id	sid	tid	token	lemma	pos
ajst-22341	1	1	academic	academic	ADJ
ajst-22341	1	2	journal	journal	NOUN
ajst-22341	1	3	of	of	ADP
ajst-22341	1	4	science	science	NOUN
ajst-22341	1	5	and	and	CCONJ
ajst-22341	1	6	technology	technology	NOUN
ajst-22341	1	7	issn	issn	NOUN
ajst-22341	1	8	:	:	PUNCT
ajst-22341	1	9	2771	2771	NUM
ajst-22341	1	10	-	-	SYM
ajst-22341	1	11	3032	3032	NUM
ajst-22341	1	12	|	|	NOUN
ajst-22341	1	13	vol	vol	NOUN
ajst-22341	1	14	.	.	PROPN
ajst-22341	2	1	11	11	NUM
ajst-22341	2	2	,	,	PUNCT
ajst-22341	2	3	no	no	INTJ
ajst-22341	2	4	.	.	NOUN
ajst-22341	2	5	2	2	NUM
ajst-22341	2	6	,	,	PUNCT
ajst-22341	2	7	2024	2024	NUM
ajst-22341	2	8	72	72	NUM
ajst-22341	2	9	design	design	NOUN
ajst-22341	2	10	of	of	ADP
ajst-22341	2	11	a	a	DET
ajst-22341	2	12	neural	neural	ADJ
ajst-22341	2	13	network	network	NOUN
ajst-22341	2	14	model	model	NOUN
ajst-22341	2	15	for	for	ADP
ajst-22341	2	16	point	point	NOUN
ajst-22341	2	17	-	-	PUNCT
ajst-22341	2	18	defect	defect	NOUN
ajst-22341	2	19	microcavities	microcavitie	NOUN
ajst-22341	2	20	in	in	ADP
ajst-22341	2	21	two	two	NUM
ajst-22341	2	22	-	-	PUNCT
ajst-22341	2	23	dimensional	dimensional	ADJ
ajst-22341	2	24	silicon	silicon	NOUN
ajst-22341	2	25	-	-	PUNCT
ajst-22341	2	26	based	base	VERB
ajst-22341	2	27	dielectric	dielectric	ADJ
ajst-22341	2	28	column	column	NOUN
ajst-22341	2	29	photonic	photonic	NOUN
ajst-22341	2	30	crystals	crystal	NOUN
ajst-22341	2	31	hanyue	hanyue	VERB
ajst-22341	2	32	zeng	zeng	PROPN
ajst-22341	2	33	*	*	PROPN
ajst-22341	2	34	lambton	lambton	PROPN
ajst-22341	2	35	college	college	PROPN
ajst-22341	2	36	,	,	PUNCT
ajst-22341	2	37	jilin	jilin	PROPN
ajst-22341	2	38	university	university	PROPN
ajst-22341	2	39	,	,	PUNCT
ajst-22341	2	40	changchun	changchun	PROPN
ajst-22341	2	41	,	,	PUNCT
ajst-22341	2	42	jilin	jilin	PROPN
ajst-22341	2	43	,	,	PUNCT
ajst-22341	2	44	130012	130012	NUM
ajst-22341	2	45	,	,	PUNCT
ajst-22341	2	46	china	china	PROPN
ajst-22341	2	47	*	*	PUNCT
ajst-22341	2	48	corresponding	correspond	VERB
ajst-22341	2	49	author	author	NOUN
ajst-22341	2	50	email	email	NOUN
ajst-22341	2	51	:	:	PUNCT
ajst-22341	2	52	silvia_scorpio@163.com	silvia_scorpio@163.com	X
ajst-22341	3	1	abstract	abstract	NOUN
ajst-22341	3	2	:	:	PUNCT
ajst-22341	3	3	currently	currently	ADV
ajst-22341	3	4	,	,	PUNCT
ajst-22341	3	5	circuits	circuit	NOUN
ajst-22341	3	6	are	be	AUX
ajst-22341	3	7	becoming	become	VERB
ajst-22341	3	8	more	more	ADV
ajst-22341	3	9	and	and	CCONJ
ajst-22341	3	10	more	more	ADV
ajst-22341	3	11	highly	highly	ADV
ajst-22341	3	12	integrated	integrate	VERB
ajst-22341	3	13	,	,	PUNCT
ajst-22341	3	14	but	but	CCONJ
ajst-22341	3	15	current	current	ADJ
ajst-22341	3	16	electronic	electronic	ADJ
ajst-22341	3	17	chip	chip	NOUN
ajst-22341	3	18	technology	technology	NOUN
ajst-22341	3	19	has	have	VERB
ajst-22341	3	20	difficulty	difficulty	NOUN
ajst-22341	3	21	in	in	ADP
ajst-22341	3	22	meeting	meet	VERB
ajst-22341	3	23	the	the	DET
ajst-22341	3	24	requirements	requirement	NOUN
ajst-22341	3	25	for	for	ADP
ajst-22341	3	26	increased	increase	VERB
ajst-22341	3	27	data	data	NOUN
ajst-22341	3	28	transmission	transmission	NOUN
ajst-22341	3	29	speed	speed	NOUN
ajst-22341	3	30	and	and	CCONJ
ajst-22341	3	31	capacity	capacity	NOUN
ajst-22341	3	32	because	because	SCONJ
ajst-22341	3	33	of	of	ADP
ajst-22341	3	34	its	its	PRON
ajst-22341	3	35	characteristics	characteristic	NOUN
ajst-22341	3	36	of	of	ADP
ajst-22341	3	37	increased	increase	VERB
ajst-22341	3	38	energy	energy	NOUN
ajst-22341	3	39	loss	loss	NOUN
ajst-22341	3	40	due	due	ADP
ajst-22341	3	41	to	to	ADP
ajst-22341	3	42	interactions	interaction	NOUN
ajst-22341	3	43	between	between	ADP
ajst-22341	3	44	electronic	electronic	ADJ
ajst-22341	3	45	components	component	NOUN
ajst-22341	3	46	.	.	PUNCT
ajst-22341	4	1	in	in	ADP
ajst-22341	4	2	contrast	contrast	NOUN
ajst-22341	4	3	,	,	PUNCT
ajst-22341	4	4	photonic	photonic	ADJ
ajst-22341	4	5	technology	technology	NOUN
ajst-22341	4	6	is	be	AUX
ajst-22341	4	7	a	a	DET
ajst-22341	4	8	promising	promising	ADJ
ajst-22341	4	9	solution	solution	NOUN
ajst-22341	4	10	due	due	ADP
ajst-22341	4	11	to	to	ADP
ajst-22341	4	12	its	its	PRON
ajst-22341	4	13	characteristics	characteristic	NOUN
ajst-22341	4	14	of	of	ADP
ajst-22341	4	15	high	high	ADJ
ajst-22341	4	16	speed	speed	NOUN
ajst-22341	4	17	,	,	PUNCT
ajst-22341	4	18	wide	wide	ADJ
ajst-22341	4	19	bandwidth	bandwidth	NOUN
ajst-22341	4	20	,	,	PUNCT
ajst-22341	4	21	and	and	CCONJ
ajst-22341	4	22	low	low	ADJ
ajst-22341	4	23	interaction	interaction	NOUN
ajst-22341	4	24	.	.	PUNCT
ajst-22341	5	1	photonic	photonic	ADJ
ajst-22341	5	2	crystals	crystal	NOUN
ajst-22341	5	3	are	be	AUX
ajst-22341	5	4	materials	material	NOUN
ajst-22341	5	5	with	with	ADP
ajst-22341	5	6	an	an	DET
ajst-22341	5	7	artificial	artificial	ADJ
ajst-22341	5	8	periodic	periodic	ADJ
ajst-22341	5	9	dielectric	dielectric	ADJ
ajst-22341	5	10	structure	structure	NOUN
ajst-22341	5	11	,	,	PUNCT
ajst-22341	5	12	with	with	ADP
ajst-22341	5	13	photonic	photonic	ADJ
ajst-22341	5	14	bandgap	bandgap	NOUN
ajst-22341	5	15	and	and	CCONJ
ajst-22341	5	16	localization	localization	NOUN
ajst-22341	5	17	properties	property	NOUN
ajst-22341	5	18	that	that	PRON
ajst-22341	5	19	are	be	AUX
ajst-22341	5	20	critical	critical	ADJ
ajst-22341	5	21	to	to	ADP
ajst-22341	5	22	their	their	PRON
ajst-22341	5	23	performance	performance	NOUN
ajst-22341	5	24	.	.	PUNCT
ajst-22341	6	1	photonic	photonic	ADJ
ajst-22341	6	2	crystals	crystal	NOUN
ajst-22341	6	3	,	,	PUNCT
ajst-22341	6	4	which	which	PRON
ajst-22341	6	5	use	use	VERB
ajst-22341	6	6	photons	photon	NOUN
ajst-22341	6	7	as	as	ADP
ajst-22341	6	8	an	an	DET
ajst-22341	6	9	information	information	NOUN
ajst-22341	6	10	transfer	transfer	NOUN
ajst-22341	6	11	medium	medium	NOUN
ajst-22341	6	12	,	,	PUNCT
ajst-22341	6	13	allow	allow	VERB
ajst-22341	6	14	flexible	flexible	ADJ
ajst-22341	6	15	control	control	NOUN
ajst-22341	6	16	of	of	ADP
ajst-22341	6	17	photon	photon	NOUN
ajst-22341	6	18	propagation	propagation	NOUN
ajst-22341	6	19	,	,	PUNCT
ajst-22341	6	20	just	just	ADV
ajst-22341	6	21	as	as	SCONJ
ajst-22341	6	22	electrons	electron	NOUN
ajst-22341	6	23	are	be	AUX
ajst-22341	6	24	controlled	control	VERB
ajst-22341	6	25	in	in	ADP
ajst-22341	6	26	semiconductors	semiconductor	NOUN
ajst-22341	6	27	,	,	PUNCT
ajst-22341	6	28	and	and	CCONJ
ajst-22341	6	29	the	the	DET
ajst-22341	6	30	study	study	NOUN
ajst-22341	6	31	of	of	ADP
ajst-22341	6	32	multifunctional	multifunctional	ADJ
ajst-22341	6	33	photonic	photonic	ADJ
ajst-22341	6	34	crystals	crystal	NOUN
ajst-22341	6	35	is	be	AUX
ajst-22341	6	36	important	important	ADJ
ajst-22341	6	37	for	for	ADP
ajst-22341	6	38	the	the	DET
ajst-22341	6	39	construction	construction	NOUN
ajst-22341	6	40	of	of	ADP
ajst-22341	6	41	integrated	integrated	ADJ
ajst-22341	6	42	optical	optical	ADJ
ajst-22341	6	43	circuits	circuit	NOUN
ajst-22341	6	44	.	.	PUNCT
ajst-22341	7	1	this	this	DET
ajst-22341	7	2	paper	paper	NOUN
ajst-22341	7	3	proposes	propose	VERB
ajst-22341	7	4	a	a	DET
ajst-22341	7	5	neural	neural	ADJ
ajst-22341	7	6	network	network	NOUN
ajst-22341	7	7	-	-	PUNCT
ajst-22341	7	8	based	base	VERB
ajst-22341	7	9	model	model	NOUN
ajst-22341	7	10	to	to	PART
ajst-22341	7	11	analyze	analyze	VERB
ajst-22341	7	12	and	and	CCONJ
ajst-22341	7	13	predict	predict	VERB
ajst-22341	7	14	the	the	DET
ajst-22341	7	15	optical	optical	ADJ
ajst-22341	7	16	properties	property	NOUN
ajst-22341	7	17	of	of	ADP
ajst-22341	7	18	point	point	NOUN
ajst-22341	7	19	defect	defect	NOUN
ajst-22341	7	20	microcavities	microcavitie	NOUN
ajst-22341	7	21	in	in	ADP
ajst-22341	7	22	2d	2d	NUM
ajst-22341	7	23	silicon	silicon	NOUN
ajst-22341	7	24	-	-	PUNCT
ajst-22341	7	25	based	base	VERB
ajst-22341	7	26	dielectric	dielectric	ADJ
ajst-22341	7	27	column	column	NOUN
ajst-22341	7	28	photonic	photonic	NOUN
ajst-22341	7	29	crystals	crystal	NOUN
ajst-22341	7	30	.	.	PUNCT
ajst-22341	8	1	by	by	ADP
ajst-22341	8	2	modeling	model	VERB
ajst-22341	8	3	the	the	DET
ajst-22341	8	4	complex	complex	ADJ
ajst-22341	8	5	relationship	relationship	NOUN
ajst-22341	8	6	between	between	ADP
ajst-22341	8	7	the	the	DET
ajst-22341	8	8	structural	structural	ADJ
ajst-22341	8	9	parameters	parameter	NOUN
ajst-22341	8	10	of	of	ADP
ajst-22341	8	11	the	the	DET
ajst-22341	8	12	photonic	photonic	ADJ
ajst-22341	8	13	crystal	crystal	NOUN
ajst-22341	8	14	and	and	CCONJ
ajst-22341	8	15	its	its	PRON
ajst-22341	8	16	optical	optical	ADJ
ajst-22341	8	17	response	response	NOUN
ajst-22341	8	18	,	,	PUNCT
ajst-22341	8	19	a	a	DET
ajst-22341	8	20	theoretical	theoretical	ADJ
ajst-22341	8	21	approach	approach	NOUN
ajst-22341	8	22	for	for	ADP
ajst-22341	8	23	the	the	DET
ajst-22341	8	24	design	design	NOUN
ajst-22341	8	25	of	of	ADP
ajst-22341	8	26	2d	2d	PROPN
ajst-22341	8	27	silicon	silicon	NOUN
ajst-22341	8	28	dielectric	dielectric	ADJ
ajst-22341	8	29	column	column	NOUN
ajst-22341	8	30	photonic	photonic	NOUN
ajst-22341	8	31	crystals	crystal	NOUN
ajst-22341	8	32	can	can	AUX
ajst-22341	8	33	be	be	AUX
ajst-22341	8	34	provided	provide	VERB
ajst-22341	8	35	.	.	PUNCT
ajst-22341	9	1	keywords	keyword	NOUN
ajst-22341	9	2	:	:	PUNCT
ajst-22341	9	3	photonic	photonic	NOUN
ajst-22341	9	4	crystal	crystal	NOUN
ajst-22341	9	5	;	;	PUNCT
ajst-22341	9	6	point	point	NOUN
ajst-22341	9	7	defect	defect	NOUN
ajst-22341	9	8	microcavity	microcavity	NOUN
ajst-22341	9	9	;	;	PUNCT
ajst-22341	9	10	neural	neural	ADJ
ajst-22341	9	11	network	network	NOUN
ajst-22341	9	12	modeling	modeling	NOUN
ajst-22341	9	13	.	.	PUNCT
ajst-22341	10	1	1	1	X
ajst-22341	10	2	.	.	X
ajst-22341	10	3	introduction	introduction	NOUN
ajst-22341	10	4	in	in	ADP
ajst-22341	10	5	the	the	DET
ajst-22341	10	6	1940s	1940	NOUN
ajst-22341	10	7	,	,	PUNCT
ajst-22341	10	8	researchers	researcher	NOUN
ajst-22341	10	9	at	at	ADP
ajst-22341	10	10	bell	bell	NOUN
ajst-22341	10	11	laboratories	laboratory	NOUN
ajst-22341	10	12	in	in	ADP
ajst-22341	10	13	the	the	DET
ajst-22341	10	14	u.s	u.s	PROPN
ajst-22341	10	15	.	.	PROPN
ajst-22341	10	16	developed	develop	VERB
ajst-22341	10	17	the	the	DET
ajst-22341	10	18	first	first	ADJ
ajst-22341	10	19	transistor	transistor	NOUN
ajst-22341	10	20	based	base	VERB
ajst-22341	10	21	on	on	ADP
ajst-22341	10	22	the	the	DET
ajst-22341	10	23	semiconductor	semiconductor	NOUN
ajst-22341	10	24	germanium	germanium	NOUN
ajst-22341	10	25	,	,	PUNCT
ajst-22341	10	26	ushering	usher	VERB
ajst-22341	10	27	in	in	ADP
ajst-22341	10	28	the	the	DET
ajst-22341	10	29	era	era	NOUN
ajst-22341	10	30	of	of	ADP
ajst-22341	10	31	electronics	electronic	NOUN
ajst-22341	10	32	.	.	PUNCT
ajst-22341	11	1	starting	start	VERB
ajst-22341	11	2	in	in	ADP
ajst-22341	11	3	the	the	DET
ajst-22341	11	4	1950s	1950	NOUN
ajst-22341	11	5	,	,	PUNCT
ajst-22341	11	6	people	people	NOUN
ajst-22341	11	7	gradually	gradually	ADV
ajst-22341	11	8	entered	enter	VERB
ajst-22341	11	9	the	the	DET
ajst-22341	11	10	information	information	NOUN
ajst-22341	11	11	age	age	NOUN
ajst-22341	11	12	.	.	PUNCT
ajst-22341	12	1	with	with	ADP
ajst-22341	12	2	the	the	DET
ajst-22341	12	3	emergence	emergence	NOUN
ajst-22341	12	4	and	and	CCONJ
ajst-22341	12	5	development	development	NOUN
ajst-22341	12	6	of	of	ADP
ajst-22341	12	7	several	several	ADJ
ajst-22341	12	8	new	new	ADJ
ajst-22341	12	9	information	information	NOUN
ajst-22341	12	10	industries	industry	NOUN
ajst-22341	12	11	,	,	PUNCT
ajst-22341	12	12	such	such	ADJ
ajst-22341	12	13	as	as	ADP
ajst-22341	12	14	online	online	ADJ
ajst-22341	12	15	gaming	gaming	NOUN
ajst-22341	12	16	,	,	PUNCT
ajst-22341	12	17	cloud	cloud	NOUN
ajst-22341	12	18	computing	computing	NOUN
ajst-22341	12	19	,	,	PUNCT
ajst-22341	12	20	automated	automate	VERB
ajst-22341	12	21	driving	driving	NOUN
ajst-22341	12	22	and	and	CCONJ
ajst-22341	12	23	the	the	DET
ajst-22341	12	24	industrial	industrial	ADJ
ajst-22341	12	25	internet	internet	NOUN
ajst-22341	12	26	of	of	ADP
ajst-22341	12	27	things	thing	NOUN
ajst-22341	12	28	,	,	PUNCT
ajst-22341	12	29	people	people	NOUN
ajst-22341	12	30	not	not	PART
ajst-22341	12	31	only	only	ADV
ajst-22341	12	32	put	put	VERB
ajst-22341	12	33	higher	high	ADJ
ajst-22341	12	34	demands	demand	NOUN
ajst-22341	12	35	on	on	ADP
ajst-22341	12	36	data	data	NOUN
ajst-22341	12	37	transmission	transmission	NOUN
ajst-22341	12	38	speed	speed	NOUN
ajst-22341	12	39	,	,	PUNCT
ajst-22341	12	40	but	but	CCONJ
ajst-22341	12	41	also	also	ADV
ajst-22341	12	42	on	on	ADP
ajst-22341	12	43	data	data	NOUN
ajst-22341	12	44	transmission	transmission	NOUN
ajst-22341	12	45	capacity	capacity	NOUN
ajst-22341	12	46	.	.	PUNCT
ajst-22341	13	1	in	in	ADP
ajst-22341	13	2	1987	1987	NUM
ajst-22341	13	3	,	,	PUNCT
ajst-22341	13	4	eli	eli	PROPN
ajst-22341	13	5	yablonovitch	yablonovitch	VERB
ajst-22341	13	6	and	and	CCONJ
ajst-22341	13	7	sajeev	sajeev	VERB
ajst-22341	13	8	john	john	PROPN
ajst-22341	13	9	published	publish	VERB
ajst-22341	13	10	their	their	PRON
ajst-22341	13	11	pioneering	pioneer	VERB
ajst-22341	13	12	work	work	NOUN
ajst-22341	13	13	on	on	ADP
ajst-22341	13	14	two	two	NUM
ajst-22341	13	15	-	-	PUNCT
ajst-22341	13	16	dimensional	dimensional	ADJ
ajst-22341	13	17	structured	structured	ADJ
ajst-22341	13	18	photonic	photonic	NOUN
ajst-22341	13	19	crystals	crystal	NOUN
ajst-22341	13	20	using	use	VERB
ajst-22341	13	21	silicon	silicon	NOUN
ajst-22341	13	22	-	-	PUNCT
ajst-22341	13	23	based	base	VERB
ajst-22341	13	24	mesopillars	mesopillar	NOUN
ajst-22341	13	25	and	and	CCONJ
ajst-22341	13	26	point	point	VERB
ajst-22341	13	27	defect	defect	NOUN
ajst-22341	13	28	microcavities	microcavitie	NOUN
ajst-22341	13	29	.	.	PUNCT
ajst-22341	14	1	they	they	PRON
ajst-22341	14	2	also	also	ADV
ajst-22341	14	3	studied	study	VERB
ajst-22341	14	4	2	2	NUM
ajst-22341	14	5	-	-	SYM
ajst-22341	14	6	d	d	NOUN
ajst-22341	14	7	and	and	CCONJ
ajst-22341	14	8	3	3	NUM
ajst-22341	14	9	-	-	PUNCT
ajst-22341	14	10	d	d	NOUN
ajst-22341	14	11	photonic	photonic	ADJ
ajst-22341	14	12	crystals	crystal	NOUN
ajst-22341	14	13	and	and	CCONJ
ajst-22341	14	14	made	make	VERB
ajst-22341	14	15	important	important	ADJ
ajst-22341	14	16	advances	advance	NOUN
ajst-22341	14	17	in	in	ADP
