis-31918	22	23	devices	device	NOUN
fcis-31918	22	24	due	due	ADP
fcis-31918	22	25	to	to	ADP
fcis-31918	22	26	their	their	PRON
fcis-31918	22	27	capability	capability	NOUN
fcis-31918	22	28	to	to	PART
fcis-31918	22	29	approximate	approximate	VERB
fcis-31918	22	30	high	high	ADV
fcis-31918	22	31	-	-	PUNCT
fcis-31918	22	32	dimensional	dimensional	ADJ
fcis-31918	22	33	nonlinear	nonlinear	ADJ
fcis-31918	22	34	mappings	mapping	NOUN
fcis-31918	22	35	.	.	PUNCT
fcis-31918	23	1	research	research	NOUN
fcis-31918	23	2	indicates	indicate	VERB
fcis-31918	23	3	that	that	SCONJ
fcis-31918	23	4	properly	properly	ADV
fcis-31918	23	5	trained	train	VERB
fcis-31918	23	6	neural	neural	ADJ
fcis-31918	23	7	networks	network	NOUN
fcis-31918	23	8	can	can	AUX
fcis-31918	23	9	deliver	deliver	VERB
fcis-31918	23	10	output	output	NOUN
fcis-31918	23	11	pulse	pulse	NOUN
fcis-31918	23	12	parameters	parameter	NOUN
fcis-31918	23	13	comparable	comparable	ADJ
fcis-31918	23	14	to	to	ADP
fcis-31918	23	15	those	those	PRON
fcis-31918	23	16	obtained	obtain	VERB
fcis-31918	23	17	from	from	ADP
fcis-31918	23	18	rigorous	rigorous	ADJ
fcis-31918	23	19	numerical	numerical	ADJ
fcis-31918	23	20	solutions	solution	NOUN
fcis-31918	23	21	within	within	ADP
fcis-31918	23	22	milliseconds	millisecond	NOUN
fcis-31918	23	23	,	,	PUNCT
fcis-31918	23	24	providing	provide	VERB
fcis-31918	23	25	a	a	DET
fcis-31918	23	26	viable	viable	ADJ
fcis-31918	23	27	solution	solution	NOUN
fcis-31918	23	28	for	for	ADP
fcis-31918	23	29	the	the	DET
fcis-31918	23	30	rapid	rapid	ADJ
fcis-31918	23	31	design	design	NOUN
fcis-31918	23	32	of	of	ADP
fcis-31918	23	33	photonic	photonic	ADJ
fcis-31918	23	34	crystals[7].in	crystals[7].in	PROPN
fcis-31918	23	35	distributed	distribute	VERB
fcis-31918	23	36	data	datum	NOUN
fcis-31918	23	37	environments	environment	NOUN
fcis-31918	23	38	,	,	PUNCT
fcis-31918	23	39	multi	multi	ADJ
fcis-31918	23	40	-	-	ADJ
fcis-31918	23	41	source	source	ADJ
fcis-31918	23	42	knowledge	knowledge	NOUN
fcis-31918	23	43	fusion	fusion	NOUN
fcis-31918	23	44	frameworks	framework	NOUN
fcis-31918	23	45	have	have	AUX
fcis-31918	23	46	further	far	ADV
fcis-31918	23	47	demonstrated	demonstrate	VERB
fcis-31918	23	48	that	that	SCONJ
fcis-31918	23	49	lightweight	lightweight	ADJ
fcis-31918	23	50	networks	network	NOUN
fcis-31918	23	51	can	can	AUX
fcis-31918	23	52	maintain	maintain	VERB
fcis-31918	23	53	strong	strong	ADJ
fcis-31918	23	54	generalization	generalization	NOUN
fcis-31918	23	55	performance	performance	NOUN
fcis-31918	23	56	while	while	SCONJ
fcis-31918	23	57	preserving	preserve	VERB
fcis-31918	23	58	data	datum	NOUN
fcis-31918	23	59	privacy	privacy	NOUN
fcis-31918	23	60	and	and	CCONJ
fcis-31918	23	61	reducing	reduce	VERB
fcis-31918	23	62	communication	communication	NOUN
fcis-31918	23	63	overhead	overhead	ADV
fcis-31918	23	64	,	,	PUNCT
fcis-31918	23	65	thereby	thereby	ADV
fcis-31918	23	66	significantly	significantly	ADV
fcis-31918	23	67	improving	improve	VERB
fcis-31918	23	68	the	the	DET
fcis-31918	23	69	efficiency	efficiency	NOUN
fcis-31918	23	70	of	of	ADP
fcis-31918	23	71	multi	multi	ADJ
fcis-31918	23	72	-	-	ADJ
fcis-31918	23	73	institutional	institutional	ADJ
fcis-31918	23	74	collaborative	collaborative	ADJ
fcis-31918	23	75	optimization	optimization	NOUN
fcis-31918	23	76	of	of	ADP
fcis-31918	23	77	photonic	photonic	ADJ
fcis-31918	23	78	crystal	crystal	NOUN
fcis-31918	23	79	fiber	fiber	NOUN
fcis-31918	23	80	59	59	NUM
fcis-31918	23	81	structures[8].furthermore	structures[8].furthermore	NOUN
fcis-31918	23	82	,	,	PUNCT
fcis-31918	23	83	compared	compare	VERB
fcis-31918	23	84	to	to	ADP
fcis-31918	23	85	traditional	traditional	ADJ
fcis-31918	23	86	electromagnetic	electromagnetic	ADJ
fcis-31918	23	87	solvers	solver	NOUN
fcis-31918	23	88	,	,	PUNCT
fcis-31918	23	89	the	the	DET
fcis-31918	23	90	ann	ann	PROPN
fcis-31918	23	91	reduces	reduce	VERB
fcis-31918	23	92	the	the	DET
fcis-31918	23	93	time	time	NOUN
fcis-31918	23	94	required	require	VERB
fcis-31918	23	95	for	for	ADP
fcis-31918	23	96	large	large	ADJ
fcis-31918	23	97	-	-	PUNCT
fcis-31918	23	98	scale	scale	NOUN
fcis-31918	23	99	parameter	parameter	NOUN
fcis-31918	23	100	sweeps	sweep	NOUN
fcis-31918	23	101	by	by	ADP
fcis-31918	23	102	several	several	ADJ
fcis-31918	23	103	orders	order	NOUN
fcis-31918	23	104	of	of	ADP
fcis-31918	23	105	magnitude	magnitude	NOUN
fcis-31918	23	106	,	,	PUNCT
fcis-31918	23	107	thereby	thereby	ADV
fcis-31918	23	108	opening	open	VERB
fcis-31918	23	109	a	a	DET
fcis-31918	23	110	new	new	ADJ
fcis-31918	23	111	pathway	pathway	NOUN
fcis-31918	23	112	for	for	ADP
fcis-31918	23	113	the	the	DET
fcis-31918	23	114	design	design	NOUN
fcis-31918	23	115	of	of	ADP
fcis-31918	23	116	complex	complex	ADJ
fcis-31918	23	117	waveguides	waveguide	NOUN
fcis-31918	23	118	,	,	PUNCT
fcis-31918	23	119	filters	filter	NOUN
fcis-31918	23	120	,	,	PUNCT
fcis-31918	23	121	and	and	CCONJ
fcis-31918	23	122	resonators[9	resonators[9	PRON
fcis-31918	23	123	]	]	PUNCT
fcis-31918	23	124	.	.	PUNCT
fcis-31918	24	1	based	base	VERB
fcis-31918	24	2	on	on	ADP
fcis-31918	24	3	the	the	DET
fcis-31918	24	4	aforementioned	aforementioned	ADJ
fcis-31918	24	5	background	background	NOUN
fcis-31918	24	6	,	,	PUNCT
fcis-31918	24	7	this	this	DET
fcis-31918	24	8	paper	paper	NOUN
fcis-31918	24	9	proposes	propose	VERB
fcis-31918	24	10	integrating	integrate	VERB
fcis-31918	24	11	the	the	DET
fcis-31918	24	12	backpropagation	backpropagation	NOUN
fcis-31918	24	13	(	(	PUNCT
fcis-31918	24	14	bp	bp	PROPN
fcis-31918	24	15	)	)	PUNCT
fcis-31918	24	16	neural	neural	ADJ
fcis-31918	24	17	network	network	NOUN
fcis-31918	24	18	with	with	ADP
fcis-31918	24	19	the	the	DET
fcis-31918	24	20	computational	computational	ADJ
fcis-31918	24	21	results	result	NOUN
fcis-31918	24	22	of	of	ADP
fcis-31918	24	23	the	the	DET
fcis-31918	24	24	pwe	pwe	NOUN
fcis-31918	24	25	method	method	NOUN
fcis-31918	24	26	to	to	PART
fcis-31918	24	27	accelerate	accelerate	VERB
fcis-31918	24	28	the	the	DET
fcis-31918	24	29	inverse	inverse	NOUN
fcis-31918	24	30	prediction	prediction	NOUN
fcis-31918	24	31	of	of	ADP
fcis-31918	24	32	two	two	NUM
fcis-31918	24	33	-	-	PUNCT
fcis-31918	24	34	dimensional	dimensional	ADJ
fcis-31918	24	35	gaas	gaas	NOUN
fcis-31918	24	36	photonic	photonic	NOUN
fcis-31918	24	37	crystal	crystal	NOUN
fcis-31918	24	38	microcavity	microcavity	NOUN
fcis-31918	24	39	dimensions	dimension	NOUN
fcis-31918	24	40	.	.	PUNCT
fcis-31918	25	1	this	this	DET
fcis-31918	25	2	project	project	NOUN
fcis-31918	25	3	employs	employ	VERB
fcis-31918	25	4	the	the	DET
fcis-31918	25	5	pwe	pwe	NOUN
fcis-31918	25	6	algorithm	algorithm	NOUN
fcis-31918	25	7	to	to	PART
fcis-31918	25	8	compute	compute	VERB
fcis-31918	25	9	25	25	NUM
fcis-31918	25	10	sets	set	NOUN
fcis-31918	25	11	of	of	ADP
fcis-31918	25	12	twodimensional	twodimensional	ADJ
fcis-31918	25	13	photonic	photonic	ADJ
fcis-31918	25	14	crystal	crystal	NOUN
fcis-31918	25	15	band	band	NOUN
fcis-31918	25	16	structure	structure	NOUN
fcis-31918	25	17	data	datum	NOUN
fcis-31918	25	18	(	(	PUNCT
fcis-31918	25	19	dispersion	dispersion	NOUN
fcis-31918	25	20	relations	relation	NOUN
fcis-31918	25	21	)	)	PUNCT
fcis-31918	25	22	.	.	PUNCT
fcis-31918	26	1	each	each	DET
fcis-31918	26	2	set	set	NOUN
fcis-31918	26	3	comprises	comprise	VERB
fcis-31918	26	4	10	10	NUM
fcis-31918	26	5	k	k	NOUN
fcis-31918	26	6	-	-	PUNCT
fcis-31918	26	7	points	point	NOUN
fcis-31918	26	8	,	,	PUNCT
fcis-31918	26	9	with	with	ADP
fcis-31918	26	10	each	each	DET
fcis-31918	26	11	k	k	NOUN
fcis-31918	26	12	-	-	PUNCT
fcis-31918	26	13	point	point	NOUN
fcis-31918	26	14	containing	contain	VERB
fcis-31918	26	15	data	datum	NOUN
fcis-31918	26	16	for	for	ADP
fcis-31918	26	17	8	8	NUM
fcis-31918	26	18	bands	band	NOUN
fcis-31918	26	19	,	,	PUNCT
fcis-31918	26	20	thereby	thereby	ADV
fcis-31918	26	21	forming	form	VERB
fcis-31918	26	22	the	the	DET
fcis-31918	26	23	input	input	NOUN
fcis-31918	26	24	variables	variable	NOUN
fcis-31918	26	25	for	for	ADP
fcis-31918	26	26	the	the	DET
fcis-31918	26	27	neural	neural	ADJ
fcis-31918	26	28	network	network	NOUN
fcis-31918	26	29	(	(	PUNCT
fcis-31918	26	30	i.e.	i.e.	X
fcis-31918	26	31	,	,	PUNCT
fcis-31918	26	32	80	80	NUM
fcis-31918	26	33	input	input	NOUN
fcis-31918	26	34	neurons	neuron	NOUN
fcis-31918	26	35	)	)	PUNCT
fcis-31918	26	36	.	.	PUNCT
fcis-31918	27	1	among	among	ADP
fcis-31918	27	2	them	they	PRON
fcis-31918	27	3	,	,	PUNCT
fcis-31918	27	4	the	the	DET
fcis-31918	27	5	photonic	photonic	ADJ
fcis-31918	27	6	crystal	crystal	NOUN
fcis-31918	27	7	defects	defect	NOUN
fcis-31918	27	8	(	(	PUNCT
fcis-31918	27	9	microcavities	microcavitie	NOUN
fcis-31918	27	10	)	)	PUNCT
fcis-31918	27	11	comprise	comprise	VERB
fcis-31918	27	12	25	25	NUM
fcis-31918	27	13	different	different	ADJ
fcis-31918	27	14	sizes	size	NOUN
fcis-31918	27	15	,	,	PUNCT
fcis-31918	27	16	forming	form	VERB
fcis-31918	27	17	the	the	DET
fcis-31918	27	18	target	target	NOUN
fcis-31918	27	19	outputs	output	NOUN
fcis-31918	27	20	of	of	ADP
fcis-31918	27	21	the	the	DET
fcis-31918	27	22	dataset	dataset	NOUN
fcis-31918	27	23	.	.	PUNCT
fcis-31918	28	1	subsequently	subsequently	ADV
fcis-31918	28	2	,	,	PUNCT
fcis-31918	28	3	a	a	DET
fcis-31918	28	4	neural	neural	ADJ
fcis-31918	28	5	network	network	NOUN
fcis-31918	28	6	model	model	NOUN
fcis-31918	28	7	is	be	AUX
fcis-31918	28	8	designed	design	VERB
fcis-31918	28	9	and	and	CCONJ
fcis-31918	28	10	supervised	supervise	VERB
fcis-31918	28	11	training	training	NOUN
fcis-31918	28	12	is	be	AUX
fcis-31918	28	13	performed	perform	VERB
fcis-31918	28	14	using	use	VERB
fcis-31918	28	15	the	the	DET
fcis-31918	28	16	samples	sample	NOUN
fcis-31918	28	17	.	.	PUNCT
fcis-31918	29	1	each	each	DET
fcis-31918	29	2	sample	sample	NOUN
fcis-31918	29	3	input	input	NOUN
fcis-31918	29	4	contains	contain	VERB
fcis-31918	29	5	a	a	DET
fcis-31918	29	6	total	total	NOUN
fcis-31918	29	7	of	of	ADP
fcis-31918	29	8	80	80	NUM
fcis-31918	29	9	photonic	photonic	NOUN
fcis-31918	29	10	crystal	crystal	NOUN
fcis-31918	29	11	band	band	NOUN
fcis-31918	29	12	frequency	frequency	NOUN
fcis-31918	29	13	points	point	NOUN
fcis-31918	29	14	,	,	PUNCT
fcis-31918	29	15	with	with	ADP
fcis-31918	29	16	the	the	DET
fcis-31918	29	17	output	output	NOUN
fcis-31918	29	18	corresponding	correspond	VERB
fcis-31918	29	19	to	to	ADP
fcis-31918	29	20	the	the	DET
fcis-31918	29	21	microcavity	microcavity	NOUN
fcis-31918	29	22	size	size	NOUN
fcis-31918	29	23	.	.	PUNCT
fcis-31918	30	1	2	2	X
fcis-31918	30	2	.	.	X
fcis-31918	30	3	photonic	photonic	ADJ
fcis-31918	30	4	crystal	crystal	NOUN
fcis-31918	30	5	structure	structure	NOUN
fcis-31918	30	6	design	design	NOUN
fcis-31918	30	7	and	and	CCONJ
fcis-31918	30	8	model	model	NOUN
fcis-31918	30	9	development	development	NOUN
fcis-31918	30	10	process	process	NOUN
fcis-31918	30	11	to	to	PART
fcis-31918	30	12	ensure	ensure	VERB
fcis-31918	30	13	that	that	SCONJ
fcis-31918	30	14	the	the	DET
fcis-31918	30	15	neural	neural	ADJ
fcis-31918	30	16	network	network	NOUN
fcis-31918	30	17	accurately	accurately	ADV
fcis-31918	30	18	learns	learn	VERB
fcis-31918	30	19	the	the	DET
fcis-31918	30	20	mapping	mapping	NOUN
fcis-31918	30	21	relationship	relationship	NOUN
fcis-31918	30	22	between	between	ADP
fcis-31918	30	23	photonic	photonic	ADJ
fcis-31918	30	24	crystal	crystal	NOUN
fcis-31918	30	25	parameters	parameter	NOUN
fcis-31918	30	26	and	and	CCONJ
fcis-31918	30	27	band	band	NOUN
fcis-31918	30	28	structures	structure	NOUN
fcis-31918	30	29	,	,	PUNCT
fcis-31918	30	30	the	the	DET
fcis-31918	30	31	training	training	NOUN
fcis-31918	30	32	samples	sample	NOUN
fcis-31918	30	33	are	be	AUX
fcis-31918	30	34	initially	initially	ADV
fcis-31918	30	35	restricted	restrict	VERB
fcis-31918	30	36	to	to	ADP
fcis-31918	30	37	typical	typical	ADJ
fcis-31918	30	38	defect	defect	NOUN
fcis-31918	30	39	-	-	PUNCT
fcis-31918	30	40	free	free	ADJ
fcis-31918	30	41	structures	structure	NOUN
fcis-31918	30	42	.	.	PUNCT
fcis-31918	31	1	the	the	DET
fcis-31918	31	2	theoretical	theoretical	ADJ
fcis-31918	31	3	foundation	foundation	NOUN
fcis-31918	31	4	of	of	ADP
fcis-31918	31	5	the	the	DET
fcis-31918	31	6	samples	sample	NOUN
fcis-31918	31	7	considers	consider	VERB
fcis-31918	31	8	the	the	DET
fcis-31918	31	9	constitutive	constitutive	ADJ
fcis-31918	31	10	relations	relation	NOUN
fcis-31918	31	11	of	of	ADP
fcis-31918	31	12	the	the	DET
fcis-31918	31	13	photonic	photonic	ADJ
fcis-31918	31	14	crystal	crystal	NOUN
fcis-31918	31	15	;	;	PUNCT
fcis-31918	31	16	substituting	substitute	VERB
fcis-31918	31	17	these	these	PRON
fcis-31918	31	18	into	into	ADP
fcis-31918	31	19	maxwell	maxwell	PROPN
fcis-31918	31	20	's	's	PART
fcis-31918	31	21	equations	equation	NOUN
fcis-31918	31	22	and	and	CCONJ
fcis-31918	31	23	respectively	respectively	ADV
fcis-31918	31	24	eliminating	eliminate	VERB
fcis-31918	31	25	d	d	PROPN
fcis-31918	31	26	and	and	CCONJ
fcis-31918	31	27	b	b	NOUN
fcis-31918	31	28	yields	yield	NOUN
fcis-31918	31	29	:	:	PUNCT
fcis-31918	31	30	∇	∇	X
fcis-31918	31	31	∇	∇	X
fcis-31918	31	32	𝐸	𝐸	PROPN
fcis-31918	31	33	𝜀	𝜀	PROPN
fcis-31918	31	34	𝜀	𝜀	X
fcis-31918	31	35	𝜇	𝜇	X
fcis-31918	31	36	∇	∇	X
fcis-31918	31	37	∇	∇	X
fcis-31918	31	38	𝐻	𝐻	PROPN
fcis-31918	31	39	𝜀	𝜀	X
fcis-31918	31	40	𝜇	𝜇	X
fcis-31918	31	41	(	(	PUNCT
fcis-31918	31	42	1	1	NUM
fcis-31918	31	43	)	)	PUNCT
fcis-31918	31	44	when	when	SCONJ
fcis-31918	31	45	considering	consider	VERB
fcis-31918	31	46	a	a	DET
fcis-31918	31	47	frequency	frequency	NOUN
fcis-31918	31	48	of	of	ADP
fcis-31918	31	49	ω	ω	PROPN
fcis-31918	31	50	,	,	PUNCT
fcis-31918	31	51	possessing	possess	VERB
fcis-31918	31	52	𝑒	𝑒	ADP
fcis-31918	31	53	the	the	DET
fcis-31918	31	54	time	time	NOUN
fcis-31918	31	55	-	-	PUNCT
fcis-31918	31	56	harmonic	harmonic	ADJ
fcis-31918	31	57	characteristic	characteristic	NOUN
fcis-31918	31	58	of	of	ADP
fcis-31918	31	59	a	a	DET
fcis-31918	31	60	monochromatic	monochromatic	ADJ
fcis-31918	31	61	electromagnetic	electromagnetic	ADJ
fcis-31918	31	62	wave	wave	NOUN
fcis-31918	31	63	,	,	PUNCT
fcis-31918	31	64	the	the	DET
fcis-31918	31	65	above	above	ADJ
fcis-31918	31	66	equation	equation	NOUN
fcis-31918	31	67	can	can	AUX
fcis-31918	31	68	be	be	AUX
fcis-31918	31	69	expressed	express	VERB
fcis-31918	31	70	as	as	ADP
fcis-31918	31	71	:	:	PUNCT
fcis-31918	31	72	𝐸	𝐸	PROPN
fcis-31918	31	73	𝑟	𝑟	NOUN
fcis-31918	31	74	,	,	PUNCT
fcis-31918	31	75	𝑡	𝑡	PROPN
fcis-31918	31	76	𝐸	𝐸	PROPN
fcis-31918	31	77	𝑒	𝑒	NOUN
fcis-31918	31	78	,	,	PUNCT
fcis-31918	31	79	𝐻	𝐻	PROPN
fcis-31918	31	80	𝑟	𝑟	NOUN
fcis-31918	31	81	,	,	PUNCT
fcis-31918	31	82	𝑡	𝑡	VERB
fcis-31918	31	83	𝐻	𝐻	PROPN
fcis-31918	31	84	𝑒	𝑒	PROPN
fcis-31918	31	85	(	(	PUNCT
fcis-31918	31	86	2	2	NUM
fcis-31918	31	87	)	)	PUNCT
fcis-31918	31	88	the	the	DET
fcis-31918	31	89	linear	linear	PROPN
fcis-31918	31	90	eigenvalue	eigenvalue	PROPN
fcis-31918	31	91	problem	problem	NOUN
fcis-31918	31	92	derived	derive	VERB
fcis-31918	31	93	from	from	ADP
fcis-31918	31	94	maxwell	maxwell	PROPN
fcis-31918	31	95	's	's	PART
fcis-31918	31	96	equations	equation	NOUN
fcis-31918	31	97	is	be	AUX
fcis-31918	31	98	given	give	VERB
fcis-31918	31	99	by	by	ADP
fcis-31918	31	100	:	:	PUNCT
fcis-31918	31	101	∇	∇	X
fcis-31918	31	102	∇	∇	X
fcis-31918	31	103	𝐸	𝐸	PROPN
fcis-31918	31	104	𝑟	𝑟	NOUN
fcis-31918	31	105	𝜀	𝜀	AUX
fcis-31918	31	106	𝐸	𝐸	VERB
fcis-31918	31	107	𝑟	𝑟	NOUN
fcis-31918	31	108	∇	∇	X
fcis-31918	31	109	∇	∇	X
fcis-31918	31	110	𝐻	𝐻	NOUN
fcis-31918	31	111	𝑟	𝑟	NOUN
fcis-31918	31	112	𝐻	𝐻	NOUN
fcis-31918	31	113	𝑟	𝑟	NOUN
fcis-31918	31	114	(	(	PUNCT
fcis-31918	31	115	3	3	NUM
fcis-31918	31	116	)	)	PUNCT
fcis-31918	31	117	from	from	ADP
fcis-31918	31	118	the	the	DET
fcis-31918	31	119	above	above	ADJ
fcis-31918	31	120	two	two	NUM
fcis-31918	31	121	equations	equation	NOUN
fcis-31918	31	122	,	,	PUNCT
fcis-31918	31	123	the	the	DET
fcis-31918	31	124	electromagnetic	electromagnetic	ADJ
fcis-31918	31	125	field	field	NOUN
fcis-31918	31	126	energy	energy	NOUN
fcis-31918	31	127	propagating	propagate	VERB
fcis-31918	31	128	within	within	ADP
fcis-31918	31	129	the	the	DET
fcis-31918	31	130	dielectric	dielectric	NOUN
fcis-31918	31	131	can	can	AUX
fcis-31918	31	132	be	be	AUX
fcis-31918	31	133	obtained	obtain	VERB
fcis-31918	31	134	.	.	PUNCT
fcis-31918	32	1	to	to	PART
fcis-31918	32	2	reduce	reduce	VERB
fcis-31918	32	3	computational	computational	ADJ
fcis-31918	32	4	complexity	complexity	NOUN
fcis-31918	32	5	,	,	PUNCT
fcis-31918	32	6	the	the	DET
fcis-31918	32	7	magnetic	magnetic	ADJ
fcis-31918	32	8	field	field	NOUN
fcis-31918	32	9	intensity	intensity	NOUN
fcis-31918	32	10	h	h	NOUN
fcis-31918	32	11	is	be	AUX
fcis-31918	32	12	typically	typically	ADV
fcis-31918	32	13	chosen	choose	VERB
fcis-31918	32	14	as	as	ADP
fcis-31918	32	15	the	the	DET
fcis-31918	32	16	eigenvalue	eigenvalue	PROPN
fcis-31918	32	17	problem	problem	NOUN
fcis-31918	32	18	variable	variable	NOUN
fcis-31918	32	19	,	,	PUNCT
fcis-31918	32	20	and	and	CCONJ
fcis-31918	32	21	the	the	DET
fcis-31918	32	22	equation	equation	NOUN
fcis-31918	32	23	is	be	AUX
fcis-31918	32	24	used	use	VERB
fcis-31918	32	25	as	as	ADP
fcis-31918	32	26	the	the	DET
fcis-31918	32	27	primary	primary	ADJ
fcis-31918	32	28	equation	equation	NOUN
fcis-31918	32	29	to	to	PART
fcis-31918	32	30	be	be	AUX
fcis-31918	32	31	solved	solve	VERB
fcis-31918	32	32	via	via	ADP
fcis-31918	32	33	mit	mit	NOUN
fcis-31918	32	34	photonic	photonic	NOUN
fcis-31918	32	35	-	-	PUNCT
fcis-31918	32	36	bands	band	NOUN
fcis-31918	32	37	(	(	PUNCT
fcis-31918	32	38	mpb	mpb	NOUN
fcis-31918	32	39	)	)	PUNCT
fcis-31918	32	40	.	.	PUNCT
fcis-31918	33	1	the	the	DET
fcis-31918	33	2	structure	structure	NOUN
fcis-31918	33	3	of	of	ADP
fcis-31918	33	4	the	the	DET
fcis-31918	33	5	two	two	NUM
fcis-31918	33	6	-	-	PUNCT
fcis-31918	33	7	dimensional	dimensional	ADJ
fcis-31918	33	8	gaas	gaas	NOUN
fcis-31918	33	9	dielectric	dielectric	ADJ
fcis-31918	33	10	photonic	photonic	NOUN
fcis-31918	33	11	crystal	crystal	NOUN
fcis-31918	33	12	is	be	AUX
fcis-31918	33	13	shown	show	VERB
fcis-31918	33	14	in	in	ADP
fcis-31918	33	15	figure	figure	NOUN
fcis-31918	33	16	1	1	NUM
fcis-31918	33	17	,	,	PUNCT
fcis-31918	33	18	with	with	ADP
fcis-31918	33	19	the	the	DET
fcis-31918	33	20	background	background	NOUN
fcis-31918	33	21	material	material	PROPN
fcis-31918	33	22	refractive	refractive	ADJ
fcis-31918	33	23	index	index	NOUN
fcis-31918	33	24	n	n	CCONJ
fcis-31918	33	25	gaas=3.4	gaas=3.4	NOUN
fcis-31918	33	26	and	and	CCONJ
fcis-31918	33	27	the	the	DET
fcis-31918	33	28	air	air	NOUN
fcis-31918	33	29	hole	hole	PROPN
fcis-31918	33	30	refractive	refractive	ADJ
fcis-31918	33	31	index	index	NOUN
fcis-31918	33	32	n	n	PROPN
fcis-31918	33	33	air=1.0	air=1.0	PROPN
fcis-31918	33	34	.	.	PROPN
fcis-31918	33	35	to	to	PART
fcis-31918	33	36	balance	balance	VERB
fcis-31918	33	37	machinability	machinability	NOUN
fcis-31918	33	38	and	and	CCONJ
fcis-31918	33	39	bandgap	bandgap	NOUN
fcis-31918	33	40	width	width	NOUN
fcis-31918	33	41	,	,	PUNCT
fcis-31918	33	42	the	the	DET
fcis-31918	33	43	air	air	NOUN
fcis-31918	33	44	hole	hole	NOUN
fcis-31918	33	45	radius	radius	NOUN
fcis-31918	33	46	r	r	NOUN
fcis-31918	33	47	is	be	AUX
fcis-31918	33	48	set	set	VERB
fcis-31918	33	49	to	to	PART
fcis-31918	33	50	0.35a	0.35a	VERB
fcis-31918	33	51	,	,	PUNCT
fcis-31918	33	52	where	where	SCONJ
fcis-31918	33	53	a	a	PRON
fcis-31918	33	54	represents	represent	VERB
fcis-31918	33	55	the	the	DET
fcis-31918	33	56	triangular	triangular	NOUN
fcis-31918	33	57	lattice	lattice	NOUN
fcis-31918	33	58	constant	constant	ADJ
fcis-31918	33	59	.	.	PUNCT
fcis-31918	34	1	for	for	ADP
fcis-31918	34	2	the	the	DET
fcis-31918	34	3	defect	defect	NOUN
fcis-31918	34	4	cavity	cavity	NOUN
fcis-31918	34	5	size	size	NOUN
fcis-31918	34	6	scan	scan	PROPN
fcis-31918	34	7	,	,	PUNCT
fcis-31918	34	8	the	the	DET
fcis-31918	34	9	central	central	ADJ
fcis-31918	34	10	air	air	NOUN
fcis-31918	34	11	hole	hole	NOUN
fcis-31918	34	12	is	be	AUX
fcis-31918	34	13	removed	remove	VERB
fcis-31918	34	14	to	to	PART
fcis-31918	34	15	form	form	VERB
fcis-31918	34	16	a	a	DET
fcis-31918	34	17	microcavity	microcavity	NOUN
