id	sid	tid	token	lemma	pos
sc-1096	1	1	transfer	transfer	VERB
sc-1096	1	2	learning	learning	NOUN
sc-1096	1	3	-	-	PUNCT
sc-1096	1	4	based	base	VERB
sc-1096	1	5	method	method	NOUN
sc-1096	1	6	for	for	ADP
sc-1096	1	7	automated	automate	VERB
sc-1096	1	8	e	e	NOUN
sc-1096	1	9	-	-	NOUN
sc-1096	1	10	waste	waste	ADJ
sc-1096	1	11	recycling	recycling	NOUN
sc-1096	1	12	in	in	ADP
sc-1096	1	13	smart	smart	ADJ
sc-1096	1	14	cities	city	NOUN
sc-1096	1	15	1	1	NUM
sc-1096	1	16	transfer	transfer	NOUN
sc-1096	1	17	learning	learning	NOUN
sc-1096	1	18	-	-	PUNCT
sc-1096	1	19	based	base	VERB
sc-1096	1	20	method	method	NOUN
sc-1096	1	21	for	for	ADP
sc-1096	1	22	automated	automate	VERB
sc-1096	1	23	e	e	NOUN
sc-1096	1	24	-	-	NOUN
sc-1096	1	25	waste	waste	ADJ
sc-1096	1	26	recycling	recycling	NOUN
sc-1096	1	27	in	in	ADP
sc-1096	1	28	smart	smart	ADJ
sc-1096	1	29	cities	city	NOUN
sc-1096	1	30	nermeen	nermeen	VERB
sc-1096	1	31	abou	abou	PROPN
sc-1096	1	32	baker1	baker1	PROPN
sc-1096	1	33	,	,	PUNCT
sc-1096	1	34	*	*	PROPN
sc-1096	1	35	,	,	PUNCT
sc-1096	1	36	paul	paul	PROPN
sc-1096	1	37	szabo	szabo	PROPN
sc-1096	1	38	-	-	PROPN
sc-1096	1	39	müller1	müller1	PROPN
sc-1096	1	40	and	and	CCONJ
sc-1096	1	41	uwe	uwe	PROPN
sc-1096	1	42	handmann1	handmann1	PROPN
sc-1096	2	1	1ruhr	1ruhr	NUM
sc-1096	2	2	west	west	PROPN
sc-1096	2	3	university	university	PROPN
sc-1096	2	4	of	of	ADP
sc-1096	2	5	applied	apply	VERB
sc-1096	2	6	sciences	science	NOUN
sc-1096	2	7	,	,	PUNCT
sc-1096	2	8	lützowstr	lützowstr	NOUN
sc-1096	2	9	.	.	PUNCT
sc-1096	3	1	5	5	NUM
sc-1096	3	2	,	,	PUNCT
sc-1096	3	3	46236	46236	NUM
sc-1096	3	4	bottrop	bottrop	PROPN
sc-1096	3	5	,	,	PUNCT
sc-1096	3	6	germany	germany	PROPN
sc-1096	3	7	abstract	abstract	ADJ
sc-1096	3	8	introduction	introduction	NOUN
sc-1096	3	9	:	:	PUNCT
sc-1096	3	10	sorting	sort	VERB
sc-1096	3	11	a	a	DET
sc-1096	3	12	huge	huge	ADJ
sc-1096	3	13	stream	stream	NOUN
sc-1096	3	14	of	of	ADP
sc-1096	3	15	waste	waste	NOUN
sc-1096	3	16	accurately	accurately	ADV
sc-1096	3	17	within	within	ADP
sc-1096	3	18	a	a	DET
sc-1096	3	19	short	short	ADJ
sc-1096	3	20	period	period	NOUN
sc-1096	3	21	can	can	AUX
sc-1096	3	22	be	be	AUX
sc-1096	3	23	done	do	VERB
sc-1096	3	24	with	with	ADP
sc-1096	3	25	the	the	DET
sc-1096	3	26	support	support	NOUN
sc-1096	3	27	of	of	ADP
sc-1096	3	28	digitalization	digitalization	NOUN
sc-1096	3	29	,	,	PUNCT
sc-1096	3	30	particularly	particularly	ADV
sc-1096	3	31	artificial	artificial	ADJ
sc-1096	3	32	intelligence	intelligence	NOUN
sc-1096	3	33	,	,	PUNCT
sc-1096	3	34	instead	instead	ADV
sc-1096	3	35	of	of	ADP
sc-1096	3	36	traditional	traditional	ADJ
sc-1096	3	37	methods	method	NOUN
sc-1096	3	38	.	.	PUNCT
sc-1096	4	1	the	the	DET
sc-1096	4	2	overlap	overlap	NOUN
sc-1096	4	3	of	of	ADP
sc-1096	4	4	artificial	artificial	ADJ
sc-1096	4	5	intelligence	intelligence	NOUN
sc-1096	4	6	and	and	CCONJ
sc-1096	4	7	circular	circular	ADJ
sc-1096	4	8	economy	economy	NOUN
sc-1096	4	9	can	can	AUX
sc-1096	4	10	flourish	flourish	VERB
sc-1096	4	11	many	many	ADJ
sc-1096	4	12	services	service	NOUN
sc-1096	4	13	in	in	ADP
sc-1096	4	14	the	the	DET
sc-1096	4	15	environmental	environmental	ADJ
sc-1096	4	16	technology	technology	NOUN
sc-1096	4	17	domain	domain	NOUN
sc-1096	4	18	,	,	PUNCT
sc-1096	4	19	in	in	ADP
sc-1096	4	20	particular	particular	ADJ
sc-1096	4	21	smart	smart	ADJ
sc-1096	4	22	e	e	NOUN
sc-1096	4	23	-	-	NOUN
sc-1096	4	24	waste	waste	ADJ
sc-1096	4	25	recycling	recycling	NOUN
sc-1096	4	26	,	,	PUNCT
sc-1096	4	27	resulting	result	VERB
sc-1096	4	28	in	in	ADP
