id	sid	tid	token	lemma	pos
ap-284	1	1	ap01_6.vp	ap01_6.vp	ADJ
ap-284	1	2	1	1	NUM
ap-284	1	3	introduction	introduction	NOUN
ap-284	1	4	during	during	ADP
ap-284	1	5	the	the	DET
ap-284	1	6	last	last	ADJ
ap-284	1	7	three	three	NUM
ap-284	1	8	decades	decade	NOUN
ap-284	1	9	progress	progress	NOUN
ap-284	1	10	has	have	AUX
ap-284	1	11	been	be	AUX
ap-284	1	12	made	make	VERB
ap-284	1	13	in	in	ADP
ap-284	1	14	the	the	DET
ap-284	1	15	field	field	NOUN
ap-284	1	16	of	of	ADP
ap-284	1	17	observational	observational	ADJ
ap-284	1	18	astronomy	astronomy	NOUN
ap-284	1	19	.	.	PUNCT
ap-284	2	1	first	first	ADV
ap-284	2	2	,	,	PUNCT
ap-284	2	3	sophisticated	sophisticated	ADJ
ap-284	2	4	low	low	ADJ
ap-284	2	5	light	light	ADJ
ap-284	2	6	level	level	NOUN
ap-284	2	7	detectors	detector	NOUN
ap-284	2	8	were	be	AUX
ap-284	2	9	invented	invent	VERB
ap-284	2	10	,	,	PUNCT
ap-284	2	11	developed	develop	VERB
ap-284	2	12	and	and	CCONJ
ap-284	2	13	used	use	VERB
ap-284	2	14	for	for	ADP
ap-284	2	15	direct	direct	ADJ
ap-284	2	16	imaging	imaging	NOUN
ap-284	2	17	.	.	PUNCT
ap-284	3	1	among	among	ADP
ap-284	3	2	these	these	DET
ap-284	3	3	detectors	detector	NOUN
ap-284	3	4	,	,	PUNCT
ap-284	3	5	charge	charge	NOUN
ap-284	3	6	coupled	couple	VERB
ap-284	3	7	device	device	NOUN
ap-284	3	8	(	(	PUNCT
ap-284	3	9	ccd	ccd	NOUN
ap-284	3	10	)	)	PUNCT
ap-284	3	11	chips	chip	NOUN
ap-284	3	12	have	have	AUX
ap-284	3	13	become	become	VERB
ap-284	3	14	the	the	DET
ap-284	3	15	dominant	dominant	ADJ
ap-284	3	16	detector	detector	NOUN
ap-284	3	17	for	for	ADP
ap-284	3	18	various	various	ADJ
ap-284	3	19	applications	application	NOUN
ap-284	3	20	.	.	PUNCT
ap-284	4	1	this	this	PRON
ap-284	4	2	is	be	AUX
ap-284	4	3	because	because	SCONJ
ap-284	4	4	they	they	PRON
ap-284	4	5	possess	possess	VERB
ap-284	4	6	high	high	ADJ
ap-284	4	7	detective	detective	ADJ
ap-284	4	8	quantum	quantum	NOUN
ap-284	4	9	efficiency	efficiency	NOUN
ap-284	4	10	,	,	PUNCT
ap-284	4	11	a	a	DET
ap-284	4	12	linear	linear	ADJ
ap-284	4	13	response	response	NOUN
ap-284	4	14	and	and	CCONJ
ap-284	4	15	a	a	DET
ap-284	4	16	very	very	ADV
ap-284	4	17	wide	wide	ADJ
ap-284	4	18	dynamic	dynamic	ADJ
ap-284	4	19	range	range	NOUN
ap-284	4	20	.	.	PUNCT
ap-284	5	1	secondly	secondly	ADV
ap-284	5	2	,	,	PUNCT
ap-284	5	3	fast	fast	ADJ
ap-284	5	4	electronic	electronic	ADJ
ap-284	5	5	(	(	PUNCT
ap-284	5	6	mainframe	mainframe	NOUN
ap-284	5	7	,	,	PUNCT
ap-284	5	8	personal	personal	ADJ
ap-284	5	9	and	and	CCONJ
ap-284	5	10	workstation	workstation	NOUN
ap-284	5	11	)	)	PUNCT
ap-284	5	12	computing	computing	NOUN
ap-284	5	13	machines	machine	NOUN
ap-284	5	14	with	with	ADP
ap-284	5	15	huge	huge	ADJ
ap-284	5	16	memories	memory	NOUN
ap-284	5	17	have	have	AUX
ap-284	5	18	greatly	greatly	ADV
ap-284	5	19	supported	support	VERB
ap-284	5	20	astronomy	astronomy	NOUN
ap-284	5	21	not	not	PART
ap-284	5	22	only	only	ADV
ap-284	5	23	in	in	ADP
ap-284	5	24	automating	automate	VERB
ap-284	5	25	the	the	DET
ap-284	5	26	observational	observational	ADJ
ap-284	5	27	techniques	technique	NOUN
ap-284	5	28	but	but	CCONJ
ap-284	5	29	also	also	ADV
ap-284	5	30	in	in	ADP
ap-284	5	31	data	data	NOUN
ap-284	5	32	acquisition	acquisition	NOUN
ap-284	5	33	,	,	PUNCT
ap-284	5	34	reduction	reduction	NOUN
ap-284	5	35	and	and	CCONJ
ap-284	5	36	analyses	analysis	NOUN
ap-284	5	37	.	.	PUNCT
ap-284	6	1	in	in	ADP
ap-284	6	2	the	the	DET
ap-284	6	3	field	field	NOUN
ap-284	6	4	of	of	ADP
ap-284	6	5	stellar	stellar	ADJ
ap-284	6	6	astronomy	astronomy	NOUN
ap-284	6	7	,	,	PUNCT
ap-284	6	8	ccd	ccd	NOUN
ap-284	6	9	detectors	detector	NOUN
ap-284	6	10	and	and	CCONJ
ap-284	6	11	electronic	electronic	ADJ
ap-284	6	12	computers	computer	NOUN
ap-284	6	13	have	have	AUX
ap-284	6	14	played	play	VERB
ap-284	6	15	a	a	DET
ap-284	6	16	vital	vital	ADJ
ap-284	6	17	role	role	NOUN
ap-284	6	18	since	since	SCONJ
ap-284	6	19	numerous	numerous	ADJ
ap-284	6	20	frames	frame	NOUN
ap-284	6	21	have	have	AUX
ap-284	6	22	been	be	AUX
ap-284	6	23	taken	take	VERB
ap-284	6	24	and	and	CCONJ
ap-284	6	25	analysed	analyse	VERB
ap-284	6	26	by	by	ADP
ap-284	6	27	various	various	ADJ
ap-284	6	28	packages	package	NOUN
ap-284	6	29	to	to	PART
ap-284	6	30	identify	identify	VERB
ap-284	6	31	stellar	stellar	ADJ
ap-284	6	32	images	image	NOUN
ap-284	6	33	and	and	CCONJ
ap-284	6	34	extract	extract	VERB
ap-284	6	35	their	their	PRON
ap-284	6	36	astronomical	astronomical	ADJ
ap-284	6	37	parameters	parameter	NOUN
ap-284	6	38	.	.	PUNCT
ap-284	7	1	this	this	PRON
ap-284	7	2	has	have	AUX
ap-284	7	3	been	be	AUX
ap-284	7	4	achieved	achieve	VERB
ap-284	7	5	through	through	ADP
ap-284	7	6	modelling	model	VERB
ap-284	7	7	a	a	DET
ap-284	7	8	stellar	stellar	ADJ
ap-284	7	9	image	image	NOUN
ap-284	7	10	either	either	CCONJ
ap-284	7	11	empirically	empirically	ADV
ap-284	7	12	[	[	X
ap-284	7	13	1	1	NUM
ap-284	7	14	,	,	PUNCT
ap-284	7	15	2	2	NUM
ap-284	7	16	,	,	PUNCT
ap-284	7	17	3	3	NUM
ap-284	7	18	]	]	PUNCT
ap-284	7	19	or	or	CCONJ
ap-284	7	20	mathematically	mathematically	ADV
ap-284	7	21	[	[	X
ap-284	7	22	4	4	NUM
ap-284	7	23	,	,	PUNCT
ap-284	7	24	5	5	NUM
ap-284	7	25	,	,	PUNCT
ap-284	7	26	6	6	NUM
ap-284	7	27	]	]	PUNCT
ap-284	7	28	or	or	CCONJ
ap-284	7	29	semi	semi	ADJ
ap-284	7	30	-	-	ADJ
ap-284	7	31	empirically	empirically	ADV
ap-284	7	32	[	[	X
ap-284	7	33	7	7	NUM
ap-284	7	34	,	,	PUNCT
ap-284	7	35	8	8	NUM
ap-284	7	36	]	]	PUNCT
ap-284	7	37	.	.	PUNCT
ap-284	8	1	all	all	DET
ap-284	8	2	these	these	DET
ap-284	8	3	approaches	approach	NOUN
ap-284	8	4	require	require	VERB
ap-284	8	5	user	user	NOUN
ap-284	8	6	intervention	intervention	NOUN
ap-284	8	7	to	to	PART
ap-284	8	8	set	set	VERB
ap-284	8	9	initial	initial	ADJ
ap-284	8	10	values	value	NOUN
ap-284	8	11	for	for	ADP
ap-284	8	12	the	the	DET
ap-284	8	13	parameters	parameter	NOUN
ap-284	8	14	of	of	ADP
ap-284	8	15	the	the	DET
ap-284	8	16	adopted	adopt	VERB
ap-284	8	17	model	model	NOUN
ap-284	8	18	as	as	ADV
ap-284	8	19	well	well	ADV
ap-284	8	20	as	as	ADP
ap-284	8	21	the	the	DET
ap-284	8	22	form	form	NOUN
ap-284	8	23	of	of	ADP
ap-284	8	24	the	the	DET
ap-284	8	25	model	model	NOUN
ap-284	8	26	itself	itself	PRON
ap-284	8	27	.	.	PUNCT
ap-284	9	1	moreover	moreover	ADV
ap-284	9	2	several	several	ADJ
ap-284	9	3	non	non	ADJ
ap-284	9	4	-	-	ADJ
ap-284	9	5	linear	linear	ADJ
ap-284	9	6	function	function	NOUN
ap-284	9	7	-	-	PUNCT
ap-284	9	8	fitting	fit	VERB
ap-284	9	9	processes	process	NOUN
ap-284	9	10	have	have	VERB
ap-284	9	11	to	to	PART
ap-284	9	12	be	be	AUX
ap-284	9	13	performed	perform	VERB
ap-284	9	14	for	for	ADP
ap-284	9	15	many	many	ADJ
ap-284	9	16	parameters	parameter	NOUN
ap-284	9	17	,	,	PUNCT
ap-284	9	18	which	which	PRON
ap-284	9	19	requires	require	VERB
ap-284	9	20	much	much	ADJ
ap-284	9	21	computing	computing	NOUN
ap-284	9	22	time	time	NOUN
ap-284	9	23	.	.	PUNCT
ap-284	10	1	in	in	ADP
ap-284	10	2	addition	addition	NOUN
ap-284	10	3	,	,	PUNCT
ap-284	10	4	in	in	ADP
ap-284	10	5	many	many	ADJ
ap-284	10	6	cases	case	NOUN
ap-284	10	7	false	false	ADJ
ap-284	10	8	results	result	NOUN
ap-284	10	9	have	have	AUX
ap-284	10	10	been	be	AUX
ap-284	10	11	obtained	obtain	VERB
ap-284	10	12	,	,	PUNCT
ap-284	10	13	identifying	identify	VERB
ap-284	10	14	images	image	NOUN
ap-284	10	15	as	as	ADP
ap-284	10	16	stellar	stellar	ADJ
ap-284	10	17	where	where	SCONJ
ap-284	10	18	they	they	PRON
ap-284	10	19	are	be	AUX
ap-284	10	20	not	not	PART
ap-284	10	21	,	,	PUNCT
ap-284	10	22	and	and	CCONJ
ap-284	10	23	vice	vice	ADV
ap-284	10	24	versa	versa	ADV
ap-284	10	25	.	.	PUNCT
ap-284	11	1	this	this	DET
ap-284	11	2	paper	paper	NOUN
ap-284	11	3	deals	deal	NOUN
ap-284	11	4	with	with	ADP
ap-284	11	5	the	the	DET
ap-284	11	6	development	development	NOUN
ap-284	11	7	of	of	ADP
ap-284	11	8	an	an	DET
ap-284	11	9	artificial	artificial	ADJ
ap-284	11	10	neural	neural	ADJ
ap-284	11	11	network	network	NOUN
ap-284	11	12	approach	approach	NOUN
ap-284	11	13	for	for	ADP
ap-284	11	14	stellar	stellar	ADJ
ap-284	11	15	image	image	NOUN
ap-284	11	16	recognition	recognition	NOUN
ap-284	11	17	.	.	PUNCT
ap-284	12	1	it	it	PRON
ap-284	12	2	is	be	AUX
ap-284	12	3	structured	structure	VERB
ap-284	12	4	as	as	SCONJ
ap-284	12	5	follows	follow	VERB
ap-284	12	6	.	.	PUNCT
ap-284	13	1	section	section	NOUN
ap-284	13	2	1	1	NUM
ap-284	13	3	introduces	introduce	NOUN
ap-284	13	4	the	the	DET
ap-284	13	5	project	project	NOUN
ap-284	13	6	.	.	PUNCT
ap-284	14	1	section	section	NOUN
ap-284	14	2	2	2	NUM
ap-284	14	3	states	state	VERB
ap-284	14	4	the	the	DET
ap-284	14	5	problem	problem	NOUN
ap-284	14	6	and	and	CCONJ
ap-284	14	7	the	the	DET
ap-284	14	8	objective	objective	NOUN
ap-284	14	9	.	.	PUNCT
ap-284	15	1	section	section	NOUN
ap-284	15	2	3	3	NUM
ap-284	15	3	describes	describe	VERB
ap-284	15	4	the	the	DET
ap-284	15	5	developed	develop	VERB
ap-284	15	6	system	system	NOUN
ap-284	15	7	,	,	PUNCT
ap-284	15	8	specifying	specify	VERB
ap-284	15	9	all	all	DET
ap-284	15	10	relevant	relevant	ADJ
ap-284	15	11	concepts	concept	NOUN
ap-284	15	12	and	and	CCONJ
ap-284	15	13	the	the	DET
ap-284	15	14	implementation	implementation	NOUN
ap-284	15	15	details	detail	NOUN
ap-284	15	16	.	.	PUNCT
ap-284	16	1	in	in	ADP
ap-284	16	2	section	section	NOUN
ap-284	16	3	4	4	NUM
ap-284	16	4	,	,	PUNCT
ap-284	16	5	a	a	DET
ap-284	16	6	case	case	NOUN
ap-284	16	7	study	study	NOUN
ap-284	16	8	is	be	AUX
ap-284	16	9	selected	select	VERB
ap-284	16	10	and	and	CCONJ
ap-284	16	11	used	use	VERB
ap-284	16	12	to	to	PART
ap-284	16	13	verify	verify	VERB
ap-284	16	14	the	the	DET
ap-284	16	15	applicability	applicability	NOUN
ap-284	16	16	of	of	ADP
ap-284	16	17	the	the	DET
ap-284	16	18	system	system	NOUN
ap-284	16	19	.	.	PUNCT
ap-284	17	1	the	the	DET
ap-284	17	2	results	result	NOUN
ap-284	17	3	of	of	ADP
ap-284	17	4	this	this	DET
ap-284	17	5	approach	approach	NOUN
ap-284	17	6	are	be	AUX
ap-284	17	7	reported	report	VERB
ap-284	17	8	and	and	CCONJ
ap-284	17	9	discussed	discuss	VERB
ap-284	17	10	,	,	PUNCT
ap-284	17	11	taking	take	VERB
ap-284	17	12	into	into	ADP
ap-284	17	13	account	account	NOUN
ap-284	17	14	standard	standard	ADJ
ap-284	17	15	published	publish	VERB
ap-284	17	16	approaches	approach	NOUN
ap-284	17	17	,	,	PUNCT
ap-284	17	18	and	and	CCONJ
ap-284	17	19	are	be	AUX
ap-284	17	20	compared	compare	VERB
ap-284	17	21	with	with	ADP
ap-284	17	22	the	the	DET
ap-284	17	23	results	result	NOUN
ap-284	17	24	derived	derive	VERB
ap-284	17	25	by	by	ADP
ap-284	17	26	one	one	NUM
ap-284	17	27	of	of	ADP
ap-284	17	28	the	the	DET
ap-284	17	29	best	well	ADV
ap-284	17	30	known	know	VERB
ap-284	17	31	and	and	CCONJ
ap-284	17	32	more	more	ADV
ap-284	17	33	widely	widely	ADV
ap-284	17	34	applied	apply	VERB
ap-284	17	35	methods	method	NOUN
ap-284	17	36	in	in	ADP
ap-284	17	37	astronomy	astronomy	NOUN
ap-284	17	38	.	.	PUNCT
ap-284	18	1	some	some	DET
ap-284	18	2	concluding	conclude	VERB
ap-284	18	3	remarks	remark	NOUN
ap-284	18	4	are	be	AUX
ap-284	18	5	presented	present	VERB
ap-284	18	6	in	in	ADP
ap-284	18	7	section	section	NOUN
ap-284	18	8	5	5	NUM
ap-284	18	9	.	.	SYM
ap-284	18	10	2	2	NUM
ap-284	18	11	statement	statement	NOUN
ap-284	18	12	of	of	ADP
ap-284	18	13	problem	problem	NOUN
ap-284	18	14	and	and	CCONJ
ap-284	18	15	objective	objective	ADJ
ap-284	18	16	ccd	ccd	NOUN
ap-284	18	17	detectors	detector	NOUN
ap-284	18	18	are	be	AUX
ap-284	18	19	capable	capable	ADJ
ap-284	18	20	of	of	ADP
ap-284	18	21	imaging	image	VERB
ap-284	18	22	a	a	DET
ap-284	18	23	huge	huge	ADJ
ap-284	18	24	number	number	NOUN
ap-284	18	25	of	of	ADP
ap-284	18	26	celestial	celestial	ADJ
ap-284	18	27	objects	object	NOUN
ap-284	18	28	(	(	PUNCT
ap-284	18	29	stars	star	NOUN
ap-284	18	30	,	,	PUNCT
ap-284	18	31	galaxies	galaxy	NOUN
ap-284	18	32	,	,	PUNCT
ap-284	18	33	etc	etc	X
ap-284	18	34	)	)	PUNCT
ap-284	18	35	on	on	ADP
ap-284	18	36	a	a	DET
ap-284	18	37	single	single	ADJ
ap-284	18	38	frame	frame	NOUN
ap-284	18	39	under	under	ADP
ap-284	18	40	the	the	DET
ap-284	18	41	same	same	ADJ
ap-284	18	42	conditions	condition	NOUN
ap-284	18	43	.	.	PUNCT
ap-284	19	1	in	in	ADP
ap-284	19	2	such	such	ADJ
ap-284	19	3	frame	frame	NOUN
ap-284	19	4	,	,	PUNCT
ap-284	19	5	each	each	PRON
ap-284	19	6	given	give	VERB
ap-284	19	7	picture	picture	NOUN
ap-284	19	8	element	element	NOUN
ap-284	19	9	(	(	PUNCT
ap-284	19	10	pixel	pixel	PROPN
ap-284	19	11	)	)	PUNCT
ap-284	19	12	contains	contain	VERB
ap-284	19	13	the	the	DET
ap-284	19	14	data	data	NOUN
ap-284	19	15	number	number	NOUN
ap-284	19	16	representing	represent	VERB
ap-284	19	17	linearly	linearly	ADP
ap-284	19	18	the	the	DET
ap-284	19	19	detected	detect	VERB
ap-284	19	20	photons	photon	NOUN
ap-284	19	21	coming	come	VERB
ap-284	19	22	from	from	ADP
ap-284	19	23	one	one	NUM
ap-284	19	24	or	or	CCONJ
ap-284	19	25	more	more	ADJ
ap-284	19	26	of	of	ADP
ap-284	19	27	several	several	ADJ
ap-284	19	28	sources	source	NOUN
ap-284	19	29	:	:	PUNCT
ap-284	19	30	1	1	X
ap-284	19	31	)	)	PUNCT
ap-284	19	32	seen	see	VERB
ap-284	19	33	object	object	NOUN
ap-284	19	34	,	,	PUNCT
ap-284	19	35	2	2	X
ap-284	19	36	)	)	PUNCT
ap-284	19	37	unseen	unseen	ADJ
ap-284	19	38	object	object	NOUN
ap-284	19	39	,	,	PUNCT
ap-284	19	40	3	3	X
ap-284	19	41	)	)	PUNCT
ap-284	19	42	localised	localise	VERB
ap-284	19	43	image	image	NOUN
ap-284	19	44	defects	defect	NOUN
ap-284	19	45	,	,	PUNCT
ap-284	19	46	4	4	X
ap-284	19	47	)	)	PUNCT
ap-284	19	48	cosmic	cosmic	ADJ
ap-284	19	49	ray	ray	NOUN
ap-284	19	50	events	event	NOUN
ap-284	19	51	,	,	PUNCT
ap-284	19	52	and	and	CCONJ
ap-284	19	53	5	5	X
ap-284	19	54	)	)	PUNCT
ap-284	19	55	diffuse	diffuse	NOUN
ap-284	19	56	sources	source	NOUN
ap-284	19	57	,	,	PUNCT
ap-284	19	58	including	include	VERB
ap-284	19	59	but	but	CCONJ
ap-284	19	60	not	not	PART
ap-284	19	61	necessarily	necessarily	ADV
ap-284	19	62	limited	limit	VERB
ap-284	19	63	,	,	PUNCT
ap-284	19	64	for	for	ADP
ap-284	19	65	example	example	NOUN
ap-284	19	66	,	,	PUNCT
ap-284	19	67	to	to	ADP
ap-284	19	68	the	the	DET
ap-284	19	69	terrestrial	terrestrial	ADJ
ap-284	19	70	night	night	NOUN
ap-284	19	71	sky	sky	NOUN
ap-284	19	72	and	and	CCONJ
ap-284	19	73	scattered	scatter	VERB
ap-284	19	74	light	light	NOUN
ap-284	19	75	in	in	ADP
ap-284	19	76	the	the	DET
ap-284	19	77	camera	camera	NOUN
ap-284	19	78	.	.	PUNCT
ap-284	20	1	hence	hence	ADV
ap-284	20	2	,	,	PUNCT
ap-284	20	3	an	an	DET
ap-284	20	4	obtained	obtain	VERB
ap-284	20	5	frame	frame	NOUN
ap-284	20	6	may	may	AUX
ap-284	20	7	contain	contain	VERB
ap-284	20	8	many	many	ADJ
ap-284	20	9	objects	object	NOUN
ap-284	20	10	,	,	PUNCT
ap-284	20	11	some	some	PRON
ap-284	20	12	of	of	ADP
ap-284	20	13	which	which	PRON
ap-284	20	14	are	be	AUX
ap-284	20	15	actually	actually	ADV
ap-284	20	16	due	due	ADJ
ap-284	20	17	to	to	ADP
ap-284	20	18	stars	star	NOUN