ajst-22341	14	18	the	the	DET
ajst-22341	14	19	dispersion	dispersion	NOUN
ajst-22341	14	20	and	and	CCONJ
ajst-22341	14	21	confinement	confinement	NOUN
ajst-22341	14	22	of	of	ADP
ajst-22341	14	23	light	light	NOUN
ajst-22341	14	24	in	in	ADP
ajst-22341	14	25	these	these	DET
ajst-22341	14	26	materials	material	NOUN
ajst-22341	14	27	.	.	PUNCT
ajst-22341	15	1	in	in	ADP
ajst-22341	15	2	1996	1996	NUM
ajst-22341	15	3	,	,	PUNCT
ajst-22341	15	4	thomas	thomas	PROPN
ajst-22341	15	5	krauss	krauss	PROPN
ajst-22341	15	6	developed	develop	VERB
ajst-22341	15	7	the	the	DET
ajst-22341	15	8	world	world	NOUN
ajst-22341	15	9	's	's	PART
ajst-22341	15	10	first	first	ADJ
ajst-22341	15	11	optical	optical	ADJ
ajst-22341	15	12	quality	quality	NOUN
ajst-22341	15	13	2d	2d	NOUN
ajst-22341	15	14	photonic	photonic	ADJ
ajst-22341	15	15	crystals	crystal	NOUN
ajst-22341	15	16	.	.	PUNCT
ajst-22341	16	1	this	this	DET
ajst-22341	16	2	major	major	ADJ
ajst-22341	16	3	technological	technological	ADJ
ajst-22341	16	4	breakthrough	breakthrough	NOUN
ajst-22341	16	5	was	be	AUX
ajst-22341	16	6	the	the	DET
ajst-22341	16	7	successful	successful	ADJ
ajst-22341	16	8	mass	mass	NOUN
ajst-22341	16	9	production	production	NOUN
ajst-22341	16	10	of	of	ADP
ajst-22341	16	11	semiconductor	semiconductor	NOUN
ajst-22341	16	12	-	-	PUNCT
ajst-22341	16	13	based	base	VERB
ajst-22341	16	14	photonic	photonic	ADJ
ajst-22341	16	15	crystals	crystal	NOUN
ajst-22341	16	16	using	use	VERB
ajst-22341	16	17	semiconductor	semiconductor	NOUN
ajst-22341	16	18	fabrication	fabrication	NOUN
ajst-22341	16	19	techniques	technique	NOUN
ajst-22341	16	20	,	,	PUNCT
ajst-22341	16	21	which	which	PRON
ajst-22341	16	22	laid	lay	VERB
ajst-22341	16	23	the	the	DET
ajst-22341	16	24	technological	technological	ADJ
ajst-22341	16	25	foundation	foundation	NOUN
ajst-22341	16	26	for	for	ADP
ajst-22341	16	27	a	a	DET
ajst-22341	16	28	wide	wide	ADJ
ajst-22341	16	29	range	range	NOUN
ajst-22341	16	30	of	of	ADP
ajst-22341	16	31	potential	potential	ADJ
ajst-22341	16	32	applications	application	NOUN
ajst-22341	16	33	,	,	PUNCT
ajst-22341	16	34	including	include	VERB
ajst-22341	16	35	increased	increase	VERB
ajst-22341	16	36	led	lead	VERB
ajst-22341	16	37	efficiency	efficiency	NOUN
ajst-22341	16	38	,	,	PUNCT
ajst-22341	16	39	development	development	NOUN
ajst-22341	16	40	of	of	ADP
ajst-22341	16	41	laser	laser	NOUN
ajst-22341	16	42	cavities	cavity	NOUN
ajst-22341	16	43	,	,	PUNCT
ajst-22341	16	44	and	and	CCONJ
ajst-22341	16	45	even	even	ADV
ajst-22341	16	46	faster	fast	ADJ
ajst-22341	16	47	computer	computer	NOUN
ajst-22341	16	48	processors	processor	NOUN
ajst-22341	16	49	.	.	PUNCT
ajst-22341	17	1	because	because	SCONJ
ajst-22341	17	2	of	of	ADP
ajst-22341	17	3	the	the	DET
ajst-22341	17	4	advantages	advantage	NOUN
ajst-22341	17	5	of	of	ADP
ajst-22341	17	6	high	high	ADJ
ajst-22341	17	7	transmission	transmission	NOUN
ajst-22341	17	8	speed	speed	NOUN
ajst-22341	17	9	and	and	CCONJ
ajst-22341	17	10	large	large	ADJ
ajst-22341	17	11	transmission	transmission	NOUN
ajst-22341	17	12	bandwidth	bandwidth	NOUN
ajst-22341	17	13	,	,	PUNCT
ajst-22341	17	14	photons	photon	NOUN
ajst-22341	17	15	are	be	AUX
ajst-22341	17	16	gradually	gradually	ADV
ajst-22341	17	17	becoming	become	VERB
ajst-22341	17	18	more	more	ADV
ajst-22341	17	19	visible	visible	ADJ
ajst-22341	17	20	to	to	ADP
ajst-22341	17	21	people	people	NOUN
ajst-22341	17	22	and	and	CCONJ
ajst-22341	17	23	belong	belong	VERB
ajst-22341	17	24	to	to	ADP
ajst-22341	17	25	dimensionless	dimensionless	NOUN
ajst-22341	17	26	structures	structure	NOUN
ajst-22341	17	27	that	that	PRON
ajst-22341	17	28	can	can	AUX
ajst-22341	17	29	expand	expand	VERB
ajst-22341	17	30	or	or	CCONJ
ajst-22341	17	31	contract	contract	VERB
ajst-22341	17	32	proportionally	proportionally	ADV
ajst-22341	17	33	according	accord	VERB
ajst-22341	17	34	to	to	ADP
ajst-22341	17	35	changes	change	NOUN
ajst-22341	17	36	in	in	ADP
ajst-22341	17	37	the	the	DET
ajst-22341	17	38	wavelength	wavelength	NOUN
ajst-22341	17	39	(	(	PUNCT
ajst-22341	17	40	or	or	CCONJ
ajst-22341	17	41	frequency	frequency	NOUN
ajst-22341	17	42	)	)	PUNCT
ajst-22341	17	43	used	use	VERB
ajst-22341	17	44	.	.	PUNCT
ajst-22341	18	1	ordinary	ordinary	ADJ
ajst-22341	18	2	photonic	photonic	ADJ
ajst-22341	18	3	crystal	crystal	NOUN
ajst-22341	18	4	structures	structure	NOUN
ajst-22341	18	5	have	have	VERB
ajst-22341	18	6	no	no	DET
ajst-22341	18	7	special	special	ADJ
ajst-22341	18	8	requirements	requirement	NOUN
ajst-22341	18	9	for	for	ADP
ajst-22341	18	10	the	the	DET
ajst-22341	18	11	environment	environment	NOUN
ajst-22341	18	12	in	in	ADP
ajst-22341	18	13	which	which	PRON
ajst-22341	18	14	they	they	PRON
ajst-22341	18	15	are	be	AUX
ajst-22341	18	16	used	use	VERB
ajst-22341	18	17	,	,	PUNCT
ajst-22341	18	18	can	can	AUX
ajst-22341	18	19	operate	operate	VERB
ajst-22341	18	20	at	at	ADP
ajst-22341	18	21	room	room	NOUN
ajst-22341	18	22	temperature	temperature	NOUN
ajst-22341	18	23	,	,	PUNCT
ajst-22341	18	24	and	and	CCONJ
ajst-22341	18	25	are	be	AUX
ajst-22341	18	26	easy	easy	ADJ
ajst-22341	18	27	to	to	PART
ajst-22341	18	28	combine	combine	VERB
ajst-22341	18	29	or	or	CCONJ
ajst-22341	18	30	adapt	adapt	VERB
ajst-22341	18	31	with	with	ADP
ajst-22341	18	32	other	other	ADJ
ajst-22341	18	33	structures	structure	NOUN
ajst-22341	18	34	.	.	PUNCT
ajst-22341	19	1	these	these	DET
ajst-22341	19	2	advantages	advantage	NOUN
ajst-22341	19	3	have	have	AUX
ajst-22341	19	4	led	lead	VERB
ajst-22341	19	5	to	to	AUX
ajst-22341	19	6	photonic	photonic	ADJ
ajst-22341	19	7	crystal	crystal	NOUN
ajst-22341	19	8	structures	structure	NOUN
ajst-22341	19	9	being	be	AUX
ajst-22341	19	10	more	more	ADV
ajst-22341	19	11	widely	widely	ADV
ajst-22341	19	12	studied	study	VERB
ajst-22341	19	13	and	and	CCONJ
ajst-22341	19	14	applied	apply	VERB
ajst-22341	19	15	.	.	PUNCT
ajst-22341	20	1	many	many	ADJ
ajst-22341	20	2	materials	material	NOUN
ajst-22341	20	3	,	,	PUNCT
ajst-22341	20	4	structures	structure	NOUN
ajst-22341	20	5	and	and	CCONJ
ajst-22341	20	6	fabrication	fabrication	NOUN
ajst-22341	20	7	methods	method	NOUN
ajst-22341	20	8	are	be	AUX
ajst-22341	20	9	currently	currently	ADV
ajst-22341	20	10	used	use	VERB
ajst-22341	20	11	for	for	ADP
ajst-22341	20	12	photonic	photonic	ADJ
ajst-22341	20	13	crystals	crystal	NOUN
ajst-22341	20	14	.	.	PUNCT
ajst-22341	21	1	among	among	ADP
ajst-22341	21	2	them	they	PRON
ajst-22341	21	3	,	,	PUNCT
ajst-22341	21	4	microfabrication	microfabrication	NOUN
ajst-22341	21	5	techniques	technique	NOUN
ajst-22341	21	6	have	have	VERB
ajst-22341	21	7	advantages	advantage	NOUN
ajst-22341	21	8	,	,	PUNCT
ajst-22341	21	9	such	such	ADJ
ajst-22341	21	10	as	as	ADP
ajst-22341	21	11	not	not	PART
ajst-22341	21	12	only	only	ADV
ajst-22341	21	13	high	high	ADJ
ajst-22341	21	14	precision	precision	NOUN
ajst-22341	21	15	,	,	PUNCT
ajst-22341	21	16	but	but	CCONJ
ajst-22341	21	17	also	also	ADV
ajst-22341	21	18	saving	save	VERB
ajst-22341	21	19	materials	material	NOUN
ajst-22341	21	20	and	and	CCONJ
ajst-22341	21	21	energy	energy	NOUN
ajst-22341	21	22	,	,	PUNCT
ajst-22341	21	23	facilitating	facilitate	VERB
ajst-22341	21	24	multifunctional	multifunctional	ADJ
ajst-22341	21	25	high	high	ADJ
ajst-22341	21	26	integration	integration	NOUN
ajst-22341	21	27	and	and	CCONJ
ajst-22341	21	28	mass	mass	NOUN
ajst-22341	21	29	production	production	NOUN
ajst-22341	21	30	.	.	PUNCT
ajst-22341	22	1	then	then	ADV
ajst-22341	22	2	,	,	PUNCT
ajst-22341	22	3	two	two	NUM
ajst-22341	22	4	-	-	PUNCT
ajst-22341	22	5	dimensional	dimensional	ADJ
ajst-22341	22	6	structures	structure	NOUN
ajst-22341	22	7	can	can	AUX
ajst-22341	22	8	realize	realize	VERB
ajst-22341	22	9	most	most	ADJ
ajst-22341	22	10	of	of	ADP
ajst-22341	22	11	the	the	DET
ajst-22341	22	12	characteristic	characteristic	ADJ
ajst-22341	22	13	requirements	requirement	NOUN
ajst-22341	22	14	of	of	ADP
ajst-22341	22	15	photonic	photonic	ADJ
ajst-22341	22	16	crystals	crystal	NOUN
ajst-22341	22	17	,	,	PUNCT
ajst-22341	22	18	planar	planar	ADJ
ajst-22341	22	19	fabrication	fabrication	NOUN
ajst-22341	22	20	technology	technology	NOUN
ajst-22341	22	21	is	be	AUX
ajst-22341	22	22	mature	mature	ADJ
ajst-22341	22	23	and	and	CCONJ
ajst-22341	22	24	widely	widely	ADV
ajst-22341	22	25	used	use	VERB
ajst-22341	22	26	,	,	PUNCT
ajst-22341	22	27	and	and	CCONJ
ajst-22341	22	28	the	the	DET
ajst-22341	22	29	structure	structure	NOUN
ajst-22341	22	30	and	and	CCONJ
ajst-22341	22	31	use	use	NOUN
ajst-22341	22	32	of	of	ADP
ajst-22341	22	33	one	one	NUM
ajst-22341	22	34	-	-	PUNCT
ajst-22341	22	35	dimensional	dimensional	ADJ
ajst-22341	22	36	photonic	photonic	ADJ
ajst-22341	22	37	crystals	crystal	NOUN
ajst-22341	22	38	is	be	AUX
ajst-22341	22	39	relatively	relatively	ADV
ajst-22341	22	40	simple	simple	ADJ
ajst-22341	22	41	,	,	PUNCT
ajst-22341	22	42	while	while	SCONJ
ajst-22341	22	43	three	three	NUM
ajst-22341	22	44	-	-	PUNCT
ajst-22341	22	45	dimensional	dimensional	ADJ
ajst-22341	22	46	photonic	photonic	ADJ
ajst-22341	22	47	crystals	crystal	NOUN
ajst-22341	22	48	have	have	VERB
ajst-22341	22	49	the	the	DET
ajst-22341	22	50	disadvantages	disadvantage	NOUN
ajst-22341	22	51	of	of	ADP
ajst-22341	22	52	structural	structural	ADJ
ajst-22341	22	53	problems	problem	NOUN
ajst-22341	22	54	with	with	ADP
ajst-22341	22	55	microfabrication	microfabrication	NOUN
ajst-22341	22	56	and	and	CCONJ
ajst-22341	22	57	high	high	ADJ
ajst-22341	22	58	cost	cost	NOUN
ajst-22341	22	59	.	.	PUNCT
ajst-22341	23	1	there	there	PRON
ajst-22341	23	2	are	be	VERB
ajst-22341	23	3	many	many	ADJ
ajst-22341	23	4	materials	material	NOUN
ajst-22341	23	5	that	that	PRON
ajst-22341	23	6	can	can	AUX
ajst-22341	23	7	be	be	AUX
ajst-22341	23	8	used	use	VERB
ajst-22341	23	9	in	in	ADP
ajst-22341	23	10	photonic	photonic	ADJ
ajst-22341	23	11	crystals	crystal	NOUN
ajst-22341	23	12	,	,	PUNCT
ajst-22341	23	13	but	but	CCONJ
ajst-22341	23	14	silicon	silicon	NOUN
ajst-22341	23	15	has	have	AUX
ajst-22341	23	16	always	always	ADV
ajst-22341	23	17	been	be	AUX
ajst-22341	23	18	the	the	DET
ajst-22341	23	19	most	most	ADV
ajst-22341	23	20	fundamental	fundamental	ADJ
ajst-22341	23	21	material	material	NOUN
ajst-22341	23	22	,	,	PUNCT
ajst-22341	23	23	not	not	PART
ajst-22341	23	24	only	only	ADV
ajst-22341	23	25	because	because	SCONJ
ajst-22341	23	26	of	of	ADP
ajst-22341	23	27	its	its	PRON
ajst-22341	23	28	high	high	ADJ
ajst-22341	23	29	relative	relative	ADJ
ajst-22341	23	30	refractive	refractive	ADJ
ajst-22341	23	31	index	index	NOUN
ajst-22341	23	32	,	,	PUNCT
ajst-22341	23	33	but	but	CCONJ
ajst-22341	23	34	also	also	ADV
ajst-22341	23	35	because	because	SCONJ
ajst-22341	23	36	of	of	ADP
ajst-22341	23	37	its	its	PRON
ajst-22341	23	38	abundance	abundance	NOUN
ajst-22341	23	39	of	of	ADP
ajst-22341	23	40	raw	raw	ADJ
ajst-22341	23	41	materials	material	NOUN
ajst-22341	23	42	and	and	CCONJ
ajst-22341	23	43	advantages	advantage	NOUN
ajst-22341	23	44	of	of	ADP
ajst-22341	23	45	stability	stability	NOUN
ajst-22341	23	46	and	and	CCONJ
ajst-22341	23	47	reliability	reliability	NOUN
ajst-22341	23	48	in	in	ADP
ajst-22341	23	49	optoelectronic	optoelectronic	ADJ
ajst-22341	23	50	performance	performance	NOUN
ajst-22341	23	51	.	.	PUNCT
ajst-22341	24	1	2	2	X
ajst-22341	24	2	.	.	NOUN
ajst-22341	24	3	significance	significance	NOUN
ajst-22341	24	4	of	of	ADP
ajst-22341	24	5	research	research	NOUN
ajst-22341	24	6	photonic	photonic	NOUN
ajst-22341	24	7	crystals	crystal	NOUN
ajst-22341	24	8	are	be	AUX
ajst-22341	24	9	special	special	ADJ
ajst-22341	24	10	artificial	artificial	ADJ
ajst-22341	24	11	structures	structure	NOUN
ajst-22341	24	12	composed	compose	VERB
ajst-22341	24	13	of	of	ADP
ajst-22341	24	14	a	a	DET
ajst-22341	24	15	periodic	periodic	ADJ
ajst-22341	24	16	lattice	lattice	NOUN
ajst-22341	24	17	of	of	ADP
ajst-22341	24	18	spaces	space	NOUN
ajst-22341	24	19	with	with	ADP
ajst-22341	24	20	different	different	ADJ
ajst-22341	24	21	dielectric	dielectric	ADJ
ajst-22341	24	22	refractive	refractive	ADJ
ajst-22341	24	23	indices	index	NOUN
ajst-22341	24	24	,	,	PUNCT
ajst-22341	24	25	which	which	PRON
ajst-22341	24	26	can	can	AUX
ajst-22341	24	27	be	be	AUX
ajst-22341	24	28	divided	divide	VERB
ajst-22341	24	29	into	into	ADP
ajst-22341	24	30	three	three	NUM
ajst-22341	24	31	types	type	NOUN
ajst-22341	24	32	according	accord	VERB
ajst-22341	24	33	to	to	ADP
ajst-22341	24	34	the	the	DET
ajst-22341	24	35	periodic	periodic	ADJ
ajst-22341	24	36	lattice	lattice	NOUN
ajst-22341	24	37	of	of	ADP
ajst-22341	24	38	dielectrics	dielectric	NOUN
ajst-22341	24	39	of	of	ADP
ajst-22341	24	40	this	this	DET
ajst-22341	24	41	special	special	ADJ
ajst-22341	24	42	nature	nature	NOUN
ajst-22341	24	43	:	:	PUNCT
ajst-22341	24	44	one	one	NUM
ajst-22341	24	45	-	-	PUNCT
ajst-22341	24	46	dimensional	dimensional	ADJ
ajst-22341	24	47	photonic	photonic	ADJ
ajst-22341	24	48	crystal	crystal	NOUN
ajst-22341	24	49	,	,	PUNCT
ajst-22341	24	50	two	two	NUM
ajst-22341	24	51	-	-	PUNCT
ajst-22341	24	52	dimensional	dimensional	ADJ
ajst-22341	24	53	photonic	photonic	ADJ
ajst-22341	24	54	crystal	crystal	NOUN
ajst-22341	24	55	and	and	CCONJ
ajst-22341	24	56	three	three	NUM
ajst-22341	24	57	-	-	PUNCT
ajst-22341	24	58	dimensional	dimensional	ADJ
ajst-22341	24	59	photonic	photonic	ADJ
ajst-22341	24	60	crystal	crystal	NOUN
ajst-22341	25	1	[	[	X
ajst-22341	25	2	1	1	NUM
ajst-22341	25	3	]	]	PUNCT
ajst-22341	25	4	,	,	PUNCT
ajst-22341	25	5	as	as	SCONJ
ajst-22341	25	6	shown	show	VERB
ajst-22341	25	7	in	in	ADP
ajst-22341	25	8	figure	figure	NOUN
ajst-22341	25	9	1	1	NUM
ajst-22341	25	10	.	.	PUNCT
ajst-22341	25	11	figure	figure	NOUN
ajst-22341	25	12	1	1	NUM
ajst-22341	25	13	.	.	NUM
ajst-22341	25	14	types	type	NOUN
ajst-22341	25	15	of	of	ADP
ajst-22341	25	16	photonic	photonic	ADJ
ajst-22341	25	17	crystals	crystal	NOUN
ajst-22341	25	18	73	73	NUM
ajst-22341	25	19	by	by	ADP
ajst-22341	25	20	introducing	introduce	VERB
ajst-22341	25	21	point	point	NOUN
ajst-22341	25	22	defects	defect	NOUN
ajst-22341	25	23	into	into	ADP
ajst-22341	25	24	photonic	photonic	ADJ
ajst-22341	25	25	crystals	crystal	NOUN