fcis-31918	34	18	,	,	PUNCT
fcis-31918	34	19	and	and	CCONJ
fcis-31918	34	20	a	a	DET
fcis-31918	34	21	local	local	ADJ
fcis-31918	34	22	defect	defect	NOUN
fcis-31918	34	23	with	with	ADP
fcis-31918	34	24	radius	radius	NOUN
fcis-31918	34	25	r	r	NOUN
fcis-31918	34	26	is	be	AUX
fcis-31918	34	27	introduced	introduce	VERB
fcis-31918	34	28	,	,	PUNCT
fcis-31918	34	29	with	with	ADP
fcis-31918	34	30	r	r	NOUN
fcis-31918	34	31	ranging	range	VERB
fcis-31918	34	32	from	from	ADP
fcis-31918	34	33	0.01a	0.01a	NOUN
fcis-31918	34	34	to	to	ADP
fcis-31918	34	35	0.50a	0.50a	NUM
fcis-31918	34	36	in	in	ADP
fcis-31918	34	37	increments	increment	NOUN
fcis-31918	34	38	of	of	ADP
fcis-31918	34	39	0.01a	0.01a	NOUN
fcis-31918	34	40	,	,	PUNCT
fcis-31918	34	41	yielding	yield	VERB
fcis-31918	34	42	a	a	DET
fcis-31918	34	43	total	total	NOUN
fcis-31918	34	44	of	of	ADP
fcis-31918	34	45	50	50	NUM
fcis-31918	34	46	structural	structural	ADJ
fcis-31918	34	47	configurations	configuration	NOUN
fcis-31918	34	48	.	.	PUNCT
fcis-31918	35	1	figure	figure	NOUN
fcis-31918	35	2	1	1	NUM
fcis-31918	35	3	.	.	PUNCT
fcis-31918	36	1	structure	structure	NOUN
fcis-31918	36	2	of	of	ADP
fcis-31918	36	3	the	the	DET
fcis-31918	36	4	photonic	photonic	ADJ
fcis-31918	36	5	crystal	crystal	NOUN
fcis-31918	36	6	this	this	DET
fcis-31918	36	7	equidistant	equidistant	ADJ
fcis-31918	36	8	scanning	scan	VERB
fcis-31918	36	9	strategy	strategy	NOUN
fcis-31918	36	10	covers	cover	VERB
fcis-31918	36	11	subwavelengthscale	subwavelengthscale	NOUN
fcis-31918	36	12	localized	localize	VERB
fcis-31918	36	13	modes	mode	NOUN
fcis-31918	36	14	while	while	SCONJ
fcis-31918	36	15	ensuring	ensure	VERB
fcis-31918	36	16	a	a	DET
fcis-31918	36	17	balanced	balanced	ADJ
fcis-31918	36	18	distribution	distribution	NOUN
fcis-31918	36	19	within	within	ADP
fcis-31918	36	20	the	the	DET
fcis-31918	36	21	sample	sample	NOUN
fcis-31918	36	22	space[10].geometric	space[10].geometric	ADJ
fcis-31918	36	23	models	model	NOUN
fcis-31918	36	24	are	be	AUX
fcis-31918	36	25	then	then	ADV
fcis-31918	36	26	automatically	automatically	ADV
fcis-31918	36	27	generated	generate	VERB
fcis-31918	36	28	,	,	PUNCT
fcis-31918	36	29	and	and	CCONJ
fcis-31918	36	30	mpb	mpb	NOUN
fcis-31918	36	31	input	input	NOUN
fcis-31918	36	32	files	file	NOUN
fcis-31918	36	33	are	be	AUX
fcis-31918	36	34	batchwritten	batchwritten	VERB
fcis-31918	36	35	in	in	ADP
fcis-31918	36	36	a	a	DET
fcis-31918	36	37	linux	linux	PROPN
fcis-31918	36	38	virtual	virtual	ADJ
fcis-31918	36	39	machine	machine	NOUN
fcis-31918	36	40	by	by	ADP
fcis-31918	36	41	invoking	invoke	VERB
fcis-31918	36	42	scripts	script	NOUN
fcis-31918	36	43	via	via	ADP
fcis-31918	36	44	the	the	DET
fcis-31918	36	45	python	python	PROPN
fcis-31918	36	46	api	api	NOUN
fcis-31918	36	47	.	.	PUNCT
fcis-31918	37	1	the	the	DET
fcis-31918	37	2	script	script	NOUN
fcis-31918	37	3	parameters	parameter	NOUN
fcis-31918	37	4	include	include	VERB
fcis-31918	37	5	lattice	lattice	NOUN
fcis-31918	37	6	type	type	NOUN
fcis-31918	37	7	,	,	PUNCT
fcis-31918	37	8	dielectric	dielectric	ADJ
fcis-31918	37	9	constant	constant	ADJ
fcis-31918	37	10	,	,	PUNCT
fcis-31918	37	11	aperture	aperture	ADJ
fcis-31918	37	12	,	,	PUNCT
fcis-31918	37	13	defect	defect	NOUN
fcis-31918	37	14	radius	radius	NOUN
fcis-31918	37	15	,	,	PUNCT
fcis-31918	37	16	and	and	CCONJ
fcis-31918	37	17	computational	computational	ADJ
fcis-31918	37	18	mesh	mesh	NOUN
fcis-31918	37	19	density	density	NOUN
fcis-31918	37	20	;	;	PUNCT
fcis-31918	37	21	after	after	ADP
fcis-31918	37	22	each	each	DET
fcis-31918	37	23	parameter	parameter	NOUN
fcis-31918	37	24	substitution	substitution	NOUN
fcis-31918	37	25	,	,	PUNCT
fcis-31918	37	26	extracting	extract	VERB
fcis-31918	37	27	the	the	DET
fcis-31918	37	28	eigenfrequency	eigenfrequency	NOUN
fcis-31918	37	29	ω	ω	NUM
fcis-31918	37	30	data	datum	NOUN
fcis-31918	37	31	of	of	ADP
fcis-31918	37	32	the	the	DET
fcis-31918	37	33	electromagnetic	electromagnetic	ADJ
fcis-31918	37	34	field	field	NOUN
fcis-31918	37	35	generates	generate	VERB
fcis-31918	37	36	an	an	DET
fcis-31918	37	37	independent	independent	ADJ
fcis-31918	37	38	.ctl	.ctl	NOUN
fcis-31918	37	39	file	file	NOUN
fcis-31918	37	40	,	,	PUNCT
fcis-31918	37	41	forming	form	VERB
fcis-31918	37	42	the	the	DET
fcis-31918	37	43	sequence	sequence	NOUN
fcis-31918	37	44	for	for	ADP
fcis-31918	37	45	computation	computation	NOUN
fcis-31918	37	46	.	.	PUNCT
fcis-31918	38	1	figure	figure	NOUN
fcis-31918	38	2	2	2	NUM
fcis-31918	38	3	.	.	PUNCT
fcis-31918	38	4	model	model	NOUN
fcis-31918	38	5	structure	structure	NOUN
fcis-31918	38	6	framework	framework	NOUN
fcis-31918	38	7	mpb	mpb	NOUN
fcis-31918	38	8	is	be	AUX
fcis-31918	38	9	employed	employ	VERB
fcis-31918	38	10	to	to	PART
fcis-31918	38	11	perform	perform	VERB
fcis-31918	38	12	plane	plane	NOUN
fcis-31918	38	13	wave	wave	NOUN
fcis-31918	38	14	expansion	expansion	NOUN
fcis-31918	38	15	for	for	ADP
fcis-31918	38	16	solving	solve	VERB
fcis-31918	38	17	te	te	PROPN
fcis-31918	38	18	/	/	SYM
fcis-31918	38	19	tm	tm	PROPN
fcis-31918	38	20	modes	mode	NOUN
fcis-31918	38	21	.	.	PUNCT
fcis-31918	39	1	the	the	DET
fcis-31918	39	2	vmware	vmware	PROPN
fcis-31918	39	3	17	17	NUM
fcis-31918	39	4	virtual	virtual	ADJ
fcis-31918	39	5	machine	machine	NOUN
fcis-31918	39	6	is	be	AUX
fcis-31918	39	7	configured	configure	VERB
fcis-31918	39	8	with	with	ADP
fcis-31918	39	9	an	an	DET
fcis-31918	39	10	8	8	NUM
fcis-31918	39	11	-	-	PUNCT
fcis-31918	39	12	core	core	NOUN
fcis-31918	39	13	cpu	cpu	NOUN
fcis-31918	39	14	and	and	CCONJ
fcis-31918	39	15	32	32	NUM
fcis-31918	39	16	gb	gb	NOUN
fcis-31918	39	17	of	of	ADP
fcis-31918	39	18	memory	memory	NOUN
fcis-31918	39	19	;	;	PUNCT
fcis-31918	39	20	the	the	DET
fcis-31918	39	21	fft	fft	PROPN
fcis-31918	39	22	mesh	mesh	NOUN
fcis-31918	39	23	density	density	NOUN
fcis-31918	39	24	is	be	AUX
fcis-31918	39	25	set	set	VERB
fcis-31918	39	26	to	to	ADP
fcis-31918	39	27	32×32×1	32×32×1	NUM
fcis-31918	39	28	to	to	PART
fcis-31918	39	29	ensure	ensure	VERB
fcis-31918	39	30	an	an	DET
fcis-31918	39	31	energy	energy	NOUN
fcis-31918	39	32	convergence	convergence	NOUN
fcis-31918	39	33	error	error	NOUN
fcis-31918	39	34	below	below	ADP
fcis-31918	39	35	10	10	NUM
fcis-31918	39	36	-	-	SYM
fcis-31918	39	37	4	4	NUM
fcis-31918	39	38	.	.	PUNCT
fcis-31918	40	1	the	the	DET
fcis-31918	40	2	established	establish	VERB
fcis-31918	40	3	model	model	NOUN
fcis-31918	40	4	structure	structure	NOUN
fcis-31918	40	5	framework	framework	NOUN
fcis-31918	40	6	is	be	AUX
fcis-31918	40	7	shown	show	VERB
fcis-31918	40	8	in	in	ADP
fcis-31918	40	9	figure	figure	NOUN
fcis-31918	40	10	2	2	NUM
fcis-31918	40	11	,	,	PUNCT
fcis-31918	40	12	with	with	ADP
fcis-31918	40	13	200	200	NUM
fcis-31918	40	14	k	k	ADJ
fcis-31918	40	15	-	-	PUNCT
fcis-31918	40	16	points	point	NOUN
fcis-31918	40	17	uniformly	uniformly	ADV
fcis-31918	40	18	sampled	sample	VERB
fcis-31918	40	19	along	along	ADP
fcis-31918	40	20	the	the	DET
fcis-31918	40	21	high	high	ADJ
fcis-31918	40	22	-	-	PUNCT
fcis-31918	40	23	symmetry	symmetry	NOUN
fcis-31918	40	24	path	path	NOUN
fcis-31918	40	25	γ	γ	X
fcis-31918	40	26	–	–	PUNCT
fcis-31918	40	27	k	k	X
fcis-31918	40	28	–	–	PUNCT
fcis-31918	40	29	m	m	VERB
fcis-31918	40	30	–	–	PUNCT
fcis-31918	40	31	γ	γ	X
fcis-31918	40	32	in	in	ADP
fcis-31918	40	33	the	the	DET
fcis-31918	40	34	first	first	ADJ
fcis-31918	40	35	brillouin	brillouin	NOUN
fcis-31918	40	36	zone	zone	NOUN
fcis-31918	40	37	.	.	PUNCT
fcis-31918	41	1	the	the	DET
fcis-31918	41	2	first	first	ADJ
fcis-31918	41	3	ten	ten	NUM
fcis-31918	41	4	eigenfrequencies	eigenfrequencie	NOUN
fcis-31918	41	5	ω	ω	NOUN
fcis-31918	41	6	/	/	SYM
fcis-31918	41	7	c(2π	c(2π	NOUN
fcis-31918	41	8	/	/	SYM
fcis-31918	41	9	a	a	NOUN
fcis-31918	41	10	)	)	PUNCT
fcis-31918	41	11	and	and	CCONJ
fcis-31918	41	12	the	the	DET
fcis-31918	41	13	corresponding	corresponding	ADJ
fcis-31918	41	14	electromagnetic	electromagnetic	ADJ
fcis-31918	41	15	field	field	NOUN
fcis-31918	41	16	distribution	distribution	NOUN
fcis-31918	41	17	vectors	vector	NOUN
fcis-31918	41	18	are	be	AUX
fcis-31918	41	19	recorded	record	VERB
fcis-31918	41	20	at	at	ADP
fcis-31918	41	21	each	each	DET
fcis-31918	41	22	k	k	NOUN
fcis-31918	41	23	-	-	NOUN
fcis-31918	41	24	point	point	NOUN
fcis-31918	41	25	.	.	PUNCT
fcis-31918	42	1	subsequently	subsequently	ADV
fcis-31918	42	2	,	,	PUNCT
fcis-31918	42	3	50	50	NUM
fcis-31918	42	4	sets	set	NOUN
fcis-31918	42	5	of	of	ADP
fcis-31918	42	6	.ctl	.ctl	NOUN
fcis-31918	42	7	files	file	NOUN
fcis-31918	42	8	are	be	AUX
fcis-31918	42	9	submitted	submit	VERB
fcis-31918	42	10	via	via	ADP
fcis-31918	42	11	a	a	DET
fcis-31918	42	12	bash	bash	NOUN
fcis-31918	42	13	loop	loop	NOUN
fcis-31918	42	14	,	,	PUNCT
fcis-31918	42	15	with	with	ADP
fcis-31918	42	16	mpb	mpb	NOUN
fcis-31918	42	17	outputs	output	NOUN
fcis-31918	42	18	stored	store	VERB
fcis-31918	42	19	as	as	ADP
fcis-31918	42	20	.dat	.dat	NOUN
fcis-31918	42	21	files	file	NOUN
fcis-31918	42	22	.	.	PUNCT
fcis-31918	43	1	each	each	DET
fcis-31918	43	2	file	file	NOUN
fcis-31918	43	3	contains	contain	VERB
fcis-31918	43	4	:	:	PUNCT
fcis-31918	43	5	(	(	PUNCT
fcis-31918	43	6	1	1	X
fcis-31918	43	7	)	)	PUNCT
fcis-31918	43	8	kx	kx	PROPN
fcis-31918	43	9	,	,	PUNCT
fcis-31918	43	10	ky	ky	PROPN
fcis-31918	43	11	coordinates	coordinate	NOUN
fcis-31918	43	12	;	;	PUNCT
fcis-31918	43	13	(	(	PUNCT
fcis-31918	43	14	2	2	X
fcis-31918	43	15	)	)	PUNCT
fcis-31918	43	16	mode	mode	NOUN
fcis-31918	43	17	polarization	polarization	NOUN
fcis-31918	43	18	labels	label	NOUN
fcis-31918	43	19	;	;	PUNCT
fcis-31918	43	20	(	(	PUNCT
fcis-31918	43	21	3	3	X
fcis-31918	43	22	)	)	PUNCT
fcis-31918	43	23	normalized	normalize	VERB
fcis-31918	43	24	frequencies	frequency	NOUN
fcis-31918	43	25	;	;	PUNCT
fcis-31918	43	26	(	(	PUNCT
fcis-31918	43	27	4	4	X
fcis-31918	43	28	)	)	PUNCT
fcis-31918	43	29	electric	electric	ADJ
fcis-31918	43	30	field	field	NOUN
fcis-31918	43	31	intensity	intensity	NOUN
fcis-31918	43	32	matrix	matrix	NOUN
fcis-31918	43	33	|e|²	|e|²	PROPN
fcis-31918	43	34	.	.	PUNCT
fcis-31918	44	1	finally	finally	ADV
fcis-31918	44	2	,	,	PUNCT
fcis-31918	44	3	preprocessing	preprocessing	NOUN
fcis-31918	44	4	and	and	CCONJ
fcis-31918	44	5	error	error	NOUN
fcis-31918	44	6	calibration	calibration	NOUN
fcis-31918	44	7	are	be	AUX
fcis-31918	44	8	conducted	conduct	VERB
fcis-31918	44	9	.	.	PUNCT
fcis-31918	45	1	the	the	DET
fcis-31918	45	2	original	original	ADJ
fcis-31918	45	3	frequencies	frequency	NOUN
fcis-31918	45	4	are	be	AUX
fcis-31918	45	5	normalized	normalize	VERB
fcis-31918	45	6	by	by	ADP
fcis-31918	45	7	a/2πc	a/2πc	PROPN
fcis-31918	45	8	,	,	PUNCT
fcis-31918	45	9	and	and	CCONJ
fcis-31918	45	10	60	60	NUM
fcis-31918	45	11	systematic	systematic	ADJ
fcis-31918	45	12	errors	error	NOUN
fcis-31918	45	13	are	be	AUX
fcis-31918	45	14	eliminated	eliminate	VERB
fcis-31918	45	15	by	by	ADP
fcis-31918	45	16	aligning	align	VERB
fcis-31918	45	17	with	with	ADP
fcis-31918	45	18	the	the	DET
fcis-31918	45	19	reference	reference	NOUN
fcis-31918	45	20	bandgap	bandgap	NOUN
fcis-31918	45	21	of	of	ADP
fcis-31918	45	22	the	the	DET
fcis-31918	45	23	defect	defect	NOUN
fcis-31918	45	24	-	-	PUNCT
fcis-31918	45	25	free	free	ADJ
fcis-31918	45	26	crystal	crystal	NOUN
fcis-31918	45	27	.	.	PUNCT
fcis-31918	46	1	if	if	SCONJ
fcis-31918	46	2	the	the	DET
fcis-31918	46	3	relative	relative	ADJ
fcis-31918	46	4	error	error	NOUN
fcis-31918	46	5	exceeds	exceed	VERB
fcis-31918	46	6	1	1	NUM
fcis-31918	46	7	%	%	NOUN
fcis-31918	46	8	,	,	PUNCT
fcis-31918	46	9	the	the	DET
fcis-31918	46	10	mpb	mpb	ADJ
fcis-31918	46	11	calculation	calculation	NOUN
fcis-31918	46	12	is	be	AUX
fcis-31918	46	13	automatically	automatically	ADV
fcis-31918	46	14	repeated	repeat	VERB
fcis-31918	46	15	with	with	ADP
fcis-31918	46	16	increased	increase	VERB
fcis-31918	46	17	grid	grid	NOUN
fcis-31918	46	18	resolution	resolution	NOUN
fcis-31918	46	19	.	.	PUNCT
fcis-31918	47	1	3	3	X
fcis-31918	47	2	.	.	X
fcis-31918	47	3	dataset	dataset	ADJ
fcis-31918	47	4	preparation	preparation	NOUN
fcis-31918	47	5	3.1	3.1	NUM
fcis-31918	47	6	.	.	PUNCT
fcis-31918	48	1	photonic	photonic	NOUN
fcis-31918	48	2	crystal	crystal	NOUN
fcis-31918	48	3	energy	energy	NOUN
fcis-31918	48	4	band	band	NOUN
fcis-31918	48	5	characteristics	characteristic	NOUN
fcis-31918	48	6	(	(	PUNCT
fcis-31918	48	7	without	without	ADP
fcis-31918	48	8	defects	defect	NOUN
fcis-31918	48	9	)	)	PUNCT
fcis-31918	48	10	to	to	PART
fcis-31918	48	11	obtain	obtain	VERB
fcis-31918	48	12	the	the	DET
fcis-31918	48	13	energy	energy	NOUN
fcis-31918	48	14	band	band	NOUN
fcis-31918	48	15	structure	structure	NOUN
fcis-31918	48	16	of	of	ADP
fcis-31918	48	17	the	the	DET
fcis-31918	48	18	two	two	NUM
fcis-31918	48	19	-	-	PUNCT
fcis-31918	48	20	dimensional	dimensional	ADJ
fcis-31918	48	21	defect	defect	NOUN
fcis-31918	48	22	-	-	PUNCT
fcis-31918	48	23	free	free	ADJ
fcis-31918	48	24	photonic	photonic	NOUN
fcis-31918	48	25	crystal	crystal	NOUN
fcis-31918	48	26	under	under	ADP
fcis-31918	48	27	te	te	PROPN
fcis-31918	48	28	polarization	polarization	NOUN
fcis-31918	48	29	,	,	PUNCT
fcis-31918	48	30	we	we	PRON
fcis-31918	48	31	employed	employ	VERB
fcis-31918	48	32	the	the	DET
fcis-31918	48	33	open	open	ADJ
fcis-31918	48	34	-	-	PUNCT
fcis-31918	48	35	source	source	NOUN
fcis-31918	48	36	software	software	NOUN
fcis-31918	48	37	mpb	mpb	PROPN
fcis-31918	48	38	(	(	PUNCT
fcis-31918	48	39	mit	mit	NOUN
fcis-31918	48	40	photonicbands	photonicband	NOUN
fcis-31918	48	41	)	)	PUNCT
fcis-31918	48	42	for	for	ADP
fcis-31918	48	43	plane	plane	NOUN
fcis-31918	48	44	wave	wave	NOUN
fcis-31918	48	45	expansion	expansion	NOUN
fcis-31918	48	46	numerical	numerical	PROPN
fcis-31918	48	47	calculations	calculation	NOUN
fcis-31918	48	48	.	.	PUNCT
fcis-31918	49	1	the	the	DET
fcis-31918	49	2	main	main	ADJ
fcis-31918	49	3	aspects	aspect	NOUN
fcis-31918	49	4	of	of	ADP
fcis-31918	49	5	the	the	DET
fcis-31918	49	6	script	script	NOUN
fcis-31918	49	7	are	be	AUX
fcis-31918	49	8	summarized	summarize	VERB
fcis-31918	49	9	as	as	SCONJ
fcis-31918	49	10	follows	follow	VERB
fcis-31918	49	11	.	.	PUNCT
fcis-31918	50	1	3.1.1	3.1.1	X
fcis-31918	50	2	.	.	PUNCT
fcis-31918	50	3	lattice	lattice	NOUN
fcis-31918	50	4	and	and	CCONJ
fcis-31918	50	5	computational	computational	ADJ
fcis-31918	50	6	supercell	supercell	NOUN
fcis-31918	50	7	:	:	PUNCT
fcis-31918	50	8	•	•	ADP
fcis-31918	50	9	the	the	DET
fcis-31918	50	10	geometry	geometry	NOUN
fcis-31918	50	11	-	-	PUNCT
fcis-31918	50	12	lattice	lattice	NOUN
fcis-31918	50	13	statement	statement	NOUN
fcis-31918	50	14	defines	define	VERB
fcis-31918	50	15	the	the	DET
fcis-31918	50	16	twodimensional	twodimensional	ADJ
fcis-31918	50	17	planar	planar	ADJ
fcis-31918	50	18	lattice	lattice	NOUN
fcis-31918	50	19	.	.	PUNCT
fcis-31918	51	1	in	in	ADP
fcis-31918	51	2	the	the	DET
fcis-31918	51	3	script	script	NOUN
fcis-31918	51	4	,	,	PUNCT
fcis-31918	51	5	basis1	basis1	X
fcis-31918	51	6	=	=	SYM
fcis-31918	51	7	(	(	PUNCT
fcis-31918	51	8	√3/2	√3/2	PROPN
fcis-31918	51	9	,	,	PUNCT
fcis-31918	51	10	0.5	0.5	NUM
fcis-31918	51	11	)	)	PUNCT
fcis-31918	51	12	and	and	CCONJ
fcis-31918	51	13	basis2	basis2	NOUN
fcis-31918	52	1	=	=	PUNCT
fcis-31918	52	2	(	(	PUNCT
fcis-31918	52	3	√3/2	√3/2	PROPN
fcis-31918	52	4	,	,	PUNCT
fcis-31918	52	5	0.5	0.5	NUM
fcis-31918	52	6	)	)	PUNCT
fcis-31918	52	7	are	be	AUX
fcis-31918	52	8	parallel	parallel	ADJ
fcis-31918	52	9	to	to	ADP
fcis-31918	52	10	each	each	DET
fcis-31918	52	11	other	other	ADJ
fcis-31918	52	12	,	,	PUNCT
fcis-31918	52	13	corresponding	correspond	VERB
fcis-31918	52	14	to	to	ADP
fcis-31918	52	15	a	a	DET
fcis-31918	52	16	triangular	triangular	NOUN
fcis-31918	52	17	(	(	PUNCT
fcis-31918	52	18	equivalent	equivalent	ADJ
fcis-31918	52	19	hexagonal	hexagonal	ADJ
fcis-31918	52	20	)	)	PUNCT
fcis-31918	52	21	lattice	lattice	NOUN
fcis-31918	52	22	with	with	ADP
fcis-31918	52	23	period	period	NOUN
fcis-31918	52	24	a	a	DET
fcis-31918	52	25	=	=	NOUN
fcis-31918	52	26	1	1	NUM
fcis-31918	52	27	;	;	PUNCT
fcis-31918	52	28	set	set	VERB
fcis-31918	52	29	to	to	PART
fcis-31918	52	30	be	be	AUX
fcis-31918	52	31	infinitely	infinitely	ADV
fcis-31918	52	32	long	long	ADJ
fcis-31918	52	33	in	in	ADP
fcis-31918	52	34	the	the	DET
fcis-31918	52	35	z	z	NOUN
fcis-31918	52	36	-	-	PUNCT
fcis-31918	52	37	direction	direction	NOUN
fcis-31918	52	38	(	(	PUNCT
fcis-31918	52	39	height	height	NOUN
fcis-31918	52	40	=	=	SYM
fcis-31918	52	41	infinity	infinity	NOUN
fcis-31918	52	42	)	)	PUNCT
fcis-31918	52	43	;	;	PUNCT
fcis-31918	52	44	therefore	therefore	ADV
fcis-31918	52	45	,	,	PUNCT
fcis-31918	52	46	this	this	DET
fcis-31918	52	47	study	study	NOUN
fcis-31918	52	48	focuses	focus	VERB
fcis-31918	52	49	on	on	ADP
fcis-31918	52	50	strictly	strictly	ADV
fcis-31918	52	51	two	two	NUM
fcis-31918	52	52	-	-	PUNCT
fcis-31918	52	53	dimensional	dimensional	ADJ
fcis-31918	52	54	structures	structure	NOUN
fcis-31918	52	55	.	.	PUNCT
fcis-31918	53	1	•	•	NUM
fcis-31918	53	2	the	the	DET
fcis-31918	53	3	size	size	NOUN
fcis-31918	53	4	is	be	AUX
fcis-31918	53	5	set	set	VERB
fcis-31918	53	6	to	to	ADP
fcis-31918	53	7	(	(	PUNCT
fcis-31918	53	8	5	5	NUM
fcis-31918	53	9	,	,	PUNCT
fcis-31918	53	10	5	5	NUM
fcis-31918	53	11	,	,	PUNCT
fcis-31918	53	12	no	no	DET
fcis-31918	53	13	-	-	PUNCT
fcis-31918	53	14	size	size	NOUN
fcis-31918	53	15	)	)	PUNCT
fcis-31918	53	16	,	,	PUNCT
fcis-31918	53	17	indicating	indicate	VERB
fcis-31918	53	18	that	that	SCONJ
fcis-31918	53	19	numerical	numerical	ADJ
fcis-31918	53	20	calculations	calculation	NOUN
fcis-31918	53	21	are	be	AUX
fcis-31918	53	22	conducted	conduct	VERB
fcis-31918	53	23	only	only	ADV
fcis-31918	53	24	within	within	ADP
fcis-31918	53	25	a	a	DET
fcis-31918	53	26	single	single	ADJ
fcis-31918	53	27	unit	unit	NOUN
fcis-31918	53	28	cell	cell	NOUN
fcis-31918	53	29	,	,	PUNCT
fcis-31918	53	30	with	with	ADP
fcis-31918	53	31	periodic	periodic	ADJ
fcis-31918	53	32	extension	extension	NOUN
fcis-31918	53	33	in	in	ADP
fcis-31918	53	34	the	the	DET
fcis-31918	53	35	x	x	PROPN
fcis-31918	53	36	–	–	PUNCT
fcis-31918	53	37	y	y	PROPN
fcis-31918	53	38	plane	plane	NOUN
fcis-31918	53	39	and	and	CCONJ
fcis-31918	53	40	an	an	DET
fcis-31918	53	41	analytical	analytical	ADJ
fcis-31918	53	42	plane	plane	NOUN
fcis-31918	53	43	wave	wave	NOUN
fcis-31918	53	44	expansion	expansion	NOUN
fcis-31918	53	45	applied	apply	VERB
fcis-31918	53	46	in	in	ADP
fcis-31918	53	47	the	the	DET
fcis-31918	53	48	z	z	NOUN
fcis-31918	53	49	-	-	PUNCT
fcis-31918	53	50	direction[11	direction[11	NOUN
fcis-31918	53	51	]	]	PUNCT
fcis-31918	53	52	.	.	PUNCT
fcis-31918	54	1	3.1.2	3.1.2	X
fcis-31918	54	2	.	.	PUNCT
fcis-31918	54	3	material	material	NOUN
fcis-31918	54	4	parameters	parameter	NOUN
fcis-31918	54	5	and	and	CCONJ
fcis-31918	54	6	geometric	geometric	ADJ
fcis-31918	54	7	components	component	NOUN
fcis-31918	54	8	:	:	PUNCT
fcis-31918	54	9	•	•	ADP
fcis-31918	54	10	the	the	DET
fcis-31918	54	11	default	default	NOUN
fcis-31918	54	12	material	material	NOUN
fcis-31918	54	13	is	be	AUX
fcis-31918	54	14	set	set	VERB
fcis-31918	54	15	as	as	ADP
fcis-31918	54	16	a	a	DET
fcis-31918	54	17	homogeneous	homogeneous	ADJ
fcis-31918	54	18	medium	medium	NOUN
fcis-31918	54	19	with	with	ADP
fcis-31918	54	20	a	a	DET
fcis-31918	54	21	relative	relative	ADJ
fcis-31918	54	22	permittivity	permittivity	NOUN
fcis-31918	54	23	ε	ε	PROPN
fcis-31918	54	24	=	=	SYM
fcis-31918	54	25	12	12	NUM
fcis-31918	54	26	,	,	PUNCT
fcis-31918	54	27	corresponding	correspond	VERB
fcis-31918	54	28	to	to	ADP
fcis-31918	54	29	high	high	ADJ
fcis-31918	54	30	refractive	refractive	ADJ
fcis-31918	54	31	index	index	NOUN
fcis-31918	54	32	materials	material	NOUN
fcis-31918	54	33	such	such	ADJ
fcis-31918	54	34	as	as	ADP
fcis-31918	54	35	gaas	gaas	NOUN
fcis-31918	54	36	.	.	PUNCT
fcis-31918	55	1	•	•	NUM
fcis-31918	55	2	a	a	DET
fcis-31918	55	3	cylinder	cylinder	NOUN
fcis-31918	55	4	with	with	ADP
fcis-31918	55	5	radius	radius	NOUN
fcis-31918	55	6	=	=	PUNCT
fcis-31918	55	7	0.2a	0.2a	PROPN
fcis-31918	55	8	is	be	AUX
fcis-31918	55	9	added	add	VERB
fcis-31918	55	10	in	in	ADP
fcis-31918	55	11	the	the	DET
fcis-31918	55	12	geometry	geometry	NOUN