ap-284	20	19	,	,	PUNCT
ap-284	20	20	while	while	SCONJ
ap-284	20	21	the	the	DET
ap-284	20	22	others	other	NOUN
ap-284	20	23	are	be	AUX
ap-284	20	24	not	not	PART
ap-284	20	25	,	,	PUNCT
ap-284	20	26	though	though	SCONJ
ap-284	20	27	their	their	PRON
ap-284	20	28	data	datum	NOUN
ap-284	20	29	-	-	PUNCT
ap-284	20	30	distributions	distribution	NOUN
ap-284	20	31	may	may	AUX
ap-284	20	32	be	be	AUX
ap-284	20	33	similar	similar	ADJ
ap-284	20	34	to	to	ADP
ap-284	20	35	data	datum	NOUN
ap-284	20	36	distributions	distribution	NOUN
ap-284	20	37	of	of	ADP
ap-284	20	38	stellar	stellar	ADJ
ap-284	20	39	origin	origin	NOUN
ap-284	20	40	.	.	PUNCT
ap-284	21	1	this	this	PRON
ap-284	21	2	may	may	AUX
ap-284	21	3	be	be	AUX
ap-284	21	4	due	due	ADJ
ap-284	21	5	to	to	ADP
ap-284	21	6	some	some	PRON
ap-284	21	7	of	of	ADP
ap-284	21	8	the	the	DET
ap-284	21	9	sources	source	NOUN
ap-284	21	10	stated	state	VERB
ap-284	21	11	above	above	ADV
ap-284	21	12	.	.	PUNCT
ap-284	22	1	the	the	DET
ap-284	22	2	main	main	ADJ
ap-284	22	3	objective	objective	NOUN
ap-284	22	4	of	of	ADP
ap-284	22	5	the	the	DET
ap-284	22	6	present	present	ADJ
ap-284	22	7	work	work	NOUN
ap-284	22	8	is	be	AUX
ap-284	22	9	to	to	PART
ap-284	22	10	develop	develop	VERB
ap-284	22	11	a	a	DET
ap-284	22	12	simple	simple	ADJ
ap-284	22	13	,	,	PUNCT
ap-284	22	14	fast	fast	ADJ
ap-284	22	15	and	and	CCONJ
ap-284	22	16	reliable	reliable	ADJ
ap-284	22	17	stellar	stellar	ADJ
ap-284	22	18	image	image	NOUN
ap-284	22	19	identification	identification	NOUN
ap-284	22	20	method	method	NOUN
ap-284	22	21	that	that	PRON
ap-284	22	22	should	should	AUX
ap-284	22	23	be	be	AUX
ap-284	22	24	effectively	effectively	ADV
ap-284	22	25	able	able	ADJ
ap-284	22	26	to	to	PART
ap-284	22	27	identify	identify	VERB
ap-284	22	28	stellar	stellar	ADJ
ap-284	22	29	images	image	NOUN
ap-284	22	30	and	and	CCONJ
ap-284	22	31	to	to	PART
ap-284	22	32	differentiate	differentiate	VERB
ap-284	22	33	between	between	ADP
ap-284	22	34	them	they	PRON
ap-284	22	35	and	and	CCONJ
ap-284	22	36	other	other	ADJ
ap-284	22	37	objects	object	NOUN
ap-284	22	38	on	on	ADP
ap-284	22	39	ccd	ccd	NOUN
ap-284	22	40	frames	frame	NOUN
ap-284	22	41	.	.	PUNCT
ap-284	23	1	the	the	DET
ap-284	23	2	approach	approach	NOUN
ap-284	23	3	deemed	deem	VERB
ap-284	23	4	here	here	ADV
ap-284	23	5	is	be	AUX
ap-284	23	6	based	base	VERB
ap-284	23	7	on	on	ADP
ap-284	23	8	artificial	artificial	ADJ
ap-284	23	9	neural	neural	ADJ
ap-284	23	10	network	network	NOUN
ap-284	23	11	concepts	concept	NOUN
ap-284	23	12	.	.	PUNCT
ap-284	24	1	3	3	NUM
ap-284	24	2	the	the	DET
ap-284	24	3	present	present	ADJ
ap-284	24	4	method	method	NOUN
ap-284	24	5	an	an	DET
ap-284	24	6	artificial	artificial	ADJ
ap-284	24	7	neural	neural	ADJ
ap-284	24	8	network	network	NOUN
ap-284	24	9	(	(	PUNCT
ap-284	24	10	ann	ann	PROPN
ap-284	24	11	)	)	PUNCT
ap-284	24	12	can	can	AUX
ap-284	24	13	be	be	AUX
ap-284	24	14	defined	define	VERB
ap-284	24	15	as	as	ADP
ap-284	24	16	a	a	DET
ap-284	24	17	category	category	NOUN
ap-284	24	18	of	of	ADP
ap-284	24	19	mathematical	mathematical	ADJ
ap-284	24	20	algorithms	algorithm	NOUN
ap-284	24	21	that	that	PRON
ap-284	24	22	produces	produce	VERB
ap-284	24	23	solutions	solution	NOUN
ap-284	24	24	for	for	ADP
ap-284	24	25	various	various	ADJ
ap-284	24	26	specific	specific	ADJ
ap-284	24	27	problems	problem	NOUN
ap-284	24	28	.	.	PUNCT
ap-284	25	1	anns	anns	PROPN
ap-284	25	2	,	,	PUNCT
ap-284	25	3	have	have	AUX
ap-284	25	4	been	be	AUX
ap-284	25	5	biologically	biologically	ADV
ap-284	25	6	inspired	inspire	VERB
ap-284	25	7	to	to	PART
ap-284	25	8	emulate	emulate	VERB
ap-284	25	9	the	the	DET
ap-284	25	10	neural	neural	ADJ
ap-284	25	11	networks	network	NOUN
ap-284	25	12	found	find	VERB
ap-284	25	13	in	in	ADP
ap-284	25	14	living	live	VERB
ap-284	25	15	organisms	organism	NOUN
ap-284	25	16	.	.	PUNCT
ap-284	26	1	an	an	DET
ap-284	26	2	extremely	extremely	ADV
ap-284	26	3	important	important	ADJ
ap-284	26	4	feature	feature	NOUN
ap-284	26	5	of	of	ADP
ap-284	26	6	an	an	DET
ap-284	26	7	ann	ann	PROPN
ap-284	26	8	is	be	AUX
ap-284	26	9	its	its	PRON
ap-284	26	10	learning	learning	NOUN
ap-284	26	11	capability	capability	NOUN
ap-284	26	12	,	,	PUNCT
ap-284	26	13	which	which	PRON
ap-284	26	14	is	be	AUX
ap-284	26	15	very	very	ADV
ap-284	26	16	useful	useful	ADJ
ap-284	26	17	and	and	CCONJ
ap-284	26	18	powerful	powerful	ADJ
ap-284	26	19	in	in	ADP
ap-284	26	20	a	a	DET
ap-284	26	21	wide	wide	ADJ
ap-284	26	22	range	range	NOUN
ap-284	26	23	of	of	ADP
ap-284	26	24	applications	application	NOUN
ap-284	26	25	.	.	PUNCT
ap-284	27	1	supervised	supervised	ADJ
ap-284	27	2	learning	learning	NOUN
ap-284	27	3	can	can	AUX
ap-284	27	4	be	be	AUX
ap-284	27	5	advantageously	advantageously	ADV
ap-284	27	6	used	use	VERB
ap-284	27	7	,	,	PUNCT
ap-284	27	8	since	since	SCONJ
ap-284	27	9	it	it	PRON
ap-284	27	10	is	be	AUX
ap-284	27	11	a	a	DET
ap-284	27	12	straightforward	straightforward	ADJ
ap-284	27	13	task	task	NOUN
ap-284	27	14	to	to	PART
ap-284	27	15	prepare	prepare	VERB
ap-284	27	16	the	the	DET
ap-284	27	17	necessary	necessary	ADJ
ap-284	27	18	input	input	NOUN
ap-284	27	19	/	/	SYM
ap-284	27	20	output	output	NOUN
ap-284	27	21	patterns	pattern	NOUN
ap-284	27	22	for	for	ADP
ap-284	27	23	network	network	NOUN
ap-284	27	24	training	training	NOUN
ap-284	27	25	.	.	PUNCT
ap-284	28	1	this	this	PRON
ap-284	28	2	justifies	justify	VERB
ap-284	28	3	the	the	DET
ap-284	28	4	selection	selection	NOUN
ap-284	28	5	of	of	ADP
ap-284	28	6	multi	multi	ADJ
ap-284	28	7	-	-	ADJ
ap-284	28	8	layer	layer	ADJ
ap-284	28	9	feed	feed	NOUN
ap-284	28	10	-	-	PUNCT
ap-284	28	11	forward	forward	NOUN
ap-284	28	12	networks	network	NOUN
ap-284	28	13	for	for	ADP
ap-284	28	14	the	the	DET
ap-284	28	15	required	require	VERB
ap-284	28	16	classification	classification	NOUN
ap-284	28	17	task	task	NOUN
ap-284	28	18	.	.	PUNCT
ap-284	29	1	the	the	DET
ap-284	29	2	error	error	NOUN
ap-284	29	3	back	back	NOUN
ap-284	29	4	-	-	PUNCT
ap-284	29	5	propagation	propagation	NOUN
ap-284	29	6	learning	learn	VERB
ap-284	29	7	algorithm	algorithm	NOUN
ap-284	29	8	will	will	AUX
ap-284	29	9	be	be	AUX
ap-284	29	10	used	use	VERB
ap-284	29	11	in	in	ADP
ap-284	29	12	the	the	DET
ap-284	29	13	present	present	ADJ
ap-284	29	14	work	work	NOUN
ap-284	29	15	to	to	PART
ap-284	29	16	train	train	VERB
ap-284	29	17	the	the	DET
ap-284	29	18	network	network	NOUN
ap-284	29	19	.	.	PUNCT
ap-284	30	1	in	in	ADP
ap-284	30	2	the	the	DET
ap-284	30	3	present	present	ADJ
ap-284	30	4	work	work	NOUN
ap-284	30	5	we	we	PRON
ap-284	30	6	aim	aim	VERB
ap-284	30	7	at	at	ADP
ap-284	30	8	investigating	investigate	VERB
ap-284	30	9	the	the	DET
ap-284	30	10	possibility	possibility	NOUN
ap-284	30	11	of	of	ADP
ap-284	30	12	establishing	establish	VERB
ap-284	30	13	a	a	DET
ap-284	30	14	stellar	stellar	ADJ
ap-284	30	15	image	image	NOUN
ap-284	30	16	interpretation	interpretation	NOUN
ap-284	30	17	system	system	NOUN
ap-284	30	18	using	use	VERB
ap-284	30	19	©	©	PROPN
ap-284	30	20	czech	czech	PROPN
ap-284	30	21	technical	technical	PROPN
ap-284	30	22	university	university	PROPN
ap-284	30	23	publishing	publishing	NOUN
ap-284	30	24	house	house	NOUN
ap-284	30	25	http://ctn.cvut.cz/ap/	http://ctn.cvut.cz/ap/	PROPN
ap-284	30	26	33	33	NUM
ap-284	30	27	acta	acta	PROPN
ap-284	30	28	polytechnica	polytechnica	PROPN
ap-284	30	29	vol	vol	NOUN
ap-284	30	30	.	.	PUNCT
ap-284	31	1	41	41	NUM
ap-284	31	2	no	no	NOUN
ap-284	31	3	.	.	PUNCT
ap-284	32	1	6/2001	6/2001	NUM
ap-284	32	2	stellar	stellar	ADJ
ap-284	32	3	image	image	NOUN
ap-284	32	4	interpretation	interpretation	NOUN
ap-284	32	5	system	system	NOUN
ap-284	32	6	using	use	VERB
ap-284	32	7	artificial	artificial	ADJ
ap-284	32	8	neural	neural	ADJ
ap-284	32	9	networks	network	NOUN
ap-284	32	10	:	:	PUNCT
ap-284	32	11	unipolar	unipolar	ADJ
ap-284	32	12	function	function	NOUN
ap-284	32	13	case	case	NOUN
ap-284	32	14	f.	f.	PROPN
ap-284	32	15	i.	i.	PROPN
ap-284	32	16	younis	younis	PROPN
ap-284	32	17	,	,	PUNCT
ap-284	32	18	a.	a.	PROPN
ap-284	32	19	el	el	PROPN
ap-284	32	20	-	-	PROPN
ap-284	32	21	bassuny	bassuny	PROPN
ap-284	32	22	alawy	alawy	PROPN
ap-284	32	23	,	,	PUNCT
ap-284	32	24	b.	b.	PROPN
ap-284	32	25	šimák	šimák	PROPN
ap-284	32	26	,	,	PUNCT
ap-284	32	27	m.	m.	PROPN
ap-284	32	28	s.	s.	PROPN
ap-284	32	29	ella	ella	PROPN
ap-284	32	30	,	,	PUNCT
ap-284	32	31	m.	m.	PROPN
ap-284	32	32	a.	a.	PROPN
ap-284	32	33	madkour	madkour	VERB
ap-284	32	34	an	an	DET
ap-284	32	35	artificial	artificial	ADJ
ap-284	32	36	neural	neural	ADJ
ap-284	32	37	network	network	NOUN
ap-284	32	38	based	base	VERB
ap-284	32	39	system	system	NOUN
ap-284	32	40	for	for	ADP
ap-284	32	41	interpreting	interpret	VERB
ap-284	32	42	astronomical	astronomical	ADJ
ap-284	32	43	images	image	NOUN
ap-284	32	44	has	have	AUX
ap-284	32	45	been	be	AUX
ap-284	32	46	developed	develop	VERB
ap-284	32	47	.	.	PUNCT
ap-284	33	1	the	the	DET
ap-284	33	2	system	system	NOUN
ap-284	33	3	is	be	AUX
ap-284	33	4	based	base	VERB
ap-284	33	5	on	on	ADP
ap-284	33	6	feed	feed	NOUN
ap-284	33	7	-	-	PUNCT
ap-284	33	8	forward	forward	ADV
ap-284	33	9	artificial	artificial	ADJ
ap-284	33	10	neural	neural	ADJ
ap-284	33	11	networks	network	NOUN
ap-284	33	12	(	(	PUNCT
ap-284	33	13	anns	anns	PROPN
ap-284	33	14	)	)	PUNCT
ap-284	33	15	with	with	ADP
ap-284	33	16	error	error	NOUN
ap-284	33	17	back	back	NOUN
ap-284	33	18	-	-	PUNCT
ap-284	33	19	propagation	propagation	NOUN
ap-284	33	20	learning	learning	NOUN
ap-284	33	21	.	.	PUNCT
ap-284	34	1	knowledge	knowledge	NOUN
ap-284	34	2	about	about	ADP
ap-284	34	3	images	image	NOUN
ap-284	34	4	of	of	ADP
ap-284	34	5	stars	star	NOUN
ap-284	34	6	,	,	PUNCT
ap-284	34	7	cosmic	cosmic	ADJ
ap-284	34	8	ray	ray	NOUN
ap-284	34	9	events	event	NOUN
ap-284	34	10	and	and	CCONJ
ap-284	34	11	noise	noise	NOUN
ap-284	34	12	found	find	VERB
ap-284	34	13	in	in	ADP
ap-284	34	14	images	image	NOUN
ap-284	34	15	is	be	AUX
ap-284	34	16	used	use	VERB
ap-284	34	17	to	to	PART
ap-284	34	18	prepare	prepare	VERB
ap-284	34	19	two	two	NUM
ap-284	34	20	sets	set	NOUN
ap-284	34	21	of	of	ADP
ap-284	34	22	input	input	NOUN
ap-284	34	23	patterns	pattern	NOUN
ap-284	34	24	to	to	PART
ap-284	34	25	train	train	VERB
ap-284	34	26	and	and	CCONJ
ap-284	34	27	test	test	VERB
ap-284	34	28	our	our	PRON
ap-284	34	29	approach	approach	NOUN
ap-284	34	30	.	.	PUNCT
ap-284	35	1	the	the	DET
ap-284	35	2	system	system	NOUN
ap-284	35	3	has	have	AUX
ap-284	35	4	been	be	AUX
ap-284	35	5	developed	develop	VERB
ap-284	35	6	and	and	CCONJ
ap-284	35	7	implemented	implement	VERB
ap-284	35	8	to	to	PART
ap-284	35	9	scan	scan	VERB
ap-284	35	10	astronomical	astronomical	ADJ
ap-284	35	11	digital	digital	ADJ
ap-284	35	12	images	image	NOUN
ap-284	35	13	in	in	ADP
ap-284	35	14	order	order	NOUN
ap-284	35	15	to	to	PART
ap-284	35	16	segregate	segregate	VERB
ap-284	35	17	stellar	stellar	ADJ
ap-284	35	18	images	image	NOUN
ap-284	35	19	from	from	ADP
ap-284	35	20	other	other	ADJ
ap-284	35	21	entities	entity	NOUN
ap-284	35	22	.	.	PUNCT
ap-284	36	1	it	it	PRON
ap-284	36	2	has	have	AUX
ap-284	36	3	been	be	AUX
ap-284	36	4	coded	code	VERB
ap-284	36	5	in	in	ADP
ap-284	36	6	c	c	NOUN
ap-284	36	7	language	language	NOUN
ap-284	36	8	for	for	ADP
ap-284	36	9	users	user	NOUN
ap-284	36	10	of	of	ADP
ap-284	36	11	personal	personal	ADJ
ap-284	36	12	computers	computer	NOUN
ap-284	36	13	.	.	PUNCT
ap-284	37	1	an	an	DET
ap-284	37	2	astronomical	astronomical	ADJ
ap-284	37	3	image	image	NOUN
ap-284	37	4	of	of	ADP
ap-284	37	5	a	a	DET
ap-284	37	6	star	star	NOUN
ap-284	37	7	cluster	cluster	NOUN
ap-284	37	8	from	from	ADP
ap-284	37	9	other	other	ADJ
ap-284	37	10	objects	object	NOUN
ap-284	37	11	is	be	AUX
ap-284	37	12	undertaken	undertake	VERB
ap-284	37	13	as	as	ADP
ap-284	37	14	a	a	DET
ap-284	37	15	test	test	NOUN
ap-284	37	16	case	case	NOUN
ap-284	37	17	.	.	PUNCT
ap-284	38	1	the	the	DET
ap-284	38	2	obtained	obtain	VERB
ap-284	38	3	results	result	NOUN
ap-284	38	4	are	be	AUX
ap-284	38	5	found	find	VERB
ap-284	38	6	to	to	PART
ap-284	38	7	be	be	AUX
ap-284	38	8	in	in	ADP
ap-284	38	9	very	very	ADV
ap-284	38	10	good	good	ADJ
ap-284	38	11	agreement	agreement	NOUN
ap-284	38	12	with	with	ADP
ap-284	38	13	those	those	PRON
ap-284	38	14	derived	derive	VERB
ap-284	38	15	from	from	ADP
ap-284	38	16	the	the	DET
ap-284	38	17	daophotii	daophotii	NOUN
ap-284	38	18	package	package	NOUN
ap-284	38	19	,	,	PUNCT
ap-284	38	20	which	which	PRON
ap-284	38	21	is	be	AUX
ap-284	38	22	widely	widely	ADV
ap-284	38	23	used	use	VERB
ap-284	38	24	in	in	ADP
ap-284	38	25	the	the	DET
ap-284	38	26	astronomical	astronomical	ADJ
ap-284	38	27	community	community	NOUN
ap-284	38	28	.	.	PUNCT
ap-284	39	1	it	it	PRON
ap-284	39	2	is	be	AUX
ap-284	39	3	proved	prove	VERB
ap-284	39	4	that	that	SCONJ
ap-284	39	5	our	our	PRON
ap-284	39	6	system	system	NOUN
ap-284	39	7	is	be	AUX
ap-284	39	8	simpler	simple	ADJ
ap-284	39	9	,	,	PUNCT
ap-284	39	10	much	much	ADV
ap-284	39	11	faster	fast	ADJ
ap-284	39	12	and	and	CCONJ
ap-284	39	13	more	more	ADV
ap-284	39	14	reliable	reliable	ADJ
ap-284	39	15	.	.	PUNCT
ap-284	40	1	moreover	moreover	ADV
ap-284	40	2	,	,	PUNCT
ap-284	40	3	no	no	DET
ap-284	40	4	prior	prior	ADJ
ap-284	40	5	knowledge	knowledge	NOUN
ap-284	40	6	,	,	PUNCT
ap-284	40	7	or	or	CCONJ
ap-284	40	8	initial	initial	ADJ
ap-284	40	9	data	datum	NOUN
ap-284	40	10	from	from	ADP
ap-284	40	11	the	the	DET
ap-284	40	12	frame	frame	NOUN
ap-284	40	13	to	to	PART
ap-284	40	14	be	be	AUX
ap-284	40	15	analysed	analyse	VERB
ap-284	40	16	is	be	AUX
ap-284	40	17	required	require	VERB
ap-284	40	18	.	.	PUNCT
ap-284	41	1	keywords	keyword	NOUN
ap-284	41	2	:	:	PUNCT
ap-284	41	3	neural	neural	ADJ
ap-284	41	4	networks	network	NOUN
ap-284	41	5	,	,	PUNCT
ap-284	41	6	knowledge	knowledge	NOUN
ap-284	41	7	-	-	PUNCT
ap-284	41	8	based	base	VERB
ap-284	41	9	system	system	NOUN
ap-284	41	10	,	,	PUNCT
ap-284	41	11	stellar	stellar	ADJ
ap-284	41	12	images	image	NOUN
ap-284	41	13	,	,	PUNCT
ap-284	41	14	image	image	NOUN
ap-284	41	15	processing	processing	NOUN
ap-284	41	16	.	.	PUNCT
ap-284	42	1	artificial	artificial	ADJ
ap-284	42	2	neural	neural	ADJ
ap-284	42	3	networks	network	NOUN
ap-284	42	4	(	(	PUNCT
ap-284	42	5	siis	siis	PROPN
ap-284	42	6	-	-	PUNCT
ap-284	42	7	ann	ann	PROPN
ap-284	42	8	)	)	PUNCT
ap-284	42	9	as	as	ADP
ap-284	42	10	a	a	DET
ap-284	42	11	classifying	classify	VERB
ap-284	42	12	technique	technique	NOUN
ap-284	42	13	that	that	PRON
ap-284	42	14	decides	decide	VERB
ap-284	42	15	whether	whether	SCONJ
ap-284	42	16	a	a	DET
ap-284	42	17	given	give	VERB
ap-284	42	18	pixel	pixel	PROPN
ap-284	42	19	array	array	NOUN
ap-284	42	20	in	in	ADP
ap-284	42	21	a	a	DET
ap-284	42	22	ccd	ccd	NOUN