ajst-22341	26	1	,	,	PUNCT
ajst-22341	26	2	it	it	PRON
ajst-22341	26	3	is	be	AUX
ajst-22341	26	4	possible	possible	ADJ
ajst-22341	26	5	to	to	PART
ajst-22341	26	6	design	design	VERB
ajst-22341	26	7	photonic	photonic	ADJ
ajst-22341	26	8	crystal	crystal	NOUN
ajst-22341	26	9	microcavities	microcavitie	NOUN
ajst-22341	26	10	with	with	ADP
ajst-22341	26	11	smaller	small	ADJ
ajst-22341	26	12	mode	mode	NOUN
ajst-22341	26	13	volumes	volume	NOUN
ajst-22341	26	14	and	and	CCONJ
ajst-22341	26	15	higher	high	ADJ
ajst-22341	26	16	quality	quality	NOUN
ajst-22341	26	17	factors	factor	NOUN
ajst-22341	26	18	than	than	ADP
ajst-22341	26	19	ordinary	ordinary	ADJ
ajst-22341	26	20	silicon	silicon	NOUN
ajst-22341	26	21	resonant	resonant	ADJ
ajst-22341	26	22	cavities	cavity	NOUN
ajst-22341	26	23	.	.	PUNCT
ajst-22341	27	1	two	two	NUM
ajst-22341	27	2	-	-	PUNCT
ajst-22341	27	3	dimensional	dimensional	ADJ
ajst-22341	27	4	silicon	silicon	NOUN
ajst-22341	27	5	-	-	PUNCT
ajst-22341	27	6	based	base	VERB
ajst-22341	27	7	photonic	photonic	ADJ
ajst-22341	27	8	crystals	crystal	NOUN
ajst-22341	27	9	have	have	VERB
ajst-22341	27	10	a	a	DET
ajst-22341	27	11	dielectric	dielectric	ADJ
ajst-22341	27	12	column	column	NOUN
ajst-22341	27	13	structure	structure	NOUN
ajst-22341	27	14	and	and	CCONJ
ajst-22341	27	15	an	an	DET
ajst-22341	27	16	air	air	NOUN
ajst-22341	27	17	hole	hole	NOUN
ajst-22341	27	18	structure	structure	NOUN
ajst-22341	27	19	.	.	PUNCT
ajst-22341	28	1	by	by	ADP
ajst-22341	28	2	removing	remove	VERB
ajst-22341	28	3	,	,	PUNCT
ajst-22341	28	4	moving	move	VERB
ajst-22341	28	5	,	,	PUNCT
ajst-22341	28	6	changing	change	VERB
ajst-22341	28	7	or	or	CCONJ
ajst-22341	28	8	adding	add	VERB
ajst-22341	28	9	air	air	NOUN
ajst-22341	28	10	holes	hole	NOUN
ajst-22341	28	11	in	in	ADP
ajst-22341	28	12	two	two	NUM
ajst-22341	28	13	-	-	PUNCT
ajst-22341	28	14	dimensional	dimensional	ADJ
ajst-22341	28	15	planar	planar	ADJ
ajst-22341	28	16	air	air	NOUN
ajst-22341	28	17	-	-	PUNCT
ajst-22341	28	18	hole	hole	NOUN
ajst-22341	28	19	photonic	photonic	NOUN
ajst-22341	28	20	crystal	crystal	NOUN
ajst-22341	28	21	structures	structure	NOUN
ajst-22341	28	22	and	and	CCONJ
ajst-22341	28	23	disrupting	disrupt	VERB
ajst-22341	28	24	the	the	DET
ajst-22341	28	25	periodic	periodic	ADJ
ajst-22341	28	26	structure	structure	NOUN
ajst-22341	28	27	of	of	ADP
ajst-22341	28	28	the	the	DET
ajst-22341	28	29	photonic	photonic	ADJ
ajst-22341	28	30	crystal	crystal	NOUN
ajst-22341	28	31	,	,	PUNCT
ajst-22341	28	32	it	it	PRON
ajst-22341	28	33	is	be	AUX
ajst-22341	28	34	possible	possible	ADJ
ajst-22341	28	35	to	to	PART
ajst-22341	28	36	construct	construct	VERB
ajst-22341	28	37	point	point	NOUN
ajst-22341	28	38	-	-	PUNCT
ajst-22341	28	39	defect	defect	NOUN
ajst-22341	28	40	microcavities	microcavitie	NOUN
ajst-22341	28	41	in	in	ADP
ajst-22341	28	42	the	the	DET
ajst-22341	28	43	photonic	photonic	ADJ
ajst-22341	28	44	crystal[2	crystal[2	PROPN
ajst-22341	28	45	]	]	PUNCT
ajst-22341	28	46	.	.	PUNCT
ajst-22341	29	1	currently	currently	ADV
ajst-22341	29	2	,	,	PUNCT
ajst-22341	29	3	h0	h0	ADJ
ajst-22341	29	4	cavities	cavity	NOUN
ajst-22341	29	5	,	,	PUNCT
ajst-22341	29	6	h1	h1	VERB
ajst-22341	29	7	cavities	cavity	NOUN
ajst-22341	29	8	,	,	PUNCT
ajst-22341	29	9	l3	l3	X
ajst-22341	29	10	cavities	cavity	NOUN
ajst-22341	29	11	,	,	PUNCT
ajst-22341	29	12	ln	ln	ADJ
ajst-22341	29	13	cavities	cavity	NOUN
ajst-22341	29	14	and	and	CCONJ
ajst-22341	29	15	ring	ring	NOUN
ajst-22341	29	16	cavities[3	cavities[3	PROPN
ajst-22341	29	17	]	]	PUNCT
ajst-22341	29	18	are	be	AUX
ajst-22341	29	19	the	the	DET
ajst-22341	29	20	focus	focus	NOUN
ajst-22341	29	21	of	of	ADP
ajst-22341	29	22	research	research	NOUN
ajst-22341	29	23	on	on	ADP
ajst-22341	29	24	point	point	NOUN
ajst-22341	29	25	-	-	PUNCT
ajst-22341	29	26	defect	defect	NOUN
ajst-22341	29	27	microcavities	microcavitie	NOUN
ajst-22341	29	28	in	in	ADP
ajst-22341	29	29	photonic	photonic	ADJ
ajst-22341	29	30	crystals	crystal	NOUN
ajst-22341	29	31	.	.	PUNCT
ajst-22341	30	1	silicon	silicon	NOUN
ajst-22341	30	2	is	be	AUX
ajst-22341	30	3	one	one	NUM
ajst-22341	30	4	of	of	ADP
ajst-22341	30	5	the	the	DET
ajst-22341	30	6	basic	basic	ADJ
ajst-22341	30	7	materials	material	NOUN
ajst-22341	30	8	for	for	ADP
ajst-22341	30	9	the	the	DET
ajst-22341	30	10	preparation	preparation	NOUN
ajst-22341	30	11	of	of	ADP
ajst-22341	30	12	photonic	photonic	ADJ
ajst-22341	30	13	crystals	crystal	NOUN
ajst-22341	30	14	,	,	PUNCT
ajst-22341	30	15	especially	especially	ADV
ajst-22341	30	16	two	two	NUM
ajst-22341	30	17	-	-	PUNCT
ajst-22341	30	18	dimensional	dimensional	ADJ
ajst-22341	30	19	silicon	silicon	NOUN
ajst-22341	30	20	-	-	PUNCT
ajst-22341	30	21	based	base	VERB
ajst-22341	30	22	photonic	photonic	ADJ
ajst-22341	30	23	crystals	crystal	NOUN
ajst-22341	30	24	,	,	PUNCT
ajst-22341	30	25	which	which	PRON
ajst-22341	30	26	can	can	AUX
ajst-22341	30	27	meet	meet	VERB
ajst-22341	30	28	most	most	ADJ
ajst-22341	30	29	of	of	ADP
ajst-22341	30	30	the	the	DET
ajst-22341	30	31	characteristic	characteristic	ADJ
ajst-22341	30	32	requirements	requirement	NOUN
ajst-22341	30	33	of	of	ADP
ajst-22341	30	34	photonic	photonic	ADJ
ajst-22341	30	35	crystals	crystal	NOUN
ajst-22341	30	36	and	and	CCONJ
ajst-22341	30	37	have	have	VERB
ajst-22341	30	38	the	the	DET
ajst-22341	30	39	advantages	advantage	NOUN
ajst-22341	30	40	of	of	ADP
ajst-22341	30	41	easy	easy	ADJ
ajst-22341	30	42	processing	processing	NOUN
ajst-22341	30	43	,	,	PUNCT
ajst-22341	30	44	high	high	ADJ
ajst-22341	30	45	structural	structural	ADJ
ajst-22341	30	46	precision	precision	NOUN
ajst-22341	30	47	,	,	PUNCT
ajst-22341	30	48	easy	easy	ADJ
ajst-22341	30	49	integration	integration	NOUN
ajst-22341	30	50	and	and	CCONJ
ajst-22341	30	51	mass	mass	NOUN
ajst-22341	30	52	production	production	NOUN
ajst-22341	30	53	.	.	PUNCT
ajst-22341	31	1	the	the	DET
ajst-22341	31	2	application	application	NOUN
ajst-22341	31	3	of	of	ADP
ajst-22341	31	4	two	two	NUM
ajst-22341	31	5	-	-	PUNCT
ajst-22341	31	6	dimensional	dimensional	ADJ
ajst-22341	31	7	silicon	silicon	NOUN
ajst-22341	31	8	-	-	PUNCT
ajst-22341	31	9	based	base	VERB
ajst-22341	31	10	photonic	photonic	ADJ
ajst-22341	31	11	crystals	crystal	NOUN
ajst-22341	31	12	has	have	AUX
ajst-22341	31	13	expanded	expand	VERB
ajst-22341	31	14	from	from	ADP
ajst-22341	31	15	the	the	DET
ajst-22341	31	16	fields	field	NOUN
ajst-22341	31	17	of	of	ADP
ajst-22341	31	18	mirrors	mirror	NOUN
ajst-22341	31	19	,	,	PUNCT
ajst-22341	31	20	lasers	laser	NOUN
ajst-22341	31	21	,	,	PUNCT
ajst-22341	31	22	waveguides	waveguide	NOUN
ajst-22341	31	23	,	,	PUNCT
ajst-22341	31	24	fiber	fiber	NOUN
ajst-22341	31	25	optics	optic	NOUN
ajst-22341	31	26	and	and	CCONJ
ajst-22341	31	27	solar	solar	ADJ
ajst-22341	31	28	energy	energy	NOUN
ajst-22341	31	29	to	to	ADP
ajst-22341	31	30	multiple	multiple	ADJ
ajst-22341	31	31	fields	field	NOUN
ajst-22341	31	32	,	,	PUNCT
ajst-22341	31	33	such	such	ADJ
ajst-22341	31	34	as	as	ADP
ajst-22341	31	35	terahertz	terahertz	NOUN
ajst-22341	31	36	devices	device	NOUN
ajst-22341	31	37	,	,	PUNCT
ajst-22341	31	38	big	big	ADJ
ajst-22341	31	39	data	data	NOUN
ajst-22341	31	40	transmission	transmission	NOUN
ajst-22341	31	41	,	,	PUNCT
ajst-22341	31	42	photonic	photonic	ADJ
ajst-22341	31	43	chips	chip	NOUN
ajst-22341	31	44	,	,	PUNCT
ajst-22341	31	45	bio	bio	NOUN
ajst-22341	31	46	-	-	NOUN
ajst-22341	31	47	detection	detection	NOUN
ajst-22341	31	48	and	and	CCONJ
ajst-22341	31	49	stealth	stealth	ADJ
ajst-22341	31	50	technology	technology	NOUN
ajst-22341	31	51	[	[	X
ajst-22341	31	52	4	4	NUM
ajst-22341	31	53	]	]	PUNCT
ajst-22341	31	54	.	.	PUNCT
ajst-22341	32	1	in	in	ADP
ajst-22341	32	2	this	this	DET
ajst-22341	32	3	paper	paper	NOUN
ajst-22341	32	4	,	,	PUNCT
ajst-22341	32	5	author	author	NOUN
ajst-22341	32	6	provides	provide	VERB
ajst-22341	32	7	a	a	DET
ajst-22341	32	8	theoretical	theoretical	ADJ
ajst-22341	32	9	method	method	NOUN
ajst-22341	32	10	for	for	ADP
ajst-22341	32	11	the	the	DET
ajst-22341	32	12	design	design	NOUN
ajst-22341	32	13	of	of	ADP
ajst-22341	32	14	two	two	NUM
ajst-22341	32	15	-	-	PUNCT
ajst-22341	32	16	dimensional	dimensional	ADJ
ajst-22341	32	17	silicon	silicon	NOUN
ajst-22341	32	18	-	-	PUNCT
ajst-22341	32	19	based	base	VERB
ajst-22341	32	20	dielectric	dielectric	ADJ
ajst-22341	32	21	column	column	NOUN
ajst-22341	32	22	photonic	photonic	NOUN
ajst-22341	32	23	crystals	crystal	NOUN
ajst-22341	32	24	by	by	ADP
ajst-22341	32	25	establishing	establish	VERB
ajst-22341	32	26	a	a	DET
ajst-22341	32	27	point	point	NOUN
ajst-22341	32	28	-	-	PUNCT
ajst-22341	32	29	defect	defect	NOUN
ajst-22341	32	30	microcavity	microcavity	NOUN
ajst-22341	32	31	neural	neural	ADJ
ajst-22341	32	32	network	network	NOUN
ajst-22341	32	33	model	model	NOUN
ajst-22341	32	34	in	in	ADP
ajst-22341	32	35	two	two	NUM
ajst-22341	32	36	-	-	PUNCT
ajst-22341	32	37	dimensional	dimensional	ADJ
ajst-22341	32	38	silicon	silicon	NOUN
ajst-22341	32	39	-	-	PUNCT
ajst-22341	32	40	based	base	VERB
ajst-22341	32	41	dielectric	dielectric	ADJ
ajst-22341	32	42	column	column	NOUN
ajst-22341	32	43	photonic	photonic	NOUN
ajst-22341	32	44	crystals	crystal	NOUN
ajst-22341	32	45	.	.	PUNCT
ajst-22341	33	1	compared	compare	VERB
ajst-22341	33	2	with	with	ADP
ajst-22341	33	3	traditional	traditional	ADJ
ajst-22341	33	4	computational	computational	ADJ
ajst-22341	33	5	electrodynamic	electrodynamic	ADJ
ajst-22341	33	6	simulation	simulation	NOUN
ajst-22341	33	7	,	,	PUNCT
ajst-22341	33	8	the	the	DET
ajst-22341	33	9	deep	deep	ADJ
ajst-22341	33	10	neural	neural	ADJ
ajst-22341	33	11	network	network	NOUN
ajst-22341	33	12	can	can	AUX
ajst-22341	33	13	significantly	significantly	ADV
ajst-22341	33	14	improve	improve	VERB
ajst-22341	33	15	the	the	DET
ajst-22341	33	16	speed	speed	NOUN
ajst-22341	33	17	of	of	ADP
ajst-22341	33	18	simulation	simulation	NOUN
ajst-22341	33	19	and	and	CCONJ
ajst-22341	33	20	prediction	prediction	NOUN
ajst-22341	33	21	while	while	SCONJ
ajst-22341	33	22	ensuring	ensure	VERB
ajst-22341	33	23	accuracy	accuracy	NOUN
ajst-22341	33	24	due	due	ADP
ajst-22341	33	25	to	to	ADP
ajst-22341	33	26	its	its	PRON
ajst-22341	33	27	higher	high	ADJ
ajst-22341	33	28	adaptive	adaptive	ADJ
ajst-22341	33	29	expression	expression	NOUN
ajst-22341	33	30	capability	capability	NOUN
ajst-22341	33	31	.	.	PUNCT
ajst-22341	34	1	through	through	ADP
ajst-22341	34	2	learning	learn	VERB
ajst-22341	34	3	and	and	CCONJ
ajst-22341	34	4	training	train	VERB
ajst-22341	34	5	the	the	DET
ajst-22341	34	6	relationship	relationship	NOUN
ajst-22341	34	7	between	between	ADP
ajst-22341	34	8	inputs	input	NOUN
ajst-22341	34	9	and	and	CCONJ
ajst-22341	34	10	outputs	output	NOUN
ajst-22341	34	11	,	,	PUNCT
ajst-22341	34	12	this	this	DET
ajst-22341	34	13	paper	paper	NOUN
ajst-22341	34	14	proposes	propose	VERB
ajst-22341	34	15	to	to	PART
ajst-22341	34	16	establish	establish	VERB
ajst-22341	34	17	a	a	DET
ajst-22341	34	18	deep	deep	ADJ
ajst-22341	34	19	learning	learning	NOUN
ajst-22341	34	20	-	-	PUNCT
ajst-22341	34	21	based	base	VERB
ajst-22341	34	22	model	model	NOUN
ajst-22341	34	23	of	of	ADP
ajst-22341	34	24	point	point	NOUN
ajst-22341	34	25	-	-	PUNCT
ajst-22341	34	26	defect	defect	NOUN
ajst-22341	34	27	microcavities	microcavitie	NOUN
ajst-22341	34	28	in	in	ADP
ajst-22341	34	29	two	two	NUM
ajst-22341	34	30	-	-	PUNCT
ajst-22341	34	31	dimensional	dimensional	ADJ
ajst-22341	34	32	silicon	silicon	NOUN
ajst-22341	34	33	-	-	PUNCT
ajst-22341	34	34	based	base	VERB
ajst-22341	34	35	photonic	photonic	ADJ
ajst-22341	34	36	crystals	crystal	NOUN
ajst-22341	34	37	to	to	PART
ajst-22341	34	38	quickly	quickly	ADV
ajst-22341	34	39	and	and	CCONJ
ajst-22341	34	40	accurately	accurately	ADV
ajst-22341	34	41	predict	predict	VERB
ajst-22341	34	42	the	the	DET
ajst-22341	34	43	optical	optical	ADJ
ajst-22341	34	44	performance	performance	NOUN
ajst-22341	34	45	of	of	ADP
ajst-22341	34	46	point	point	NOUN
ajst-22341	34	47	-	-	PUNCT
ajst-22341	34	48	defect	defect	NOUN
ajst-22341	34	49	microcavities	microcavitie	NOUN
ajst-22341	34	50	,	,	PUNCT
ajst-22341	34	51	provide	provide	VERB
ajst-22341	34	52	a	a	DET
ajst-22341	34	53	theoretical	theoretical	ADJ
ajst-22341	34	54	basis	basis	NOUN
ajst-22341	34	55	for	for	ADP
ajst-22341	34	56	optimizing	optimize	VERB
ajst-22341	34	57	design	design	NOUN
ajst-22341	34	58	and	and	CCONJ
ajst-22341	34	59	application	application	NOUN
ajst-22341	34	60	,	,	PUNCT
ajst-22341	34	61	promote	promote	VERB
ajst-22341	34	62	the	the	DET
ajst-22341	34	63	development	development	NOUN
ajst-22341	34	64	of	of	ADP
ajst-22341	34	65	photonic	photonic	ADJ
ajst-22341	34	66	devices	device	NOUN
ajst-22341	34	67	and	and	CCONJ
ajst-22341	34	68	photonic	photonic	ADJ
ajst-22341	34	69	integration	integration	NOUN
ajst-22341	34	70	technology	technology	NOUN
ajst-22341	34	71	,	,	PUNCT
ajst-22341	34	72	and	and	CCONJ
ajst-22341	34	73	facilitate	facilitate	VERB
ajst-22341	34	74	the	the	DET
ajst-22341	34	75	application	application	NOUN
ajst-22341	34	76	of	of	ADP
ajst-22341	34	77	photonics	photonic	NOUN
ajst-22341	34	78	in	in	ADP
ajst-22341	34	79	communications	communication	NOUN
ajst-22341	34	80	and	and	CCONJ
ajst-22341	34	81	medicine	medicine	NOUN
ajst-22341	34	82	.	.	PUNCT
ajst-22341	35	1	3	3	X
ajst-22341	35	2	.	.	X
ajst-22341	35	3	methods	method	NOUN
ajst-22341	35	4	3.1	3.1	NUM
ajst-22341	35	5	.	.	PUNCT
ajst-22341	36	1	modeling	modeling	NOUN
ajst-22341	36	2	of	of	ADP
ajst-22341	36	3	2d	2d	NUM
ajst-22341	36	4	photonic	photonic	NOUN
ajst-22341	36	5	crystal	crystal	NOUN
ajst-22341	36	6	dielectric	dielectric	ADJ
ajst-22341	36	7	columnar	columnar	ADJ
ajst-22341	36	8	dielectric	dielectric	NOUN
ajst-22341	36	9	microcavities	microcavitie	NOUN
ajst-22341	36	10	with	with	ADP
ajst-22341	36	11	point	point	NOUN
ajst-22341	36	12	defects	defect	NOUN
ajst-22341	36	13	based	base	VERB
ajst-22341	36	14	on	on	ADP
ajst-22341	36	15	silicon	silicon	NOUN
ajst-22341	36	16	figure	figure	NOUN
ajst-22341	36	17	2	2	NUM
ajst-22341	36	18	.	.	PUNCT
ajst-22341	36	19	photonic	photonic	ADJ
ajst-22341	36	20	crystals	crystal	NOUN