sc-1096	4	29	enabling	enable	VERB
sc-1096	4	30	circular	circular	ADJ
sc-1096	4	31	smart	smart	ADJ
sc-1096	4	32	cities	city	NOUN
sc-1096	4	33	.	.	PUNCT
sc-1096	5	1	objectives	objective	NOUN
sc-1096	5	2	:	:	PUNCT
sc-1096	5	3	we	we	PRON
sc-1096	5	4	analyse	analyse	VERB
sc-1096	5	5	the	the	DET
sc-1096	5	6	growing	grow	VERB
sc-1096	5	7	need	need	NOUN
sc-1096	5	8	for	for	ADP
sc-1096	5	9	automated	automate	VERB
sc-1096	5	10	e	e	NOUN
sc-1096	5	11	-	-	NOUN
sc-1096	5	12	waste	waste	ADJ
sc-1096	5	13	recycling	recycling	NOUN
sc-1096	5	14	as	as	ADP
sc-1096	5	15	an	an	DET
sc-1096	5	16	essential	essential	ADJ
sc-1096	5	17	requirement	requirement	NOUN
sc-1096	5	18	to	to	PART
sc-1096	5	19	cope	cope	VERB
sc-1096	5	20	with	with	ADP
sc-1096	5	21	the	the	DET
sc-1096	5	22	fast	fast	ADV
sc-1096	5	23	-	-	PUNCT
sc-1096	5	24	growing	grow	VERB
sc-1096	5	25	e	e	NOUN
sc-1096	5	26	-	-	ADJ
sc-1096	5	27	waste	waste	NOUN
sc-1096	5	28	stream	stream	NOUN
sc-1096	5	29	and	and	CCONJ
sc-1096	5	30	we	we	PRON
sc-1096	5	31	shed	shed	VERB
sc-1096	5	32	the	the	DET
sc-1096	5	33	light	light	NOUN
sc-1096	5	34	on	on	ADP
sc-1096	5	35	the	the	DET
sc-1096	5	36	impact	impact	NOUN
sc-1096	5	37	of	of	ADP
sc-1096	5	38	artificial	artificial	ADJ
sc-1096	5	39	intelligence	intelligence	NOUN
sc-1096	5	40	in	in	ADP
sc-1096	5	41	supporting	support	VERB
sc-1096	5	42	the	the	DET
sc-1096	5	43	recycling	recycling	NOUN
sc-1096	5	44	process	process	NOUN
sc-1096	5	45	through	through	ADP
sc-1096	5	46	smart	smart	ADJ
sc-1096	5	47	classification	classification	NOUN
sc-1096	5	48	of	of	ADP
sc-1096	5	49	devices	device	NOUN
sc-1096	5	50	,	,	PUNCT
sc-1096	5	51	where	where	SCONJ
sc-1096	5	52	the	the	DET
sc-1096	5	53	smartphone	smartphone	NOUN
sc-1096	5	54	is	be	AUX
sc-1096	5	55	our	our	PRON
sc-1096	5	56	case	case	NOUN
sc-1096	5	57	study	study	NOUN
sc-1096	5	58	.	.	PUNCT
sc-1096	6	1	methods	method	NOUN
sc-1096	6	2	:	:	PUNCT
sc-1096	6	3	our	our	PRON
sc-1096	6	4	study	study	NOUN
sc-1096	6	5	applies	apply	VERB
sc-1096	6	6	transfer	transfer	NOUN
sc-1096	6	7	learning	learning	NOUN
sc-1096	6	8	as	as	ADP
sc-1096	6	9	a	a	DET
sc-1096	6	10	special	special	ADJ
sc-1096	6	11	technique	technique	NOUN
sc-1096	6	12	of	of	ADP
sc-1096	6	13	artificial	artificial	ADJ
sc-1096	6	14	intelligence	intelligence	NOUN
sc-1096	6	15	by	by	ADP
sc-1096	6	16	fine	fine	ADV
sc-1096	6	17	-	-	PUNCT
sc-1096	6	18	tuning	tune	VERB
sc-1096	6	19	the	the	DET
sc-1096	6	20	output	output	NOUN
sc-1096	6	21	layers	layer	NOUN
sc-1096	6	22	of	of	ADP
sc-1096	6	23	alexnet	alexnet	NOUN
sc-1096	6	24	as	as	ADP
sc-1096	6	25	a	a	DET
sc-1096	6	26	pre	pre	ADJ
sc-1096	6	27	-	-	ADJ
sc-1096	6	28	trained	train	VERB
sc-1096	6	29	model	model	NOUN
sc-1096	6	30	and	and	CCONJ
sc-1096	6	31	perform	perform	VERB
sc-1096	6	32	the	the	DET
sc-1096	6	33	implementation	implementation	NOUN
sc-1096	6	34	on	on	ADP
sc-1096	6	35	a	a	DET
sc-1096	6	36	small	small	ADJ
sc-1096	6	37	-	-	PUNCT
sc-1096	6	38	size	size	NOUN
sc-1096	6	39	dataset	dataset	NOUN
sc-1096	6	40	that	that	PRON
sc-1096	6	41	contains	contain	VERB
sc-1096	6	42	12	12	NUM
sc-1096	6	43	classes	class	NOUN
sc-1096	6	44	from	from	ADP
sc-1096	6	45	6	6	NUM
sc-1096	6	46	smartphone	smartphone	NOUN
sc-1096	6	47	brands	brand	NOUN
sc-1096	6	48	.	.	PUNCT
sc-1096	7	1	results	result	NOUN
sc-1096	7	2	:	:	PUNCT
sc-1096	7	3	we	we	PRON
sc-1096	7	4	evaluate	evaluate	VERB
sc-1096	7	5	the	the	DET
sc-1096	7	6	performance	performance	NOUN
sc-1096	7	7	of	of	ADP
sc-1096	7	8	our	our	PRON
sc-1096	7	9	model	model	NOUN