fcis-31918	55	13	,	,	PUNCT
fcis-31918	55	14	with	with	SCONJ
fcis-31918	55	15	the	the	DET
fcis-31918	55	16	material	material	NOUN
fcis-31918	55	17	specified	specify	VERB
fcis-31918	55	18	as	as	ADP
fcis-31918	55	19	air	air	NOUN
fcis-31918	55	20	,	,	PUNCT
fcis-31918	55	21	representing	represent	VERB
fcis-31918	55	22	cylindrical	cylindrical	ADJ
fcis-31918	55	23	air	air	NOUN
fcis-31918	55	24	holes	hole	NOUN
fcis-31918	55	25	etched	etch	VERB
fcis-31918	55	26	into	into	ADP
fcis-31918	55	27	a	a	DET
fcis-31918	55	28	high	high	ADJ
fcis-31918	55	29	dielectric	dielectric	ADJ
fcis-31918	55	30	constant	constant	ADJ
fcis-31918	55	31	background	background	NOUN
fcis-31918	55	32	.	.	PUNCT
fcis-31918	56	1	since	since	SCONJ
fcis-31918	56	2	height	height	NOUN
fcis-31918	56	3	=	=	NOUN
fcis-31918	56	4	infinity	infinity	NOUN
fcis-31918	56	5	,	,	PUNCT
fcis-31918	56	6	the	the	DET
fcis-31918	56	7	air	air	NOUN
fcis-31918	56	8	columns	column	NOUN
fcis-31918	56	9	extend	extend	VERB
fcis-31918	56	10	infinitely	infinitely	ADV
fcis-31918	56	11	in	in	ADP
fcis-31918	56	12	the	the	DET
fcis-31918	56	13	zdirection	zdirection	NOUN
fcis-31918	56	14	,	,	PUNCT
fcis-31918	56	15	forming	form	VERB
fcis-31918	56	16	a	a	DET
fcis-31918	56	17	two	two	NUM
fcis-31918	56	18	-	-	PUNCT
fcis-31918	56	19	dimensional	dimensional	ADJ
fcis-31918	56	20	air	air	NOUN
fcis-31918	56	21	-	-	PUNCT
fcis-31918	56	22	hole	hole	NOUN
fcis-31918	56	23	photonic	photonic	NOUN
fcis-31918	56	24	crystal	crystal	NOUN
fcis-31918	56	25	.	.	PUNCT
fcis-31918	57	1	•	•	NUM
fcis-31918	57	2	the	the	DET
fcis-31918	57	3	subsequent	subsequent	ADJ
fcis-31918	57	4	append	append	NOUN
fcis-31918	57	5	statement	statement	NOUN
fcis-31918	57	6	reserves	reserve	NOUN
fcis-31918	57	7	an	an	DET
fcis-31918	57	8	adjustable	adjustable	ADJ
fcis-31918	57	9	parameter	parameter	NOUN
fcis-31918	57	10	r	r	NOUN
fcis-31918	57	11	,	,	PUNCT
fcis-31918	57	12	which	which	PRON
fcis-31918	57	13	is	be	AUX
fcis-31918	57	14	used	use	VERB
fcis-31918	57	15	to	to	PART
fcis-31918	57	16	vary	vary	VERB
fcis-31918	57	17	the	the	DET
fcis-31918	57	18	air	air	NOUN
fcis-31918	57	19	-	-	PUNCT
fcis-31918	57	20	hole	hole	NOUN
fcis-31918	57	21	radius	radius	NOUN
fcis-31918	57	22	during	during	ADP
fcis-31918	57	23	subsequent	subsequent	ADJ
fcis-31918	57	24	parameter	parameter	NOUN
fcis-31918	57	25	scans	scan	NOUN
fcis-31918	57	26	.	.	PUNCT
fcis-31918	58	1	3.1.3	3.1.3	NUM
fcis-31918	58	2	.	.	PUNCT
fcis-31918	58	3	calculation	calculation	NOUN
fcis-31918	58	4	settings	setting	NOUN
fcis-31918	58	5	:	:	PUNCT
fcis-31918	58	6	•	•	NUM
fcis-31918	58	7	num	num	ADJ
fcis-31918	58	8	-	-	PUNCT
fcis-31918	58	9	bands	band	NOUN
fcis-31918	58	10	=	=	SYM
fcis-31918	58	11	50	50	NUM
fcis-31918	58	12	:	:	PUNCT
fcis-31918	58	13	calculate	calculate	VERB
fcis-31918	58	14	50	50	NUM
fcis-31918	58	15	eigenfrequencies	eigenfrequencie	NOUN
fcis-31918	58	16	for	for	ADP
fcis-31918	58	17	each	each	DET
fcis-31918	58	18	k	k	NOUN
fcis-31918	58	19	-	-	NOUN
fcis-31918	58	20	point	point	NOUN
fcis-31918	58	21	,	,	PUNCT
fcis-31918	58	22	covering	cover	VERB
fcis-31918	58	23	the	the	DET
fcis-31918	58	24	first	first	ADJ
fcis-31918	58	25	several	several	ADJ
fcis-31918	58	26	energy	energy	NOUN
fcis-31918	58	27	bands	band	NOUN
fcis-31918	58	28	required	require	VERB
fcis-31918	58	29	for	for	ADP
fcis-31918	58	30	engineering	engineering	NOUN
fcis-31918	58	31	applications	application	NOUN
fcis-31918	58	32	.	.	PUNCT
fcis-31918	59	1	•	•	NUM
fcis-31918	59	2	resolution	resolution	NOUN
fcis-31918	59	3	=	=	NOUN
fcis-31918	59	4	16	16	NUM
fcis-31918	59	5	:	:	PUNCT
fcis-31918	59	6	sample	sample	NOUN
fcis-31918	59	7	16×16×1	16×16×1	NUM
fcis-31918	59	8	plane	plane	NOUN
fcis-31918	59	9	wave	wave	NOUN
fcis-31918	59	10	components	component	NOUN
fcis-31918	59	11	per	per	ADP
fcis-31918	59	12	lattice	lattice	NOUN
fcis-31918	59	13	constant	constant	ADJ
fcis-31918	59	14	a	a	PRON
fcis-31918	59	15	;	;	PUNCT
fcis-31918	59	16	tests	test	NOUN
fcis-31918	59	17	have	have	AUX
fcis-31918	59	18	confirmed	confirm	VERB
fcis-31918	59	19	this	this	PRON
fcis-31918	59	20	ensures	ensure	VERB
fcis-31918	59	21	frequency	frequency	NOUN
fcis-31918	59	22	convergence	convergence	NOUN
fcis-31918	59	23	accuracy	accuracy	NOUN
fcis-31918	59	24	within	within	ADP
fcis-31918	59	25	1	1	NUM
fcis-31918	59	26	%	%	NOUN
fcis-31918	59	27	.	.	PUNCT
fcis-31918	60	1	•	•	NUM
fcis-31918	61	1	k	k	NOUN
fcis-31918	61	2	-	-	PUNCT
fcis-31918	61	3	points	point	NOUN
fcis-31918	61	4	:	:	PUNCT
fcis-31918	61	5	interpolate	interpolate	NOUN
fcis-31918	61	6	to	to	PART
fcis-31918	61	7	generate	generate	VERB
fcis-31918	61	8	10	10	NUM
fcis-31918	61	9	equidistant	equidistant	ADJ
fcis-31918	61	10	k	k	NOUN
fcis-31918	61	11	-	-	PUNCT
fcis-31918	61	12	points	point	NOUN
fcis-31918	61	13	from	from	ADP
fcis-31918	61	14	γ(0,0	γ(0,0	NOUN
fcis-31918	61	15	)	)	PUNCT
fcis-31918	61	16	to	to	ADP
fcis-31918	61	17	k′(0.5	k′(0.5	PROPN
fcis-31918	61	18	,	,	PUNCT
fcis-31918	61	19	0	0	NUM
fcis-31918	61	20	,	,	PUNCT
fcis-31918	61	21	0	0	NUM
fcis-31918	61	22	)	)	PUNCT
fcis-31918	61	23	.	.	PUNCT
fcis-31918	62	1	unlike	unlike	ADP
fcis-31918	62	2	the	the	DET
fcis-31918	62	3	commonly	commonly	ADV
fcis-31918	62	4	used	use	VERB
fcis-31918	62	5	γ	γ	PROPN
fcis-31918	62	6	–	–	PUNCT
fcis-31918	62	7	k	k	X
fcis-31918	62	8	–	–	PUNCT
fcis-31918	62	9	m	m	NUM
fcis-31918	62	10	–	–	PUNCT
fcis-31918	62	11	γ	γ	NOUN
fcis-31918	62	12	path	path	NOUN
fcis-31918	62	13	,	,	PUNCT
fcis-31918	62	14	only	only	ADV
fcis-31918	62	15	the	the	DET
fcis-31918	62	16	γ	γ	PROPN
fcis-31918	62	17	–	–	PUNCT
fcis-31918	62	18	k′	k′	PROPN
fcis-31918	62	19	segment	segment	NOUN
fcis-31918	62	20	is	be	AUX
fcis-31918	62	21	selected	select	VERB
fcis-31918	62	22	here	here	ADV
fcis-31918	62	23	because	because	SCONJ
fcis-31918	62	24	,	,	PUNCT
fcis-31918	62	25	in	in	ADP
fcis-31918	62	26	defect	defect	ADJ
fcis-31918	62	27	engineering	engineering	NOUN
fcis-31918	62	28	,	,	PUNCT
fcis-31918	62	29	the	the	DET
fcis-31918	62	30	minimal	minimal	ADJ
fcis-31918	62	31	bandgap	bandgap	NOUN
fcis-31918	62	32	often	often	ADV
fcis-31918	62	33	first	first	ADV
fcis-31918	62	34	appears	appear	VERB
fcis-31918	62	35	along	along	ADP
fcis-31918	62	36	this	this	DET
fcis-31918	62	37	direction	direction	NOUN
fcis-31918	62	38	.	.	PUNCT
fcis-31918	63	1	•	•	NUM
fcis-31918	63	2	the	the	DET
fcis-31918	63	3	run	run	VERB
fcis-31918	63	4	-	-	PUNCT
fcis-31918	63	5	te	te	ADP
fcis-31918	63	6	command	command	NOUN
fcis-31918	63	7	solves	solve	NOUN
fcis-31918	63	8	only	only	ADV
fcis-31918	63	9	the	the	DET
fcis-31918	63	10	te	te	PROPN
fcis-31918	63	11	mode	mode	NOUN
fcis-31918	63	12	of	of	ADP
fcis-31918	63	13	the	the	DET
fcis-31918	63	14	electric	electric	ADJ
fcis-31918	63	15	field	field	NOUN
fcis-31918	63	16	along	along	ADP
fcis-31918	63	17	the	the	DET
fcis-31918	63	18	z	z	NOUN
fcis-31918	63	19	-	-	PUNCT
fcis-31918	63	20	direction	direction	NOUN
fcis-31918	63	21	,	,	PUNCT
fcis-31918	63	22	consistent	consistent	ADJ
fcis-31918	63	23	with	with	ADP
fcis-31918	63	24	the	the	DET
fcis-31918	63	25	physical	physical	ADJ
fcis-31918	63	26	characteristics	characteristic	NOUN
fcis-31918	63	27	of	of	ADP
fcis-31918	63	28	the	the	DET
fcis-31918	63	29	two	two	NUM
fcis-31918	63	30	-	-	PUNCT
fcis-31918	63	31	dimensional	dimensional	ADJ
fcis-31918	63	32	air	air	NOUN
fcis-31918	63	33	-	-	PUNCT
fcis-31918	63	34	hole	hole	NOUN
fcis-31918	63	35	photonic	photonic	NOUN
fcis-31918	63	36	crystal	crystal	NOUN
fcis-31918	63	37	.	.	PUNCT
fcis-31918	64	1	the	the	DET
fcis-31918	64	2	shaded	shaded	ADJ
fcis-31918	64	3	region	region	NOUN
fcis-31918	64	4	indicates	indicate	VERB
fcis-31918	64	5	one	one	NUM
fcis-31918	64	6	of	of	ADP
fcis-31918	64	7	the	the	DET
fcis-31918	64	8	bandgaps	bandgap	NOUN
fcis-31918	64	9	.	.	PUNCT
fcis-31918	65	1	the	the	DET
fcis-31918	65	2	photonic	photonic	PROPN
fcis-31918	65	3	crystal	crystal	NOUN
fcis-31918	65	4	composed	compose	VERB
fcis-31918	65	5	of	of	ADP
fcis-31918	65	6	a	a	DET
fcis-31918	65	7	two	two	NUM
fcis-31918	65	8	-	-	PUNCT
fcis-31918	65	9	dimensional	dimensional	ADJ
fcis-31918	65	10	triangular	triangular	NOUN
fcis-31918	65	11	lattice	lattice	NOUN
fcis-31918	65	12	of	of	ADP
fcis-31918	65	13	air	air	NOUN
fcis-31918	65	14	holes	hole	NOUN
fcis-31918	65	15	in	in	ADP
fcis-31918	65	16	a	a	DET
fcis-31918	65	17	dielectric	dielectric	ADJ
fcis-31918	65	18	background	background	NOUN
fcis-31918	65	19	exhibits	exhibit	VERB
fcis-31918	65	20	multiple	multiple	ADJ
fcis-31918	65	21	bandgap	bandgap	NOUN
fcis-31918	65	22	characteristics	characteristic	NOUN
fcis-31918	65	23	,	,	PUNCT
fcis-31918	65	24	as	as	SCONJ
fcis-31918	65	25	shown	show	VERB
fcis-31918	65	26	in	in	ADP
fcis-31918	65	27	figure	figure	NOUN
fcis-31918	65	28	3	3	NUM
fcis-31918	65	29	.	.	PUNCT
fcis-31918	65	30	using	use	VERB
fcis-31918	65	31	the	the	DET
fcis-31918	65	32	above	above	ADJ
fcis-31918	65	33	configuration	configuration	NOUN
fcis-31918	65	34	,	,	PUNCT
fcis-31918	65	35	50	50	NUM
fcis-31918	65	36	eigenfrequencies	eigenfrequencie	NOUN
fcis-31918	65	37	of	of	ADP
fcis-31918	65	38	the	the	DET
fcis-31918	65	39	te	te	PROPN
fcis-31918	65	40	mode	mode	NOUN
fcis-31918	65	41	along	along	ADP
fcis-31918	65	42	the	the	DET
fcis-31918	65	43	γ	γ	X
fcis-31918	65	44	–	–	PUNCT
fcis-31918	65	45	k′	k′	PROPN
fcis-31918	65	46	direction	direction	NOUN
fcis-31918	65	47	is	be	AUX
fcis-31918	65	48	obtained	obtain	VERB
fcis-31918	65	49	.	.	PUNCT
fcis-31918	66	1	parameter	parameter	PROPN
fcis-31918	66	2	scans	scan	NOUN
fcis-31918	66	3	for	for	ADP
fcis-31918	66	4	different	different	ADJ
fcis-31918	66	5	r	r	NOUN
fcis-31918	66	6	/	/	SYM
fcis-31918	66	7	a	a	DET
fcis-31918	66	8	values	value	NOUN
fcis-31918	66	9	show	show	VERB
fcis-31918	66	10	that	that	SCONJ
fcis-31918	66	11	when	when	SCONJ
fcis-31918	66	12	r	r	NOUN
fcis-31918	66	13	/	/	SYM
fcis-31918	66	14	a	a	DET
fcis-31918	66	15	≈	≈	PROPN
fcis-31918	66	16	0.18–0.22	0.18–0.22	NOUN
fcis-31918	66	17	,	,	PUNCT
fcis-31918	66	18	a	a	DET
fcis-31918	66	19	complete	complete	ADJ
fcis-31918	66	20	bandgap	bandgap	NOUN
fcis-31918	66	21	emerges	emerge	VERB
fcis-31918	66	22	between	between	ADP
fcis-31918	66	23	the	the	DET
fcis-31918	66	24	2nd	2nd	ADJ
fcis-31918	66	25	and	and	CCONJ
fcis-31918	66	26	3rd	3rd	ADJ
fcis-31918	66	27	energy	energy	NOUN
fcis-31918	66	28	bands	band	NOUN
fcis-31918	66	29	,	,	PUNCT
fcis-31918	66	30	with	with	ADP
fcis-31918	66	31	a	a	DET
fcis-31918	66	32	bandgap	bandgap	NOUN
fcis-31918	66	33	width	width	NOUN
fcis-31918	66	34	reaching	reach	VERB
fcis-31918	66	35	up	up	ADP
fcis-31918	66	36	to	to	PART
fcis-31918	66	37	17	17	NUM
fcis-31918	66	38	%	%	NOUN
fcis-31918	66	39	(	(	PUNCT
fcis-31918	66	40	normalized	normalize	VERB
fcis-31918	66	41	by	by	ADP
fcis-31918	66	42	a	a	DET
fcis-31918	66	43	/	/	SYM
fcis-31918	66	44	λ	λ	NOUN
fcis-31918	66	45	)	)	PUNCT
fcis-31918	66	46	.	.	PUNCT
fcis-31918	67	1	this	this	DET
fcis-31918	67	2	result	result	NOUN
fcis-31918	67	3	is	be	AUX
fcis-31918	67	4	highly	highly	ADV
fcis-31918	67	5	consistent	consistent	ADJ
fcis-31918	67	6	with	with	ADP
fcis-31918	67	7	the	the	DET
fcis-31918	67	8	classical	classical	ADJ
fcis-31918	67	9	triangular	triangular	NOUN
fcis-31918	67	10	lattice	lattice	NOUN
fcis-31918	67	11	air	air	NOUN
fcis-31918	67	12	-	-	PUNCT
fcis-31918	67	13	hole	hole	NOUN
fcis-31918	67	14	photonic	photonic	NOUN
fcis-31918	67	15	crystal	crystal	NOUN
fcis-31918	67	16	findings	finding	NOUN
fcis-31918	67	17	reported	report	VERB
fcis-31918	67	18	in	in	ADP
fcis-31918	67	19	the	the	DET
fcis-31918	67	20	literature	literature	NOUN
fcis-31918	67	21	,	,	PUNCT
fcis-31918	67	22	confirming	confirm	VERB
fcis-31918	67	23	the	the	DET
fcis-31918	67	24	reliability	reliability	NOUN
fcis-31918	67	25	of	of	ADP
fcis-31918	67	26	the	the	DET
fcis-31918	67	27	model	model	NOUN
fcis-31918	67	28	and	and	CCONJ
fcis-31918	67	29	numerical	numerical	ADJ
fcis-31918	67	30	method	method	NOUN
fcis-31918	67	31	.	.	PUNCT
fcis-31918	68	1	subsequent	subsequent	ADJ
fcis-31918	68	2	work	work	NOUN
fcis-31918	68	3	will	will	AUX
fcis-31918	68	4	further	far	ADV
fcis-31918	68	5	introduce	introduce	VERB
fcis-31918	68	6	defects	defect	NOUN
fcis-31918	68	7	on	on	ADP
fcis-31918	68	8	this	this	DET
fcis-31918	68	9	basis	basis	NOUN
fcis-31918	68	10	to	to	PART
fcis-31918	68	11	construct	construct	VERB
fcis-31918	68	12	waveguide	waveguide	ADJ
fcis-31918	68	13	and	and	CCONJ
fcis-31918	68	14	nanocavity	nanocavity	NOUN
fcis-31918	68	15	structures	structure	NOUN
fcis-31918	68	16	.	.	PUNCT
fcis-31918	69	1	figure	figure	VERB
fcis-31918	69	2	3	3	NUM
fcis-31918	69	3	.	.	PROPN
fcis-31918	69	4	illustrates	illustrate	VERB
fcis-31918	69	5	that	that	SCONJ
fcis-31918	69	6	the	the	DET
fcis-31918	69	7	two	two	NUM
fcis-31918	69	8	-	-	PUNCT
fcis-31918	69	9	dimensional	dimensional	ADJ
fcis-31918	69	10	air	air	NOUN
fcis-31918	69	11	-	-	PUNCT
fcis-31918	69	12	hole	hole	NOUN
fcis-31918	69	13	triangular	triangular	NOUN
fcis-31918	69	14	lattice	lattice	NOUN
fcis-31918	69	15	photonic	photonic	NOUN
fcis-31918	69	16	crystal	crystal	NOUN
fcis-31918	69	17	in	in	ADP
fcis-31918	69	18	a	a	DET
fcis-31918	69	19	dielectric	dielectric	ADJ
fcis-31918	69	20	background	background	NOUN
fcis-31918	69	21	exhibits	exhibit	VERB
fcis-31918	69	22	multiple	multiple	ADJ
fcis-31918	69	23	bandgap	bandgap	NOUN
fcis-31918	69	24	features	feature	NOUN
fcis-31918	69	25	.	.	PUNCT
fcis-31918	70	1	3.2	3.2	NUM
fcis-31918	70	2	.	.	PUNCT
fcis-31918	71	1	photonic	photonic	NOUN
fcis-31918	71	2	crystal	crystal	NOUN
fcis-31918	71	3	energy	energy	NOUN
fcis-31918	71	4	band	band	NOUN
fcis-31918	71	5	characteristics	characteristic	NOUN
fcis-31918	71	6	(	(	PUNCT
fcis-31918	71	7	with	with	ADP
fcis-31918	71	8	microcavity	microcavity	NOUN
fcis-31918	71	9	)	)	PUNCT
fcis-31918	71	10	after	after	ADP
fcis-31918	71	11	obtaining	obtain	VERB
fcis-31918	71	12	the	the	DET
fcis-31918	71	13	energy	energy	NOUN
fcis-31918	71	14	band	band	NOUN
fcis-31918	71	15	of	of	ADP
fcis-31918	71	16	the	the	DET
fcis-31918	71	17	ideal	ideal	ADJ
fcis-31918	71	18	twodimensional	twodimensional	PROPN
fcis-31918	71	19	triangular	triangular	NOUN
fcis-31918	71	20	lattice	lattice	NOUN
fcis-31918	71	21	air	air	NOUN
fcis-31918	71	22	-	-	PUNCT
fcis-31918	71	23	hole	hole	NOUN
fcis-31918	71	24	photonic	photonic	NOUN
fcis-31918	71	25	crystal	crystal	NOUN
fcis-31918	71	26	,	,	PUNCT
fcis-31918	71	27	we	we	PRON
fcis-31918	71	28	further	far	ADV
fcis-31918	71	29	introduce	introduce	VERB
fcis-31918	71	30	a	a	DET
fcis-31918	71	31	size	size	NOUN
fcis-31918	71	32	-	-	PUNCT
fcis-31918	71	33	tunable	tunable	NOUN
fcis-31918	71	34	point	point	NOUN
fcis-31918	71	35	defect	defect	NOUN
fcis-31918	71	36	at	at	ADP
fcis-31918	71	37	the	the	DET
fcis-31918	71	38	lattice	lattice	PROPN
fcis-31918	71	39	center	center	NOUN
fcis-31918	71	40	to	to	PART
fcis-31918	71	41	form	form	VERB
fcis-31918	71	42	a	a	DET
fcis-31918	71	43	localized	localized	ADJ
fcis-31918	71	44	microcavity	microcavity	NOUN
fcis-31918	71	45	and	and	CCONJ
fcis-31918	71	46	investigate	investigate	VERB
fcis-31918	71	47	the	the	DET
fcis-31918	71	48	variation	variation	NOUN
fcis-31918	71	49	of	of	ADP
fcis-31918	71	50	its	its	PRON
fcis-31918	71	51	eigenmodes	eigenmode	NOUN
fcis-31918	71	52	with	with	ADP
fcis-31918	71	53	geometric	geometric	ADJ
fcis-31918	71	54	parameters	parameter	NOUN
fcis-31918	71	55	.	.	PUNCT
fcis-31918	72	1	the	the	DET
fcis-31918	72	2	main	main	ADJ
fcis-31918	72	3	aspects	aspect	NOUN
fcis-31918	72	4	of	of	ADP
fcis-31918	72	5	the	the	DET
fcis-31918	72	6	complete	complete	ADJ
fcis-31918	72	7	mpb	mpb	PROPN
fcis-31918	72	8	modeling	modeling	NOUN
fcis-31918	72	9	script	script	NOUN
fcis-31918	72	10	are	be	AUX
fcis-31918	72	11	summarized	summarize	VERB
fcis-31918	72	12	as	as	SCONJ
fcis-31918	72	13	follows	follow	VERB
fcis-31918	72	14	.	.	PUNCT
fcis-31918	73	1	3.2.1	3.2.1	X
fcis-31918	73	2	.	.	PUNCT
fcis-31918	73	3	supercell	supercell	NOUN
fcis-31918	73	4	and	and	CCONJ
fcis-31918	73	5	boundary	boundary	ADJ
fcis-31918	73	6	conditions	condition	NOUN
fcis-31918	73	7	:	:	PUNCT
fcis-31918	73	8	•	•	NUM
fcis-31918	73	9	geometry	geometry	NOUN
fcis-31918	73	10	-	-	PUNCT
fcis-31918	73	11	lattice	lattice	PROPN
fcis-31918	73	12	:	:	PUNCT
fcis-31918	73	13	the	the	DET
fcis-31918	73	14	triangular	triangular	NOUN
fcis-31918	73	15	(	(	PUNCT
fcis-31918	73	16	hexagonal	hexagonal	ADJ
fcis-31918	73	17	)	)	PUNCT
fcis-31918	73	18	lattice	lattice	NOUN
fcis-31918	73	19	with	with	ADP
fcis-31918	73	20	a=1	a=1	PROPN
fcis-31918	73	21	is	be	AUX
fcis-31918	73	22	still	still	ADV
fcis-31918	73	23	used	use	VERB
fcis-31918	73	24	,	,	PUNCT
fcis-31918	73	25	but	but	CCONJ
fcis-31918	73	26	the	the	DET
fcis-31918	73	27	size	size	NOUN
fcis-31918	73	28	is	be	AUX
fcis-31918	73	29	set	set	VERB
fcis-31918	73	30	to	to	ADP
fcis-31918	73	31	(	(	PUNCT
fcis-31918	73	32	5	5	NUM
fcis-31918	73	33	,	,	PUNCT
fcis-31918	73	34	5	5	NUM
fcis-31918	73	35	,	,	PUNCT
fcis-31918	73	36	no	no	DET
fcis-31918	73	37	-	-	PUNCT
fcis-31918	73	38	size	size	NOUN
fcis-31918	73	39	)	)	PUNCT
fcis-31918	73	40	.	.	PUNCT
fcis-31918	74	1	this	this	PRON
fcis-31918	74	2	indicates	indicate	VERB
fcis-31918	74	3	that	that	SCONJ
fcis-31918	74	4	the	the	DET
fcis-31918	74	5	computational	computational	ADJ
fcis-31918	74	6	domain	domain	NOUN
fcis-31918	74	7	comprises	comprise	VERB
fcis-31918	74	8	a	a	DET
fcis-31918	74	9	5×5	5×5	NUM
fcis-31918	74	10	array	array	NOUN
fcis-31918	74	11	of	of	ADP
fcis-31918	74	12	unit	unit	NOUN
fcis-31918	74	13	cells	cell	NOUN
fcis-31918	74	14	,	,	PUNCT
fcis-31918	74	15	supplemented	supplement	VERB
fcis-31918	74	16	by	by	ADP
fcis-31918	74	17	periodic	periodic	ADJ
fcis-31918	74	18	boundary	boundary	ADJ
fcis-31918	74	19	conditions	condition	NOUN
fcis-31918	74	20	,	,	PUNCT
fcis-31918	74	21	implementing	implement	VERB
fcis-31918	74	22	the	the	DET
fcis-31918	74	23	commonly	commonly	ADV
fcis-31918	74	24	used	use	VERB
fcis-31918	74	25	“	"	PUNCT
fcis-31918	74	26	super	super	ADJ
fcis-31918	74	27	-	-	ADJ
fcis-31918	74	28	cell	cell	ADJ
fcis-31918	74	29	”	"	PUNCT
fcis-31918	74	30	approach	approach	NOUN
fcis-31918	74	31	.	.	PUNCT
fcis-31918	75	1	a	a	DET
fcis-31918	75	2	spacing	spacing	NOUN
fcis-31918	75	3	of	of	ADP
fcis-31918	75	4	5a	5a	NUM
fcis-31918	75	5	is	be	AUX
fcis-31918	75	6	sufficient	sufficient	ADJ
fcis-31918	75	7	to	to	PART
fcis-31918	75	8	eliminate	eliminate	VERB
fcis-31918	75	9	coupling	coupling	NOUN
fcis-31918	75	10	between	between	ADP
fcis-31918	75	11	adjacent	adjacent	ADJ
fcis-31918	75	12	defects	defect	NOUN
fcis-31918	75	13	,	,	PUNCT
fcis-31918	75	14	thereby	thereby	ADV
fcis-31918	75	15	obtaining	obtain	VERB
fcis-31918	75	16	the	the	DET
fcis-31918	75	17	eigenfrequency	eigenfrequency	NOUN
fcis-31918	75	18	of	of	ADP
fcis-31918	75	19	an	an	DET
fcis-31918	75	20	isolated	isolated	ADJ
fcis-31918	75	21	cavity[11	cavity[11	NOUN
fcis-31918	75	22	]	]	PUNCT
fcis-31918	75	23	.	.	PUNCT
fcis-31918	76	1	3.2.2	3.2.2	NUM
fcis-31918	76	2	.	.	PUNCT
fcis-31918	76	3	background	background	NOUN
fcis-31918	76	4	structure	structure	NOUN
fcis-31918	76	5	:	:	PUNCT
fcis-31918	76	6	•	•	ADP
fcis-31918	76	7	the	the	DET
fcis-31918	76	8	default	default	NOUN
fcis-31918	76	9	material	material	NOUN
fcis-31918	76	10	is	be	AUX
fcis-31918	76	11	gaas	gaas	NOUN
fcis-31918	76	12	,	,	PUNCT
fcis-31918	76	13	a	a	DET
fcis-31918	76	14	high	high	ADJ
fcis-31918	76	15	refractive	refractive	ADJ
fcis-31918	76	16	index	index	NOUN
fcis-31918	76	17	dielectric	dielectric	NOUN
fcis-31918	76	18	with	with	ADP
fcis-31918	76	19	ε	ε	PROPN
fcis-31918	76	20	=	=	SYM
fcis-31918	76	21	12	12	NUM
fcis-31918	76	22	.	.	NOUN
fcis-31918	77	1	•	•	NOUN
fcis-31918	77	2	the	the	DET
fcis-31918	77	3	geometry	geometry	NOUN
fcis-31918	77	4	initially	initially	ADV
fcis-31918	77	5	includes	include	VERB
fcis-31918	77	6	air	air	NOUN
fcis-31918	77	7	columns	column	NOUN
fcis-31918	77	8	with	with	ADP
fcis-31918	77	9	radius	radius	NOUN
fcis-31918	77	10	r	r	NOUN
fcis-31918	77	11	0	0	NUM
fcis-31918	78	1	=	=	SYM
fcis-31918	78	2	0.2a	0.2a	NOUN
fcis-31918	78	3	,	,	PUNCT
fcis-31918	78	4	forming	form	VERB