ajst-22341	36	21	in	in	ADP
ajst-22341	36	22	silicon	silicon	NOUN
ajst-22341	36	23	-	-	PUNCT
ajst-22341	36	24	based	base	VERB
ajst-22341	36	25	media	medium	NOUN
ajst-22341	36	26	in	in	ADP
ajst-22341	36	27	this	this	DET
ajst-22341	36	28	work	work	NOUN
ajst-22341	36	29	,	,	PUNCT
ajst-22341	36	30	silicon	silicon	NOUN
ajst-22341	36	31	(	(	PUNCT
ajst-22341	36	32	si	si	NOUN
ajst-22341	36	33	)	)	PUNCT
ajst-22341	36	34	with	with	ADP
ajst-22341	36	35	refractive	refractive	ADJ
ajst-22341	36	36	index	index	NOUN
ajst-22341	36	37	n	n	NOUN
ajst-22341	36	38	=	=	SYM
ajst-22341	36	39	3.5	3.5	NUM
ajst-22341	36	40	was	be	AUX
ajst-22341	36	41	used	use	VERB
ajst-22341	36	42	for	for	ADP
ajst-22341	36	43	its	its	PRON
ajst-22341	36	44	excellent	excellent	ADJ
ajst-22341	36	45	optical	optical	ADJ
ajst-22341	36	46	properties	property	NOUN
ajst-22341	36	47	.	.	PUNCT
ajst-22341	37	1	a	a	DET
ajst-22341	37	2	cylindrical	cylindrical	ADJ
ajst-22341	37	3	dielectric	dielectric	ADJ
ajst-22341	37	4	column	column	NOUN
ajst-22341	37	5	was	be	AUX
ajst-22341	37	6	introduced	introduce	VERB
ajst-22341	37	7	to	to	PART
ajst-22341	37	8	form	form	VERB
ajst-22341	37	9	microcavities	microcavitie	NOUN
ajst-22341	37	10	with	with	ADP
ajst-22341	37	11	point	point	NOUN
ajst-22341	37	12	defects	defect	NOUN
ajst-22341	37	13	in	in	ADP
ajst-22341	37	14	the	the	DET
ajst-22341	37	15	lattice	lattice	NOUN
ajst-22341	37	16	as	as	SCONJ
ajst-22341	37	17	shown	show	VERB
ajst-22341	37	18	in	in	ADP
ajst-22341	37	19	figure	figure	NOUN
ajst-22341	37	20	2	2	NUM
ajst-22341	37	21	.	.	PUNCT
ajst-22341	38	1	the	the	DET
ajst-22341	38	2	dielectric	dielectric	ADJ
ajst-22341	38	3	column	column	NOUN
ajst-22341	38	4	was	be	AUX
ajst-22341	38	5	composed	compose	VERB
ajst-22341	38	6	of	of	ADP
ajst-22341	38	7	air	air	NOUN
ajst-22341	38	8	with	with	ADP
ajst-22341	38	9	a	a	DET
ajst-22341	38	10	pore	pore	ADJ
ajst-22341	38	11	refractive	refractive	ADJ
ajst-22341	38	12	index	index	NOUN
ajst-22341	38	13	n	n	NOUN
ajst-22341	38	14	=	=	SYM
ajst-22341	38	15	1.0	1.0	NUM
ajst-22341	38	16	,	,	PUNCT
ajst-22341	38	17	and	and	CCONJ
ajst-22341	38	18	the	the	DET
ajst-22341	38	19	radius	radius	NOUN
ajst-22341	38	20	r	r	NOUN
ajst-22341	38	21	was	be	AUX
ajst-22341	38	22	used	use	VERB
ajst-22341	38	23	as	as	ADP
ajst-22341	38	24	a	a	DET
ajst-22341	38	25	tuning	tuning	NOUN
ajst-22341	38	26	parameter	parameter	NOUN
ajst-22341	38	27	.	.	PUNCT
ajst-22341	39	1	the	the	DET
ajst-22341	39	2	specific	specific	ADJ
ajst-22341	39	3	effect	effect	NOUN
ajst-22341	39	4	of	of	ADP
ajst-22341	39	5	different	different	ADJ
ajst-22341	39	6	microcavity	microcavity	NOUN
ajst-22341	39	7	sizes	size	NOUN
ajst-22341	39	8	on	on	ADP
ajst-22341	39	9	the	the	DET
ajst-22341	39	10	photonic	photonic	ADJ
ajst-22341	39	11	crystal	crystal	NOUN
ajst-22341	39	12	performance	performance	NOUN
ajst-22341	39	13	was	be	AUX
ajst-22341	39	14	studied	study	VERB
ajst-22341	39	15	by	by	ADP
ajst-22341	39	16	adjusting	adjust	VERB
ajst-22341	39	17	the	the	DET
ajst-22341	39	18	radius	radius	NOUN
ajst-22341	39	19	in	in	ADP
ajst-22341	39	20	ascending	ascend	VERB
ajst-22341	39	21	order	order	NOUN
ajst-22341	39	22	from	from	ADP
ajst-22341	39	23	0.01	0.01	NUM
ajst-22341	39	24	to	to	ADP
ajst-22341	39	25	0.51	0.51	NUM
ajst-22341	39	26	in	in	ADP
ajst-22341	39	27	increments	increment	NOUN
ajst-22341	39	28	of	of	ADP
ajst-22341	39	29	0.01	0.01	NUM
ajst-22341	39	30	.	.	PUNCT
ajst-22341	40	1	3.2	3.2	NUM
ajst-22341	40	2	.	.	PUNCT
ajst-22341	41	1	data	datum	NOUN
ajst-22341	41	2	collection	collection	NOUN
ajst-22341	41	3	the	the	DET
ajst-22341	41	4	project	project	NOUN
ajst-22341	41	5	uses	use	VERB
ajst-22341	41	6	the	the	DET
ajst-22341	41	7	mit	mit	NOUN
ajst-22341	41	8	open	open	ADJ
ajst-22341	41	9	-	-	PUNCT
ajst-22341	41	10	source	source	NOUN
ajst-22341	41	11	model	model	NOUN
ajst-22341	41	12	and	and	CCONJ
ajst-22341	41	13	ubuntu	ubuntu	ADJ
ajst-22341	41	14	virtual	virtual	ADJ
ajst-22341	41	15	machine	machine	NOUN
ajst-22341	41	16	to	to	PART
ajst-22341	41	17	carry	carry	VERB
ajst-22341	41	18	out	out	ADP
ajst-22341	41	19	the	the	DET
ajst-22341	41	20	study	study	NOUN
ajst-22341	41	21	,	,	PUNCT
ajst-22341	41	22	using	use	VERB
ajst-22341	41	23	mpb	mpb	NOUN
ajst-22341	41	24	to	to	PART
ajst-22341	41	25	calculate	calculate	VERB
ajst-22341	41	26	the	the	DET
ajst-22341	41	27	sample	sample	NOUN
ajst-22341	41	28	data	datum	NOUN
ajst-22341	41	29	of	of	ADP
ajst-22341	41	30	photonic	photonic	ADJ
ajst-22341	41	31	energy	energy	NOUN
ajst-22341	41	32	bands	band	NOUN
ajst-22341	41	33	,	,	PUNCT
ajst-22341	41	34	including	include	VERB
ajst-22341	41	35	different	different	ADJ
ajst-22341	41	36	photonic	photonic	ADJ
ajst-22341	41	37	crystal	crystal	NOUN
ajst-22341	41	38	microcavity	microcavity	NOUN
ajst-22341	41	39	structures	structure	NOUN
ajst-22341	41	40	with	with	ADP
ajst-22341	41	41	point	point	NOUN
ajst-22341	41	42	defects	defect	NOUN
ajst-22341	41	43	and	and	CCONJ
ajst-22341	41	44	the	the	DET
ajst-22341	41	45	corresponding	corresponding	ADJ
ajst-22341	41	46	photon	photon	NOUN
ajst-22341	41	47	mode	mode	NOUN
ajst-22341	41	48	and	and	CCONJ
ajst-22341	41	49	scattering	scatter	VERB
ajst-22341	41	50	relations	relation	NOUN
ajst-22341	41	51	.	.	PUNCT
ajst-22341	42	1	energy	energy	NOUN
ajst-22341	42	2	band	band	NOUN
ajst-22341	42	3	calculations	calculation	NOUN
ajst-22341	42	4	allow	allow	VERB
ajst-22341	42	5	us	we	PRON
ajst-22341	42	6	to	to	PART
ajst-22341	42	7	clearly	clearly	ADV
ajst-22341	42	8	observe	observe	VERB
ajst-22341	42	9	the	the	DET
ajst-22341	42	10	subtle	subtle	ADJ
ajst-22341	42	11	changes	change	NOUN
ajst-22341	42	12	in	in	ADP
ajst-22341	42	13	the	the	DET
ajst-22341	42	14	photonic	photonic	ADJ
ajst-22341	42	15	crystal	crystal	NOUN
ajst-22341	42	16	energy	energy	NOUN
ajst-22341	42	17	band	band	NOUN
ajst-22341	42	18	structure	structure	NOUN
ajst-22341	42	19	as	as	ADP
ajst-22341	42	20	the	the	DET
ajst-22341	42	21	radius	radius	NOUN
ajst-22341	42	22	of	of	ADP
ajst-22341	42	23	the	the	DET
ajst-22341	42	24	point	point	NOUN
ajst-22341	42	25	defect	defect	NOUN
ajst-22341	42	26	changes	change	NOUN
ajst-22341	42	27	.	.	PUNCT
ajst-22341	43	1	in	in	ADP
ajst-22341	43	2	this	this	DET
ajst-22341	43	3	paper	paper	NOUN
ajst-22341	43	4	,	,	PUNCT
ajst-22341	43	5	author	author	NOUN
ajst-22341	43	6	take	take	VERB
ajst-22341	43	7	a	a	DET
ajst-22341	43	8	systematic	systematic	ADJ
ajst-22341	43	9	approach	approach	NOUN
ajst-22341	43	10	to	to	PART
ajst-22341	43	11	analyze	analyze	VERB
ajst-22341	43	12	the	the	DET
ajst-22341	43	13	energy	energy	NOUN
ajst-22341	43	14	band	band	NOUN
ajst-22341	43	15	structure	structure	NOUN
ajst-22341	43	16	of	of	ADP
ajst-22341	43	17	photonic	photonic	ADJ
ajst-22341	43	18	crystals	crystal	NOUN
ajst-22341	43	19	in	in	ADP
ajst-22341	43	20	the	the	DET
ajst-22341	43	21	context	context	NOUN
ajst-22341	43	22	of	of	ADP
ajst-22341	43	23	a	a	DET
ajst-22341	43	24	two	two	NUM
ajst-22341	43	25	-	-	PUNCT
ajst-22341	43	26	dimensional	dimensional	ADJ
ajst-22341	43	27	silicon	silicon	NOUN
ajst-22341	43	28	(	(	PUNCT
ajst-22341	43	29	si)-based	si)-base	VERB
ajst-22341	43	30	medium	medium	NOUN
ajst-22341	43	31	in	in	ADP
ajst-22341	43	32	a	a	DET
ajst-22341	43	33	study	study	NOUN
ajst-22341	43	34	that	that	PRON
ajst-22341	43	35	explores	explore	VERB
ajst-22341	43	36	the	the	DET
ajst-22341	43	37	microcavity	microcavity	NOUN
ajst-22341	43	38	patterns	pattern	NOUN
ajst-22341	43	39	of	of	ADP
ajst-22341	43	40	point	point	NOUN
ajst-22341	43	41	defects	defect	NOUN
ajst-22341	43	42	in	in	ADP
ajst-22341	43	43	photonic	photonic	ADJ
ajst-22341	43	44	crystals	crystal	NOUN
ajst-22341	43	45	.	.	PUNCT
ajst-22341	44	1	first	first	ADV
ajst-22341	44	2	,	,	PUNCT
ajst-22341	44	3	author	author	NOUN
ajst-22341	44	4	defines	define	VERB
ajst-22341	44	5	the	the	DET
ajst-22341	44	6	key	key	ADJ
ajst-22341	44	7	simulation	simulation	NOUN
ajst-22341	44	8	parameters	parameter	NOUN
ajst-22341	44	9	,	,	PUNCT
ajst-22341	44	10	such	such	ADJ
ajst-22341	44	11	as	as	ADP
ajst-22341	44	12	the	the	DET
ajst-22341	44	13	resolution	resolution	NOUN
ajst-22341	44	14	and	and	CCONJ
ajst-22341	44	15	the	the	DET
ajst-22341	44	16	number	number	NOUN
ajst-22341	44	17	of	of	ADP
ajst-22341	44	18	energy	energy	NOUN
ajst-22341	44	19	bands	band	NOUN
ajst-22341	44	20	,	,	PUNCT
ajst-22341	44	21	which	which	PRON
ajst-22341	44	22	are	be	AUX
ajst-22341	44	23	essential	essential	ADJ
ajst-22341	44	24	to	to	PART
ajst-22341	44	25	ensure	ensure	VERB
ajst-22341	44	26	the	the	DET
ajst-22341	44	27	accuracy	accuracy	NOUN
ajst-22341	44	28	of	of	ADP
ajst-22341	44	29	the	the	DET
ajst-22341	44	30	computational	computational	ADJ
ajst-22341	44	31	results	result	NOUN
ajst-22341	44	32	.	.	PUNCT
ajst-22341	45	1	then	then	ADV
ajst-22341	45	2	author	author	NOUN
ajst-22341	45	3	determines	determine	VERB
ajst-22341	45	4	the	the	DET
ajst-22341	45	5	positions	position	NOUN
ajst-22341	45	6	of	of	ADP
ajst-22341	45	7	the	the	DET
ajst-22341	45	8	points	point	NOUN
ajst-22341	45	9	γ	γ	PROPN
ajst-22341	45	10	and	and	CCONJ
ajst-22341	45	11	k	k	NOUN
ajst-22341	45	12	'	'	PUNCT
ajst-22341	45	13	and	and	CCONJ
ajst-22341	45	14	generate	generate	VERB
ajst-22341	45	15	ten	ten	NUM
ajst-22341	45	16	k	k	PROPN
ajst-22341	45	17	points	point	NOUN
ajst-22341	45	18	between	between	ADP
ajst-22341	45	19	these	these	DET
ajst-22341	45	20	two	two	NUM
ajst-22341	45	21	points	point	NOUN
ajst-22341	45	22	as	as	SCONJ
ajst-22341	45	23	shown	show	VERB
ajst-22341	45	24	in	in	ADP
ajst-22341	45	25	figure	figure	NOUN
ajst-22341	45	26	3	3	NUM
ajst-22341	45	27	.	.	PUNCT
ajst-22341	45	28	figure	figure	NOUN
ajst-22341	45	29	3	3	NUM
ajst-22341	45	30	.	.	PUNCT
ajst-22341	45	31	calculated	calculate	VERB
ajst-22341	45	32	photon	photon	NOUN
ajst-22341	45	33	energy	energy	NOUN
ajst-22341	45	34	bands	band	NOUN
ajst-22341	45	35	of	of	ADP
ajst-22341	45	36	point	point	NOUN
ajst-22341	45	37	-	-	PUNCT
ajst-22341	45	38	defected	defect	VERB
ajst-22341	45	39	microcavities	microcavitie	NOUN
ajst-22341	45	40	of	of	ADP
ajst-22341	45	41	2d	2d	NUM
ajst-22341	45	42	si	si	NOUN
ajst-22341	45	43	-	-	PUNCT
ajst-22341	45	44	based	base	VERB
ajst-22341	45	45	dielectric	dielectric	ADJ
ajst-22341	45	46	column	column	NOUN
ajst-22341	45	47	photonic	photonic	NOUN
ajst-22341	45	48	crystals	crystal	NOUN
ajst-22341	45	49	to	to	PART
ajst-22341	45	50	study	study	VERB
ajst-22341	45	51	in	in	ADP
ajst-22341	45	52	detail	detail	NOUN
ajst-22341	45	53	the	the	DET
ajst-22341	45	54	influence	influence	NOUN
ajst-22341	45	55	of	of	ADP
ajst-22341	45	56	microcavities	microcavitie	NOUN
ajst-22341	45	57	at	at	ADP
ajst-22341	45	58	point	point	NOUN
ajst-22341	45	59	defects	defect	NOUN
ajst-22341	45	60	on	on	ADP
ajst-22341	45	61	the	the	DET
ajst-22341	45	62	energy	energy	NOUN
ajst-22341	45	63	band	band	NOUN
ajst-22341	45	64	structure	structure	NOUN
ajst-22341	45	65	of	of	ADP
ajst-22341	45	66	photonic	photonic	ADJ
ajst-22341	45	67	crystals	crystal	NOUN
ajst-22341	45	68	,	,	PUNCT
ajst-22341	45	69	author	author	NOUN
ajst-22341	45	70	uses	use	VERB
ajst-22341	45	71	a	a	DET
ajst-22341	45	72	cyclic	cyclic	ADJ
ajst-22341	45	73	iterative	iterative	NOUN
ajst-22341	45	74	approach	approach	NOUN
ajst-22341	45	75	.	.	PUNCT
ajst-22341	46	1	in	in	ADP
ajst-22341	46	2	each	each	DET
ajst-22341	46	3	iteration	iteration	NOUN
ajst-22341	46	4	,	,	PUNCT
ajst-22341	46	5	cylindrical	cylindrical	ADJ
ajst-22341	46	6	defects	defect	NOUN
ajst-22341	46	7	of	of	ADP
ajst-22341	46	8	different	different	ADJ
ajst-22341	46	9	radii	radius	NOUN
ajst-22341	46	10	are	be	AUX
ajst-22341	46	11	added	add	VERB
ajst-22341	46	12	to	to	ADP
ajst-22341	46	13	the	the	DET
ajst-22341	46	14	list	list	NOUN
ajst-22341	46	15	of	of	ADP
ajst-22341	46	16	shapes	shape	NOUN
ajst-22341	46	17	and	and	CCONJ
ajst-22341	46	18	the	the	DET
ajst-22341	46	19	value	value	NOUN
ajst-22341	46	20	of	of	ADP
ajst-22341	46	21	the	the	DET
ajst-22341	46	22	current	current	ADJ
ajst-22341	46	23	radius	radius	NOUN
ajst-22341	46	24	is	be	AUX
ajst-22341	46	25	recorded	record	VERB
ajst-22341	46	26	as	as	SCONJ
ajst-22341	46	27	shown	show	VERB
ajst-22341	46	28	in	in	ADP
ajst-22341	46	29	figure	figure	NOUN
ajst-22341	46	30	4	4	NUM
ajst-22341	46	31	.	.	PUNCT
ajst-22341	47	1	in	in	ADP
ajst-22341	47	2	this	this	DET
ajst-22341	47	3	way	way	NOUN
ajst-22341	47	4	,	,	PUNCT
ajst-22341	47	5	a	a	DET
ajst-22341	47	6	sequence	sequence	NOUN
ajst-22341	47	7	of	of	ADP
ajst-22341	47	8	radii	radius	NOUN
ajst-22341	47	9	ranging	range	VERB
ajst-22341	47	10	from	from	ADP
ajst-22341	47	11	0.01	0.01	NUM
ajst-22341	47	12	to	to	PART
ajst-22341	47	13	0.51	0.51	NUM
ajst-22341	47	14	is	be	AUX
ajst-22341	47	15	gradually	gradually	ADV
ajst-22341	47	16	constructed	construct	VERB
ajst-22341	47	17	.	.	PUNCT
ajst-22341	48	1	this	this	DET
ajst-22341	48	2	sequence	sequence	NOUN
ajst-22341	48	3	not	not	PART
ajst-22341	48	4	only	only	ADV
ajst-22341	48	5	shows	show	VERB
ajst-22341	48	6	the	the	DET
ajst-22341	48	7	effect	effect	NOUN
ajst-22341	48	8	of	of	ADP
ajst-22341	48	9	defects	defect	NOUN
ajst-22341	48	10	of	of	ADP
ajst-22341	48	11	different	different	ADJ
ajst-22341	48	12	sizes	size	NOUN
ajst-22341	48	13	on	on	ADP
ajst-22341	48	14	the	the	DET
ajst-22341	48	15	performance	performance	NOUN
ajst-22341	48	16	of	of	ADP
ajst-22341	48	17	the	the	DET
ajst-22341	48	18	photonic	photonic	ADJ
ajst-22341	48	19	crystal	crystal	NOUN
ajst-22341	48	20	,	,	PUNCT
ajst-22341	48	21	but	but	CCONJ
ajst-22341	48	22	also	also	ADV
ajst-22341	48	23	provides	provide	VERB
ajst-22341	48	24	a	a	DET
ajst-22341	48	25	set	set	NOUN
ajst-22341	48	26	of	of	ADP
ajst-22341	48	27	detailed	detailed	ADJ
ajst-22341	48	28	samples	sample	NOUN
ajst-22341	48	29	to	to	PART
ajst-22341	48	30	analyze	analyze	VERB
ajst-22341	48	31	the	the	DET
ajst-22341	48	32	scattering	scatter	VERB
ajst-22341	48	33	relationships	relationship	NOUN
ajst-22341	48	34	.	.	PUNCT
ajst-22341	49	1	by	by	ADP
ajst-22341	49	2	fixing	fix	VERB
ajst-22341	49	3	simulation	simulation	NOUN
ajst-22341	49	4	parameters	parameter	NOUN
ajst-22341	49	5	and	and	CCONJ
ajst-22341	49	6	adding	add	VERB