sc-1096	7	10	by	by	ADP
sc-1096	7	11	tuning	tune	VERB
sc-1096	7	12	the	the	DET
sc-1096	7	13	learning	learning	NOUN
sc-1096	7	14	rate	rate	NOUN
sc-1096	7	15	,	,	PUNCT
sc-1096	7	16	choosing	choose	VERB
sc-1096	7	17	the	the	DET
sc-1096	7	18	best	good	ADJ
sc-1096	7	19	optimizer	optimizer	NOUN
sc-1096	7	20	,	,	PUNCT
sc-1096	7	21	and	and	CCONJ
sc-1096	7	22	augmenting	augment	VERB
sc-1096	7	23	the	the	DET
sc-1096	7	24	original	original	ADJ
sc-1096	7	25	dataset	dataset	NOUN
sc-1096	7	26	to	to	PART
sc-1096	7	27	avoid	avoid	VERB
sc-1096	7	28	overfitting	overfitte	VERB
sc-1096	7	29	.	.	PUNCT
sc-1096	8	1	we	we	PRON
sc-1096	8	2	found	find	VERB
sc-1096	8	3	that	that	SCONJ
sc-1096	8	4	the	the	DET
sc-1096	8	5	optimizer	optimizer	NOUN
sc-1096	8	6	of	of	ADP
sc-1096	8	7	stochastic	stochastic	ADJ
sc-1096	8	8	gradient	gradient	ADJ
sc-1096	8	9	descent	descent	NOUN
sc-1096	8	10	with	with	ADP
sc-1096	8	11	momentum	momentum	NOUN
sc-1096	8	12	and	and	CCONJ
sc-1096	8	13	3	3	NUM
sc-1096	8	14	𝑒𝑒−4	𝑒𝑒−4	ADV
sc-1096	8	15	as	as	ADP
sc-1096	8	16	a	a	DET
sc-1096	8	17	learning	learning	NOUN
sc-1096	8	18	rate	rate	NOUN
sc-1096	8	19	brings	bring	VERB
sc-1096	8	20	almost	almost	ADV
sc-1096	8	21	98	98	NUM
sc-1096	8	22	%	%	NOUN
sc-1096	8	23	model	model	NOUN
sc-1096	8	24	accuracy	accuracy	NOUN
sc-1096	8	25	with	with	ADP
sc-1096	8	26	generalization	generalization	NOUN
sc-1096	8	27	.	.	PUNCT
sc-1096	9	1	conclusion	conclusion	NOUN
sc-1096	9	2	:	:	PUNCT
sc-1096	9	3	our	our	PRON
sc-1096	9	4	study	study	NOUN
sc-1096	9	5	supports	support	VERB
sc-1096	9	6	automated	automate	VERB
sc-1096	9	7	e	e	NOUN
sc-1096	9	8	-	-	NOUN
sc-1096	9	9	waste	waste	ADJ
sc-1096	9	10	recycling	recycling	NOUN
sc-1096	9	11	in	in	ADP
sc-1096	9	12	decreasing	decrease	VERB
sc-1096	9	13	the	the	DET
sc-1096	9	14	error	error	NOUN
sc-1096	9	15	-	-	PUNCT
sc-1096	9	16	rate	rate	NOUN
sc-1096	9	17	of	of	ADP
sc-1096	9	18	e	e	NOUN
sc-1096	9	19	-	-	NOUN
sc-1096	9	20	waste	waste	NOUN
sc-1096	9	21	sorting	sorting	NOUN
sc-1096	9	22	and	and	CCONJ
sc-1096	9	23	investigates	investigate	VERB
sc-1096	9	24	the	the	DET
sc-1096	9	25	advantages	advantage	NOUN
sc-1096	9	26	of	of	ADP
sc-1096	9	27	applying	apply	VERB
sc-1096	9	28	transfer	transfer	NOUN
sc-1096	9	29	learning	learning	NOUN
sc-1096	9	30	as	as	ADP
sc-1096	9	31	the	the	DET
sc-1096	9	32	best	good	ADJ
sc-1096	9	33	scenario	scenario	NOUN
sc-1096	9	34	to	to	PART
sc-1096	9	35	overcome	overcome	VERB
sc-1096	9	36	the	the	DET
sc-1096	9	37	rising	rise	VERB
sc-1096	9	38	challenges	challenge	NOUN
sc-1096	9	39	.	.	PUNCT
sc-1096	10	1	keywords	keyword	NOUN
sc-1096	10	2	:	:	PUNCT
sc-1096	10	3	artificial	artificial	ADJ
sc-1096	10	4	intelligence	intelligence	NOUN
sc-1096	10	5	,	,	PUNCT
sc-1096	10	6	transfer	transfer	NOUN
sc-1096	10	7	learning	learning	NOUN
sc-1096	10	8	,	,	PUNCT
sc-1096	10	9	circular	circular	ADJ
sc-1096	10	10	economy	economy	NOUN
sc-1096	10	11	,	,	PUNCT
sc-1096	10	12	automated	automate	VERB
sc-1096	10	13	e	e	NOUN
sc-1096	10	14	-	-	NOUN
sc-1096	10	15	waste	waste	ADJ
sc-1096	10	16	recycling	recycling	NOUN
sc-1096	10	17	,	,	PUNCT
sc-1096	10	18	smart	smart	ADJ
sc-1096	10	19	cities	city	NOUN
sc-1096	10	20	.	.	PUNCT
sc-1096	11	1	received	receive	VERB
sc-1096	11	2	on	on	ADP
sc-1096	11	3	19	19	NUM
sc-1096	11	4	march	march	NOUN
sc-1096	11	5	2021	2021	NUM
sc-1096	11	6	,	,	PUNCT
sc-1096	11	7	accepted	accept	VERB
sc-1096	11	8	on	on	ADP
sc-1096	11	9	12	12	NUM
sc-1096	11	10	april	april	PROPN
sc-1096	11	11	2021	2021	NUM
sc-1096	11	12	,	,	PUNCT
sc-1096	11	13	published	publish	VERB