ap-284	42	23	frame	frame	NOUN
ap-284	42	24	represents	represent	VERB
ap-284	42	25	a	a	DET
ap-284	42	26	star	star	NOUN
ap-284	42	27	image	image	NOUN
ap-284	42	28	or	or	CCONJ
ap-284	42	29	some	some	DET
ap-284	42	30	other	other	ADJ
ap-284	42	31	objects	object	NOUN
ap-284	42	32	.	.	PUNCT
ap-284	43	1	this	this	DET
ap-284	43	2	decision	decision	NOUN
ap-284	43	3	is	be	AUX
ap-284	43	4	based	base	VERB
ap-284	43	5	on	on	ADP
ap-284	43	6	the	the	DET
ap-284	43	7	distribution	distribution	NOUN
ap-284	43	8	pattern	pattern	NOUN
ap-284	43	9	of	of	ADP
ap-284	43	10	the	the	DET
ap-284	43	11	electron	electron	NOUN
ap-284	43	12	contents	content	NOUN
ap-284	43	13	of	of	ADP
ap-284	43	14	the	the	DET
ap-284	43	15	given	give	VERB
ap-284	43	16	pixel	pixel	NOUN
ap-284	43	17	and	and	CCONJ
ap-284	43	18	its	its	PRON
ap-284	43	19	neighbouring	neighbouring	NOUN
ap-284	43	20	pixels	pixel	NOUN
ap-284	43	21	.	.	PUNCT
ap-284	44	1	3.1	3.1	NUM
ap-284	44	2	siis	siis	PROPN
ap-284	44	3	-	-	PUNCT
ap-284	44	4	ann	ann	PROPN
ap-284	44	5	structure	structure	NOUN
ap-284	44	6	the	the	DET
ap-284	44	7	present	present	ADJ
ap-284	44	8	siis	siis	PROPN
ap-284	44	9	-	-	PUNCT
ap-284	44	10	ann	ann	PROPN
ap-284	44	11	consists	consist	VERB
ap-284	44	12	of	of	ADP
ap-284	44	13	a	a	DET
ap-284	44	14	two	two	NUM
ap-284	44	15	-	-	PUNCT
ap-284	44	16	layer	layer	NOUN
ap-284	44	17	feed	feed	NOUN
ap-284	44	18	-	-	PUNCT
ap-284	44	19	forward	forward	NOUN
ap-284	44	20	network	network	NOUN
ap-284	44	21	,	,	PUNCT
ap-284	44	22	as	as	SCONJ
ap-284	44	23	shown	show	VERB
ap-284	44	24	in	in	ADP
ap-284	44	25	fig	fig	NOUN
ap-284	44	26	.	.	PUNCT
ap-284	45	1	1	1	X
ap-284	45	2	.	.	PUNCT
ap-284	45	3	the	the	DET
ap-284	45	4	first	first	ADJ
ap-284	45	5	(	(	PUNCT
ap-284	45	6	hidden	hidden	ADJ
ap-284	45	7	)	)	PUNCT
ap-284	45	8	layer	layer	NOUN
ap-284	45	9	has	have	VERB
ap-284	45	10	4	4	NUM
ap-284	45	11	neurones	neurone	NOUN
ap-284	45	12	,	,	PUNCT
ap-284	45	13	while	while	SCONJ
ap-284	45	14	the	the	DET
ap-284	45	15	second	second	ADJ
ap-284	45	16	(	(	PUNCT
ap-284	45	17	output	output	NOUN
ap-284	45	18	)	)	PUNCT
ap-284	45	19	layer	layer	NOUN
ap-284	45	20	has	have	VERB
ap-284	45	21	3	3	NUM
ap-284	45	22	neurones	neurone	NOUN
ap-284	45	23	.	.	PUNCT
ap-284	46	1	the	the	DET
ap-284	46	2	total	total	ADJ
ap-284	46	3	inputs	input	NOUN
ap-284	46	4	(	(	PUNCT
ap-284	46	5	zi	zi	NOUN
ap-284	46	6	)	)	PUNCT
ap-284	46	7	to	to	ADP
ap-284	46	8	the	the	DET
ap-284	46	9	network	network	NOUN
ap-284	46	10	amount	amount	NOUN
ap-284	46	11	to	to	ADP
ap-284	46	12	24	24	NUM
ap-284	46	13	.	.	PUNCT
ap-284	47	1	the	the	DET
ap-284	47	2	dimension	dimension	NOUN
ap-284	47	3	of	of	ADP
ap-284	47	4	the	the	DET
ap-284	47	5	hidden	hide	VERB
ap-284	47	6	layer	layer	NOUN
ap-284	47	7	weight	weight	NOUN
ap-284	47	8	matrix	matrix	NOUN
ap-284	47	9	is	be	AUX
ap-284	47	10	v(4	v(4	PROPN
ap-284	47	11	×	×	NOUN
ap-284	47	12	24	24	NUM
ap-284	47	13	)	)	PUNCT
ap-284	47	14	,	,	PUNCT
ap-284	47	15	while	while	SCONJ
ap-284	47	16	that	that	PRON
ap-284	47	17	of	of	ADP
ap-284	47	18	the	the	DET
ap-284	47	19	output	output	NOUN
ap-284	47	20	layer	layer	NOUN
ap-284	47	21	weight	weight	NOUN
ap-284	47	22	matrix	matrix	NOUN
ap-284	47	23	is	be	AUX
ap-284	47	24	w(3	w(3	PROPN
ap-284	47	25	×	×	NOUN
ap-284	47	26	4	4	NUM
ap-284	47	27	)	)	PUNCT
ap-284	47	28	.	.	PUNCT
ap-284	48	1	note	note	VERB
ap-284	48	2	that	that	SCONJ
ap-284	48	3	v1,0	v1,0	PROPN
ap-284	48	4	,	,	PUNCT
ap-284	48	5	v2,0	v2,0	PROPN
ap-284	48	6	,	,	PUNCT
ap-284	48	7	v3,0	v3,0	PROPN
ap-284	48	8	,	,	PUNCT
ap-284	48	9	and	and	CCONJ
ap-284	48	10	v4,0	v4,0	PRON
ap-284	48	11	are	be	AUX
ap-284	48	12	the	the	DET
ap-284	48	13	biases	bias	NOUN
ap-284	48	14	of	of	ADP
ap-284	48	15	the	the	DET
ap-284	48	16	neurones	neurone	NOUN
ap-284	48	17	of	of	ADP
ap-284	48	18	the	the	DET
ap-284	48	19	hidden	hide	VERB
ap-284	48	20	layer	layer	NOUN
ap-284	48	21	,	,	PUNCT
ap-284	48	22	while	while	SCONJ
ap-284	48	23	w1,0	w1,0	PROPN
ap-284	48	24	,	,	PUNCT
ap-284	48	25	w2,0	w2,0	PROPN
ap-284	48	26	,	,	PUNCT
ap-284	48	27	and	and	CCONJ
ap-284	48	28	w3,0	w3,0	PRON
ap-284	48	29	are	be	AUX
ap-284	48	30	the	the	DET
ap-284	48	31	biases	bias	NOUN
ap-284	48	32	of	of	ADP
ap-284	48	33	the	the	DET
ap-284	48	34	output	output	NOUN
ap-284	48	35	layer	layer	NOUN
ap-284	48	36	neurones	neurone	NOUN
ap-284	48	37	.	.	PUNCT
ap-284	49	1	a	a	DET
ap-284	49	2	differentiating	differentiate	VERB
ap-284	49	3	function	function	NOUN
ap-284	49	4	has	have	VERB
ap-284	49	5	to	to	PART
ap-284	49	6	be	be	AUX
ap-284	49	7	adopted	adopt	VERB
ap-284	49	8	for	for	ADP
ap-284	49	9	learning	learn	VERB
ap-284	49	10	and	and	CCONJ
ap-284	49	11	discriminating	discriminate	VERB
ap-284	49	12	purposes	purpose	NOUN
ap-284	49	13	,	,	PUNCT
ap-284	49	14	on	on	ADP
ap-284	49	15	which	which	PRON
ap-284	49	16	the	the	DET
ap-284	49	17	weights	weight	NOUN
ap-284	49	18	v	v	NOUN
ap-284	49	19	and	and	CCONJ
ap-284	49	20	w	w	NOUN
ap-284	49	21	are	be	AUX
ap-284	49	22	applied	apply	VERB
ap-284	49	23	and	and	CCONJ
ap-284	49	24	by	by	ADP
ap-284	49	25	which	which	PRON
ap-284	49	26	the	the	DET
ap-284	49	27	neurones	neurone	NOUN
ap-284	49	28	work	work	VERB
ap-284	49	29	.	.	PUNCT
ap-284	50	1	we	we	PRON
ap-284	50	2	adopted	adopt	VERB
ap-284	50	3	one	one	NUM
ap-284	50	4	of	of	ADP
ap-284	50	5	the	the	DET
ap-284	50	6	most	most	ADV
ap-284	50	7	common	common	ADJ
ap-284	50	8	functions	function	NOUN
ap-284	50	9	,	,	PUNCT
ap-284	50	10	namely	namely	ADV
ap-284	50	11	the	the	DET
ap-284	50	12	sigmoid	sigmoid	NOUN
ap-284	50	13	function	function	NOUN
ap-284	50	14	,	,	PUNCT
ap-284	50	15	defined	define	VERB
ap-284	50	16	as	as	ADP
ap-284	50	17	:	:	PUNCT
ap-284	50	18	�	�	PROPN
ap-284	50	19	�	�	PROPN
ap-284	50	20	f	f	PROPN
ap-284	50	21	x	x	SYM
ap-284	50	22	x	x	SYM
ap-284	50	23	�	�	PROPN
ap-284	50	24	�	�	PROPN
ap-284	50	25	�	�	PROPN
ap-284	50	26	1	1	NUM
ap-284	50	27	1	1	NUM
ap-284	50	28	e	e	PROPN
ap-284	50	29	�	�	PROPN
ap-284	50	30	�	�	PROPN
ap-284	50	31	�	�	PROPN
ap-284	50	32	1	1	NUM
ap-284	50	33	0	0	NUM
ap-284	50	34	�	�	PROPN
ap-284	50	35	�	�	PROPN
ap-284	50	36	f	f	PROPN
ap-284	50	37	x	x	PROPN
ap-284	50	38	where	where	SCONJ
ap-284	50	39	�	�	PROPN
ap-284	50	40	(	(	PUNCT
ap-284	50	41	steepness	steepness	NOUN
ap-284	50	42	factor	factor	NOUN
ap-284	50	43	)	)	PUNCT
ap-284	50	44	is	be	AUX
ap-284	50	45	an	an	DET
ap-284	50	46	arbitrary	arbitrary	ADJ
ap-284	50	47	small	small	ADJ
ap-284	50	48	positive	positive	ADJ
ap-284	50	49	value	value	NOUN
ap-284	50	50	.	.	PUNCT
ap-284	51	1	3.2	3.2	NUM
ap-284	51	2	input	input	NOUN
ap-284	51	3	patterns	pattern	NOUN
ap-284	51	4	two	two	NUM
ap-284	51	5	pattern	pattern	NOUN
ap-284	51	6	sets	set	NOUN
ap-284	51	7	were	be	AUX
ap-284	51	8	adopted	adopt	VERB
ap-284	51	9	,	,	PUNCT
ap-284	51	10	one	one	NUM
ap-284	51	11	for	for	ADP
ap-284	51	12	training	training	NOUN
ap-284	51	13	and	and	CCONJ
ap-284	51	14	the	the	DET
ap-284	51	15	other	other	ADJ
ap-284	51	16	for	for	ADP
ap-284	51	17	testing	test	VERB
ap-284	51	18	the	the	DET
ap-284	51	19	present	present	ADJ
ap-284	51	20	siis	siis	PROPN
ap-284	51	21	-	-	PUNCT
ap-284	51	22	ann	ann	PROPN
ap-284	51	23	.	.	PUNCT
ap-284	52	1	each	each	DET
ap-284	52	2	set	set	NOUN
ap-284	52	3	contains	contain	VERB
ap-284	52	4	341	341	NUM
ap-284	52	5	input	input	NOUN
ap-284	52	6	patterns	pattern	NOUN
ap-284	52	7	(	(	PUNCT
ap-284	52	8	119	119	NUM
ap-284	52	9	stellar	stellar	ADJ
ap-284	52	10	images	image	NOUN
ap-284	52	11	,	,	PUNCT
ap-284	52	12	111	111	NUM
ap-284	52	13	cosmic	cosmic	ADJ
ap-284	52	14	ray	ray	NOUN
ap-284	52	15	events	event	NOUN
ap-284	52	16	and	and	CCONJ
ap-284	52	17	111	111	NUM
ap-284	52	18	noises	noise	NOUN
ap-284	52	19	)	)	PUNCT
ap-284	52	20	.	.	PUNCT
ap-284	53	1	each	each	DET
ap-284	53	2	pattern	pattern	NOUN
ap-284	53	3	comprises	comprise	VERB
ap-284	53	4	the	the	DET
ap-284	53	5	data	datum	NOUN
ap-284	53	6	of	of	ADP
ap-284	53	7	a	a	DET
ap-284	53	8	5×5	5×5	NUM
ap-284	53	9	–	–	PUNCT
ap-284	53	10	pixel	pixel	PROPN
ap-284	53	11	array	array	NOUN
ap-284	53	12	,	,	PUNCT
ap-284	53	13	where	where	SCONJ
ap-284	53	14	the	the	DET
ap-284	53	15	central	central	ADJ
ap-284	53	16	pixel	pixel	NOUN
ap-284	53	17	represents	represent	VERB
ap-284	53	18	the	the	DET
ap-284	53	19	centre	centre	NOUN
ap-284	53	20	of	of	ADP
ap-284	53	21	its	its	PRON
ap-284	53	22	relevant	relevant	ADJ
ap-284	53	23	identity	identity	NOUN
ap-284	53	24	.	.	PUNCT
ap-284	54	1	all	all	DET
ap-284	54	2	values	value	NOUN
ap-284	54	3	were	be	AUX
ap-284	54	4	normalised	normalise	VERB
ap-284	54	5	with	with	ADP
ap-284	54	6	respect	respect	NOUN
ap-284	54	7	to	to	ADP
ap-284	54	8	the	the	DET
ap-284	54	9	central	central	ADJ
ap-284	54	10	value	value	NOUN
ap-284	54	11	.	.	PUNCT
ap-284	55	1	these	these	DET
ap-284	55	2	patterns	pattern	NOUN
ap-284	55	3	were	be	AUX
ap-284	55	4	randomised	randomise	VERB
ap-284	55	5	through	through	ADP
ap-284	55	6	each	each	DET
ap-284	55	7	set	set	NOUN
ap-284	55	8	.	.	PUNCT
ap-284	56	1	the	the	DET
ap-284	56	2	chosen	choose	VERB
ap-284	56	3	stellar	stellar	ADJ
ap-284	56	4	input	input	NOUN
ap-284	56	5	patterns	pattern	NOUN
ap-284	56	6	have	have	VERB
ap-284	56	7	a	a	DET
ap-284	56	8	wide	wide	ADJ
ap-284	56	9	range	range	NOUN
ap-284	56	10	of	of	ADP
ap-284	56	11	brightness	brightness	NOUN
ap-284	56	12	,	,	PUNCT
ap-284	56	13	while	while	SCONJ
ap-284	56	14	the	the	DET
ap-284	56	15	cosmic	cosmic	ADJ
ap-284	56	16	ray	ray	NOUN
ap-284	56	17	event	event	NOUN
ap-284	56	18	patterns	pattern	NOUN
ap-284	56	19	resemble	resemble	VERB
ap-284	56	20	energies	energy	NOUN
ap-284	56	21	from	from	ADP
ap-284	56	22	low	low	ADJ
ap-284	56	23	energy	energy	NOUN
ap-284	56	24	to	to	ADP
ap-284	56	25	high	high	ADJ
ap-284	56	26	energy	energy	NOUN
ap-284	56	27	.	.	PUNCT
ap-284	57	1	the	the	DET
ap-284	57	2	input	input	NOUN
ap-284	57	3	patterns	pattern	NOUN
ap-284	57	4	were	be	AUX
ap-284	57	5	adopted	adopt	VERB
ap-284	57	6	as	as	SCONJ
ap-284	57	7	follows	follow	VERB
ap-284	57	8	:	:	PUNCT
ap-284	57	9	�	�	PROPN
ap-284	57	10	1	1	NUM
ap-284	57	11	.	.	PUNCT
ap-284	57	12	mark	mark	VERB
ap-284	57	13	the	the	DET
ap-284	57	14	object	object	NOUN
ap-284	57	15	of	of	ADP
ap-284	57	16	interest	interest	NOUN
ap-284	57	17	(	(	PUNCT
ap-284	57	18	star	star	NOUN
ap-284	57	19	image	image	NOUN
ap-284	57	20	,	,	PUNCT
ap-284	57	21	cosmic	cosmic	ADJ
ap-284	57	22	ray	ray	NOUN
ap-284	57	23	event	event	NOUN
ap-284	57	24	,	,	PUNCT
ap-284	57	25	or	or	CCONJ
ap-284	57	26	noise	noise	NOUN
ap-284	57	27	)	)	PUNCT
ap-284	57	28	on	on	ADP
ap-284	57	29	some	some	DET
ap-284	57	30	ccd	ccd	NOUN
ap-284	57	31	frames	frame	NOUN
ap-284	57	32	.	.	PUNCT
ap-284	58	1	�	�	PROPN
ap-284	58	2	2	2	NUM
ap-284	58	3	.	.	PUNCT
ap-284	58	4	find	find	VERB
ap-284	58	5	the	the	DET
ap-284	58	6	brightest	bright	ADJ
ap-284	58	7	pixel	pixel	X
ap-284	58	8	.	.	PUNCT
ap-284	59	1	�	�	PROPN
ap-284	59	2	3	3	NUM
ap-284	59	3	.	.	X
ap-284	59	4	construct	construct	VERB
ap-284	59	5	a	a	DET
ap-284	59	6	5×5	5×5	NUM
ap-284	59	7	window	window	NOUN
ap-284	59	8	with	with	ADP
ap-284	59	9	the	the	DET
ap-284	59	10	brightest	bright	ADJ
ap-284	59	11	pixel	pixel	NOUN
ap-284	59	12	at	at	ADP
ap-284	59	13	its	its	PRON
ap-284	59	14	centre	centre	NOUN
ap-284	59	15	.	.	PUNCT
ap-284	60	1	�	�	PROPN
ap-284	60	2	4	4	NUM
ap-284	60	3	.	.	PUNCT
ap-284	60	4	extract	extract	VERB
ap-284	60	5	the	the	DET
ap-284	60	6	values	value	NOUN
ap-284	60	7	of	of	ADP
ap-284	60	8	the	the	DET
ap-284	60	9	pixels	pixel	NOUN
ap-284	60	10	corresponding	correspond	VERB
ap-284	60	11	to	to	ADP
ap-284	60	12	the	the	DET
ap-284	60	13	constructed	construct	VERB
ap-284	60	14	window	window	NOUN
ap-284	60	15	.	.	PUNCT
ap-284	61	1	�	�	PROPN
ap-284	61	2	5	5	NUM
ap-284	61	3	.	.	PUNCT
ap-284	62	1	normalise	normalise	VERB
ap-284	62	2	the	the	DET
ap-284	62	3	obtained	obtain	VERB
ap-284	62	4	values	value	NOUN
ap-284	62	5	by	by	ADP
ap-284	62	6	dividing	divide	VERB
ap-284	62	7	them	they	PRON
ap-284	62	8	by	by	ADP
ap-284	62	9	the	the	DET
ap-284	62	10	value	value	NOUN
ap-284	62	11	of	of	ADP
ap-284	62	12	the	the	DET
ap-284	62	13	brightest	bright	ADJ
ap-284	62	14	pixel	pixel	X
ap-284	62	15	.	.	PUNCT
ap-284	63	1	figure	figure	NOUN
ap-284	63	2	2	2	NUM
ap-284	63	3	demonstrates	demonstrate	VERB
ap-284	63	4	the	the	DET
ap-284	63	5	24	24	NUM
ap-284	63	6	-	-	PUNCT
ap-284	63	7	network	network	NOUN
ap-284	63	8	input	input	NOUN
ap-284	63	9	values	value	NOUN
ap-284	63	10	(	(	PUNCT
ap-284	63	11	zi	zi	NOUN
ap-284	63	12	)	)	PUNCT
ap-284	63	13	,	,	PUNCT
ap-284	63	14	where	where	SCONJ
ap-284	63	15	i(x	i(x	PROPN
ap-284	63	16	,	,	PUNCT
ap-284	63	17	y	y	PROPN
ap-284	63	18	)	)	PUNCT
ap-284	63	19	is	be	AUX
ap-284	63	20	the	the	DET
ap-284	63	21	value	value	NOUN
ap-284	63	22	of	of	ADP
ap-284	63	23	the	the	DET
ap-284	63	24	brightest	bright	ADJ
ap-284	63	25	central	central	ADJ
ap-284	63	26	pixel	pixel	NOUN
ap-284	63	27	.	.	PUNCT
ap-284	64	1	examples	example	NOUN
ap-284	64	2	of	of	ADP
ap-284	64	3	these	these	DET
ap-284	64	4	input	input	NOUN
ap-284	64	5	patterns	pattern	NOUN
ap-284	64	6	are	be	AUX
ap-284	64	7	given	give	VERB
ap-284	64	8	below	below	ADV
ap-284	64	9	.	.	PUNCT
ap-284	65	1	34	34	NUM
ap-284	66	1	©	©	PROPN
ap-284	66	2	czech	czech	PROPN
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ap-284	78	4	0.437500	0.437500	NUM
ap-284	78	5	0.390625	0.390625	NUM
ap-284	78	6	0.437500	0.437500	NUM
ap-284	78	7	0.546875	0.546875	NUM
ap-284	78	8	0.437500	0.437500	NUM
ap-284	78	9	0.375000	0.375000	NUM
ap-284	78	10	b	b	NOUN
ap-284	78	11	)	)	PUNCT
ap-284	78	12	5	5	NUM
ap-284	78	13	×	×	NOUN
ap-284	78	14	5	5	NUM
ap-284	78	15	window	window	NOUN
ap-284	78	16	pixel	pixel	NOUN
ap-284	78	17	(	(	PUNCT
ap-284	78	18	normalised	normalise	VERB
ap-284	78	19	values	value	NOUN
ap-284	78	20	)	)	PUNCT
ap-284	78	21	fig	fig	NOUN
ap-284	78	22	.	.	PUNCT
ap-284	79	1	4	4	NUM
ap-284	79	2	:	:	PUNCT
ap-284	79	3	faint	faint	ADJ
ap-284	79	4	star	star	NOUN
ap-284	79	5	input	input	NOUN
ap-284	79	6	pattern	pattern	NOUN
ap-284	79	7	21	21	NUM
ap-284	79	8	21	21	NUM
ap-284	79	9	22	22	NUM
ap-284	79	10	25	25	NUM
ap-284	79	11	19	19	NUM
ap-284	79	12	25	25	NUM
ap-284	79	13	21	21	NUM
ap-284	79	14	25	25	NUM
ap-284	79	15	20	20	NUM
ap-284	79	16	24	24	NUM
ap-284	79	17	22	22	NUM
ap-284	79	18	22	22	NUM
ap-284	79	19	201	201	NUM
ap-284	79	20	85	85	NUM
ap-284	79	21	22	22	NUM
ap-284	79	22	22	22	NUM
ap-284	79	23	19	19	NUM
ap-284	79	24	21	21	NUM
ap-284	79	25	24	24	NUM
ap-284	79	26	23	23	NUM
ap-284	79	27	23	23	NUM
ap-284	79	28	22	22	NUM
ap-284	79	29	21	21	NUM
ap-284	79	30	19	19	NUM
ap-284	79	31	24	24	NUM
ap-284	79	32	a	a	PRON
ap-284	79	33	)	)	PUNCT
ap-284	79	34	5	5	NUM
ap-284	79	35	×	×	NOUN
ap-284	79	36	5	5	NUM
ap-284	79	37	window	window	NOUN
ap-284	79	38	pixel	pixel	NOUN
ap-284	79	39	(	(	PUNCT
