id	sid	tid	token	lemma	pos
app01-9502	1	1	acta	acta	PROPN
app01-9502	1	2	polytechnica	polytechnica	PROPN
app01-9502	1	3	ctu	ctu	NOUN
app01-9502	1	4	proceedings	proceeding	NOUN
app01-9502	1	5	https://doi.org/10.14311/app.2023.43.0106	https://doi.org/10.14311/app.2023.43.0106	PROPN
app01-9502	1	6	acta	acta	PROPN
app01-9502	1	7	polytechnica	polytechnica	PROPN
app01-9502	1	8	ctu	ctu	NOUN
app01-9502	1	9	proceedings	proceeding	NOUN
app01-9502	1	10	43:106–110	43:106–110	PROPN
app01-9502	1	11	,	,	PUNCT
app01-9502	1	12	2023	2023	NUM
app01-9502	1	13	©	©	ADP
app01-9502	1	14	2023	2023	NUM
app01-9502	1	15	the	the	DET
app01-9502	1	16	author(s	author(s	NOUN
app01-9502	1	17	)	)	PUNCT
app01-9502	1	18	.	.	PUNCT
app01-9502	2	1	licensed	license	VERB
app01-9502	2	2	under	under	ADP
app01-9502	2	3	a	a	DET
app01-9502	2	4	cc	cc	NOUN
app01-9502	2	5	-	-	PUNCT
app01-9502	2	6	by	by	ADP
app01-9502	2	7	4.0	4.0	NUM
app01-9502	2	8	licence	licence	NOUN
app01-9502	2	9	published	publish	VERB
app01-9502	2	10	by	by	ADP
app01-9502	2	11	the	the	DET
app01-9502	2	12	czech	czech	PROPN
app01-9502	2	13	technical	technical	PROPN
app01-9502	2	14	university	university	PROPN
app01-9502	2	15	in	in	ADP
app01-9502	2	16	prague	prague	PROPN
app01-9502	2	17	artificial	artificial	ADJ
app01-9502	2	18	intelligence	intelligence	NOUN
app01-9502	2	19	in	in	ADP
app01-9502	2	20	operational	operational	ADJ
app01-9502	2	21	applications	application	NOUN
app01-9502	2	22	of	of	ADP
app01-9502	2	23	railway	railway	NOUN
app01-9502	2	24	infrastructure	infrastructure	NOUN
app01-9502	2	25	manager	manager	NOUN
app01-9502	2	26	přemysl	přemysl	PROPN
app01-9502	2	27	šrámek	šrámek	PROPN
app01-9502	2	28	,	,	PUNCT
app01-9502	2	29	jaromír	jaromír	NOUN
app01-9502	2	30	široký∗	široký∗	NOUN
app01-9502	2	31	,	,	PUNCT
app01-9502	2	32	martin	martin	PROPN
app01-9502	2	33	vojtek	vojtek	PROPN
app01-9502	2	34	university	university	PROPN
app01-9502	2	35	of	of	ADP
app01-9502	2	36	pardubice	pardubice	PROPN
app01-9502	2	37	,	,	PUNCT
app01-9502	2	38	jan	jan	PROPN
app01-9502	2	39	perner	perner	PROPN
app01-9502	2	40	transport	transport	PROPN
app01-9502	2	41	faculty	faculty	PROPN
app01-9502	2	42	,	,	PUNCT
app01-9502	2	43	department	department	NOUN
app01-9502	2	44	of	of	ADP
app01-9502	2	45	transport	transport	NOUN
app01-9502	2	46	technology	technology	NOUN
app01-9502	2	47	and	and	CCONJ
app01-9502	2	48	control	control	NOUN
app01-9502	2	49	,	,	PUNCT
app01-9502	2	50	studentská	studentská	PROPN
app01-9502	2	51	95	95	NUM
app01-9502	2	52	,	,	PUNCT
app01-9502	2	53	532	532	NUM
app01-9502	2	54	10	10	NUM
app01-9502	2	55	pardubice	pardubice	NOUN
app01-9502	2	56	,	,	PUNCT
app01-9502	2	57	czech	czech	PROPN
app01-9502	2	58	republic	republic	NOUN
app01-9502	2	59	∗	∗	NOUN
app01-9502	2	60	corresponding	correspond	VERB
app01-9502	2	61	author	author	NOUN
app01-9502	2	62	:	:	PUNCT
app01-9502	2	63	jaromir.siroky@upce.cz	jaromir.siroky@upce.cz	PROPN
app01-9502	2	64	abstract	abstract	NOUN
app01-9502	2	65	.	.	PUNCT
app01-9502	3	1	the	the	DET
app01-9502	3	2	main	main	ADJ
app01-9502	3	3	goal	goal	NOUN
app01-9502	3	4	of	of	ADP
app01-9502	3	5	this	this	DET
app01-9502	3	6	article	article	NOUN
app01-9502	3	7	is	be	AUX
app01-9502	3	8	to	to	PART
app01-9502	3	9	present	present	VERB
app01-9502	3	10	the	the	DET
app01-9502	3	11	possibility	possibility	NOUN
app01-9502	3	12	of	of	ADP
app01-9502	3	13	using	use	VERB
app01-9502	3	14	artificial	artificial	ADJ
app01-9502	3	15	intelligence	intelligence	NOUN
app01-9502	3	16	in	in	ADP
app01-9502	3	17	operational	operational	ADJ
app01-9502	3	18	application	application	NOUN
app01-9502	3	19	of	of	ADP
app01-9502	3	20	railway	railway	NOUN
app01-9502	3	21	infrastructure	infrastructure	NOUN
app01-9502	3	22	manager	manager	NOUN
app01-9502	3	23	.	.	PUNCT
app01-9502	4	1	railway	railway	NOUN
app01-9502	4	2	4.0	4.0	NUM
app01-9502	4	3	can	can	AUX
app01-9502	4	4	be	be	AUX
app01-9502	4	5	controlled	control	VERB
app01-9502	4	6	fully	fully	ADV
app01-9502	4	7	digitally	digitally	ADV
app01-9502	4	8	–	–	PUNCT
app01-9502	4	9	operational	operational	ADJ
app01-9502	4	10	applications	application	NOUN
app01-9502	4	11	based	base	VERB
app01-9502	4	12	on	on	ADP
app01-9502	4	13	the	the	DET
app01-9502	4	14	artificial	artificial	ADJ
app01-9502	4	15	intelligence	intelligence	NOUN
app01-9502	4	16	can	can	AUX
app01-9502	4	17	optimize	optimize	VERB
app01-9502	4	18	the	the	DET
app01-9502	4	19	technology	technology	NOUN
app01-9502	4	20	of	of	ADP
app01-9502	4	21	railway	railway	NOUN
app01-9502	4	22	traffic	traffic	NOUN
app01-9502	4	23	control	control	NOUN
app01-9502	4	24	.	.	PUNCT
app01-9502	5	1	thereafter	thereafter	ADV
app01-9502	5	2	,	,	PUNCT
app01-9502	5	3	a	a	DET
app01-9502	5	4	wide	wide	ADJ
app01-9502	5	5	range	range	NOUN
app01-9502	5	6	of	of	ADP
app01-9502	5	7	equipment	equipment	NOUN
app01-9502	5	8	could	could	AUX
app01-9502	5	9	be	be	AUX
app01-9502	5	10	controlled	control	VERB
app01-9502	5	11	by	by	ADP
app01-9502	5	12	application	application	NOUN
app01-9502	5	13	through	through	ADP
app01-9502	5	14	a	a	DET
app01-9502	5	15	secure	secure	ADJ
app01-9502	5	16	interface	interface	NOUN
app01-9502	5	17	.	.	PUNCT
app01-9502	6	1	keywords	keyword	NOUN
app01-9502	6	2	:	:	PUNCT
app01-9502	6	3	artificial	artificial	ADJ
app01-9502	6	4	intelligence	intelligence	NOUN
app01-9502	6	5	,	,	PUNCT
app01-9502	6	6	operational	operational	ADJ
app01-9502	6	7	applications	application	NOUN
app01-9502	6	8	,	,	PUNCT
app01-9502	6	9	railway	railway	NOUN
app01-9502	6	10	traffic	traffic	NOUN
app01-9502	6	11	control	control	NOUN
app01-9502	6	12	,	,	PUNCT
app01-9502	6	13	railway	railway	NOUN
app01-9502	6	14	4.0	4.0	NUM
app01-9502	6	15	.	.	NOUN
app01-9502	7	1	1	1	X
app01-9502	7	2	.	.	X
app01-9502	7	3	introduction	introduction	NOUN
app01-9502	7	4	railway	railway	NOUN
app01-9502	7	5	4.0	4.0	NUM
app01-9502	7	6	should	should	AUX
app01-9502	7	7	be	be	AUX
app01-9502	7	8	completely	completely	ADV
app01-9502	7	9	digital	digital	ADJ
app01-9502	7	10	.	.	PUNCT
app01-9502	8	1	railway	railway	NOUN
app01-9502	8	2	traffic	traffic	NOUN
app01-9502	8	3	control	control	NOUN
app01-9502	8	4	should	should	AUX
app01-9502	8	5	use	use	VERB
app01-9502	8	6	the	the	DET
app01-9502	8	7	digitization	digitization	NOUN
app01-9502	8	8	as	as	ADV
app01-9502	8	9	much	much	ADV
app01-9502	8	10	as	as	ADP
app01-9502	8	11	possible	possible	ADJ
app01-9502	8	12	.	.	PUNCT
app01-9502	9	1	one	one	NUM
app01-9502	9	2	rail	rail	NOUN
app01-9502	9	3	network	network	NOUN
app01-9502	9	4	(	(	PUNCT
app01-9502	9	5	topology	topology	NOUN
app01-9502	9	6	)	)	PUNCT
app01-9502	9	7	completely	completely	ADV
app01-9502	9	8	connected	connect	VERB
app01-9502	9	9	information	information	NOUN
app01-9502	9	10	systems	system	NOUN
app01-9502	9	11	with	with	ADP
app01-9502	9	12	secure	secure	ADJ
app01-9502	9	13	interface	interface	NOUN
app01-9502	9	14	with	with	ADP
app01-9502	9	15	other	other	ADJ
app01-9502	9	16	devices	device	NOUN
app01-9502	9	17	(	(	PUNCT
app01-9502	9	18	safety	safety	NOUN
app01-9502	9	19	equipment	equipment	NOUN
app01-9502	9	20	,	,	PUNCT
app01-9502	9	21	etcs	etcs	PROPN
app01-9502	9	22	etc	etc	X
app01-9502	9	23	.	.	PUNCT
app01-9502	9	24	)	)	PUNCT
app01-9502	9	25	should	should	AUX
app01-9502	9	26	not	not	PART
app01-9502	9	27	be	be	AUX
app01-9502	9	28	blank	blank	ADJ
app01-9502	9	29	phrases	phrase	NOUN
app01-9502	9	30	.	.	PUNCT
app01-9502	10	1	the	the	DET
app01-9502	10	2	aim	aim	NOUN
app01-9502	10	3	of	of	ADP
app01-9502	10	4	this	this	DET
app01-9502	10	5	article	article	NOUN
app01-9502	10	6	is	be	AUX
app01-9502	10	7	to	to	PART
app01-9502	10	8	present	present	VERB
app01-9502	10	9	the	the	DET
app01-9502	10	10	possibility	possibility	NOUN
app01-9502	10	11	of	of	ADP
app01-9502	10	12	using	use	VERB
app01-9502	10	13	artificial	artificial	ADJ
app01-9502	10	14	intelligence	intelligence	NOUN
app01-9502	10	15	in	in	ADP
app01-9502	10	16	operational	operational	ADJ
app01-9502	10	17	application	application	NOUN
app01-9502	10	18	for	for	ADP
app01-9502	10	19	optimization	optimization	NOUN
app01-9502	10	20	the	the	DET
app01-9502	10	21	railway	railway	NOUN
app01-9502	10	22	traffic	traffic	NOUN
app01-9502	10	23	control	control	NOUN
app01-9502	10	24	processes	process	NOUN
app01-9502	10	25	.	.	PUNCT
app01-9502	11	1	2	2	X
app01-9502	11	2	.	.	X
app01-9502	11	3	materials	material	NOUN
app01-9502	11	4	and	and	CCONJ
app01-9502	11	5	methods	method	NOUN
app01-9502	11	6	in	in	ADP
app01-9502	11	7	this	this	DET
app01-9502	11	8	article	article	NOUN
app01-9502	11	9	there	there	PRON
app01-9502	11	10	was	be	AUX
app01-9502	11	11	used	use	VERB
app01-9502	11	12	the	the	DET
app01-9502	11	13	decomposition	decomposition	NOUN
app01-9502	11	14	of	of	ADP
app01-9502	11	15	the	the	DET
app01-9502	11	16	application	application	NOUN
app01-9502	11	17	to	to	PART
app01-9502	11	18	determine	determine	VERB
app01-9502	11	19	the	the	DET
app01-9502	11	20	levels	level	NOUN
app01-9502	11	21	of	of	ADP
app01-9502	11	22	the	the	DET
app01-9502	11	23	deep	deep	ADJ
app01-9502	11	24	learning	learning	NOUN
app01-9502	11	25	.	.	PUNCT
app01-9502	12	1	the	the	DET
app01-9502	12	2	artificial	artificial	ADJ
app01-9502	12	3	intelligence	intelligence	NOUN
app01-9502	12	4	topic	topic	NOUN
app01-9502	12	5	is	be	AUX
app01-9502	12	6	quite	quite	ADV
app01-9502	12	7	old	old	ADJ
app01-9502	12	8	(	(	PUNCT
app01-9502	12	9	more	more	ADJ
app01-9502	12	10	in	in	ADP
app01-9502	12	11	the	the	DET
app01-9502	12	12	figure	figure	NOUN
app01-9502	12	13	1	1	NUM
app01-9502	12	14	)	)	PUNCT
app01-9502	12	15	,	,	PUNCT
app01-9502	12	16	but	but	CCONJ
app01-9502	12	17	the	the	DET
app01-9502	12	18	implementation	implementation	NOUN
app01-9502	12	19	in	in	ADP
app01-9502	12	20	operational	operational	ADJ
app01-9502	12	21	apps	app	NOUN
app01-9502	12	22	of	of	ADP
app01-9502	12	23	railway	railway	NOUN
app01-9502	12	24	infrastructure	infrastructure	NOUN
app01-9502	12	25	manager	manager	NOUN
app01-9502	12	26	is	be	AUX
app01-9502	12	27	still	still	ADV
app01-9502	12	28	quite	quite	ADV
app01-9502	12	29	unexplored	unexplored	ADJ
app01-9502	12	30	.	.	PUNCT
app01-9502	13	1	the	the	DET
app01-9502	13	2	difference	difference	NOUN
app01-9502	13	3	between	between	ADP
app01-9502	13	4	terms	term	NOUN
app01-9502	13	5	artificial	artificial	ADJ
app01-9502	13	6	intelligence	intelligence	NOUN
app01-9502	13	7	,	,	PUNCT
app01-9502	13	8	machine	machine	NOUN
app01-9502	13	9	learning	learning	NOUN
app01-9502	13	10	and	and	CCONJ
app01-9502	13	11	deep	deep	ADJ
app01-9502	13	12	learning	learning	NOUN
app01-9502	13	13	is	be	AUX
app01-9502	13	14	:	:	PUNCT
app01-9502	13	15	•	•	NUM
app01-9502	13	16	artificial	artificial	ADJ
app01-9502	13	17	intelligence	intelligence	NOUN
app01-9502	13	18	–	–	PUNCT
app01-9502	13	19	a	a	DET