sc-1096	11	14	on	on	ADP
sc-1096	11	15	16	16	NUM
sc-1096	11	16	april	april	PROPN
sc-1096	11	17	2021	2021	NUM
sc-1096	11	18	copyright	copyright	NOUN
sc-1096	11	19	©	©	PROPN
sc-1096	11	20	2021	2021	NUM
sc-1096	11	21	nermeen	nermeen	NOUN
sc-1096	11	22	abou	abou	PROPN
sc-1096	11	23	baker	baker	PROPN
sc-1096	11	24	et	et	PROPN
sc-1096	11	25	al	al	PROPN
sc-1096	11	26	.	.	PROPN
sc-1096	11	27	,	,	PUNCT
sc-1096	11	28	licensed	license	VERB
sc-1096	11	29	to	to	ADP
sc-1096	11	30	eai	eai	PROPN
sc-1096	11	31	.	.	PUNCT
sc-1096	12	1	this	this	PRON
sc-1096	12	2	is	be	AUX
sc-1096	12	3	an	an	DET
sc-1096	12	4	open	open	ADJ
sc-1096	12	5	access	access	NOUN
sc-1096	12	6	article	article	NOUN
sc-1096	12	7	distributed	distribute	VERB
sc-1096	12	8	under	under	ADP
sc-1096	12	9	the	the	DET
sc-1096	12	10	terms	term	NOUN
sc-1096	12	11	of	of	ADP
sc-1096	12	12	the	the	DET
sc-1096	12	13	creative	creative	ADJ
sc-1096	12	14	commons	common	NOUN
sc-1096	12	15	attribution	attribution	NOUN
sc-1096	12	16	license	license	NOUN
sc-1096	12	17	,	,	PUNCT
sc-1096	12	18	which	which	PRON
sc-1096	12	19	permits	permit	VERB
sc-1096	12	20	unlimited	unlimited	ADJ
sc-1096	12	21	use	use	NOUN
sc-1096	12	22	,	,	PUNCT
sc-1096	12	23	distribution	distribution	NOUN
sc-1096	12	24	and	and	CCONJ
sc-1096	12	25	reproduction	reproduction	NOUN
sc-1096	12	26	in	in	ADP
sc-1096	12	27	any	any	DET
sc-1096	12	28	medium	medium	NOUN
sc-1096	12	29	so	so	ADV
sc-1096	12	30	long	long	ADV
sc-1096	12	31	as	as	SCONJ
sc-1096	12	32	the	the	DET
sc-1096	12	33	original	original	ADJ
sc-1096	12	34	work	work	NOUN
sc-1096	12	35	is	be	AUX
sc-1096	12	36	properly	properly	ADV
sc-1096	12	37	cited	cite	VERB
sc-1096	12	38	.	.	PUNCT
sc-1096	13	1	doi	doi	NOUN
sc-1096	13	2	:	:	PUNCT
sc-1096	13	3	10.4108	10.4108	NUM
sc-1096	13	4	/	/	SYM
sc-1096	13	5	eai.16	eai.16	ADJ
sc-1096	13	6	-	-	PUNCT
sc-1096	13	7	4	4	NUM
sc-1096	13	8	-	-	PUNCT
sc-1096	13	9	2021.169337	2021.169337	NUM
sc-1096	13	10	1	1	NUM
sc-1096	13	11	.	.	PUNCT
sc-1096	14	1	introduction	introduction	NOUN
sc-1096	14	2	the	the	DET
sc-1096	14	3	enormous	enormous	ADJ
sc-1096	14	4	use	use	NOUN
sc-1096	14	5	of	of	ADP
sc-1096	14	6	digitalization	digitalization	NOUN
sc-1096	14	7	has	have	VERB
sc-1096	14	8	a	a	DET
sc-1096	14	9	profound	profound	ADJ
sc-1096	14	10	impact	impact	NOUN
sc-1096	14	11	on	on	ADP
sc-1096	14	12	every	every	DET
sc-1096	14	13	domain	domain	NOUN
sc-1096	14	14	.	.	PUNCT
sc-1096	15	1	many	many	ADJ
sc-1096	15	2	concerns	concern	NOUN
sc-1096	15	3	are	be	AUX
sc-1096	15	4	raised	raise	VERB
sc-1096	15	5	with	with	ADP
sc-1096	15	6	the	the	DET
sc-1096	15	7	growth	growth	NOUN
sc-1096	15	8	of	of	ADP
sc-1096	15	9	urbanization	urbanization	NOUN
sc-1096	15	10	,	,	PUNCT
sc-1096	15	11	like	like	ADP
sc-1096	15	12	pollution	pollution	NOUN
sc-1096	15	13	,	,	PUNCT
sc-1096	15	14	traffic	traffic	NOUN
sc-1096	15	15	congestion	congestion	NOUN
sc-1096	15	16	,	,	PUNCT
sc-1096	15	17	rising	rise	VERB
sc-1096	15	18	welfare	welfare	NOUN
sc-1096	15	19	costs	cost	NOUN
sc-1096	15	20	,	,	PUNCT
sc-1096	15	21	and	and	CCONJ
sc-1096	15	22	last	last	ADJ
sc-1096	15	23	but	but	CCONJ
sc-1096	15	24	not	not	PART
sc-1096	15	25	least	least	ADJ
sc-1096	15	26	growing	grow	VERB
sc-1096	15	27	waste	waste	NOUN
sc-1096	15	28	streams	stream	NOUN
sc-1096	15	29	.	.	PUNCT
sc-1096	16	1	the	the	DET
sc-1096	16	2	concept	concept	NOUN
sc-1096	16	3	of	of	ADP
sc-1096	16	4	circular	circular	ADJ
sc-1096	16	5	economy	economy	NOUN
sc-1096	16	6	(	(	PUNCT
sc-1096	16	7	ce	ce	PROPN
sc-1096	16	8	)	)	PUNCT