ap-284	79	40	original	original	ADJ
ap-284	79	41	values	value	NOUN
ap-284	79	42	)	)	PUNCT
ap-284	79	43	0.104478	0.104478	NUM
ap-284	79	44	0.104478	0.104478	NUM
ap-284	79	45	0.109453	0.109453	NUM
ap-284	79	46	0.124378	0.124378	NUM
ap-284	79	47	0.094527	0.094527	NUM
ap-284	80	1	0.124378	0.124378	NUM
ap-284	80	2	0.104478	0.104478	NUM
ap-284	80	3	0.124378	0.124378	NUM
ap-284	80	4	0.099502	0.099502	NUM
ap-284	80	5	0.119403	0.119403	NUM
ap-284	80	6	0.109453	0.109453	NUM
ap-284	80	7	0.109453	0.109453	NUM
ap-284	80	8	1	1	NUM
ap-284	80	9	0.422886	0.422886	NUM
ap-284	80	10	0.109453	0.109453	NUM
ap-284	80	11	0.109453	0.109453	NUM
ap-284	80	12	0.094527	0.094527	NUM
ap-284	80	13	0.104478	0.104478	NUM
ap-284	80	14	0.119403	0.119403	NUM
ap-284	80	15	0.114428	0.114428	NUM
ap-284	80	16	0.114428	0.114428	NUM
ap-284	80	17	0.109453	0.109453	NUM
ap-284	80	18	0.104478	0.104478	NUM
ap-284	80	19	0.094527	0.094527	NUM
ap-284	80	20	0.119403	0.119403	NUM
ap-284	80	21	b	b	NOUN
ap-284	80	22	)	)	PUNCT
ap-284	80	23	5	5	NUM
ap-284	80	24	×	×	NOUN
ap-284	80	25	5	5	NUM
ap-284	80	26	window	window	NOUN
ap-284	80	27	pixel	pixel	NOUN
ap-284	80	28	(	(	PUNCT
ap-284	80	29	normalised	normalise	VERB
ap-284	80	30	values	value	NOUN
ap-284	80	31	)	)	PUNCT
ap-284	80	32	fig	fig	NOUN
ap-284	80	33	.	.	PUNCT
ap-284	81	1	5	5	NUM
ap-284	81	2	:	:	PUNCT
ap-284	81	3	high	high	ADJ
ap-284	81	4	-	-	PUNCT
ap-284	81	5	energy	energy	NOUN
ap-284	81	6	cosmic	cosmic	ADJ
ap-284	81	7	ray	ray	NOUN
ap-284	81	8	input	input	NOUN
ap-284	81	9	pattern	pattern	NOUN
ap-284	81	10	21	21	NUM
ap-284	81	11	21	21	NUM
ap-284	81	12	22	22	NUM
ap-284	81	13	22	22	NUM
ap-284	81	14	23	23	NUM
ap-284	81	15	18	18	NUM
ap-284	81	16	22	22	NUM
ap-284	81	17	23	23	NUM
ap-284	81	18	18	18	NUM
ap-284	81	19	19	19	NUM
ap-284	81	20	20	20	NUM
ap-284	81	21	23	23	NUM
ap-284	81	22	187	187	NUM
ap-284	81	23	27	27	NUM
ap-284	81	24	21	21	NUM
ap-284	81	25	21	21	NUM
ap-284	81	26	24	24	NUM
ap-284	81	27	93	93	NUM
ap-284	81	28	30	30	NUM
ap-284	81	29	23	23	NUM
ap-284	81	30	22	22	NUM
ap-284	81	31	16	16	NUM
ap-284	81	32	21	21	NUM
ap-284	81	33	19	19	NUM
ap-284	81	34	22	22	NUM
ap-284	81	35	a	a	PRON
ap-284	81	36	)	)	PUNCT
ap-284	81	37	5	5	NUM
ap-284	81	38	×	×	NOUN
ap-284	81	39	5	5	NUM
ap-284	81	40	window	window	NOUN
ap-284	81	41	pixel	pixel	NOUN
ap-284	81	42	(	(	PUNCT
ap-284	81	43	original	original	ADJ
ap-284	81	44	values	value	NOUN
ap-284	81	45	)	)	PUNCT
ap-284	82	1	0.112299	0.112299	NUM
ap-284	82	2	0.112299	0.112299	NOUN
ap-284	83	1	0.117647	0.117647	NUM
ap-284	83	2	0.117647	0.117647	NUM
ap-284	83	3	0.122995	0.122995	NUM
ap-284	83	4	0.096257	0.096257	NUM
ap-284	83	5	0.117647	0.117647	NUM
ap-284	83	6	0.122995	0.122995	NUM
ap-284	83	7	0.096257	0.096257	NUM
ap-284	83	8	0.101604	0.101604	NUM
ap-284	83	9	0.106952	0.106952	NUM
ap-284	83	10	0.122995	0.122995	NUM
ap-284	83	11	1	1	NUM
ap-284	83	12	0.144385	0.144385	NUM
ap-284	83	13	0.112299	0.112299	NUM
ap-284	83	14	0.112299	0.112299	NOUN
ap-284	83	15	0.128342	0.128342	NUM
ap-284	83	16	0.497326	0.497326	NUM
ap-284	83	17	0.160428	0.160428	NUM
ap-284	83	18	0.122995	0.122995	NUM
ap-284	83	19	0.117647	0.117647	NUM
ap-284	83	20	0.085561	0.085561	NUM
ap-284	84	1	0.112299	0.112299	NUM
ap-284	84	2	0.101604	0.101604	NUM
ap-284	84	3	0.117647	0.117647	NUM
ap-284	84	4	b	b	NOUN
ap-284	84	5	)	)	PUNCT
ap-284	84	6	5	5	NUM
ap-284	84	7	×	×	NOUN
ap-284	84	8	5	5	NUM
ap-284	84	9	window	window	NOUN
ap-284	84	10	pixel	pixel	NOUN
ap-284	84	11	(	(	PUNCT
ap-284	84	12	normalised	normalise	VERB
ap-284	84	13	values	value	NOUN
ap-284	84	14	)	)	PUNCT
ap-284	84	15	fig	fig	NOUN
ap-284	84	16	.	.	PUNCT
ap-284	85	1	6	6	NUM
ap-284	85	2	:	:	PUNCT
ap-284	85	3	intermediate	intermediate	ADJ
ap-284	85	4	-	-	PUNCT
ap-284	85	5	energy	energy	NOUN
ap-284	85	6	cosmic	cosmic	ADJ
ap-284	85	7	ray	ray	NOUN
ap-284	85	8	input	input	NOUN
ap-284	85	9	pattern	pattern	NOUN
ap-284	85	10	3.2.3	3.2.3	NUM
ap-284	85	11	noise	noise	NOUN
ap-284	85	12	input	input	NOUN
ap-284	85	13	pattern	pattern	NOUN
ap-284	85	14	:	:	PUNCT
ap-284	85	15	figure	figure	NOUN
ap-284	85	16	8	8	NUM
ap-284	85	17	provides	provide	VERB
ap-284	85	18	an	an	DET
ap-284	85	19	example	example	NOUN
ap-284	85	20	of	of	ADP
ap-284	85	21	the	the	DET
ap-284	85	22	noise	noise	NOUN
ap-284	85	23	input	input	NOUN
ap-284	85	24	pattern	pattern	NOUN
ap-284	85	25	.	.	PUNCT
ap-284	86	1	3.3	3.3	NUM
ap-284	86	2	output	output	NOUN
ap-284	86	3	patterns	pattern	NOUN
ap-284	86	4	the	the	DET
ap-284	86	5	present	present	ADJ
ap-284	86	6	siis	siis	PROPN
ap-284	86	7	-	-	PUNCT
ap-284	86	8	ann	ann	PROPN
ap-284	86	9	was	be	AUX
ap-284	86	10	trained	train	VERB
ap-284	86	11	with	with	ADP
ap-284	86	12	all	all	DET
ap-284	86	13	desired	desire	VERB
ap-284	86	14	output	output	NOUN
ap-284	86	15	values	value	NOUN
ap-284	86	16	(	(	PUNCT
ap-284	86	17	oi	oi	INTJ
ap-284	86	18	)	)	PUNCT
ap-284	86	19	set	set	NOUN
ap-284	86	20	to	to	ADP
ap-284	86	21	zero	zero	NUM
ap-284	86	22	,	,	PUNCT
ap-284	86	23	except	except	SCONJ
ap-284	86	24	the	the	DET
ap-284	86	25	value	value	NOUN
ap-284	86	26	for	for	ADP
ap-284	86	27	the	the	DET
ap-284	86	28	class	class	NOUN
ap-284	86	29	of	of	ADP
ap-284	86	30	the	the	DET
ap-284	86	31	input	input	NOUN
ap-284	86	32	pattern	pattern	NOUN
ap-284	86	33	,	,	PUNCT
ap-284	86	34	which	which	PRON
ap-284	86	35	was	be	AUX
ap-284	86	36	set	set	VERB
ap-284	86	37	to	to	ADP
ap-284	86	38	unity	unity	NOUN
ap-284	86	39	.	.	PUNCT
ap-284	87	1	table	table	NOUN
ap-284	87	2	(	(	PUNCT
ap-284	87	3	1	1	X
ap-284	87	4	)	)	PUNCT
ap-284	87	5	summarises	summarise	VERB
ap-284	87	6	the	the	DET
ap-284	87	7	desired	desire	VERB
ap-284	87	8	output	output	NOUN
ap-284	87	9	values	value	NOUN
ap-284	87	10	for	for	ADP
ap-284	87	11	a	a	DET
ap-284	87	12	star	star	NOUN
ap-284	87	13	,	,	PUNCT
ap-284	87	14	a	a	DET
ap-284	87	15	cosmic	cosmic	ADJ
ap-284	87	16	ray	ray	NOUN
ap-284	87	17	,	,	PUNCT
ap-284	87	18	and	and	CCONJ
ap-284	87	19	noise	noise	NOUN
ap-284	87	20	.	.	PUNCT
ap-284	88	1	3.4	3.4	NUM
ap-284	88	2	training	training	NOUN
ap-284	88	3	error	error	NOUN
ap-284	88	4	for	for	ADP
ap-284	88	5	the	the	DET
ap-284	88	6	purpose	purpose	NOUN
ap-284	88	7	of	of	ADP
ap-284	88	8	weight	weight	NOUN
ap-284	88	9	adjustment	adjustment	NOUN
ap-284	88	10	in	in	ADP
ap-284	88	11	each	each	DET
ap-284	88	12	training	training	NOUN
ap-284	88	13	step	step	NOUN
ap-284	88	14	,	,	PUNCT
ap-284	88	15	the	the	DET
ap-284	88	16	error	error	NOUN
ap-284	88	17	to	to	PART
ap-284	88	18	be	be	AUX
ap-284	88	19	reduced	reduce	VERB
ap-284	88	20	is	be	AUX
ap-284	88	21	usually	usually	ADV
ap-284	88	22	that	that	PRON
ap-284	88	23	computed	compute	VERB
ap-284	88	24	only	only	ADV
ap-284	88	25	for	for	ADP
ap-284	88	26	the	the	DET
ap-284	88	27	pattern	pattern	NOUN
ap-284	88	28	currently	currently	ADV
ap-284	88	29	being	be	AUX
ap-284	88	30	undertaken	undertake	VERB
ap-284	88	31	.	.	PUNCT
ap-284	89	1	to	to	PART
ap-284	89	2	assess	assess	VERB
ap-284	89	3	the	the	DET
ap-284	89	4	quality	quality	NOUN
ap-284	89	5	and	and	CCONJ
ap-284	89	6	success	success	NOUN
ap-284	89	7	of	of	ADP
ap-284	89	8	the	the	DET
ap-284	89	9	training	training	NOUN
ap-284	89	10	,	,	PUNCT
ap-284	89	11	however	however	ADV
ap-284	89	12	,	,	PUNCT
ap-284	89	13	the	the	DET
ap-284	89	14	joint	joint	ADJ
ap-284	89	15	errors	error	NOUN
ap-284	89	16	must	must	AUX
ap-284	89	17	be	be	AUX
ap-284	89	18	computed	compute	VERB
ap-284	89	19	for	for	ADP
ap-284	89	20	the	the	DET
ap-284	89	21	entire	entire	ADJ
ap-284	89	22	batch	batch	NOUN
ap-284	89	23	of	of	ADP
ap-284	89	24	training	training	NOUN
ap-284	89	25	patterns	pattern	NOUN
ap-284	89	26	.	.	PUNCT
ap-284	90	1	it	it	PRON
ap-284	90	2	should	should	AUX
ap-284	90	3	be	be	AUX
ap-284	90	4	pointed	point	VERB
ap-284	90	5	out	out	ADP
ap-284	90	6	that	that	SCONJ
ap-284	90	7	networks	network	NOUN
ap-284	90	8	in	in	ADP
ap-284	90	9	classification	classification	NOUN
ap-284	90	10	applications	application	NOUN
ap-284	90	11	may	may	AUX
ap-284	90	12	perform	perform	VERB
ap-284	90	13	as	as	ADP
ap-284	90	14	excellent	excellent	ADJ
ap-284	90	15	classifiers	classifier	NOUN
ap-284	90	16	and	and	CCONJ
ap-284	90	17	may	may	AUX
ap-284	90	18	exhibit	exhibit	VERB
ap-284	90	19	zero	zero	NUM
ap-284	90	20	decision	decision	NOUN
ap-284	90	21	errors	error	NOUN
ap-284	90	22	while	while	SCONJ
ap-284	90	23	still	still	ADV
ap-284	90	24	yielding	yield	VERB
ap-284	90	25	substantial	substantial	ADJ
ap-284	90	26	continuous	continuous	ADJ
ap-284	90	27	response	response	NOUN
ap-284	90	28	(	(	PUNCT
ap-284	90	29	cumulative	cumulative	ADJ
ap-284	90	30	and	and	CCONJ
ap-284	90	31	root	root	NOUN
ap-284	90	32	mean	mean	ADJ
ap-284	90	33	square	square	ADJ
ap-284	90	34	)	)	PUNCT
ap-284	90	35	errors	error	NOUN
ap-284	90	36	.	.	PUNCT
ap-284	91	1	in	in	ADP
ap-284	91	2	this	this	DET
ap-284	91	3	case	case	NOUN
ap-284	91	4	,	,	PUNCT
ap-284	91	5	the	the	DET
ap-284	91	6	decision	decision	NOUN
ap-284	91	7	error	error	NOUN
ap-284	91	8	adequately	adequately	ADV
ap-284	91	9	reflects	reflect	VERB
ap-284	91	10	the	the	DET
ap-284	91	11	accuracy	accuracy	NOUN
ap-284	91	12	of	of	ADP
ap-284	91	13	the	the	DET
ap-284	91	14	neural	neural	ADJ
ap-284	91	15	network	network	NOUN
ap-284	91	16	classifiers	classifier	NOUN
ap-284	91	17	.	.	PUNCT
ap-284	92	1	this	this	DET
ap-284	92	2	error	error	NOUN
ap-284	92	3	was	be	AUX
ap-284	92	4	adopted	adopt	VERB
ap-284	92	5	for	for	ADP
ap-284	92	6	the	the	DET
ap-284	92	7	network	network	NOUN
ap-284	92	8	training	training	NOUN
ap-284	92	9	.	.	PUNCT
ap-284	93	1	while	while	SCONJ
ap-284	93	2	training	train	VERB
ap-284	93	3	the	the	DET
ap-284	93	4	present	present	ADJ
ap-284	93	5	siis	siis	PROPN
ap-284	93	6	-	-	PUNCT
ap-284	93	7	ann	ann	PROPN
ap-284	93	8	,	,	PUNCT
ap-284	93	9	all	all	DET
ap-284	93	10	the	the	DET
ap-284	93	11	desired	desire	VERB
ap-284	93	12	output	output	NOUN
ap-284	93	13	values	value	NOUN
ap-284	93	14	were	be	AUX
ap-284	93	15	set	set	VERB
ap-284	93	16	to	to	ADP
ap-284	93	17	the	the	DET
ap-284	93	18	values	value	NOUN
ap-284	93	19	listed	list	VERB
ap-284	93	20	in	in	ADP
ap-284	93	21	table	table	NOUN
ap-284	93	22	(	(	PUNCT
ap-284	93	23	1	1	NUM
ap-284	93	24	)	)	PUNCT
ap-284	93	25	.	.	PUNCT
ap-284	94	1	in	in	ADP
ap-284	94	2	addition	addition	NOUN
ap-284	94	3	,	,	PUNCT
ap-284	94	4	the	the	DET
ap-284	94	5	decision	decision	NOUN
ap-284	94	6	error	error	NOUN
ap-284	94	7	was	be	AUX
ap-284	94	8	used	use	VERB
ap-284	94	9	to	to	PART
ap-284	94	10	terminate	terminate	VERB
ap-284	94	11	the	the	DET
ap-284	94	12	training	training	NOUN
ap-284	94	13	process	process	NOUN
ap-284	94	14	when	when	SCONJ
ap-284	94	15	it	it	PRON
ap-284	94	16	reached	reach	VERB
ap-284	94	17	,	,	PUNCT
ap-284	94	18	practically	practically	ADV
ap-284	94	19	,	,	PUNCT
ap-284	94	20	a	a	DET
ap-284	94	21	zero	zero	NUM
ap-284	94	22	value	value	NOUN
ap-284	94	23	.	.	PUNCT
ap-284	95	1	such	such	DET
ap-284	95	2	an	an	DET
ap-284	95	3	error	error	NOUN
ap-284	95	4	is	be	AUX
ap-284	95	5	defined	define	VERB
ap-284	95	6	by	by	ADP
ap-284	95	7	:	:	PUNCT
ap-284	95	8	e	e	NOUN
ap-284	95	9	n	n	PRON
ap-284	95	10	pkd	pkd	PROPN
ap-284	95	11	err	err	PROPN
ap-284	95	12	�	�	PROPN
ap-284	95	13	where	where	SCONJ
ap-284	95	14	nerr	nerr	PROPN
ap-284	95	15	is	be	AUX
ap-284	95	16	the	the	DET
ap-284	95	17	total	total	ADJ
ap-284	95	18	number	number	NOUN
ap-284	95	19	of	of	ADP
ap-284	95	20	bit	bit	NOUN
ap-284	95	21	errors	error	NOUN
ap-284	95	22	resulting	result	VERB
ap-284	95	23	at	at	ADP
ap-284	95	24	k	k	PROPN
ap-284	95	25	thresholded	thresholde	VERB
ap-284	95	26	outputs	output	NOUN
ap-284	95	27	over	over	ADP
ap-284	95	28	the	the	DET
ap-284	95	29	complete	complete	ADJ
ap-284	95	30	cycle	cycle	NOUN
ap-284	95	31	,	,	PUNCT
ap-284	95	32	and	and	CCONJ
ap-284	95	33	p	p	NOUN
ap-284	95	34	is	be	AUX
ap-284	95	35	the	the	DET
ap-284	95	36	number	number	NOUN
ap-284	95	37	patterns	pattern	NOUN
ap-284	95	38	.	.	PUNCT
ap-284	96	1	in	in	ADP
ap-284	96	2	our	our	PRON
ap-284	96	3	siis	siis	PROPN
ap-284	96	4	-	-	PUNCT
ap-284	96	5	ann	ann	PROPN
ap-284	96	6	,	,	PUNCT
ap-284	96	7	k	k	PROPN
ap-284	96	8	=	=	SYM
ap-284	96	9	3	3	NUM
ap-284	96	10	,	,	PUNCT
ap-284	96	11	and	and	CCONJ
ap-284	96	12	nerr	nerr	PROPN
ap-284	96	13	is	be	AUX
ap-284	96	14	computed	compute	VERB
ap-284	96	15	as	as	SCONJ
ap-284	96	16	follows	follow	VERB
ap-284	96	17	:	:	PUNCT
ap-284	96	18	�	�	PROPN
ap-284	96	19	at	at	ADP
ap-284	96	20	the	the	DET
ap-284	96	21	beginning	beginning	NOUN
ap-284	96	22	of	of	ADP
ap-284	96	23	each	each	DET
ap-284	96	24	training	training	NOUN
ap-284	96	25	cycle	cycle	NOUN
ap-284	96	26	set	set	VERB
ap-284	96	27	nerr=0	nerr=0	PROPN
ap-284	96	28	�	�	PROPN
ap-284	96	29	for	for	ADP
ap-284	96	30	an	an	DET
ap-284	96	31	individual	individual	ADJ
ap-284	96	32	pattern	pattern	NOUN
ap-284	96	33	:	:	PUNCT
ap-284	96	34	if	if	SCONJ
ap-284	96	35	the	the	DET
ap-284	96	36	desired	desire	VERB
ap-284	96	37	output	output	NOUN
ap-284	96	38	=	=	SYM
ap-284	96	39	1	1	NUM
ap-284	96	40	and	and	CCONJ
ap-284	96	41	the	the	DET
ap-284	96	42	actual	actual	ADJ
ap-284	96	43	output	output	NOUN
ap-284	96	44	�	�	PROPN
ap-284	96	45	0.9	0.9	NUM
ap-284	96	46	or	or	CCONJ
ap-284	96	47	the	the	DET
ap-284	96	48	desired	desire	VERB
ap-284	96	49	output	output	NOUN
ap-284	96	50	=	=	SYM
ap-284	96	51	0	0	NUM
ap-284	96	52	and	and	CCONJ
ap-284	96	53	the	the	DET
ap-284	96	54	actual	actual	ADJ
ap-284	96	55	output	output	NOUN
ap-284	96	56	�	�	PROPN
ap-284	96	57	0.1	0.1	NUM
ap-284	96	58	then	then	ADV
ap-284	96	59	nerr	nerr	PROPN
ap-284	96	60	is	be	AUX
ap-284	96	61	incremented	incremente	VERB
ap-284	96	62	and	and	CCONJ
ap-284	96	63	the	the	DET
ap-284	96	64	step	step	NOUN
ap-284	96	65	is	be	AUX
ap-284	96	66	re	re	VERB
ap-284	96	67	-	-	VERB
ap-284	96	68	executed	execute	VERB
ap-284	96	69	.	.	PUNCT
ap-284	97	1	�	�	PROPN
ap-284	97	2	at	at	ADP
ap-284	97	3	the	the	DET
ap-284	97	4	end	end	NOUN
ap-284	97	5	of	of	ADP
ap-284	97	6	the	the	DET
ap-284	97	7	cycle	cycle	NOUN
ap-284	97	8	set	set	VERB
ap-284	97	9	e	e	NOUN
ap-284	97	10	n	n	PRON
ap-284	97	11	pkd	pkd	PROPN
ap-284	97	12	err	err	PROPN
ap-284	97	13	�	�	PROPN
ap-284	97	14	3.5	3.5	NUM
ap-284	97	15	learning	learning	NOUN
ap-284	97	16	factors	factor	NOUN
ap-284	97	17	implementation	implementation	NOUN
ap-284	97	18	of	of	ADP
ap-284	97	19	the	the	DET
ap-284	97	20	error	error	NOUN
ap-284	97	21	back	back	NOUN
ap-284	97	22	-	-	PUNCT
ap-284	97	23	propagation	propagation	NOUN
ap-284	97	24	learning	learn	VERB
ap-284	97	25	algorithm	algorithm	NOUN
ap-284	97	26	may	may	AUX
ap-284	97	27	encounter	encounter	VERB
ap-284	97	28	various	various	ADJ
ap-284	97	29	difficulties	difficulty	NOUN
ap-284	97	30	.	.	PUNCT
ap-284	98	1	one	one	NUM