app01-9502	13	20	program	program	NOUN
app01-9502	13	21	that	that	PRON
app01-9502	13	22	can	can	AUX
app01-9502	13	23	sense	sense	VERB
app01-9502	13	24	,	,	PUNCT
app01-9502	13	25	reason	reason	NOUN
app01-9502	13	26	,	,	PUNCT
app01-9502	13	27	act	act	VERB
app01-9502	13	28	and	and	CCONJ
app01-9502	13	29	adapt	adapt	VERB
app01-9502	13	30	,	,	PUNCT
app01-9502	13	31	•	•	NUM
app01-9502	13	32	machine	machine	NOUN
app01-9502	13	33	learning	learning	NOUN
app01-9502	13	34	–	–	PUNCT
app01-9502	13	35	algorithms	algorithm	NOUN
app01-9502	13	36	whose	whose	DET
app01-9502	13	37	performance	performance	NOUN
app01-9502	13	38	improve	improve	VERB
app01-9502	13	39	as	as	SCONJ
app01-9502	13	40	they	they	PRON
app01-9502	13	41	are	be	AUX
app01-9502	13	42	exposed	expose	VERB
app01-9502	13	43	to	to	ADP
app01-9502	13	44	more	more	ADJ
app01-9502	13	45	data	datum	NOUN
app01-9502	13	46	over	over	ADP
app01-9502	13	47	time	time	NOUN
app01-9502	13	48	,	,	PUNCT
app01-9502	13	49	•	•	NUM
app01-9502	13	50	deep	deep	ADJ
app01-9502	13	51	learning	learning	NOUN
app01-9502	13	52	–	–	PUNCT
app01-9502	13	53	subset	subset	NOUN
app01-9502	13	54	of	of	ADP
app01-9502	13	55	machine	machine	NOUN
app01-9502	13	56	learning	learning	NOUN
app01-9502	13	57	in	in	ADP
app01-9502	13	58	which	which	PRON
app01-9502	13	59	multi	multi	ADJ
app01-9502	13	60	-	-	ADJ
app01-9502	13	61	layered	layered	ADJ
app01-9502	13	62	neural	neural	ADJ
app01-9502	13	63	networks	network	NOUN
app01-9502	13	64	learn	learn	VERB
app01-9502	13	65	form	form	NOUN
app01-9502	13	66	vast	vast	ADJ
app01-9502	13	67	amounts	amount	NOUN
app01-9502	13	68	of	of	ADP
app01-9502	13	69	data	datum	NOUN
app01-9502	13	70	.	.	PUNCT
app01-9502	14	1	more	more	ADJ
app01-9502	14	2	in	in	ADP
app01-9502	14	3	the	the	DET
app01-9502	14	4	figure	figure	NOUN
app01-9502	14	5	2	2	NUM
app01-9502	14	6	.	.	X
app01-9502	14	7	deep	deep	ADJ
app01-9502	14	8	learning	learning	NOUN
app01-9502	14	9	is	be	AUX
app01-9502	14	10	incredibly	incredibly	ADV
app01-9502	14	11	young	young	ADJ
app01-9502	14	12	field	field	NOUN
app01-9502	14	13	of	of	ADP
app01-9502	14	14	artificial	artificial	ADJ
app01-9502	14	15	intelligence	intelligence	NOUN
app01-9502	14	16	based	base	VERB
app01-9502	14	17	on	on	ADP
app01-9502	14	18	artificial	artificial	ADJ
app01-9502	14	19	neural	neural	ADJ
app01-9502	14	20	networks	network	NOUN
app01-9502	14	21	(	(	PUNCT
app01-9502	14	22	multilayered	multilayere	VERB
app01-9502	14	23	structure	structure	NOUN
app01-9502	14	24	of	of	ADP
app01-9502	14	25	algorithms	algorithm	NOUN
app01-9502	14	26	,	,	PUNCT
app01-9502	14	27	more	more	ADJ
app01-9502	14	28	in	in	ADP
app01-9502	14	29	the	the	DET
app01-9502	14	30	figure	figure	NOUN
app01-9502	14	31	3	3	NUM
app01-9502	14	32	)	)	PUNCT
app01-9502	14	33	.	.	PUNCT
app01-9502	15	1	however	however	ADV
app01-9502	15	2	,	,	PUNCT
app01-9502	15	3	the	the	DET
app01-9502	15	4	new	new	ADJ
app01-9502	15	5	industrial	industrial	ADJ
app01-9502	15	6	revolution	revolution	NOUN
app01-9502	15	7	is	be	AUX
app01-9502	15	8	driven	drive	VERB
app01-9502	15	9	by	by	ADP
app01-9502	15	10	artificial	artificial	ADJ
app01-9502	15	11	neural	neural	ADJ
app01-9502	15	12	networks	network	NOUN
app01-9502	15	13	and	and	CCONJ
app01-9502	15	14	deep	deep	ADJ
app01-9502	15	15	learning	learning	NOUN
app01-9502	15	16	–	–	PUNCT
app01-9502	15	17	the	the	DET
app01-9502	15	18	major	major	ADJ
app01-9502	15	19	advantages	advantage	NOUN
app01-9502	15	20	are	be	AUX
app01-9502	15	21	2	2	NUM
app01-9502	15	22	:	:	PUNCT
app01-9502	15	23	needlessness	needlessness	NOUN
app01-9502	15	24	of	of	ADP
app01-9502	15	25	the	the	DET
app01-9502	15	26	so	so	ADV
app01-9502	15	27	-	-	PUNCT
app01-9502	15	28	called	call	VERB
app01-9502	15	29	feature	feature	NOUN
app01-9502	15	30	extraction	extraction	NOUN
app01-9502	15	31	and	and	CCONJ
app01-9502	15	32	powering	power	VERB
app01-9502	15	33	by	by	ADP
app01-9502	15	34	massive	massive	ADJ
app01-9502	15	35	amounts	amount	NOUN
app01-9502	15	36	of	of	ADP
app01-9502	15	37	data	datum	NOUN
app01-9502	15	38	(	(	PUNCT
app01-9502	15	39	big	big	ADJ
app01-9502	15	40	data	datum	NOUN
app01-9502	15	41	use	use	NOUN
app01-9502	15	42	)	)	PUNCT
app01-9502	15	43	.	.	PUNCT
app01-9502	16	1	about	about	ADP
app01-9502	16	2	feature	feature	NOUN
app01-9502	16	3	extraction	extraction	NOUN
app01-9502	16	4	–	–	PUNCT
app01-9502	16	5	the	the	DET
app01-9502	16	6	problem	problem	NOUN
app01-9502	16	7	is	be	AUX
app01-9502	16	8	the	the	DET
app01-9502	16	9	impossibility	impossibility	NOUN
app01-9502	16	10	of	of	ADP
app01-9502	16	11	implementation	implementation	NOUN
app01-9502	16	12	flat	flat	ADJ
app01-9502	16	13	algorithms	algorithm	NOUN
app01-9502	16	14	(	(	PUNCT
app01-9502	16	15	e.g.	e.g.	ADV
app01-9502	16	16	decision	decision	NOUN
app01-9502	16	17	trees	tree	NOUN
app01-9502	16	18	)	)	PUNCT
app01-9502	16	19	to	to	ADP
app01-9502	16	20	the	the	DET
app01-9502	16	21	raw	raw	ADJ
app01-9502	16	22	data	datum	NOUN
app01-9502	16	23	–	–	PUNCT
app01-9502	16	24	the	the	DET
app01-9502	16	25	step	step	NOUN
app01-9502	16	26	called	call	VERB
app01-9502	16	27	“	"	PUNCT
app01-9502	16	28	feature	feature	NOUN
app01-9502	16	29	figure	figure	NOUN
app01-9502	16	30	1	1	NUM
app01-9502	16	31	.	.	PUNCT
app01-9502	16	32	evolution	evolution	NOUN
app01-9502	16	33	of	of	ADP
app01-9502	16	34	ai	ai	PROPN
app01-9502	16	35	[	[	X
app01-9502	16	36	1	1	NUM
app01-9502	16	37	]	]	PUNCT
app01-9502	16	38	.	.	PUNCT
app01-9502	17	1	figure	figure	NOUN
app01-9502	17	2	2	2	NUM
app01-9502	17	3	.	.	PUNCT
app01-9502	18	1	the	the	DET
app01-9502	18	2	difference	difference	NOUN
app01-9502	18	3	definition	definition	NOUN
app01-9502	18	4	[	[	X
app01-9502	18	5	1	1	NUM
app01-9502	18	6	]	]	PUNCT
app01-9502	18	7	.	.	PUNCT
app01-9502	19	1	extraction	extraction	NOUN
app01-9502	19	2	”	"	PUNCT
app01-9502	19	3	must	must	AUX
app01-9502	19	4	be	be	AUX
app01-9502	19	5	done	do	VERB
app01-9502	19	6	.	.	PUNCT
app01-9502	20	1	the	the	DET
app01-9502	20	2	result	result	NOUN
app01-9502	20	3	of	of	ADP
app01-9502	20	4	feature	feature	NOUN
app01-9502	20	5	extraction	extraction	NOUN
app01-9502	20	6	is	be	AUX
app01-9502	20	7	an	an	DET
app01-9502	20	8	abstract	abstract	ADJ
app01-9502	20	9	representation	representation	NOUN
app01-9502	20	10	of	of	ADP
app01-9502	20	11	the	the	DET
app01-9502	20	12	given	give	VERB
app01-9502	20	13	raw	raw	ADJ
app01-9502	20	14	data	datum	NOUN
app01-9502	20	15	,	,	PUNCT
app01-9502	20	16	that	that	SCONJ
app01-9502	20	17	you	you	PRON
app01-9502	20	18	can	can	AUX
app01-9502	20	19	use	use	VERB
app01-9502	20	20	for	for	ADP
app01-9502	20	21	classic	classic	ADJ
app01-9502	20	22	machine	machine	NOUN
app01-9502	20	23	learning	learn	VERB
app01-9502	20	24	algorithms	algorithm	NOUN
app01-9502	20	25	to	to	PART
app01-9502	20	26	perform	perform	VERB
app01-9502	20	27	a	a	DET
app01-9502	20	28	task	task	NOUN
app01-9502	20	29	(	(	PUNCT
app01-9502	20	30	e.g.	e.g.	ADV
app01-9502	20	31	the	the	DET
app01-9502	20	32	classification	classification	NOUN
app01-9502	20	33	106	106	NUM
app01-9502	20	34	https://doi.org/10.14311/app.2023.43.0106	https://doi.org/10.14311/app.2023.43.0106	PROPN
app01-9502	20	35	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
app01-9502	20	36	https://www.cvut.cz/en	https://www.cvut.cz/en	NOUN
app01-9502	20	37	vol	vol	NOUN
app01-9502	20	38	.	.	PUNCT
app01-9502	21	1	43/2023	43/2023	NUM
app01-9502	21	2	artificial	artificial	ADJ
app01-9502	21	3	intelligence	intelligence	NOUN
app01-9502	21	4	in	in	ADP
app01-9502	21	5	operational	operational	ADJ
app01-9502	21	6	applications	application	NOUN
app01-9502	21	7	of	of	ADP
app01-9502	21	8	railway	railway	NOUN
app01-9502	21	9	infrastructure	infrastructure	NOUN
app01-9502	21	10	manager	manager	NOUN
app01-9502	21	11	figure	figure	VERB
app01-9502	21	12	3	3	NUM
app01-9502	21	13	.	.	PUNCT
app01-9502	21	14	neural	neural	ADJ
app01-9502	21	15	network	network	NOUN
app01-9502	21	16	[	[	X
app01-9502	21	17	2	2	NUM
app01-9502	21	18	]	]	PUNCT
app01-9502	21	19	.	.	PUNCT
app01-9502	22	1	figure	figure	NOUN
app01-9502	22	2	4	4	NUM
app01-9502	22	3	.	.	PUNCT
app01-9502	22	4	feature	feature	NOUN
app01-9502	22	5	extraction	extraction	NOUN
app01-9502	22	6	[	[	X
app01-9502	22	7	1	1	NUM
app01-9502	22	8	]	]	PUNCT
app01-9502	22	9	.	.	PUNCT
app01-9502	23	1	of	of	ADP
app01-9502	23	2	the	the	DET
app01-9502	23	3	data	datum	NOUN
app01-9502	23	4	into	into	ADP
app01-9502	23	5	several	several	ADJ
app01-9502	23	6	categories	category	NOUN
app01-9502	23	7	or	or	CCONJ
app01-9502	23	8	classes	class	NOUN
app01-9502	23	9	)	)	PUNCT
app01-9502	23	10	.	.	PUNCT
app01-9502	24	1	feature	feature	NOUN
app01-9502	24	2	extraction	extraction	NOUN
app01-9502	24	3	is	be	AUX
app01-9502	24	4	usually	usually	ADV
app01-9502	24	5	quite	quite	ADV
app01-9502	24	6	complicated	complicated	ADJ
app01-9502	24	7	and	and	CCONJ
app01-9502	24	8	requires	require	VERB
app01-9502	24	9	detailed	detailed	ADJ
app01-9502	24	10	knowledge	knowledge	NOUN
app01-9502	24	11	of	of	ADP
app01-9502	24	12	the	the	DET
app01-9502	24	13	problem	problem	NOUN
app01-9502	24	14	[	[	X
app01-9502	24	15	3	3	NUM
app01-9502	24	16	]	]	PUNCT
app01-9502	24	17	.	.	PUNCT
app01-9502	25	1	this	this	DET
app01-9502	25	2	step	step	NOUN
app01-9502	25	3	must	must	AUX
app01-9502	25	4	be	be	AUX
app01-9502	25	5	adapted	adapt	VERB
app01-9502	25	6	and	and	CCONJ
app01-9502	25	7	refined	refine	VERB
app01-9502	25	8	over	over	ADP
app01-9502	25	9	several	several	ADJ
app01-9502	25	10	iterations	iteration	NOUN
app01-9502	25	11	for	for	ADP
app01-9502	25	12	optimal	optimal	ADJ
app01-9502	25	13	results	result	NOUN
app01-9502	25	14	.	.	PUNCT
app01-9502	26	1	and	and	CCONJ
app01-9502	26	2	deep	deep	ADJ
app01-9502	26	3	learning	learning	NOUN
app01-9502	26	4	models	model	NOUN
app01-9502	26	5	do	do	AUX
app01-9502	26	6	n’t	not	PART
app01-9502	26	7	need	need	VERB
app01-9502	26	8	it	it	PRON
app01-9502	26	9	(	(	PUNCT
app01-9502	26	10	more	more	ADJ
app01-9502	26	11	in	in	ADP
app01-9502	26	12	the	the	DET
app01-9502	26	13	figure	figure	NOUN
app01-9502	26	14	4	4	NUM
app01-9502	26	15	)	)	PUNCT
app01-9502	26	16	,	,	PUNCT
app01-9502	26	17	because	because	SCONJ
app01-9502	26	18	the	the	DET
app01-9502	26	19	feature	feature	NOUN
app01-9502	26	20	extraction	extraction	NOUN
app01-9502	26	21	step	step	NOUN
app01-9502	26	22	is	be	AUX
app01-9502	26	23	already	already	ADV
app01-9502	26	24	a	a	DET
app01-9502	26	25	part	part	NOUN
app01-9502	26	26	of	of	ADP
app01-9502	26	27	the	the	DET
app01-9502	26	28	process	process	NOUN
app01-9502	26	29	that	that	PRON
app01-9502	26	30	takes	take	VERB
app01-9502	26	31	place	place	NOUN
app01-9502	26	32	in	in	ADP
app01-9502	26	33	an	an	DET
app01-9502	26	34	artificial	artificial	ADJ
app01-9502	26	35	neural	neural	ADJ