sc-1096	16	9	was	be	AUX
sc-1096	16	10	primarily	primarily	ADV
sc-1096	16	11	aimed	aim	VERB
sc-1096	16	12	to	to	PART
sc-1096	16	13	enhance	enhance	VERB
sc-1096	16	14	the	the	DET
sc-1096	16	15	recovery	recovery	NOUN
sc-1096	16	16	of	of	ADP
sc-1096	16	17	end	end	NOUN
sc-1096	16	18	-	-	PUNCT
sc-1096	16	19	of	of	ADP
sc-1096	16	20	-	-	PUNCT
sc-1096	16	21	life	life	NOUN
sc-1096	16	22	of	of	ADP
sc-1096	16	23	products	product	NOUN
sc-1096	16	24	lifecycle	lifecycle	NOUN
sc-1096	16	25	by	by	ADP
sc-1096	16	26	optimal	optimal	ADJ
sc-1096	16	27	recycling	recycling	NOUN
sc-1096	16	28	them	they	PRON
sc-1096	16	29	,	,	PUNCT
sc-1096	16	30	reusing	reuse	VERB
sc-1096	16	31	them	they	PRON
sc-1096	16	32	as	as	ADP
sc-1096	16	33	raw	raw	ADJ
sc-1096	16	34	materials	material	NOUN
sc-1096	16	35	,	,	PUNCT
sc-1096	16	36	reducing	reduce	VERB
sc-1096	16	37	the	the	DET
sc-1096	16	38	need	need	NOUN
sc-1096	16	39	to	to	PART
sc-1096	16	40	extract	extract	VERB
sc-1096	16	41	new	new	ADJ
sc-1096	16	42	resources	resource	NOUN
sc-1096	16	43	,	,	PUNCT
sc-1096	16	44	and	and	CCONJ
sc-1096	16	45	closing	close	VERB
sc-1096	16	46	the	the	DET
sc-1096	16	47	product	product	NOUN
sc-1096	16	48	loop	loop	NOUN
sc-1096	16	49	.	.	PUNCT
sc-1096	17	1	smart	smart	ADJ
sc-1096	17	2	cities	city	NOUN
sc-1096	17	3	have	have	AUX
sc-1096	17	4	been	be	AUX
sc-1096	17	5	suggested	suggest	VERB
sc-1096	17	6	as	as	ADP
sc-1096	17	7	a	a	DET
sc-1096	17	8	solution	solution	NOUN
sc-1096	17	9	to	to	PART
sc-1096	17	10	tackle	tackle	VERB
sc-1096	17	11	the	the	DET
sc-1096	17	12	aforementioned	aforementioned	ADJ
sc-1096	17	13	problems	problem	NOUN
sc-1096	17	14	,	,	PUNCT
sc-1096	17	15	driven	drive	VERB
sc-1096	17	16	by	by	ADP
sc-1096	17	17	digitalization	digitalization	NOUN
sc-1096	17	18	,	,	PUNCT
sc-1096	17	19	and	and	CCONJ
sc-1096	17	20	to	to	PART
sc-1096	17	21	promote	promote	VERB
sc-1096	17	22	a	a	DET
sc-1096	17	23	sustainable	sustainable	ADJ
sc-1096	17	24	environment	environment	NOUN
sc-1096	17	25	*	*	PUNCT
sc-1096	17	26	corresponding	correspond	VERB
sc-1096	17	27	author	author	NOUN
sc-1096	17	28	.	.	PUNCT
sc-1096	18	1	email	email	NOUN
sc-1096	18	2	:	:	PUNCT
sc-1096	18	3	nermeen.baker@hs-ruhrwest.de	nermeen.baker@hs-ruhrwest.de	X
sc-1096	18	4	through	through	ADP
sc-1096	18	5	ce	ce	PROPN
sc-1096	18	6	.	.	PROPN
sc-1096	19	1	in	in	ADP
sc-1096	19	2	line	line	NOUN
sc-1096	19	3	with	with	ADP
sc-1096	19	4	this	this	PRON
sc-1096	19	5	,	,	PUNCT
sc-1096	19	6	we	we	PRON
sc-1096	19	7	discuss	discuss	VERB
sc-1096	19	8	the	the	DET
sc-1096	19	9	role	role	NOUN
sc-1096	19	10	of	of	ADP
sc-1096	19	11	digitalization	digitalization	NOUN
sc-1096	19	12	,	,	PUNCT
sc-1096	19	13	particularly	particularly	ADV
sc-1096	19	14	artificial	artificial	ADJ
sc-1096	19	15	intelligence	intelligence	NOUN
sc-1096	19	16	(	(	PUNCT
sc-1096	19	17	ai	ai	NOUN
sc-1096	19	18	)	)	PUNCT
sc-1096	19	19	,	,	PUNCT
sc-1096	19	20	in	in	ADP
sc-1096	19	21	the	the	DET
sc-1096	19	22	environmental	environmental	ADJ
sc-1096	19	23	technology	technology	NOUN
sc-1096	19	24	domain	domain	NOUN
sc-1096	19	25	and	and	CCONJ
sc-1096	19	26	investigate	investigate	VERB
sc-1096	19	27	how	how	SCONJ
sc-1096	19	28	automated	automated	ADJ
sc-1096	19	29	electrical	electrical	ADJ
sc-1096	19	30	and	and	CCONJ
sc-1096	19	31	electronic	electronic	ADJ
sc-1096	19	32	waste	waste	NOUN
sc-1096	19	33	(	(	PUNCT
sc-1096	19	34	or	or	CCONJ
sc-1096	19	35	the	the	DET
sc-1096	19	36	so	so	ADV
sc-1096	19	37	-	-	PUNCT
sc-1096	19	38	called	call	VERB
sc-1096	19	39	ewaste	ewaste	NOUN