ap-284	98	2	of	of	ADP
ap-284	98	3	the	the	DET
ap-284	98	4	problems	problem	NOUN
ap-284	98	5	is	be	AUX
ap-284	98	6	that	that	SCONJ
ap-284	98	7	the	the	DET
ap-284	98	8	error	error	NOUN
ap-284	98	9	minimisation	minimisation	NOUN
ap-284	98	10	procedure	procedure	NOUN
ap-284	98	11	may	may	AUX
ap-284	98	12	produce	produce	VERB
ap-284	98	13	only	only	ADV
ap-284	98	14	shallow	shallow	ADJ
ap-284	98	15	local	local	ADJ
ap-284	98	16	minima	minima	NOUN
ap-284	98	17	in	in	ADP
ap-284	98	18	many	many	ADJ
ap-284	98	19	of	of	ADP
ap-284	98	20	the	the	DET
ap-284	98	21	training	training	NOUN
ap-284	98	22	cases	case	NOUN
ap-284	98	23	.	.	PUNCT
ap-284	99	1	this	this	PRON
ap-284	99	2	may	may	AUX
ap-284	99	3	be	be	AUX
ap-284	99	4	sufficiently	sufficiently	ADV
ap-284	99	5	avoided	avoid	VERB
ap-284	99	6	by	by	ADP
ap-284	99	7	including	include	VERB
ap-284	99	8	some	some	DET
ap-284	99	9	form	form	NOUN
ap-284	99	10	of	of	ADP
ap-284	99	11	randomness	randomness	NOUN
ap-284	99	12	in	in	ADP
ap-284	99	13	the	the	DET
ap-284	99	14	algorithm	algorithm	NOUN
ap-284	99	15	concerning	concern	VERB
ap-284	99	16	:	:	PUNCT
ap-284	99	17	ainitial	ainitial	ADJ
ap-284	99	18	weights	weight	NOUN
ap-284	99	19	the	the	DET
ap-284	99	20	weights	weight	NOUN
ap-284	99	21	of	of	ADP
ap-284	99	22	the	the	DET
ap-284	99	23	network	network	NOUN
ap-284	99	24	to	to	PART
ap-284	99	25	be	be	AUX
ap-284	99	26	trained	train	VERB
ap-284	99	27	are	be	AUX
ap-284	99	28	typically	typically	ADV
ap-284	99	29	initialised	initialise	VERB
ap-284	99	30	at	at	ADP
ap-284	99	31	small	small	ADJ
ap-284	99	32	random	random	ADJ
ap-284	99	33	values	value	NOUN
ap-284	99	34	.	.	PUNCT
ap-284	100	1	the	the	DET
ap-284	100	2	choice	choice	NOUN
ap-284	100	3	of	of	ADP
ap-284	100	4	initial	initial	ADJ
ap-284	100	5	weights	weight	NOUN
ap-284	100	6	is	be	AUX
ap-284	100	7	,	,	PUNCT
ap-284	100	8	however	however	ADV
ap-284	100	9	,	,	PUNCT
ap-284	100	10	only	only	ADV
ap-284	100	11	one	one	NUM
ap-284	100	12	of	of	ADP
ap-284	100	13	several	several	ADJ
ap-284	100	14	factors	factor	NOUN
ap-284	100	15	affecting	affect	VERB
ap-284	100	16	the	the	DET
ap-284	100	17	training	training	NOUN
ap-284	100	18	of	of	ADP
ap-284	100	19	the	the	DET
ap-284	100	20	network	network	NOUN
ap-284	100	21	toward	toward	ADP
ap-284	100	22	an	an	DET
ap-284	100	23	acceptable	acceptable	ADJ
ap-284	100	24	minimum	minimum	NOUN
ap-284	100	25	error	error	NOUN
ap-284	100	26	.	.	PUNCT
ap-284	101	1	the	the	DET
ap-284	101	2	initial	initial	ADJ
ap-284	101	3	weights	weight	NOUN
ap-284	101	4	of	of	ADP
ap-284	101	5	the	the	DET
ap-284	101	6	present	present	ADJ
ap-284	101	7	network	network	NOUN
ap-284	101	8	were	be	AUX
ap-284	101	9	initialised	initialise	VERB
ap-284	101	10	at	at	ADP
ap-284	101	11	small	small	ADJ
ap-284	101	12	random	random	ADJ
ap-284	101	13	values	value	NOUN
ap-284	101	14	(	(	PUNCT
ap-284	101	15	between	between	ADP
ap-284	101	16	0.0	0.0	NUM
ap-284	101	17	and	and	CCONJ
ap-284	101	18	0.1	0.1	NUM
ap-284	101	19	)	)	PUNCT
ap-284	101	20	,	,	PUNCT
ap-284	101	21	except	except	SCONJ
ap-284	101	22	the	the	DET
ap-284	101	23	bias	bias	NOUN
ap-284	101	24	values	value	NOUN
ap-284	101	25	(	(	PUNCT
ap-284	101	26	v1,0	v1,0	PROPN
ap-284	101	27	,	,	PUNCT
ap-284	101	28	v2,0	v2,0	PROPN
ap-284	101	29	,	,	PUNCT
ap-284	101	30	v3,0	v3,0	PROPN
ap-284	101	31	,	,	PUNCT
ap-284	101	32	v4,0	v4,0	PRON
ap-284	101	33	,	,	PUNCT
ap-284	101	34	w1,0	w1,0	PROPN
ap-284	101	35	,	,	PUNCT
ap-284	101	36	w2,0	w2,0	PROPN
ap-284	101	37	,	,	PUNCT
ap-284	101	38	and	and	CCONJ
ap-284	101	39	w3,0	w3,0	PRON
ap-284	101	40	)	)	PUNCT
ap-284	101	41	for	for	ADP
ap-284	101	42	the	the	DET
ap-284	101	43	hidden	hide	VERB
ap-284	101	44	and	and	CCONJ
ap-284	101	45	output	output	NOUN
ap-284	101	46	layers	layer	NOUN
ap-284	101	47	.	.	PUNCT
ap-284	102	1	these	these	DET
ap-284	102	2	biases	bias	NOUN
ap-284	102	3	were	be	AUX
ap-284	102	4	initialised	initialise	VERB
ap-284	102	5	at	at	ADP
ap-284	102	6	negative	negative	ADJ
ap-284	102	7	random	random	ADJ
ap-284	102	8	small	small	ADJ
ap-284	102	9	values	value	NOUN
ap-284	102	10	(	(	PUNCT
ap-284	102	11	between	between	ADP
ap-284	102	12	0.0	0.0	NUM
ap-284	102	13	and	and	CCONJ
ap-284	102	14	�	�	NOUN
ap-284	102	15	0.1	0.1	NUM
ap-284	102	16	)	)	PUNCT
ap-284	102	17	.	.	PUNCT
ap-284	103	1	blearning	blearne	VERB
ap-284	103	2	constant	constant	ADJ
ap-284	103	3	various	various	ADJ
ap-284	103	4	values	value	NOUN
ap-284	103	5	were	be	AUX
ap-284	103	6	adopted	adopt	VERB
ap-284	103	7	for	for	ADP
ap-284	103	8	the	the	DET
ap-284	103	9	learning	learn	VERB
ap-284	103	10	constant	constant	ADJ
ap-284	103	11	�	�	PROPN
ap-284	103	12	.	.	PUNCT
ap-284	104	1	it	it	PRON
ap-284	104	2	was	be	AUX
ap-284	104	3	found	find	VERB
ap-284	104	4	that	that	SCONJ
ap-284	104	5	the	the	DET
ap-284	104	6	values	value	NOUN
ap-284	104	7	of	of	ADP
ap-284	104	8	the	the	DET
ap-284	104	9	cumulative	cumulative	ADJ
ap-284	104	10	,	,	PUNCT
ap-284	104	11	root	root	NOUN
ap-284	104	12	mean	mean	NOUN
ap-284	104	13	square	square	ADJ
ap-284	104	14	and	and	CCONJ
ap-284	104	15	decision	decision	NOUN
ap-284	104	16	errors	error	NOUN
ap-284	104	17	reached	reach	VERB
ap-284	104	18	their	their	PRON
ap-284	104	19	minimum	minimum	ADJ
ap-284	104	20	and	and	CCONJ
ap-284	104	21	acceptable	acceptable	ADJ
ap-284	104	22	values	value	NOUN
ap-284	104	23	after	after	ADP
ap-284	104	24	400	400	NUM
ap-284	104	25	and	and	CCONJ
ap-284	104	26	5000	5000	NUM
ap-284	104	27	learning	learn	VERB
ap-284	104	28	cycles	cycle	NOUN
ap-284	104	29	for	for	ADP
ap-284	104	30	�	�	PROPN
ap-284	104	31	=	=	SYM
ap-284	104	32	0.1	0.1	NUM
ap-284	104	33	and	and	CCONJ
ap-284	104	34	�	�	PROPN
ap-284	104	35	=	=	PUNCT
ap-284	104	36	0.01	0.01	NUM
ap-284	104	37	,	,	PUNCT
ap-284	104	38	respectively	respectively	ADV
ap-284	104	39	[	[	X
ap-284	104	40	9	9	NUM
ap-284	104	41	]	]	PUNCT
ap-284	104	42	.	.	PUNCT
ap-284	105	1	however	however	ADV
ap-284	105	2	,	,	PUNCT
ap-284	105	3	the	the	DET
ap-284	105	4	latter	latter	ADJ
ap-284	105	5	value	value	NOUN
ap-284	105	6	(	(	PUNCT
ap-284	105	7	�	�	NOUN
ap-284	105	8	=	=	NOUN
ap-284	105	9	0.01	0.01	NUM
ap-284	105	10	)	)	PUNCT
ap-284	105	11	36	36	NUM
ap-284	105	12	©	©	PROPN
ap-284	105	13	czech	czech	PROPN
ap-284	105	14	technical	technical	PROPN
ap-284	105	15	university	university	PROPN
ap-284	105	16	publishing	publishing	NOUN
ap-284	105	17	house	house	NOUN
ap-284	105	18	http://ctn.cvut.cz/ap/	http://ctn.cvut.cz/ap/	PROPN
ap-284	105	19	acta	acta	PROPN
ap-284	105	20	polytechnica	polytechnica	PROPN
ap-284	105	21	vol	vol	NOUN
ap-284	105	22	.	.	PUNCT
ap-284	106	1	41	41	NUM
ap-284	107	1	no	no	NOUN
ap-284	107	2	.	.	PUNCT
ap-284	108	1	6/2001	6/2001	NUM
ap-284	108	2	19	19	NUM
ap-284	108	3	25	25	NUM
ap-284	108	4	23	23	NUM
ap-284	108	5	20	20	NUM
ap-284	108	6	21	21	NUM
ap-284	108	7	22	22	NUM
ap-284	108	8	22	22	NUM
ap-284	108	9	22	22	NUM
ap-284	108	10	21	21	NUM
ap-284	108	11	21	21	NUM
ap-284	108	12	21	21	NUM
ap-284	108	13	20	20	NUM
ap-284	108	14	61	61	NUM
ap-284	108	15	19	19	NUM
ap-284	108	16	21	21	NUM
ap-284	108	17	21	21	NUM
ap-284	108	18	22	22	NUM
ap-284	108	19	22	22	NUM
ap-284	108	20	22	22	NUM
ap-284	108	21	25	25	NUM
ap-284	108	22	21	21	NUM
ap-284	108	23	24	24	NUM
ap-284	108	24	20	20	NUM
ap-284	108	25	21	21	NUM
ap-284	108	26	21	21	NUM
ap-284	108	27	a	a	PRON
ap-284	108	28	)	)	PUNCT
ap-284	108	29	5	5	NUM
ap-284	108	30	×	×	NOUN
ap-284	108	31	5	5	NUM
ap-284	108	32	window	window	NOUN
ap-284	108	33	pixel	pixel	NOUN
ap-284	108	34	(	(	PUNCT
ap-284	108	35	original	original	ADJ
ap-284	108	36	values	value	NOUN
ap-284	108	37	)	)	PUNCT
ap-284	108	38	0.311475	0.311475	NUM
ap-284	108	39	0.409836	0.409836	NUM
ap-284	108	40	0.377049	0.377049	NUM
ap-284	108	41	0.327869	0.327869	NUM
ap-284	108	42	0.344262	0.344262	NUM
ap-284	108	43	0.360656	0.360656	NUM
ap-284	108	44	0.360656	0.360656	NUM
ap-284	108	45	0.360656	0.360656	NUM
ap-284	108	46	0.344262	0.344262	NUM
ap-284	108	47	0.344262	0.344262	NUM
ap-284	108	48	0.344262	0.344262	NUM
ap-284	108	49	0.327869	0.327869	NUM
ap-284	108	50	1	1	NUM
ap-284	108	51	0.311475	0.311475	NUM
ap-284	108	52	0.344262	0.344262	NUM
ap-284	108	53	0.344262	0.344262	NUM
ap-284	108	54	0.360656	0.360656	NUM
ap-284	108	55	0.360656	0.360656	NUM
ap-284	108	56	0.360656	0.360656	NUM
ap-284	108	57	0.409836	0.409836	NUM
ap-284	108	58	0.344262	0.344262	NUM
ap-284	108	59	0.393443	0.393443	NUM
ap-284	108	60	0.327869	0.327869	NUM
ap-284	108	61	0.344262	0.344262	NUM
ap-284	108	62	0.344262	0.344262	NUM
ap-284	108	63	b	b	NOUN
ap-284	108	64	)	)	PUNCT
ap-284	108	65	5	5	NUM
ap-284	108	66	×	×	NOUN
ap-284	108	67	5	5	NUM
ap-284	108	68	window	window	NOUN
ap-284	108	69	pixel	pixel	NOUN
ap-284	108	70	(	(	PUNCT
ap-284	108	71	normalised	normalise	VERB
ap-284	108	72	values	value	NOUN
ap-284	108	73	)	)	PUNCT
ap-284	108	74	fig	fig	NOUN
ap-284	108	75	.	.	PUNCT
ap-284	109	1	7	7	NUM
ap-284	109	2	:	:	PUNCT
ap-284	109	3	low	low	ADJ
ap-284	109	4	-	-	PUNCT
ap-284	109	5	energy	energy	NOUN
ap-284	109	6	cosmic	cosmic	ADJ
ap-284	109	7	ray	ray	NOUN
ap-284	109	8	input	input	NOUN
ap-284	109	9	pattern	pattern	NOUN
ap-284	109	10	20	20	NUM
ap-284	109	11	19	19	NUM
ap-284	109	12	22	22	NUM
ap-284	109	13	25	25	NUM
ap-284	109	14	23	23	NUM
ap-284	109	15	23	23	NUM
ap-284	109	16	24	24	NUM
ap-284	109	17	22	22	NUM
ap-284	109	18	22	22	NUM
ap-284	109	19	24	24	NUM
ap-284	109	20	21	21	NUM
ap-284	109	21	21	21	NUM
ap-284	109	22	27	27	NUM
ap-284	109	23	22	22	NUM
ap-284	109	24	21	21	NUM
ap-284	109	25	21	21	NUM
ap-284	109	26	24	24	NUM
ap-284	109	27	25	25	NUM
ap-284	109	28	21	21	NUM
ap-284	109	29	22	22	NUM
ap-284	109	30	19	19	NUM
ap-284	109	31	21	21	NUM
ap-284	109	32	24	24	NUM
ap-284	109	33	23	23	NUM
ap-284	109	34	16	16	NUM
ap-284	109	35	a	a	DET
ap-284	109	36	)	)	PUNCT
ap-284	109	37	5	5	NUM
ap-284	109	38	×	×	NOUN
ap-284	109	39	5	5	NUM
ap-284	109	40	window	window	NOUN
ap-284	109	41	pixel	pixel	NOUN
ap-284	109	42	(	(	PUNCT
ap-284	109	43	original	original	ADJ
ap-284	109	44	values	value	NOUN
ap-284	109	45	)	)	PUNCT
ap-284	110	1	0.740741	0.740741	NUM
ap-284	110	2	0.703704	0.703704	NUM
ap-284	110	3	0.814815	0.814815	NUM
ap-284	110	4	0.925926	0.925926	NUM
ap-284	110	5	0.851852	0.851852	NUM
ap-284	110	6	0.851852	0.851852	NUM
ap-284	110	7	0.888889	0.888889	NUM
ap-284	110	8	0.814815	0.814815	NUM
ap-284	110	9	0.814815	0.814815	NUM
ap-284	110	10	0.888889	0.888889	NUM
ap-284	110	11	0.777778	0.777778	NUM
ap-284	110	12	0.777778	0.777778	NUM
ap-284	110	13	1	1	NUM
ap-284	110	14	0.814815	0.814815	NUM
ap-284	110	15	0.777778	0.777778	NUM
ap-284	110	16	0.777778	0.777778	NUM
ap-284	110	17	0.888889	0.888889	NUM
ap-284	110	18	0.925926	0.925926	NUM
ap-284	110	19	0.777778	0.777778	NUM
ap-284	110	20	0.814815	0.814815	NUM
ap-284	110	21	0.703704	0.703704	NUM
ap-284	110	22	0.777778	0.777778	NUM
ap-284	110	23	0.888889	0.888889	NUM
ap-284	110	24	0.851852	0.851852	NUM
ap-284	110	25	0.592593	0.592593	NUM
ap-284	110	26	b	b	NOUN
ap-284	110	27	)	)	PUNCT
ap-284	110	28	5	5	NUM
ap-284	110	29	×	×	NOUN
ap-284	110	30	5	5	NUM
ap-284	110	31	window	window	NOUN
ap-284	110	32	pixel	pixel	NOUN
ap-284	110	33	(	(	PUNCT
ap-284	110	34	normalised	normalise	VERB
ap-284	110	35	values	value	NOUN
ap-284	110	36	)	)	PUNCT
ap-284	110	37	fig	fig	NOUN
ap-284	110	38	.	.	PUNCT
ap-284	111	1	8	8	NUM
ap-284	111	2	:	:	PUNCT
ap-284	111	3	noise	noise	NOUN
ap-284	111	4	input	input	NOUN
ap-284	111	5	pattern	pattern	NOUN
ap-284	111	6	o1	o1	NOUN
ap-284	111	7	o2	o2	PROPN
ap-284	111	8	o3	o3	PROPN
ap-284	111	9	star	star	NOUN
ap-284	111	10	1	1	NUM
ap-284	111	11	0	0	NUM
ap-284	111	12	0	0	NUM
ap-284	111	13	noise	noise	NOUN
ap-284	111	14	0	0	NUM
ap-284	111	15	1	1	NUM
ap-284	111	16	0	0	NUM
ap-284	111	17	cosmic	cosmic	ADJ
ap-284	111	18	ray	ray	NOUN
ap-284	111	19	0	0	NUM
ap-284	111	20	0	0	NUM
ap-284	111	21	1	1	NUM
ap-284	111	22	table	table	NOUN
ap-284	111	23	1	1	NUM
ap-284	111	24	:	:	PUNCT
ap-284	111	25	the	the	DET
ap-284	111	26	desired	desire	VERB
ap-284	111	27	output	output	NOUN
ap-284	111	28	values	value	NOUN
ap-284	111	29	for	for	ADP
ap-284	111	30	a	a	DET
ap-284	111	31	star	star	NOUN
ap-284	111	32	,	,	PUNCT
ap-284	111	33	a	a	DET
ap-284	111	34	cosmic	cosmic	ADJ
ap-284	111	35	ray	ray	NOUN
ap-284	111	36	,	,	PUNCT
ap-284	111	37	and	and	CCONJ
ap-284	111	38	noise	noise	NOUN
ap-284	111	39	accelerated	accelerate	VERB
ap-284	111	40	the	the	DET
ap-284	111	41	present	present	ADJ
ap-284	111	42	siis	siis	PROPN
ap-284	111	43	-	-	PUNCT
ap-284	111	44	ann	ann	PROPN
ap-284	111	45	convergence	convergence	NOUN
ap-284	111	46	without	without	ADP
ap-284	111	47	overshooting	overshoot	VERB
ap-284	111	48	the	the	DET
ap-284	111	49	solution	solution	NOUN
ap-284	111	50	.	.	PUNCT
ap-284	112	1	cmomentum	cmomentum	NOUN
ap-284	112	2	term	term	NOUN
ap-284	112	3	the	the	DET
ap-284	112	4	momentum	momentum	NOUN
ap-284	112	5	term	term	NOUN
ap-284	112	6	was	be	AUX
ap-284	112	7	adopted	adopt	VERB
ap-284	112	8	to	to	PART
ap-284	112	9	be	be	AUX
ap-284	112	10	0.5	0.5	NUM
ap-284	112	11	in	in	ADP
ap-284	112	12	order	order	NOUN
ap-284	112	13	to	to	PART
ap-284	112	14	accelerate	accelerate	VERB
ap-284	112	15	the	the	DET
ap-284	112	16	convergence	convergence	NOUN
ap-284	112	17	of	of	ADP
ap-284	112	18	the	the	DET
ap-284	112	19	error	error	NOUN
ap-284	112	20	back	back	NOUN
ap-284	112	21	-	-	PUNCT
ap-284	112	22	propagation	propagation	NOUN
ap-284	112	23	learning	learn	VERB
ap-284	112	24	algorithm	algorithm	NOUN
ap-284	112	25	of	of	ADP
ap-284	112	26	our	our	PRON
ap-284	112	27	siis	siis	PROPN
ap-284	112	28	-	-	PUNCT
ap-284	112	29	ann	ann	PROPN
ap-284	112	30	.	.	PROPN
ap-284	113	1	3.6	3.6	NUM
ap-284	113	2	siis	siis	PROPN
ap-284	113	3	-	-	PUNCT
ap-284	113	4	ann	ann	PROPN
ap-284	113	5	implementation	implementation	NOUN
ap-284	113	6	the	the	DET
ap-284	113	7	developed	develop	VERB
ap-284	113	8	siis	siis	PROPN
ap-284	113	9	-	-	PUNCT
ap-284	113	10	ann	ann	PROPN
ap-284	113	11	deals	deal	NOUN
ap-284	113	12	with	with	ADP
ap-284	113	13	ccd	ccd	NOUN
ap-284	113	14	image	image	NOUN
ap-284	113	15	frames	frame	NOUN
ap-284	113	16	for	for	ADP
ap-284	113	17	scanning	scan	VERB
ap-284	113	18	and	and	CCONJ
ap-284	113	19	searching	search	VERB
ap-284	113	20	for	for	ADP
ap-284	113	21	the	the	DET
ap-284	113	22	local	local	ADJ
ap-284	113	23	central	central	ADJ
ap-284	113	24	peaked	peaked	ADJ
ap-284	113	25	pixel	pixel	NOUN
ap-284	113	26	(	(	PUNCT
ap-284	113	27	lcpp	lcpp	PROPN
ap-284	113	28	)	)	PUNCT
ap-284	113	29	whose	whose	DET
ap-284	113	30	datum	datum	NOUN
ap-284	113	31	is	be	AUX
ap-284	113	32	larger	large	ADJ
ap-284	113	33	than	than	ADP
ap-284	113	34	those	those	PRON
ap-284	113	35	of	of	ADP
ap-284	113	36	the	the	DET
ap-284	113	37	surrounding	surround	VERB