app01-9502	26	36	network	network	NOUN
app01-9502	26	37	.	.	PUNCT
app01-9502	27	1	during	during	ADP
app01-9502	27	2	the	the	DET
app01-9502	27	3	training	training	NOUN
app01-9502	27	4	process	process	NOUN
app01-9502	27	5	,	,	PUNCT
app01-9502	27	6	this	this	DET
app01-9502	27	7	step	step	NOUN
app01-9502	27	8	is	be	AUX
app01-9502	27	9	also	also	ADV
app01-9502	27	10	optimized	optimize	VERB
app01-9502	27	11	by	by	ADP
app01-9502	27	12	the	the	DET
app01-9502	27	13	neural	neural	ADJ
app01-9502	27	14	network	network	NOUN
app01-9502	27	15	to	to	PART
app01-9502	27	16	obtain	obtain	VERB
app01-9502	27	17	the	the	DET
app01-9502	27	18	best	good	ADJ
app01-9502	27	19	possible	possible	ADJ
app01-9502	27	20	abstract	abstract	ADJ
app01-9502	27	21	representation	representation	NOUN
app01-9502	27	22	of	of	ADP
app01-9502	27	23	the	the	DET
app01-9502	27	24	input	input	NOUN
app01-9502	27	25	data	datum	NOUN
app01-9502	27	26	[	[	X
app01-9502	27	27	4	4	NUM
app01-9502	27	28	]	]	PUNCT
app01-9502	27	29	.	.	PUNCT
app01-9502	28	1	for	for	ADP
app01-9502	28	2	example	example	NOUN
app01-9502	28	3	,	,	PUNCT
app01-9502	28	4	if	if	SCONJ
app01-9502	28	5	you	you	PRON
app01-9502	28	6	want	want	VERB
app01-9502	28	7	to	to	PART
app01-9502	28	8	use	use	VERB
app01-9502	28	9	a	a	DET
app01-9502	28	10	machine	machine	NOUN
app01-9502	28	11	learning	learn	VERB
app01-9502	28	12	model	model	NOUN
app01-9502	28	13	to	to	PART
app01-9502	28	14	determine	determine	VERB
app01-9502	28	15	whether	whether	SCONJ
app01-9502	28	16	a	a	DET
app01-9502	28	17	particular	particular	ADJ
app01-9502	28	18	image	image	NOUN
app01-9502	28	19	shows	show	VERB
app01-9502	28	20	a	a	DET
app01-9502	28	21	car	car	NOUN
app01-9502	28	22	or	or	CCONJ
app01-9502	28	23	not	not	PART
app01-9502	28	24	,	,	PUNCT
app01-9502	28	25	we	we	PRON
app01-9502	28	26	humans	human	NOUN
app01-9502	28	27	first	first	ADV
app01-9502	28	28	need	need	VERB
app01-9502	28	29	to	to	PART
app01-9502	28	30	identify	identify	VERB
app01-9502	28	31	the	the	DET
app01-9502	28	32	unique	unique	ADJ
app01-9502	28	33	features	feature	NOUN
app01-9502	28	34	of	of	ADP
app01-9502	28	35	a	a	DET
app01-9502	28	36	car	car	NOUN
app01-9502	28	37	(	(	PUNCT
app01-9502	28	38	shape	shape	NOUN
app01-9502	28	39	,	,	PUNCT
app01-9502	28	40	size	size	NOUN
app01-9502	28	41	,	,	PUNCT
app01-9502	28	42	windows	window	NOUN
app01-9502	28	43	,	,	PUNCT
app01-9502	28	44	wheels	wheel	NOUN
app01-9502	28	45	,	,	PUNCT
app01-9502	28	46	etc	etc	X
app01-9502	28	47	.	.	X
app01-9502	28	48	)	)	PUNCT
app01-9502	28	49	,	,	PUNCT
app01-9502	28	50	extract	extract	VERB
app01-9502	28	51	these	these	DET
app01-9502	28	52	features	feature	NOUN
app01-9502	28	53	and	and	CCONJ
app01-9502	28	54	give	give	VERB
app01-9502	28	55	them	they	PRON
app01-9502	28	56	to	to	ADP
app01-9502	28	57	the	the	DET
app01-9502	28	58	algorithm	algorithm	NOUN
app01-9502	28	59	as	as	ADP
app01-9502	28	60	input	input	NOUN
app01-9502	28	61	data	datum	NOUN
app01-9502	28	62	.	.	PUNCT
app01-9502	29	1	this	this	DET
app01-9502	29	2	way	way	NOUN
app01-9502	29	3	,	,	PUNCT
app01-9502	29	4	the	the	DET
app01-9502	29	5	machine	machine	NOUN
app01-9502	29	6	learning	learn	VERB
app01-9502	29	7	algorithm	algorithm	NOUN
app01-9502	29	8	would	would	AUX
app01-9502	29	9	perform	perform	VERB
app01-9502	29	10	a	a	DET
app01-9502	29	11	classification	classification	NOUN
app01-9502	29	12	of	of	ADP
app01-9502	29	13	the	the	DET
app01-9502	29	14	image	image	NOUN
app01-9502	29	15	.	.	PUNCT
app01-9502	30	1	that	that	PRON
app01-9502	30	2	is	be	AUX
app01-9502	30	3	,	,	PUNCT
app01-9502	30	4	in	in	ADP
app01-9502	30	5	machine	machine	NOUN
app01-9502	30	6	learning	learning	NOUN
app01-9502	30	7	,	,	PUNCT
app01-9502	30	8	a	a	DET
app01-9502	30	9	programmer	programmer	NOUN
app01-9502	30	10	must	must	AUX
app01-9502	30	11	intervene	intervene	VERB
app01-9502	30	12	directly	directly	ADV
app01-9502	30	13	in	in	ADP
app01-9502	30	14	the	the	DET
app01-9502	30	15	classification	classification	NOUN
app01-9502	30	16	process	process	NOUN
app01-9502	30	17	.	.	PUNCT
app01-9502	31	1	in	in	ADP
app01-9502	31	2	the	the	DET
app01-9502	31	3	case	case	NOUN
app01-9502	31	4	of	of	ADP
app01-9502	31	5	a	a	DET
app01-9502	31	6	deep	deep	ADJ
app01-9502	31	7	learning	learning	NOUN
app01-9502	31	8	model	model	NOUN
app01-9502	31	9	,	,	PUNCT
app01-9502	31	10	the	the	DET
app01-9502	31	11	feature	feature	NOUN
app01-9502	31	12	extraction	extraction	NOUN
app01-9502	31	13	step	step	NOUN
app01-9502	31	14	is	be	AUX
app01-9502	31	15	completely	completely	ADV
app01-9502	31	16	unnecessary	unnecessary	ADJ
app01-9502	31	17	.	.	PUNCT
app01-9502	32	1	the	the	DET
app01-9502	32	2	model	model	NOUN
app01-9502	32	3	would	would	AUX
app01-9502	32	4	recognize	recognize	VERB
app01-9502	32	5	these	these	DET
app01-9502	32	6	unique	unique	ADJ
app01-9502	32	7	characteristics	characteristic	NOUN
app01-9502	32	8	of	of	ADP
app01-9502	32	9	a	a	DET
app01-9502	32	10	car	car	NOUN
app01-9502	32	11	and	and	CCONJ
app01-9502	32	12	make	make	VERB
app01-9502	32	13	correct	correct	ADJ
app01-9502	32	14	predictionscompletely	predictionscompletely	ADV
app01-9502	32	15	without	without	ADP
app01-9502	32	16	the	the	DET
app01-9502	32	17	help	help	NOUN
app01-9502	32	18	of	of	ADP
app01-9502	32	19	a	a	DET
app01-9502	32	20	human	human	NOUN
app01-9502	32	21	[	[	X
app01-9502	32	22	5	5	NUM
app01-9502	32	23	]	]	PUNCT
app01-9502	32	24	.	.	PUNCT
app01-9502	33	1	the	the	DET
app01-9502	33	2	second	second	ADJ
app01-9502	33	3	great	great	ADJ
app01-9502	33	4	advantage	advantage	NOUN
app01-9502	33	5	of	of	ADP
app01-9502	33	6	deep	deep	ADJ
app01-9502	33	7	learning	learning	NOUN
app01-9502	33	8	is	be	AUX
app01-9502	33	9	it	it	PRON
app01-9502	33	10	’s	’s	AUX
app01-9502	33	11	powered	power	VERB
app01-9502	33	12	by	by	ADP
app01-9502	33	13	massive	massive	ADJ
app01-9502	33	14	amounts	amount	NOUN
app01-9502	33	15	of	of	ADP
app01-9502	33	16	data	datum	NOUN
app01-9502	33	17	–	–	PUNCT
app01-9502	33	18	deep	deep	ADJ
app01-9502	33	19	learning	learning	NOUN
app01-9502	33	20	models	model	NOUN
app01-9502	33	21	increase	increase	VERB
app01-9502	33	22	their	their	PRON
app01-9502	33	23	accuracy	accuracy	NOUN
app01-9502	33	24	with	with	ADP
app01-9502	33	25	the	the	DET
app01-9502	33	26	increasing	increase	VERB
app01-9502	33	27	amount	amount	NOUN
app01-9502	33	28	of	of	ADP
app01-9502	33	29	training	training	NOUN
app01-9502	33	30	data	datum	NOUN
app01-9502	33	31	,	,	PUNCT
app01-9502	33	32	depending	depend	VERB
app01-9502	33	33	on	on	ADP
app01-9502	33	34	the	the	DET
app01-9502	33	35	neural	neural	ADJ
app01-9502	33	36	network	network	NOUN
app01-9502	33	37	size	size	NOUN
app01-9502	33	38	(	(	PUNCT
app01-9502	33	39	more	more	ADJ
app01-9502	33	40	in	in	ADP
app01-9502	33	41	the	the	DET
app01-9502	33	42	figure	figure	NOUN
app01-9502	33	43	5	5	NUM
app01-9502	33	44	)	)	PUNCT
app01-9502	33	45	.	.	PUNCT
app01-9502	34	1	figure	figure	NOUN
app01-9502	34	2	5	5	NUM
app01-9502	34	3	.	.	PUNCT
app01-9502	34	4	data	datum	NOUN
app01-9502	34	5	amount	amount	NOUN
app01-9502	34	6	for	for	ADP
app01-9502	34	7	deep	deep	ADJ
app01-9502	34	8	learning	learning	NOUN
app01-9502	35	1	[	[	X
app01-9502	35	2	1	1	NUM
app01-9502	35	3	]	]	PUNCT
app01-9502	35	4	.	.	PUNCT
app01-9502	36	1	figure	figure	NOUN
app01-9502	36	2	6	6	NUM
app01-9502	36	3	.	.	PUNCT
app01-9502	37	1	the	the	DET
app01-9502	37	2	model	model	NOUN
app01-9502	37	3	of	of	ADP
app01-9502	37	4	the	the	DET
app01-9502	37	5	four	four	NUM
app01-9502	37	6	deep	deep	ADJ
app01-9502	37	7	learning	learning	NOUN
app01-9502	37	8	levels	level	NOUN
app01-9502	37	9	.	.	PUNCT
app01-9502	38	1	3	3	X
app01-9502	38	2	.	.	NOUN
app01-9502	38	3	results	result	NOUN
app01-9502	38	4	and	and	CCONJ
app01-9502	38	5	discussion	discussion	NOUN
app01-9502	38	6	to	to	PART
app01-9502	38	7	implement	implement	VERB
app01-9502	38	8	the	the	DET
app01-9502	38	9	deep	deep	ADJ
app01-9502	38	10	learning	learning	NOUN
app01-9502	38	11	process	process	NOUN
app01-9502	38	12	to	to	ADP
app01-9502	38	13	the	the	DET
app01-9502	38	14	railway	railway	NOUN
app01-9502	38	15	operational	operational	ADJ
app01-9502	38	16	apps	app	NOUN
app01-9502	38	17	,	,	PUNCT
app01-9502	38	18	it	it	PRON
app01-9502	38	19	is	be	AUX
app01-9502	38	20	necessary	necessary	ADJ
app01-9502	38	21	to	to	PART
app01-9502	38	22	define	define	VERB
app01-9502	38	23	more	more	ADJ
app01-9502	38	24	learning	learning	NOUN
app01-9502	38	25	levels	level	NOUN
app01-9502	38	26	based	base	VERB
app01-9502	38	27	on	on	ADP
app01-9502	38	28	the	the	DET
app01-9502	38	29	application	application	NOUN
app01-9502	38	30	type	type	NOUN
app01-9502	38	31	.	.	PUNCT
app01-9502	39	1	the	the	DET
app01-9502	39	2	operation	operation	NOUN
app01-9502	39	3	applications	application	NOUN
app01-9502	39	4	could	could	AUX
app01-9502	39	5	be	be	AUX
app01-9502	39	6	divided	divide	VERB
app01-9502	39	7	into	into	ADP
app01-9502	39	8	direct	direct	ADJ
app01-9502	39	9	railway	railway	NOUN
app01-9502	39	10	traffic	traffic	NOUN
app01-9502	39	11	control	control	NOUN
app01-9502	39	12	(	(	PUNCT
app01-9502	39	13	drtc	drtc	NOUN
app01-9502	39	14	)	)	PUNCT
app01-9502	39	15	,	,	PUNCT
app01-9502	39	16	operational	operational	ADJ
app01-9502	39	17	railway	railway	NOUN
app01-9502	39	18	traffic	traffic	NOUN
app01-9502	39	19	control	control	NOUN
app01-9502	39	20	(	(	PUNCT
app01-9502	39	21	ortc	ortc	PROPN
app01-9502	39	22	)	)	PUNCT
app01-9502	39	23	,	,	PUNCT
app01-9502	39	24	planning	planning	NOUN
app01-9502	39	25	applications	application	NOUN
app01-9502	39	26	(	(	PUNCT
app01-9502	39	27	pa	pa	NOUN
app01-9502	39	28	)	)	PUNCT
app01-9502	39	29	and	and	CCONJ
app01-9502	39	30	diagnostics	diagnostic	NOUN
app01-9502	39	31	(	(	PUNCT
app01-9502	39	32	d	d	NOUN
app01-9502	39	33	)	)	PUNCT
app01-9502	39	34	–	–	PUNCT
app01-9502	39	35	the	the	DET
app01-9502	39	36	model	model	NOUN
app01-9502	39	37	of	of	ADP
app01-9502	39	38	the	the	DET
app01-9502	39	39	four	four	NUM
app01-9502	39	40	deep	deep	ADJ
app01-9502	39	41	learning	learning	NOUN
app01-9502	39	42	levels	level	NOUN
app01-9502	39	43	is	be	AUX
app01-9502	39	44	in	in	ADP
app01-9502	39	45	the	the	DET
app01-9502	39	46	figure	figure	NOUN
app01-9502	39	47	6	6	NUM
app01-9502	39	48	.	.	PUNCT
app01-9502	40	1	the	the	DET
app01-9502	40	2	core	core	NOUN
app01-9502	40	3	and	and	CCONJ
app01-9502	40	4	the	the	DET
app01-9502	40	5	first	first	ADJ
app01-9502	40	6	level	level	NOUN
app01-9502	40	7	are	be	AUX
app01-9502	40	8	the	the	DET
app01-9502	40	9	applications	application	NOUN
app01-9502	40	10	for	for	ADP
app01-9502	40	11	direct	direct	ADJ
app01-9502	40	12	railway	railway	NOUN
app01-9502	40	13	traffic	traffic	NOUN
app01-9502	40	14	control	control	NOUN
app01-9502	40	15	(	(	PUNCT
app01-9502	40	16	drtc	drtc	NOUN
app01-9502	40	17	)	)	PUNCT