fcis-31918	78	5	a	a	DET
fcis-31918	78	6	defect	defect	NOUN
fcis-31918	78	7	-	-	PUNCT
fcis-31918	78	8	free	free	ADJ
fcis-31918	78	9	photonic	photonic	NOUN
fcis-31918	78	10	crystal	crystal	NOUN
fcis-31918	78	11	identical	identical	ADJ
fcis-31918	78	12	to	to	ADP
fcis-31918	78	13	that	that	PRON
fcis-31918	78	14	described	describe	VERB
fcis-31918	78	15	in	in	ADP
fcis-31918	78	16	the	the	DET
fcis-31918	78	17	previous	previous	ADJ
fcis-31918	78	18	section	section	NOUN
fcis-31918	78	19	.	.	PUNCT
fcis-31918	79	1	3.2.3	3.2.3	X
fcis-31918	79	2	.	.	PUNCT
fcis-31918	79	3	introduction	introduction	NOUN
fcis-31918	79	4	of	of	ADP
fcis-31918	79	5	defects	defect	NOUN
fcis-31918	79	6	and	and	CCONJ
fcis-31918	79	7	parameter	parameter	NOUN
fcis-31918	79	8	scanning	scanning	NOUN
fcis-31918	79	9	:	:	PUNCT
fcis-31918	79	10	•	•	ADP
fcis-31918	79	11	the	the	DET
fcis-31918	79	12	script	script	NOUN
fcis-31918	79	13	employs	employ	VERB
fcis-31918	79	14	a	a	DET
fcis-31918	79	15	(	(	PUNCT
fcis-31918	79	16	map	map	NOUN
fcis-31918	79	17	…	…	PUNCT
fcis-31918	79	18	(	(	PUNCT
fcis-31918	79	19	arith	arith	ADJ
fcis-31918	79	20	-	-	PUNCT
fcis-31918	79	21	sequence	sequence	NOUN
fcis-31918	79	22	0.01	0.01	NUM
fcis-31918	79	23	0.01	0.01	NUM
fcis-31918	79	24	50	50	NUM
fcis-31918	79	25	)	)	PUNCT
fcis-31918	79	26	)	)	PUNCT
fcis-31918	79	27	loop	loop	NOUN
fcis-31918	79	28	to	to	PART
fcis-31918	79	29	sequentially	sequentially	ADV
fcis-31918	79	30	“	"	PUNCT
fcis-31918	79	31	rewrite	rewrite	VERB
fcis-31918	79	32	”	"	PUNCT
fcis-31918	79	33	a	a	DET
fcis-31918	79	34	cylinder	cylinder	NOUN
fcis-31918	79	35	with	with	ADP
fcis-31918	79	36	radius	radius	NOUN
fcis-31918	79	37	r	r	NOUN
fcis-31918	79	38	=	=	PUNCT
fcis-31918	79	39	0.01a	0.01a	NOUN
fcis-31918	79	40	to	to	ADP
fcis-31918	79	41	0.50a	0.50a	NUM
fcis-31918	79	42	at	at	ADP
fcis-31918	79	43	the	the	DET
fcis-31918	79	44	lattice	lattice	PROPN
fcis-31918	79	45	center	center	NOUN
fcis-31918	79	46	.	.	PUNCT
fcis-31918	80	1	in	in	ADP
fcis-31918	80	2	mpb	mpb	NOUN
fcis-31918	80	3	,	,	PUNCT
fcis-31918	80	4	subsequently	subsequently	ADV
fcis-31918	80	5	written	write	VERB
fcis-31918	80	6	geometries	geometry	NOUN
fcis-31918	80	7	overwrite	overwrite	VERB
fcis-31918	80	8	previously	previously	ADV
fcis-31918	80	9	existing	exist	VERB
fcis-31918	80	10	geometries	geometry	NOUN
fcis-31918	80	11	at	at	ADP
fcis-31918	80	12	the	the	DET
fcis-31918	80	13	same	same	ADJ
fcis-31918	80	14	location	location	NOUN
fcis-31918	80	15	;	;	PUNCT
fcis-31918	80	16	therefore	therefore	ADV
fcis-31918	80	17	,	,	PUNCT
fcis-31918	80	18	r	r	PRON
fcis-31918	80	19	effectively	effectively	ADV
fcis-31918	80	20	represents	represent	VERB
fcis-31918	80	21	the	the	DET
fcis-31918	80	22	final	final	ADJ
fcis-31918	80	23	radius	radius	NOUN
fcis-31918	80	24	of	of	ADP
fcis-31918	80	25	the	the	DET
fcis-31918	80	26	defect	defect	ADJ
fcis-31918	80	27	hole	hole	NOUN
fcis-31918	80	28	.	.	PUNCT
fcis-31918	81	1	•	•	NOUN
fcis-31918	81	2	each	each	DET
fcis-31918	81	3	time	time	NOUN
fcis-31918	81	4	r	r	NOUN
fcis-31918	81	5	is	be	AUX
fcis-31918	81	6	changed	change	VERB
fcis-31918	81	7	,	,	PUNCT
fcis-31918	81	8	the	the	DET
fcis-31918	81	9	geometry	geometry	NOUN
fcis-31918	81	10	is	be	AUX
fcis-31918	81	11	regenerated	regenerate	VERB
fcis-31918	81	12	,	,	PUNCT
fcis-31918	81	13	and	and	CCONJ
fcis-31918	81	14	run	run	NOUN
fcis-31918	81	15	-	-	PUNCT
fcis-31918	81	16	te	te	PROPN
fcis-31918	81	17	is	be	AUX
fcis-31918	81	18	executed	execute	VERB
fcis-31918	81	19	to	to	PART
fcis-31918	81	20	solve	solve	VERB
fcis-31918	81	21	for	for	ADP
fcis-31918	81	22	50	50	NUM
fcis-31918	81	23	eigenfrequencies	eigenfrequencie	NOUN
fcis-31918	81	24	of	of	ADP
fcis-31918	81	25	the	the	DET
fcis-31918	81	26	te	te	PROPN
fcis-31918	81	27	modes	mode	NOUN
fcis-31918	81	28	.	.	PUNCT
fcis-31918	82	1	61	61	NUM
fcis-31918	82	2	3.2.4	3.2.4	NUM
fcis-31918	82	3	.	.	PUNCT
fcis-31918	82	4	calculation	calculation	NOUN
fcis-31918	82	5	settings	setting	NOUN
fcis-31918	82	6	:	:	PUNCT
fcis-31918	82	7	•	•	SCONJ
fcis-31918	82	8	the	the	DET
fcis-31918	82	9	resolution	resolution	NOUN
fcis-31918	82	10	is	be	AUX
fcis-31918	82	11	set	set	VERB
fcis-31918	82	12	to	to	ADP
fcis-31918	82	13	8	8	NUM
fcis-31918	82	14	,	,	PUNCT
fcis-31918	82	15	corresponding	correspond	VERB
fcis-31918	82	16	to	to	ADP
fcis-31918	82	17	an	an	DET
fcis-31918	82	18	8×8×1	8×8×1	NUM
fcis-31918	82	19	plane	plane	NOUN
fcis-31918	82	20	wave	wave	NOUN
fcis-31918	82	21	expansion	expansion	NOUN
fcis-31918	82	22	.	.	PUNCT
fcis-31918	83	1	since	since	SCONJ
fcis-31918	83	2	our	our	PRON
fcis-31918	83	3	focus	focus	NOUN
fcis-31918	83	4	is	be	AUX
fcis-31918	83	5	on	on	ADP
fcis-31918	83	6	the	the	DET
fcis-31918	83	7	defect	defect	ADJ
fcis-31918	83	8	mode	mode	NOUN
fcis-31918	83	9	rather	rather	ADV
fcis-31918	83	10	than	than	ADP
fcis-31918	83	11	the	the	DET
fcis-31918	83	12	entire	entire	ADJ
fcis-31918	83	13	energy	energy	NOUN
fcis-31918	83	14	band	band	NOUN
fcis-31918	83	15	,	,	PUNCT
fcis-31918	83	16	this	this	DET
fcis-31918	83	17	resolution	resolution	NOUN
fcis-31918	83	18	can	can	AUX
fcis-31918	83	19	reliably	reliably	ADV
fcis-31918	83	20	provide	provide	VERB
fcis-31918	83	21	mode	mode	NOUN
fcis-31918	83	22	frequencies	frequency	NOUN
fcis-31918	83	23	within	within	ADP
fcis-31918	83	24	a	a	DET
fcis-31918	83	25	1	1	NUM
fcis-31918	83	26	%	%	NOUN
fcis-31918	83	27	margin	margin	NOUN
fcis-31918	83	28	.	.	PUNCT
fcis-31918	84	1	•	•	NUM
fcis-31918	84	2	the	the	DET
fcis-31918	84	3	k	k	NOUN
fcis-31918	84	4	-	-	PUNCT
fcis-31918	84	5	points	point	NOUN
fcis-31918	84	6	include	include	VERB
fcis-31918	84	7	only	only	ADV
fcis-31918	84	8	the	the	DET
fcis-31918	84	9	γ	γ	PROPN
fcis-31918	84	10	point	point	NOUN
fcis-31918	84	11	(	(	PUNCT
fcis-31918	84	12	strictly	strictly	ADV
fcis-31918	84	13	speaking	speak	VERB
fcis-31918	84	14	,	,	PUNCT
fcis-31918	84	15	interpolation	interpolation	NOUN
fcis-31918	84	16	generates	generate	VERB
fcis-31918	84	17	a	a	DET
fcis-31918	84	18	total	total	NOUN
fcis-31918	84	19	of	of	ADP
fcis-31918	84	20	10	10	NUM
fcis-31918	84	21	k	k	NOUN
fcis-31918	84	22	-	-	PUNCT
fcis-31918	84	23	points	point	NOUN
fcis-31918	84	24	from	from	ADP
fcis-31918	84	25	γ	γ	NOUN
fcis-31918	84	26	to	to	ADP
fcis-31918	84	27	k′	k′	PROPN
fcis-31918	84	28	,	,	PUNCT
fcis-31918	84	29	but	but	CCONJ
fcis-31918	84	30	the	the	DET
fcis-31918	84	31	defect	defect	NOUN
fcis-31918	84	32	mode	mode	NOUN
fcis-31918	84	33	is	be	AUX
fcis-31918	84	34	localized	localize	VERB
fcis-31918	84	35	at	at	ADP
fcis-31918	84	36	the	the	DET
fcis-31918	84	37	γ	γ	NOUN
fcis-31918	84	38	point	point	NOUN
fcis-31918	84	39	;	;	PUNCT
fcis-31918	84	40	therefore	therefore	ADV
fcis-31918	84	41	,	,	PUNCT
fcis-31918	84	42	subsequent	subsequent	ADJ
fcis-31918	84	43	analysis	analysis	NOUN
fcis-31918	84	44	considers	consider	VERB
fcis-31918	84	45	only	only	ADV
fcis-31918	84	46	the	the	DET
fcis-31918	84	47	frequency	frequency	NOUN
fcis-31918	84	48	at	at	ADP
fcis-31918	84	49	the	the	DET
fcis-31918	84	50	first	first	ADJ
fcis-31918	84	51	k	k	NOUN
fcis-31918	84	52	-	-	NOUN
fcis-31918	84	53	point	point	NOUN
fcis-31918	84	54	)	)	PUNCT
fcis-31918	84	55	.	.	PUNCT
fcis-31918	85	1	combined	combine	VERB
fcis-31918	85	2	with	with	ADP
fcis-31918	85	3	the	the	DET
fcis-31918	85	4	supercell	supercell	NOUN
fcis-31918	85	5	method	method	NOUN
fcis-31918	85	6	,	,	PUNCT
fcis-31918	85	7	this	this	PRON
fcis-31918	85	8	can	can	AUX
fcis-31918	85	9	distinguish	distinguish	VERB
fcis-31918	85	10	standing	standing	NOUN
fcis-31918	85	11	wave	wave	NOUN
fcis-31918	85	12	defect	defect	NOUN
fcis-31918	85	13	states	state	NOUN
fcis-31918	85	14	.	.	PUNCT
fcis-31918	86	1	figure	figure	VERB
fcis-31918	86	2	4	4	NUM
fcis-31918	86	3	.	.	PUNCT
fcis-31918	86	4	shows	show	VERB
fcis-31918	86	5	the	the	DET
fcis-31918	86	6	energy	energy	NOUN
fcis-31918	86	7	band	band	NOUN
fcis-31918	86	8	characteristics	characteristic	NOUN
fcis-31918	86	9	of	of	ADP
fcis-31918	86	10	the	the	DET
fcis-31918	86	11	photonic	photonic	ADJ
fcis-31918	86	12	crystal	crystal	NOUN
fcis-31918	86	13	microcavity	microcavity	NOUN
fcis-31918	86	14	with	with	ADP
fcis-31918	86	15	a	a	DET
fcis-31918	86	16	two	two	NUM
fcis-31918	86	17	-	-	PUNCT
fcis-31918	86	18	dimensional	dimensional	ADJ
fcis-31918	86	19	air	air	NOUN
fcis-31918	86	20	-	-	PUNCT
fcis-31918	86	21	hole	hole	NOUN
fcis-31918	86	22	triangular	triangular	NOUN
fcis-31918	86	23	lattice	lattice	NOUN
fcis-31918	86	24	arrangement	arrangement	NOUN
fcis-31918	86	25	in	in	ADP
fcis-31918	86	26	a	a	DET
fcis-31918	86	27	dielectric	dielectric	ADJ
fcis-31918	86	28	background	background	NOUN
fcis-31918	86	29	,	,	PUNCT
fcis-31918	86	30	where	where	SCONJ
fcis-31918	86	31	the	the	DET
fcis-31918	86	32	50th	50th	ADJ
fcis-31918	86	33	energy	energy	NOUN
fcis-31918	86	34	band	band	NOUN
fcis-31918	86	35	corresponds	correspond	VERB
fcis-31918	86	36	to	to	ADP
fcis-31918	86	37	the	the	DET
fcis-31918	86	38	defect	defect	ADJ
fcis-31918	86	39	mode	mode	NOUN
fcis-31918	86	40	(	(	PUNCT
fcis-31918	86	41	also	also	ADV
fcis-31918	86	42	referred	refer	VERB
fcis-31918	86	43	to	to	ADP
fcis-31918	86	44	as	as	ADP
fcis-31918	86	45	the	the	DET
fcis-31918	86	46	resonant	resonant	ADJ
fcis-31918	86	47	mode	mode	NOUN
fcis-31918	86	48	or	or	CCONJ
fcis-31918	86	49	resonant	resonant	ADJ
fcis-31918	86	50	frequency	frequency	NOUN
fcis-31918	86	51	)	)	PUNCT
fcis-31918	86	52	located	locate	VERB
fcis-31918	86	53	within	within	ADP
fcis-31918	86	54	the	the	DET
fcis-31918	86	55	first	first	ADJ
fcis-31918	86	56	bandgap	bandgap	NOUN
fcis-31918	86	57	.	.	PUNCT
fcis-31918	87	1	3.2.5	3.2.5	X
fcis-31918	87	2	.	.	X
fcis-31918	88	1	conclusion	conclusion	NOUN
fcis-31918	88	2	:	:	PUNCT
fcis-31918	88	3	the	the	DET
fcis-31918	88	4	energy	energy	NOUN
fcis-31918	88	5	band	band	NOUN
fcis-31918	88	6	characteristics	characteristic	NOUN
fcis-31918	88	7	of	of	ADP
fcis-31918	88	8	the	the	DET
fcis-31918	88	9	photonic	photonic	ADJ
fcis-31918	88	10	crystal	crystal	NOUN
fcis-31918	88	11	microcavity	microcavity	NOUN
fcis-31918	88	12	with	with	ADP
fcis-31918	88	13	a	a	DET
fcis-31918	88	14	two	two	NUM
fcis-31918	88	15	-	-	PUNCT
fcis-31918	88	16	dimensional	dimensional	ADJ
fcis-31918	88	17	air	air	NOUN
fcis-31918	88	18	-	-	PUNCT
fcis-31918	88	19	hole	hole	NOUN
fcis-31918	88	20	triangular	triangular	NOUN
fcis-31918	88	21	lattice	lattice	NOUN
fcis-31918	88	22	arrangement	arrangement	NOUN
fcis-31918	88	23	in	in	ADP
fcis-31918	88	24	a	a	DET
fcis-31918	88	25	dielectric	dielectric	ADJ
fcis-31918	88	26	background	background	NOUN
fcis-31918	88	27	are	be	AUX
fcis-31918	88	28	presented	present	VERB
fcis-31918	88	29	in	in	ADP
fcis-31918	88	30	figure	figure	NOUN
fcis-31918	88	31	4	4	NUM
fcis-31918	88	32	.	.	NOUN
fcis-31918	88	33	•	•	NUM
fcis-31918	88	34	appearance	appearance	NOUN
fcis-31918	88	35	of	of	ADP
fcis-31918	88	36	defect	defect	ADJ
fcis-31918	88	37	mode	mode	NOUN
fcis-31918	88	38	:	:	PUNCT
fcis-31918	88	39	when	when	SCONJ
fcis-31918	88	40	r	r	NOUN
fcis-31918	88	41	<	<	X
fcis-31918	88	42	r	r	NOUN
fcis-31918	88	43	0	0	NUM
fcis-31918	88	44	,	,	PUNCT
fcis-31918	88	45	this	this	PRON
fcis-31918	88	46	is	be	AUX
fcis-31918	88	47	equivalent	equivalent	ADJ
fcis-31918	88	48	to	to	PART
fcis-31918	88	49	'	'	PUNCT
fcis-31918	88	50	filling	fill	VERB
fcis-31918	88	51	'	'	PUNCT
fcis-31918	88	52	part	part	NOUN
fcis-31918	88	53	of	of	ADP
fcis-31918	88	54	the	the	DET
fcis-31918	88	55	air	air	NOUN
fcis-31918	88	56	holes	hole	NOUN
fcis-31918	88	57	,	,	PUNCT
fcis-31918	88	58	introducing	introduce	VERB
fcis-31918	88	59	a	a	DET
fcis-31918	88	60	high	high	ADJ
fcis-31918	88	61	refractive	refractive	ADJ
fcis-31918	88	62	index	index	NOUN
fcis-31918	88	63	defect	defect	NOUN
fcis-31918	88	64	region	region	NOUN
fcis-31918	88	65	that	that	PRON
fcis-31918	88	66	produces	produce	VERB
fcis-31918	88	67	a	a	DET
fcis-31918	88	68	donor	donor	NOUN
fcis-31918	88	69	-	-	PUNCT
fcis-31918	88	70	like	like	ADJ
fcis-31918	88	71	mode	mode	NOUN
fcis-31918	88	72	;	;	PUNCT
fcis-31918	88	73	when	when	SCONJ
fcis-31918	88	74	r	r	NOUN
fcis-31918	88	75	>	>	X
fcis-31918	88	76	r	r	NOUN
fcis-31918	88	77	0	0	NUM
fcis-31918	88	78	,	,	PUNCT
fcis-31918	88	79	it	it	PRON
fcis-31918	88	80	corresponds	correspond	VERB
fcis-31918	88	81	to	to	ADP
fcis-31918	88	82	an	an	DET
fcis-31918	88	83	acceptor	acceptor	NOUN
fcis-31918	88	84	-	-	PUNCT
fcis-31918	88	85	like	like	ADJ
fcis-31918	88	86	mode	mode	NOUN
fcis-31918	88	87	.	.	PUNCT
fcis-31918	89	1	•	•	NUM
fcis-31918	89	2	frequency	frequency	NOUN
fcis-31918	89	3	shift	shift	NOUN
fcis-31918	89	4	:	:	PUNCT
fcis-31918	89	5	the	the	DET
fcis-31918	89	6	calculation	calculation	NOUN
fcis-31918	89	7	results	result	VERB
fcis-31918	89	8	show	show	VERB
fcis-31918	89	9	that	that	SCONJ
fcis-31918	89	10	the	the	DET
fcis-31918	89	11	defect	defect	ADJ
fcis-31918	89	12	mode	mode	NOUN
fcis-31918	89	13	frequency	frequency	NOUN
fcis-31918	89	14	varies	vary	VERB
fcis-31918	89	15	monotonically	monotonically	ADV
fcis-31918	89	16	with	with	ADP
fcis-31918	89	17	r.	r.	PROPN
fcis-31918	89	18	at	at	ADP
fcis-31918	89	19	r	r	PROPN
fcis-31918	89	20	≈	≈	PROPN
fcis-31918	89	21	0.12a	0.12a	PROPN
fcis-31918	89	22	,	,	PUNCT
fcis-31918	89	23	the	the	DET
fcis-31918	89	24	first	first	ADJ
fcis-31918	89	25	te	te	X
fcis-31918	89	26	defect	defect	NOUN
fcis-31918	89	27	mode	mode	NOUN
fcis-31918	89	28	can	can	AUX
fcis-31918	89	29	be	be	AUX
fcis-31918	89	30	obtained	obtain	VERB
fcis-31918	89	31	at	at	ADP
fcis-31918	89	32	the	the	DET
fcis-31918	89	33	center	center	NOUN
fcis-31918	89	34	of	of	ADP
fcis-31918	89	35	the	the	DET
fcis-31918	89	36	original	original	ADJ
fcis-31918	89	37	bandgap	bandgap	NOUN
fcis-31918	89	38	;	;	PUNCT
fcis-31918	89	39	with	with	ADP
fcis-31918	89	40	further	further	ADJ
fcis-31918	89	41	increase	increase	NOUN
fcis-31918	89	42	of	of	ADP
fcis-31918	89	43	r	r	NOUN
fcis-31918	89	44	,	,	PUNCT
fcis-31918	89	45	the	the	DET
fcis-31918	89	46	defect	defect	ADJ
fcis-31918	89	47	mode	mode	NOUN
fcis-31918	89	48	shifts	shift	NOUN
fcis-31918	89	49	toward	toward	ADP
fcis-31918	89	50	lower	low	ADJ
fcis-31918	89	51	frequencies	frequency	NOUN
fcis-31918	89	52	and	and	CCONJ
fcis-31918	89	53	eventually	eventually	ADV
fcis-31918	89	54	enters	enter	VERB
fcis-31918	89	55	the	the	DET
fcis-31918	89	56	continuous	continuous	ADJ
fcis-31918	89	57	band	band	NOUN
fcis-31918	89	58	,	,	PUNCT
fcis-31918	89	59	disappearing	disappear	VERB
fcis-31918	89	60	thereafter	thereafter	ADV
fcis-31918	89	61	.	.	PUNCT
fcis-31918	90	1	•	•	NUM
fcis-31918	90	2	mode	mode	NOUN
fcis-31918	90	3	localization	localization	NOUN
fcis-31918	90	4	:	:	PUNCT
fcis-31918	90	5	analysis	analysis	NOUN
fcis-31918	90	6	of	of	ADP
fcis-31918	90	7	the	the	DET
fcis-31918	90	8	electric	electric	ADJ
fcis-31918	90	9	field	field	NOUN
fcis-31918	90	10	distribution	distribution	NOUN
fcis-31918	90	11	reveals	reveal	VERB
fcis-31918	90	12	that	that	SCONJ
fcis-31918	90	13	the	the	DET
fcis-31918	90	14	defect	defect	ADJ
fcis-31918	90	15	mode	mode	NOUN
fcis-31918	90	16	is	be	AUX
fcis-31918	90	17	primarily	primarily	ADV
fcis-31918	90	18	localized	localize	VERB
fcis-31918	90	19	within	within	ADP
fcis-31918	90	20	1–2	1–2	NUM
fcis-31918	90	21	lattice	lattice	NOUN
fcis-31918	90	22	constants	constant	NOUN
fcis-31918	90	23	around	around	ADP
fcis-31918	90	24	the	the	DET
fcis-31918	90	25	central	central	ADJ
fcis-31918	90	26	hole	hole	NOUN
fcis-31918	90	27	.	.	PUNCT
fcis-31918	91	1	the	the	DET
fcis-31918	91	2	q	q	PROPN
fcis-31918	91	3	factor	factor	NOUN
fcis-31918	91	4	increases	increase	VERB
fcis-31918	91	5	initially	initially	ADV
fcis-31918	91	6	and	and	CCONJ
fcis-31918	91	7	then	then	ADV
fcis-31918	91	8	decreases	decrease	VERB
fcis-31918	91	9	with	with	ADP
fcis-31918	91	10	r	r	NOUN
fcis-31918	91	11	,	,	PUNCT
fcis-31918	91	12	reaching	reach	VERB
fcis-31918	91	13	a	a	DET
fcis-31918	91	14	maximum	maximum	NOUN
fcis-31918	91	15	of	of	ADP
fcis-31918	91	16	approximately	approximately	ADV
fcis-31918	91	17	q	q	PROPN
fcis-31918	92	1	≈	≈	NOUN
fcis-31918	92	2	4.3×10	4.3×10	NUM
fcis-31918	92	3	4	4	NUM
fcis-31918	92	4	at	at	ADP
fcis-31918	92	5	r	r	PROPN
fcis-31918	92	6	≈	≈	PROPN
fcis-31918	92	7	0.15a	0.15a	PROPN
fcis-31918	92	8	.	.	PUNCT
fcis-31918	93	1	3.3	3.3	NUM
fcis-31918	93	2	.	.	PUNCT
fcis-31918	94	1	dataset	dataset	ADJ
fcis-31918	94	2	preparation	preparation	NOUN
fcis-31918	94	3	to	to	PART
fcis-31918	94	4	utilize	utilize	VERB
fcis-31918	94	5	the	the	DET
fcis-31918	94	6	eigenstate	eigenstate	NOUN
fcis-31918	94	7	results	result	NOUN
fcis-31918	94	8	of	of	ADP
fcis-31918	94	9	photonic	photonic	ADJ
fcis-31918	94	10	crystal	crystal	NOUN
fcis-31918	94	11	defect	defect	NOUN
fcis-31918	94	12	cavities	cavity	NOUN
fcis-31918	94	13	for	for	ADP
fcis-31918	94	14	subsequent	subsequent	ADJ
fcis-31918	94	15	machine	machine	NOUN
fcis-31918	94	16	learning	learn	VERB
fcis-31918	94	17	modeling	modeling	NOUN
fcis-31918	94	18	,	,	PUNCT
fcis-31918	94	19	matlab	matlab	PROPN
fcis-31918	94	20	was	be	AUX
fcis-31918	94	21	used	use	VERB
fcis-31918	94	22	to	to	PART
fcis-31918	94	23	systematically	systematically	ADV
fcis-31918	94	24	clean	clean	VERB
fcis-31918	94	25	and	and	CCONJ
fcis-31918	94	26	reorder	reorder	VERB
fcis-31918	94	27	the	the	DET
fcis-31918	94	28	mpb	mpb	ADJ
fcis-31918	94	29	output	output	NOUN
fcis-31918	94	30	file	file	NOUN
fcis-31918	94	31	“	"	PUNCT
fcis-31918	94	32	project3-loop.dat	project3-loop.dat	NOUN
fcis-31918	94	33	”	"	PUNCT
fcis-31918	94	34	.	.	PUNCT
fcis-31918	95	1	the	the	DET
fcis-31918	95	2	specific	specific	ADJ
fcis-31918	95	3	procedure	procedure	NOUN
fcis-31918	95	4	is	be	AUX
fcis-31918	95	5	summarized	summarize	VERB
fcis-31918	95	6	as	as	SCONJ
fcis-31918	95	7	follows	follow	VERB
fcis-31918	95	8	.	.	PUNCT
fcis-31918	96	1	3.3.1	3.3.1	X
fcis-31918	96	2	.	.	PUNCT
fcis-31918	96	3	data	datum	NOUN
fcis-31918	96	4	reading	reading	NOUN
fcis-31918	96	5	and	and	CCONJ
fcis-31918	96	6	cleaning	cleaning	NOUN
fcis-31918	96	7	:	:	PUNCT
fcis-31918	96	8	•	•	NUM
fcis-31918	96	9	readmatrix	readmatrix	NOUN
fcis-31918	96	10	directly	directly	ADV
fcis-31918	96	11	imports	import	VERB
fcis-31918	96	12	the	the	DET
fcis-31918	96	13	ascii	ascii	NOUN
fcis-31918	96	14	file	file	NOUN
fcis-31918	96	15	as	as	ADP
fcis-31918	96	16	a	a	DET
fcis-31918	96	17	doubleprecision	doubleprecision	NOUN
fcis-31918	96	18	matrix	matrix	NOUN
fcis-31918	96	19	named	name	VERB
fcis-31918	96	20	data	datum	NOUN
fcis-31918	96	21	.	.	PUNCT
fcis-31918	97	1	•	•	NUM
fcis-31918	98	1	mpb	mpb	NOUN
fcis-31918	98	2	inserts	insert	NOUN
fcis-31918	98	3	several	several	ADJ
fcis-31918	98	4	separator	separator	NOUN
fcis-31918	98	5	lines	line	NOUN
fcis-31918	98	6	in	in	ADP
fcis-31918	98	7	the	the	DET
fcis-31918	98	8	output	output	NOUN
fcis-31918	98	9	,	,	PUNCT
fcis-31918	98	10	all	all	PRON
fcis-31918	98	11	consisting	consist	VERB
fcis-31918	98	12	of	of	ADP
fcis-31918	98	13	nan	nan	PROPN
fcis-31918	98	14	values	value	NOUN
fcis-31918	98	15	.	.	PUNCT
fcis-31918	99	1	after	after	ADP
fcis-31918	99	2	detecting	detect	VERB
fcis-31918	99	3	and	and	CCONJ
fcis-31918	99	4	removing	remove	VERB
fcis-31918	99	5	these	these	DET
fcis-31918	99	6	lines	line	NOUN
fcis-31918	99	7	using	use	VERB
fcis-31918	99	8	all(isnan(data),2	all(isnan(data),2	PROPN
fcis-31918	99	9	)	)	PUNCT
fcis-31918	99	10	,	,	PUNCT
fcis-31918	99	11	a	a	DET
fcis-31918	99	12	nan	nan	PROPN
fcis-31918	99	13	-	-	PUNCT
fcis-31918	99	14	free	free	ADJ
fcis-31918	99	15	matrix	matrix	NOUN
fcis-31918	99	16	data_clean	data_clean	ADJ
fcis-31918	99	17	is	be	AUX
fcis-31918	99	18	obtained	obtain	VERB
fcis-31918	99	19	.	.	PUNCT
fcis-31918	100	1	3.3.2	3.3.2	NUM
fcis-31918	100	2	.	.	PUNCT
fcis-31918	100	3	selection	selection	NOUN
fcis-31918	100	4	of	of	ADP
fcis-31918	100	5	valid	valid	ADJ
fcis-31918	100	6	feature	feature	NOUN
fcis-31918	100	7	columns	column	NOUN
fcis-31918	100	8	:	:	PUNCT
fcis-31918	100	9	•	•	ADP
fcis-31918	100	10	the	the	DET
fcis-31918	100	11	first	first	ADJ
fcis-31918	100	12	1–5	1–5	NUM
fcis-31918	100	13	columns	column	NOUN
fcis-31918	100	14	of	of	ADP
fcis-31918	100	15	the	the	DET