sc-1096	19	40	)	)	PUNCT
sc-1096	19	41	recycling	recycling	NOUN
sc-1096	19	42	can	can	AUX
sc-1096	19	43	support	support	VERB
sc-1096	19	44	shifting	shift	VERB
sc-1096	19	45	towards	towards	ADP
sc-1096	19	46	a	a	DET
sc-1096	19	47	sustainable	sustainable	ADJ
sc-1096	19	48	environment	environment	NOUN
sc-1096	19	49	,	,	PUNCT
sc-1096	19	50	thus	thus	ADV
sc-1096	19	51	achieving	achieve	VERB
sc-1096	19	52	ce	ce	PROPN
sc-1096	19	53	goals	goal	NOUN
sc-1096	19	54	.	.	PUNCT
sc-1096	20	1	to	to	PART
sc-1096	20	2	achieve	achieve	VERB
sc-1096	20	3	them	they	PRON
sc-1096	20	4	efficiently	efficiently	ADV
sc-1096	20	5	,	,	PUNCT
sc-1096	20	6	the	the	DET
sc-1096	20	7	classification	classification	NOUN
sc-1096	20	8	of	of	ADP
sc-1096	20	9	waste	waste	NOUN
sc-1096	20	10	can	can	AUX
sc-1096	20	11	maximize	maximize	VERB
sc-1096	20	12	the	the	DET
sc-1096	20	13	performance	performance	NOUN
sc-1096	20	14	of	of	ADP
sc-1096	20	15	the	the	DET
sc-1096	20	16	whole	whole	ADJ
sc-1096	20	17	process	process	NOUN
sc-1096	20	18	.	.	PUNCT
sc-1096	21	1	waste	waste	NOUN
sc-1096	21	2	classification	classification	NOUN
sc-1096	21	3	is	be	AUX
sc-1096	21	4	a	a	DET
sc-1096	21	5	significant	significant	ADJ
sc-1096	21	6	step	step	NOUN
sc-1096	21	7	for	for	ADP
sc-1096	21	8	efficiently	efficiently	ADV
sc-1096	21	9	sorting	sort	VERB
sc-1096	21	10	and	and	CCONJ
sc-1096	21	11	separating	separate	VERB
sc-1096	21	12	into	into	ADP
sc-1096	21	13	different	different	ADJ
sc-1096	21	14	models	model	NOUN
sc-1096	21	15	and	and	CCONJ
sc-1096	21	16	types	type	NOUN
sc-1096	21	17	.	.	PUNCT
sc-1096	22	1	therefore	therefore	ADV
sc-1096	22	2	,	,	PUNCT
sc-1096	22	3	the	the	DET
sc-1096	22	4	need	need	NOUN
sc-1096	22	5	for	for	ADP
sc-1096	22	6	smart	smart	ADJ
sc-1096	22	7	sorting	sorting	NOUN
sc-1096	22	8	is	be	AUX
sc-1096	22	9	growing	grow	VERB
sc-1096	22	10	to	to	PART
sc-1096	22	11	support	support	VERB
sc-1096	22	12	smart	smart	ADJ
sc-1096	22	13	recycling	recycling	NOUN
sc-1096	22	14	.	.	PUNCT
sc-1096	23	1	the	the	DET
sc-1096	23	2	remainder	remainder	NOUN
sc-1096	23	3	of	of	ADP
sc-1096	23	4	the	the	DET
sc-1096	23	5	paper	paper	NOUN
sc-1096	23	6	is	be	AUX
sc-1096	23	7	divided	divide	VERB
sc-1096	23	8	into	into	ADP
sc-1096	23	9	the	the	DET
sc-1096	23	10	following	follow	VERB
sc-1096	23	11	sections	section	NOUN
sc-1096	23	12	:	:	PUNCT
sc-1096	23	13	section	section	NOUN
sc-1096	23	14	1	1	NUM
sc-1096	23	15	introduces	introduce	VERB
sc-1096	23	16	our	our	PRON
sc-1096	23	17	research	research	NOUN
sc-1096	23	18	motivation	motivation	NOUN
sc-1096	23	19	,	,	PUNCT
sc-1096	23	20	the	the	DET
sc-1096	23	21	importance	importance	NOUN
sc-1096	23	22	of	of	ADP
sc-1096	23	23	automated	automate	VERB
sc-1096	23	24	e	e	NOUN
sc-1096	23	25	-	-	ADJ
sc-1096	23	26	waste	waste	ADJ
sc-1096	23	27	recycling	recycling	NOUN
sc-1096	23	28	driven	drive	VERB
sc-1096	23	29	by	by	ADP
sc-1096	23	30	digitalization	digitalization	NOUN
sc-1096	23	31	,	,	PUNCT
sc-1096	23	32	and	and	CCONJ
sc-1096	23	33	to	to	PART
sc-1096	23	34	achieve	achieve	VERB
sc-1096	23	35	sustainable	sustainable	ADJ
sc-1096	23	36	smart	smart	ADJ
sc-1096	23	37	cities	city	NOUN
sc-1096	23	38	.	.	PUNCT
sc-1096	24	1	section	section	NOUN
sc-1096	24	2	eai	eai	PROPN
sc-1096	24	3	endorsed	endorse	VERB
sc-1096	24	4	transactions	transaction	NOUN
sc-1096	24	5	on	on	ADP
sc-1096	24	6	smart	smart	ADJ
sc-1096	24	7	cities	city	NOUN
sc-1096	24	8	research	research	NOUN
sc-1096	24	9	article	article	NOUN
sc-1096	24	10	eai	eai	PROPN
sc-1096	24	11	endorsed	endorse	VERB