app01-9502	40	18	,	,	PUNCT
app01-9502	40	19	it	it	PRON
app01-9502	40	20	means	mean	VERB
app01-9502	40	21	digital	digital	ADJ
app01-9502	40	22	documentation	documentation	NOUN
app01-9502	40	23	of	of	ADP
app01-9502	40	24	traffic	traffic	NOUN
app01-9502	40	25	control	control	NOUN
app01-9502	40	26	with	with	ADP
app01-9502	40	27	automatic	automatic	ADJ
app01-9502	40	28	train	train	NOUN
app01-9502	40	29	operation	operation	NOUN
app01-9502	40	30	(	(	PUNCT
app01-9502	40	31	ato	ato	PROPN
app01-9502	40	32	)	)	PUNCT
app01-9502	40	33	potential	potential	NOUN
app01-9502	40	34	,	,	PUNCT
app01-9502	40	35	including	include	VERB
app01-9502	40	36	ato	ato	PROPN
app01-9502	40	37	over	over	ADP
app01-9502	40	38	etcs	etcs	PROPN
app01-9502	40	39	.	.	PUNCT
app01-9502	41	1	the	the	DET
app01-9502	41	2	first	first	ADJ
app01-9502	41	3	level	level	NOUN
app01-9502	41	4	of	of	ADP
app01-9502	41	5	deep	deep	ADJ
app01-9502	41	6	learning	learning	NOUN
app01-9502	41	7	should	should	AUX
app01-9502	41	8	include	include	VERB
app01-9502	41	9	these	these	DET
app01-9502	41	10	data	datum	NOUN
app01-9502	41	11	streams	stream	NOUN
app01-9502	41	12	:	:	PUNCT
app01-9502	41	13	•	•	NUM
app01-9502	41	14	mutual	mutual	ADJ
app01-9502	41	15	drtc	drtc	NOUN
app01-9502	41	16	communication	communication	NOUN
app01-9502	41	17	in	in	ADP
app01-9502	41	18	tsi	tsi	PROPN
app01-9502	41	19	form	form	NOUN
app01-9502	41	20	(	(	PUNCT
app01-9502	41	21	in	in	ADP
app01-9502	41	22	all	all	DET
app01-9502	41	23	locations	location	NOUN
app01-9502	41	24	of	of	ADP
app01-9502	41	25	the	the	DET
app01-9502	41	26	controlled	control	VERB
app01-9502	41	27	area	area	NOUN
app01-9502	41	28	)	)	PUNCT
app01-9502	41	29	,	,	PUNCT
app01-9502	41	30	•	•	NUM
app01-9502	41	31	drtc	drtc	VERB
app01-9502	41	32	and	and	CCONJ
app01-9502	41	33	ortc	ortc	VERB
app01-9502	41	34	communication	communication	NOUN
app01-9502	41	35	(	(	PUNCT
app01-9502	41	36	drtc	drtc	NOUN
app01-9502	41	37	behaviour	behaviour	NOUN
app01-9502	41	38	based	base	VERB
app01-9502	41	39	on	on	ADP
app01-9502	41	40	the	the	DET
app01-9502	41	41	incoming	incoming	ADJ
app01-9502	41	42	ortc	ortc	NOUN
app01-9502	41	43	data	datum	NOUN
app01-9502	41	44	)	)	PUNCT
app01-9502	41	45	,	,	PUNCT
app01-9502	41	46	•	•	NUM
app01-9502	41	47	drtc	drtc	NOUN
app01-9502	41	48	and	and	CCONJ
app01-9502	41	49	diagnostics	diagnostic	NOUN
app01-9502	41	50	systems	system	NOUN
app01-9502	41	51	communication	communication	NOUN
app01-9502	41	52	,	,	PUNCT
app01-9502	41	53	•	•	ADV
app01-9502	41	54	drtc	drtc	NOUN
app01-9502	41	55	and	and	CCONJ
app01-9502	41	56	safety	safety	NOUN
app01-9502	41	57	equipment	equipment	NOUN
app01-9502	41	58	(	(	PUNCT
app01-9502	41	59	incl	incl	NOUN
app01-9502	41	60	.	.	PUNCT
app01-9502	41	61	etcs	etcs	PROPN
app01-9502	41	62	)	)	PUNCT
app01-9502	41	63	communication	communication	NOUN
app01-9502	41	64	,	,	PUNCT
app01-9502	41	65	•	•	ADV
app01-9502	41	66	drtc	drtc	NOUN
app01-9502	41	67	and	and	CCONJ
app01-9502	41	68	ip	ip	NOUN
app01-9502	41	69	telephony	telephony	NOUN
app01-9502	41	70	communication	communication	NOUN
app01-9502	41	71	(	(	PUNCT
app01-9502	41	72	incl	incl	NOUN
app01-9502	41	73	.	.	PUNCT
app01-9502	42	1	107	107	NUM
app01-9502	43	1	p.	p.	PROPN
app01-9502	43	2	šrámek	šrámek	PROPN
app01-9502	43	3	,	,	PUNCT
app01-9502	43	4	j.	j.	PROPN
app01-9502	43	5	široký	široký	PROPN
app01-9502	43	6	,	,	PUNCT
app01-9502	44	1	m.	m.	NOUN
app01-9502	44	2	vojtek	vojtek	PROPN
app01-9502	44	3	acta	acta	PROPN
app01-9502	44	4	polytechnica	polytechnica	PROPN
app01-9502	44	5	ctu	ctu	PROPN
app01-9502	44	6	proceedings	proceeding	NOUN
app01-9502	44	7	figure	figure	VERB
app01-9502	44	8	7	7	NUM
app01-9502	44	9	.	.	PUNCT
app01-9502	45	1	the	the	DET
app01-9502	45	2	simplified	simplified	ADJ
app01-9502	45	3	communication	communication	NOUN
app01-9502	45	4	architecture	architecture	NOUN
app01-9502	45	5	of	of	ADP
app01-9502	45	6	drtc	drtc	NOUN
app01-9502	45	7	.	.	PUNCT
app01-9502	46	1	voip	voip	NOUN
app01-9502	46	2	)	)	PUNCT
app01-9502	46	3	,	,	PUNCT
app01-9502	46	4	•	•	NUM
app01-9502	46	5	drtc	drtc	NOUN
app01-9502	46	6	and	and	CCONJ
app01-9502	46	7	passenger	passenger	NOUN
app01-9502	46	8	is	be	AUX
app01-9502	46	9	communication	communication	NOUN
app01-9502	46	10	.	.	PUNCT
app01-9502	47	1	the	the	DET
app01-9502	47	2	goal	goal	NOUN
app01-9502	47	3	of	of	ADP
app01-9502	47	4	the	the	DET
app01-9502	47	5	first	first	ADJ
app01-9502	47	6	level	level	NOUN
app01-9502	47	7	of	of	ADP
app01-9502	47	8	deep	deep	ADJ
app01-9502	47	9	learning	learning	NOUN
app01-9502	47	10	is	be	AUX
app01-9502	47	11	to	to	PART
app01-9502	47	12	create	create	VERB
app01-9502	47	13	reliable	reliable	ADJ
app01-9502	47	14	application	application	NOUN
app01-9502	47	15	for	for	ADP
app01-9502	47	16	drtc	drtc	NOUN
app01-9502	47	17	with	with	ADP
app01-9502	47	18	all	all	DET
app01-9502	47	19	automation	automation	NOUN
app01-9502	47	20	functions	function	NOUN
app01-9502	47	21	.	.	PUNCT
app01-9502	48	1	it	it	PRON
app01-9502	48	2	could	could	AUX
app01-9502	48	3	be	be	AUX
app01-9502	48	4	e.g.	e.g.	ADV
app01-9502	48	5	ato	ato	VERB
app01-9502	48	6	over	over	ADP
app01-9502	48	7	etcs	etcs	NOUN
app01-9502	48	8	–	–	PUNCT
app01-9502	48	9	system	system	NOUN
app01-9502	48	10	controlled	control	VERB
app01-9502	48	11	by	by	ADP
app01-9502	48	12	artificial	artificial	ADJ
app01-9502	48	13	intelligence	intelligence	NOUN
app01-9502	48	14	with	with	ADP
app01-9502	48	15	possibility	possibility	NOUN
app01-9502	48	16	,	,	PUNCT
app01-9502	48	17	but	but	CCONJ
app01-9502	48	18	no	no	DET
app01-9502	48	19	necessity	necessity	NOUN
app01-9502	48	20	of	of	ADP
app01-9502	48	21	operational	operational	ADJ
app01-9502	48	22	staff	staff	NOUN
app01-9502	48	23	intervention	intervention	NOUN
app01-9502	48	24	[	[	X
app01-9502	48	25	6	6	NUM
app01-9502	48	26	]	]	PUNCT
app01-9502	48	27	.	.	PUNCT
app01-9502	49	1	the	the	DET
app01-9502	49	2	simplified	simplified	ADJ
app01-9502	49	3	architecture	architecture	NOUN
app01-9502	49	4	is	be	AUX
app01-9502	49	5	shown	show	VERB
app01-9502	49	6	in	in	ADP
app01-9502	49	7	the	the	DET
app01-9502	49	8	figure	figure	NOUN
app01-9502	49	9	7	7	NUM
app01-9502	49	10	.	.	PUNCT
app01-9502	50	1	in	in	ADP
app01-9502	50	2	this	this	DET
app01-9502	50	3	first	first	ADJ
app01-9502	50	4	deep	deep	ADJ
app01-9502	50	5	learning	learning	NOUN
app01-9502	50	6	level	level	NOUN
app01-9502	50	7	are	be	AUX
app01-9502	50	8	combined	combine	VERB
app01-9502	50	9	at	at	ADP
app01-9502	50	10	the	the	DET
app01-9502	50	11	input	input	NOUN
app01-9502	50	12	all	all	DET
app01-9502	50	13	the	the	DET
app01-9502	50	14	data	data	NOUN
app01-9502	50	15	streams	stream	NOUN
app01-9502	50	16	creating	create	VERB
app01-9502	50	17	various	various	ADJ
app01-9502	50	18	rail	rail	NOUN
app01-9502	50	19	traffic	traffic	NOUN
app01-9502	50	20	control	control	NOUN
app01-9502	50	21	situations	situation	NOUN
app01-9502	50	22	.	.	PUNCT
app01-9502	51	1	it	it	PRON
app01-9502	51	2	could	could	AUX
app01-9502	51	3	be	be	AUX
app01-9502	51	4	like	like	ADP
app01-9502	51	5	the	the	DET
app01-9502	51	6	learning	learning	NOUN
app01-9502	51	7	from	from	ADP
app01-9502	51	8	the	the	DET
app01-9502	51	9	dispatcher	dispatcher	ADJ
app01-9502	51	10	decision	decision	NOUN
app01-9502	51	11	’s	’s	PART
app01-9502	51	12	recording	recording	NOUN
app01-9502	51	13	plus	plus	CCONJ
app01-9502	51	14	knowledge	knowledge	NOUN
app01-9502	51	15	of	of	ADP
app01-9502	51	16	all	all	DET
app01-9502	51	17	other	other	ADJ
app01-9502	51	18	components	component	NOUN
app01-9502	51	19	status	status	NOUN
app01-9502	51	20	and	and	CCONJ
app01-9502	51	21	behaviour	behaviour	NOUN
app01-9502	51	22	(	(	PUNCT
app01-9502	51	23	diagnostics	diagnostic	NOUN
app01-9502	51	24	,	,	PUNCT
app01-9502	51	25	safety	safety	NOUN
app01-9502	51	26	equipment	equipment	NOUN
app01-9502	51	27	,	,	PUNCT
app01-9502	51	28	ip	ip	NOUN
app01-9502	51	29	telephony	telephony	NOUN
app01-9502	51	30	etc	etc	X
app01-9502	51	31	.	.	PUNCT
app01-9502	51	32	)	)	PUNCT
app01-9502	51	33	.	.	PUNCT
app01-9502	52	1	the	the	DET
app01-9502	52	2	learning	learning	NOUN
app01-9502	52	3	must	must	AUX
app01-9502	52	4	be	be	AUX
app01-9502	52	5	done	do	VERB
app01-9502	52	6	on	on	ADP
app01-9502	52	7	the	the	DET
app01-9502	52	8	real	real	ADJ
app01-9502	52	9	traffic	traffic	NOUN
app01-9502	52	10	data	datum	NOUN
app01-9502	52	11	(	(	PUNCT
app01-9502	52	12	e.g.	e.g.	ADV
app01-9502	52	13	for	for	ADP
app01-9502	52	14	one	one	NUM
app01-9502	52	15	timetable	timetable	NOUN
app01-9502	52	16	duration	duration	NOUN
app01-9502	52	17	,	,	PUNCT
app01-9502	52	18	it	it	PRON
app01-9502	52	19	means	mean	VERB
app01-9502	52	20	365	365	NUM
app01-9502	52	21	days	day	NOUN
app01-9502	52	22	)	)	PUNCT
app01-9502	52	23	.	.	PUNCT
app01-9502	53	1	the	the	DET
app01-9502	53	2	output	output	NOUN
app01-9502	53	3	should	should	AUX
app01-9502	53	4	be	be	AUX
app01-9502	53	5	the	the	DET
app01-9502	53	6	optimized	optimize	VERB
app01-9502	53	7	railway	railway	NOUN
app01-9502	53	8	traffic	traffic	NOUN
app01-9502	53	9	control	control	NOUN
app01-9502	53	10	in	in	ADP
app01-9502	53	11	the	the	DET
app01-9502	53	12	entrusted	entrust	VERB
app01-9502	53	13	area	area	NOUN
app01-9502	53	14	of	of	ADP
app01-9502	53	15	attraction	attraction	NOUN
app01-9502	53	16	including	include	VERB
app01-9502	53	17	passenger	passenger	NOUN
app01-9502	53	18	information	information	NOUN
app01-9502	53	19	providing	provide	VERB
app01-9502	53	20	and	and	CCONJ
app01-9502	53	21	etcs	etcs	NOUN
app01-9502	53	22	,	,	PUNCT
app01-9502	53	23	resp	resp	PROPN
app01-9502	53	24	.	.	PUNCT
app01-9502	53	25	ato	ato	PROPN
app01-9502	53	26	control	control	PROPN
app01-9502	53	27	.	.	PUNCT
app01-9502	54	1	the	the	DET
app01-9502	54	2	second	second	ADJ
app01-9502	54	3	deep	deep	ADJ
app01-9502	54	4	learning	learning	NOUN
app01-9502	54	5	level	level	NOUN
app01-9502	54	6	are	be	AUX
app01-9502	54	7	the	the	DET
app01-9502	54	8	apps	app	NOUN
app01-9502	54	9	for	for	ADP
app01-9502	54	10	operational	operational	ADJ
app01-9502	54	11	railway	railway	NOUN
app01-9502	54	12	traffic	traffic	NOUN
app01-9502	54	13	control	control	NOUN
app01-9502	54	14	(	(	PUNCT
app01-9502	54	15	ortc	ortc	PROPN
app01-9502	54	16	)	)	PUNCT
app01-9502	54	17	,	,	PUNCT
app01-9502	54	18	it	it	PRON
app01-9502	54	19	means	mean	VERB
app01-9502	54	20	integration	integration	NOUN
app01-9502	54	21	platform	platform	NOUN
app01-9502	54	22	of	of	ADP
app01-9502	54	23	drtc	drtc	ADJ
app01-9502	54	24	datasets	dataset	NOUN
app01-9502	54	25	(	(	PUNCT
app01-9502	54	26	data	data	NOUN
app01-9502	54	27	aggregation	aggregation	NOUN
app01-9502	54	28	)	)	PUNCT
app01-9502	54	29	for	for	ADP
app01-9502	54	30	larger	large	ADJ
app01-9502	54	31	areas	area	NOUN
app01-9502	54	32	(	(	PUNCT
app01-9502	54	33	the	the	DET