ap-284	113	38	ones	one	NOUN
ap-284	113	39	[	[	X
ap-284	113	40	9	9	NUM
ap-284	113	41	,	,	PUNCT
ap-284	113	42	10	10	NUM
ap-284	113	43	]	]	PUNCT
ap-284	113	44	.	.	PUNCT
ap-284	114	1	this	this	DET
ap-284	114	2	technique	technique	NOUN
ap-284	114	3	significantly	significantly	ADV
ap-284	114	4	reduces	reduce	VERB
ap-284	114	5	both	both	CCONJ
ap-284	114	6	the	the	DET
ap-284	114	7	search	search	NOUN
ap-284	114	8	space	space	NOUN
ap-284	114	9	and	and	CCONJ
ap-284	114	10	the	the	DET
ap-284	114	11	required	require	VERB
ap-284	114	12	computer	computer	NOUN
ap-284	114	13	time	time	NOUN
ap-284	114	14	.	.	PUNCT
ap-284	115	1	when	when	SCONJ
ap-284	115	2	such	such	DET
ap-284	115	3	a	a	DET
ap-284	115	4	pixel	pixel	NOUN
ap-284	115	5	is	be	AUX
ap-284	115	6	found	find	VERB
ap-284	115	7	the	the	DET
ap-284	115	8	surrounding	surround	VERB
ap-284	115	9	24	24	NUM
ap-284	115	10	-	-	PUNCT
ap-284	115	11	inputs	input	NOUN
ap-284	115	12	are	be	AUX
ap-284	115	13	adopted	adopt	VERB
ap-284	115	14	,	,	PUNCT
ap-284	115	15	normalised	normalise	VERB
ap-284	115	16	to	to	ADP
ap-284	115	17	the	the	DET
ap-284	115	18	value	value	NOUN
ap-284	115	19	of	of	ADP
ap-284	115	20	the	the	DET
ap-284	115	21	lcpp	lcpp	NOUN
ap-284	115	22	,	,	PUNCT
ap-284	115	23	and	and	CCONJ
ap-284	115	24	then	then	ADV
ap-284	115	25	mapped	map	VERB
ap-284	115	26	to	to	ADP
ap-284	115	27	the	the	DET
ap-284	115	28	network	network	NOUN
ap-284	115	29	.	.	PUNCT
ap-284	116	1	the	the	DET
ap-284	116	2	outputs	output	NOUN
ap-284	116	3	are	be	AUX
ap-284	116	4	then	then	ADV
ap-284	116	5	evaluated	evaluate	VERB
ap-284	116	6	and	and	CCONJ
ap-284	116	7	the	the	DET
ap-284	116	8	following	follow	VERB
ap-284	116	9	three	three	NUM
ap-284	116	10	cases	case	NOUN
ap-284	116	11	are	be	AUX
ap-284	116	12	considered	consider	VERB
ap-284	116	13	for	for	ADP
ap-284	116	14	each	each	DET
ap-284	116	15	input	input	NOUN
ap-284	116	16	pattern	pattern	NOUN
ap-284	116	17	:	:	PUNCT
ap-284	116	18	case	case	NOUN
ap-284	116	19	1	1	NUM
ap-284	116	20	:	:	PUNCT
ap-284	116	21	if	if	SCONJ
ap-284	116	22	the	the	DET
ap-284	116	23	first	first	ADJ
ap-284	116	24	output	output	NOUN
ap-284	116	25	>	>	X
ap-284	116	26	0.9	0.9	NUM
ap-284	116	27	and	and	CCONJ
ap-284	116	28	the	the	DET
ap-284	116	29	second	second	ADJ
ap-284	116	30	output	output	NOUN
ap-284	116	31	<	<	X
ap-284	116	32	0.1	0.1	NUM
ap-284	116	33	and	and	CCONJ
ap-284	116	34	the	the	DET
ap-284	116	35	third	third	ADJ
ap-284	116	36	output	output	NOUN
ap-284	116	37	<	<	X
ap-284	116	38	0.1	0.1	NUM
ap-284	116	39	then	then	ADV
ap-284	116	40	classify	classify	VERB
ap-284	116	41	this	this	DET
ap-284	116	42	pattern	pattern	NOUN
ap-284	116	43	as	as	ADP
ap-284	116	44	a	a	DET
ap-284	116	45	star	star	NOUN
ap-284	116	46	image	image	NOUN
ap-284	116	47	case	case	NOUN
ap-284	116	48	2	2	NUM
ap-284	116	49	:	:	PUNCT
ap-284	116	50	if	if	SCONJ
ap-284	116	51	the	the	DET
ap-284	116	52	first	first	ADJ
ap-284	116	53	output	output	NOUN
ap-284	116	54	<	<	X
ap-284	116	55	0.1	0.1	NUM
ap-284	116	56	and	and	CCONJ
ap-284	116	57	the	the	DET
ap-284	116	58	second	second	ADJ
ap-284	116	59	output	output	NOUN
ap-284	116	60	>	>	X
ap-284	116	61	0.9	0.9	NUM
ap-284	116	62	and	and	CCONJ
ap-284	116	63	the	the	DET
ap-284	116	64	third	third	ADJ
ap-284	116	65	output	output	NOUN
ap-284	116	66	<	<	X
ap-284	116	67	0.1	0.1	NUM
ap-284	116	68	then	then	ADV
ap-284	116	69	classify	classify	VERB
ap-284	116	70	this	this	DET
ap-284	116	71	pattern	pattern	NOUN
ap-284	116	72	as	as	ADP
ap-284	116	73	noise	noise	NOUN
ap-284	116	74	case	case	NOUN
ap-284	116	75	3	3	X
ap-284	116	76	:	:	PUNCT
ap-284	116	77	if	if	SCONJ
ap-284	116	78	the	the	DET
ap-284	116	79	first	first	ADJ
ap-284	116	80	output	output	NOUN
ap-284	116	81	<	<	X
ap-284	116	82	0.1	0.1	NUM
ap-284	116	83	and	and	CCONJ
ap-284	116	84	the	the	DET
ap-284	116	85	second	second	ADJ
ap-284	116	86	output	output	NOUN
ap-284	116	87	<	<	X
ap-284	116	88	0.1	0.1	NUM
ap-284	116	89	and	and	CCONJ
ap-284	116	90	the	the	DET
ap-284	116	91	third	third	ADJ
ap-284	116	92	output	output	NOUN
ap-284	116	93	>	>	X
ap-284	116	94	0.9	0.9	NUM
ap-284	116	95	then	then	ADV
ap-284	116	96	classify	classify	VERB
ap-284	116	97	this	this	DET
ap-284	116	98	pattern	pattern	NOUN
ap-284	116	99	as	as	ADP
ap-284	116	100	a	a	DET
ap-284	116	101	cosmic	cosmic	ADJ
ap-284	116	102	ray	ray	NOUN
ap-284	116	103	3.7	3.7	NUM
ap-284	116	104	siis	siis	PROPN
ap-284	116	105	-	-	PUNCT
ap-284	116	106	ann	ann	PROPN
ap-284	116	107	test	test	NOUN
ap-284	116	108	the	the	DET
ap-284	116	109	present	present	ADJ
ap-284	116	110	method	method	NOUN
ap-284	116	111	was	be	AUX
ap-284	116	112	coded	code	VERB
ap-284	116	113	in	in	ADP
ap-284	116	114	c	c	NOUN
ap-284	116	115	computer	computer	NOUN
ap-284	116	116	language	language	NOUN
ap-284	116	117	and	and	CCONJ
ap-284	116	118	applied	apply	VERB
ap-284	116	119	to	to	ADP
ap-284	116	120	the	the	DET
ap-284	116	121	test	test	NOUN
ap-284	116	122	pattern	pattern	NOUN
ap-284	116	123	set	set	NOUN
ap-284	116	124	(	(	PUNCT
ap-284	116	125	sec	sec	PROPN
ap-284	116	126	.	.	PROPN
ap-284	116	127	3.2	3.2	NUM
ap-284	116	128	)	)	PUNCT
ap-284	116	129	.	.	PUNCT
ap-284	117	1	the	the	DET
ap-284	117	2	results	result	NOUN
ap-284	117	3	obtained	obtain	VERB
ap-284	117	4	agree	agree	VERB
ap-284	117	5	exactly	exactly	ADV
ap-284	117	6	with	with	ADP
ap-284	117	7	the	the	DET
ap-284	117	8	prior	prior	ADJ
ap-284	117	9	known	know	VERB
ap-284	117	10	input	input	NOUN
ap-284	117	11	.	.	PUNCT
ap-284	118	1	however	however	ADV
ap-284	118	2	,	,	PUNCT
ap-284	118	3	it	it	PRON
ap-284	118	4	is	be	AUX
ap-284	118	5	necessary	necessary	ADJ
ap-284	118	6	to	to	PART
ap-284	118	7	consider	consider	VERB
ap-284	118	8	a	a	DET
ap-284	118	9	practical	practical	ADJ
ap-284	118	10	application	application	NOUN
ap-284	118	11	in	in	ADP
ap-284	118	12	order	order	NOUN
ap-284	118	13	to	to	PART
ap-284	118	14	verify	verify	VERB
ap-284	118	15	the	the	DET
ap-284	118	16	applicability	applicability	NOUN
ap-284	118	17	,	,	PUNCT
ap-284	118	18	reliability	reliability	NOUN
ap-284	118	19	and	and	CCONJ
ap-284	118	20	limitations	limitation	NOUN
ap-284	118	21	of	of	ADP
ap-284	118	22	siis	siis	PROPN
ap-284	118	23	-	-	PUNCT
ap-284	118	24	ann	ann	PROPN
ap-284	118	25	against	against	ADP
ap-284	118	26	one	one	NUM
ap-284	118	27	of	of	ADP
ap-284	118	28	the	the	DET
ap-284	118	29	known	know	VERB
ap-284	118	30	packages	package	NOUN
ap-284	118	31	currently	currently	ADV
ap-284	118	32	used	use	VERB
ap-284	118	33	by	by	ADP
ap-284	118	34	astronomers	astronomer	NOUN
ap-284	118	35	.	.	PUNCT
ap-284	119	1	this	this	PRON
ap-284	119	2	was	be	AUX
ap-284	119	3	performed	perform	VERB
ap-284	119	4	through	through	ADP
ap-284	119	5	the	the	DET
ap-284	119	6	test	test	NOUN
ap-284	119	7	case	case	NOUN
ap-284	119	8	given	give	VERB
ap-284	119	9	in	in	ADP
ap-284	119	10	the	the	DET
ap-284	119	11	following	follow	VERB
ap-284	119	12	section	section	NOUN
ap-284	119	13	.	.	PUNCT
ap-284	120	1	4	4	NUM
ap-284	120	2	application	application	NOUN
ap-284	120	3	4.1	4.1	NUM
ap-284	120	4	test	test	NOUN
ap-284	120	5	case	case	NOUN
ap-284	120	6	a	a	DET
ap-284	120	7	test	test	NOUN
ap-284	120	8	case	case	NOUN
ap-284	120	9	was	be	AUX
ap-284	120	10	applied	apply	VERB
ap-284	120	11	in	in	ADP
ap-284	120	12	order	order	NOUN
ap-284	120	13	to	to	PART
ap-284	120	14	evaluate	evaluate	VERB
ap-284	120	15	our	our	PRON
ap-284	120	16	method	method	NOUN
ap-284	120	17	in	in	ADP
ap-284	120	18	comparison	comparison	NOUN
ap-284	120	19	with	with	ADP
ap-284	120	20	the	the	DET
ap-284	120	21	daophot	daophot	NOUN
ap-284	120	22	[	[	X
ap-284	120	23	7	7	NUM
ap-284	120	24	]	]	PUNCT
ap-284	120	25	,	,	PUNCT
ap-284	120	26	which	which	PRON
ap-284	120	27	is	be	AUX
ap-284	120	28	widely	widely	ADV
ap-284	120	29	used	use	VERB
ap-284	120	30	by	by	ADP
ap-284	120	31	astronomers	astronomer	NOUN
ap-284	120	32	.	.	PUNCT
ap-284	121	1	a	a	DET
ap-284	121	2	ccd	ccd	NOUN
ap-284	121	3	frame	frame	NOUN
ap-284	121	4	of	of	ADP
ap-284	121	5	the	the	DET
ap-284	121	6	star	star	NOUN
ap-284	121	7	cluster	cluster	NOUN
ap-284	121	8	m67	m67	PROPN
ap-284	121	9	was	be	AUX
ap-284	121	10	available	available	ADJ
ap-284	121	11	together	together	ADV
ap-284	121	12	with	with	ADP
ap-284	121	13	the	the	DET
ap-284	121	14	recently	recently	ADV
ap-284	121	15	updated	update	VERB
ap-284	121	16	version	version	NOUN
ap-284	121	17	of	of	ADP
ap-284	121	18	this	this	DET
ap-284	121	19	code	code	NOUN
ap-284	121	20	(	(	PUNCT
ap-284	121	21	daophotii	daophotii	NOUN
ap-284	121	22	)	)	PUNCT
ap-284	121	23	as	as	ADV
ap-284	121	24	well	well	ADV
ap-284	121	25	as	as	ADP
ap-284	121	26	all	all	PRON
ap-284	121	27	relevant	relevant	ADJ
ap-284	121	28	and	and	CCONJ
ap-284	121	29	necessary	necessary	ADJ
ap-284	121	30	input	input	NOUN
ap-284	121	31	files	file	NOUN
ap-284	121	32	,	,	PUNCT
ap-284	121	33	that	that	PRON
ap-284	121	34	need	need	VERB
ap-284	121	35	tedious	tedious	ADJ
ap-284	121	36	and	and	CCONJ
ap-284	121	37	laborious	laborious	ADJ
ap-284	121	38	work	work	NOUN
ap-284	121	39	to	to	PART
ap-284	121	40	acquire	acquire	VERB
ap-284	121	41	[	[	X
ap-284	121	42	11	11	NUM
ap-284	121	43	]	]	PUNCT
ap-284	121	44	.	.	PUNCT
ap-284	122	1	this	this	PRON
ap-284	122	2	is	be	AUX
ap-284	122	3	a	a	DET
ap-284	122	4	cluster	cluster	NOUN
ap-284	122	5	that	that	PRON
ap-284	122	6	is	be	AUX
ap-284	122	7	well	well	ADV
ap-284	122	8	studied	study	VERB
ap-284	122	9	,	,	PUNCT
ap-284	122	10	and	and	CCONJ
ap-284	122	11	accurate	accurate	ADJ
ap-284	122	12	astronomical	astronomical	ADJ
ap-284	122	13	investigations	investigation	NOUN
ap-284	122	14	are	be	AUX
ap-284	122	15	available	available	ADJ
ap-284	122	16	.	.	PUNCT
ap-284	123	1	under	under	ADP
ap-284	123	2	these	these	DET
ap-284	123	3	circumstances	circumstance	NOUN
ap-284	123	4	,	,	PUNCT
ap-284	123	5	a	a	DET
ap-284	123	6	comparison	comparison	NOUN
ap-284	123	7	between	between	ADP
ap-284	123	8	the	the	DET
ap-284	123	9	two	two	NUM
ap-284	123	10	methods	method	NOUN
ap-284	123	11	was	be	AUX
ap-284	123	12	realistic	realistic	ADJ
ap-284	123	13	.	.	PUNCT
ap-284	124	1	the	the	DET
ap-284	124	2	frame	frame	NOUN
ap-284	124	3	was	be	AUX
ap-284	124	4	3	3	NUM
ap-284	124	5	2	2	NUM
ap-284	124	6	0	0	NUM
ap-284	124	7	×	×	NOUN
ap-284	124	8	350	350	NUM
ap-284	124	9	pixels	pixel	NOUN
ap-284	124	10	and	and	CCONJ
ap-284	124	11	was	be	AUX
ap-284	124	12	taken	take	VERB
ap-284	124	13	through	through	ADP
ap-284	124	14	the	the	DET
ap-284	124	15	visual	visual	ADJ
ap-284	124	16	optical	optical	ADJ
ap-284	124	17	band	band	NOUN
ap-284	124	18	within	within	ADP
ap-284	124	19	30	30	NUM
ap-284	124	20	seconds	second	NOUN
ap-284	124	21	of	of	ADP
ap-284	124	22	exposure	exposure	NOUN
ap-284	124	23	time	time	NOUN
ap-284	124	24	.	.	PUNCT
ap-284	125	1	4.2	4.2	NUM
ap-284	125	2	results	result	NOUN
ap-284	125	3	and	and	CCONJ
ap-284	125	4	discussions	discussion	NOUN
ap-284	125	5	the	the	DET
ap-284	125	6	adopted	adopt	VERB
ap-284	125	7	frame	frame	NOUN
ap-284	125	8	was	be	AUX
ap-284	125	9	reduced	reduce	VERB
ap-284	125	10	employing	employ	VERB
ap-284	125	11	the	the	DET
ap-284	125	12	two	two	NUM
ap-284	125	13	codes	code	NOUN
ap-284	125	14	.	.	PUNCT
ap-284	126	1	the	the	DET
ap-284	126	2	present	present	ADJ
ap-284	126	3	code	code	NOUN
ap-284	126	4	identified	identify	VERB
ap-284	126	5	134	134	NUM
ap-284	126	6	stellar	stellar	ADJ
ap-284	126	7	images	image	NOUN
ap-284	126	8	while	while	SCONJ
ap-284	126	9	137	137	NUM
ap-284	126	10	stellar	stellar	ADJ
ap-284	126	11	images	image	NOUN
ap-284	126	12	were	be	AUX
ap-284	126	13	recognised	recognise	VERB
ap-284	126	14	using	use	VERB
ap-284	126	15	the	the	DET
ap-284	126	16	other	other	ADJ
ap-284	126	17	code	code	NOUN
ap-284	126	18	.	.	PUNCT
ap-284	127	1	the	the	DET
ap-284	127	2	two	two	NUM
ap-284	127	3	methods	method	NOUN
ap-284	127	4	agree	agree	VERB
ap-284	127	5	for	for	ADP
ap-284	127	6	132	132	NUM
ap-284	127	7	images	image	NOUN
ap-284	127	8	,	,	PUNCT
ap-284	127	9	which	which	PRON
ap-284	127	10	are	be	AUX
ap-284	127	11	displayed	display	VERB
ap-284	127	12	by	by	ADP
ap-284	127	13	asterisks	asterisk	NOUN
ap-284	127	14	in	in	ADP
ap-284	127	15	figure	figure	NOUN
ap-284	127	16	9	9	NUM
ap-284	127	17	.	.	PUNCT
ap-284	128	1	on	on	ADP
ap-284	128	2	the	the	DET
ap-284	128	3	one	one	NUM
ap-284	128	4	hand	hand	NOUN
ap-284	128	5	there	there	PRON
ap-284	128	6	were	be	VERB
ap-284	128	7	2	2	NUM
ap-284	128	8	images	image	NOUN
ap-284	128	9	identified	identify	VERB
ap-284	128	10	by	by	ADP
ap-284	128	11	the	the	DET
ap-284	128	12	present	present	ADJ
ap-284	128	13	method	method	NOUN
ap-284	128	14	.	.	PUNCT
ap-284	129	1	these	these	PRON
ap-284	129	2	represent	represent	VERB
ap-284	129	3	faint	faint	ADJ
ap-284	129	4	star	star	NOUN
ap-284	129	5	images	image	NOUN
ap-284	129	6	and	and	CCONJ
ap-284	129	7	designated	designate	VERB
ap-284	129	8	by	by	ADP
ap-284	129	9	circles	circle	NOUN
ap-284	129	10	in	in	ADP
ap-284	129	11	the	the	DET
ap-284	129	12	figure	figure	NOUN
ap-284	129	13	.	.	PUNCT
ap-284	130	1	the	the	DET
ap-284	130	2	other	other	ADJ
ap-284	130	3	method	method	NOUN
ap-284	130	4	could	could	AUX
ap-284	130	5	not	not	PART
ap-284	130	6	find	find	VERB
ap-284	130	7	these	these	PRON
ap-284	130	8	.	.	PUNCT
ap-284	131	1	on	on	ADP
ap-284	131	2	the	the	DET
ap-284	131	3	other	other	ADJ
ap-284	131	4	hand	hand	NOUN
ap-284	131	5	,	,	PUNCT
ap-284	131	6	there	there	PRON
ap-284	131	7	were	be	VERB
ap-284	131	8	5	5	NUM
ap-284	131	9	images	image	NOUN
ap-284	131	10	are	be	AUX
ap-284	131	11	recognised	recognise	VERB
ap-284	131	12	by	by	ADP
ap-284	131	13	daophotii	daophotii	NOUN
ap-284	131	14	.	.	PUNCT
ap-284	132	1	of	of	ADP
ap-284	132	2	these	these	PRON
ap-284	132	3	,	,	PUNCT
ap-284	132	4	three	three	NUM
ap-284	132	5	stellar	stellar	ADJ
ap-284	132	6	images	image	NOUN
ap-284	132	7	are	be	AUX
ap-284	132	8	located	locate	VERB
ap-284	132	9	at	at	ADP
ap-284	132	10	the	the	DET
ap-284	132	11	first	first	ADJ
ap-284	132	12	or	or	CCONJ
ap-284	132	13	the	the	DET
ap-284	132	14	second	second	ADJ
ap-284	132	15	pixel	pixel	NOUN
ap-284	132	16	close	close	ADV
ap-284	132	17	to	to	ADP
ap-284	132	18	the	the	DET
ap-284	132	19	frame	frame	NOUN
ap-284	132	20	borders	border	NOUN
ap-284	132	21	.	.	PUNCT
ap-284	133	1	these	these	PRON
ap-284	133	2	are	be	AUX
ap-284	133	3	plotted	plot	VERB
ap-284	133	4	as	as	ADP
ap-284	133	5	filled	fill	VERB
ap-284	133	6	squares	square	NOUN
ap-284	133	7	in	in	ADP
ap-284	133	8	the	the	DET
ap-284	133	9	figure	figure	NOUN
ap-284	133	10	.	.	PUNCT
ap-284	134	1	this	this	DET
ap-284	134	2	case	case	NOUN
ap-284	134	3	implies	imply	VERB
ap-284	134	4	that	that	SCONJ
ap-284	134	5	these	these	DET
ap-284	134	6	stars	star	NOUN
ap-284	134	7	are	be	AUX
ap-284	134	8	partially	partially	ADV