sc-1096	24	12	transactions	transaction	NOUN
sc-1096	24	13	on	on	ADP
sc-1096	24	14	smart	smart	ADJ
sc-1096	24	15	cities	city	NOUN
sc-1096	24	16	08	08	NUM
sc-1096	24	17	2021	2021	NUM
sc-1096	24	18	10	10	NUM
sc-1096	24	19	2021	2021	NUM
sc-1096	24	20	|	|	ADV
sc-1096	24	21	volume	volume	NOUN
sc-1096	24	22	5	5	NUM
sc-1096	24	23	|	|	ADV
sc-1096	24	24	issue	issue	VERB
sc-1096	24	25	16	16	NUM
sc-1096	24	26	|	|	NOUN
sc-1096	24	27	e1	e1	NOUN
sc-1096	24	28	mailto	mailto	NOUN
sc-1096	24	29	:	:	PUNCT
sc-1096	24	30	https://creativecommons.org	https://creativecommons.org	NUM
sc-1096	24	31	/	/	SYM
sc-1096	24	32	licenses	license	NOUN
sc-1096	24	33	/	/	SYM
sc-1096	24	34	by/4.0/	by/4.0/	NOUN
sc-1096	24	35	mailto	mailto	NOUN
sc-1096	24	36	:	:	PUNCT
sc-1096	24	37	https://creativecommons.org	https://creativecommons.org	NUM
sc-1096	24	38	/	/	SYM
sc-1096	24	39	licenses	license	NOUN
sc-1096	24	40	/	/	SYM
sc-1096	24	41	by/4.0/	by/4.0/	NOUN
sc-1096	24	42	mailto:nermeen.baker@hs-ruhrwest.de	mailto:nermeen.baker@hs-ruhrwest.de	PROPN
sc-1096	24	43	nermeen	nermeen	NOUN
sc-1096	24	44	abou	abou	PROPN
sc-1096	24	45	baker	baker	PROPN
sc-1096	24	46	et	et	PROPN
sc-1096	24	47	al	al	PROPN
sc-1096	24	48	.	.	PROPN
sc-1096	24	49	2	2	NUM
sc-1096	24	50	2	2	NUM
sc-1096	24	51	reviews	review	NOUN
sc-1096	24	52	related	relate	VERB
sc-1096	24	53	work	work	NOUN
sc-1096	24	54	in	in	ADP
sc-1096	24	55	automated	automate	VERB
sc-1096	24	56	waste	waste	NOUN
sc-1096	24	57	classification	classification	NOUN
sc-1096	24	58	.	.	PUNCT
sc-1096	25	1	section	section	NOUN
sc-1096	25	2	3	3	NUM
sc-1096	25	3	discusses	discuss	VERB
sc-1096	25	4	the	the	DET
sc-1096	25	5	background	background	NOUN
sc-1096	25	6	on	on	ADP
sc-1096	25	7	convolutional	convolutional	ADJ
sc-1096	25	8	neural	neural	ADJ
sc-1096	25	9	network	network	NOUN
sc-1096	25	10	(	(	PUNCT
sc-1096	25	11	cnn	cnn	PROPN
sc-1096	25	12	)	)	PUNCT
sc-1096	25	13	architecture	architecture	NOUN
sc-1096	25	14	.	.	PUNCT
sc-1096	26	1	section	section	NOUN
sc-1096	26	2	4	4	NUM
sc-1096	26	3	presents	present	VERB
sc-1096	26	4	our	our	PRON
sc-1096	26	5	method	method	NOUN
sc-1096	26	6	.	.	PUNCT
sc-1096	27	1	section	section	NOUN
sc-1096	27	2	5	5	NUM
sc-1096	27	3	is	be	AUX
sc-1096	27	4	devoted	devote	VERB
sc-1096	27	5	to	to	ADP
sc-1096	27	6	results	result	NOUN
sc-1096	27	7	and	and	CCONJ
sc-1096	27	8	discussion	discussion	NOUN
sc-1096	27	9	and	and	CCONJ
sc-1096	27	10	finally	finally	ADV
sc-1096	27	11	concludes	conclude	VERB
sc-1096	27	12	our	our	PRON
sc-1096	27	13	work	work	NOUN
sc-1096	27	14	.	.	PUNCT
sc-1096	28	1	1.1	1.1	NUM
sc-1096	28	2	.	.	PUNCT
sc-1096	29	1	research	research	NOUN
sc-1096	29	2	motivation	motivation	NOUN
sc-1096	29	3	in	in	ADP
sc-1096	29	4	this	this	DET
sc-1096	29	5	article	article	NOUN
sc-1096	29	6	,	,	PUNCT
sc-1096	29	7	we	we	PRON
sc-1096	29	8	focus	focus	VERB
sc-1096	29	9	on	on	ADP
sc-1096	29	10	adopting	adopt	VERB
sc-1096	29	11	ai	ai	VERB
sc-1096	29	12	as	as	ADP
sc-1096	29	13	a	a	DET
sc-1096	29	14	key	key	ADJ
sc-1096	29	15	technology	technology	NOUN
sc-1096	29	16	for	for	ADP
sc-1096	29	17	enabling	enable	VERB
sc-1096	29	18	automated	automate	VERB
sc-1096	29	19	e	e	NOUN
sc-1096	29	20	-	-	NOUN
sc-1096	29	21	waste	waste	ADJ
sc-1096	29	22	recycling	recycling	NOUN
sc-1096	29	23	.	.	PUNCT
sc-1096	30	1	one	one	NUM
sc-1096	30	2	of	of	ADP
sc-1096	30	3	the	the	DET
sc-1096	30	4	model	model	NOUN
sc-1096	30	5	services	service	NOUN
sc-1096	30	6	provided	provide	VERB
sc-1096	30	7	by	by	ADP
sc-1096	30	8	the	the	DET