app01-9502	54	34	entire	entire	ADJ
app01-9502	54	35	state	state	NOUN
app01-9502	54	36	network	network	NOUN
app01-9502	54	37	and	and	CCONJ
app01-9502	54	38	more	more	ADJ
app01-9502	54	39	)	)	PUNCT
app01-9502	54	40	.	.	PUNCT
app01-9502	55	1	it	it	PRON
app01-9502	55	2	should	should	AUX
app01-9502	55	3	include	include	VERB
app01-9502	55	4	these	these	DET
app01-9502	55	5	data	datum	NOUN
app01-9502	55	6	streams	stream	NOUN
app01-9502	55	7	:	:	PUNCT
app01-9502	55	8	•	•	NUM
app01-9502	55	9	ortc	ortc	NOUN
app01-9502	55	10	communication	communication	NOUN
app01-9502	55	11	with	with	ADP
app01-9502	55	12	all	all	DET
app01-9502	55	13	drtc	drtc	NOUN
app01-9502	55	14	(	(	PUNCT
app01-9502	55	15	it	it	PRON
app01-9502	55	16	should	should	AUX
app01-9502	55	17	be	be	AUX
app01-9502	55	18	limited	limit	VERB
app01-9502	55	19	to	to	ADP
app01-9502	55	20	the	the	DET
app01-9502	55	21	controlled	control	VERB
app01-9502	55	22	areas	area	NOUN
app01-9502	55	23	)	)	PUNCT
app01-9502	55	24	,	,	PUNCT
app01-9502	55	25	•	•	NUM
app01-9502	55	26	ortc	ortc	NOUN
app01-9502	55	27	with	with	ADP
app01-9502	55	28	planning	planning	NOUN
app01-9502	55	29	application	application	NOUN
app01-9502	55	30	(	(	PUNCT
app01-9502	55	31	train	train	NOUN
app01-9502	55	32	routing	routing	NOUN
app01-9502	55	33	,	,	PUNCT
app01-9502	55	34	capacity	capacity	NOUN
app01-9502	55	35	allocation	allocation	NOUN
app01-9502	55	36	)	)	PUNCT
app01-9502	55	37	,	,	PUNCT
app01-9502	55	38	•	•	NUM
app01-9502	55	39	ortc	ortc	NOUN
app01-9502	55	40	with	with	ADP
app01-9502	55	41	railway	railway	NOUN
app01-9502	55	42	undertakings	undertaking	NOUN
app01-9502	55	43	requests	request	NOUN
app01-9502	55	44	and	and	CCONJ
app01-9502	55	45	information	information	NOUN
app01-9502	55	46	systems	system	NOUN
app01-9502	55	47	(	(	PUNCT
app01-9502	55	48	train	train	NOUN
app01-9502	55	49	composition	composition	NOUN
app01-9502	55	50	etc	etc	X
app01-9502	55	51	.	.	PUNCT
app01-9502	55	52	)	)	PUNCT
app01-9502	55	53	.	.	PUNCT
app01-9502	56	1	the	the	DET
app01-9502	56	2	goal	goal	NOUN
app01-9502	56	3	of	of	ADP
app01-9502	56	4	the	the	DET
app01-9502	56	5	second	second	ADJ
app01-9502	56	6	level	level	NOUN
app01-9502	56	7	of	of	ADP
app01-9502	56	8	deep	deep	ADJ
app01-9502	56	9	learning	learning	NOUN
app01-9502	56	10	is	be	AUX
app01-9502	56	11	to	to	PART
app01-9502	56	12	create	create	VERB
app01-9502	56	13	the	the	DET
app01-9502	56	14	smart	smart	ADJ
app01-9502	56	15	railway	railway	NOUN
app01-9502	56	16	traffic	traffic	NOUN
app01-9502	56	17	control	control	NOUN
app01-9502	56	18	(	(	PUNCT
app01-9502	56	19	srtc	srtc	PROPN
app01-9502	56	20	)	)	PUNCT
app01-9502	56	21	–	–	PUNCT
app01-9502	56	22	the	the	DET
app01-9502	56	23	central	central	ADJ
app01-9502	56	24	communication	communication	NOUN
app01-9502	56	25	hub	hub	NOUN
app01-9502	56	26	(	(	PUNCT
app01-9502	56	27	all	all	DET
app01-9502	56	28	drtc	drtc	NOUN
app01-9502	56	29	data	datum	NOUN
app01-9502	56	30	)	)	PUNCT
app01-9502	56	31	with	with	ADP
app01-9502	56	32	neural	neural	ADJ
app01-9502	56	33	network	network	NOUN
app01-9502	56	34	support	support	NOUN
app01-9502	56	35	.	.	PUNCT
app01-9502	57	1	in	in	ADP
app01-9502	57	2	this	this	DET
app01-9502	57	3	level	level	NOUN
app01-9502	57	4	should	should	AUX
app01-9502	57	5	be	be	AUX
app01-9502	57	6	possible	possible	ADJ
app01-9502	57	7	to	to	PART
app01-9502	57	8	control	control	VERB
app01-9502	57	9	and	and	CCONJ
app01-9502	57	10	optimize	optimize	VERB
app01-9502	57	11	all	all	DET
app01-9502	57	12	train	train	NOUN
app01-9502	57	13	routes	route	NOUN
app01-9502	57	14	in	in	ADP
app01-9502	57	15	the	the	DET
app01-9502	57	16	network	network	NOUN
app01-9502	57	17	(	(	PUNCT
app01-9502	57	18	national	national	ADJ
app01-9502	57	19	/	/	SYM
app01-9502	57	20	international	international	ADJ
app01-9502	57	21	)	)	PUNCT
app01-9502	57	22	.	.	PUNCT
app01-9502	58	1	the	the	DET
app01-9502	58	2	main	main	ADJ
app01-9502	58	3	goal	goal	NOUN
app01-9502	58	4	should	should	AUX
app01-9502	58	5	be	be	AUX
app01-9502	58	6	lowest	low	ADJ
app01-9502	58	7	delay	delay	NOUN
app01-9502	58	8	in	in	ADP
app01-9502	58	9	the	the	DET
app01-9502	58	10	network	network	NOUN
app01-9502	58	11	.	.	PUNCT
app01-9502	59	1	the	the	DET
app01-9502	59	2	simplified	simplified	ADJ
app01-9502	59	3	architecture	architecture	NOUN
app01-9502	59	4	is	be	AUX
app01-9502	59	5	shown	show	VERB
app01-9502	59	6	in	in	ADP
app01-9502	59	7	the	the	DET
app01-9502	59	8	figure	figure	NOUN
app01-9502	59	9	8	8	NUM
app01-9502	59	10	.	.	PUNCT
app01-9502	60	1	in	in	ADP
app01-9502	60	2	this	this	DET
app01-9502	60	3	second	second	ADJ
app01-9502	60	4	deep	deep	ADJ
app01-9502	60	5	learning	learning	NOUN
app01-9502	60	6	level	level	NOUN
app01-9502	60	7	are	be	AUX
app01-9502	60	8	combined	combine	VERB
app01-9502	60	9	at	at	ADP
app01-9502	60	10	the	the	DET
app01-9502	60	11	input	input	NOUN
app01-9502	60	12	all	all	DET
app01-9502	60	13	the	the	DET
app01-9502	60	14	important	important	ADJ
app01-9502	60	15	data	datum	NOUN
app01-9502	60	16	for	for	ADP
app01-9502	60	17	railway	railway	NOUN
app01-9502	60	18	traffic	traffic	NOUN
app01-9502	60	19	control	control	NOUN
app01-9502	60	20	in	in	ADP
app01-9502	60	21	the	the	DET
app01-9502	60	22	entrusted	entrust	VERB
app01-9502	60	23	network	network	NOUN
app01-9502	60	24	.	.	PUNCT
app01-9502	61	1	it	it	PRON
app01-9502	61	2	should	should	AUX
app01-9502	61	3	be	be	AUX
app01-9502	61	4	the	the	DET
app01-9502	61	5	learning	learn	VERB
app01-9502	61	6	figure	figure	NOUN
app01-9502	61	7	8	8	NUM
app01-9502	61	8	.	.	PUNCT
app01-9502	62	1	the	the	DET
app01-9502	62	2	simplified	simplified	ADJ
app01-9502	62	3	communication	communication	NOUN
app01-9502	62	4	architecture	architecture	NOUN
app01-9502	62	5	of	of	ADP
app01-9502	62	6	ortc	ortc	NOUN
app01-9502	62	7	.	.	PUNCT
app01-9502	63	1	figure	figure	NOUN
app01-9502	63	2	9	9	NUM
app01-9502	63	3	.	.	PUNCT
app01-9502	64	1	the	the	DET
app01-9502	64	2	simplified	simplified	ADJ
app01-9502	64	3	communication	communication	NOUN
app01-9502	64	4	architecture	architecture	NOUN
app01-9502	64	5	of	of	ADP
app01-9502	64	6	pa	pa	PROPN
app01-9502	64	7	.	.	PROPN
app01-9502	64	8	from	from	ADP
app01-9502	64	9	the	the	DET
app01-9502	64	10	operational	operational	ADJ
app01-9502	64	11	dispatcher	dispatcher	ADJ
app01-9502	64	12	decision	decision	NOUN
app01-9502	64	13	based	base	VERB
app01-9502	64	14	on	on	ADP
app01-9502	64	15	the	the	DET
app01-9502	64	16	drtc	drtc	NOUN
app01-9502	64	17	data	datum	NOUN
app01-9502	64	18	and	and	CCONJ
app01-9502	64	19	track	track	VERB
app01-9502	64	20	dispatcher	dispatcher	ADJ
app01-9502	64	21	experience	experience	NOUN
app01-9502	64	22	.	.	PUNCT
app01-9502	65	1	the	the	DET
app01-9502	65	2	learning	learning	NOUN
app01-9502	65	3	must	must	AUX
app01-9502	65	4	be	be	AUX
app01-9502	65	5	done	do	VERB
app01-9502	65	6	on	on	ADP
app01-9502	65	7	the	the	DET
app01-9502	65	8	real	real	ADJ
app01-9502	65	9	traffic	traffic	NOUN
app01-9502	65	10	data	datum	NOUN
app01-9502	65	11	(	(	PUNCT
app01-9502	65	12	e.g.	e.g.	ADV
app01-9502	65	13	for	for	ADP
app01-9502	65	14	one	one	NUM
app01-9502	65	15	timetable	timetable	NOUN
app01-9502	65	16	duration	duration	NOUN
app01-9502	65	17	,	,	PUNCT
app01-9502	65	18	it	it	PRON
app01-9502	65	19	means	mean	VERB
app01-9502	65	20	365	365	NUM
app01-9502	65	21	days	day	NOUN
app01-9502	65	22	)	)	PUNCT
app01-9502	65	23	.	.	PUNCT
app01-9502	66	1	the	the	DET
app01-9502	66	2	output	output	NOUN
app01-9502	66	3	should	should	AUX
app01-9502	66	4	be	be	AUX
app01-9502	66	5	optimized	optimize	VERB
app01-9502	66	6	railway	railway	NOUN
app01-9502	66	7	traffic	traffic	NOUN
app01-9502	66	8	control	control	NOUN
app01-9502	66	9	in	in	ADP
app01-9502	66	10	the	the	DET
app01-9502	66	11	network	network	NOUN
app01-9502	66	12	,	,	PUNCT
app01-9502	66	13	ensuring	ensure	VERB
app01-9502	66	14	the	the	DET
app01-9502	66	15	transfer	transfer	NOUN
app01-9502	66	16	of	of	ADP
app01-9502	66	17	passengers	passenger	NOUN
app01-9502	66	18	and	and	CCONJ
app01-9502	66	19	goods	good	NOUN
app01-9502	66	20	and	and	CCONJ
app01-9502	66	21	the	the	DET
app01-9502	66	22	network	network	NOUN
app01-9502	66	23	delay	delay	NOUN
app01-9502	66	24	minimization	minimization	NOUN
app01-9502	67	1	[	[	X
app01-9502	67	2	7	7	NUM
app01-9502	67	3	]	]	PUNCT
app01-9502	67	4	.	.	PUNCT
app01-9502	68	1	the	the	DET
app01-9502	68	2	third	third	ADJ
app01-9502	68	3	level	level	NOUN
app01-9502	68	4	of	of	ADP
app01-9502	68	5	deep	deep	ADJ
app01-9502	68	6	learning	learning	NOUN
app01-9502	68	7	are	be	AUX
app01-9502	68	8	the	the	DET
app01-9502	68	9	planning	planning	NOUN
app01-9502	68	10	applications	application	NOUN
app01-9502	68	11	(	(	PUNCT
app01-9502	68	12	pa	pa	PROPN
app01-9502	68	13	)	)	PUNCT
app01-9502	68	14	,	,	PUNCT
app01-9502	68	15	it	it	PRON
app01-9502	68	16	means	mean	VERB
app01-9502	68	17	applications	application	NOUN
app01-9502	68	18	for	for	ADP
app01-9502	68	19	allocation	allocation	NOUN
app01-9502	68	20	of	of	ADP
app01-9502	68	21	capacity	capacity	NOUN
app01-9502	68	22	and	and	CCONJ
app01-9502	68	23	train	train	NOUN
app01-9502	68	24	routing	routing	NOUN
app01-9502	68	25	.	.	PUNCT
app01-9502	69	1	it	it	PRON
app01-9502	69	2	must	must	AUX
app01-9502	69	3	communicate	communicate	VERB
app01-9502	69	4	with	with	ADP
app01-9502	69	5	these	these	DET
app01-9502	69	6	systems	system	NOUN
app01-9502	69	7	:	:	PUNCT
app01-9502	70	1	•	•	ADP
app01-9502	70	2	pa	pa	PROPN
app01-9502	70	3	with	with	ADP
app01-9502	70	4	ortc	ortc	NOUN
app01-9502	70	5	,	,	PUNCT
app01-9502	70	6	•	•	ADP
app01-9502	70	7	pa	pa	PROPN
app01-9502	70	8	with	with	ADP
app01-9502	70	9	railway	railway	NOUN
app01-9502	70	10	undertakings	undertaking	NOUN
app01-9502	70	11	requests	request	NOUN
app01-9502	70	12	and	and	CCONJ
app01-9502	70	13	information	information	NOUN
app01-9502	70	14	systems	system	NOUN
app01-9502	70	15	(	(	PUNCT
app01-9502	70	16	capacity	capacity	NOUN
app01-9502	70	17	allocation	allocation	NOUN
app01-9502	70	18	)	)	PUNCT
app01-9502	70	19	.	.	PUNCT
app01-9502	71	1	the	the	DET
app01-9502	71	2	goal	goal	NOUN
app01-9502	71	3	of	of	ADP
app01-9502	71	4	the	the	DET
app01-9502	71	5	third	third	ADJ
app01-9502	71	6	level	level	NOUN
app01-9502	71	7	of	of	ADP
app01-9502	71	8	deep	deep	ADJ
app01-9502	71	9	learning	learning	NOUN
app01-9502	71	10	is	be	AUX
app01-9502	71	11	to	to	PART
app01-9502	71	12	optimize	optimize	VERB
app01-9502	71	13	the	the	DET
app01-9502	71	14	allocation	allocation	NOUN
app01-9502	71	15	of	of	ADP
app01-9502	71	16	train	train	NOUN
app01-9502	71	17	routes	route	NOUN
app01-9502	71	18	based	base	VERB
app01-9502	71	19	on	on	ADP
app01-9502	71	20	the	the	DET
app01-9502	71	21	solution	solution	NOUN
app01-9502	71	22	of	of	ADP
app01-9502	71	23	previous	previous	ADJ