fcis-31918	100	16	mpb	mpb	NOUN
fcis-31918	100	17	file	file	NOUN
fcis-31918	100	18	typically	typically	ADV
fcis-31918	100	19	contain	contain	VERB
fcis-31918	100	20	k	k	ADJ
fcis-31918	100	21	-	-	PUNCT
fcis-31918	100	22	point	point	NOUN
fcis-31918	100	23	indices	index	NOUN
fcis-31918	100	24	,	,	PUNCT
fcis-31918	100	25	frequency	frequency	NOUN
fcis-31918	100	26	unit	unit	NOUN
fcis-31918	100	27	conversions	conversion	NOUN
fcis-31918	100	28	,	,	PUNCT
fcis-31918	100	29	and	and	CCONJ
fcis-31918	100	30	other	other	ADJ
fcis-31918	100	31	metadata	metadata	NOUN
fcis-31918	100	32	,	,	PUNCT
fcis-31918	100	33	while	while	SCONJ
fcis-31918	100	34	columns	column	NOUN
fcis-31918	100	35	from	from	ADP
fcis-31918	100	36	the	the	DET
fcis-31918	100	37	6th	6th	ADJ
fcis-31918	100	38	onward	onward	NOUN
fcis-31918	100	39	represent	represent	VERB
fcis-31918	100	40	the	the	DET
fcis-31918	100	41	actual	actual	ADJ
fcis-31918	100	42	band	band	NOUN
fcis-31918	100	43	structure	structure	NOUN
fcis-31918	100	44	data	datum	NOUN
fcis-31918	100	45	.	.	PUNCT
fcis-31918	101	1	the	the	DET
fcis-31918	101	2	statement	statement	NOUN
fcis-31918	101	3	inputdata3	inputdata3	NOUN
fcis-31918	102	1	=	=	PUNCT
fcis-31918	102	2	data_clean	data_clean	ADJ
fcis-31918	102	3	(:	(:	NOUN
fcis-31918	102	4	,	,	PUNCT
fcis-31918	102	5	6	6	NUM
fcis-31918	102	6	:	:	PUNCT
fcis-31918	102	7	end	end	NOUN
fcis-31918	102	8	)	)	PUNCT
fcis-31918	102	9	extract	extract	VERB
fcis-31918	102	10	all	all	PRON
fcis-31918	102	11	of	of	ADP
fcis-31918	102	12	them	they	PRON
fcis-31918	102	13	as	as	ADP
fcis-31918	102	14	learning	learn	VERB
fcis-31918	102	15	features	feature	NOUN
fcis-31918	102	16	.	.	PUNCT
fcis-31918	103	1	3.3.3	3.3.3	X
fcis-31918	103	2	.	.	PUNCT
fcis-31918	103	3	segmented	segment	VERB
fcis-31918	103	4	according	accord	VERB
fcis-31918	103	5	to	to	ADP
fcis-31918	103	6	structural	structural	ADJ
fcis-31918	103	7	parameters	parameter	NOUN
fcis-31918	103	8	:	:	PUNCT
fcis-31918	103	9	•	•	X
fcis-31918	103	10	in	in	ADP
fcis-31918	103	11	the	the	DET
fcis-31918	103	12	calculation	calculation	NOUN
fcis-31918	103	13	,	,	PUNCT
fcis-31918	103	14	a	a	DET
fcis-31918	103	15	total	total	NOUN
fcis-31918	103	16	of	of	ADP
fcis-31918	103	17	25	25	NUM
fcis-31918	103	18	defect	defect	NOUN
fcis-31918	103	19	hole	hole	NOUN
fcis-31918	103	20	radii	radii	VERB
fcis-31918	103	21	r	r	NOUN
fcis-31918	103	22	=	=	SYM
fcis-31918	103	23	0.02a	0.02a	PROPN
fcis-31918	103	24	,	,	PUNCT
fcis-31918	103	25	0.04a	0.04a	NOUN
fcis-31918	103	26	,	,	PUNCT
fcis-31918	103	27	…	…	PUNCT
fcis-31918	103	28	,	,	PUNCT
fcis-31918	103	29	0.50a	0.50a	NUM
fcis-31918	103	30	are	be	AUX
fcis-31918	103	31	scanned	scan	VERB
fcis-31918	103	32	.	.	PUNCT
fcis-31918	104	1	assuming	assume	VERB
fcis-31918	104	2	each	each	DET
fcis-31918	104	3	r	r	NOUN
fcis-31918	104	4	corresponds	correspond	NOUN
fcis-31918	104	5	to	to	ADP
fcis-31918	104	6	nk	nk	PROPN
fcis-31918	104	7	records	record	NOUN
fcis-31918	104	8	,	,	PUNCT
fcis-31918	104	9	then	then	ADV
fcis-31918	104	10	nk	nk	PROPN
fcis-31918	104	11	=	=	NOUN
fcis-31918	104	12	m	m	PROPN
fcis-31918	104	13	/	/	SYM
fcis-31918	104	14	nr	nr	PRON
fcis-31918	104	15	explicitly	explicitly	ADV
fcis-31918	104	16	specify	specify	VERB
fcis-31918	104	17	the	the	DET
fcis-31918	104	18	data	datum	NOUN
fcis-31918	104	19	block	block	NOUN
fcis-31918	104	20	length	length	NOUN
fcis-31918	104	21	for	for	ADP
fcis-31918	104	22	a	a	DET
fcis-31918	104	23	single	single	ADJ
fcis-31918	104	24	radius	radius	NOUN
fcis-31918	104	25	.	.	PUNCT
fcis-31918	105	1	•	•	NUM
fcis-31918	105	2	the	the	DET
fcis-31918	105	3	for	for	ADP
fcis-31918	105	4	loop	loop	NOUN
fcis-31918	105	5	reshapes	reshape	VERB
fcis-31918	105	6	each	each	DET
fcis-31918	105	7	nk×n	nk×n	PROPN
fcis-31918	105	8	submatrix	submatrix	NOUN
fcis-31918	105	9	inputdata2	inputdata2	NOUN
fcis-31918	105	10	for	for	ADP
fcis-31918	105	11	each	each	DET
fcis-31918	105	12	r	r	NOUN
fcis-31918	105	13	into	into	ADP
fcis-31918	105	14	a	a	DET
fcis-31918	105	15	column	column	NOUN
fcis-31918	105	16	vector	vector	NOUN
fcis-31918	105	17	inputdata1	inputdata1	NOUN
fcis-31918	105	18	,	,	PUNCT
fcis-31918	105	19	and	and	CCONJ
fcis-31918	105	20	concatenates	concatenate	VERB
fcis-31918	105	21	them	they	PRON
fcis-31918	105	22	column	column	NOUN
fcis-31918	105	23	-	-	PUNCT
fcis-31918	105	24	wise	wise	ADJ
fcis-31918	105	25	into	into	ADP
fcis-31918	105	26	the	the	DET
fcis-31918	105	27	total	total	ADJ
fcis-31918	105	28	matrix	matrix	NOUN
fcis-31918	105	29	inputdata	inputdata	NOUN
fcis-31918	105	30	.	.	PUNCT
fcis-31918	106	1	these	these	DET
fcis-31918	106	2	forms	form	NOUN
fcis-31918	106	3	(	(	PUNCT
fcis-31918	106	4	indexed	index	VERB
fcis-31918	106	5	×	×	NOUN
fcis-31918	106	6	k	k	NOUN
fcis-31918	106	7	-	-	NOUN
fcis-31918	106	8	point	point	NOUN
fcis-31918	106	9	)	)	PUNCT
fcis-31918	106	10	→	→	SYM
fcis-31918	106	11	column	column	NOUN
fcis-31918	106	12	vector	vector	NOUN
fcis-31918	106	13	→	→	SYM
fcis-31918	106	14	concatenation	concatenation	NOUN
fcis-31918	106	15	of	of	ADP
fcis-31918	106	16	multiple	multiple	ADJ
fcis-31918	106	17	columns	column	NOUN
fcis-31918	106	18	a	a	DET
fcis-31918	106	19	compact	compact	ADJ
fcis-31918	106	20	data	data	NOUN
fcis-31918	106	21	structure	structure	NOUN
fcis-31918	106	22	,	,	PUNCT
fcis-31918	106	23	facilitating	facilitate	VERB
fcis-31918	106	24	subsequent	subsequent	ADJ
fcis-31918	106	25	machine	machine	NOUN
fcis-31918	106	26	learning	learn	VERB
fcis-31918	106	27	to	to	PART
fcis-31918	106	28	read	read	VERB
fcis-31918	106	29	all	all	DET
fcis-31918	106	30	features	feature	NOUN
fcis-31918	106	31	at	at	ADP
fcis-31918	106	32	once	once	ADV
fcis-31918	106	33	without	without	ADP
fcis-31918	106	34	concern	concern	NOUN
fcis-31918	106	35	for	for	ADP
fcis-31918	106	36	the	the	DET
fcis-31918	106	37	index	index	NOUN
fcis-31918	106	38	of	of	ADP
fcis-31918	106	39	r.	r.	PROPN
fcis-31918	106	40	3.3.4	3.3.4	PROPN
fcis-31918	106	41	.	.	PUNCT
fcis-31918	106	42	labeling	labeling	NOUN
fcis-31918	106	43	and	and	CCONJ
fcis-31918	106	44	saving	saving	NOUN
fcis-31918	106	45	:	:	PUNCT
fcis-31918	106	46	•	•	NUM
fcis-31918	106	47	append	append	VERB
fcis-31918	106	48	the	the	DET
fcis-31918	106	49	radius	radius	NOUN
fcis-31918	106	50	sequence	sequence	NOUN
fcis-31918	106	51	r	r	NOUN
fcis-31918	106	52	as	as	ADP
fcis-31918	106	53	the	the	DET
fcis-31918	106	54	last	last	ADJ
fcis-31918	106	55	row	row	NOUN
fcis-31918	106	56	below	below	ADP
fcis-31918	106	57	inputdata	inputdata	NOUN
fcis-31918	106	58	:	:	PUNCT
fcis-31918	106	59	p3_dataset	p3_dataset	NOUN
fcis-31918	106	60	=	=	PUNCT
fcis-31918	107	1	[	[	X
fcis-31918	107	2	inputdata	inputdata	X
fcis-31918	107	3	;	;	PUNCT
fcis-31918	107	4	r	r	X
fcis-31918	107	5	]	]	X
fcis-31918	107	6	the	the	DET
fcis-31918	107	7	final	final	ADJ
fcis-31918	107	8	dimension	dimension	NOUN
fcis-31918	107	9	of	of	ADP
fcis-31918	107	10	p3_dataset	p3_dataset	NOUN
fcis-31918	107	11	is	be	AUX
fcis-31918	107	12	(	(	PUNCT
fcis-31918	107	13	nf	nf	INTJ
fcis-31918	107	14	×	×	PROPN
fcis-31918	107	15	nk	nk	PROPN
fcis-31918	107	16	)	)	PUNCT
fcis-31918	107	17	+	+	CCONJ
fcis-31918	107	18	1	1	NUM
fcis-31918	107	19	rows	row	NOUN
fcis-31918	107	20	×	×	PROPN
fcis-31918	107	21	nr	nr	NOUN
fcis-31918	107	22	columns	column	NOUN
fcis-31918	107	23	where	where	SCONJ
fcis-31918	107	24	nf	nf	NOUN
fcis-31918	107	25	represents	represent	VERB
fcis-31918	107	26	the	the	DET
fcis-31918	107	27	number	number	NOUN
fcis-31918	107	28	of	of	ADP
fcis-31918	107	29	frequency	frequency	NOUN
fcis-31918	107	30	bands	band	NOUN
fcis-31918	107	31	obtained	obtain	VERB
fcis-31918	107	32	by	by	ADP
fcis-31918	107	33	the	the	DET
fcis-31918	107	34	plane	plane	NOUN
fcis-31918	107	35	wave	wave	NOUN
fcis-31918	107	36	expansion	expansion	NOUN
fcis-31918	107	37	method	method	NOUN
fcis-31918	107	38	.	.	PUNCT
fcis-31918	108	1	the	the	DET
fcis-31918	108	2	column	column	NOUN
fcis-31918	108	3	indices	indice	VERB
fcis-31918	108	4	correspond	correspond	VERB
fcis-31918	108	5	to	to	ADP
fcis-31918	108	6	different	different	ADJ
fcis-31918	108	7	defect	defect	NOUN
fcis-31918	108	8	radii	radius	NOUN
fcis-31918	108	9	.	.	PUNCT
fcis-31918	109	1	•	•	NUM
fcis-31918	109	2	save	save	VERB
fcis-31918	109	3	p3_dataset	p3_dataset	NOUN
fcis-31918	109	4	in	in	ADP
fcis-31918	109	5	mat	mat	NOUN
fcis-31918	109	6	format	format	NOUN
fcis-31918	109	7	using	use	VERB
fcis-31918	109	8	save	save	NOUN
fcis-31918	109	9	,	,	PUNCT
fcis-31918	109	10	ensuring	ensure	VERB
fcis-31918	109	11	double	double	ADJ
fcis-31918	109	12	-	-	PUNCT
fcis-31918	109	13	precision	precision	NOUN
fcis-31918	109	14	accuracy	accuracy	NOUN
fcis-31918	109	15	and	and	CCONJ
fcis-31918	109	16	facilitating	facilitate	VERB
fcis-31918	109	17	direct	direct	ADJ
fcis-31918	109	18	access	access	NOUN
fcis-31918	109	19	from	from	ADP
fcis-31918	109	20	python	python	PROPN
fcis-31918	109	21	,	,	PUNCT
fcis-31918	109	22	matlab	matlab	PROPN
fcis-31918	109	23	,	,	PUNCT
fcis-31918	109	24	and	and	CCONJ
fcis-31918	109	25	other	other	ADJ
fcis-31918	109	26	platforms	platform	NOUN
fcis-31918	109	27	.	.	PUNCT
fcis-31918	110	1	following	follow	VERB
fcis-31918	110	2	the	the	DET
fcis-31918	110	3	above	above	ADJ
fcis-31918	110	4	steps	step	NOUN
fcis-31918	110	5	,	,	PUNCT
fcis-31918	110	6	we	we	PRON
fcis-31918	110	7	obtained	obtain	VERB
fcis-31918	110	8	a	a	DET
fcis-31918	110	9	dataset	dataset	NOUN
fcis-31918	110	10	without	without	ADP
fcis-31918	110	11	missing	miss	VERB
fcis-31918	110	12	values	value	NOUN
fcis-31918	110	13	,	,	PUNCT
fcis-31918	110	14	with	with	ADP
fcis-31918	110	15	features	feature	NOUN
fcis-31918	110	16	and	and	CCONJ
fcis-31918	110	17	labels	label	NOUN
fcis-31918	110	18	aligned	align	VERB
fcis-31918	110	19	,	,	PUNCT
fcis-31918	110	20	which	which	PRON
fcis-31918	110	21	can	can	AUX
fcis-31918	110	22	be	be	AUX
fcis-31918	110	23	directly	directly	ADV
fcis-31918	110	24	used	use	VERB
fcis-31918	110	25	to	to	PART
fcis-31918	110	26	establish	establish	VERB
fcis-31918	110	27	supervised	supervised	ADJ
fcis-31918	110	28	or	or	CCONJ
fcis-31918	110	29	semi	semi	ADJ
fcis-31918	110	30	-	-	ADJ
fcis-31918	110	31	supervised	supervised	ADJ
fcis-31918	110	32	machine	machine	NOUN
fcis-31918	110	33	learning	learning	NOUN
fcis-31918	110	34	models	model	NOUN
fcis-31918	110	35	for	for	ADP
fcis-31918	110	36	defect	defect	ADJ
fcis-31918	110	37	cavity	cavity	NOUN
fcis-31918	110	38	frequency	frequency	NOUN
fcis-31918	110	39	prediction	prediction	NOUN
fcis-31918	110	40	,	,	PUNCT
fcis-31918	110	41	thereby	thereby	ADV
fcis-31918	110	42	providing	provide	VERB
fcis-31918	110	43	a	a	DET
fcis-31918	110	44	data	data	NOUN
fcis-31918	110	45	foundation	foundation	NOUN
fcis-31918	110	46	for	for	ADP
fcis-31918	110	47	the	the	DET
fcis-31918	110	48	rapid	rapid	ADJ
fcis-31918	110	49	inverse	inverse	NOUN
fcis-31918	110	50	design	design	NOUN
fcis-31918	110	51	of	of	ADP
fcis-31918	110	52	photonic	photonic	ADJ
fcis-31918	110	53	devices	device	NOUN
fcis-31918	110	54	.	.	PUNCT
fcis-31918	111	1	4	4	X
fcis-31918	111	2	.	.	X
fcis-31918	111	3	design	design	NOUN
fcis-31918	111	4	,	,	PUNCT
fcis-31918	111	5	training	training	NOUN
fcis-31918	111	6	,	,	PUNCT
fcis-31918	111	7	and	and	CCONJ
fcis-31918	111	8	testing	testing	NOUN
fcis-31918	111	9	of	of	ADP
fcis-31918	111	10	the	the	DET
fcis-31918	111	11	bp	bp	PROPN
fcis-31918	111	12	artificial	artificial	ADJ
fcis-31918	111	13	neural	neural	ADJ
fcis-31918	111	14	network	network	NOUN
fcis-31918	111	15	model	model	NOUN
fcis-31918	111	16	4.1	4.1	NUM
fcis-31918	111	17	.	.	PUNCT
fcis-31918	112	1	generation	generation	NOUN
fcis-31918	112	2	of	of	ADP
fcis-31918	112	3	training	training	NOUN
fcis-31918	112	4	set	set	NOUN
fcis-31918	112	5	and	and	CCONJ
fcis-31918	112	6	test	test	NOUN
fcis-31918	112	7	set	set	VERB
fcis-31918	112	8	to	to	PART
fcis-31918	112	9	ensure	ensure	VERB
fcis-31918	112	10	that	that	SCONJ
fcis-31918	112	11	the	the	DET
fcis-31918	112	12	established	establish	VERB
fcis-31918	112	13	model	model	NOUN
fcis-31918	112	14	has	have	VERB
fcis-31918	112	15	good	good	ADJ
fcis-31918	112	16	generalization	generalization	NOUN
fcis-31918	112	17	capability	capability	NOUN
fcis-31918	112	18	,	,	PUNCT
fcis-31918	112	19	the	the	DET
fcis-31918	112	20	number	number	NOUN
fcis-31918	112	21	of	of	ADP
fcis-31918	112	22	training	training	NOUN
fcis-31918	112	23	set	set	NOUN
fcis-31918	112	24	samples	sample	NOUN
fcis-31918	112	25	must	must	AUX
fcis-31918	112	26	be	be	AUX
fcis-31918	112	27	sufficiently	sufficiently	ADV
fcis-31918	112	28	large	large	ADJ
fcis-31918	112	29	and	and	CCONJ
fcis-31918	112	30	representative	representative	NOUN
fcis-31918	112	31	.	.	PUNCT
fcis-31918	113	1	it	it	PRON
fcis-31918	113	2	is	be	AUX
fcis-31918	113	3	generally	generally	ADV
fcis-31918	113	4	considered	consider	VERB
fcis-31918	113	5	appropriate	appropriate	ADJ
fcis-31918	113	6	for	for	SCONJ
fcis-31918	113	7	the	the	DET
fcis-31918	113	8	training	training	NOUN
fcis-31918	113	9	set	set	VERB
fcis-31918	113	10	samples	sample	NOUN
fcis-31918	113	11	to	to	PART
fcis-31918	113	12	constitute	constitute	VERB
fcis-31918	113	13	2/3	2/3	NUM
fcis-31918	113	14	to	to	ADP
fcis-31918	113	15	3/4	3/4	NUM
fcis-31918	113	16	of	of	ADP
fcis-31918	113	17	the	the	DET
fcis-31918	113	18	total	total	ADJ
fcis-31918	113	19	sample	sample	NOUN
fcis-31918	113	20	size	size	NOUN
fcis-31918	113	21	,	,	PUNCT
fcis-31918	113	22	with	with	ADP
fcis-31918	113	23	the	the	DET
fcis-31918	113	24	remaining	remain	VERB
fcis-31918	113	25	1/4	1/4	NUM
fcis-31918	113	26	to	to	ADP
fcis-31918	113	27	1/3	1/3	NUM
fcis-31918	113	28	used	use	VERB
fcis-31918	113	29	as	as	ADP
fcis-31918	113	30	test	test	NOUN
fcis-31918	113	31	samples[12].simultaneously	samples[12].simultaneously	ADV
fcis-31918	113	32	,	,	PUNCT
fcis-31918	113	33	efforts	effort	NOUN
fcis-31918	113	34	should	should	AUX
fcis-31918	113	35	be	be	AUX
fcis-31918	113	36	made	make	VERB
fcis-31918	113	37	to	to	PART
fcis-31918	113	38	ensure	ensure	VERB
fcis-31918	113	39	that	that	SCONJ
fcis-31918	113	40	the	the	DET
fcis-31918	113	41	distribution	distribution	NOUN
fcis-31918	113	42	patterns	pattern	NOUN
fcis-31918	113	43	of	of	ADP
fcis-31918	113	44	the	the	DET
fcis-31918	113	45	training	training	NOUN
fcis-31918	113	46	and	and	CCONJ
fcis-31918	113	47	test	test	NOUN
fcis-31918	113	48	samples	sample	NOUN
fcis-31918	113	49	are	be	AUX
fcis-31918	113	50	approximately	approximately	ADV
fcis-31918	113	51	the	the	DET
fcis-31918	113	52	same[13]therefore	same[13]therefore	NOUN
fcis-31918	113	53	,	,	PUNCT
fcis-31918	113	54	20	20	NUM
fcis-31918	113	55	samples	sample	NOUN
fcis-31918	113	56	were	be	AUX
fcis-31918	113	57	generated	generate	VERB
fcis-31918	113	58	for	for	ADP
fcis-31918	113	59	the	the	DET
fcis-31918	113	60	training	training	NOUN
fcis-31918	113	61	set	set	NOUN
fcis-31918	113	62	and	and	CCONJ
fcis-31918	113	63	5	5	NUM
fcis-31918	113	64	samples	sample	NOUN
fcis-31918	113	65	for	for	ADP
fcis-31918	113	66	the	the	DET
fcis-31918	113	67	test	test	NOUN
fcis-31918	113	68	set	set	VERB
fcis-31918	113	69	.	.	PUNCT
fcis-31918	114	1	4.2	4.2	NUM
fcis-31918	114	2	.	.	PUNCT
fcis-31918	115	1	creation	creation	NOUN
fcis-31918	115	2	,	,	PUNCT
fcis-31918	115	3	training	training	NOUN
fcis-31918	115	4	,	,	PUNCT
fcis-31918	115	5	and	and	CCONJ
fcis-31918	115	6	simulation	simulation	NOUN
fcis-31918	115	7	testing	testing	NOUN
fcis-31918	115	8	of	of	ADP
fcis-31918	115	9	the	the	DET
fcis-31918	115	10	neural	neural	ADJ
fcis-31918	115	11	network	network	NOUN
fcis-31918	115	12	before	before	ADP
fcis-31918	115	13	constructing	construct	VERB
fcis-31918	115	14	the	the	DET
fcis-31918	115	15	bp	bp	PROPN
fcis-31918	115	16	neural	neural	ADJ
fcis-31918	115	17	network	network	NOUN
fcis-31918	115	18	,	,	PUNCT
fcis-31918	115	19	it	it	PRON
fcis-31918	115	20	is	be	AUX
fcis-31918	115	21	necessary	necessary	ADJ
fcis-31918	115	22	to	to	PART
fcis-31918	115	23	define	define	VERB
fcis-31918	115	24	the	the	DET
fcis-31918	115	25	network	network	NOUN
fcis-31918	115	26	architecture	architecture	NOUN
fcis-31918	115	27	,	,	PUNCT
fcis-31918	115	28	specifically	specifically	ADV
fcis-31918	115	29	the	the	DET
fcis-31918	115	30	following	follow	VERB
fcis-31918	115	31	parameters	parameter	NOUN
fcis-31918	115	32	:	:	PUNCT
fcis-31918	115	33	612	612	NUM
fcis-31918	115	34	nodes	node	NOUN
fcis-31918	115	35	(	(	PUNCT
fcis-31918	115	36	neurons	neuron	NOUN
fcis-31918	115	37	)	)	PUNCT
fcis-31918	115	38	in	in	ADP
fcis-31918	115	39	the	the	DET
fcis-31918	115	40	input	input	NOUN
fcis-31918	115	41	layer	layer	NOUN
fcis-31918	115	42	,	,	PUNCT
fcis-31918	115	43	9	9	NUM
fcis-31918	115	44	nodes	node	NOUN
fcis-31918	115	45	in	in	ADP
fcis-31918	115	46	the	the	DET
fcis-31918	115	47	hidden	hide	VERB
fcis-31918	115	48	layer	layer	NOUN
fcis-31918	115	49	,	,	PUNCT
fcis-31918	115	50	and	and	CCONJ
fcis-31918	115	51	1	1	NUM
fcis-31918	115	52	node	node	NOUN
fcis-31918	115	53	in	in	ADP
fcis-31918	115	54	the	the	DET
fcis-31918	115	55	output	output	NOUN
fcis-31918	115	56	layer	layer	NOUN
fcis-31918	115	57	.	.	PUNCT
fcis-31918	116	1	the	the	DET
fcis-31918	116	2	outputs	output	NOUN
fcis-31918	116	3	of	of	ADP
fcis-31918	116	4	the	the	DET
fcis-31918	116	5	hidden	hide	VERB
fcis-31918	116	6	layer	layer	NOUN
fcis-31918	116	7	nodes	node	NOUN
fcis-31918	116	8	employ	employ	VERB
fcis-31918	116	9	the	the	DET
fcis-31918	116	10	sigmoid	sigmoid	NOUN
fcis-31918	116	11	function	function	NOUN
fcis-31918	116	12	as	as	ADP
fcis-31918	116	13	the	the	DET
fcis-31918	116	14	activation	activation	NOUN
fcis-31918	116	15	function	function	NOUN
fcis-31918	116	16	,	,	PUNCT
fcis-31918	116	17	whereas	whereas	SCONJ
fcis-31918	116	18	the	the	DET
fcis-31918	116	19	output	output	NOUN
fcis-31918	116	20	layer	layer	NOUN
fcis-31918	116	21	nodes	node	NOUN
fcis-31918	116	22	utilize	utilize	VERB
fcis-31918	116	23	a	a	DET
fcis-31918	116	24	linear	linear	ADJ
fcis-31918	116	25	activation	activation	NOUN
fcis-31918	116	26	function	function	NOUN
fcis-31918	116	27	.	.	PUNCT
fcis-31918	117	1	in	in	ADP
fcis-31918	117	2	fact	fact	NOUN
fcis-31918	117	3	,	,	PUNCT
fcis-31918	117	4	a	a	DET
fcis-31918	117	5	three	three	NUM
fcis-31918	117	6	-	-	PUNCT
fcis-31918	117	7	layer	layer	NOUN
fcis-31918	117	8	bp	bp	PROPN
fcis-31918	117	9	neural	neural	ADJ
fcis-31918	117	10	network	network	NOUN
fcis-31918	117	11	with	with	ADP
fcis-31918	117	12	a	a	DET
fcis-31918	117	13	single	single	ADJ
fcis-31918	117	14	hidden	hide	VERB
fcis-31918	117	15	layer	layer	NOUN
fcis-31918	117	16	can	can	AUX
fcis-31918	117	17	approximate	approximate	VERB
fcis-31918	117	18	any	any	DET
fcis-31918	117	19	62	62	NUM
fcis-31918	117	20	nonlinear	nonlinear	ADJ
fcis-31918	117	21	function	function	NOUN
fcis-31918	117	22	;	;	PUNCT
fcis-31918	117	23	therefore	therefore	ADV
fcis-31918	117	24	,	,	PUNCT
fcis-31918	117	25	this	this	DET
fcis-31918	117	26	study	study	NOUN
fcis-31918	117	27	focuses	focus	VERB
fcis-31918	117	28	exclusively	exclusively	ADV
fcis-31918	117	29	on	on	ADP
fcis-31918	117	30	bp	bp	PROPN
fcis-31918	117	31	neural	neural	ADJ
fcis-31918	117	32	networks	network	NOUN
fcis-31918	117	33	with	with	ADP
fcis-31918	117	34	one	one	NUM
fcis-31918	117	35	hidden	hide	VERB
fcis-31918	117	36	layer	layer	NOUN
fcis-31918	117	37	.	.	PUNCT
fcis-31918	118	1	the	the	DET
fcis-31918	118	2	number	number	NOUN
fcis-31918	118	3	of	of	ADP
fcis-31918	118	4	input	input	NOUN
fcis-31918	118	5	variables	variable	NOUN
fcis-31918	118	6	is	be	AUX
fcis-31918	118	7	80	80	NUM
fcis-31918	118	8	,	,	PUNCT
fcis-31918	118	9	the	the	DET
fcis-31918	118	10	number	number	NOUN
fcis-31918	118	11	of	of	ADP
fcis-31918	118	12	output	output	NOUN
fcis-31918	118	13	variables	variable	NOUN
fcis-31918	118	14	is	be	AUX
fcis-31918	118	15	1	1	NUM
fcis-31918	118	16	,	,	PUNCT
fcis-31918	118	17	and	and	CCONJ
fcis-31918	118	18	the	the	DET
fcis-31918	118	19	quantity	quantity	NOUN
fcis-31918	118	20	of	of	ADP
fcis-31918	118	21	neurons	neuron	NOUN
fcis-31918	118	22	in	in	ADP
fcis-31918	118	23	the	the	DET
fcis-31918	118	24	hidden	hide	VERB
fcis-31918	118	25	layer	layer	NOUN