ajst-22341	49	7	cylindrical	cylindrical	ADJ
ajst-22341	49	8	defects	defect	NOUN
ajst-22341	49	9	with	with	ADP
ajst-22341	49	10	different	different	ADJ
ajst-22341	49	11	radii	radii	NOUN
ajst-22341	49	12	,	,	PUNCT
ajst-22341	49	13	author	author	NOUN
ajst-22341	49	14	was	be	AUX
ajst-22341	49	15	able	able	ADJ
ajst-22341	49	16	to	to	PART
ajst-22341	49	17	construct	construct	VERB
ajst-22341	49	18	a	a	DET
ajst-22341	49	19	point	point	NOUN
ajst-22341	49	20	defect	defect	NOUN
ajst-22341	49	21	microcavity	microcavity	NOUN
ajst-22341	49	22	model	model	NOUN
ajst-22341	49	23	of	of	ADP
ajst-22341	49	24	a	a	DET
ajst-22341	49	25	photonic	photonic	ADJ
ajst-22341	49	26	crystal	crystal	NOUN
ajst-22341	49	27	and	and	CCONJ
ajst-22341	49	28	study	study	VERB
ajst-22341	49	29	its	its	PRON
ajst-22341	49	30	energy	energy	NOUN
ajst-22341	49	31	band	band	NOUN
ajst-22341	49	32	structure	structure	NOUN
ajst-22341	49	33	in	in	ADP
ajst-22341	49	34	detail	detail	NOUN
ajst-22341	49	35	.	.	PUNCT
ajst-22341	50	1	this	this	DET
ajst-22341	50	2	approach	approach	NOUN
ajst-22341	50	3	not	not	PART
ajst-22341	50	4	only	only	ADV
ajst-22341	50	5	provides	provide	VERB
ajst-22341	50	6	a	a	DET
ajst-22341	50	7	wealth	wealth	NOUN
ajst-22341	50	8	of	of	ADP
ajst-22341	50	9	data	datum	NOUN
ajst-22341	50	10	for	for	ADP
ajst-22341	50	11	analyzing	analyze	VERB
ajst-22341	50	12	the	the	DET
ajst-22341	50	13	effects	effect	NOUN
ajst-22341	50	14	of	of	ADP
ajst-22341	50	15	defects	defect	NOUN
ajst-22341	50	16	of	of	ADP
ajst-22341	50	17	different	different	ADJ
ajst-22341	50	18	sizes	size	NOUN
ajst-22341	50	19	on	on	ADP
ajst-22341	50	20	the	the	DET
ajst-22341	50	21	performance	performance	NOUN
ajst-22341	50	22	of	of	ADP
ajst-22341	50	23	photonic	photonic	ADJ
ajst-22341	50	24	crystals	crystal	NOUN
ajst-22341	50	25	,	,	PUNCT
ajst-22341	50	26	but	but	CCONJ
ajst-22341	50	27	also	also	ADV
ajst-22341	50	28	demonstrates	demonstrate	VERB
ajst-22341	50	29	the	the	DET
ajst-22341	50	30	potential	potential	ADJ
ajst-22341	50	31	application	application	NOUN
ajst-22341	50	32	of	of	ADP
ajst-22341	50	33	systematic	systematic	ADJ
ajst-22341	50	34	research	research	NOUN
ajst-22341	50	35	methods	method	NOUN
ajst-22341	50	36	in	in	ADP
ajst-22341	50	37	the	the	DET
ajst-22341	50	38	field	field	NOUN
ajst-22341	50	39	of	of	ADP
ajst-22341	50	40	photonics	photonic	NOUN
ajst-22341	50	41	.	.	PUNCT
ajst-22341	51	1	74	74	NUM
ajst-22341	51	2	figure	figure	NOUN
ajst-22341	51	3	4	4	NUM
ajst-22341	51	4	.	.	PUNCT
ajst-22341	51	5	photon	photon	NOUN
ajst-22341	51	6	energy	energy	NOUN
ajst-22341	51	7	bands	band	NOUN
ajst-22341	51	8	in	in	ADP
ajst-22341	51	9	two	two	NUM
ajst-22341	51	10	-	-	PUNCT
ajst-22341	51	11	dimensional	dimensional	ADJ
ajst-22341	51	12	silica	silica	NOUN
ajst-22341	51	13	-	-	PUNCT
ajst-22341	51	14	based	base	VERB
ajst-22341	51	15	dielectric	dielectric	ADJ
ajst-22341	51	16	column	column	NOUN
ajst-22341	51	17	photonic	photonic	NOUN
ajst-22341	51	18	crystals	crystal	NOUN
ajst-22341	51	19	with	with	ADP
ajst-22341	51	20	point	point	NOUN
ajst-22341	51	21	-	-	PUNCT
ajst-22341	51	22	defect	defect	NOUN
ajst-22341	51	23	microcavities	microcavitie	NOUN
ajst-22341	51	24	at	at	ADP
ajst-22341	51	25	different	different	ADJ
ajst-22341	51	26	radii	radius	NOUN
ajst-22341	51	27	3.3	3.3	NUM
ajst-22341	51	28	.	.	PUNCT
ajst-22341	52	1	designing	design	VERB
ajst-22341	52	2	the	the	DET
ajst-22341	52	3	neural	neural	ADJ
ajst-22341	52	4	network	network	NOUN
ajst-22341	52	5	model	model	NOUN
ajst-22341	52	6	to	to	PART
ajst-22341	52	7	build	build	VERB
ajst-22341	52	8	a	a	DET
ajst-22341	52	9	reliable	reliable	ADJ
ajst-22341	52	10	machine	machine	NOUN
ajst-22341	52	11	learning	learning	NOUN
ajst-22341	52	12	model	model	NOUN
ajst-22341	52	13	,	,	PUNCT
ajst-22341	52	14	as	as	SCONJ
ajst-22341	52	15	shown	show	VERB
ajst-22341	52	16	in	in	ADP
ajst-22341	52	17	figure	figure	NOUN
ajst-22341	52	18	5	5	NUM
ajst-22341	52	19	,	,	PUNCT
ajst-22341	52	20	both	both	DET
ajst-22341	52	21	data	datum	NOUN
ajst-22341	52	22	preparation	preparation	NOUN
ajst-22341	52	23	and	and	CCONJ
ajst-22341	52	24	data	datum	NOUN
ajst-22341	52	25	processing	processing	NOUN
ajst-22341	52	26	are	be	AUX
ajst-22341	52	27	important	important	ADJ
ajst-22341	52	28	,	,	PUNCT
ajst-22341	52	29	especially	especially	ADV
ajst-22341	52	30	in	in	ADP
ajst-22341	52	31	the	the	DET
ajst-22341	52	32	context	context	NOUN
ajst-22341	52	33	of	of	ADP
ajst-22341	52	34	predicting	predict	VERB
ajst-22341	52	35	the	the	DET
ajst-22341	52	36	energy	energy	NOUN
ajst-22341	52	37	band	band	NOUN
ajst-22341	52	38	structure	structure	NOUN
ajst-22341	52	39	of	of	ADP
ajst-22341	52	40	photonic	photonic	ADJ
ajst-22341	52	41	crystals	crystal	NOUN
ajst-22341	52	42	.	.	PUNCT
ajst-22341	53	1	first	first	ADV
ajst-22341	53	2	,	,	PUNCT
ajst-22341	53	3	an	an	DET
ajst-22341	53	4	initial	initial	ADJ
ajst-22341	53	5	sample	sample	NOUN
ajst-22341	53	6	of	of	ADP
ajst-22341	53	7	photonic	photonic	ADJ
ajst-22341	53	8	crystal	crystal	NOUN
ajst-22341	53	9	energy	energy	NOUN
ajst-22341	53	10	band	band	NOUN
ajst-22341	53	11	data	datum	NOUN
ajst-22341	53	12	was	be	AUX
ajst-22341	53	13	collected	collect	VERB
ajst-22341	53	14	.	.	PUNCT
ajst-22341	54	1	these	these	DET
ajst-22341	54	2	data	datum	NOUN
ajst-22341	54	3	typically	typically	ADV
ajst-22341	54	4	include	include	VERB
ajst-22341	54	5	the	the	DET
ajst-22341	54	6	optical	optical	ADJ
ajst-22341	54	7	properties	property	NOUN
ajst-22341	54	8	of	of	ADP
ajst-22341	54	9	different	different	ADJ
ajst-22341	54	10	photonic	photonic	ADJ
ajst-22341	54	11	crystal	crystal	NOUN
ajst-22341	54	12	structures	structure	NOUN
ajst-22341	54	13	with	with	ADP
ajst-22341	54	14	different	different	ADJ
ajst-22341	54	15	parameters	parameter	NOUN
ajst-22341	54	16	.	.	PUNCT
ajst-22341	55	1	second	second	ADJ
ajst-22341	55	2	,	,	PUNCT
ajst-22341	55	3	a	a	DET
ajst-22341	55	4	data	data	NOUN
ajst-22341	55	5	augmentation	augmentation	NOUN
ajst-22341	55	6	strategy	strategy	NOUN
ajst-22341	55	7	was	be	AUX
ajst-22341	55	8	applied	apply	VERB
ajst-22341	55	9	.	.	PUNCT
ajst-22341	56	1	in	in	ADP
ajst-22341	56	2	other	other	ADJ
ajst-22341	56	3	words	word	NOUN
ajst-22341	56	4	,	,	PUNCT
ajst-22341	56	5	the	the	DET
ajst-22341	56	6	data	datum	NOUN
ajst-22341	56	7	set	set	VERB
ajst-22341	56	8	was	be	AUX
ajst-22341	56	9	artificially	artificially	ADV
ajst-22341	56	10	enlarged	enlarge	VERB
ajst-22341	56	11	by	by	ADP
ajst-22341	56	12	copying	copying	NOUN
ajst-22341	56	13	and	and	CCONJ
ajst-22341	56	14	slightly	slightly	ADV
ajst-22341	56	15	modifying	modify	VERB
ajst-22341	56	16	the	the	DET
ajst-22341	56	17	original	original	ADJ
ajst-22341	56	18	data	datum	NOUN
ajst-22341	56	19	sample	sample	NOUN
ajst-22341	56	20	.	.	PUNCT
ajst-22341	57	1	this	this	PRON
ajst-22341	57	2	not	not	PART
ajst-22341	57	3	only	only	ADV
ajst-22341	57	4	increases	increase	VERB
ajst-22341	57	5	the	the	DET
ajst-22341	57	6	diversity	diversity	NOUN
ajst-22341	57	7	of	of	ADP
ajst-22341	57	8	the	the	DET
ajst-22341	57	9	data	datum	NOUN
ajst-22341	57	10	,	,	PUNCT
ajst-22341	57	11	but	but	CCONJ
ajst-22341	57	12	also	also	ADV
ajst-22341	57	13	improves	improve	VERB
ajst-22341	57	14	the	the	DET
ajst-22341	57	15	generalizability	generalizability	NOUN
ajst-22341	57	16	when	when	SCONJ
ajst-22341	57	17	training	train	VERB
ajst-22341	57	18	the	the	DET
ajst-22341	57	19	model[5	model[5	NOUN
ajst-22341	57	20	]	]	PUNCT
ajst-22341	57	21	.	.	PUNCT
ajst-22341	58	1	figure	figure	NOUN
ajst-22341	58	2	5	5	NUM
ajst-22341	58	3	.	.	PUNCT
ajst-22341	58	4	machine	machine	NOUN
ajst-22341	58	5	learning	learning	NOUN
ajst-22341	58	6	model	model	NOUN
ajst-22341	58	7	the	the	DET
ajst-22341	58	8	extended	extended	ADJ
ajst-22341	58	9	data	datum	NOUN
ajst-22341	58	10	set	set	VERB
ajst-22341	58	11	is	be	AUX
ajst-22341	58	12	then	then	ADV
ajst-22341	58	13	divided	divide	VERB
ajst-22341	58	14	into	into	ADP
ajst-22341	58	15	two	two	NUM
ajst-22341	58	16	parts	part	NOUN
ajst-22341	58	17	,	,	PUNCT
ajst-22341	58	18	a	a	DET
ajst-22341	58	19	training	training	NOUN
ajst-22341	58	20	data	datum	NOUN
ajst-22341	58	21	set	set	VERB
ajst-22341	58	22	and	and	CCONJ
ajst-22341	58	23	a	a	DET
ajst-22341	58	24	test	test	NOUN
ajst-22341	58	25	data	datum	NOUN
ajst-22341	58	26	set	set	VERB
ajst-22341	58	27	,	,	PUNCT
ajst-22341	58	28	so	so	SCONJ
ajst-22341	58	29	that	that	SCONJ
ajst-22341	58	30	the	the	DET
ajst-22341	58	31	model	model	NOUN
ajst-22341	58	32	can	can	AUX
ajst-22341	58	33	be	be	AUX
ajst-22341	58	34	effectively	effectively	ADV
ajst-22341	58	35	validated	validate	VERB
ajst-22341	58	36	using	use	VERB
ajst-22341	58	37	independent	independent	ADJ
ajst-22341	58	38	data	datum	NOUN
ajst-22341	58	39	.	.	PUNCT
ajst-22341	59	1	typically	typically	ADV
ajst-22341	59	2	,	,	PUNCT
ajst-22341	59	3	the	the	DET
ajst-22341	59	4	training	training	NOUN
ajst-22341	59	5	dataset	dataset	NOUN
ajst-22341	59	6	is	be	AUX
ajst-22341	59	7	used	use	VERB
ajst-22341	59	8	to	to	PART
ajst-22341	59	9	train	train	VERB
ajst-22341	59	10	the	the	DET
ajst-22341	59	11	model	model	NOUN
ajst-22341	59	12	and	and	CCONJ
ajst-22341	59	13	fit	fit	VERB
ajst-22341	59	14	the	the	DET
ajst-22341	59	15	parameters	parameter	NOUN
ajst-22341	59	16	,	,	PUNCT
ajst-22341	59	17	while	while	SCONJ
ajst-22341	59	18	the	the	DET
ajst-22341	59	19	test	test	NOUN
ajst-22341	59	20	dataset	dataset	NOUN
ajst-22341	59	21	is	be	AUX
ajst-22341	59	22	used	use	VERB
ajst-22341	59	23	to	to	PART
ajst-22341	59	24	evaluate	evaluate	VERB
ajst-22341	59	25	the	the	DET
ajst-22341	59	26	model	model	NOUN
ajst-22341	59	27	performance	performance	NOUN
ajst-22341	59	28	with	with	ADP
ajst-22341	59	29	unknown	unknown	ADJ
ajst-22341	59	30	data	datum	NOUN
ajst-22341	59	31	.	.	PUNCT
ajst-22341	60	1	in	in	ADP
ajst-22341	60	2	addition	addition	NOUN
ajst-22341	60	3	,	,	PUNCT
ajst-22341	60	4	techniques	technique	NOUN
ajst-22341	60	5	such	such	ADJ
ajst-22341	60	6	as	as	ADP
ajst-22341	60	7	cross	cross	NOUN
ajst-22341	60	8	-	-	ADJ
ajst-22341	60	9	validation	validation	NOUN
ajst-22341	60	10	are	be	AUX
ajst-22341	60	11	introduced	introduce	VERB
ajst-22341	60	12	to	to	PART
ajst-22341	60	13	further	far	ADV
ajst-22341	60	14	improve	improve	VERB
ajst-22341	60	15	the	the	DET
ajst-22341	60	16	robustness	robustness	NOUN
ajst-22341	60	17	and	and	CCONJ
ajst-22341	60	18	predictive	predictive	ADJ
ajst-22341	60	19	accuracy	accuracy	NOUN
ajst-22341	60	20	of	of	ADP
ajst-22341	60	21	the	the	DET
ajst-22341	60	22	model	model	NOUN
ajst-22341	60	23	.	.	PUNCT
ajst-22341	61	1	by	by	ADP
ajst-22341	61	2	dividing	divide	VERB
ajst-22341	61	3	the	the	DET
ajst-22341	61	4	dataset	dataset	NOUN
ajst-22341	61	5	into	into	ADP
ajst-22341	61	6	several	several	ADJ
ajst-22341	61	7	groups	group	NOUN
ajst-22341	61	8	and	and	CCONJ
ajst-22341	61	9	repeating	repeat	VERB
ajst-22341	61	10	the	the	DET
ajst-22341	61	11	training	training	NOUN
ajst-22341	61	12	and	and	CCONJ
ajst-22341	61	13	testing	testing	NOUN
ajst-22341	61	14	on	on	ADP
ajst-22341	61	15	these	these	DET
ajst-22341	61	16	groups	group	NOUN
ajst-22341	61	17	,	,	PUNCT
ajst-22341	61	18	the	the	DET
ajst-22341	61	19	model	model	NOUN
ajst-22341	61	20	performance	performance	NOUN
ajst-22341	61	21	can	can	AUX
ajst-22341	61	22	be	be	AUX
ajst-22341	61	23	evaluated	evaluate	VERB
ajst-22341	61	24	from	from	ADP
ajst-22341	61	25	multiple	multiple	ADJ
ajst-22341	61	26	perspectives	perspective	NOUN
ajst-22341	61	27	,	,	PUNCT
ajst-22341	61	28	leading	lead	VERB
ajst-22341	61	29	to	to	ADP
ajst-22341	61	30	more	more	ADV
ajst-22341	61	31	comprehensive	comprehensive	ADJ
ajst-22341	61	32	and	and	CCONJ
ajst-22341	61	33	reliable	reliable	ADJ
ajst-22341	61	34	evaluation	evaluation	NOUN
ajst-22341	61	35	results	result	NOUN
ajst-22341	61	36	.	.	PUNCT
ajst-22341	62	1	during	during	ADP
ajst-22341	62	2	the	the	DET
ajst-22341	62	3	creation	creation	NOUN
ajst-22341	62	4	of	of	ADP
ajst-22341	62	5	the	the	DET
ajst-22341	62	6	bp	bp	PROPN
ajst-22341	62	7	neural	neural	PROPN
ajst-22341	62	8	network	network	PROPN
ajst-22341	62	9	model	model	PROPN
ajst-22341	62	10	,	,	PUNCT
ajst-22341	62	11	the	the	DET
ajst-22341	62	12	bp	bp	PROPN
ajst-22341	62	13	neural	neural	PROPN
ajst-22341	62	14	network	network	NOUN
ajst-22341	62	15	was	be	AUX
ajst-22341	62	16	selected	select	VERB
ajst-22341	62	17	as	as	ADP
ajst-22341	62	18	the	the	DET
ajst-22341	62	19	model	model	NOUN
ajst-22341	62	20	structure	structure	NOUN
ajst-22341	62	21	based	base	VERB
ajst-22341	62	22	on	on	ADP
ajst-22341	62	23	the	the	DET
ajst-22341	62	24	characteristics	characteristic	NOUN
ajst-22341	62	25	of	of	ADP
ajst-22341	62	26	the	the	DET
ajst-22341	62	27	dataset	dataset	NOUN
ajst-22341	62	28	,	,	PUNCT
ajst-22341	62	29	and	and	CCONJ
ajst-22341	62	30	the	the	DET
ajst-22341	62	31	neural	neural	ADJ
ajst-22341	62	32	network	network	NOUN
ajst-22341	62	33	instance	instance	NOUN
ajst-22341	62	34	was	be	AUX
ajst-22341	62	35	initialized	initialize	VERB
ajst-22341	62	36	.	.	PUNCT
ajst-22341	63	1	during	during	ADP
ajst-22341	63	2	network	network	NOUN
ajst-22341	63	3	creation	creation	NOUN
ajst-22341	63	4	,	,	PUNCT
ajst-22341	63	5	the	the	DET
ajst-22341	63	6	complexity	complexity	NOUN
ajst-22341	63	7	of	of	ADP
ajst-22341	63	8	the	the	DET
ajst-22341	63	9	model	model	NOUN
ajst-22341	63	10	was	be	AUX
ajst-22341	63	11	balanced	balance	VERB
ajst-22341	63	12	with	with	ADP
ajst-22341	63	13	processing	processing	NOUN
ajst-22341	63	14	power	power	NOUN
ajst-22341	63	15	by	by	ADP
ajst-22341	63	16	adjusting	adjust	VERB
ajst-22341	63	17	the	the	DET
ajst-22341	63	18	size	size	NOUN
ajst-22341	63	19	of	of	ADP
ajst-22341	63	20	the	the	DET
ajst-22341	63	21	hidden	hidden	ADJ
ajst-22341	63	22	layers	layer	NOUN
ajst-22341	63	23	,	,	PUNCT
ajst-22341	63	24	and	and	CCONJ
ajst-22341	63	25	in	in	ADP
ajst-22341	63	26	particular	particular	ADJ
ajst-22341	63	27	,	,	PUNCT
ajst-22341	63	28	the	the	DET
ajst-22341	63	29	number	number	NOUN
ajst-22341	63	30	of	of	ADP
ajst-22341	63	31	nodes	node	NOUN
ajst-22341	63	32	in	in	ADP
ajst-22341	63	33	the	the	DET
ajst-22341	63	34	input	input	NOUN