app01-9502	71	24	operation	operation	NOUN
app01-9502	71	25	situation	situation	NOUN
app01-9502	71	26	.	.	PUNCT
app01-9502	72	1	the	the	DET
app01-9502	72	2	main	main	ADJ
app01-9502	72	3	aim	aim	NOUN
app01-9502	72	4	is	be	AUX
app01-9502	72	5	the	the	DET
app01-9502	72	6	most	most	ADJ
app01-9502	72	7	train	train	NOUN
app01-9502	72	8	routes	route	NOUN
app01-9502	72	9	number	number	NOUN
app01-9502	72	10	with	with	ADP
app01-9502	72	11	the	the	DET
app01-9502	72	12	lowest	low	ADJ
app01-9502	72	13	delay	delay	NOUN
app01-9502	72	14	prediction	prediction	NOUN
app01-9502	72	15	.	.	PUNCT
app01-9502	73	1	the	the	DET
app01-9502	73	2	simplified	simplified	ADJ
app01-9502	73	3	architecture	architecture	NOUN
app01-9502	73	4	is	be	AUX
app01-9502	73	5	shown	show	VERB
app01-9502	73	6	in	in	ADP
app01-9502	73	7	the	the	DET
app01-9502	73	8	figure	figure	NOUN
app01-9502	73	9	9	9	NUM
app01-9502	73	10	.	.	PUNCT
app01-9502	74	1	in	in	ADP
app01-9502	74	2	the	the	DET
app01-9502	74	3	third	third	ADJ
app01-9502	74	4	deep	deep	ADJ
app01-9502	74	5	learning	learning	NOUN
app01-9502	74	6	level	level	NOUN
app01-9502	74	7	are	be	AUX
app01-9502	74	8	combined	combine	VERB
app01-9502	74	9	at	at	ADP
app01-9502	74	10	the	the	DET
app01-9502	74	11	input	input	NOUN
app01-9502	74	12	all	all	DET
app01-9502	74	13	the	the	DET
app01-9502	74	14	train	train	NOUN
app01-9502	74	15	routes	route	NOUN
app01-9502	74	16	planning	plan	VERB
app01-9502	74	17	data	datum	NOUN
app01-9502	74	18	solved	solve	VERB
app01-9502	74	19	in	in	ADP
app01-9502	74	20	the	the	DET
app01-9502	74	21	infrastructure	infrastructure	NOUN
app01-9502	74	22	manager	manager	NOUN
app01-9502	74	23	system	system	NOUN
app01-9502	74	24	(	(	PUNCT
app01-9502	74	25	with	with	ADP
app01-9502	74	26	the	the	DET
app01-9502	74	27	source	source	NOUN
app01-9502	74	28	of	of	ADP
app01-9502	74	29	ru	ru	PROPN
app01-9502	74	30	is	be	AUX
app01-9502	74	31	)	)	PUNCT
app01-9502	74	32	and	and	CCONJ
app01-9502	74	33	the	the	DET
app01-9502	74	34	solution	solution	NOUN
app01-9502	74	35	from	from	ADP
app01-9502	74	36	the	the	DET
app01-9502	74	37	second	second	ADJ
app01-9502	74	38	deep	deep	ADJ
app01-9502	74	39	learning	learning	NOUN
app01-9502	74	40	level	level	NOUN
app01-9502	74	41	.	.	PUNCT
app01-9502	75	1	it	it	PRON
app01-9502	75	2	should	should	AUX
app01-9502	75	3	be	be	AUX
app01-9502	75	4	the	the	DET
app01-9502	75	5	learning	learning	NOUN
app01-9502	75	6	from	from	ADP
app01-9502	75	7	the	the	DET
app01-9502	75	8	capacity	capacity	NOUN
app01-9502	75	9	allocation	allocation	NOUN
app01-9502	75	10	dispatcher	dispatcher	NOUN
app01-9502	75	11	decisions	decision	NOUN
app01-9502	75	12	and	and	CCONJ
app01-9502	75	13	the	the	DET
app01-9502	75	14	ru	ru	PROPN
app01-9502	75	15	dispatcher	dispatcher	PROPN
app01-9502	75	16	revisions	revision	NOUN
app01-9502	75	17	.	.	PUNCT
app01-9502	76	1	the	the	DET
app01-9502	76	2	learning	learning	NOUN
app01-9502	76	3	must	must	AUX
app01-9502	76	4	be	be	AUX
app01-9502	76	5	done	do	VERB
app01-9502	76	6	on	on	ADP
app01-9502	76	7	the	the	DET
app01-9502	76	8	real	real	ADJ
app01-9502	76	9	traffic	traffic	NOUN
app01-9502	76	10	data	datum	NOUN
app01-9502	76	11	(	(	PUNCT
app01-9502	76	12	e.g.	e.g.	ADV
app01-9502	76	13	for	for	ADP
app01-9502	76	14	one	one	NUM
app01-9502	76	15	timetable	timetable	NOUN
app01-9502	76	16	duration	duration	NOUN
app01-9502	76	17	,	,	PUNCT
app01-9502	76	18	it	it	PRON
app01-9502	76	19	means	mean	VERB
app01-9502	76	20	365	365	NUM
app01-9502	76	21	days	day	NOUN
app01-9502	76	22	)	)	PUNCT
app01-9502	76	23	.	.	PUNCT
app01-9502	77	1	the	the	DET
app01-9502	77	2	output	output	NOUN
app01-9502	77	3	should	should	AUX
app01-9502	77	4	be	be	AUX
app01-9502	77	5	the	the	DET
app01-9502	77	6	optimizing	optimizing	NOUN
app01-9502	77	7	of	of	ADP
app01-9502	77	8	quality	quality	NOUN
app01-9502	77	9	and	and	CCONJ
app01-9502	77	10	quantity	quantity	NOUN
app01-9502	77	11	of	of	ADP
app01-9502	77	12	all	all	DET
app01-9502	77	13	train	train	NOUN
app01-9502	77	14	routes	route	NOUN
app01-9502	77	15	,	,	PUNCT
app01-9502	77	16	it	it	PRON
app01-9502	77	17	means	mean	VERB
app01-9502	77	18	the	the	DET
app01-9502	77	19	108	108	NUM
app01-9502	77	20	vol	vol	NOUN
app01-9502	77	21	.	.	PUNCT
app01-9502	78	1	43/2023	43/2023	NUM
app01-9502	78	2	artificial	artificial	ADJ
app01-9502	78	3	intelligence	intelligence	NOUN
app01-9502	78	4	in	in	ADP
app01-9502	78	5	operational	operational	ADJ
app01-9502	78	6	applications	application	NOUN
app01-9502	78	7	of	of	ADP
app01-9502	78	8	railway	railway	NOUN
app01-9502	78	9	infrastructure	infrastructure	NOUN
app01-9502	78	10	manager	manager	NOUN
app01-9502	78	11	figure	figure	VERB
app01-9502	78	12	10	10	NUM
app01-9502	78	13	.	.	PUNCT
app01-9502	79	1	the	the	DET
app01-9502	79	2	simplified	simplified	ADJ
app01-9502	79	3	communication	communication	NOUN
app01-9502	79	4	architecture	architecture	NOUN
app01-9502	79	5	of	of	ADP
app01-9502	79	6	d.	d.	PROPN
app01-9502	79	7	combination	combination	NOUN
app01-9502	79	8	of	of	ADP
app01-9502	79	9	the	the	DET
app01-9502	79	10	most	most	ADJ
app01-9502	79	11	train	train	NOUN
app01-9502	79	12	routes	route	NOUN
app01-9502	79	13	number	number	NOUN
app01-9502	79	14	with	with	ADP
app01-9502	79	15	the	the	DET
app01-9502	79	16	lowest	low	ADJ
app01-9502	79	17	delay	delay	NOUN
app01-9502	79	18	prediction	prediction	NOUN
app01-9502	79	19	(	(	PUNCT
app01-9502	79	20	network	network	NOUN
app01-9502	79	21	parameter	parameter	NOUN
app01-9502	79	22	)	)	PUNCT
app01-9502	80	1	[	[	X
app01-9502	80	2	8	8	NUM
app01-9502	80	3	]	]	PUNCT
app01-9502	80	4	.	.	PUNCT
app01-9502	81	1	the	the	DET
app01-9502	81	2	final	final	ADJ
app01-9502	81	3	level	level	NOUN
app01-9502	81	4	of	of	ADP
app01-9502	81	5	the	the	DET
app01-9502	81	6	defined	define	VERB
app01-9502	81	7	deep	deep	ADJ
app01-9502	81	8	learning	learning	NOUN
app01-9502	81	9	process	process	NOUN
app01-9502	81	10	are	be	AUX
app01-9502	81	11	the	the	DET
app01-9502	81	12	diagnostics	diagnostic	NOUN
app01-9502	81	13	apps	app	NOUN
app01-9502	81	14	(	(	PUNCT
app01-9502	81	15	d	d	NOUN
app01-9502	81	16	)	)	PUNCT
app01-9502	81	17	.	.	PUNCT
app01-9502	82	1	it	it	PRON
app01-9502	82	2	must	must	AUX
app01-9502	82	3	cooperate	cooperate	VERB
app01-9502	82	4	with	with	ADP
app01-9502	82	5	these	these	DET
app01-9502	82	6	data	datum	NOUN
app01-9502	82	7	streams	stream	NOUN
app01-9502	82	8	:	:	PUNCT
app01-9502	82	9	•	•	NUM
app01-9502	82	10	d	d	NOUN
app01-9502	82	11	with	with	ADP
app01-9502	82	12	ortc	ortc	NOUN
app01-9502	82	13	–	–	PUNCT
app01-9502	82	14	summarization	summarization	NOUN
app01-9502	82	15	of	of	ADP
app01-9502	82	16	operation	operation	NOUN
app01-9502	82	17	failures	failure	NOUN
app01-9502	82	18	and	and	CCONJ
app01-9502	82	19	disorders	disorder	NOUN
app01-9502	82	20	(	(	PUNCT
app01-9502	82	21	ict	ict	PROPN
app01-9502	82	22	,	,	PUNCT
app01-9502	82	23	safety	safety	NOUN
app01-9502	82	24	equipment	equipment	NOUN
app01-9502	82	25	)	)	PUNCT
app01-9502	82	26	,	,	PUNCT
app01-9502	82	27	•	•	X
app01-9502	82	28	d	d	NOUN
app01-9502	82	29	with	with	ADP
app01-9502	82	30	drtc	drtc	NOUN
app01-9502	82	31	–	–	PUNCT
app01-9502	82	32	detailed	detailed	ADJ
app01-9502	82	33	description	description	NOUN
app01-9502	82	34	of	of	ADP
app01-9502	82	35	failures	failure	NOUN
app01-9502	82	36	and	and	CCONJ
app01-9502	82	37	disorders	disorder	NOUN
app01-9502	82	38	,	,	PUNCT
app01-9502	82	39	•	•	ADP
app01-9502	82	40	d	d	NOUN
app01-9502	82	41	with	with	ADP
app01-9502	82	42	infrastructure	infrastructure	NOUN
app01-9502	82	43	diagnostics	diagnostic	NOUN
app01-9502	82	44	(	(	PUNCT
app01-9502	82	45	number	number	NOUN
app01-9502	82	46	of	of	ADP
app01-9502	82	47	turns	turn	NOUN
app01-9502	82	48	,	,	PUNCT
app01-9502	82	49	traction	traction	ADJ
app01-9502	82	50	consumption	consumption	NOUN
app01-9502	82	51	size	size	NOUN
app01-9502	82	52	etc	etc	X
app01-9502	82	53	.	.	PUNCT
app01-9502	82	54	)	)	PUNCT
app01-9502	82	55	.	.	PUNCT
app01-9502	83	1	the	the	DET
app01-9502	83	2	main	main	ADJ
app01-9502	83	3	aim	aim	NOUN
app01-9502	83	4	of	of	ADP
app01-9502	83	5	this	this	DET
app01-9502	83	6	level	level	NOUN
app01-9502	83	7	is	be	AUX
app01-9502	83	8	to	to	PART
app01-9502	83	9	predict	predict	VERB
app01-9502	83	10	the	the	DET
app01-9502	83	11	failures	failure	NOUN
app01-9502	83	12	and	and	CCONJ
app01-9502	83	13	disorders	disorder	NOUN
app01-9502	83	14	and	and	CCONJ
app01-9502	83	15	suggest	suggest	VERB
app01-9502	83	16	the	the	DET
app01-9502	83	17	infrastructure	infrastructure	NOUN
app01-9502	83	18	constraints	constraint	NOUN
app01-9502	83	19	with	with	ADP
app01-9502	83	20	the	the	DET
app01-9502	83	21	operation	operation	NOUN
app01-9502	83	22	impact	impact	NOUN
app01-9502	83	23	(	(	PUNCT
app01-9502	83	24	connection	connection	NOUN
app01-9502	83	25	to	to	PART
app01-9502	83	26	drtc	drtc	VERB
app01-9502	83	27	and	and	CCONJ
app01-9502	83	28	optc	optc	ADJ
app01-9502	83	29	)	)	PUNCT
app01-9502	83	30	.	.	PUNCT
app01-9502	84	1	the	the	DET
app01-9502	84	2	simplified	simplified	ADJ
app01-9502	84	3	architecture	architecture	NOUN
app01-9502	84	4	is	be	AUX
app01-9502	84	5	shown	show	VERB
app01-9502	84	6	in	in	ADP
app01-9502	84	7	the	the	DET
app01-9502	84	8	figure	figure	NOUN
app01-9502	84	9	10	10	NUM
app01-9502	84	10	.	.	PUNCT
app01-9502	85	1	in	in	ADP
app01-9502	85	2	the	the	DET
app01-9502	85	3	fourth	fourth	ADJ
app01-9502	85	4	deep	deep	ADJ
app01-9502	85	5	learning	learning	NOUN
app01-9502	85	6	level	level	NOUN
app01-9502	85	7	are	be	AUX
app01-9502	85	8	combined	combine	VERB
app01-9502	85	9	at	at	ADP
app01-9502	85	10	the	the	DET
app01-9502	85	11	input	input	NOUN
app01-9502	85	12	all	all	DET
app01-9502	85	13	the	the	DET
app01-9502	85	14	data	datum	NOUN
app01-9502	85	15	from	from	ADP
app01-9502	85	16	the	the	DET
app01-9502	85	17	first	first	ADJ
app01-9502	85	18	and	and	CCONJ
app01-9502	85	19	second	second	ADJ
app01-9502	85	20	level	level	NOUN
app01-9502	85	21	of	of	ADP
app01-9502	85	22	deep	deep	ADJ
app01-9502	85	23	learning	learning	NOUN
app01-9502	85	24	connected	connect	VERB
app01-9502	85	25	to	to	ADP
app01-9502	85	26	the	the	DET
app01-9502	85	27	real	real	ADJ
app01-9502	85	28	infrastructure	infrastructure	NOUN
app01-9502	85	29	diagnostics	diagnostic	NOUN
app01-9502	85	30	data	datum	NOUN
app01-9502	85	31	.	.	PUNCT
app01-9502	86	1	it	it	PRON
app01-9502	86	2	should	should	AUX
app01-9502	86	3	be	be	AUX
app01-9502	86	4	the	the	DET
app01-9502	86	5	learning	learning	NOUN
app01-9502	86	6	from	from	ADP
app01-9502	86	7	real	real	ADJ
app01-9502	86	8	failures	failure	NOUN
app01-9502	86	9	and	and	CCONJ
app01-9502	86	10	disorders	disorder	NOUN
app01-9502	86	11	and	and	CCONJ
app01-9502	86	12	their	their	PRON
app01-9502	86	13	traffic	traffic	NOUN
app01-9502	86	14	impact	impact	NOUN