ap-284	134	9	imaged	image	VERB
ap-284	134	10	and	and	CCONJ
ap-284	134	11	hence	hence	ADV
ap-284	134	12	they	they	PRON
ap-284	134	13	are	be	AUX
ap-284	134	14	of	of	ADP
ap-284	134	15	no	no	DET
ap-284	134	16	astronomical	astronomical	ADJ
ap-284	134	17	importance	importance	NOUN
ap-284	134	18	.	.	PUNCT
ap-284	135	1	in	in	ADP
ap-284	135	2	addition	addition	NOUN
ap-284	135	3	,	,	PUNCT
ap-284	135	4	unreliable	unreliable	ADJ
ap-284	135	5	astronomical	astronomical	ADJ
ap-284	135	6	data	datum	NOUN
ap-284	135	7	is	be	AUX
ap-284	135	8	obtained	obtain	VERB
ap-284	135	9	by	by	ADP
ap-284	135	10	gaussian	gaussian	NOUN
ap-284	135	11	fitting	fitting	NOUN
ap-284	135	12	,	,	PUNCT
ap-284	135	13	as	as	ADP
ap-284	135	14	in	in	ADP
ap-284	135	15	the	the	DET
ap-284	135	16	daophotii	daophotii	NOUN
ap-284	135	17	case	case	NOUN
ap-284	135	18	,	,	PUNCT
ap-284	135	19	by	by	ADP
ap-284	135	20	incomplete	incomplete	ADJ
ap-284	135	21	data	datum	NOUN
ap-284	135	22	.	.	PUNCT
ap-284	136	1	our	our	PRON
ap-284	136	2	method	method	NOUN
ap-284	136	3	is	be	AUX
ap-284	136	4	not	not	PART
ap-284	136	5	able	able	ADJ
ap-284	136	6	to	to	PART
ap-284	136	7	deal	deal	VERB
ap-284	136	8	with	with	ADP
ap-284	136	9	cases	case	NOUN
ap-284	136	10	for	for	ADP
ap-284	136	11	which	which	PRON
ap-284	136	12	5	5	NUM
ap-284	136	13	×	×	NOUN
ap-284	136	14	5	5	NUM
ap-284	136	15	array	array	NOUN
ap-284	136	16	data	datum	NOUN
ap-284	136	17	are	be	AUX
ap-284	136	18	not	not	PART
ap-284	136	19	available	available	ADJ
ap-284	136	20	.	.	PUNCT
ap-284	137	1	the	the	DET
ap-284	137	2	two	two	NUM
ap-284	137	3	other	other	ADJ
ap-284	137	4	images	image	NOUN
ap-284	137	5	are	be	AUX
ap-284	137	6	plotted	plot	VERB
ap-284	137	7	as	as	ADP
ap-284	137	8	open	open	ADJ
ap-284	137	9	squares	square	NOUN
ap-284	137	10	in	in	ADP
ap-284	137	11	a	a	DET
ap-284	137	12	position	position	NOUN
ap-284	137	13	where	where	SCONJ
ap-284	137	14	our	our	PRON
ap-284	137	15	method	method	NOUN
ap-284	137	16	identified	identify	VERB
ap-284	137	17	one	one	NUM
ap-284	137	18	image	image	NOUN
ap-284	137	19	only	only	ADV
ap-284	137	20	.	.	PUNCT
ap-284	138	1	only	only	ADV
ap-284	138	2	one	one	NUM
ap-284	138	3	star	star	NOUN
ap-284	138	4	can	can	AUX
ap-284	138	5	be	be	AUX
ap-284	138	6	seen	see	VERB
ap-284	138	7	at	at	ADP
ap-284	138	8	this	this	DET
ap-284	138	9	location	location	NOUN
ap-284	138	10	through	through	ADP
ap-284	138	11	the	the	DET
ap-284	138	12	palomar	palomar	PROPN
ap-284	138	13	observatory	observatory	ADJ
ap-284	138	14	sky	sky	NOUN
ap-284	138	15	survey	survey	VERB
ap-284	138	16	photographic	photographic	ADJ
ap-284	138	17	plate	plate	NOUN
ap-284	138	18	.	.	PUNCT
ap-284	139	1	the	the	DET
ap-284	139	2	i	i	PROPN
ap-284	139	3	d	d	PROPN
ap-284	139	4	charts	chart	NOUN
ap-284	139	5	given	give	VERB
ap-284	139	6	by	by	ADP
ap-284	139	7	johnson	johnson	PROPN
ap-284	140	1	[	[	X
ap-284	140	2	12	12	NUM
ap-284	140	3	]	]	PUNCT
ap-284	140	4	,	,	PUNCT
ap-284	140	5	eggen	eggen	VERB
ap-284	140	6	[	[	X
ap-284	140	7	13	13	NUM
ap-284	140	8	]	]	PUNCT
ap-284	140	9	and	and	CCONJ
ap-284	140	10	kent	kent	PROPN
ap-284	140	11	et	et	PROPN
ap-284	140	12	al	al	PROPN
ap-284	141	1	[	[	X
ap-284	141	2	14	14	NUM
ap-284	141	3	]	]	PUNCT
ap-284	141	4	also	also	ADV
ap-284	141	5	resolve	resolve	VERB
ap-284	141	6	this	this	DET
ap-284	141	7	controversy	controversy	NOUN
ap-284	141	8	in	in	ADP
ap-284	141	9	favour	favour	NOUN
ap-284	141	10	of	of	ADP
ap-284	141	11	our	our	PRON
ap-284	141	12	method	method	NOUN
ap-284	141	13	.	.	PUNCT
ap-284	142	1	inspection	inspection	NOUN
ap-284	142	2	of	of	ADP
ap-284	142	3	the	the	DET
ap-284	142	4	data	datum	NOUN
ap-284	142	5	around	around	ADP
ap-284	142	6	this	this	DET
ap-284	142	7	location	location	NOUN
ap-284	142	8	reveals	reveal	VERB
ap-284	142	9	that	that	SCONJ
ap-284	142	10	the	the	DET
ap-284	142	11	image	image	NOUN
ap-284	142	12	is	be	AUX
ap-284	142	13	near	near	ADP
ap-284	142	14	saturation	saturation	NOUN
ap-284	142	15	.	.	PUNCT
ap-284	143	1	for	for	ADP
ap-284	143	2	this	this	DET
ap-284	143	3	case	case	NOUN
ap-284	143	4	,	,	PUNCT
ap-284	143	5	daophotii	daophotii	NOUN
ap-284	143	6	assigns	assign	VERB
ap-284	143	7	two	two	NUM
ap-284	143	8	overlapped	overlapped	ADJ
ap-284	143	9	images	image	NOUN
ap-284	143	10	through	through	ADP
ap-284	143	11	a	a	DET
ap-284	143	12	non	non	ADJ
ap-284	143	13	-	-	ADJ
ap-284	143	14	linear	linear	ADJ
ap-284	143	15	fitting	fitting	ADJ
ap-284	143	16	process	process	NOUN
ap-284	143	17	.	.	PUNCT
ap-284	144	1	the	the	DET
ap-284	144	2	computer	computer	NOUN
ap-284	144	3	time	time	NOUN
ap-284	144	4	needed	need	VERB
ap-284	144	5	for	for	ADP
ap-284	144	6	executing	execute	VERB
ap-284	144	7	siis	siis	PROPN
ap-284	144	8	-	-	PUNCT
ap-284	144	9	ann	ann	PROPN
ap-284	144	10	code	code	NOUN
ap-284	144	11	has	have	AUX
ap-284	144	12	been	be	AUX
ap-284	144	13	estimated	estimate	VERB
ap-284	144	14	at	at	ADP
ap-284	144	15	45	45	NUM
ap-284	144	16	seconds	second	NOUN
ap-284	144	17	using	use	VERB
ap-284	144	18	a	a	DET
ap-284	144	19	pentium	pentium	NOUN
ap-284	144	20	ii	ii	NOUN
ap-284	144	21	(	(	PUNCT
ap-284	144	22	233mhz	233mhz	NUM
ap-284	144	23	–	–	PUNCT
ap-284	144	24	processor	processor	NOUN
ap-284	144	25	)	)	PUNCT
ap-284	144	26	personal	personal	ADJ
ap-284	144	27	computer	computer	NOUN
ap-284	144	28	to	to	PART
ap-284	144	29	display	display	VERB
ap-284	144	30	the	the	DET
ap-284	144	31	image	image	NOUN
ap-284	144	32	via	via	ADP
ap-284	144	33	the	the	DET
ap-284	144	34	monitor	monitor	NOUN
ap-284	144	35	,	,	PUNCT
ap-284	144	36	to	to	PART
ap-284	144	37	identify	identify	VERB
ap-284	144	38	stellar	stellar	ADJ
ap-284	144	39	images	image	NOUN
ap-284	144	40	and	and	CCONJ
ap-284	144	41	to	to	PART
ap-284	144	42	encircle	encircle	VERB
ap-284	144	43	them	they	PRON
ap-284	144	44	on	on	ADP
ap-284	144	45	the	the	DET
ap-284	144	46	display	display	NOUN
ap-284	144	47	.	.	PUNCT
ap-284	145	1	by	by	ADP
ap-284	145	2	contrast	contrast	NOUN
ap-284	145	3	a	a	DET
ap-284	145	4	very	very	ADV
ap-284	145	5	much	much	ADV
ap-284	145	6	longer	long	ADJ
ap-284	145	7	time	time	NOUN
ap-284	145	8	is	be	AUX
ap-284	145	9	required	require	VERB
ap-284	145	10	for	for	ADP
ap-284	145	11	running	run	VERB
ap-284	145	12	daophotii	daophotii	NOUN
ap-284	145	13	,	,	PUNCT
ap-284	145	14	as	as	SCONJ
ap-284	145	15	reported	report	VERB
ap-284	145	16	in	in	ADP
ap-284	145	17	the	the	DET
ap-284	145	18	manual	manual	NOUN
ap-284	145	19	[	[	X
ap-284	145	20	15	15	NUM
ap-284	145	21	]	]	PUNCT
ap-284	145	22	.	.	PUNCT
ap-284	146	1	daophotii	daophotii	PROPN
ap-284	146	2	needs	need	VERB
ap-284	146	3	a	a	DET
ap-284	146	4	few	few	ADJ
ap-284	146	5	minutes	minute	NOUN
ap-284	146	6	to	to	ADP
ap-284	146	7	a	a	DET
ap-284	146	8	few	few	ADJ
ap-284	146	9	hours	hour	NOUN
ap-284	146	10	,	,	PUNCT
ap-284	146	11	mainly	mainly	ADV
ap-284	146	12	for	for	ADP
ap-284	146	13	preparing	prepare	VERB
ap-284	146	14	the	the	DET
ap-284	146	15	auxiliary	auxiliary	ADJ
ap-284	146	16	input	input	NOUN
ap-284	146	17	files	file	NOUN
ap-284	146	18	necessary	necessary	ADJ
ap-284	146	19	for	for	ADP
ap-284	146	20	execution	execution	NOUN
ap-284	146	21	.	.	PUNCT
ap-284	147	1	moreover	moreover	ADV
ap-284	147	2	,	,	PUNCT
ap-284	147	3	as	as	SCONJ
ap-284	147	4	pointed	point	VERB
ap-284	147	5	out	out	ADP
ap-284	147	6	by	by	ADP
ap-284	147	7	stetson	stetson	NOUN
ap-284	147	8	(	(	PUNCT
ap-284	147	9	op	op	NOUN
ap-284	147	10	cit	cit	PROPN
ap-284	147	11	.	.	PROPN
ap-284	147	12	)	)	PUNCT
ap-284	147	13	,	,	PUNCT
ap-284	147	14	at	at	ADV
ap-284	147	15	least	least	ADJ
ap-284	147	16	4	4	NUM
ap-284	147	17	mb	mb	ADP
ap-284	147	18	hd	hd	NOUN
ap-284	147	19	free	free	ADJ
ap-284	147	20	space	space	NOUN
ap-284	147	21	are	be	AUX
ap-284	147	22	required	require	VERB
ap-284	147	23	to	to	PART
ap-284	147	24	reduce	reduce	VERB
ap-284	147	25	a	a	DET
ap-284	147	26	512	512	NUM
ap-284	147	27	×	×	NOUN
ap-284	147	28	512	512	NUM
ap-284	147	29	-	-	PUNCT
ap-284	147	30	pixel	pixel	NOUN
ap-284	147	31	frame	frame	NOUN
ap-284	147	32	.	.	PUNCT
ap-284	148	1	on	on	ADP
ap-284	148	2	the	the	DET
ap-284	148	3	other	other	ADJ
ap-284	148	4	hand	hand	NOUN
ap-284	148	5	,	,	PUNCT
ap-284	148	6	regardless	regardless	ADV
ap-284	148	7	of	of	ADP
ap-284	148	8	the	the	DET
ap-284	148	9	frame	frame	NOUN
ap-284	148	10	size	size	NOUN
ap-284	148	11	a	a	DET
ap-284	148	12	few	few	ADJ
ap-284	148	13	kb	kb	PROPN
ap-284	148	14	of	of	ADP
ap-284	148	15	hd	hd	PROPN
ap-284	148	16	free	free	ADJ
ap-284	148	17	space	space	NOUN
ap-284	148	18	is	be	AUX
ap-284	148	19	sufficient	sufficient	ADJ
ap-284	148	20	for	for	ADP
ap-284	148	21	executing	execute	VERB
ap-284	148	22	our	our	PRON
ap-284	148	23	method	method	NOUN
ap-284	148	24	to	to	PART
ap-284	148	25	save	save	VERB
ap-284	148	26	the	the	DET
ap-284	148	27	position	position	NOUN
ap-284	148	28	and	and	CCONJ
ap-284	148	29	peak	peak	NOUN
ap-284	148	30	data	datum	NOUN
ap-284	148	31	for	for	ADP
ap-284	148	32	the	the	DET
ap-284	148	33	images	image	NOUN
ap-284	148	34	that	that	PRON
ap-284	148	35	are	be	AUX
ap-284	148	36	found	find	VERB
ap-284	148	37	of	of	ADP
ap-284	148	38	stars	star	NOUN
ap-284	148	39	and	and	CCONJ
ap-284	148	40	cosmic	cosmic	ADJ
ap-284	148	41	rays	ray	NOUN
ap-284	148	42	.	.	PUNCT
ap-284	149	1	5	5	NUM
ap-284	149	2	conclusions	conclusion	NOUN
ap-284	149	3	the	the	DET
ap-284	149	4	present	present	ADJ
ap-284	149	5	study	study	NOUN
ap-284	149	6	shows	show	VERB
ap-284	149	7	that	that	SCONJ
ap-284	149	8	,	,	PUNCT
ap-284	149	9	in	in	ADP
ap-284	149	10	comparison	comparison	NOUN
ap-284	149	11	with	with	ADP
ap-284	149	12	daophotii	daophotii	NOUN
ap-284	149	13	,	,	PUNCT
ap-284	149	14	the	the	DET
ap-284	149	15	method	method	NOUN
ap-284	149	16	has	have	VERB
ap-284	149	17	the	the	DET
ap-284	149	18	advantages	advantage	NOUN
ap-284	149	19	that	that	SCONJ
ap-284	149	20	:	:	PUNCT
ap-284	149	21	a	a	X
ap-284	149	22	)	)	PUNCT
ap-284	149	23	better	well	ADJ
ap-284	149	24	reliability	reliability	NOUN
ap-284	149	25	is	be	AUX
ap-284	149	26	provided	provide	VERB
ap-284	149	27	.	.	PUNCT
ap-284	150	1	b	b	X
ap-284	150	2	)	)	PUNCT
ap-284	150	3	there	there	PRON
ap-284	150	4	is	be	VERB
ap-284	150	5	considerable	considerable	ADJ
ap-284	150	6	higher	high	ADJ
ap-284	150	7	recognition	recognition	NOUN
ap-284	150	8	ability	ability	NOUN
ap-284	150	9	for	for	ADP
ap-284	150	10	faint	faint	ADJ
ap-284	150	11	images	image	NOUN
ap-284	150	12	of	of	ADP
ap-284	150	13	stars	star	NOUN
ap-284	150	14	.	.	PUNCT
ap-284	151	1	c	c	X
ap-284	151	2	)	)	PUNCT
ap-284	151	3	extremely	extremely	ADV
ap-284	151	4	short	short	ADJ
ap-284	151	5	execution	execution	NOUN
ap-284	151	6	time	time	NOUN
ap-284	151	7	is	be	AUX
ap-284	151	8	needed	need	VERB
ap-284	151	9	.	.	PUNCT
ap-284	152	1	d	d	X
ap-284	152	2	)	)	PUNCT
ap-284	152	3	neither	neither	PRON
ap-284	152	4	user	user	NOUN
ap-284	152	5	intervention	intervention	NOUN
ap-284	152	6	nor	nor	CCONJ
ap-284	152	7	prior	prior	ADJ
ap-284	152	8	knowledge	knowledge	NOUN
ap-284	152	9	about	about	ADP
ap-284	152	10	the	the	DET
ap-284	152	11	ccd	ccd	NOUN
ap-284	152	12	frame	frame	NOUN
ap-284	152	13	is	be	AUX
ap-284	152	14	needed	need	VERB
ap-284	152	15	.	.	PUNCT
ap-284	153	1	e	e	X
ap-284	153	2	)	)	PUNCT
ap-284	153	3	no	no	DET
ap-284	153	4	complicated	complicated	ADJ
ap-284	153	5	computation	computation	NOUN
ap-284	153	6	or	or	CCONJ
ap-284	153	7	numerical	numerical	ADJ
ap-284	153	8	fitting	fitting	ADJ
ap-284	153	9	process	process	NOUN
ap-284	153	10	is	be	AUX
ap-284	153	11	performed	perform	VERB
ap-284	153	12	.	.	PUNCT
ap-284	154	1	f	f	X
ap-284	154	2	)	)	PUNCT
ap-284	154	3	no	no	DET
ap-284	154	4	large	large	ADJ
ap-284	154	5	hd	hd	NOUN
ap-284	154	6	free	free	ADJ
ap-284	154	7	space	space	NOUN
ap-284	154	8	is	be	AUX
ap-284	154	9	required	require	VERB
ap-284	154	10	,	,	PUNCT
ap-284	154	11	even	even	ADV
ap-284	154	12	for	for	ADP
ap-284	154	13	large	large	ADJ
ap-284	154	14	image	image	NOUN
ap-284	154	15	frames	frame	NOUN
ap-284	154	16	.	.	PUNCT
ap-284	155	1	the	the	DET
ap-284	155	2	only	only	ADJ
ap-284	155	3	limitation	limitation	NOUN
ap-284	155	4	of	of	ADP
ap-284	155	5	the	the	DET
ap-284	155	6	present	present	ADJ
ap-284	155	7	method	method	NOUN
ap-284	155	8	is	be	AUX
ap-284	155	9	its	its	PRON
ap-284	155	10	inability	inability	NOUN
ap-284	155	11	to	to	PART
ap-284	155	12	identify	identify	VERB
ap-284	155	13	objects	object	NOUN
ap-284	155	14	having	have	VERB
ap-284	155	15	centres	centre	NOUN
ap-284	155	16	at	at	ADP
ap-284	155	17	the	the	DET
ap-284	155	18	first	first	ADJ
ap-284	155	19	or	or	CCONJ
ap-284	155	20	second	second	ADJ
ap-284	155	21	pixel	pixel	NOUN
ap-284	155	22	close	close	ADV
ap-284	155	23	to	to	ADP
ap-284	155	24	the	the	DET
ap-284	155	25	frame	frame	NOUN
ap-284	155	26	borders	border	NOUN
ap-284	155	27	.	.	PUNCT
ap-284	156	1	such	such	DET
ap-284	156	2	an	an	DET
ap-284	156	3	objects	object	NOUN
ap-284	156	4	,	,	PUNCT
ap-284	156	5	even	even	ADV
ap-284	156	6	if	if	SCONJ
ap-284	156	7	it	it	PRON
ap-284	156	8	is	be	AUX
ap-284	156	9	a	a	DET
ap-284	156	10	star	star	NOUN
ap-284	156	11	image	image	NOUN
ap-284	156	12	is	be	AUX
ap-284	156	13	of	of	ADP
ap-284	156	14	no	no	DET
ap-284	156	15	astronomical	astronomical	ADJ
ap-284	156	16	significance	significance	NOUN
ap-284	156	17	,	,	PUNCT
ap-284	156	18	as	as	SCONJ
ap-284	156	19	it	it	PRON
ap-284	156	20	is	be	AUX
ap-284	156	21	an	an	DET
ap-284	156	22	incomplete	incomplete	ADJ
ap-284	156	23	image	image	NOUN
ap-284	156	24	.	.	PUNCT
ap-284	157	1	hence	hence	ADV
ap-284	157	2	this	this	DET
ap-284	157	3	limitation	limitation	NOUN
ap-284	157	4	can	can	AUX
ap-284	157	5	be	be	AUX
ap-284	157	6	disregarded	disregard	VERB
ap-284	157	7	.	.	PUNCT
ap-284	158	1	the	the	DET
ap-284	158	2	ssis	ssis	PROPN
ap-284	158	3	-	-	PUNCT
ap-284	158	4	ann	ann	PROPN
ap-284	158	5	method	method	NOUN
ap-284	158	6	possesses	possess	VERB
ap-284	158	7	remarkable	remarkable	ADJ
ap-284	158	8	features	feature	NOUN
ap-284	158	9	for	for	ADP
ap-284	158	10	practical	practical	ADJ
ap-284	158	11	applications	application	NOUN
ap-284	158	12	,	,	PUNCT
ap-284	158	13	and	and	CCONJ
ap-284	158	14	it	it	PRON
ap-284	158	15	is	be	AUX
ap-284	158	16	planned	plan	VERB
ap-284	158	17	to	to	PART
ap-284	158	18	extend	extend	VERB
ap-284	158	19	its	its	PRON
ap-284	158	20	capability	capability	NOUN
ap-284	158	21	to	to	PART
ap-284	158	22	identify	identify	VERB
ap-284	158	23	images	image	NOUN
ap-284	158	24	of	of	ADP
ap-284	158	25	galaxies	galaxy	NOUN
ap-284	158	26	.	.	PUNCT
ap-284	159	1	©	©	PROPN
ap-284	159	2	czech	czech	PROPN
ap-284	159	3	technical	technical	PROPN
ap-284	159	4	university	university	PROPN
ap-284	159	5	publishing	publishing	NOUN
ap-284	159	6	house	house	NOUN