ajst-22341	63	35	and	and	CCONJ
ajst-22341	63	36	output	output	NOUN
ajst-22341	63	37	layers	layer	NOUN
ajst-22341	63	38	was	be	AUX
ajst-22341	63	39	determined	determine	VERB
ajst-22341	63	40	according	accord	VERB
ajst-22341	63	41	to	to	ADP
ajst-22341	63	42	the	the	DET
ajst-22341	63	43	number	number	NOUN
ajst-22341	63	44	of	of	ADP
ajst-22341	63	45	features	feature	NOUN
ajst-22341	63	46	and	and	CCONJ
ajst-22341	63	47	target	target	VERB
ajst-22341	63	48	variables	variable	NOUN
ajst-22341	63	49	in	in	ADP
ajst-22341	63	50	the	the	DET
ajst-22341	63	51	dataset	dataset	NOUN
ajst-22341	63	52	,	,	PUNCT
ajst-22341	63	53	thus	thus	ADV
ajst-22341	63	54	implementing	implement	VERB
ajst-22341	63	55	an	an	DET
ajst-22341	63	56	appropriate	appropriate	ADJ
ajst-22341	63	57	network	network	NOUN
ajst-22341	63	58	structure	structure	NOUN
ajst-22341	63	59	.	.	PUNCT
ajst-22341	64	1	3.4	3.4	NUM
ajst-22341	64	2	.	.	PUNCT
ajst-22341	64	3	training	train	VERB
ajst-22341	64	4	the	the	DET
ajst-22341	64	5	neural	neural	ADJ
ajst-22341	64	6	network	network	NOUN
ajst-22341	64	7	model	model	NOUN
ajst-22341	64	8	it	it	PRON
ajst-22341	64	9	then	then	ADV
ajst-22341	64	10	defines	define	VERB
ajst-22341	64	11	essential	essential	ADJ
ajst-22341	64	12	training	training	NOUN
ajst-22341	64	13	parameters	parameter	NOUN
ajst-22341	64	14	,	,	PUNCT
ajst-22341	64	15	such	such	ADJ
ajst-22341	64	16	as	as	ADP
ajst-22341	64	17	training	training	NOUN
ajst-22341	64	18	speed	speed	NOUN
ajst-22341	64	19	,	,	PUNCT
ajst-22341	64	20	number	number	NOUN
ajst-22341	64	21	of	of	ADP
ajst-22341	64	22	iterations	iteration	NOUN
ajst-22341	64	23	and	and	CCONJ
ajst-22341	64	24	target	target	VERB
ajst-22341	64	25	error	error	NOUN
ajst-22341	64	26	limits	limit	NOUN
ajst-22341	64	27	,	,	PUNCT
ajst-22341	64	28	which	which	PRON
ajst-22341	64	29	control	control	VERB
ajst-22341	64	30	the	the	DET
ajst-22341	64	31	training	training	NOUN
ajst-22341	64	32	process	process	NOUN
ajst-22341	64	33	,	,	PUNCT
ajst-22341	64	34	adjust	adjust	VERB
ajst-22341	64	35	model	model	NOUN
ajst-22341	64	36	weights	weight	NOUN
ajst-22341	64	37	and	and	CCONJ
ajst-22341	64	38	ensure	ensure	VERB
ajst-22341	64	39	training	training	NOUN
ajst-22341	64	40	efficiency	efficiency	NOUN
ajst-22341	64	41	.	.	PUNCT
ajst-22341	65	1	the	the	DET
ajst-22341	65	2	training	training	NOUN
ajst-22341	65	3	data	data	NOUN
ajst-22341	65	4	is	be	AUX
ajst-22341	65	5	then	then	ADV
ajst-22341	65	6	used	use	VERB
ajst-22341	65	7	continuously	continuously	ADV
ajst-22341	65	8	to	to	PART
ajst-22341	65	9	adjust	adjust	VERB
ajst-22341	65	10	the	the	DET
ajst-22341	65	11	weights	weight	NOUN
ajst-22341	65	12	and	and	CCONJ
ajst-22341	65	13	mesh	mesh	NOUN
ajst-22341	65	14	bias	bias	NOUN
ajst-22341	65	15	to	to	PART
ajst-22341	65	16	minimize	minimize	VERB
ajst-22341	65	17	the	the	DET
ajst-22341	65	18	difference	difference	NOUN
ajst-22341	65	19	between	between	ADP
ajst-22341	65	20	the	the	DET
ajst-22341	65	21	predicted	predict	VERB
ajst-22341	65	22	model	model	NOUN
ajst-22341	65	23	outputs	output	NOUN
ajst-22341	65	24	and	and	CCONJ
ajst-22341	65	25	the	the	DET
ajst-22341	65	26	actual	actual	ADJ
ajst-22341	65	27	target	target	NOUN
ajst-22341	65	28	values	value	NOUN
ajst-22341	65	29	until	until	SCONJ
ajst-22341	65	30	the	the	DET
ajst-22341	65	31	model	model	NOUN
ajst-22341	65	32	reaches	reach	VERB
ajst-22341	65	33	a	a	DET
ajst-22341	65	34	predefined	predefine	VERB
ajst-22341	65	35	performance	performance	NOUN
ajst-22341	65	36	criterion	criterion	NOUN
ajst-22341	65	37	.	.	PUNCT
ajst-22341	66	1	once	once	SCONJ
ajst-22341	66	2	the	the	DET
ajst-22341	66	3	model	model	NOUN
ajst-22341	66	4	is	be	AUX
ajst-22341	66	5	trained	train	VERB
ajst-22341	66	6	,	,	PUNCT
ajst-22341	66	7	simulation	simulation	NOUN
ajst-22341	66	8	tests	test	NOUN
ajst-22341	66	9	validate	validate	VERB
ajst-22341	66	10	its	its	PRON
ajst-22341	66	11	predictive	predictive	ADJ
ajst-22341	66	12	ability	ability	NOUN
ajst-22341	66	13	.	.	PUNCT
ajst-22341	67	1	the	the	DET
ajst-22341	67	2	test	test	NOUN
ajst-22341	67	3	set	set	NOUN
ajst-22341	67	4	is	be	AUX
ajst-22341	67	5	introduced	introduce	VERB
ajst-22341	67	6	into	into	ADP
ajst-22341	67	7	the	the	DET
ajst-22341	67	8	trained	train	VERB
ajst-22341	67	9	network	network	NOUN
ajst-22341	67	10	to	to	PART
ajst-22341	67	11	obtain	obtain	VERB
ajst-22341	67	12	the	the	DET
ajst-22341	67	13	model	model	NOUN
ajst-22341	67	14	's	's	PART
ajst-22341	67	15	prediction	prediction	NOUN
ajst-22341	67	16	results	result	NOUN
ajst-22341	67	17	for	for	ADP
ajst-22341	67	18	the	the	DET
ajst-22341	67	19	new	new	ADJ
ajst-22341	67	20	data	datum	NOUN
ajst-22341	67	21	.	.	PUNCT
ajst-22341	68	1	this	this	DET
ajst-22341	68	2	step	step	NOUN
ajst-22341	68	3	is	be	AUX
ajst-22341	68	4	not	not	PART
ajst-22341	68	5	only	only	ADV
ajst-22341	68	6	important	important	ADJ
ajst-22341	68	7	to	to	PART
ajst-22341	68	8	evaluate	evaluate	VERB
ajst-22341	68	9	the	the	DET
ajst-22341	68	10	performance	performance	NOUN
ajst-22341	68	11	of	of	ADP
ajst-22341	68	12	the	the	DET
ajst-22341	68	13	model	model	NOUN
ajst-22341	68	14	,	,	PUNCT
ajst-22341	68	15	but	but	CCONJ
ajst-22341	68	16	also	also	ADV
ajst-22341	68	17	provides	provide	VERB
ajst-22341	68	18	an	an	DET
ajst-22341	68	19	intuitive	intuitive	ADJ
ajst-22341	68	20	indication	indication	NOUN
ajst-22341	68	21	of	of	ADP
ajst-22341	68	22	its	its	PRON
ajst-22341	68	23	generality	generality	NOUN
ajst-22341	68	24	.	.	PUNCT
ajst-22341	69	1	overall	overall	ADV
ajst-22341	69	2	,	,	PUNCT
ajst-22341	69	3	author	author	NOUN
ajst-22341	69	4	has	have	AUX
ajst-22341	69	5	successfully	successfully	ADV
ajst-22341	69	6	created	create	VERB
ajst-22341	69	7	a	a	DET
ajst-22341	69	8	bp	bp	PROPN
ajst-22341	69	9	neural	neural	ADJ
ajst-22341	69	10	network	network	NOUN
ajst-22341	69	11	model	model	NOUN
ajst-22341	69	12	with	with	ADP
ajst-22341	69	13	excellent	excellent	ADJ
ajst-22341	69	14	predictive	predictive	ADJ
ajst-22341	69	15	ability	ability	NOUN
ajst-22341	69	16	for	for	ADP
ajst-22341	69	17	the	the	DET
ajst-22341	69	18	properties	property	NOUN
ajst-22341	69	19	of	of	ADP
ajst-22341	69	20	photonic	photonic	ADJ
ajst-22341	69	21	crystals	crystal	NOUN
ajst-22341	69	22	.	.	PUNCT
ajst-22341	70	1	3.5	3.5	NUM
ajst-22341	70	2	.	.	PUNCT
ajst-22341	70	3	evaluating	evaluate	VERB
ajst-22341	70	4	neural	neural	ADJ
ajst-22341	70	5	network	network	NOUN
ajst-22341	70	6	models	model	NOUN
ajst-22341	70	7	in	in	ADP
ajst-22341	70	8	conducting	conduct	VERB
ajst-22341	70	9	a	a	DET
ajst-22341	70	10	comprehensive	comprehensive	ADJ
ajst-22341	70	11	performance	performance	NOUN
ajst-22341	70	12	evaluation	evaluation	NOUN
ajst-22341	70	13	of	of	ADP
ajst-22341	70	14	the	the	DET
ajst-22341	70	15	machine	machine	NOUN
ajst-22341	70	16	learning	learning	NOUN
ajst-22341	70	17	model	model	NOUN
ajst-22341	70	18	,	,	PUNCT
ajst-22341	70	19	two	two	NUM
ajst-22341	70	20	key	key	ADJ
ajst-22341	70	21	metrics	metric	NOUN
ajst-22341	70	22	were	be	AUX
ajst-22341	70	23	used	use	VERB
ajst-22341	70	24	to	to	PART
ajst-22341	70	25	analyze	analyze	VERB
ajst-22341	70	26	in	in	ADP
ajst-22341	70	27	detail	detail	NOUN
ajst-22341	70	28	the	the	DET
ajst-22341	70	29	accuracy	accuracy	NOUN
ajst-22341	70	30	and	and	CCONJ
ajst-22341	70	31	goodness	goodness	NOUN
ajst-22341	70	32	of	of	ADP
ajst-22341	70	33	fit	fit	NOUN
ajst-22341	70	34	of	of	ADP
ajst-22341	70	35	the	the	DET
ajst-22341	70	36	model	model	NOUN
ajst-22341	70	37	.	.	PUNCT
ajst-22341	71	1	first	first	ADV
ajst-22341	71	2	,	,	PUNCT
ajst-22341	71	3	the	the	DET
ajst-22341	71	4	relative	relative	ADJ
ajst-22341	71	5	error	error	NOUN
ajst-22341	71	6	,	,	PUNCT
ajst-22341	71	7	an	an	DET
ajst-22341	71	8	intuitive	intuitive	ADJ
ajst-22341	71	9	measure	measure	NOUN
ajst-22341	71	10	of	of	ADP
ajst-22341	71	11	the	the	DET
ajst-22341	71	12	model	model	NOUN
ajst-22341	71	13	's	's	PART
ajst-22341	71	14	predictive	predictive	ADJ
ajst-22341	71	15	accuracy	accuracy	NOUN
ajst-22341	71	16	,	,	PUNCT
ajst-22341	71	17	was	be	AUX
ajst-22341	71	18	obtained	obtain	VERB
ajst-22341	71	19	by	by	ADP
ajst-22341	71	20	calculating	calculate	VERB
ajst-22341	71	21	the	the	DET
ajst-22341	71	22	proportional	proportional	ADJ
ajst-22341	71	23	difference	difference	NOUN
ajst-22341	71	24	between	between	ADP
ajst-22341	71	25	the	the	DET
ajst-22341	71	26	predicted	predict	VERB
ajst-22341	71	27	and	and	CCONJ
ajst-22341	71	28	actually	actually	ADV
ajst-22341	71	29	observed	observe	VERB
ajst-22341	71	30	values	value	NOUN
ajst-22341	71	31	of	of	ADP
ajst-22341	71	32	the	the	DET
ajst-22341	71	33	model	model	NOUN
ajst-22341	71	34	.	.	PUNCT
ajst-22341	72	1	when	when	SCONJ
ajst-22341	72	2	evaluating	evaluate	VERB
ajst-22341	72	3	the	the	DET
ajst-22341	72	4	performance	performance	NOUN
ajst-22341	72	5	of	of	ADP
ajst-22341	72	6	a	a	DET
ajst-22341	72	7	model	model	NOUN
ajst-22341	72	8	,	,	PUNCT
ajst-22341	72	9	a	a	DET
ajst-22341	72	10	small	small	ADJ
ajst-22341	72	11	value	value	NOUN
ajst-22341	72	12	of	of	ADP
ajst-22341	72	13	the	the	DET
ajst-22341	72	14	relative	relative	ADJ
ajst-22341	72	15	error	error	NOUN
ajst-22341	72	16	means	mean	VERB
ajst-22341	72	17	that	that	SCONJ
ajst-22341	72	18	the	the	DET
ajst-22341	72	19	model	model	NOUN
ajst-22341	72	20	is	be	AUX
ajst-22341	72	21	able	able	ADJ
ajst-22341	72	22	to	to	PART
ajst-22341	72	23	make	make	VERB
ajst-22341	72	24	accurate	accurate	ADJ
ajst-22341	72	25	predictions	prediction	NOUN
ajst-22341	72	26	with	with	ADP
ajst-22341	72	27	low	low	ADJ
ajst-22341	72	28	bias	bias	NOUN
ajst-22341	72	29	.	.	PUNCT
ajst-22341	73	1	in	in	ADP
ajst-22341	73	2	addition	addition	NOUN
ajst-22341	73	3	,	,	PUNCT
ajst-22341	73	4	the	the	DET
ajst-22341	73	5	coefficient	coefficient	NOUN
ajst-22341	73	6	of	of	ADP
ajst-22341	73	7	determination	determination	NOUN
ajst-22341	73	8	,	,	PUNCT
ajst-22341	73	9	also	also	ADV
ajst-22341	73	10	known	know	VERB
ajst-22341	73	11	as	as	ADP
ajst-22341	73	12	the	the	DET
ajst-22341	73	13	r	r	NOUN
ajst-22341	73	14	-	-	PUNCT
ajst-22341	73	15	square	square	ADJ
ajst-22341	73	16	value	value	NOUN
ajst-22341	73	17	,	,	PUNCT
ajst-22341	73	18	is	be	AUX
ajst-22341	73	19	entered	enter	VERB
ajst-22341	73	20	to	to	PART
ajst-22341	73	21	measure	measure	VERB
ajst-22341	73	22	the	the	DET
ajst-22341	73	23	degree	degree	NOUN
ajst-22341	73	24	of	of	ADP
ajst-22341	73	25	agreement	agreement	NOUN
ajst-22341	73	26	between	between	ADP
ajst-22341	73	27	the	the	DET
ajst-22341	73	28	model	model	NOUN
ajst-22341	73	29	's	's	PART
ajst-22341	73	30	predicted	predict	VERB
ajst-22341	73	31	values	value	NOUN
ajst-22341	73	32	and	and	CCONJ
ajst-22341	73	33	actual	actual	ADJ
ajst-22341	73	34	values	value	NOUN
ajst-22341	73	35	.	.	PUNCT
ajst-22341	74	1	a	a	DET
ajst-22341	74	2	high	high	ADJ
ajst-22341	74	3	value	value	NOUN
ajst-22341	74	4	of	of	ADP
ajst-22341	74	5	the	the	DET
ajst-22341	74	6	coefficient	coefficient	NOUN
ajst-22341	74	7	of	of	ADP
ajst-22341	74	8	determination	determination	NOUN
ajst-22341	74	9	indicates	indicate	VERB
ajst-22341	74	10	a	a	DET
ajst-22341	74	11	high	high	ADJ
ajst-22341	74	12	degree	degree	NOUN
ajst-22341	74	13	of	of	ADP
ajst-22341	74	14	agreement	agreement	NOUN
ajst-22341	74	15	between	between	ADP
ajst-22341	74	16	the	the	DET
ajst-22341	74	17	model	model	NOUN
ajst-22341	74	18	and	and	CCONJ
ajst-22341	74	19	the	the	DET
ajst-22341	74	20	data	datum	NOUN
ajst-22341	74	21	,	,	PUNCT
ajst-22341	74	22	indicating	indicate	VERB
ajst-22341	74	23	that	that	SCONJ
ajst-22341	74	24	the	the	DET
ajst-22341	74	25	model	model	NOUN
ajst-22341	74	26	is	be	AUX
ajst-22341	74	27	able	able	ADJ
ajst-22341	74	28	to	to	PART
ajst-22341	74	29	capture	capture	VERB
ajst-22341	74	30	the	the	DET
ajst-22341	74	31	underlying	underlie	VERB
ajst-22341	74	32	pattern	pattern	NOUN
ajst-22341	74	33	of	of	ADP
ajst-22341	74	34	the	the	DET
ajst-22341	74	35	data	datum	NOUN
ajst-22341	74	36	;	;	PUNCT
ajst-22341	74	37	an	an	DET
ajst-22341	74	38	r	r	NOUN
ajst-22341	74	39	-	-	PUNCT
ajst-22341	74	40	square	square	ADJ
ajst-22341	74	41	value	value	NOUN
ajst-22341	74	42	close	close	ADV
ajst-22341	74	43	to	to	PART
ajst-22341	74	44	1	1	NUM
ajst-22341	74	45	generally	generally	ADV
ajst-22341	74	46	means	mean	VERB
ajst-22341	74	47	that	that	SCONJ
ajst-22341	74	48	the	the	DET
ajst-22341	74	49	model	model	NOUN
ajst-22341	74	50	has	have	VERB
ajst-22341	74	51	a	a	DET
ajst-22341	74	52	very	very	ADV
ajst-22341	74	53	good	good	ADJ
ajst-22341	74	54	fit	fit	NOUN
ajst-22341	74	55	and	and	CCONJ
ajst-22341	74	56	can	can	AUX
ajst-22341	74	57	reliably	reliably	ADV
ajst-22341	74	58	predict	predict	VERB
ajst-22341	74	59	unknown	unknown	ADJ
ajst-22341	74	60	data	datum	NOUN
ajst-22341	74	61	.	.	PUNCT
ajst-22341	75	1	figure	figure	VERB
ajst-22341	75	2	6	6	NUM
ajst-22341	75	3	shows	show	VERB
ajst-22341	75	4	that	that	SCONJ
ajst-22341	75	5	the	the	DET
ajst-22341	75	6	coefficient	coefficient	NOUN
ajst-22341	75	7	of	of	ADP
ajst-22341	75	8	determination	determination	NOUN
ajst-22341	75	9	is	be	AUX
ajst-22341	75	10	only	only	ADV
ajst-22341	75	11	0.94266	0.94266	NUM
ajst-22341	75	12	,	,	PUNCT
ajst-22341	75	13	indicating	indicate	VERB
ajst-22341	75	14	a	a	DET
ajst-22341	75	15	high	high	ADJ
ajst-22341	75	16	degree	degree	NOUN
ajst-22341	75	17	of	of	ADP
ajst-22341	75	18	agreement	agreement	NOUN
ajst-22341	75	19	between	between	ADP
ajst-22341	75	20	predictions	prediction	NOUN
ajst-22341	75	21	and	and	CCONJ
ajst-22341	75	22	actual	actual	ADJ
ajst-22341	75	23	observations	observation	NOUN
ajst-22341	75	24	.	.	PUNCT
ajst-22341	76	1	75	75	NUM
ajst-22341	76	2	figure	figure	NOUN
ajst-22341	76	3	6	6	NUM
ajst-22341	76	4	.	.	PUNCT
ajst-22341	76	5	comparison	comparison	NOUN
ajst-22341	76	6	figure	figure	NOUN
ajst-22341	76	7	7	7	NUM
ajst-22341	76	8	shows	show	VERB
ajst-22341	76	9	that	that	SCONJ
ajst-22341	76	10	the	the	DET
ajst-22341	76	11	model	model	NOUN
ajst-22341	76	12	performs	perform	VERB
ajst-22341	76	13	well	well	ADV
ajst-22341	76	14	after	after	ADP
ajst-22341	76	15	only	only	ADV
ajst-22341	76	16	three	three	NUM
ajst-22341	76	17	iterations	iteration	NOUN