app01-9502	86	15	[	[	X
app01-9502	86	16	9	9	NUM
app01-9502	86	17	,	,	PUNCT
app01-9502	86	18	10	10	NUM
app01-9502	86	19	]	]	PUNCT
app01-9502	86	20	.	.	PUNCT
app01-9502	87	1	the	the	DET
app01-9502	87	2	output	output	NOUN
app01-9502	87	3	should	should	AUX
app01-9502	87	4	be	be	AUX
app01-9502	87	5	the	the	DET
app01-9502	87	6	prediction	prediction	NOUN
app01-9502	87	7	of	of	ADP
app01-9502	87	8	failures	failure	NOUN
app01-9502	87	9	(	(	PUNCT
app01-9502	87	10	maintenance	maintenance	NOUN
app01-9502	87	11	intervals	interval	NOUN
app01-9502	87	12	,	,	PUNCT
app01-9502	87	13	replacement	replacement	NOUN
app01-9502	87	14	requirements	requirement	NOUN
app01-9502	87	15	)	)	PUNCT
app01-9502	87	16	with	with	ADP
app01-9502	87	17	the	the	DET
app01-9502	87	18	impact	impact	NOUN
app01-9502	87	19	to	to	ADP
app01-9502	87	20	all	all	DET
app01-9502	87	21	three	three	NUM
app01-9502	87	22	previous	previous	ADJ
app01-9502	87	23	levels	level	NOUN
app01-9502	87	24	of	of	ADP
app01-9502	87	25	deep	deep	ADJ
app01-9502	87	26	learning	learning	NOUN
app01-9502	87	27	.	.	PUNCT
app01-9502	88	1	the	the	DET
app01-9502	88	2	all	all	DET
app01-9502	88	3	four	four	NUM
app01-9502	88	4	levels	level	NOUN
app01-9502	88	5	of	of	ADP
app01-9502	88	6	deep	deep	ADJ
app01-9502	88	7	learning	learning	NOUN
app01-9502	88	8	affect	affect	VERB
app01-9502	88	9	the	the	DET
app01-9502	88	10	others	other	NOUN
app01-9502	88	11	and	and	CCONJ
app01-9502	88	12	therefore	therefore	ADV
app01-9502	88	13	it	it	PRON
app01-9502	88	14	must	must	AUX
app01-9502	88	15	be	be	AUX
app01-9502	88	16	operated	operate	VERB
app01-9502	88	17	as	as	SCONJ
app01-9502	88	18	one	one	NUM
app01-9502	88	19	is	be	AUX
app01-9502	88	20	.	.	PUNCT
app01-9502	89	1	moreover	moreover	ADV
app01-9502	89	2	,	,	PUNCT
app01-9502	89	3	it	it	PRON
app01-9502	89	4	is	be	AUX
app01-9502	89	5	necessary	necessary	ADJ
app01-9502	89	6	to	to	PART
app01-9502	89	7	keep	keep	VERB
app01-9502	89	8	the	the	DET
app01-9502	89	9	restrictive	restrictive	ADJ
app01-9502	89	10	conditions	condition	NOUN
app01-9502	89	11	,	,	PUNCT
app01-9502	89	12	especially	especially	ADV
app01-9502	89	13	the	the	DET
app01-9502	89	14	unified	unified	ADJ
app01-9502	89	15	network	network	NOUN
app01-9502	89	16	(	(	PUNCT
app01-9502	89	17	unified	unified	ADJ
app01-9502	89	18	topology	topology	NOUN
app01-9502	89	19	)	)	PUNCT
app01-9502	89	20	and	and	CCONJ
app01-9502	89	21	security	security	NOUN
app01-9502	89	22	issues	issue	NOUN
app01-9502	89	23	.	.	PUNCT
app01-9502	90	1	the	the	DET
app01-9502	90	2	unified	unified	ADJ
app01-9502	90	3	network	network	NOUN
app01-9502	90	4	must	must	AUX
app01-9502	90	5	contain	contain	VERB
app01-9502	90	6	all	all	DET
app01-9502	90	7	the	the	DET
app01-9502	90	8	relevant	relevant	ADJ
app01-9502	90	9	data	datum	NOUN
app01-9502	90	10	(	(	PUNCT
app01-9502	90	11	line	line	NOUN
app01-9502	90	12	tables	table	NOUN
app01-9502	90	13	etc	etc	X
app01-9502	90	14	.	.	PUNCT
app01-9502	90	15	)	)	PUNCT
app01-9502	91	1	and	and	CCONJ
app01-9502	91	2	it	it	PRON
app01-9502	91	3	must	must	AUX
app01-9502	91	4	distribute	distribute	VERB
app01-9502	91	5	the	the	DET
app01-9502	91	6	same	same	ADJ
app01-9502	91	7	data	datum	NOUN
app01-9502	91	8	correctly	correctly	ADV
app01-9502	91	9	in	in	ADP
app01-9502	91	10	all	all	DET
app01-9502	91	11	applications	application	NOUN
app01-9502	91	12	and	and	CCONJ
app01-9502	91	13	systems	system	NOUN
app01-9502	91	14	.	.	PUNCT
app01-9502	92	1	about	about	ADP
app01-9502	92	2	security	security	NOUN
app01-9502	92	3	issues	issue	NOUN
app01-9502	92	4	–	–	PUNCT
app01-9502	92	5	the	the	DET
app01-9502	92	6	safety	safety	NOUN
app01-9502	92	7	integrity	integrity	NOUN
app01-9502	92	8	level	level	NOUN
app01-9502	92	9	,	,	PUNCT
app01-9502	92	10	the	the	DET
app01-9502	92	11	critical	critical	ADJ
app01-9502	92	12	information	information	NOUN
app01-9502	92	13	infrastructure	infrastructure	NOUN
app01-9502	92	14	conditions	condition	NOUN
app01-9502	92	15	and	and	CCONJ
app01-9502	92	16	other	other	ADJ
app01-9502	92	17	cyber	cyber	NOUN
app01-9502	92	18	security	security	NOUN
app01-9502	92	19	rules	rule	NOUN
app01-9502	92	20	must	must	AUX
app01-9502	92	21	be	be	AUX
app01-9502	92	22	followed	follow	VERB
app01-9502	92	23	.	.	PUNCT
app01-9502	93	1	the	the	DET
app01-9502	93	2	threats	threat	NOUN
app01-9502	93	3	like	like	ADP
app01-9502	93	4	data	datum	NOUN
app01-9502	93	5	poisoning	poisoning	NOUN
app01-9502	93	6	must	must	AUX
app01-9502	93	7	be	be	AUX
app01-9502	93	8	mitigated	mitigate	VERB
app01-9502	93	9	.	.	PUNCT
app01-9502	94	1	4	4	X
app01-9502	94	2	.	.	X
app01-9502	94	3	conclusions	conclusion	NOUN
app01-9502	94	4	railway	railway	VERB
app01-9502	94	5	4.0	4.0	NUM
app01-9502	94	6	should	should	AUX
app01-9502	94	7	be	be	AUX
app01-9502	94	8	based	base	VERB
app01-9502	94	9	on	on	ADP
app01-9502	94	10	digitization	digitization	NOUN
app01-9502	94	11	.	.	PUNCT
app01-9502	95	1	in	in	ADP
app01-9502	95	2	the	the	DET
app01-9502	95	3	area	area	NOUN
app01-9502	95	4	of	of	ADP
app01-9502	95	5	operational	operational	ADJ
app01-9502	95	6	applications	application	NOUN
app01-9502	95	7	,	,	PUNCT
app01-9502	95	8	it	it	PRON
app01-9502	95	9	could	could	AUX
app01-9502	95	10	be	be	AUX
app01-9502	95	11	created	create	VERB
app01-9502	95	12	railway	railway	NOUN
app01-9502	95	13	traffic	traffic	NOUN
app01-9502	95	14	control	control	NOUN
app01-9502	95	15	4.0	4.0	NUM
app01-9502	95	16	(	(	PUNCT
app01-9502	95	17	rtc	rtc	PROPN
app01-9502	95	18	4.0	4.0	NUM
app01-9502	95	19	)	)	PUNCT
app01-9502	95	20	,	,	PUNCT
app01-9502	95	21	it	it	PRON
app01-9502	95	22	means	mean	VERB
app01-9502	95	23	smart	smart	ADJ
app01-9502	95	24	railway	railway	NOUN
app01-9502	95	25	traffic	traffic	NOUN
app01-9502	95	26	control	control	NOUN
app01-9502	95	27	(	(	PUNCT
app01-9502	95	28	srtc	srtc	PROPN
app01-9502	95	29	)	)	PUNCT
app01-9502	95	30	.	.	PUNCT
app01-9502	96	1	the	the	DET
app01-9502	96	2	use	use	NOUN
app01-9502	96	3	of	of	ADP
app01-9502	96	4	artificial	artificial	ADJ
app01-9502	96	5	intelligence	intelligence	NOUN
app01-9502	96	6	is	be	AUX
app01-9502	96	7	recommended	recommend	VERB
app01-9502	96	8	–	–	PUNCT
app01-9502	96	9	the	the	DET
app01-9502	96	10	four	four	NUM
app01-9502	96	11	levels	level	NOUN
app01-9502	96	12	of	of	ADP
app01-9502	96	13	deep	deep	ADJ
app01-9502	96	14	learning	learning	NOUN
app01-9502	96	15	process	process	NOUN
app01-9502	96	16	was	be	AUX
app01-9502	96	17	defined	define	VERB
app01-9502	96	18	in	in	ADP
app01-9502	96	19	this	this	DET
app01-9502	96	20	article	article	NOUN
app01-9502	96	21	.	.	PUNCT
app01-9502	97	1	the	the	DET
app01-9502	97	2	first	first	ADJ
app01-9502	97	3	level	level	NOUN
app01-9502	97	4	operates	operate	VERB
app01-9502	97	5	with	with	ADP
app01-9502	97	6	railway	railway	NOUN
app01-9502	97	7	station	station	NOUN
app01-9502	97	8	data	datum	NOUN
app01-9502	97	9	,	,	PUNCT
app01-9502	97	10	the	the	DET
app01-9502	97	11	second	second	ADJ
app01-9502	97	12	level	level	NOUN
app01-9502	97	13	with	with	ADP
app01-9502	97	14	the	the	DET
app01-9502	97	15	aggregated	aggregate	VERB
app01-9502	97	16	area	area	NOUN
app01-9502	97	17	data	datum	NOUN
app01-9502	97	18	,	,	PUNCT
app01-9502	97	19	the	the	DET
app01-9502	97	20	third	third	ADJ
app01-9502	97	21	level	level	NOUN
app01-9502	97	22	with	with	ADP
app01-9502	97	23	the	the	DET
app01-9502	97	24	capacity	capacity	NOUN
app01-9502	97	25	allocation	allocation	NOUN
app01-9502	97	26	data	datum	NOUN
app01-9502	97	27	and	and	CCONJ
app01-9502	97	28	the	the	DET
app01-9502	97	29	fourth	fourth	ADJ
app01-9502	97	30	with	with	ADP
app01-9502	97	31	diagnostics	diagnostic	NOUN
app01-9502	97	32	datasets	dataset	NOUN
app01-9502	97	33	.	.	PUNCT
app01-9502	98	1	the	the	DET
app01-9502	98	2	main	main	ADJ
app01-9502	98	3	goal	goal	NOUN
app01-9502	98	4	of	of	ADP
app01-9502	98	5	the	the	DET
app01-9502	98	6	four	four	NUM
app01-9502	98	7	-	-	PUNCT
app01-9502	98	8	level	level	NOUN
app01-9502	98	9	deep	deep	ADJ
app01-9502	98	10	learning	learning	NOUN
app01-9502	98	11	process	process	NOUN
app01-9502	98	12	is	be	AUX
app01-9502	98	13	to	to	PART
app01-9502	98	14	define	define	VERB
app01-9502	98	15	the	the	DET
app01-9502	98	16	operational	operational	ADJ
app01-9502	98	17	applications	application	NOUN
app01-9502	98	18	staff	staff	NOUN
app01-9502	98	19	behaviour	behaviour	NOUN
app01-9502	98	20	and	and	CCONJ
app01-9502	98	21	to	to	PART
app01-9502	98	22	optimize	optimize	VERB
app01-9502	98	23	the	the	DET
app01-9502	98	24	railway	railway	NOUN
app01-9502	98	25	traffic	traffic	NOUN
app01-9502	98	26	control	control	NOUN
app01-9502	98	27	process	process	NOUN
app01-9502	98	28	.	.	PUNCT
app01-9502	99	1	the	the	DET
app01-9502	99	2	four	four	NUM
app01-9502	99	3	-	-	PUNCT
app01-9502	99	4	level	level	NOUN
app01-9502	99	5	deep	deep	ADJ
app01-9502	99	6	learning	learning	NOUN
app01-9502	99	7	process	process	NOUN
app01-9502	99	8	powered	power	VERB
app01-9502	99	9	by	by	ADP
app01-9502	99	10	massive	massive	ADJ
app01-9502	99	11	amounts	amount	NOUN
app01-9502	99	12	of	of	ADP
app01-9502	99	13	data	datum	NOUN
app01-9502	99	14	(	(	PUNCT
app01-9502	99	15	big	big	ADJ
app01-9502	99	16	data	datum	NOUN
app01-9502	99	17	should	should	AUX
app01-9502	99	18	be	be	AUX
app01-9502	99	19	used	use	VERB
app01-9502	99	20	)	)	PUNCT
app01-9502	99	21	could	could	AUX
app01-9502	99	22	achieve	achieve	VERB
app01-9502	99	23	very	very	ADV
app01-9502	99	24	good	good	ADJ
app01-9502	99	25	rtc	rtc	NOUN
app01-9502	99	26	process	process	NOUN
app01-9502	99	27	results	result	NOUN
app01-9502	99	28	.	.	PUNCT
app01-9502	100	1	the	the	DET
app01-9502	100	2	increase	increase	NOUN
app01-9502	100	3	of	of	ADP
app01-9502	100	4	reliability	reliability	NOUN
app01-9502	100	5	,	,	PUNCT
app01-9502	100	6	security	security	NOUN
app01-9502	100	7	and	and	CCONJ
app01-9502	100	8	safety	safety	NOUN
app01-9502	100	9	should	should	AUX
app01-9502	100	10	be	be	AUX
app01-9502	100	11	reached	reach	VERB
app01-9502	100	12	.	.	PUNCT
app01-9502	101	1	moreover	moreover	ADV
app01-9502	101	2	,	,	PUNCT
app01-9502	101	3	the	the	DET
app01-9502	101	4	power	power	NOUN
app01-9502	101	5	of	of	ADP
app01-9502	101	6	srtc	srtc	NOUN
app01-9502	101	7	is	be	AUX
app01-9502	101	8	the	the	DET
app01-9502	101	9	possibility	possibility	NOUN
app01-9502	101	10	of	of	ADP
app01-9502	101	11	the	the	DET
app01-9502	101	12	origin	origin	NOUN
app01-9502	101	13	of	of	ADP
app01-9502	101	14	european	european	ADJ
app01-9502	101	15	railway	railway	NOUN
app01-9502	101	16	traffic	traffic	NOUN
app01-9502	101	17	control	control	NOUN
app01-9502	101	18	based	base	VERB
app01-9502	101	19	on	on	ADP
app01-9502	101	20	the	the	DET
app01-9502	101	21	rne	rne	ADJ
app01-9502	101	22	data	datum	NOUN
app01-9502	101	23	and	and	CCONJ
app01-9502	101	24	supported	support	VERB