fcis-31918	118	26	significantly	significantly	ADV
fcis-31918	118	27	influences	influence	VERB
fcis-31918	118	28	network	network	NOUN
fcis-31918	118	29	performance	performance	NOUN
fcis-31918	118	30	.	.	PUNCT
fcis-31918	119	1	figure	figure	NOUN
fcis-31918	119	2	5	5	NUM
fcis-31918	119	3	.	.	PUNCT
fcis-31918	119	4	two	two	NUM
fcis-31918	119	5	-	-	PUNCT
fcis-31918	119	6	dimensional	dimensional	ADJ
fcis-31918	119	7	air	air	NOUN
fcis-31918	119	8	-	-	PUNCT
fcis-31918	119	9	hole	hole	NOUN
fcis-31918	119	10	photonic	photonic	NOUN
fcis-31918	119	11	crystal	crystal	NOUN
fcis-31918	119	12	microcavity	microcavity	NOUN
fcis-31918	119	13	neural	neural	ADJ
fcis-31918	119	14	network	network	NOUN
fcis-31918	119	15	once	once	SCONJ
fcis-31918	119	16	the	the	DET
fcis-31918	119	17	network	network	NOUN
fcis-31918	119	18	architecture	architecture	NOUN
fcis-31918	119	19	is	be	AUX
fcis-31918	119	20	established	establish	VERB
fcis-31918	119	21	,	,	PUNCT
fcis-31918	119	22	the	the	DET
fcis-31918	119	23	learning	learning	NOUN
fcis-31918	119	24	rate	rate	NOUN
fcis-31918	119	25	α	α	PROPN
fcis-31918	119	26	is	be	AUX
fcis-31918	119	27	set	set	VERB
fcis-31918	119	28	to	to	ADP
fcis-31918	119	29	0.01	0.01	NUM
fcis-31918	119	30	,	,	PUNCT
fcis-31918	119	31	followed	follow	VERB
fcis-31918	119	32	by	by	ADP
fcis-31918	119	33	the	the	DET
fcis-31918	119	34	commencement	commencement	NOUN
fcis-31918	119	35	of	of	ADP
fcis-31918	119	36	network	network	NOUN
fcis-31918	119	37	training	training	NOUN
fcis-31918	119	38	.	.	PUNCT
fcis-31918	120	1	a	a	DET
fcis-31918	120	2	three	three	NUM
fcis-31918	120	3	-	-	PUNCT
fcis-31918	120	4	layer	layer	NOUN
fcis-31918	120	5	fully	fully	ADV
fcis-31918	120	6	connected	connect	VERB
fcis-31918	120	7	feedforward	feedforward	NOUN
fcis-31918	120	8	network	network	NOUN
fcis-31918	120	9	is	be	AUX
fcis-31918	120	10	constructed	construct	VERB
fcis-31918	120	11	by	by	ADP
fcis-31918	120	12	calling	call	VERB
fcis-31918	120	13	newff(p_train	newff(p_train	PROPN
fcis-31918	120	14	,	,	PUNCT
fcis-31918	120	15	t_train	t_train	NOUN
fcis-31918	120	16	,	,	PUNCT
fcis-31918	120	17	9	9	NUM
fcis-31918	120	18	)	)	PUNCT
fcis-31918	120	19	,	,	PUNCT
fcis-31918	120	20	where	where	SCONJ
fcis-31918	120	21	the	the	DET
fcis-31918	120	22	number	number	NOUN
fcis-31918	120	23	of	of	ADP
fcis-31918	120	24	input	input	NOUN
fcis-31918	120	25	layer	layer	NOUN
fcis-31918	120	26	nodes	node	NOUN
fcis-31918	120	27	equals	equal	VERB
fcis-31918	120	28	the	the	DET
fcis-31918	120	29	dimensionality	dimensionality	NOUN
fcis-31918	120	30	of	of	ADP
fcis-31918	120	31	the	the	DET
fcis-31918	120	32	training	training	NOUN
fcis-31918	120	33	features	feature	NOUN
fcis-31918	120	34	,	,	PUNCT
fcis-31918	120	35	and	and	CCONJ
fcis-31918	120	36	the	the	DET
fcis-31918	120	37	hidden	hide	VERB
fcis-31918	120	38	layer	layer	NOUN
fcis-31918	120	39	is	be	AUX
fcis-31918	120	40	set	set	VERB
fcis-31918	120	41	with	with	ADP
fcis-31918	120	42	9	9	NUM
fcis-31918	120	43	neurons	neuron	NOUN
fcis-31918	120	44	to	to	PART
fcis-31918	120	45	ensure	ensure	VERB
fcis-31918	120	46	expressive	expressive	ADJ
fcis-31918	120	47	capability	capability	NOUN
fcis-31918	120	48	while	while	SCONJ
fcis-31918	120	49	suppressing	suppress	VERB
fcis-31918	120	50	overfitting[14]the	overfitting[14]the	DET
fcis-31918	120	51	number	number	NOUN
fcis-31918	120	52	of	of	ADP
fcis-31918	120	53	output	output	NOUN
fcis-31918	120	54	layer	layer	NOUN
fcis-31918	120	55	nodes	node	NOUN
fcis-31918	120	56	automatically	automatically	ADV
fcis-31918	120	57	matches	match	VERB
fcis-31918	120	58	the	the	DET
fcis-31918	120	59	dimension	dimension	NOUN
fcis-31918	120	60	of	of	ADP
fcis-31918	120	61	the	the	DET
fcis-31918	120	62	target	target	NOUN
fcis-31918	120	63	vector	vector	NOUN
fcis-31918	120	64	t_train	t_train	NOUN
fcis-31918	120	65	(	(	PUNCT
fcis-31918	120	66	which	which	PRON
fcis-31918	120	67	is	be	AUX
fcis-31918	120	68	1	1	NUM
fcis-31918	120	69	in	in	ADP
fcis-31918	120	70	this	this	DET
fcis-31918	120	71	work	work	NOUN
fcis-31918	120	72	,	,	PUNCT
fcis-31918	120	73	representing	represent	VERB
fcis-31918	120	74	the	the	DET
fcis-31918	120	75	normalized	normalize	VERB
fcis-31918	120	76	eigenfrequency	eigenfrequency	NOUN
fcis-31918	120	77	of	of	ADP
fcis-31918	120	78	the	the	DET
fcis-31918	120	79	defect	defect	NOUN
fcis-31918	120	80	cavity	cavity	NOUN
fcis-31918	120	81	)	)	PUNCT
fcis-31918	120	82	.	.	PUNCT
fcis-31918	121	1	the	the	DET
fcis-31918	121	2	hidden	hide	VERB
fcis-31918	121	3	layer	layer	NOUN
fcis-31918	121	4	activation	activation	NOUN
fcis-31918	121	5	function	function	NOUN
fcis-31918	121	6	is	be	AUX
fcis-31918	121	7	tansig	tansig	NOUN
fcis-31918	121	8	,	,	PUNCT
fcis-31918	121	9	and	and	CCONJ
fcis-31918	121	10	the	the	DET
fcis-31918	121	11	output	output	NOUN
fcis-31918	121	12	layer	layer	NOUN
fcis-31918	121	13	uses	use	VERB
fcis-31918	121	14	a	a	DET
fcis-31918	121	15	pure	pure	ADJ
fcis-31918	121	16	linear	linear	NOUN
fcis-31918	121	17	function	function	NOUN
fcis-31918	121	18	purelin	purelin	NOUN
fcis-31918	121	19	,	,	PUNCT
fcis-31918	121	20	satisfying	satisfy	VERB
fcis-31918	121	21	the	the	DET
fcis-31918	121	22	continuity	continuity	NOUN
fcis-31918	121	23	requirements	requirement	NOUN
fcis-31918	121	24	of	of	ADP
fcis-31918	121	25	the	the	DET
fcis-31918	121	26	output	output	NOUN
fcis-31918	121	27	for	for	ADP
fcis-31918	121	28	regression	regression	NOUN
fcis-31918	121	29	tasks	task	NOUN
fcis-31918	121	30	.	.	PUNCT
fcis-31918	122	1	the	the	DET
fcis-31918	122	2	training	training	NOUN
fcis-31918	122	3	algorithm	algorithm	NOUN
fcis-31918	122	4	employs	employ	VERB
fcis-31918	122	5	the	the	DET
fcis-31918	122	6	default	default	NOUN
fcis-31918	122	7	levenberg	levenberg	PROPN
fcis-31918	122	8	–	–	PUNCT
fcis-31918	122	9	marquardt	marquardt	PROPN
fcis-31918	122	10	(	(	PUNCT
fcis-31918	122	11	trainlm	trainlm	PROPN
fcis-31918	122	12	)	)	PUNCT
fcis-31918	122	13	,	,	PUNCT
fcis-31918	122	14	which	which	PRON
fcis-31918	122	15	combines	combine	VERB
fcis-31918	122	16	the	the	DET
fcis-31918	122	17	advantages	advantage	NOUN
fcis-31918	122	18	of	of	ADP
fcis-31918	122	19	gradient	gradient	ADJ
fcis-31918	122	20	descent	descent	NOUN
fcis-31918	122	21	and	and	CCONJ
fcis-31918	122	22	gauss	gauss	PROPN
fcis-31918	122	23	-	-	PUNCT
fcis-31918	122	24	newton	newton	PROPN
fcis-31918	122	25	methods	method	NOUN
fcis-31918	122	26	,	,	PUNCT
fcis-31918	122	27	providing	provide	VERB
fcis-31918	122	28	fast	fast	ADJ
fcis-31918	122	29	convergence	convergence	NOUN
fcis-31918	122	30	and	and	CCONJ
fcis-31918	122	31	high	high	ADJ
fcis-31918	122	32	stability[15	stability[15	NOUN
fcis-31918	122	33	]	]	PUNCT
fcis-31918	122	34	hyperparameter	hyperparameter	NOUN
fcis-31918	122	35	settings	setting	NOUN
fcis-31918	122	36	:	:	PUNCT
fcis-31918	122	37	trainparam	trainparam	PROPN
fcis-31918	122	38	.	.	PUNCT
fcis-31918	123	1	epochs	epoch	NOUN
fcis-31918	123	2	=	=	SYM
fcis-31918	123	3	1000	1000	NUM
fcis-31918	123	4	,	,	PUNCT
fcis-31918	123	5	maximum	maximum	ADJ
fcis-31918	123	6	number	number	NOUN
fcis-31918	123	7	of	of	ADP
fcis-31918	123	8	iterations	iteration	NOUN
fcis-31918	123	9	;	;	PUNCT
fcis-31918	123	10	trainparam	trainparam	NOUN
fcis-31918	123	11	.	.	PUNCT
fcis-31918	124	1	goal	goal	NOUN
fcis-31918	124	2	=	=	NOUN
fcis-31918	124	3	10	10	NUM
fcis-31918	124	4	-	-	SYM
fcis-31918	124	5	3	3	NUM
fcis-31918	124	6	,	,	PUNCT
fcis-31918	124	7	early	early	ADV
fcis-31918	124	8	stopping	stop	VERB
fcis-31918	124	9	when	when	SCONJ
fcis-31918	124	10	the	the	DET
fcis-31918	124	11	mean	mean	ADJ
fcis-31918	124	12	squared	square	VERB
fcis-31918	124	13	error	error	NOUN
fcis-31918	124	14	(	(	PUNCT
fcis-31918	124	15	mse	mse	NOUN
fcis-31918	124	16	)	)	PUNCT
fcis-31918	124	17	falls	fall	VERB
fcis-31918	124	18	below	below	ADP
fcis-31918	124	19	this	this	DET
fcis-31918	124	20	threshold	threshold	NOUN
fcis-31918	124	21	;	;	PUNCT
fcis-31918	124	22	trainparam.lr	trainparam.lr	NUM
fcis-31918	124	23	=	=	SYM
fcis-31918	124	24	0.01	0.01	NUM
fcis-31918	124	25	,	,	PUNCT
fcis-31918	124	26	learning	learn	VERB
fcis-31918	124	27	rate	rate	NOUN
fcis-31918	124	28	,	,	PUNCT
fcis-31918	124	29	effective	effective	ADJ
fcis-31918	124	30	only	only	ADV
fcis-31918	124	31	when	when	SCONJ
fcis-31918	124	32	using	use	VERB
fcis-31918	124	33	first	first	ADJ
fcis-31918	124	34	-	-	PUNCT
fcis-31918	124	35	order	order	NOUN
fcis-31918	124	36	algorithms	algorithm	NOUN
fcis-31918	124	37	such	such	ADJ
fcis-31918	124	38	as	as	ADP
fcis-31918	124	39	traingd	traingd	NOUN
fcis-31918	124	40	,	,	PUNCT
fcis-31918	124	41	but	but	CCONJ
fcis-31918	124	42	still	still	ADV
fcis-31918	124	43	recorded	record	VERB
fcis-31918	124	44	by	by	ADP
fcis-31918	124	45	default	default	NOUN
fcis-31918	124	46	.	.	PUNCT
fcis-31918	125	1	the	the	DET
fcis-31918	125	2	two	two	NUM
fcis-31918	125	3	-	-	PUNCT
fcis-31918	125	4	dimensional	dimensional	ADJ
fcis-31918	125	5	air	air	NOUN
fcis-31918	125	6	-	-	PUNCT
fcis-31918	125	7	hole	hole	NOUN
fcis-31918	125	8	photonic	photonic	NOUN
fcis-31918	125	9	crystal	crystal	NOUN
fcis-31918	125	10	microcavity	microcavity	NOUN
fcis-31918	125	11	neural	neural	ADJ
fcis-31918	125	12	network	network	NOUN
fcis-31918	125	13	is	be	AUX
fcis-31918	125	14	shown	show	VERB
fcis-31918	125	15	in	in	ADP
fcis-31918	125	16	figure	figure	NOUN
fcis-31918	125	17	5	5	NUM
fcis-31918	125	18	.	.	PUNCT
fcis-31918	126	1	after	after	SCONJ
fcis-31918	126	2	training	training	NOUN
fcis-31918	126	3	is	be	AUX
fcis-31918	126	4	completed	complete	VERB
fcis-31918	126	5	,	,	PUNCT
fcis-31918	126	6	the	the	DET
fcis-31918	126	7	input	input	NOUN
fcis-31918	126	8	variables	variable	NOUN
fcis-31918	126	9	of	of	ADP
fcis-31918	126	10	the	the	DET
fcis-31918	126	11	test	test	NOUN
fcis-31918	126	12	set	set	NOUN
fcis-31918	126	13	are	be	AUX
fcis-31918	126	14	fed	feed	VERB
fcis-31918	126	15	into	into	ADP
fcis-31918	126	16	the	the	DET
fcis-31918	126	17	model	model	NOUN
fcis-31918	126	18	,	,	PUNCT
fcis-31918	126	19	and	and	CCONJ
fcis-31918	126	20	the	the	DET
fcis-31918	126	21	model	model	NOUN
fcis-31918	126	22	output	output	NOUN
fcis-31918	126	23	corresponds	correspond	VERB
fcis-31918	126	24	to	to	ADP
fcis-31918	126	25	the	the	DET
fcis-31918	126	26	predicted	predict	VERB
fcis-31918	126	27	results	result	NOUN
fcis-31918	126	28	[	[	X
fcis-31918	126	29	16	16	NUM
fcis-31918	126	30	]	]	PUNCT
fcis-31918	126	31	.	.	PUNCT
fcis-31918	127	1	4.3	4.3	NUM
fcis-31918	127	2	.	.	PUNCT
fcis-31918	127	3	performance	performance	NOUN
fcis-31918	127	4	evaluation	evaluation	NOUN
fcis-31918	127	5	by	by	ADP
fcis-31918	127	6	calculating	calculate	VERB
fcis-31918	127	7	the	the	DET
fcis-31918	127	8	error	error	NOUN
fcis-31918	127	9	between	between	ADP
fcis-31918	127	10	the	the	DET
fcis-31918	127	11	predicted	predict	VERB
fcis-31918	127	12	values	value	NOUN
fcis-31918	127	13	a	a	PRON
fcis-31918	127	14	of	of	ADP
fcis-31918	127	15	the	the	DET
fcis-31918	127	16	test	test	NOUN
fcis-31918	127	17	set	set	VERB
fcis-31918	127	18	and	and	CCONJ
fcis-31918	127	19	the	the	DET
fcis-31918	127	20	true	true	ADJ
fcis-31918	127	21	values	value	NOUN
fcis-31918	127	22	(	(	PUNCT
fcis-31918	127	23	expected	expect	VERB
fcis-31918	127	24	values	value	NOUN
fcis-31918	127	25	t	t	PROPN
fcis-31918	127	26	)	)	PUNCT
fcis-31918	127	27	,	,	PUNCT
fcis-31918	127	28	the	the	DET
fcis-31918	127	29	sum	sum	NOUN
fcis-31918	127	30	of	of	ADP
fcis-31918	127	31	squared	square	VERB
fcis-31918	127	32	errors	error	NOUN
fcis-31918	127	33	σ(n	σ(n	NOUN
fcis-31918	127	34	)	)	PUNCT
fcis-31918	127	35	is	be	AUX
fcis-31918	127	36	minimized	minimize	VERB
fcis-31918	127	37	.	.	PUNCT
fcis-31918	128	1	by	by	ADP
fcis-31918	128	2	continuously	continuously	ADV
fcis-31918	128	3	calculating	calculate	VERB
fcis-31918	128	4	the	the	DET
fcis-31918	128	5	changes	change	NOUN
fcis-31918	128	6	in	in	ADP
fcis-31918	128	7	network	network	NOUN
fcis-31918	128	8	weights	weight	NOUN
fcis-31918	128	9	and	and	CCONJ
fcis-31918	128	10	biases	bias	NOUN
fcis-31918	128	11	along	along	ADP
fcis-31918	128	12	the	the	DET
fcis-31918	128	13	descending	descend	VERB
fcis-31918	128	14	gradient	gradient	NOUN
fcis-31918	128	15	of	of	ADP
fcis-31918	128	16	the	the	DET
fcis-31918	128	17	error	error	NOUN
fcis-31918	128	18	function	function	NOUN
fcis-31918	128	19	,	,	PUNCT
fcis-31918	128	20	the	the	DET
fcis-31918	128	21	target	target	NOUN
fcis-31918	128	22	is	be	AUX
fcis-31918	128	23	gradually	gradually	ADV
fcis-31918	128	24	approached	approach	VERB
fcis-31918	128	25	.	.	PUNCT
fcis-31918	129	1	each	each	DET
fcis-31918	129	2	change	change	NOUN
fcis-31918	129	3	in	in	ADP
fcis-31918	129	4	weights	weight	NOUN
fcis-31918	129	5	and	and	CCONJ
fcis-31918	129	6	biases	bias	NOUN
fcis-31918	129	7	is	be	AUX
fcis-31918	129	8	proportional	proportional	ADJ
fcis-31918	129	9	to	to	ADP
fcis-31918	129	10	the	the	DET
fcis-31918	129	11	network	network	NOUN
fcis-31918	129	12	error	error	NOUN
fcis-31918	129	13	and	and	CCONJ
fcis-31918	129	14	is	be	AUX
fcis-31918	129	15	propagated	propagate	VERB
fcis-31918	129	16	backward	backward	ADV
fcis-31918	129	17	through	through	ADP
fcis-31918	129	18	each	each	DET
fcis-31918	129	19	layer	layer	NOUN
fcis-31918	129	20	,	,	PUNCT
fcis-31918	129	21	enabling	enable	VERB
fcis-31918	129	22	evaluation	evaluation	NOUN
fcis-31918	129	23	of	of	ADP
fcis-31918	129	24	the	the	DET
fcis-31918	129	25	model	model	NOUN
fcis-31918	129	26	's	's	PART
fcis-31918	129	27	generalization	generalization	NOUN
fcis-31918	129	28	performance[17].based	performance[17].base	VERB
fcis-31918	129	29	on	on	ADP
fcis-31918	129	30	this	this	PRON
fcis-31918	129	31	,	,	PUNCT
fcis-31918	129	32	the	the	DET
fcis-31918	129	33	number	number	NOUN
fcis-31918	129	34	of	of	ADP
fcis-31918	129	35	nodes	node	NOUN
fcis-31918	129	36	in	in	ADP
fcis-31918	129	37	the	the	DET
fcis-31918	129	38	input	input	NOUN
fcis-31918	129	39	and	and	CCONJ
fcis-31918	129	40	hidden	hidden	ADJ
fcis-31918	129	41	layers	layer	NOUN
fcis-31918	129	42	,	,	PUNCT
fcis-31918	129	43	as	as	ADV
fcis-31918	129	44	well	well	ADV
fcis-31918	129	45	as	as	ADP
fcis-31918	129	46	the	the	DET
fcis-31918	129	47	size	size	NOUN
fcis-31918	129	48	of	of	ADP
fcis-31918	129	49	the	the	DET
fcis-31918	129	50	weight	weight	NOUN
fcis-31918	129	51	matrices	matrix	NOUN
fcis-31918	129	52	,	,	PUNCT
fcis-31918	129	53	can	can	AUX
fcis-31918	129	54	be	be	AUX
fcis-31918	129	55	optimized	optimize	VERB
fcis-31918	129	56	to	to	PART
fcis-31918	129	57	enhance	enhance	VERB
fcis-31918	129	58	the	the	DET
fcis-31918	129	59	generalization	generalization	NOUN
fcis-31918	129	60	performance	performance	NOUN
fcis-31918	129	61	of	of	ADP
fcis-31918	129	62	the	the	DET
fcis-31918	129	63	bp	bp	PROPN
fcis-31918	129	64	neural	neural	PROPN
fcis-31918	129	65	network[18].define	network[18].define	VERB
fcis-31918	129	66	the	the	DET
fcis-31918	129	67	relative	relative	ADJ
fcis-31918	129	68	error	error	NOUN
fcis-31918	129	69	and	and	CCONJ
fcis-31918	129	70	the	the	DET
fcis-31918	129	71	coefficient	coefficient	NOUN
fcis-31918	129	72	of	of	ADP
fcis-31918	129	73	determination	determination	NOUN
fcis-31918	129	74	r^2	r^2	PROPN
fcis-31918	129	75	;	;	PUNCT
fcis-31918	129	76	finally	finally	ADV
fcis-31918	129	77	,	,	PUNCT
fcis-31918	129	78	summarize	summarize	VERB
fcis-31918	129	79	and	and	CCONJ
fcis-31918	129	80	output	output	VERB
fcis-31918	129	81	the	the	DET
fcis-31918	129	82	results	result	NOUN
fcis-31918	129	83	by	by	ADP
fcis-31918	129	84	concatenating	concatenate	VERB
fcis-31918	129	85	the	the	DET
fcis-31918	129	86	true	true	ADJ
fcis-31918	129	87	values	value	NOUN
fcis-31918	129	88	,	,	PUNCT
fcis-31918	129	89	predicted	predict	VERB
fcis-31918	129	90	values	value	NOUN
fcis-31918	129	91	,	,	PUNCT
fcis-31918	129	92	and	and	CCONJ
fcis-31918	129	93	their	their	PRON
fcis-31918	129	94	relative	relative	ADJ
fcis-31918	129	95	errors	error	NOUN
fcis-31918	129	96	for	for	ADP
fcis-31918	129	97	each	each	DET
fcis-31918	129	98	sample	sample	NOUN
fcis-31918	129	99	column	column	NOUN
fcis-31918	129	100	-	-	PUNCT
fcis-31918	129	101	wise	wise	ADJ
fcis-31918	129	102	,	,	PUNCT
fcis-31918	129	103	allowing	allow	VERB
fcis-31918	129	104	direct	direct	ADJ
fcis-31918	129	105	observation	observation	NOUN
fcis-31918	129	106	of	of	ADP
fcis-31918	129	107	the	the	DET
fcis-31918	129	108	maximum	maximum	ADJ
fcis-31918	129	109	and	and	CCONJ
fcis-31918	129	110	minimum	minimum	ADJ
fcis-31918	129	111	errors	error	NOUN
fcis-31918	129	112	and	and	CCONJ
fcis-31918	129	113	facilitating	facilitate	VERB
fcis-31918	129	114	further	further	ADJ
fcis-31918	129	115	plotting	plotting	NOUN
fcis-31918	129	116	of	of	ADP
fcis-31918	129	117	scatter	scatter	NOUN
fcis-31918	129	118	or	or	CCONJ
fcis-31918	129	119	box	box	NOUN
fcis-31918	129	120	plots	plot	NOUN
fcis-31918	129	121	using	use	VERB
fcis-31918	129	122	software	software	NOUN
fcis-31918	129	123	such	such	ADJ
fcis-31918	129	124	as	as	ADP
fcis-31918	129	125	origin	origin	NOUN
fcis-31918	129	126	or	or	CCONJ
fcis-31918	129	127	matplotlib	matplotlib	PROPN
fcis-31918	129	128	.	.	PUNCT
fcis-31918	130	1	figure	figure	VERB
fcis-31918	130	2	6	6	NUM
fcis-31918	130	3	.	.	PUNCT
fcis-31918	131	1	validation	validation	NOUN
fcis-31918	131	2	performance	performance	NOUN
fcis-31918	131	3	at	at	ADP
fcis-31918	131	4	the	the	DET
fcis-31918	131	5	third	third	ADJ
fcis-31918	131	6	epoch	epoch	NOUN
fcis-31918	131	7	figure	figure	NOUN
fcis-31918	131	8	6	6	NUM
fcis-31918	131	9	shows	show	VERB
fcis-31918	131	10	that	that	SCONJ
fcis-31918	131	11	the	the	DET
fcis-31918	131	12	mean	mean	ADJ
fcis-31918	131	13	squared	square	VERB
fcis-31918	131	14	error	error	NOUN
fcis-31918	131	15	varies	vary	VERB
fcis-31918	131	16	with	with	ADP
fcis-31918	131	17	the	the	DET
fcis-31918	131	18	number	number	NOUN
fcis-31918	131	19	of	of	ADP
fcis-31918	131	20	training	training	NOUN
fcis-31918	131	21	epochs	epoch	NOUN
fcis-31918	131	22	,	,	PUNCT
fcis-31918	131	23	achieving	achieve	VERB
fcis-31918	131	24	the	the	DET
fcis-31918	131	25	model	model	NOUN
fcis-31918	131	26	training	training	NOUN
fcis-31918	131	27	target	target	NOUN
fcis-31918	131	28	at	at	ADP
fcis-31918	131	29	the	the	DET
fcis-31918	131	30	third	third	ADJ
fcis-31918	131	31	epoch	epoch	NOUN
fcis-31918	131	32	.	.	PUNCT
fcis-31918	132	1	the	the	DET
fcis-31918	132	2	function	function	NOUN
fcis-31918	132	3	gradient	gradient	NOUN
fcis-31918	132	4	also	also	ADV
fcis-31918	132	5	changes	change	VERB
fcis-31918	132	6	with	with	ADP
fcis-31918	132	7	the	the	DET
fcis-31918	132	8	number	number	NOUN
fcis-31918	132	9	of	of	ADP
fcis-31918	132	10	training	training	NOUN
fcis-31918	132	11	epochs	epoch	NOUN
fcis-31918	132	12	.	.	PUNCT
fcis-31918	133	1	at	at	ADP
fcis-31918	133	2	the	the	DET
fcis-31918	133	3	seventh	seventh	ADJ
fcis-31918	133	4	epoch	epoch	NOUN
fcis-31918	133	5	,	,	PUNCT
fcis-31918	133	6	the	the	DET
fcis-31918	133	7	function	function	NOUN
fcis-31918	133	8	gradient	gradient	NOUN
fcis-31918	133	9	continues	continue	VERB
fcis-31918	133	10	to	to	PART
fcis-31918	133	11	decrease	decrease	VERB
fcis-31918	133	12	and	and	CCONJ
fcis-31918	133	13	has	have	AUX
fcis-31918	133	14	not	not	PART
fcis-31918	133	15	yet	yet	ADV
fcis-31918	133	16	converged	converge	VERB
fcis-31918	133	17	,	,	PUNCT
fcis-31918	133	18	indicating	indicate	VERB
fcis-31918	133	19	that	that	SCONJ
fcis-31918	133	20	the	the	DET
fcis-31918	133	21	training	training	NOUN
fcis-31918	133	22	dataset	dataset	NOUN
fcis-31918	133	23	is	be	AUX
fcis-31918	133	24	insufficient	insufficient	ADJ
fcis-31918	133	25	.	.	PUNCT
fcis-31918	134	1	the	the	DET
fcis-31918	134	2	optimal	optimal	ADJ
fcis-31918	134	3	validation	validation	NOUN
fcis-31918	134	4	performance	performance	NOUN
fcis-31918	134	5	is	be	AUX
fcis-31918	134	6	0.00040637	0.00040637	NUM
fcis-31918	134	7	at	at	ADP
fcis-31918	134	8	the	the	DET
fcis-31918	134	9	third	third	ADJ
fcis-31918	134	10	epoch	epoch	NOUN
fcis-31918	134	11	.	.	PUNCT
fcis-31918	135	1	as	as	SCONJ
fcis-31918	135	2	shown	show	VERB
fcis-31918	135	3	in	in	ADP
fcis-31918	135	4	figures	figure	NOUN
fcis-31918	135	5	7	7	NUM
fcis-31918	135	6	and	and	CCONJ
fcis-31918	135	7	8	8	NUM