ajst-22341	76	18	,	,	PUNCT
ajst-22341	76	19	with	with	ADP
ajst-22341	76	20	a	a	DET
ajst-22341	76	21	best	good	ADJ
ajst-22341	76	22	validation	validation	NOUN
ajst-22341	76	23	performance	performance	NOUN
ajst-22341	76	24	of	of	ADP
ajst-22341	76	25	0.35226	0.35226	NUM
ajst-22341	76	26	.	.	PUNCT
ajst-22341	77	1	analyzing	analyze	VERB
ajst-22341	77	2	the	the	DET
ajst-22341	77	3	microcavity	microcavity	NOUN
ajst-22341	77	4	optical	optical	ADJ
ajst-22341	77	5	performance	performance	NOUN
ajst-22341	77	6	prediction	prediction	NOUN
ajst-22341	77	7	models	model	NOUN
ajst-22341	77	8	for	for	ADP
ajst-22341	77	9	point	point	NOUN
ajst-22341	77	10	defects	defect	NOUN
ajst-22341	77	11	,	,	PUNCT
ajst-22341	77	12	there	there	PRON
ajst-22341	77	13	are	be	VERB
ajst-22341	77	14	several	several	ADJ
ajst-22341	77	15	important	important	ADJ
ajst-22341	77	16	performance	performance	NOUN
ajst-22341	77	17	indicators	indicator	NOUN
ajst-22341	77	18	that	that	PRON
ajst-22341	77	19	indicate	indicate	VERB
ajst-22341	77	20	high	high	ADJ
ajst-22341	77	21	model	model	NOUN
ajst-22341	77	22	efficiency	efficiency	NOUN
ajst-22341	77	23	and	and	CCONJ
ajst-22341	77	24	stability	stability	NOUN
ajst-22341	77	25	.	.	PUNCT
ajst-22341	78	1	the	the	DET
ajst-22341	78	2	low	low	ADJ
ajst-22341	78	3	error	error	NOUN
ajst-22341	78	4	values	value	NOUN
ajst-22341	78	5	indicate	indicate	VERB
ajst-22341	78	6	very	very	ADV
ajst-22341	78	7	small	small	ADJ
ajst-22341	78	8	deviations	deviation	NOUN
ajst-22341	78	9	between	between	ADP
ajst-22341	78	10	the	the	DET
ajst-22341	78	11	model	model	NOUN
ajst-22341	78	12	-	-	PUNCT
ajst-22341	78	13	predicted	predict	VERB
ajst-22341	78	14	results	result	NOUN
ajst-22341	78	15	and	and	CCONJ
ajst-22341	78	16	the	the	DET
ajst-22341	78	17	actual	actual	ADJ
ajst-22341	78	18	situation	situation	NOUN
ajst-22341	78	19	,	,	PUNCT
ajst-22341	78	20	reflecting	reflect	VERB
ajst-22341	78	21	the	the	DET
ajst-22341	78	22	high	high	ADJ
ajst-22341	78	23	efficiency	efficiency	NOUN
ajst-22341	78	24	of	of	ADP
ajst-22341	78	25	the	the	DET
ajst-22341	78	26	model	model	NOUN
ajst-22341	78	27	in	in	ADP
ajst-22341	78	28	accurately	accurately	ADV
ajst-22341	78	29	predicting	predict	VERB
ajst-22341	78	30	the	the	DET
ajst-22341	78	31	optical	optical	ADJ
ajst-22341	78	32	performance	performance	NOUN
ajst-22341	78	33	of	of	ADP
ajst-22341	78	34	the	the	DET
ajst-22341	78	35	target	target	NOUN
ajst-22341	78	36	.	.	PUNCT
ajst-22341	79	1	figure	figure	NOUN
ajst-22341	79	2	8	8	NUM
ajst-22341	79	3	provides	provide	VERB
ajst-22341	79	4	an	an	DET
ajst-22341	79	5	intuitive	intuitive	ADJ
ajst-22341	79	6	visualization	visualization	NOUN
ajst-22341	79	7	of	of	ADP
ajst-22341	79	8	the	the	DET
ajst-22341	79	9	main	main	ADJ
ajst-22341	79	10	dynamic	dynamic	ADJ
ajst-22341	79	11	changes	change	NOUN
ajst-22341	79	12	that	that	PRON
ajst-22341	79	13	occur	occur	VERB
ajst-22341	79	14	during	during	ADP
ajst-22341	79	15	network	network	NOUN
ajst-22341	79	16	learning	learning	NOUN
ajst-22341	79	17	,	,	PUNCT
ajst-22341	79	18	such	such	ADJ
ajst-22341	79	19	as	as	ADP
ajst-22341	79	20	changes	change	NOUN
ajst-22341	79	21	in	in	ADP
ajst-22341	79	22	the	the	DET
ajst-22341	79	23	gradient	gradient	NOUN
ajst-22341	79	24	,	,	PUNCT
ajst-22341	79	25	adjustment	adjustment	NOUN
ajst-22341	79	26	of	of	ADP
ajst-22341	79	27	the	the	DET
ajst-22341	79	28	mu	mu	NOUN
ajst-22341	79	29	coefficient	coefficient	NOUN
ajst-22341	79	30	and	and	CCONJ
ajst-22341	79	31	changes	change	NOUN
ajst-22341	79	32	in	in	ADP
ajst-22341	79	33	the	the	DET
ajst-22341	79	34	generalizability	generalizability	NOUN
ajst-22341	79	35	of	of	ADP
ajst-22341	79	36	the	the	DET
ajst-22341	79	37	model	model	NOUN
ajst-22341	79	38	.	.	PUNCT
ajst-22341	80	1	the	the	DET
ajst-22341	80	2	figure	figure	NOUN
ajst-22341	80	3	shows	show	VERB
ajst-22341	80	4	that	that	SCONJ
ajst-22341	80	5	the	the	DET
ajst-22341	80	6	value	value	NOUN
ajst-22341	80	7	of	of	ADP
ajst-22341	80	8	the	the	DET
ajst-22341	80	9	gradient	gradient	NOUN
ajst-22341	80	10	remains	remain	VERB
ajst-22341	80	11	at	at	ADP
ajst-22341	80	12	0.30516	0.30516	NUM
ajst-22341	80	13	during	during	ADP
ajst-22341	80	14	the	the	DET
ajst-22341	80	15	learning	learning	NOUN
ajst-22341	80	16	process	process	NOUN
ajst-22341	80	17	.	.	PUNCT
ajst-22341	81	1	this	this	DET
ajst-22341	81	2	low	low	ADJ
ajst-22341	81	3	value	value	NOUN
ajst-22341	81	4	of	of	ADP
ajst-22341	81	5	the	the	DET
ajst-22341	81	6	gradient	gradient	NOUN
ajst-22341	81	7	indicates	indicate	VERB
ajst-22341	81	8	that	that	SCONJ
ajst-22341	81	9	the	the	DET
ajst-22341	81	10	adjustment	adjustment	NOUN
ajst-22341	81	11	of	of	ADP
ajst-22341	81	12	the	the	DET
ajst-22341	81	13	network	network	NOUN
ajst-22341	81	14	weights	weight	NOUN
ajst-22341	81	15	is	be	AUX
ajst-22341	81	16	smooth	smooth	ADJ
ajst-22341	81	17	.	.	PUNCT
ajst-22341	82	1	at	at	ADP
ajst-22341	82	2	the	the	DET
ajst-22341	82	3	same	same	ADJ
ajst-22341	82	4	time	time	NOUN
ajst-22341	82	5	,	,	PUNCT
ajst-22341	82	6	the	the	DET
ajst-22341	82	7	mu	mu	NOUN
ajst-22341	82	8	coefficient	coefficient	NOUN
ajst-22341	82	9	is	be	AUX
ajst-22341	82	10	fixed	fix	VERB
ajst-22341	82	11	at	at	ADP
ajst-22341	82	12	a	a	DET
ajst-22341	82	13	very	very	ADV
ajst-22341	82	14	low	low	ADJ
ajst-22341	82	15	value	value	NOUN
ajst-22341	82	16	of	of	ADP
ajst-22341	82	17	1e-06	1e-06	NOUN
ajst-22341	82	18	,	,	PUNCT
ajst-22341	82	19	which	which	PRON
ajst-22341	82	20	also	also	ADV
ajst-22341	82	21	indicates	indicate	VERB
ajst-22341	82	22	that	that	SCONJ
ajst-22341	82	23	the	the	DET
ajst-22341	82	24	neural	neural	ADJ
ajst-22341	82	25	network	network	NOUN
ajst-22341	82	26	ensures	ensure	VERB
ajst-22341	82	27	the	the	DET
ajst-22341	82	28	stability	stability	NOUN
ajst-22341	82	29	of	of	ADP
ajst-22341	82	30	learning	learn	VERB
ajst-22341	82	31	and	and	CCONJ
ajst-22341	82	32	reduces	reduce	VERB
ajst-22341	82	33	the	the	DET
ajst-22341	82	34	risk	risk	NOUN
ajst-22341	82	35	of	of	ADP
ajst-22341	82	36	overfitting	overfitte	VERB
ajst-22341	82	37	.	.	PUNCT
ajst-22341	83	1	figure	figure	NOUN
ajst-22341	83	2	7	7	NUM
ajst-22341	83	3	.	.	PUNCT
ajst-22341	83	4	inaccuracy	inaccuracy	ADJ
ajst-22341	83	5	figure	figure	NOUN
ajst-22341	83	6	9	9	NUM
ajst-22341	83	7	shows	show	VERB
ajst-22341	83	8	the	the	DET
ajst-22341	83	9	results	result	NOUN
ajst-22341	83	10	of	of	ADP
ajst-22341	83	11	the	the	DET
ajst-22341	83	12	regression	regression	NOUN
ajst-22341	83	13	analysis	analysis	NOUN
ajst-22341	83	14	of	of	ADP
ajst-22341	83	15	the	the	DET
ajst-22341	83	16	network	network	NOUN
ajst-22341	83	17	on	on	ADP
ajst-22341	83	18	the	the	DET
ajst-22341	83	19	training	training	NOUN
ajst-22341	83	20	,	,	PUNCT
ajst-22341	83	21	validation	validation	NOUN
ajst-22341	83	22	and	and	CCONJ
ajst-22341	83	23	test	test	NOUN
ajst-22341	83	24	datasets	dataset	NOUN
ajst-22341	83	25	.	.	PUNCT
ajst-22341	84	1	the	the	DET
ajst-22341	84	2	regression	regression	NOUN
ajst-22341	84	3	curves	curve	NOUN
ajst-22341	84	4	in	in	ADP
ajst-22341	84	5	this	this	DET
ajst-22341	84	6	figure	figure	NOUN
ajst-22341	84	7	show	show	VERB
ajst-22341	84	8	the	the	DET
ajst-22341	84	9	performance	performance	NOUN
ajst-22341	84	10	of	of	ADP
ajst-22341	84	11	the	the	DET
ajst-22341	84	12	network	network	NOUN
ajst-22341	84	13	on	on	ADP
ajst-22341	84	14	the	the	DET
ajst-22341	84	15	different	different	ADJ
ajst-22341	84	16	data	data	NOUN
ajst-22341	84	17	sets	set	NOUN
ajst-22341	84	18	:	:	PUNCT
ajst-22341	84	19	on	on	ADP
ajst-22341	84	20	the	the	DET
ajst-22341	84	21	training	training	NOUN
ajst-22341	84	22	set	set	NOUN
ajst-22341	84	23	,	,	PUNCT
ajst-22341	84	24	the	the	DET
ajst-22341	84	25	r	r	NOUN
ajst-22341	84	26	value	value	NOUN
ajst-22341	84	27	is	be	AUX
ajst-22341	84	28	close	close	ADJ
ajst-22341	84	29	to	to	ADP
ajst-22341	84	30	0.99995	0.99995	NUM
ajst-22341	84	31	,	,	PUNCT
ajst-22341	84	32	indicating	indicate	VERB
ajst-22341	84	33	a	a	DET
ajst-22341	84	34	very	very	ADV
ajst-22341	84	35	high	high	ADJ
ajst-22341	84	36	fit	fit	NOUN
ajst-22341	84	37	.	.	PUNCT
ajst-22341	85	1	for	for	ADP
ajst-22341	85	2	the	the	DET
ajst-22341	85	3	validation	validation	NOUN
ajst-22341	85	4	set	set	NOUN
ajst-22341	85	5	,	,	PUNCT
ajst-22341	85	6	the	the	DET
ajst-22341	85	7	value	value	NOUN
ajst-22341	85	8	decreases	decrease	VERB
ajst-22341	85	9	slightly	slightly	ADV
ajst-22341	85	10	to	to	ADP
ajst-22341	85	11	0.93378	0.93378	NUM
ajst-22341	85	12	,	,	PUNCT
ajst-22341	85	13	but	but	CCONJ
ajst-22341	85	14	still	still	ADV
ajst-22341	85	15	reflects	reflect	VERB
ajst-22341	85	16	the	the	DET
ajst-22341	85	17	high	high	ADJ
ajst-22341	85	18	accuracy	accuracy	NOUN
ajst-22341	85	19	of	of	ADP
ajst-22341	85	20	the	the	DET
ajst-22341	85	21	model	model	NOUN
ajst-22341	85	22	.	.	PUNCT
ajst-22341	86	1	overall	overall	ADV
ajst-22341	86	2	,	,	PUNCT
ajst-22341	86	3	the	the	DET
ajst-22341	86	4	r	r	NOUN
ajst-22341	86	5	value	value	NOUN
ajst-22341	86	6	for	for	ADP
ajst-22341	86	7	all	all	DET
ajst-22341	86	8	data	datum	NOUN
ajst-22341	86	9	combined	combine	VERB
ajst-22341	86	10	is	be	AUX
ajst-22341	86	11	0.98249	0.98249	NUM
ajst-22341	86	12	,	,	PUNCT
ajst-22341	86	13	and	and	CCONJ
ajst-22341	86	14	all	all	DET
ajst-22341	86	15	r	r	NOUN
ajst-22341	86	16	values	value	NOUN
ajst-22341	86	17	are	be	AUX
ajst-22341	86	18	stable	stable	ADJ
ajst-22341	86	19	in	in	ADP
ajst-22341	86	20	the	the	DET
ajst-22341	86	21	range	range	NOUN
ajst-22341	86	22	between	between	ADP
ajst-22341	86	23	r	r	NOUN
ajst-22341	86	24	=	=	SYM
ajst-22341	86	25	0.93378	0.93378	NUM
ajst-22341	86	26	and	and	CCONJ
ajst-22341	86	27	r	r	NOUN
ajst-22341	86	28	=	=	SYM
ajst-22341	86	29	0.99995	0.99995	NUM
ajst-22341	86	30	,	,	PUNCT
ajst-22341	86	31	indicating	indicate	VERB
ajst-22341	86	32	that	that	SCONJ
ajst-22341	86	33	the	the	DET
ajst-22341	86	34	model	model	NOUN
ajst-22341	86	35	has	have	VERB
ajst-22341	86	36	a	a	DET
ajst-22341	86	37	very	very	ADV
ajst-22341	86	38	good	good	ADJ
ajst-22341	86	39	overall	overall	ADJ
ajst-22341	86	40	fit	fit	NOUN
ajst-22341	86	41	.	.	PUNCT
ajst-22341	87	1	these	these	DET
ajst-22341	87	2	data	datum	NOUN
ajst-22341	87	3	reflect	reflect	VERB
ajst-22341	87	4	the	the	DET
ajst-22341	87	5	high	high	ADJ
ajst-22341	87	6	accuracy	accuracy	NOUN
ajst-22341	87	7	of	of	ADP
ajst-22341	87	8	the	the	DET
ajst-22341	87	9	model	model	NOUN
ajst-22341	87	10	for	for	ADP
ajst-22341	87	11	the	the	DET
ajst-22341	87	12	specific	specific	ADJ
ajst-22341	87	13	dataset	dataset	NOUN
ajst-22341	87	14	and	and	CCONJ
ajst-22341	87	15	reveal	reveal	VERB
ajst-22341	87	16	the	the	DET
ajst-22341	87	17	excellent	excellent	ADJ
ajst-22341	87	18	complexity	complexity	NOUN
ajst-22341	87	19	of	of	ADP
ajst-22341	87	20	the	the	DET
ajst-22341	87	21	model	model	NOUN
ajst-22341	87	22	and	and	CCONJ
ajst-22341	87	23	its	its	PRON
ajst-22341	87	24	generality	generality	NOUN
ajst-22341	87	25	.	.	PUNCT
ajst-22341	88	1	figure	figure	NOUN
ajst-22341	88	2	8	8	NUM
ajst-22341	88	3	.	.	PUNCT
ajst-22341	89	1	training	training	NOUN
ajst-22341	89	2	set	set	NOUN
ajst-22341	89	3	overall	overall	ADV
ajst-22341	89	4	,	,	PUNCT
ajst-22341	89	5	this	this	DET
ajst-22341	89	6	study	study	NOUN
ajst-22341	89	7	demonstrates	demonstrate	VERB
ajst-22341	89	8	a	a	DET
ajst-22341	89	9	model	model	NOUN
ajst-22341	89	10	that	that	PRON
ajst-22341	89	11	converges	converge	VERB
ajst-22341	89	12	rapidly	rapidly	ADV
ajst-22341	89	13	and	and	CCONJ
ajst-22341	89	14	achieves	achieve	VERB
ajst-22341	89	15	high	high	ADJ
ajst-22341	89	16	prediction	prediction	NOUN
ajst-22341	89	17	accuracy	accuracy	NOUN
ajst-22341	89	18	with	with	ADP
ajst-22341	89	19	a	a	DET
ajst-22341	89	20	small	small	ADJ
ajst-22341	89	21	number	number	NOUN
ajst-22341	89	22	of	of	ADP
ajst-22341	89	23	iterations	iteration	NOUN
ajst-22341	89	24	.	.	PUNCT
ajst-22341	90	1	through	through	ADP
ajst-22341	90	2	careful	careful	ADJ
ajst-22341	90	3	tuning	tuning	NOUN
ajst-22341	90	4	of	of	ADP
ajst-22341	90	5	parameters	parameter	NOUN
ajst-22341	90	6	and	and	CCONJ
ajst-22341	90	7	learning	learning	NOUN
ajst-22341	90	8	strategies	strategy	NOUN
ajst-22341	90	9	,	,	PUNCT
ajst-22341	90	10	the	the	DET
ajst-22341	90	11	model	model	NOUN
ajst-22341	90	12	not	not	PART
ajst-22341	90	13	only	only	ADV
ajst-22341	90	14	maintains	maintain	VERB
ajst-22341	90	15	efficient	efficient	ADJ
ajst-22341	90	16	prediction	prediction	NOUN
ajst-22341	90	17	performance	performance	NOUN
ajst-22341	90	18	but	but	CCONJ
ajst-22341	90	19	also	also	ADV
ajst-22341	90	20	ensures	ensure	VERB
ajst-22341	90	21	stability	stability	NOUN
ajst-22341	90	22	during	during	ADP
ajst-22341	90	23	the	the	DET
ajst-22341	90	24	learning	learning	NOUN
ajst-22341	90	25	process	process	NOUN
ajst-22341	90	26	.	.	PUNCT
ajst-22341	91	1	these	these	DET
ajst-22341	91	2	features	feature	NOUN
ajst-22341	91	3	enable	enable	VERB
ajst-22341	91	4	the	the	DET
ajst-22341	91	5	model	model	NOUN
ajst-22341	91	6	to	to	PART
ajst-22341	91	7	predict	predict	VERB
ajst-22341	91	8	well	well	INTJ
ajst-22341	91	9	the	the	DET
ajst-22341	91	10	optical	optical	ADJ
ajst-22341	91	11	performance	performance	NOUN
ajst-22341	91	12	of	of	ADP
ajst-22341	91	13	microcavities	microcavitie	NOUN
ajst-22341	91	14	with	with	ADP
ajst-22341	91	15	point	point	NOUN
ajst-22341	91	16	defects	defect	NOUN
ajst-22341	91	17	,	,	PUNCT
ajst-22341	91	18	providing	provide	VERB
ajst-22341	91	19	a	a	DET
ajst-22341	91	20	valuable	valuable	ADJ
ajst-22341	91	21	reference	reference	NOUN
ajst-22341	91	22	for	for	ADP
ajst-22341	91	23	research	research	NOUN
ajst-22341	91	24	in	in	ADP
ajst-22341	91	25	related	related	ADJ
ajst-22341	91	26	fields	field	NOUN
ajst-22341	91	27	.	.	PUNCT
ajst-22341	92	1	4	4	X
ajst-22341	92	2	.	.	X
ajst-22341	92	3	conclusion	conclusion	NOUN
ajst-22341	92	4	this	this	DET
ajst-22341	92	5	paper	paper	NOUN
ajst-22341	92	6	describes	describe	VERB
ajst-22341	92	7	the	the	DET
ajst-22341	92	8	construction	construction	NOUN
ajst-22341	92	9	of	of	ADP
ajst-22341	92	10	a	a	DET
ajst-22341	92	11	neural	neural	ADJ
ajst-22341	92	12	network	network	NOUN
ajst-22341	92	13	model	model	NOUN