app01-9502	101	25	by	by	ADP
app01-9502	101	26	co	co	VERB
app01-9502	101	27	-	-	ADJ
app01-9502	101	28	financed	finance	VERB
app01-9502	101	29	development	development	NOUN
app01-9502	101	30	(	(	PUNCT
app01-9502	101	31	european	european	PROPN
app01-9502	101	32	funding	funding	PROPN
app01-9502	101	33	)	)	PUNCT
app01-9502	101	34	.	.	PUNCT
app01-9502	102	1	acknowledgements	acknowledgement	NOUN
app01-9502	102	2	the	the	DET
app01-9502	102	3	paper	paper	NOUN
app01-9502	102	4	was	be	AUX
app01-9502	102	5	supported	support	VERB
app01-9502	102	6	from	from	ADP
app01-9502	102	7	erdf	erdf	PROPN
app01-9502	102	8	/	/	SYM
app01-9502	102	9	esf	esf	NOUN
app01-9502	102	10	“	"	PUNCT
app01-9502	102	11	cooperation	cooperation	NOUN
app01-9502	102	12	in	in	ADP
app01-9502	102	13	applied	applied	ADJ
app01-9502	102	14	research	research	NOUN
app01-9502	102	15	between	between	ADP
app01-9502	102	16	the	the	DET
app01-9502	102	17	university	university	NOUN
app01-9502	102	18	of	of	ADP
app01-9502	102	19	pardubice	pardubice	PROPN
app01-9502	102	20	and	and	CCONJ
app01-9502	102	21	companies	company	NOUN
app01-9502	102	22	,	,	PUNCT
app01-9502	102	23	in	in	ADP
app01-9502	102	24	the	the	DET
app01-9502	102	25	field	field	NOUN
app01-9502	102	26	of	of	ADP
app01-9502	102	27	positioning	positioning	NOUN
app01-9502	102	28	,	,	PUNCT
app01-9502	102	29	detection	detection	NOUN
app01-9502	102	30	and	and	CCONJ
app01-9502	102	31	simulation	simulation	NOUN
app01-9502	102	32	technology	technology	NOUN
app01-9502	102	33	for	for	ADP
app01-9502	102	34	transport	transport	NOUN
app01-9502	102	35	systems	system	NOUN
app01-9502	102	36	(	(	PUNCT
app01-9502	102	37	positrans	positran	NOUN
app01-9502	102	38	)	)	PUNCT
app01-9502	102	39	”	"	PUNCT
app01-9502	102	40	(	(	PUNCT
app01-9502	102	41	no	no	INTJ
app01-9502	102	42	.	.	NOUN
app01-9502	102	43	cz.02.1.01/0.0/0.0/17_049/0008394	cz.02.1.01/0.0/0.0/17_049/0008394	NOUN
app01-9502	102	44	)	)	PUNCT
app01-9502	102	45	.	.	PUNCT
app01-9502	103	1	references	reference	NOUN
app01-9502	103	2	[	[	X
app01-9502	103	3	1	1	NUM
app01-9502	103	4	]	]	PUNCT
app01-9502	103	5	a.	a.	NOUN
app01-9502	103	6	opperman	opperman	NOUN
app01-9502	103	7	.	.	PUNCT
app01-9502	104	1	artificial	artificial	ADJ
app01-9502	104	2	intelligence	intelligence	NOUN
app01-9502	104	3	vs.	vs.	ADP
app01-9502	104	4	machine	machine	NOUN
app01-9502	104	5	learning	learning	NOUN
app01-9502	104	6	vs.	vs.	ADP
app01-9502	104	7	deep	deep	ADJ
app01-9502	104	8	learning	learning	NOUN
app01-9502	104	9	.	.	PUNCT
app01-9502	105	1	[	[	X
app01-9502	105	2	2022	2022	NUM
app01-9502	105	3	-	-	SYM
app01-9502	105	4	03	03	NUM
app01-9502	105	5	-	-	SYM
app01-9502	105	6	22	22	NUM
app01-9502	105	7	]	]	PUNCT
app01-9502	105	8	,	,	PUNCT
app01-9502	105	9	https://towardsdatascience.com/artificialintelligence-vs-machine-learning-vs-deeplearning-2210ba8cc4ac	https://towardsdatascience.com/artificialintelligence-vs-machine-learning-vs-deeplearning-2210ba8cc4ac	PROPN
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app01-9502	106	7	p.	p.	PROPN
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app01-9502	106	9	,	,	PUNCT
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app01-9502	107	2	of	of	ADP
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app01-9502	107	4	lines	line	NOUN
app01-9502	107	5	with	with	ADP
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app01-9502	107	9	system	system	NOUN
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app01-9502	108	3	,	,	PUNCT
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app01-9502	108	5	.	.	PUNCT
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app01-9502	110	2	3	3	NUM
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app01-9502	112	1	in	in	ADP
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app01-9502	112	4	the	the	DET
app01-9502	112	5	european	european	PROPN
app01-9502	112	6	modeling	modeling	PROPN
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app01-9502	112	8	simulation	simulation	NOUN
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app01-9502	112	10	,	,	PUNCT
app01-9502	112	11	pp	pp	ADJ
app01-9502	112	12	.	.	PUNCT
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app01-9502	113	2	.	.	NOUN
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app01-9502	113	4	.	.	PUNCT
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app01-9502	114	9	,	,	PUNCT
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app01-9502	114	11	tischer	tischer	PROPN
app01-9502	114	12	.	.	PUNCT
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app01-9502	115	2	the	the	DET
app01-9502	115	3	efficiency	efficiency	NOUN
app01-9502	115	4	of	of	ADP
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app01-9502	115	11	line	line	NOUN
app01-9502	115	12	section	section	NOUN
app01-9502	115	13	rokycany	rokycany	NOUN
app01-9502	115	14	–	–	PUNCT
app01-9502	115	15	plzeň	plzeň	ADJ
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app01-9502	115	17	.	.	PUNCT
app01-9502	116	1	n.	n.	PROPN
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app01-9502	116	4	,	,	PUNCT
app01-9502	116	5	2020	2020	NUM
app01-9502	116	6	.	.	PUNCT
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app01-9502	119	13	the	the	DET
app01-9502	119	14	city	city	NOUN
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app01-9502	120	8	engineering	engineering	NOUN
app01-9502	120	9	(	(	PUNCT
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app01-9502	120	12	,	,	PUNCT
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app01-9502	120	18	.	.	PUNCT
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app01-9502	122	17	.	.	PUNCT
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app01-9502	123	4	,	,	PUNCT
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app01-9502	128	32	novák	novák	NOUN
app01-9502	128	33	,	,	PUNCT
app01-9502	128	34	m.	m.	NOUN
app01-9502	128	35	pluhár	pluhár	NOUN
app01-9502	128	36	.	.	PUNCT
app01-9502	129	1	the	the	DET
app01-9502	129	2	comparison	comparison	NOUN
app01-9502	129	3	of	of	ADP
app01-9502	129	4	public	public	ADJ
app01-9502	129	5	road	road	NOUN
app01-9502	129	6	&	&	CCONJ
app01-9502	129	7	railway	railway	NOUN
app01-9502	129	8	transport	transport	NOUN
app01-9502	129	9	costs	cost	NOUN
app01-9502	129	10	.	.	PUNCT
app01-9502	130	1	in	in	ADP
app01-9502	130	2	proceedings	proceeding	NOUN
app01-9502	130	3	of	of	ADP
app01-9502	130	4	the	the	DET
app01-9502	130	5	3rd	3rd	ADJ
app01-9502	130	6	international	international	ADJ
app01-9502	130	7	conference	conference	NOUN
app01-9502	130	8	on	on	ADP
app01-9502	130	9	traffic	traffic	NOUN
app01-9502	130	10	&	&	CCONJ
app01-9502	130	11	transport	transport	PROPN
app01-9502	130	12	engineering	engineering	PROPN
app01-9502	130	13	ictte	ictte	PROPN
app01-9502	130	14	,	,	PUNCT
app01-9502	130	15	pp	pp	ADV
app01-9502	130	16	.	.	PUNCT
app01-9502	131	1	855–860	855–860	NUM
app01-9502	131	2	.	.	X
app01-9502	131	3	2016	2016	NUM
app01-9502	131	4	.	.	PUNCT
app01-9502	132	1	[	[	X
app01-9502	132	2	9	9	NUM
app01-9502	132	3	]	]	PUNCT
app01-9502	132	4	v.	v.	ADP
app01-9502	132	5	zitrický	zitrický	PROPN
app01-9502	132	6	,	,	PUNCT
app01-9502	132	7	j.	j.	PROPN
app01-9502	132	8	gašparík	gašparík	PROPN
app01-9502	132	9	,	,	PUNCT
app01-9502	132	10	l.	l.	PROPN
app01-9502	132	11	pečený	pečený	PROPN
app01-9502	132	12	.	.	PUNCT
app01-9502	133	1	the	the	DET
app01-9502	133	2	methodology	methodology	NOUN
app01-9502	133	3	of	of	ADP
app01-9502	133	4	rating	rating	NOUN
app01-9502	133	5	quality	quality	NOUN
app01-9502	133	6	standards	standard	NOUN
app01-9502	133	7	in	in	ADP
app01-9502	133	8	the	the	DET
app01-9502	133	9	regional	regional	ADJ
app01-9502	133	10	passenger	passenger	NOUN
app01-9502	133	11	transport	transport	NOUN
app01-9502	133	12	.	.	PUNCT
app01-9502	134	1	transport	transport	NOUN
app01-9502	134	2	problems	problem	NOUN
app01-9502	134	3	10(se):59–72	10(se):59–72	NUM
app01-9502	134	4	,	,	PUNCT
app01-9502	134	5	2015	2015	NUM
app01-9502	134	6	.	.	PUNCT
app01-9502	135	1	https://doi.org/10.21307/tp-2015-062	https://doi.org/10.21307/tp-2015-062	NOUN
app01-9502	136	1	[	[	X
app01-9502	136	2	10	10	NUM
app01-9502	136	3	]	]	PUNCT
app01-9502	136	4	m.	m.	NOUN
app01-9502	136	5	dedík	dedík	NOUN
app01-9502	136	6	,	,	PUNCT
app01-9502	136	7	v.	v.	ADP
app01-9502	136	8	štefancová	štefancová	PROPN
app01-9502	136	9	,	,	PUNCT
app01-9502	136	10	j.	j.	PROPN
app01-9502	136	11	gašparík	gašparík	PROPN
app01-9502	136	12	,	,	PUNCT
app01-9502	136	13	et	et	PROPN
app01-9502	136	14	al	al	PROPN
app01-9502	136	15	.	.	PUNCT
app01-9502	136	16	traffic	traffic	NOUN
app01-9502	136	17	capacity	capacity	NOUN
app01-9502	136	18	assessment	assessment	NOUN
app01-9502	136	19	of	of	ADP
app01-9502	136	20	the	the	DET
app01-9502	136	21	selected	select	VERB
app01-9502	136	22	track	track	NOUN
app01-9502	136	23	section	section	NOUN
app01-9502	136	24	on	on	ADP
app01-9502	136	25	the	the	DET
app01-9502	136	26	slovak	slovak	ADJ
app01-9502	136	27	railways	railway	NOUN
app01-9502	136	28	network	network	NOUN
app01-9502	136	29	after	after	ADP
app01-9502	136	30	the	the	DET
app01-9502	136	31	implementation	implementation	NOUN
app01-9502	136	32	of	of	ADP
app01-9502	136	33	etcs	etcs	PROPN
app01-9502	136	34	l3	l3	PROPN
app01-9502	136	35	based	base	VERB
app01-9502	136	36	on	on	ADP
app01-9502	136	37	signaling	signal	VERB
app01-9502	136	38	principle	principle	NOUN
app01-9502	136	39	.	.	PUNCT
app01-9502	137	1	applied	apply	VERB
app01-9502	137	2	sciences	science	NOUN
app01-9502	137	3	12(11):5597	12(11):5597	NUM
app01-9502	137	4	,	,	PUNCT
app01-9502	137	5	2022	2022	NUM
app01-9502	137	6	.	.	PUNCT
app01-9502	138	1	https://doi.org/10.3390/app12115597	https://doi.org/10.3390/app12115597	VERB
app01-9502	138	2	110	110	NUM
app01-9502	138	3	https://doi.org/10.21307/tp-2015-062	https://doi.org/10.21307/tp-2015-062	NOUN
app01-9502	138	4	https://doi.org/10.3390/app12115597	https://doi.org/10.3390/app12115597	PROPN
app01-9502	138	5	acta	acta	PROPN
app01-9502	138	6	polytechnica	polytechnica	PROPN
app01-9502	138	7	ctu	ctu	NOUN
app01-9502	138	8	proceedings	proceeding	NOUN
app01-9502	138	9	43:106–110	43:106–110	PROPN
app01-9502	138	10	,	,	PUNCT
app01-9502	138	11	2023	2023	NUM
app01-9502	138	12	1	1	NUM
app01-9502	138	13	introduction	introduction	NOUN
app01-9502	138	14	2	2	NUM
app01-9502	138	15	materials	material	NOUN
app01-9502	138	16	and	and	CCONJ
app01-9502	138	17	methods	method	NOUN
app01-9502	138	18	3	3	NUM
app01-9502	138	19	results	result	NOUN
app01-9502	138	20	and	and	CCONJ
app01-9502	138	21	discussion	discussion	NOUN
app01-9502	138	22	4	4	NUM
app01-9502	138	23	conclusions	conclusion	NOUN
app01-9502	138	24	acknowledgements	acknowledgement	NOUN
app01-9502	138	25	references	reference	NOUN