fcis-31918	135	8	,	,	PUNCT
fcis-31918	135	9	the	the	DET
fcis-31918	135	10	correlation	correlation	NOUN
fcis-31918	135	11	coefficient	coefficient	NOUN
fcis-31918	135	12	r	r	NOUN
fcis-31918	135	13	is	be	AUX
fcis-31918	135	14	0.99	0.99	NUM
fcis-31918	135	15	for	for	ADP
fcis-31918	135	16	the	the	DET
fcis-31918	135	17	training	training	NOUN
fcis-31918	135	18	set	set	NOUN
fcis-31918	135	19	and	and	CCONJ
fcis-31918	135	20	0.96	0.96	NUM
fcis-31918	135	21	for	for	ADP
fcis-31918	135	22	all	all	DET
fcis-31918	135	23	datasets	dataset	NOUN
fcis-31918	135	24	,	,	PUNCT
fcis-31918	135	25	indicating	indicate	VERB
fcis-31918	135	26	that	that	SCONJ
fcis-31918	135	27	the	the	DET
fcis-31918	135	28	training	training	NOUN
fcis-31918	135	29	dataset	dataset	NOUN
fcis-31918	135	30	is	be	AUX
fcis-31918	135	31	adequate	adequate	ADJ
fcis-31918	135	32	and	and	CCONJ
fcis-31918	135	33	the	the	DET
fcis-31918	135	34	model	model	NOUN
fcis-31918	135	35	training	training	NOUN
fcis-31918	135	36	is	be	AUX
fcis-31918	135	37	effective	effective	ADJ
fcis-31918	135	38	.	.	PUNCT
fcis-31918	136	1	this	this	DET
fcis-31918	136	2	comparison	comparison	NOUN
fcis-31918	136	3	is	be	AUX
fcis-31918	136	4	based	base	VERB
fcis-31918	136	5	on	on	ADP
fcis-31918	136	6	model	model	NOUN
fcis-31918	136	7	predictions	prediction	NOUN
fcis-31918	136	8	and	and	CCONJ
fcis-31918	136	9	63	63	NUM
fcis-31918	136	10	actual	actual	ADJ
fcis-31918	136	11	values	value	NOUN
fcis-31918	136	12	for	for	ADP
fcis-31918	136	13	five	five	NUM
fcis-31918	136	14	test	test	NOUN
fcis-31918	136	15	samples	sample	NOUN
fcis-31918	136	16	.	.	PUNCT
fcis-31918	137	1	the	the	DET
fcis-31918	137	2	correlation	correlation	NOUN
fcis-31918	137	3	coefficient	coefficient	NOUN
fcis-31918	137	4	r	r	NOUN
fcis-31918	137	5	can	can	AUX
fcis-31918	137	6	reach	reach	VERB
fcis-31918	137	7	0.999	0.999	NUM
fcis-31918	137	8	,	,	PUNCT
fcis-31918	137	9	with	with	ADP
fcis-31918	137	10	the	the	DET
fcis-31918	137	11	best	good	ADJ
fcis-31918	137	12	generalization	generalization	NOUN
fcis-31918	137	13	performance	performance	NOUN
fcis-31918	137	14	correlation	correlation	NOUN
fcis-31918	137	15	coefficient	coefficient	NOUN
fcis-31918	137	16	being	be	AUX
fcis-31918	137	17	r²	r²	NOUN
fcis-31918	137	18	=	=	SYM
fcis-31918	137	19	0.99987	0.99987	NUM
fcis-31918	137	20	.	.	PUNCT
fcis-31918	138	1	this	this	PRON
fcis-31918	138	2	indicates	indicate	VERB
fcis-31918	138	3	that	that	SCONJ
fcis-31918	138	4	the	the	DET
fcis-31918	138	5	artificial	artificial	ADJ
fcis-31918	138	6	neural	neural	ADJ
fcis-31918	138	7	network	network	NOUN
fcis-31918	138	8	model	model	NOUN
fcis-31918	138	9	exhibits	exhibit	VERB
fcis-31918	138	10	strong	strong	ADJ
fcis-31918	138	11	generalization	generalization	NOUN
fcis-31918	138	12	performance	performance	NOUN
fcis-31918	138	13	.	.	PUNCT
fcis-31918	139	1	figure	figure	NOUN
fcis-31918	139	2	7	7	NUM
fcis-31918	139	3	.	.	PUNCT
fcis-31918	139	4	correlation	correlation	NOUN
fcis-31918	139	5	coefficient	coefficient	NOUN
fcis-31918	139	6	r	r	NOUN
fcis-31918	139	7	between	between	ADP
fcis-31918	139	8	model	model	NOUN
fcis-31918	139	9	predictions	prediction	NOUN
fcis-31918	139	10	and	and	CCONJ
fcis-31918	139	11	actual	actual	ADJ
fcis-31918	139	12	values	value	NOUN
fcis-31918	139	13	figure	figure	VERB
fcis-31918	139	14	8	8	NUM
fcis-31918	139	15	.	.	PUNCT
fcis-31918	140	1	comparison	comparison	NOUN
fcis-31918	140	2	of	of	ADP
fcis-31918	140	3	predicted	predict	VERB
fcis-31918	140	4	microcavity	microcavity	NOUN
fcis-31918	140	5	radii	radius	NOUN
fcis-31918	140	6	in	in	ADP
fcis-31918	140	7	the	the	DET
fcis-31918	140	8	test	test	NOUN
fcis-31918	140	9	set	set	VERB
fcis-31918	140	10	5	5	NUM
fcis-31918	140	11	.	.	PUNCT
fcis-31918	140	12	conclusion	conclusion	NOUN
fcis-31918	140	13	to	to	PART
fcis-31918	140	14	address	address	VERB
fcis-31918	140	15	the	the	DET
fcis-31918	140	16	prolonged	prolonged	ADJ
fcis-31918	140	17	design	design	NOUN
fcis-31918	140	18	cycle	cycle	NOUN
fcis-31918	140	19	and	and	CCONJ
fcis-31918	140	20	challenges	challenge	NOUN
fcis-31918	140	21	of	of	ADP
fcis-31918	140	22	inverse	inverse	NOUN
fcis-31918	140	23	design	design	NOUN
fcis-31918	140	24	in	in	ADP
fcis-31918	140	25	photonic	photonic	ADJ
fcis-31918	140	26	crystals	crystal	NOUN
fcis-31918	140	27	,	,	PUNCT
fcis-31918	140	28	a	a	DET
fcis-31918	140	29	prediction	prediction	NOUN
fcis-31918	140	30	framework	framework	NOUN
fcis-31918	140	31	centered	center	VERB
fcis-31918	140	32	on	on	ADP
fcis-31918	140	33	the	the	DET
fcis-31918	140	34	bp	bp	PROPN
fcis-31918	140	35	artificial	artificial	ADJ
fcis-31918	140	36	neural	neural	ADJ
fcis-31918	140	37	network	network	NOUN
fcis-31918	140	38	was	be	AUX
fcis-31918	140	39	developed	develop	VERB
fcis-31918	140	40	.	.	PUNCT
fcis-31918	141	1	high	high	ADJ
fcis-31918	141	2	-	-	PUNCT
fcis-31918	141	3	confidence	confidence	NOUN
fcis-31918	141	4	training	training	NOUN
fcis-31918	141	5	data	datum	NOUN
fcis-31918	141	6	were	be	AUX
fcis-31918	141	7	generated	generate	VERB
fcis-31918	141	8	using	use	VERB
fcis-31918	141	9	the	the	DET
fcis-31918	141	10	pwe	pwe	NOUN
fcis-31918	141	11	algorithm	algorithm	NOUN
fcis-31918	141	12	,	,	PUNCT
fcis-31918	141	13	and	and	CCONJ
fcis-31918	141	14	the	the	DET
fcis-31918	141	15	model	model	NOUN
fcis-31918	141	16	's	's	PART
fcis-31918	141	17	effectiveness	effectiveness	NOUN
fcis-31918	141	18	in	in	ADP
fcis-31918	141	19	the	the	DET
fcis-31918	141	20	defect	defect	ADJ
fcis-31918	141	21	microcavity	microcavity	NOUN
fcis-31918	141	22	size	size	NOUN
fcis-31918	141	23	mapping	mapping	NOUN
fcis-31918	141	24	task	task	NOUN
fcis-31918	141	25	was	be	AUX
fcis-31918	141	26	systematically	systematically	ADV
fcis-31918	141	27	evaluated	evaluate	VERB
fcis-31918	141	28	.	.	PUNCT
fcis-31918	142	1	the	the	DET
fcis-31918	142	2	main	main	ADJ
fcis-31918	142	3	conclusions	conclusion	NOUN
fcis-31918	142	4	are	be	AUX
fcis-31918	142	5	as	as	SCONJ
fcis-31918	142	6	follows	follow	VERB
fcis-31918	142	7	:	:	PUNCT
fcis-31918	142	8	through	through	ADP
fcis-31918	142	9	hierarchical	hierarchical	ADJ
fcis-31918	142	10	feature	feature	NOUN
fcis-31918	142	11	engineering	engineering	NOUN
fcis-31918	142	12	and	and	CCONJ
fcis-31918	142	13	balanced	balanced	ADJ
fcis-31918	142	14	sample	sample	NOUN
fcis-31918	142	15	partitioning	partitioning	NOUN
fcis-31918	142	16	,	,	PUNCT
fcis-31918	142	17	the	the	DET
fcis-31918	142	18	network	network	NOUN
fcis-31918	142	19	reached	reach	VERB
fcis-31918	142	20	the	the	DET
fcis-31918	142	21	preset	preset	ADJ
fcis-31918	142	22	error	error	NOUN
fcis-31918	142	23	threshold	threshold	NOUN
fcis-31918	142	24	by	by	ADP
fcis-31918	142	25	the	the	DET
fcis-31918	142	26	third	third	ADJ
fcis-31918	142	27	training	training	NOUN
fcis-31918	142	28	iteration	iteration	NOUN
fcis-31918	142	29	,	,	PUNCT
fcis-31918	142	30	with	with	ADP
fcis-31918	142	31	the	the	DET
fcis-31918	142	32	validation	validation	NOUN
fcis-31918	142	33	set	set	NOUN
fcis-31918	142	34	mean	mean	VERB
fcis-31918	142	35	squared	square	VERB
fcis-31918	142	36	error	error	NOUN
fcis-31918	142	37	converging	converge	VERB
fcis-31918	142	38	to	to	ADP
fcis-31918	142	39	the	the	DET
fcis-31918	142	40	optimal	optimal	ADJ
fcis-31918	142	41	validation	validation	NOUN
fcis-31918	142	42	performance	performance	NOUN
fcis-31918	142	43	of	of	ADP
fcis-31918	142	44	0.00040637	0.00040637	NUM
fcis-31918	142	45	,	,	PUNCT
fcis-31918	142	46	reducing	reduce	VERB
fcis-31918	142	47	computation	computation	NOUN
fcis-31918	142	48	time	time	NOUN
fcis-31918	142	49	by	by	ADP
fcis-31918	142	50	nearly	nearly	ADV
fcis-31918	142	51	three	three	NUM
fcis-31918	142	52	orders	order	NOUN
fcis-31918	142	53	of	of	ADP
fcis-31918	142	54	magnitude	magnitude	NOUN
fcis-31918	142	55	compared	compare	VERB
fcis-31918	142	56	to	to	ADP
fcis-31918	142	57	traditional	traditional	ADJ
fcis-31918	142	58	interpolation	interpolation	NOUN
fcis-31918	142	59	strategies	strategy	NOUN
fcis-31918	142	60	.	.	PUNCT
fcis-31918	143	1	meanwhile	meanwhile	ADV
fcis-31918	143	2	,	,	PUNCT
fcis-31918	143	3	the	the	DET
fcis-31918	143	4	early	early	ADJ
fcis-31918	143	5	stopping	stopping	NOUN
fcis-31918	143	6	mechanism	mechanism	NOUN
fcis-31918	143	7	effectively	effectively	ADV
fcis-31918	143	8	suppresses	suppress	VERB
fcis-31918	143	9	parameter	parameter	NOUN
fcis-31918	143	10	overfitting	overfitting	NOUN
fcis-31918	143	11	while	while	SCONJ
fcis-31918	143	12	ensuring	ensure	VERB
fcis-31918	143	13	adequate	adequate	ADJ
fcis-31918	143	14	training	training	NOUN
fcis-31918	143	15	.	.	PUNCT
fcis-31918	144	1	the	the	DET
fcis-31918	144	2	best	good	ADJ
fcis-31918	144	3	generalization	generalization	NOUN
fcis-31918	144	4	performance	performance	NOUN
fcis-31918	144	5	on	on	ADP
fcis-31918	144	6	the	the	DET
fcis-31918	144	7	independent	independent	ADJ
fcis-31918	144	8	test	test	NOUN
fcis-31918	144	9	set	set	VERB
fcis-31918	144	10	yielded	yield	VERB
fcis-31918	144	11	a	a	DET
fcis-31918	144	12	correlation	correlation	NOUN
fcis-31918	144	13	coefficient	coefficient	NOUN
fcis-31918	144	14	of	of	ADP
fcis-31918	144	15	r2=0.99987	r2=0.99987	NOUN
fcis-31918	144	16	,	,	PUNCT
fcis-31918	144	17	indicating	indicate	VERB
fcis-31918	144	18	that	that	SCONJ
fcis-31918	144	19	the	the	DET
fcis-31918	144	20	model	model	NOUN
fcis-31918	144	21	nearly	nearly	ADV
fcis-31918	144	22	perfectly	perfectly	ADV
fcis-31918	144	23	reproduces	reproduce	VERB
fcis-31918	144	24	the	the	DET
fcis-31918	144	25	mapping	mapping	NOUN
fcis-31918	144	26	relationship	relationship	NOUN
fcis-31918	144	27	strictly	strictly	ADV
fcis-31918	144	28	solved	solve	VERB
fcis-31918	144	29	by	by	ADP
fcis-31918	144	30	the	the	DET
fcis-31918	144	31	64	64	NUM
fcis-31918	144	32	pwe	pwe	NOUN
fcis-31918	144	33	method	method	NOUN
fcis-31918	144	34	;	;	PUNCT
fcis-31918	144	35	the	the	DET
fcis-31918	144	36	average	average	ADJ
fcis-31918	144	37	relative	relative	ADJ
fcis-31918	144	38	error	error	NOUN
fcis-31918	144	39	remains	remain	VERB
fcis-31918	144	40	approximately	approximately	ADV
fcis-31918	144	41	0.8	0.8	NUM
fcis-31918	144	42	%	%	NOUN
fcis-31918	144	43	,	,	PUNCT
fcis-31918	144	44	and	and	CCONJ
fcis-31918	144	45	although	although	SCONJ
fcis-31918	144	46	the	the	DET
fcis-31918	144	47	error	error	NOUN
fcis-31918	144	48	for	for	ADP
fcis-31918	144	49	higher	high	ADJ
fcis-31918	144	50	-	-	PUNCT
fcis-31918	144	51	order	order	NOUN
fcis-31918	144	52	tm	tm	PROPN
fcis-31918	144	53	modes	mode	NOUN
fcis-31918	144	54	slightly	slightly	ADV
fcis-31918	144	55	increases	increase	NOUN
fcis-31918	144	56	,	,	PUNCT
fcis-31918	144	57	it	it	PRON
fcis-31918	144	58	remains	remain	VERB
fcis-31918	144	59	within	within	ADP
fcis-31918	144	60	the	the	DET
fcis-31918	144	61	acceptable	acceptable	ADJ
fcis-31918	144	62	range	range	NOUN
fcis-31918	144	63	for	for	ADP
fcis-31918	144	64	device	device	NOUN
fcis-31918	144	65	design	design	NOUN
fcis-31918	144	66	.	.	PUNCT
fcis-31918	145	1	these	these	DET
fcis-31918	145	2	results	result	NOUN
fcis-31918	145	3	demonstrate	demonstrate	VERB
fcis-31918	145	4	that	that	SCONJ
fcis-31918	145	5	highprecision	highprecision	NOUN
fcis-31918	145	6	and	and	CCONJ
fcis-31918	145	7	rapid	rapid	ADJ
fcis-31918	145	8	prediction	prediction	NOUN
fcis-31918	145	9	of	of	ADP
fcis-31918	145	10	photonic	photonic	ADJ
fcis-31918	145	11	crystal	crystal	NOUN
fcis-31918	145	12	defect	defect	NOUN
fcis-31918	145	13	dimensions	dimension	NOUN
fcis-31918	145	14	can	can	AUX
fcis-31918	145	15	be	be	AUX
fcis-31918	145	16	achieved	achieve	VERB
fcis-31918	145	17	based	base	VERB
fcis-31918	145	18	on	on	ADP
fcis-31918	145	19	a	a	DET
fcis-31918	145	20	small	small	ADJ
fcis-31918	145	21	number	number	NOUN
fcis-31918	145	22	of	of	ADP
fcis-31918	145	23	numerical	numerical	ADJ
fcis-31918	145	24	samples	sample	NOUN
fcis-31918	145	25	.	.	PUNCT
fcis-31918	146	1	however	however	ADV
fcis-31918	146	2	,	,	PUNCT
fcis-31918	146	3	this	this	DET
fcis-31918	146	4	method	method	NOUN
fcis-31918	146	5	still	still	ADV
fcis-31918	146	6	has	have	VERB
fcis-31918	146	7	limitations	limitation	NOUN
fcis-31918	146	8	;	;	PUNCT
fcis-31918	146	9	currently	currently	ADV
fcis-31918	146	10	,	,	PUNCT
fcis-31918	146	11	the	the	DET
fcis-31918	146	12	data	datum	NOUN
fcis-31918	146	13	remain	remain	VERB
fcis-31918	146	14	concentrated	concentrated	ADJ
fcis-31918	146	15	on	on	ADP
fcis-31918	146	16	two	two	NUM
fcis-31918	146	17	-	-	PUNCT
fcis-31918	146	18	dimensional	dimensional	ADJ
fcis-31918	146	19	gaas	gaas	NOUN
fcis-31918	146	20	-	-	PUNCT
fcis-31918	146	21	air	air	NOUN
fcis-31918	146	22	lattices	lattice	NOUN
fcis-31918	146	23	,	,	PUNCT
fcis-31918	146	24	and	and	CCONJ
fcis-31918	146	25	the	the	DET
fcis-31918	146	26	diversity	diversity	NOUN
fcis-31918	146	27	of	of	ADP
fcis-31918	146	28	structures	structure	NOUN
fcis-31918	146	29	and	and	CCONJ
fcis-31918	146	30	material	material	NOUN
fcis-31918	146	31	dimensions	dimension	NOUN
fcis-31918	146	32	requires	require	VERB
fcis-31918	146	33	further	further	ADJ
fcis-31918	146	34	expansion	expansion	NOUN
fcis-31918	146	35	;	;	PUNCT
fcis-31918	146	36	prediction	prediction	NOUN
fcis-31918	146	37	errors	error	NOUN
fcis-31918	146	38	for	for	ADP
fcis-31918	146	39	extremely	extremely	ADV
fcis-31918	146	40	small	small	ADJ
fcis-31918	146	41	defect	defect	NOUN
fcis-31918	146	42	radii	radius	NOUN
fcis-31918	146	43	and	and	CCONJ
fcis-31918	146	44	coupled	couple	VERB
fcis-31918	146	45	multi	multi	ADJ
fcis-31918	146	46	-	-	ADJ
fcis-31918	146	47	cavity	cavity	NOUN
fcis-31918	146	48	systems	system	NOUN
fcis-31918	146	49	still	still	ADV
fcis-31918	146	50	require	require	VERB
fcis-31918	146	51	further	further	ADJ
fcis-31918	146	52	reduction	reduction	NOUN
fcis-31918	146	53	.	.	PUNCT
fcis-31918	147	1	future	future	ADJ
fcis-31918	147	2	work	work	NOUN
fcis-31918	147	3	may	may	AUX
fcis-31918	147	4	consider	consider	VERB
fcis-31918	147	5	:	:	PUNCT
fcis-31918	147	6	(	(	PUNCT
fcis-31918	147	7	1	1	X
fcis-31918	147	8	)	)	PUNCT
fcis-31918	147	9	incorporating	incorporate	VERB
fcis-31918	147	10	three	three	NUM
fcis-31918	147	11	-	-	PUNCT
fcis-31918	147	12	dimensional	dimensional	ADJ
fcis-31918	147	13	structures	structure	NOUN
fcis-31918	147	14	and	and	CCONJ
fcis-31918	147	15	multimaterial	multimaterial	ADJ
fcis-31918	147	16	combinations	combination	NOUN
fcis-31918	147	17	to	to	PART
fcis-31918	147	18	enrich	enrich	VERB
fcis-31918	147	19	the	the	DET
fcis-31918	147	20	physical	physical	ADJ
fcis-31918	147	21	scenarios	scenario	NOUN
fcis-31918	147	22	of	of	ADP
fcis-31918	147	23	training	training	NOUN
fcis-31918	147	24	samples	sample	NOUN
fcis-31918	147	25	;	;	PUNCT
fcis-31918	147	26	(	(	PUNCT
fcis-31918	147	27	2	2	X
fcis-31918	147	28	)	)	PUNCT
fcis-31918	147	29	utilizing	utilize	VERB
fcis-31918	147	30	graph	graph	NOUN
fcis-31918	147	31	convolution	convolution	NOUN
fcis-31918	147	32	or	or	CCONJ
fcis-31918	147	33	self	self	NOUN
fcis-31918	147	34	-	-	PUNCT
fcis-31918	147	35	attention	attention	NOUN
fcis-31918	147	36	mechanisms	mechanism	NOUN
fcis-31918	147	37	to	to	PART
fcis-31918	147	38	capture	capture	VERB
fcis-31918	147	39	long	long	ADJ
fcis-31918	147	40	-	-	PUNCT
fcis-31918	147	41	range	range	NOUN
fcis-31918	147	42	correlations	correlation	NOUN
fcis-31918	147	43	in	in	ADP
fcis-31918	147	44	k	k	NOUN
fcis-31918	147	45	-	-	NOUN
fcis-31918	147	46	space	space	NOUN
fcis-31918	147	47	,	,	PUNCT
fcis-31918	147	48	thereby	thereby	ADV
fcis-31918	147	49	enhancing	enhance	VERB
fcis-31918	147	50	the	the	DET
fcis-31918	147	51	representation	representation	NOUN
fcis-31918	147	52	capability	capability	NOUN
fcis-31918	147	53	for	for	ADP
fcis-31918	147	54	complex	complex	ADJ
fcis-31918	147	55	dispersion	dispersion	NOUN
fcis-31918	147	56	surfaces	surface	NOUN
fcis-31918	147	57	;	;	PUNCT
fcis-31918	147	58	(	(	PUNCT
fcis-31918	147	59	3	3	X
fcis-31918	147	60	)	)	PUNCT
fcis-31918	147	61	integrating	integrate	VERB
fcis-31918	147	62	the	the	DET
fcis-31918	147	63	network	network	NOUN
fcis-31918	147	64	with	with	ADP
fcis-31918	147	65	genetic	genetic	ADJ
fcis-31918	147	66	algorithms	algorithm	NOUN
fcis-31918	147	67	and	and	CCONJ
fcis-31918	147	68	bayesian	bayesian	NOUN
fcis-31918	147	69	optimization	optimization	NOUN
fcis-31918	147	70	to	to	PART
fcis-31918	147	71	realize	realize	VERB
fcis-31918	147	72	end	end	NOUN
fcis-31918	147	73	-	-	PUNCT
fcis-31918	147	74	to	to	ADP
fcis-31918	147	75	-	-	PUNCT
fcis-31918	147	76	end	end	NOUN
fcis-31918	147	77	inverse	inverse	NOUN
fcis-31918	147	78	design	design	NOUN
fcis-31918	147	79	and	and	CCONJ
fcis-31918	147	80	manufacturing	manufacture	VERB
fcis-31918	147	81	tolerance	tolerance	NOUN
fcis-31918	147	82	analysis	analysis	NOUN
fcis-31918	147	83	.	.	PUNCT
fcis-31918	148	1	in	in	ADP
fcis-31918	148	2	summary	summary	NOUN
fcis-31918	148	3	,	,	PUNCT
fcis-31918	148	4	artificial	artificial	ADJ
fcis-31918	148	5	neural	neural	ADJ
fcis-31918	148	6	networks	network	NOUN
fcis-31918	148	7	exhibit	exhibit	VERB
fcis-31918	148	8	remarkable	remarkable	ADJ
fcis-31918	148	9	acceleration	acceleration	NOUN
fcis-31918	148	10	and	and	CCONJ
fcis-31918	148	11	predictive	predictive	ADJ
fcis-31918	148	12	advantages	advantage	NOUN
fcis-31918	148	13	in	in	ADP
fcis-31918	148	14	photonic	photonic	ADJ
fcis-31918	148	15	crystal	crystal	NOUN
fcis-31918	148	16	design	design	NOUN
fcis-31918	148	17	,	,	PUNCT
fcis-31918	148	18	providing	provide	VERB
fcis-31918	148	19	a	a	DET
fcis-31918	148	20	practical	practical	ADJ
fcis-31918	148	21	and	and	CCONJ
fcis-31918	148	22	feasible	feasible	ADJ
fcis-31918	148	23	new	new	ADJ
fcis-31918	148	24	approach	approach	NOUN
fcis-31918	148	25	for	for	ADP
fcis-31918	148	26	rapid	rapid	ADJ
fcis-31918	148	27	prototyping	prototyping	NOUN
fcis-31918	148	28	of	of	ADP
fcis-31918	148	29	high	high	ADJ
fcis-31918	148	30	-	-	PUNCT
fcis-31918	148	31	performance	performance	NOUN
fcis-31918	148	32	photonic	photonic	NOUN
fcis-31918	148	33	devices	device	NOUN
fcis-31918	148	34	,	,	PUNCT
fcis-31918	148	35	and	and	CCONJ
fcis-31918	148	36	offering	offer	VERB
fcis-31918	148	37	significant	significant	ADJ
fcis-31918	148	38	support	support	NOUN
fcis-31918	148	39	for	for	ADP
fcis-31918	148	40	accelerating	accelerate	VERB
fcis-31918	148	41	the	the	DET
fcis-31918	148	42	engineering	engineering	NOUN
fcis-31918	148	43	implementation	implementation	NOUN
fcis-31918	148	44	of	of	ADP
fcis-31918	148	45	optical	optical	ADJ
fcis-31918	148	46	information	information	NOUN
fcis-31918	148	47	processing	processing	NOUN
fcis-31918	148	48	and	and	CCONJ
fcis-31918	148	49	related	related	ADJ
fcis-31918	148	50	energy	energy	NOUN
fcis-31918	148	51	devices	device	NOUN
fcis-31918	148	52	.	.	PUNCT
fcis-31918	149	1	references	reference	NOUN
fcis-31918	149	2	[	[	X
fcis-31918	149	3	1	1	NUM
fcis-31918	149	4	]	]	PUNCT
fcis-31918	149	5	parandin	parandin	PROPN
fcis-31918	149	6	,	,	PUNCT
fcis-31918	149	7	f.	f.	PROPN
fcis-31918	149	8	,	,	PUNCT
fcis-31918	149	9	moayed	moaye	VERB
fcis-31918	149	10	,	,	PUNCT
fcis-31918	149	11	m.	m.	NOUN
fcis-31918	149	12	&	&	CCONJ
fcis-31918	149	13	heidari	heidari	PROPN
fcis-31918	149	14	,	,	PUNCT
fcis-31918	149	15	f.	f.	PROPN
fcis-31918	149	16	(	(	PUNCT
fcis-31918	149	17	2023	2023	NUM
fcis-31918	149	18	)	)	PUNCT
fcis-31918	149	19	all	all	ADV
fcis-31918	149	20	-	-	ADJ
fcis-31918	149	21	optical	optical	ADJ
fcis-31918	149	22	diode	diode	NOUN
fcis-31918	149	23	for	for	ADP
fcis-31918	149	24	terahertz	terahertz	NOUN
fcis-31918	149	25	optical	optical	ADJ
fcis-31918	149	26	power	power	NOUN
fcis-31918	149	27	rectification	rectification	NOUN
fcis-31918	149	28	based	base	VERB
fcis-31918	149	29	on	on	ADP
fcis-31918	149	30	twodimensional	twodimensional	ADJ
fcis-31918	149	31	photonic	photonic	ADJ
fcis-31918	149	32	crystals.microelectronics	crystals.microelectronics	PROPN
fcis-31918	149	33	journal	journal	NOUN
fcis-31918	149	34	,	,	PUNCT
fcis-31918	149	35	136	136	NUM
fcis-31918	149	36	.	.	PUNCT
fcis-31918	150	1	[	[	X
fcis-31918	150	2	2	2	NUM
fcis-31918	150	3	]	]	X
fcis-31918	150	4	zhu	zhu	PROPN
fcis-31918	150	5	,	,	PUNCT
fcis-31918	150	6	j.	j.	PROPN
fcis-31918	150	7	&	&	CCONJ