ajst-22341	92	14	of	of	ADP
ajst-22341	92	15	a	a	DET
ajst-22341	92	16	photonic	photonic	ADJ
ajst-22341	92	17	crystal	crystal	NOUN
ajst-22341	92	18	with	with	ADP
ajst-22341	92	19	point	point	NOUN
ajst-22341	92	20	defects	defect	NOUN
ajst-22341	92	21	in	in	ADP
ajst-22341	92	22	a	a	DET
ajst-22341	92	23	2d	2d	NUM
ajst-22341	92	24	siliconbased	siliconbase	VERB
ajst-22341	92	25	medium	medium	NOUN
ajst-22341	92	26	,	,	PUNCT
ajst-22341	92	27	used	use	VERB
ajst-22341	92	28	to	to	PART
ajst-22341	92	29	analyze	analyze	VERB
ajst-22341	92	30	and	and	CCONJ
ajst-22341	92	31	predict	predict	VERB
ajst-22341	92	32	the	the	DET
ajst-22341	92	33	optical	optical	ADJ
ajst-22341	92	34	properties	property	NOUN
ajst-22341	92	35	.	.	PUNCT
ajst-22341	93	1	a	a	DET
ajst-22341	93	2	bp	bp	PROPN
ajst-22341	93	3	neural	neural	PROPN
ajst-22341	93	4	network	network	NOUN
ajst-22341	93	5	model	model	NOUN
ajst-22341	93	6	was	be	AUX
ajst-22341	93	7	then	then	ADV
ajst-22341	93	8	constructed	construct	VERB
ajst-22341	93	9	from	from	ADP
ajst-22341	93	10	the	the	DET
ajst-22341	93	11	collected	collect	VERB
ajst-22341	93	12	data	data	NOUN
ajst-22341	93	13	samples	sample	NOUN
ajst-22341	93	14	and	and	CCONJ
ajst-22341	93	15	used	use	VERB
ajst-22341	93	16	as	as	ADP
ajst-22341	93	17	a	a	DET
ajst-22341	93	18	learning	learning	NOUN
ajst-22341	93	19	base	base	NOUN
ajst-22341	93	20	to	to	PART
ajst-22341	93	21	improve	improve	VERB
ajst-22341	93	22	the	the	DET
ajst-22341	93	23	prediction	prediction	NOUN
ajst-22341	93	24	accuracy	accuracy	NOUN
ajst-22341	93	25	of	of	ADP
ajst-22341	93	26	the	the	DET
ajst-22341	93	27	photonic	photonic	ADJ
ajst-22341	93	28	crystal	crystal	NOUN
ajst-22341	93	29	's	's	PART
ajst-22341	93	30	optical	optical	ADJ
ajst-22341	93	31	properties	property	NOUN
ajst-22341	93	32	through	through	ADP
ajst-22341	93	33	model	model	NOUN
ajst-22341	93	34	learning	learning	NOUN
ajst-22341	93	35	.	.	PUNCT
ajst-22341	94	1	the	the	DET
ajst-22341	94	2	research	research	NOUN
ajst-22341	94	3	results	result	NOUN
ajst-22341	94	4	show	show	VERB
ajst-22341	94	5	that	that	SCONJ
ajst-22341	94	6	the	the	DET
ajst-22341	94	7	developed	develop	VERB
ajst-22341	94	8	neural	neural	ADJ
ajst-22341	94	9	network	network	NOUN
ajst-22341	94	10	model	model	NOUN
ajst-22341	94	11	can	can	AUX
ajst-22341	94	12	quickly	quickly	ADV
ajst-22341	94	13	and	and	CCONJ
ajst-22341	94	14	accurately	accurately	ADV
ajst-22341	94	15	predict	predict	VERB
ajst-22341	94	16	the	the	DET
ajst-22341	94	17	optical	optical	ADJ
ajst-22341	94	18	performance	performance	NOUN
ajst-22341	94	19	of	of	ADP
ajst-22341	94	20	photonic	photonic	ADJ
ajst-22341	94	21	crystals	crystal	NOUN
ajst-22341	94	22	.	.	PUNCT
ajst-22341	95	1	moreover	moreover	ADV
ajst-22341	95	2	,	,	PUNCT
ajst-22341	95	3	the	the	DET
ajst-22341	95	4	success	success	NOUN
ajst-22341	95	5	of	of	ADP
ajst-22341	95	6	this	this	DET
ajst-22341	95	7	study	study	NOUN
ajst-22341	95	8	not	not	PART
ajst-22341	95	9	only	only	ADV
ajst-22341	95	10	highlights	highlight	VERB
ajst-22341	95	11	the	the	DET
ajst-22341	95	12	potential	potential	NOUN
ajst-22341	95	13	of	of	ADP
ajst-22341	95	14	using	use	VERB
ajst-22341	95	15	advanced	advanced	ADJ
ajst-22341	95	16	machine	machine	NOUN
ajst-22341	95	17	learning	learn	VERB
ajst-22341	95	18	techniques	technique	NOUN
ajst-22341	95	19	to	to	PART
ajst-22341	95	20	solve	solve	VERB
ajst-22341	95	21	traditional	traditional	ADJ
ajst-22341	95	22	physics	physics	NOUN
ajst-22341	95	23	problems	problem	NOUN
ajst-22341	95	24	,	,	PUNCT
ajst-22341	95	25	but	but	CCONJ
ajst-22341	95	26	also	also	ADV
ajst-22341	95	27	provides	provide	VERB
ajst-22341	95	28	a	a	DET
ajst-22341	95	29	new	new	ADJ
ajst-22341	95	30	methodology	methodology	NOUN
ajst-22341	95	31	for	for	ADP
ajst-22341	95	32	photonic	photonic	NOUN
ajst-22341	95	33	crystal	crystal	NOUN
ajst-22341	95	34	design	design	NOUN
ajst-22341	95	35	and	and	CCONJ
ajst-22341	95	36	performance	performance	NOUN
ajst-22341	95	37	optimization	optimization	NOUN
ajst-22341	95	38	.	.	PUNCT
ajst-22341	96	1	author	author	NOUN
ajst-22341	96	2	believes	believe	VERB
ajst-22341	96	3	that	that	SCONJ
ajst-22341	96	4	the	the	DET
ajst-22341	96	5	application	application	NOUN
ajst-22341	96	6	of	of	ADP
ajst-22341	96	7	this	this	DET
ajst-22341	96	8	model	model	NOUN
ajst-22341	96	9	will	will	AUX
ajst-22341	96	10	play	play	VERB
ajst-22341	96	11	an	an	DET
ajst-22341	96	12	important	important	ADJ
ajst-22341	96	13	role	role	NOUN
ajst-22341	96	14	in	in	ADP
ajst-22341	96	15	improving	improve	VERB
ajst-22341	96	16	the	the	DET
ajst-22341	96	17	efficiency	efficiency	NOUN
ajst-22341	96	18	of	of	ADP
ajst-22341	96	19	photonic	photonic	ADJ
ajst-22341	96	20	crystal	crystal	NOUN
ajst-22341	96	21	design	design	NOUN
ajst-22341	96	22	,	,	PUNCT
ajst-22341	96	23	reducing	reduce	VERB
ajst-22341	96	24	costs	cost	NOUN
ajst-22341	96	25	and	and	CCONJ
ajst-22341	96	26	developing	develop	VERB
ajst-22341	96	27	photonic	photonic	ADJ
ajst-22341	96	28	applications	application	NOUN
ajst-22341	96	29	.	.	PUNCT
ajst-22341	97	1	through	through	ADP
ajst-22341	97	2	this	this	DET
ajst-22341	97	3	work	work	NOUN
ajst-22341	97	4	,	,	PUNCT
ajst-22341	97	5	it	it	PRON
ajst-22341	97	6	is	be	AUX
ajst-22341	97	7	now	now	ADV
ajst-22341	97	8	possible	possible	ADJ
ajst-22341	97	9	to	to	PART
ajst-22341	97	10	predict	predict	VERB
ajst-22341	97	11	the	the	DET
ajst-22341	97	12	great	great	ADJ
ajst-22341	97	13	potential	potential	NOUN
ajst-22341	97	14	of	of	ADP
ajst-22341	97	15	neural	neural	ADJ
ajst-22341	97	16	networks	network	NOUN
ajst-22341	97	17	in	in	ADP
ajst-22341	97	18	predicting	predict	VERB
ajst-22341	97	19	the	the	DET
ajst-22341	97	20	optical	optical	ADJ
ajst-22341	97	21	properties	property	NOUN
ajst-22341	97	22	of	of	ADP
ajst-22341	97	23	point	point	NOUN
ajst-22341	97	24	-	-	PUNCT
ajst-22341	97	25	defect	defect	NOUN
ajst-22341	97	26	microcavities	microcavitie	NOUN
ajst-22341	97	27	in	in	ADP
ajst-22341	97	28	photonic	photonic	ADJ
ajst-22341	97	29	crystals	crystal	NOUN
ajst-22341	97	30	.	.	PUNCT
ajst-22341	98	1	the	the	DET
ajst-22341	98	2	model	model	NOUN
ajst-22341	98	3	's	's	PART
ajst-22341	98	4	high	high	ADJ
ajst-22341	98	5	accuracy	accuracy	NOUN
ajst-22341	98	6	,	,	PUNCT
ajst-22341	98	7	excellent	excellent	ADJ
ajst-22341	98	8	generalizability	generalizability	NOUN
ajst-22341	98	9	,	,	PUNCT
ajst-22341	98	10	and	and	CCONJ
ajst-22341	98	11	clear	clear	ADJ
ajst-22341	98	12	and	and	CCONJ
ajst-22341	98	13	unambiguous	unambiguous	ADJ
ajst-22341	98	14	linear	linear	NOUN
ajst-22341	98	15	relationship	relationship	NOUN
ajst-22341	98	16	between	between	ADP
ajst-22341	98	17	predicted	predict	VERB
ajst-22341	98	18	results	result	NOUN
ajst-22341	98	19	and	and	CCONJ
ajst-22341	98	20	actual	actual	ADJ
ajst-22341	98	21	values	value	NOUN
ajst-22341	98	22	demonstrate	demonstrate	VERB
ajst-22341	98	23	that	that	SCONJ
ajst-22341	98	24	neural	neural	ADJ
ajst-22341	98	25	networks	network	NOUN
ajst-22341	98	26	can	can	AUX
ajst-22341	98	27	be	be	AUX
ajst-22341	98	28	used	use	VERB
ajst-22341	98	29	for	for	ADP
ajst-22341	98	30	such	such	ADJ
ajst-22341	98	31	complex	complex	ADJ
ajst-22341	98	32	prediction	prediction	NOUN
ajst-22341	98	33	tasks	task	NOUN
ajst-22341	98	34	.	.	PUNCT
ajst-22341	99	1	in	in	ADP
ajst-22341	99	2	the	the	DET
ajst-22341	99	3	future	future	NOUN
ajst-22341	99	4	,	,	PUNCT
ajst-22341	99	5	these	these	DET
ajst-22341	99	6	results	result	NOUN
ajst-22341	99	7	will	will	AUX
ajst-22341	99	8	provide	provide	VERB
ajst-22341	99	9	valuable	valuable	ADJ
ajst-22341	99	10	insights	insight	NOUN
ajst-22341	99	11	for	for	ADP
ajst-22341	99	12	the	the	DET
ajst-22341	99	13	design	design	NOUN
ajst-22341	99	14	and	and	CCONJ
ajst-22341	99	15	optimization	optimization	NOUN
ajst-22341	99	16	of	of	ADP
ajst-22341	99	17	photonic	photonic	ADJ
ajst-22341	99	18	crystals	crystal	NOUN
ajst-22341	99	19	and	and	CCONJ
ajst-22341	99	20	facilitate	facilitate	VERB
ajst-22341	99	21	the	the	DET
ajst-22341	99	22	development	development	NOUN
ajst-22341	99	23	of	of	ADP
ajst-22341	99	24	related	related	ADJ
ajst-22341	99	25	fields	field	NOUN
ajst-22341	99	26	.	.	PUNCT
ajst-22341	100	1	76	76	NUM
ajst-22341	100	2	figure	figure	NOUN
ajst-22341	100	3	9	9	NUM
ajst-22341	100	4	.	.	PUNCT
ajst-22341	101	1	regression	regression	NOUN
ajst-22341	101	2	curve	curve	NOUN
ajst-22341	101	3	references	reference	NOUN
ajst-22341	101	4	[	[	X
ajst-22341	101	5	1	1	NUM
ajst-22341	101	6	]	]	X
ajst-22341	101	7	zhang	zhang	PROPN
ajst-22341	101	8	,	,	PUNCT
ajst-22341	101	9	y.d	y.d	PROPN
ajst-22341	101	10	.	.	PROPN
ajst-22341	101	11	(	(	PUNCT
ajst-22341	101	12	2023	2023	NUM
ajst-22341	101	13	)	)	PUNCT
ajst-22341	101	14	.	.	PUNCT
ajst-22341	102	1	design	design	NOUN
ajst-22341	102	2	and	and	CCONJ
ajst-22341	102	3	characterization	characterization	NOUN
ajst-22341	102	4	of	of	ADP
ajst-22341	102	5	siliconbased	siliconbase	VERB
ajst-22341	102	6	photonic	photonic	ADJ
ajst-22341	102	7	crystal	crystal	NOUN
ajst-22341	102	8	devices	device	NOUN
ajst-22341	102	9	.	.	PUNCT
ajst-22341	103	1	thesis	thesis	NOUN
ajst-22341	103	2	of	of	ADP
ajst-22341	103	3	shandong	shandong	PROPN
ajst-22341	103	4	yantai	yantai	PROPN
ajst-22341	103	5	university	university	PROPN
ajst-22341	103	6	,	,	PUNCT
ajst-22341	103	7	1	1	NUM
ajst-22341	103	8	-	-	SYM
ajst-22341	103	9	10	10	NUM
ajst-22341	103	10	.	.	PUNCT
ajst-22341	104	1	[	[	X
ajst-22341	104	2	2	2	NUM
ajst-22341	104	3	]	]	X
ajst-22341	104	4	chen	chen	PROPN
ajst-22341	104	5	,	,	PUNCT
ajst-22341	104	6	y.w	y.w	PROPN
ajst-22341	104	7	.	.	PROPN
ajst-22341	104	8	,	,	PUNCT
ajst-22341	104	9	chen	chen	PROPN
ajst-22341	104	10	,	,	PUNCT
ajst-22341	104	11	z.r	z.r	PROPN
ajst-22341	104	12	.	.	PROPN
ajst-22341	104	13	,	,	PUNCT
ajst-22341	104	14	du	du	PROPN
ajst-22341	104	15	,	,	PUNCT
ajst-22341	104	16	h.x	h.x	PROPN
ajst-22341	104	17	.	.	PROPN
ajst-22341	104	18	(	(	PUNCT
ajst-22341	104	19	2021	2021	NUM
ajst-22341	104	20	)	)	PUNCT
ajst-22341	104	21	.	.	PUNCT
ajst-22341	104	22	two	two	NUM
ajst-22341	104	23	-	-	PUNCT
ajst-22341	104	24	dimensional	dimensional	ADJ
ajst-22341	104	25	orthorhombic	orthorhombic	ADJ
ajst-22341	104	26	lattice	lattice	NOUN
ajst-22341	104	27	photonic	photonic	NOUN
ajst-22341	104	28	crystals	crystal	NOUN
ajst-22341	104	29	with	with	ADP
ajst-22341	104	30	dielectric	dielectric	ADJ
ajst-22341	104	31	column	column	NOUN
ajst-22341	104	32	defects	defect	NOUN
ajst-22341	104	33	in	in	ADP
ajst-22341	104	34	the	the	DET
ajst-22341	104	35	bandgap	bandgap	NOUN
ajst-22341	104	36	.	.	PUNCT
ajst-22341	105	1	thesis	thesis	NOUN
ajst-22341	105	2	of	of	ADP
ajst-22341	105	3	hubei	hubei	PROPN
ajst-22341	105	4	university	university	PROPN
ajst-22341	105	5	,	,	PUNCT
ajst-22341	105	6	11(3):110124	11(3):110124	NUM
ajst-22341	105	7	.	.	PUNCT
ajst-22341	106	1	[	[	X
ajst-22341	106	2	3	3	NUM
ajst-22341	106	3	]	]	X
ajst-22341	106	4	jin	jin	NOUN
ajst-22341	106	5	,	,	PUNCT
ajst-22341	106	6	c.j	c.j	PROPN
ajst-22341	106	7	.	.	PROPN
ajst-22341	106	8	,	,	PUNCT
ajst-22341	106	9	sun	sun	PROPN
ajst-22341	106	10	,	,	PUNCT
ajst-22341	106	11	z.w	z.w	PROPN
ajst-22341	106	12	.	.	PROPN
ajst-22341	106	13	,	,	PUNCT
ajst-22341	106	14	cheng	cheng	PROPN
ajst-22341	106	15	,	,	PUNCT
ajst-22341	106	16	b.y	b.y	PROPN
ajst-22341	106	17	.	.	PROPN
ajst-22341	106	18	(	(	PUNCT
ajst-22341	106	19	2001	2001	NUM
ajst-22341	106	20	)	)	PUNCT
ajst-22341	106	21	.	.	PUNCT
ajst-22341	107	1	microcavities	microcavitie	NOUN
ajst-22341	107	2	composed	compose	VERB
ajst-22341	107	3	of	of	ADP
ajst-22341	107	4	point	point	NOUN
ajst-22341	107	5	defects	defect	NOUN
ajst-22341	107	6	and	and	CCONJ
ajst-22341	107	7	waveguides	waveguide	VERB
ajst-22341	107	8	in	in	ADP
ajst-22341	107	9	photonic	photonic	ADJ
ajst-22341	107	10	crystals	crystal	NOUN
ajst-22341	107	11	.	.	PUNCT
ajst-22341	108	1	optics	optic	NOUN
ajst-22341	108	2	communications	communication	NOUN
ajst-22341	108	3	,	,	PUNCT
ajst-22341	108	4	255	255	NUM
ajst-22341	108	5	-	-	SYM
ajst-22341	108	6	260	260	NUM
ajst-22341	108	7	.	.	PUNCT
ajst-22341	109	1	[	[	X
ajst-22341	109	2	4	4	NUM
ajst-22341	109	3	]	]	SYM
ajst-22341	109	4	du	du	X
ajst-22341	109	5	,	,	PUNCT
ajst-22341	109	6	j.	j.	PROPN
ajst-22341	109	7	(	(	PUNCT
ajst-22341	109	8	2008	2008	NUM
ajst-22341	109	9	)	)	PUNCT
ajst-22341	109	10	.	.	PUNCT
ajst-22341	110	1	research	research	NOUN
ajst-22341	110	2	on	on	ADP
ajst-22341	110	3	photonic	photonic	ADJ
ajst-22341	110	4	crystals	crystal	NOUN
ajst-22341	110	5	and	and	CCONJ
ajst-22341	110	6	their	their	PRON
ajst-22341	110	7	applications	application	NOUN
ajst-22341	110	8	.	.	PUNCT
ajst-22341	111	1	thesis	thesis	NOUN
ajst-22341	111	2	of	of	ADP
ajst-22341	111	3	xidian	xidian	PROPN
ajst-22341	111	4	university	university	NOUN
ajst-22341	111	5	,	,	PUNCT
ajst-22341	111	6	15	15	NUM
ajst-22341	111	7	-	-	SYM
ajst-22341	111	8	19	19	NUM
ajst-22341	111	9	.	.	PUNCT
ajst-22341	112	1	[	[	X
ajst-22341	112	2	5	5	NUM
ajst-22341	112	3	]	]	SYM
ajst-22341	112	4	li	li	PROPN
ajst-22341	112	5	,	,	PUNCT
ajst-22341	112	6	p.	p.	PROPN
ajst-22341	112	7	,	,	PUNCT
ajst-22341	112	8	zeng	zeng	PROPN
ajst-22341	112	9	,	,	PUNCT
ajst-22341	112	10	l.k	l.k	PROPN
ajst-22341	112	11	.	.	PROPN
ajst-22341	112	12	,	,	PUNCT
ajst-22341	112	13	shui	shui	PROPN
ajst-22341	112	14	,	,	PUNCT
ajst-22341	112	15	a.	a.	PROPN
ajst-22341	112	16	z.	z.	PROPN
ajst-22341	112	17	(	(	PUNCT
ajst-22341	112	18	2008	2008	NUM
ajst-22341	112	19	)	)	PUNCT
ajst-22341	112	20	.	.	PUNCT
ajst-22341	113	1	design	design	NOUN
ajst-22341	113	2	of	of	ADP
ajst-22341	113	3	matlabbased	matlabbase	VERB
ajst-22341	113	4	bp	bp	PROPN
ajst-22341	113	5	neural	neural	ADJ
ajst-22341	113	6	network	network	NOUN
ajst-22341	113	7	prediction	prediction	NOUN
ajst-22341	113	8	system	system	NOUN
ajst-22341	113	9	.	.	PUNCT
ajst-22341	114	1	computer	computer	NOUN
ajst-22341	114	2	applications	application	NOUN
ajst-22341	114	3	and	and	CCONJ
ajst-22341	114	4	software	software	NOUN
ajst-22341	114	5	,	,	PUNCT
ajst-22341	114	6	25(4):149	25(4):149	NOUN
ajst-22341	114	7	-	-	SYM
ajst-22341	114	8	189	189	NUM
ajst-22341	114	9	.	.	PUNCT