ap-284	159	7	http://ctn.cvut.cz/ap/	http://ctn.cvut.cz/ap/	PROPN
ap-284	159	8	37	37	NUM
ap-284	159	9	acta	acta	PROPN
ap-284	159	10	polytechnica	polytechnica	PROPN
ap-284	159	11	vol	vol	NOUN
ap-284	159	12	.	.	PUNCT
ap-284	160	1	41	41	NUM
ap-284	160	2	no	no	NOUN
ap-284	160	3	.	.	PUNCT
ap-284	161	1	6/2001	6/2001	NUM
ap-284	161	2	references	reference	NOUN
ap-284	161	3	:	:	PUNCT
ap-284	161	4	[	[	X
ap-284	161	5	1	1	NUM
ap-284	161	6	]	]	X
ap-284	161	7	tody	tody	NOUN
ap-284	161	8	,	,	PUNCT
ap-284	161	9	d.	d.	PROPN
ap-284	161	10	:	:	PUNCT
ap-284	161	11	spie	spie	ADJ
ap-284	161	12	.	.	PUNCT
ap-284	161	13	1980	1980	NUM
ap-284	161	14	,	,	PUNCT
ap-284	161	15	264	264	NUM
ap-284	161	16	,	,	PUNCT
ap-284	161	17	p.	p.	NOUN
ap-284	161	18	171	171	NUM
ap-284	162	1	[	[	X
ap-284	162	2	2	2	NUM
ap-284	162	3	]	]	X
ap-284	162	4	lupton	lupton	PROPN
ap-284	162	5	,	,	PUNCT
ap-284	162	6	r.	r.	PROPN
ap-284	162	7	et	et	PROPN
ap-284	162	8	al	al	PROPN
ap-284	162	9	:	:	PUNCT
ap-284	162	10	astronomical	astronomical	ADJ
ap-284	162	11	journal	journal	NOUN
ap-284	162	12	.	.	PUNCT
ap-284	163	1	1986	1986	NUM
ap-284	163	2	,	,	PUNCT
ap-284	163	3	91	91	NUM
ap-284	163	4	,	,	PUNCT
ap-284	163	5	p.	p.	NOUN
ap-284	163	6	317	317	NUM
ap-284	164	1	[	[	X
ap-284	164	2	3	3	NUM
ap-284	164	3	]	]	X
ap-284	164	4	linde	linde	NOUN
ap-284	164	5	,	,	PUNCT
ap-284	164	6	p.	p.	NOUN
ap-284	164	7	:	:	PUNCT
ap-284	165	1	highlights	highlight	NOUN
ap-284	165	2	in	in	ADP
ap-284	165	3	astronomy	astronomy	NOUN
ap-284	165	4	.	.	PUNCT
ap-284	166	1	1989	1989	NUM
ap-284	166	2	,	,	PUNCT
ap-284	166	3	8	8	NUM
ap-284	166	4	,	,	PUNCT
ap-284	166	5	p.	p.	NOUN
ap-284	166	6	651	651	NUM
ap-284	166	7	.	.	PUNCT
ap-284	167	1	[	[	X
ap-284	167	2	4	4	X
ap-284	167	3	]	]	SYM
ap-284	167	4	bleacha	bleacha	PROPN
ap-284	167	5	,	,	PUNCT
ap-284	167	6	r.	r.	PROPN
ap-284	167	7	:	:	PUNCT
ap-284	167	8	astronomy	astronomy	NOUN
ap-284	167	9	and	and	CCONJ
ap-284	167	10	astrophysics	astrophysic	NOUN
ap-284	167	11	.	.	PUNCT
ap-284	168	1	1984	1984	NUM
ap-284	168	2	,	,	PUNCT
ap-284	168	3	135	135	NUM
ap-284	168	4	,	,	PUNCT
ap-284	168	5	p.	p.	NOUN
ap-284	168	6	401	401	NUM
ap-284	169	1	[	[	X
ap-284	169	2	5	5	NUM
ap-284	169	3	]	]	X
ap-284	169	4	penny	penny	NOUN
ap-284	169	5	,	,	PUNCT
ap-284	169	6	a.	a.	NOUN
ap-284	169	7	et	et	PROPN
ap-284	169	8	al	al	PROPN
ap-284	169	9	:	:	PUNCT
ap-284	169	10	r.	r.	PROPN
ap-284	169	11	,	,	PUNCT
ap-284	169	12	mnras	mnra	NOUN
ap-284	169	13	,	,	PUNCT
ap-284	169	14	1986	1986	NUM
ap-284	169	15	,	,	PUNCT
ap-284	169	16	220	220	NUM
ap-284	169	17	,	,	PUNCT
ap-284	169	18	p.	p.	NOUN
ap-284	169	19	845	845	NUM
ap-284	170	1	[	[	X
ap-284	170	2	6	6	NUM
ap-284	170	3	]	]	PUNCT
ap-284	170	4	mateo	mateo	PROPN
ap-284	170	5	,	,	PUNCT
ap-284	170	6	m.	m.	NOUN
ap-284	170	7	et	et	PROPN
ap-284	170	8	al	al	PROPN
ap-284	170	9	:	:	PUNCT
ap-284	170	10	proceeding	proceeding	NOUN
ap-284	170	11	of	of	ADP
ap-284	170	12	the	the	DET
ap-284	170	13	first	first	ADJ
ap-284	170	14	eso	eso	PROPN
ap-284	170	15	/	/	SYM
ap-284	170	16	st	st	PROPN
ap-284	170	17	-	-	PUNCT
ap-284	170	18	ecf	ecf	PROPN
ap-284	170	19	data	datum	NOUN
ap-284	170	20	analysis	analysis	NOUN
ap-284	170	21	workshop	workshop	NOUN
ap-284	170	22	.	.	PUNCT
ap-284	171	1	1989	1989	NUM
ap-284	171	2	,	,	PUNCT
ap-284	172	1	p.	p.	NOUN
ap-284	172	2	69	69	NUM
ap-284	173	1	[	[	X
ap-284	173	2	7	7	NUM
ap-284	173	3	]	]	PUNCT
ap-284	173	4	stetson	stetson	NOUN
ap-284	173	5	,	,	PUNCT
ap-284	173	6	p.	p.	NOUN
ap-284	173	7	:	:	PUNCT
ap-284	174	1	publications	publication	NOUN
ap-284	174	2	of	of	ADP
ap-284	174	3	the	the	DET
ap-284	174	4	astronomical	astronomical	ADJ
ap-284	174	5	society	society	NOUN
ap-284	174	6	of	of	ADP
ap-284	174	7	the	the	DET
ap-284	174	8	pacific	pacific	PROPN
ap-284	174	9	.	.	PUNCT
ap-284	174	10	1987	1987	NUM
ap-284	174	11	,	,	PUNCT
ap-284	174	12	99	99	NUM
ap-284	174	13	,	,	PUNCT
ap-284	174	14	p.	p.	NOUN
ap-284	174	15	191	191	NUM
ap-284	175	1	[	[	X
ap-284	175	2	8	8	NUM
ap-284	175	3	]	]	PUNCT
ap-284	175	4	gilliland	gilliland	PROPN
ap-284	175	5	,	,	PUNCT
ap-284	175	6	r.	r.	PROPN
ap-284	175	7	et	et	PROPN
ap-284	175	8	al	al	PROPN
ap-284	175	9	:	:	PUNCT
ap-284	175	10	publications	publication	NOUN
ap-284	175	11	of	of	ADP
ap-284	175	12	the	the	DET
ap-284	175	13	astronomical	astronomical	ADJ
ap-284	175	14	society	society	NOUN
ap-284	175	15	of	of	ADP
ap-284	175	16	the	the	DET
ap-284	175	17	pacific	pacific	PROPN
ap-284	175	18	.	.	PUNCT
ap-284	175	19	1988	1988	NUM
ap-284	175	20	,	,	PUNCT
ap-284	175	21	100	100	NUM
ap-284	175	22	,	,	PUNCT
ap-284	175	23	p.	p.	NOUN
ap-284	175	24	754	754	NUM
ap-284	176	1	[	[	X
ap-284	176	2	9	9	NUM
ap-284	176	3	]	]	SYM
ap-284	176	4	younis	youni	NOUN
ap-284	176	5	,	,	PUNCT
ap-284	176	6	f.	f.	PROPN
ap-284	176	7	i.	i.	PROPN
ap-284	176	8	:	:	PUNCT
ap-284	176	9	msc	msc	PROPN
ap-284	176	10	thesis	thesis	NOUN
ap-284	176	11	,	,	PUNCT
ap-284	176	12	faculty	faculty	NOUN
ap-284	176	13	of	of	ADP
ap-284	176	14	engineering	engineering	PROPN
ap-284	176	15	,	,	PUNCT
ap-284	176	16	al	al	PROPN
ap-284	176	17	-	-	PUNCT
ap-284	176	18	azhar	azhar	PROPN
ap-284	176	19	university	university	PROPN
ap-284	176	20	,	,	PUNCT
ap-284	176	21	cairo	cairo	PROPN
ap-284	176	22	,	,	PUNCT
ap-284	176	23	egypt	egypt	PROPN
ap-284	176	24	,	,	PUNCT
ap-284	176	25	1998	1998	NUM
ap-284	176	26	[	[	X
ap-284	176	27	10	10	NUM
ap-284	176	28	]	]	X
ap-284	176	29	alawy	alawy	PROPN
ap-284	176	30	,	,	PUNCT
ap-284	176	31	a.	a.	PROPN
ap-284	176	32	,	,	PUNCT
ap-284	176	33	el	el	PROPN
ap-284	176	34	-	-	PROPN
ap-284	176	35	bassuny	bassuny	NOUN
ap-284	176	36	:	:	PUNCT
ap-284	176	37	astrophysics	astrophysic	NOUN
ap-284	176	38	and	and	CCONJ
ap-284	176	39	space	space	NOUN
ap-284	176	40	sciences	science	NOUN
ap-284	176	41	.	.	PUNCT
ap-284	176	42	2001	2001	NUM
ap-284	176	43	,	,	PUNCT
ap-284	176	44	(	(	PUNCT
ap-284	176	45	in	in	ADP
ap-284	176	46	press	press	NOUN
ap-284	176	47	)	)	PUNCT
ap-284	177	1	[	[	X
ap-284	177	2	11	11	NUM
ap-284	177	3	]	]	PUNCT
ap-284	177	4	bojan	bojan	PROPN
ap-284	177	5	,	,	PUNCT
ap-284	177	6	d.	d.	NOUN
ap-284	177	7	:	:	PUNCT
ap-284	178	1	http://david.fiz.uni-lj.si/daophotii	http://david.fiz.uni-lj.si/daophotii	PROPN
ap-284	178	2	,	,	PUNCT
ap-284	178	3	1996	1996	NUM
ap-284	178	4	[	[	X
ap-284	178	5	12	12	NUM
ap-284	178	6	]	]	X
ap-284	178	7	johnson	johnson	PROPN
ap-284	178	8	,	,	PUNCT
ap-284	178	9	h.	h.	PROPN
ap-284	178	10	et	et	PROPN
ap-284	178	11	al	al	PROPN
ap-284	178	12	:	:	PUNCT
ap-284	178	13	astrophysical	astrophysical	ADJ
ap-284	178	14	journal	journal	NOUN
ap-284	178	15	.	.	PUNCT
ap-284	179	1	1955	1955	NUM
ap-284	179	2	,	,	PUNCT
ap-284	179	3	121	121	NUM
ap-284	179	4	,	,	PUNCT
ap-284	179	5	p.	p.	NOUN
ap-284	179	6	616	616	NUM
ap-284	180	1	[	[	X
ap-284	180	2	13	13	NUM
ap-284	180	3	]	]	SYM
ap-284	180	4	eggen	eggen	NOUN
ap-284	180	5	,	,	PUNCT
ap-284	180	6	o.	o.	PROPN
ap-284	180	7	et	et	PROPN
ap-284	180	8	al	al	PROPN
ap-284	180	9	:	:	PUNCT
ap-284	180	10	astrophysical	astrophysical	ADJ
ap-284	180	11	journal	journal	NOUN
ap-284	180	12	.	.	PUNCT
ap-284	181	1	1964	1964	NUM
ap-284	181	2	,	,	PUNCT
ap-284	181	3	140	140	NUM
ap-284	181	4	,	,	PUNCT
ap-284	181	5	p.	p.	NOUN
ap-284	181	6	130	130	NUM
ap-284	182	1	[	[	X
ap-284	182	2	14	14	NUM
ap-284	182	3	]	]	X
ap-284	182	4	kent	kent	PROPN
ap-284	182	5	,	,	PUNCT
ap-284	182	6	a.	a.	PROPN
ap-284	182	7	et	et	PROPN
ap-284	182	8	al	al	PROPN
ap-284	182	9	:	:	PUNCT
ap-284	182	10	astronomical	astronomical	ADJ
ap-284	182	11	journal	journal	NOUN
ap-284	182	12	.	.	PUNCT
ap-284	183	1	1993	1993	NUM
ap-284	183	2	,	,	PUNCT
ap-284	183	3	106	106	NUM
ap-284	183	4	,	,	PUNCT
ap-284	183	5	p.	p.	NOUN
ap-284	183	6	181	181	NUM
ap-284	184	1	[	[	X
ap-284	184	2	15	15	NUM
ap-284	184	3	]	]	PUNCT
ap-284	184	4	stetson	stetson	NOUN
ap-284	184	5	,	,	PUNCT
ap-284	184	6	p.	p.	NOUN
ap-284	184	7	:	:	PUNCT
ap-284	185	1	user	user	NOUN
ap-284	185	2	’s	’s	PART
ap-284	185	3	manual	manual	NOUN
ap-284	185	4	for	for	ADP
ap-284	185	5	daophotii	daophotii	NOUN
ap-284	185	6	.	.	PUNCT
ap-284	186	1	dominion	dominion	NOUN
ap-284	186	2	astrophysical	astrophysical	ADJ
ap-284	186	3	observatory	observatory	NOUN
ap-284	186	4	,	,	PUNCT
ap-284	186	5	victoria	victoria	PROPN
ap-284	186	6	,	,	PUNCT
ap-284	186	7	canada	canada	PROPN
ap-284	186	8	,	,	PUNCT
ap-284	186	9	1996	1996	NUM
ap-284	186	10	assoc	assoc	PROPN
ap-284	186	11	.	.	PUNCT
ap-284	187	1	prof	prof	PROPN
ap-284	187	2	.	.	PUNCT
ap-284	188	1	ahmed	ahmed	PROPN
ap-284	188	2	el	el	PROPN
ap-284	188	3	-	-	PROPN
ap-284	188	4	bassuny	bassuny	PROPN
ap-284	188	5	alawy	alawy	PROPN
ap-284	188	6	e	e	NOUN
ap-284	188	7	-	-	NOUN
ap-284	188	8	mail	mail	NOUN
ap-284	188	9	:	:	PUNCT
ap-284	188	10	abalawy@hotmail.com	abalawy@hotmail.com	PROPN
ap-284	188	11	national	national	PROPN
ap-284	188	12	research	research	PROPN
ap-284	188	13	institute	institute	PROPN
ap-284	188	14	of	of	ADP
ap-284	188	15	astronomy	astronomy	NOUN
ap-284	188	16	and	and	CCONJ
ap-284	188	17	geophysics	geophysic	NOUN
ap-284	188	18	(	(	PUNCT
ap-284	188	19	nriag	nriag	NOUN
ap-284	188	20	)	)	PUNCT
ap-284	188	21	helwan	helwan	PROPN
ap-284	188	22	,	,	PUNCT
ap-284	188	23	cairo	cairo	PROPN
ap-284	188	24	,	,	PUNCT
ap-284	188	25	egypt	egypt	PROPN
ap-284	188	26	doc	doc	PROPN
ap-284	188	27	.	.	PROPN
ap-284	189	1	ing	ing	PROPN
ap-284	189	2	.	.	PUNCT
ap-284	190	1	boris	boris	PROPN
ap-284	190	2	šimák	šimák	PROPN
ap-284	190	3	,	,	PUNCT
ap-284	190	4	csc	csc	PROPN
ap-284	190	5	.	.	PUNCT
ap-284	191	1	e	e	X
ap-284	191	2	-	-	NOUN
ap-284	191	3	mail	mail	NOUN
ap-284	191	4	:	:	PUNCT
ap-284	191	5	simak@feld.cvut.cz	simak@feld.cvut.cz	ADJ
ap-284	191	6	department	department	NOUN
ap-284	191	7	of	of	ADP
ap-284	191	8	telecommunications	telecommunication	NOUN
ap-284	191	9	engineering	engineering	NOUN
ap-284	191	10	czech	czech	PROPN
ap-284	191	11	technical	technical	PROPN
ap-284	191	12	university	university	PROPN
ap-284	191	13	in	in	ADP
ap-284	191	14	prague	prague	PROPN
ap-284	191	15	faculty	faculty	NOUN
ap-284	191	16	of	of	ADP
ap-284	191	17	electrical	electrical	ADJ
ap-284	191	18	engineering	engineering	NOUN
ap-284	191	19	technická	technická	NOUN
ap-284	191	20	2	2	NUM
ap-284	191	21	,	,	PUNCT
ap-284	191	22	166	166	NUM
ap-284	191	23	27	27	NUM
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ap-284	191	25	6	6	NUM
ap-284	191	26	,	,	PUNCT
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ap-284	191	30	.	.	PROPN
ap-284	192	1	farag	farag	PROPN
ap-284	192	2	ibrahim	ibrahim	PROPN
ap-284	192	3	younis	younis	PROPN
ap-284	192	4	elnagahy	elnagahy	PROPN
ap-284	192	5	,	,	PUNCT
ap-284	192	6	msc	msc	PROPN
ap-284	192	7	e	e	PROPN
ap-284	192	8	-	-	NOUN
ap-284	192	9	mail	mail	NOUN
ap-284	192	10	:	:	PUNCT
ap-284	193	1	faragelnagahy@hotmail.com	faragelnagahy@hotmail.com	X
ap-284	193	2	department	department	PROPN
ap-284	193	3	of	of	ADP
ap-284	193	4	telecommunications	telecommunication	NOUN
ap-284	193	5	engineering	engineering	NOUN
ap-284	193	6	czech	czech	PROPN
ap-284	193	7	technical	technical	PROPN
ap-284	193	8	university	university	PROPN
ap-284	193	9	in	in	ADP
ap-284	193	10	prague	prague	PROPN
ap-284	193	11	faculty	faculty	NOUN
ap-284	193	12	of	of	ADP
ap-284	193	13	electrical	electrical	ADJ
ap-284	193	14	engineering	engineering	NOUN
ap-284	193	15	technická	technická	NOUN
ap-284	193	16	2	2	NUM
ap-284	193	17	,	,	PUNCT
ap-284	193	18	166	166	NUM
ap-284	193	19	27	27	NUM
ap-284	193	20	praha	praha	NOUN
ap-284	193	21	6	6	NUM
ap-284	193	22	,	,	PUNCT
ap-284	193	23	czech	czech	PROPN
ap-284	193	24	republic	republic	PROPN
ap-284	193	25	prof	prof	PROPN
ap-284	193	26	.	.	PUNCT
ap-284	194	1	eng	eng	PROPN
ap-284	194	2	.	.	PROPN
ap-284	195	1	mohamed	mohamed	PROPN
ap-284	195	2	ashraf	ashraf	PROPN
ap-284	195	3	madkour	madkour	PROPN
ap-284	195	4	department	department	PROPN
ap-284	195	5	of	of	ADP
ap-284	195	6	systems	systems	PROPN
ap-284	195	7	&	&	CCONJ
ap-284	195	8	computers	computer	NOUN
ap-284	195	9	engineering	engineer	VERB
ap-284	195	10	al	al	PROPN
ap-284	195	11	-	-	PUNCT
ap-284	195	12	azhar	azhar	PROPN
ap-284	195	13	university	university	PROPN
ap-284	195	14	faculty	faculty	NOUN
ap-284	195	15	of	of	ADP
ap-284	195	16	engineering	engineering	PROPN
ap-284	195	17	cairo	cairo	PROPN
ap-284	195	18	,	,	PUNCT
ap-284	195	19	egypt	egypt	PROPN
ap-284	195	20	assoc	assoc	PROPN
ap-284	195	21	.	.	PUNCT
ap-284	196	1	prof	prof	PROPN
ap-284	196	2	.	.	PROPN
ap-284	197	1	mohamed	mohamed	PROPN
ap-284	197	2	s.	s.	PROPN
ap-284	197	3	ella	ella	PROPN
ap-284	197	4	national	national	PROPN
ap-284	197	5	research	research	PROPN
ap-284	197	6	institute	institute	PROPN
ap-284	197	7	of	of	ADP
ap-284	197	8	astronomy	astronomy	NOUN
ap-284	197	9	and	and	CCONJ
ap-284	197	10	geophysics	geophysic	NOUN
ap-284	197	11	(	(	PUNCT
ap-284	197	12	nriag	nriag	NOUN
ap-284	197	13	)	)	PUNCT
ap-284	197	14	helwan	helwan	PROPN
ap-284	197	15	,	,	PUNCT
ap-284	197	16	cairo	cairo	PROPN
ap-284	197	17	,	,	PUNCT
ap-284	197	18	egypt	egypt	PROPN
ap-284	197	19	38	38	NUM
ap-284	197	20	acta	acta	PROPN
ap-284	197	21	polytechnica	polytechnica	PROPN
ap-284	197	22	vol	vol	NOUN
ap-284	197	23	.	.	PUNCT
ap-284	198	1	41	41	NUM
ap-284	198	2	no	no	NOUN
ap-284	198	3	.	.	PUNCT
ap-284	199	1	6/2001	6/2001	NUM
ap-284	199	2	fig	fig	NOUN
ap-284	199	3	.	.	PUNCT
ap-284	200	1	9	9	NUM
ap-284	200	2	:	:	PUNCT
ap-284	200	3	map	map	NOUN
ap-284	200	4	of	of	ADP
ap-284	200	5	the	the	DET
ap-284	200	6	images	image	NOUN
ap-284	200	7	of	of	ADP
ap-284	200	8	stars	star	NOUN
ap-284	200	9	recognised	recognise	VERB
ap-284	200	10	in	in	ADP
ap-284	200	11	the	the	DET
ap-284	200	12	m67	m67	NOUN
ap-284	200	13	cluster	cluster	NOUN
ap-284	200	14	frame	frame	NOUN
ap-284	200	15	north	north	NOUN
ap-284	200	16	is	be	AUX
ap-284	200	17	up	up	ADV
ap-284	200	18	and	and	CCONJ
ap-284	200	19	east	east	NOUN
ap-284	200	20	is	be	AUX
ap-284	200	21	to	to	ADP
ap-284	200	22	the	the	DET
ap-284	200	23	left	left	ADJ
ap-284	200	24	asterisks	asterisk	NOUN
ap-284	200	25	:	:	PUNCT
ap-284	200	26	images	image	NOUN
ap-284	200	27	identified	identify	VERB
ap-284	200	28	by	by	ADP
ap-284	200	29	both	both	DET
ap-284	200	30	methods	method	NOUN
ap-284	200	31	circles	circle	NOUN
ap-284	200	32	:	:	PUNCT
ap-284	200	33	images	image	NOUN
ap-284	200	34	identified	identify	VERB
ap-284	200	35	by	by	ADP
ap-284	200	36	the	the	DET
ap-284	200	37	siis	siis	PROPN
ap-284	200	38	-	-	PUNCT
ap-284	200	39	ann	ann	PROPN
ap-284	200	40	method	method	NOUN
ap-284	200	41	only	only	ADV
ap-284	200	42	squares	square	NOUN
ap-284	200	43	:	:	PUNCT
ap-284	200	44	images	image	NOUN
ap-284	200	45	identified	identify	VERB
ap-284	200	46	by	by	ADP
ap-284	200	47	the	the	DET
ap-284	200	48	daophotii	daophotii	NOUN
ap-284	200	49	method	method	NOUN
ap-284	200	50	only	only	ADV