fcis-31918	150	8	li	li	PROPN
fcis-31918	150	9	,	,	PUNCT
fcis-31918	150	10	t.	t.	PROPN
fcis-31918	150	11	(	(	PUNCT
fcis-31918	150	12	2024	2024	NUM
fcis-31918	150	13	)	)	PUNCT
fcis-31918	150	14	photonic	photonic	NOUN
fcis-31918	150	15	crystal	crystal	NOUN
fcis-31918	150	16	and	and	CCONJ
fcis-31918	150	17	ti	ti	NOUN
fcis-31918	150	18	nanoparticles	nanoparticle	NOUN
fcis-31918	150	19	enhanced	enhance	VERB
fcis-31918	150	20	high	high	ADJ
fcis-31918	150	21	-	-	PUNCT
fcis-31918	150	22	absorption	absorption	NOUN
fcis-31918	150	23	gaas	gaas	NOUN
fcis-31918	150	24	thin	thin	ADJ
fcis-31918	150	25	-	-	PUNCT
fcis-31918	150	26	film	film	NOUN
fcis-31918	150	27	solar	solar	ADJ
fcis-31918	150	28	cell.materials	cell.material	NOUN
fcis-31918	150	29	science	science	NOUN
fcis-31918	150	30	in	in	ADP
fcis-31918	150	31	semiconductor	semiconductor	NOUN
fcis-31918	150	32	processing	processing	NOUN
fcis-31918	150	33	,	,	PUNCT
fcis-31918	150	34	176	176	NUM
fcis-31918	150	35	.	.	PUNCT
fcis-31918	151	1	[	[	X
fcis-31918	151	2	3	3	X
fcis-31918	151	3	]	]	X
fcis-31918	151	4	segovia	segovia	PROPN
fcis-31918	151	5	-	-	PUNCT
fcis-31918	151	6	chaves	chaves	PROPN
fcis-31918	151	7	,	,	PUNCT
fcis-31918	151	8	f.	f.	PROPN
fcis-31918	151	9	&	&	CCONJ
fcis-31918	151	10	vinck	vinck	PROPN
fcis-31918	151	11	-	-	PUNCT
fcis-31918	151	12	posada	posada	PROPN
fcis-31918	151	13	,	,	PUNCT
fcis-31918	151	14	h.	h.	PROPN
fcis-31918	151	15	(	(	PUNCT
fcis-31918	151	16	2021	2021	NUM
fcis-31918	151	17	)	)	PUNCT
fcis-31918	151	18	twodimensional	twodimensional	ADJ
fcis-31918	151	19	photonic	photonic	ADJ
fcis-31918	151	20	crystals	crystal	NOUN
fcis-31918	151	21	with	with	ADP
fcis-31918	151	22	insertion	insertion	NOUN
fcis-31918	151	23	of	of	ADP
fcis-31918	151	24	circular	circular	ADJ
fcis-31918	151	25	and	and	CCONJ
fcis-31918	151	26	triangular	triangular	NOUN
fcis-31918	151	27	defects.optik	defects.optik	NOUN
fcis-31918	151	28	,	,	PUNCT
fcis-31918	151	29	246	246	NUM
fcis-31918	151	30	.	.	PUNCT
fcis-31918	152	1	[	[	X
fcis-31918	152	2	4	4	NUM
fcis-31918	152	3	]	]	PUNCT
fcis-31918	152	4	ikeda	ikeda	NOUN
fcis-31918	152	5	,	,	PUNCT
fcis-31918	152	6	n.	n.	NOUN
fcis-31918	152	7	(	(	PUNCT
fcis-31918	152	8	2007	2007	NUM
fcis-31918	152	9	)	)	PUNCT
fcis-31918	152	10	precise	precise	ADJ
fcis-31918	152	11	control	control	NOUN
fcis-31918	152	12	of	of	ADP
fcis-31918	152	13	dry	dry	ADJ
fcis-31918	152	14	etching	etching	NOUN
fcis-31918	152	15	for	for	ADP
fcis-31918	152	16	nanometer	nanometer	NOUN
fcis-31918	152	17	scale	scale	NOUN
fcis-31918	152	18	air	air	NOUN
fcis-31918	152	19	-	-	PUNCT
fcis-31918	152	20	hole	hole	NOUN
fcis-31918	152	21	arrays	array	VERB
fcis-31918	152	22	in	in	ADP
fcis-31918	152	23	two	two	NUM
fcis-31918	152	24	-	-	PUNCT
fcis-31918	152	25	dimensional	dimensional	ADJ
fcis-31918	152	26	gaas	gaas	NOUN
fcis-31918	152	27	/	/	SYM
fcis-31918	152	28	algaas	algaas	NOUN
fcis-31918	152	29	photonic	photonic	NOUN
fcis-31918	152	30	crystal	crystal	NOUN
fcis-31918	152	31	slabs.optics	slabs.optic	NOUN
fcis-31918	152	32	communications	communication	NOUN
fcis-31918	152	33	,	,	PUNCT
fcis-31918	152	34	275	275	NUM
fcis-31918	152	35	:	:	PUNCT
fcis-31918	152	36	257	257	NUM
fcis-31918	152	37	-	-	SYM
fcis-31918	152	38	267	267	NUM
fcis-31918	152	39	.	.	PUNCT
fcis-31918	153	1	[	[	X
fcis-31918	153	2	5	5	NUM
fcis-31918	153	3	]	]	SYM
fcis-31918	153	4	yang	yang	PROPN
fcis-31918	153	5	,	,	PUNCT
fcis-31918	153	6	d.	d.	PROPN
fcis-31918	153	7	(	(	PUNCT
fcis-31918	153	8	2023	2023	NUM
fcis-31918	153	9	)	)	PUNCT
fcis-31918	153	10	design	design	NOUN
fcis-31918	153	11	of	of	ADP
fcis-31918	153	12	high	high	ADJ
fcis-31918	153	13	-	-	PUNCT
fcis-31918	153	14	performance	performance	NOUN
fcis-31918	153	15	photonic	photonic	NOUN
fcis-31918	153	16	crystal	crystal	NOUN
fcis-31918	153	17	fiber	fiber	NOUN
fcis-31918	153	18	polarization	polarization	NOUN
fcis-31918	153	19	filter	filter	NOUN
fcis-31918	153	20	by	by	ADP
fcis-31918	153	21	grey	grey	ADJ
fcis-31918	153	22	wolf	wolf	PROPN
fcis-31918	153	23	optimizer	optimizer	NOUN
fcis-31918	153	24	with	with	ADP
fcis-31918	153	25	convolutional	convolutional	ADJ
fcis-31918	153	26	neural	neural	ADJ
fcis-31918	153	27	network.optik	network.optik	PROPN
fcis-31918	153	28	,	,	PUNCT
fcis-31918	153	29	283	283	NUM
fcis-31918	153	30	.	.	PUNCT
fcis-31918	154	1	[	[	X
fcis-31918	154	2	6	6	NUM
fcis-31918	154	3	]	]	X
fcis-31918	154	4	jiang	jiang	PROPN
fcis-31918	154	5	,	,	PUNCT
fcis-31918	154	6	j.	j.	PROPN
fcis-31918	154	7	,	,	PUNCT
fcis-31918	154	8	chen	chen	PROPN
fcis-31918	154	9	,	,	PUNCT
fcis-31918	154	10	m.	m.	PROPN
fcis-31918	154	11	&	&	CCONJ
fcis-31918	154	12	fan	fan	PROPN
fcis-31918	154	13	,	,	PUNCT
fcis-31918	154	14	j.	j.	PROPN
fcis-31918	154	15	a.	a.	PROPN
fcis-31918	154	16	(	(	PUNCT
fcis-31918	154	17	2021	2021	NUM
fcis-31918	154	18	)	)	PUNCT
fcis-31918	154	19	deep	deep	ADJ
fcis-31918	154	20	neural	neural	ADJ
fcis-31918	154	21	networks	network	NOUN
fcis-31918	154	22	for	for	ADP
fcis-31918	154	23	the	the	DET
fcis-31918	154	24	evaluation	evaluation	NOUN
fcis-31918	154	25	and	and	CCONJ
fcis-31918	154	26	design	design	NOUN
fcis-31918	154	27	of	of	ADP
fcis-31918	154	28	photonic	photonic	NOUN
fcis-31918	154	29	devices.nature	devices.nature	NOUN
fcis-31918	154	30	reviews	review	NOUN
fcis-31918	154	31	materials	material	NOUN
fcis-31918	154	32	,	,	PUNCT
fcis-31918	154	33	6	6	NUM
fcis-31918	154	34	:	:	SYM
fcis-31918	154	35	679	679	NUM
fcis-31918	154	36	-	-	SYM
fcis-31918	154	37	700	700	NUM
fcis-31918	154	38	.	.	PUNCT
fcis-31918	155	1	[	[	X
fcis-31918	155	2	7	7	NUM
fcis-31918	155	3	]	]	X
fcis-31918	155	4	mezzi	mezzi	PROPN
fcis-31918	155	5	,	,	PUNCT
fcis-31918	155	6	r.	r.	PROPN
fcis-31918	155	7	,	,	PUNCT
fcis-31918	155	8	bahloul	bahloul	PROPN
fcis-31918	155	9	,	,	PUNCT
fcis-31918	155	10	f.	f.	PROPN
fcis-31918	155	11	,	,	PUNCT
fcis-31918	155	12	karar	karar	PROPN
fcis-31918	155	13	,	,	PUNCT
fcis-31918	155	14	a.	a.	PROPN
fcis-31918	155	15	s.	s.	PROPN
fcis-31918	155	16	,	,	PUNCT
fcis-31918	155	17	ghandour	ghandour	PROPN
fcis-31918	155	18	,	,	PUNCT
fcis-31918	155	19	r.	r.	PROPN
fcis-31918	155	20	&	&	CCONJ
fcis-31918	155	21	salhi	salhi	PROPN
fcis-31918	155	22	,	,	PUNCT
fcis-31918	155	23	m.	m.	NOUN
fcis-31918	155	24	(	(	PUNCT
fcis-31918	155	25	2023	2023	NUM
fcis-31918	155	26	)	)	PUNCT
fcis-31918	155	27	predicting	predict	VERB
fcis-31918	155	28	behavior	behavior	NOUN
fcis-31918	155	29	of	of	ADP
fcis-31918	155	30	photonic	photonic	ADJ
fcis-31918	155	31	crystal	crystal	NOUN
fcis-31918	155	32	fiber	fiber	NOUN
fcis-31918	155	33	lasers	laser	NOUN
fcis-31918	155	34	using	use	VERB
fcis-31918	155	35	artificial	artificial	ADJ
fcis-31918	155	36	neural	neural	ADJ
fcis-31918	155	37	networks.optics	networks.optic	NOUN
fcis-31918	155	38	communications	communication	NOUN
fcis-31918	155	39	,	,	PUNCT
fcis-31918	155	40	542	542	NUM
fcis-31918	155	41	.	.	PUNCT
fcis-31918	156	1	[	[	X
fcis-31918	156	2	8	8	NUM
fcis-31918	156	3	]	]	X
fcis-31918	156	4	ren	ren	PROPN
fcis-31918	156	5	,	,	PUNCT
fcis-31918	156	6	s.	s.	PROPN
fcis-31918	156	7	(	(	PUNCT
fcis-31918	156	8	2024	2024	NUM
fcis-31918	156	9	)	)	PUNCT
fcis-31918	156	10	a	a	DET
fcis-31918	156	11	distributed	distribute	VERB
fcis-31918	156	12	photonic	photonic	NOUN
fcis-31918	156	13	crystal	crystal	NOUN
fcis-31918	156	14	fiber	fiber	NOUN
fcis-31918	156	15	reverse	reverse	NOUN
fcis-31918	156	16	design	design	NOUN
fcis-31918	156	17	framework	framework	NOUN
fcis-31918	156	18	based	base	VERB
fcis-31918	156	19	on	on	ADP
fcis-31918	156	20	multi	multi	ADJ
fcis-31918	156	21	-	-	ADJ
fcis-31918	156	22	source	source	ADJ
fcis-31918	156	23	knowledge	knowledge	NOUN
fcis-31918	156	24	fusion.optical	fusion.optical	ADJ
fcis-31918	156	25	fiber	fiber	NOUN
fcis-31918	156	26	technology	technology	NOUN
fcis-31918	156	27	,	,	PUNCT
fcis-31918	156	28	84	84	NUM
fcis-31918	156	29	.	.	PUNCT
fcis-31918	157	1	[	[	X
fcis-31918	157	2	9	9	NUM
fcis-31918	157	3	]	]	X
fcis-31918	157	4	dutton	dutton	PROPN
fcis-31918	157	5	,	,	PUNCT
fcis-31918	157	6	d.	d.	PROPN
fcis-31918	157	7	m.	m.	PROPN
fcis-31918	157	8	&	&	CCONJ
fcis-31918	157	9	conroy	conroy	PROPN
fcis-31918	157	10	,	,	PUNCT
fcis-31918	157	11	g.	g.	PROPN
fcis-31918	157	12	v.	v.	PROPN
fcis-31918	157	13	(	(	PUNCT
fcis-31918	157	14	1997	1997	NUM
fcis-31918	157	15	)	)	PUNCT
fcis-31918	157	16	a	a	DET
fcis-31918	157	17	review	review	NOUN
fcis-31918	157	18	of	of	ADP
fcis-31918	157	19	machine	machine	NOUN
fcis-31918	157	20	learning.knowledge	learning.knowledge	PROPN
fcis-31918	157	21	engineering	engineering	PROPN
fcis-31918	157	22	review	review	NOUN
fcis-31918	157	23	,	,	PUNCT
fcis-31918	157	24	12	12	NUM
fcis-31918	157	25	:	:	PUNCT
fcis-31918	157	26	341	341	NUM
fcis-31918	157	27	-	-	SYM
fcis-31918	157	28	367	367	NUM
fcis-31918	157	29	.	.	PUNCT
fcis-31918	158	1	[	[	X
fcis-31918	158	2	10	10	NUM
fcis-31918	158	3	]	]	PUNCT
fcis-31918	158	4	biswal	biswal	NOUN
fcis-31918	158	5	,	,	PUNCT
fcis-31918	158	6	a.	a.	PROPN
fcis-31918	158	7	,	,	PUNCT
fcis-31918	158	8	kumar	kumar	PROPN
fcis-31918	158	9	,	,	PUNCT
fcis-31918	158	10	r.	r.	PROPN
fcis-31918	158	11	,	,	PUNCT
fcis-31918	158	12	nayak	nayak	PROPN
fcis-31918	158	13	,	,	PUNCT
fcis-31918	158	14	c.	c.	PROPN
fcis-31918	158	15	&	&	CCONJ
fcis-31918	158	16	dhanalakshmi	dhanalakshmi	PROPN
fcis-31918	158	17	,	,	PUNCT
fcis-31918	158	18	s.	s.	PROPN
fcis-31918	158	19	(	(	PUNCT
fcis-31918	158	20	2021	2021	NUM
fcis-31918	158	21	)	)	PUNCT
fcis-31918	158	22	photonic	photonic	ADJ
fcis-31918	158	23	bandgap	bandgap	NOUN
fcis-31918	158	24	characteristics	characteristic	NOUN
fcis-31918	158	25	of	of	ADP
fcis-31918	158	26	gaas	gaas	PROPN
fcis-31918	158	27	/	/	SYM
fcis-31918	158	28	alas	alas	ADV
fcis-31918	158	29	-	-	PUNCT
fcis-31918	158	30	based	base	VERB
fcis-31918	158	31	onedimensional	onedimensional	ADJ
fcis-31918	158	32	quasi	quasi	ADJ
fcis-31918	158	33	-	-	ADJ
fcis-31918	158	34	periodic	periodic	ADJ
fcis-31918	158	35	photonic	photonic	ADJ
fcis-31918	158	36	crystal.optik	crystal.optik	NOUN
fcis-31918	158	37	,	,	PUNCT
fcis-31918	158	38	234	234	NUM
fcis-31918	158	39	.	.	PUNCT
fcis-31918	159	1	[	[	X
fcis-31918	159	2	11	11	NUM
fcis-31918	159	3	]	]	X
fcis-31918	159	4	sarkar	sarkar	PROPN
fcis-31918	159	5	,	,	PUNCT
fcis-31918	159	6	d.	d.	PROPN
fcis-31918	159	7	(	(	PUNCT
fcis-31918	159	8	2008	2008	NUM
fcis-31918	159	9	)	)	PUNCT
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fcis-31918	159	11	emission	emission	NOUN
fcis-31918	159	12	of	of	ADP
fcis-31918	159	13	inas	inas	PROPN
fcis-31918	159	14	/	/	SYM
fcis-31918	159	15	gaas	gaas	NOUN
fcis-31918	159	16	quantum	quantum	NOUN
fcis-31918	159	17	rings	ring	NOUN
fcis-31918	159	18	coupled	couple	VERB
fcis-31918	159	19	to	to	ADP
fcis-31918	159	20	a	a	DET
fcis-31918	159	21	two	two	NUM
fcis-31918	159	22	-	-	PUNCT
fcis-31918	159	23	dimensional	dimensional	ADJ
fcis-31918	159	24	photonic	photonic	ADJ
fcis-31918	159	25	crystal	crystal	NOUN
fcis-31918	159	26	microcavity.physica	microcavity.physica	PROPN
fcis-31918	159	27	e	e	PROPN
fcis-31918	159	28	-	-	ADJ
fcis-31918	159	29	low	low	ADJ
fcis-31918	159	30	-	-	PUNCT
fcis-31918	159	31	dimensional	dimensional	ADJ
fcis-31918	159	32	systems	system	NOUN
fcis-31918	159	33	&	&	CCONJ
fcis-31918	159	34	nanostructures	nanostructure	NOUN
fcis-31918	159	35	,	,	PUNCT
fcis-31918	159	36	40	40	NUM
fcis-31918	159	37	:	:	SYM
fcis-31918	159	38	2156	2156	NUM
fcis-31918	159	39	-	-	SYM
fcis-31918	159	40	2159	2159	NUM
fcis-31918	159	41	.	.	PUNCT
fcis-31918	160	1	[	[	X
fcis-31918	160	2	12	12	NUM
fcis-31918	160	3	]	]	X
fcis-31918	160	4	sikri	sikri	PROPN
fcis-31918	160	5	,	,	PUNCT
fcis-31918	160	6	a.	a.	PROPN
fcis-31918	160	7	,	,	PUNCT
fcis-31918	160	8	jameel	jameel	PROPN
fcis-31918	160	9	,	,	PUNCT
fcis-31918	160	10	r.	r.	PROPN
fcis-31918	160	11	,	,	PUNCT
fcis-31918	160	12	idrees	idree	NOUN
fcis-31918	160	13	,	,	PUNCT
fcis-31918	160	14	s.	s.	PROPN
fcis-31918	160	15	m.	m.	PROPN
fcis-31918	160	16	&	&	CCONJ
fcis-31918	160	17	kaur	kaur	PROPN
fcis-31918	160	18	,	,	PUNCT
fcis-31918	160	19	h.	h.	PROPN
fcis-31918	160	20	(	(	PUNCT
fcis-31918	160	21	2024	2024	NUM
fcis-31918	160	22	)	)	PUNCT
fcis-31918	160	23	enhancing	enhance	VERB
fcis-31918	160	24	customer	customer	NOUN
fcis-31918	160	25	retention	retention	NOUN
fcis-31918	160	26	in	in	ADP
fcis-31918	160	27	telecom	telecom	NOUN
fcis-31918	160	28	industry	industry	NOUN
fcis-31918	160	29	with	with	ADP
fcis-31918	160	30	machine	machine	NOUN
fcis-31918	160	31	learning	learn	VERB
fcis-31918	160	32	driven	drive	VERB
fcis-31918	160	33	churn	churn	PROPN
fcis-31918	160	34	prediction.scientific	prediction.scientific	PROPN
fcis-31918	160	35	reports	report	NOUN
fcis-31918	160	36	,	,	PUNCT
fcis-31918	160	37	14	14	NUM
fcis-31918	160	38	.	.	PUNCT
fcis-31918	161	1	[	[	X
fcis-31918	161	2	13	13	NUM
fcis-31918	161	3	]	]	PUNCT
fcis-31918	161	4	ungvari	ungvari	NOUN
fcis-31918	161	5	,	,	PUNCT
fcis-31918	161	6	t.	t.	PROPN
fcis-31918	161	7	(	(	PUNCT
fcis-31918	161	8	2025	2025	NUM
fcis-31918	161	9	)	)	PUNCT
fcis-31918	161	10	machine	machine	NOUN
fcis-31918	161	11	learning	learning	NOUN
fcis-31918	161	12	-	-	PUNCT
fcis-31918	161	13	driven	drive	VERB
fcis-31918	161	14	imaging	imaging	NOUN
fcis-31918	161	15	data	datum	NOUN
fcis-31918	161	16	for	for	ADP
fcis-31918	161	17	early	early	ADJ
fcis-31918	161	18	prediction	prediction	NOUN
fcis-31918	161	19	of	of	ADP
fcis-31918	161	20	lung	lung	NOUN
fcis-31918	161	21	toxicity	toxicity	NOUN
fcis-31918	161	22	in	in	ADP
fcis-31918	161	23	breast	breast	NOUN
fcis-31918	161	24	cancer	cancer	NOUN
fcis-31918	161	25	radiotherapy.scientific	radiotherapy.scientific	NOUN
fcis-31918	161	26	reports	report	NOUN
fcis-31918	161	27	,	,	PUNCT
fcis-31918	161	28	15	15	NUM
fcis-31918	161	29	.	.	PUNCT
fcis-31918	162	1	[	[	X
fcis-31918	162	2	14	14	NUM
fcis-31918	162	3	]	]	PUNCT
fcis-31918	162	4	he	he	PRON
fcis-31918	162	5	,	,	PUNCT
fcis-31918	162	6	y.	y.	PROPN
fcis-31918	162	7	,	,	PUNCT
fcis-31918	162	8	yang	yang	PROPN
fcis-31918	162	9	,	,	PUNCT
fcis-31918	162	10	x.	x.	PROPN
fcis-31918	162	11	&	&	CCONJ
fcis-31918	162	12	zhai	zhai	PROPN
fcis-31918	162	13	,	,	PUNCT
fcis-31918	162	14	x.	x.	NOUN
fcis-31918	162	15	(	(	PUNCT
fcis-31918	162	16	2025	2025	NUM
fcis-31918	162	17	)	)	PUNCT
fcis-31918	162	18	research	research	NOUN
fcis-31918	162	19	on	on	ADP
fcis-31918	162	20	reliability	reliability	NOUN
fcis-31918	162	21	of	of	ADP
fcis-31918	162	22	capacitors	capacitor	NOUN
fcis-31918	162	23	and	and	CCONJ
fcis-31918	162	24	transistors	transistor	NOUN
fcis-31918	162	25	based	base	VERB
fcis-31918	162	26	on	on	ADP
fcis-31918	162	27	bp	bp	PROPN
fcis-31918	162	28	neural	neural	ADJ
fcis-31918	162	29	network	network	NOUN
fcis-31918	162	30	and	and	CCONJ
fcis-31918	162	31	icepak	icepak	NOUN
fcis-31918	162	32	simulation.scientific	simulation.scientific	ADJ
fcis-31918	162	33	reports	report	NOUN
fcis-31918	162	34	,	,	PUNCT
fcis-31918	162	35	15	15	NUM
fcis-31918	162	36	.	.	PUNCT
fcis-31918	163	1	[	[	X
fcis-31918	163	2	15	15	NUM
fcis-31918	163	3	]	]	X
fcis-31918	163	4	dong	dong	PROPN
fcis-31918	163	5	,	,	PUNCT
fcis-31918	163	6	w.	w.	PROPN
fcis-31918	163	7	et	et	PROPN
fcis-31918	163	8	al	al	PROPN
fcis-31918	163	9	.	.	PROPN
fcis-31918	163	10	(	(	PUNCT
fcis-31918	163	11	2019	2019	NUM
fcis-31918	163	12	)	)	PUNCT
fcis-31918	163	13	denoising	denoise	VERB
fcis-31918	163	14	prior	prior	ADV
fcis-31918	163	15	driven	drive	VERB
fcis-31918	163	16	deep	deep	ADJ
fcis-31918	163	17	neural	neural	ADJ
fcis-31918	163	18	network	network	NOUN
fcis-31918	163	19	for	for	ADP
fcis-31918	163	20	image	image	NOUN
fcis-31918	163	21	restoration.ieee	restoration.ieee	NOUN
fcis-31918	163	22	transactions	transaction	NOUN
fcis-31918	163	23	on	on	ADP
fcis-31918	163	24	pattern	pattern	NOUN
fcis-31918	163	25	analysis	analysis	NOUN
fcis-31918	163	26	and	and	CCONJ
fcis-31918	163	27	machine	machine	NOUN
fcis-31918	163	28	intelligence	intelligence	NOUN
fcis-31918	163	29	,	,	PUNCT
fcis-31918	163	30	41	41	NUM
fcis-31918	163	31	:	:	PUNCT
fcis-31918	163	32	2305	2305	NUM
fcis-31918	163	33	-	-	SYM
fcis-31918	163	34	2318	2318	NUM
fcis-31918	163	35	.	.	PUNCT
fcis-31918	164	1	[	[	X
fcis-31918	164	2	16	16	NUM
fcis-31918	164	3	]	]	X
fcis-31918	164	4	lu	lu	PROPN
fcis-31918	164	5	,	,	PUNCT
fcis-31918	164	6	p.	p.	NOUN
fcis-31918	164	7	(	(	PUNCT
fcis-31918	164	8	2025	2025	NUM
fcis-31918	164	9	)	)	PUNCT
fcis-31918	164	10	multi	multi	ADJ
fcis-31918	164	11	-	-	ADJ
fcis-31918	164	12	agent	agent	ADJ
fcis-31918	164	13	modeling	modeling	NOUN
fcis-31918	164	14	for	for	ADP
fcis-31918	164	15	indoor	indoor	ADJ
fcis-31918	164	16	fire	fire	NOUN
fcis-31918	164	17	risk	risk	NOUN
fcis-31918	164	18	prediction	prediction	NOUN
fcis-31918	164	19	during	during	ADP
fcis-31918	164	20	evacuation	evacuation	NOUN
fcis-31918	164	21	based	base	VERB
fcis-31918	164	22	on	on	ADP
fcis-31918	164	23	cellular	cellular	ADJ
fcis-31918	164	24	automata	automata	NOUN
fcis-31918	164	25	and	and	CCONJ
fcis-31918	164	26	artificial	artificial	ADJ
fcis-31918	164	27	neural	neural	ADJ
fcis-31918	164	28	network.applied	network.applie	VERB
fcis-31918	164	29	soft	soft	ADJ
fcis-31918	164	30	computing	computing	NOUN
fcis-31918	164	31	,	,	PUNCT
fcis-31918	164	32	174	174	NUM
fcis-31918	164	33	.	.	PUNCT
fcis-31918	165	1	[	[	X
fcis-31918	165	2	17	17	NUM
fcis-31918	165	3	]	]	PUNCT
fcis-31918	165	4	momeni	momeni	PROPN
fcis-31918	165	5	,	,	PUNCT
fcis-31918	165	6	a.	a.	NOUN
fcis-31918	165	7	,	,	PUNCT
fcis-31918	165	8	rahmani	rahmani	PROPN
fcis-31918	165	9	,	,	PUNCT
fcis-31918	165	10	b.	b.	PROPN
fcis-31918	165	11	,	,	PUNCT
fcis-31918	165	12	mallejac	mallejac	NOUN
fcis-31918	165	13	,	,	PUNCT
fcis-31918	165	14	m.	m.	NOUN
fcis-31918	165	15	,	,	PUNCT
fcis-31918	165	16	del	del	PROPN
fcis-31918	165	17	hougne	hougne	PROPN
fcis-31918	165	18	,	,	PUNCT
fcis-31918	165	19	p.	p.	NOUN
fcis-31918	165	20	&	&	CCONJ
fcis-31918	165	21	fleury	fleury	PROPN
fcis-31918	165	22	,	,	PUNCT
fcis-31918	165	23	r.	r.	PROPN
fcis-31918	165	24	(	(	PUNCT
fcis-31918	165	25	2023	2023	NUM
fcis-31918	165	26	)	)	PUNCT
fcis-31918	165	27	backpropagation	backpropagation	NOUN
fcis-31918	165	28	-	-	PUNCT
fcis-31918	165	29	free	free	ADJ
fcis-31918	165	30	training	training	NOUN
fcis-31918	165	31	of	of	ADP
fcis-31918	165	32	deep	deep	ADJ
fcis-31918	165	33	physical	physical	ADJ
fcis-31918	165	34	neural	neural	ADJ
fcis-31918	165	35	networks.science	networks.science	NOUN
fcis-31918	165	36	,	,	PUNCT
fcis-31918	165	37	382	382	NUM
fcis-31918	165	38	:	:	PUNCT
fcis-31918	165	39	1297	1297	NUM
fcis-31918	165	40	-	-	SYM
fcis-31918	165	41	1303	1303	NUM
fcis-31918	165	42	.	.	PUNCT
fcis-31918	166	1	[	[	X
fcis-31918	166	2	18	18	NUM
fcis-31918	166	3	]	]	X
fcis-31918	166	4	zhang	zhang	PROPN
fcis-31918	166	5	,	,	PUNCT
fcis-31918	166	6	c.	c.	PROPN
fcis-31918	166	7	,	,	PUNCT
fcis-31918	166	8	tian	tian	PROPN
fcis-31918	166	9	,	,	PUNCT
fcis-31918	166	10	y.	y.	PROPN
fcis-31918	166	11	,	,	PUNCT
fcis-31918	166	12	xie	xie	PROPN
fcis-31918	166	13	,	,	PUNCT
fcis-31918	166	14	y.	y.	PROPN
fcis-31918	166	15	&	&	CCONJ
fcis-31918	166	16	yang	yang	PROPN
fcis-31918	166	17	,	,	PUNCT
fcis-31918	166	18	l.	l.	PROPN
fcis-31918	166	19	(	(	PUNCT
fcis-31918	166	20	2025	2025	NUM
fcis-31918	166	21	)	)	PUNCT
fcis-31918	166	22	prediction	prediction	NOUN
fcis-31918	166	23	of	of	ADP
fcis-31918	166	24	thrust	thrust	NOUN
fcis-31918	166	25	bearing	bear	VERB
fcis-31918	166	26	parameters	parameter	NOUN
fcis-31918	166	27	in	in	ADP
fcis-31918	166	28	shafting	shaft	VERB
fcis-31918	166	29	-	-	PUNCT
fcis-31918	166	30	shell	shell	NOUN
fcis-31918	166	31	coupling	coupling	NOUN
fcis-31918	166	32	system	system	NOUN
fcis-31918	166	33	from	from	ADP
fcis-31918	166	34	frequency	frequency	NOUN
fcis-31918	166	35	response	response	NOUN
fcis-31918	166	36	function	function	NOUN
fcis-31918	166	37	with	with	ADP
fcis-31918	166	38	artificial	artificial	ADJ
fcis-31918	166	39	neural	neural	ADJ
fcis-31918	166	40	networks.applied	networks.applie	VERB
fcis-31918	166	41	ocean	ocean	NOUN
fcis-31918	166	42	research	research	NOUN
fcis-31918	166	43	,	,	PUNCT
fcis-31918	166	44	158	158	NUM
fcis-31918	166	45	.	.	PUNCT