sc-1096	30	9	smart	smart	ADJ
sc-1096	30	10	cities	city	NOUN
sc-1096	30	11	’	'	PUNCT
sc-1096	30	12	concepts	concept	NOUN
sc-1096	30	13	is	be	AUX
sc-1096	30	14	digitalization	digitalization	NOUN
sc-1096	30	15	,	,	PUNCT
sc-1096	30	16	and	and	CCONJ
sc-1096	30	17	due	due	ADP
sc-1096	30	18	to	to	ADP
sc-1096	30	19	the	the	DET
sc-1096	30	20	fact	fact	NOUN
sc-1096	30	21	of	of	ADP
sc-1096	30	22	the	the	DET
sc-1096	30	23	proliferation	proliferation	NOUN
sc-1096	30	24	of	of	ADP
sc-1096	30	25	digitalization	digitalization	NOUN
sc-1096	30	26	,	,	PUNCT
sc-1096	30	27	we	we	PRON
sc-1096	30	28	considered	consider	VERB
sc-1096	30	29	e	e	NOUN
sc-1096	30	30	-	-	NOUN
sc-1096	30	31	waste	waste	NOUN
sc-1096	30	32	as	as	ADP
sc-1096	30	33	a	a	DET
sc-1096	30	34	model	model	NOUN
sc-1096	30	35	example	example	NOUN
sc-1096	30	36	.	.	PUNCT
sc-1096	31	1	ai	ai	VERB
sc-1096	31	2	can	can	AUX
sc-1096	31	3	be	be	AUX
sc-1096	31	4	involved	involve	VERB
sc-1096	31	5	in	in	ADP
sc-1096	31	6	many	many	ADJ
sc-1096	31	7	areas	area	NOUN
sc-1096	31	8	in	in	ADP
sc-1096	31	9	the	the	DET
sc-1096	31	10	e	e	NOUN
sc-1096	31	11	-	-	ADJ
sc-1096	31	12	waste	waste	ADJ
sc-1096	31	13	management	management	NOUN
sc-1096	31	14	system	system	NOUN
sc-1096	31	15	like	like	ADP
sc-1096	31	16	collection	collection	NOUN
sc-1096	31	17	,	,	PUNCT
sc-1096	31	18	classification	classification	NOUN
sc-1096	31	19	,	,	PUNCT
sc-1096	31	20	sorting	sorting	NOUN
sc-1096	31	21	,	,	PUNCT
sc-1096	31	22	etc	etc	X
sc-1096	31	23	.	.	X
sc-1096	32	1	the	the	DET
sc-1096	32	2	motivation	motivation	NOUN
sc-1096	32	3	behind	behind	ADP
sc-1096	32	4	this	this	DET
sc-1096	32	5	study	study	NOUN
sc-1096	32	6	is	be	AUX
sc-1096	32	7	gaining	gain	VERB
sc-1096	32	8	benefits	benefit	NOUN
sc-1096	32	9	of	of	ADP
sc-1096	32	10	more	more	ADV
sc-1096	32	11	proper	proper	ADJ
sc-1096	32	12	e	e	ADJ
sc-1096	32	13	-	-	NOUN
sc-1096	32	14	waste	waste	ADJ
sc-1096	32	15	recycling	recycling	NOUN
sc-1096	32	16	by	by	ADP
sc-1096	32	17	automation	automation	NOUN
sc-1096	32	18	,	,	PUNCT
sc-1096	32	19	tackling	tackle	VERB
sc-1096	32	20	the	the	DET
sc-1096	32	21	growing	grow	VERB
sc-1096	32	22	rate	rate	NOUN
sc-1096	32	23	of	of	ADP
sc-1096	32	24	e	e	NOUN
sc-1096	32	25	-	-	NOUN
sc-1096	32	26	waste	waste	NOUN
sc-1096	32	27	in	in	ADP
sc-1096	32	28	smart	smart	ADJ
sc-1096	32	29	cities	city	NOUN
sc-1096	32	30	,	,	PUNCT
sc-1096	32	31	and	and	CCONJ
sc-1096	32	32	highlighting	highlight	VERB
sc-1096	32	33	the	the	DET
sc-1096	32	34	advances	advance	NOUN
sc-1096	32	35	of	of	ADP
sc-1096	32	36	ai	ai	VERB
sc-1096	32	37	for	for	ADP
sc-1096	32	38	this	this	DET
sc-1096	32	39	purpose	purpose	NOUN
sc-1096	32	40	.	.	PUNCT
sc-1096	33	1	ai	ai	VERB
sc-1096	33	2	and	and	CCONJ
sc-1096	33	3	ce	ce	PROPN
sc-1096	33	4	can	can	AUX
sc-1096	33	5	fuel	fuel	VERB
sc-1096	33	6	the	the	DET
sc-1096	33	7	initiatives	initiative	NOUN
sc-1096	33	8	on	on	ADP
sc-1096	33	9	smart	smart	ADJ
sc-1096	33	10	cities	city	NOUN
sc-1096	33	11	to	to	PART
sc-1096	33	12	offer	offer	VERB
sc-1096	33	13	sustainable	sustainable	ADJ
sc-1096	33	14	opportunities	opportunity	NOUN
sc-1096	33	15	.	.	PUNCT
sc-1096	34	1	as	as	ADP
sc-1096	34	2	per	per	ADP
sc-1096	34	3	[	[	X
sc-1096	34	4	1	1	NUM
sc-1096	34	5	]	]	PUNCT
sc-1096	34	6	,	,	PUNCT
sc-1096	34	7	the	the	DET
sc-1096	34	8	biggest	big	ADJ
sc-1096	34	9	motivations	motivation	NOUN
sc-1096	34	10	for	for	ADP
sc-1096	34	11	ce	ce	PROPN
sc-1096	34	12	are	be	AUX
sc-1096	34	13	technology	technology	NOUN
sc-1096	34	14	development	development	NOUN
sc-1096	34	15	,	,	PUNCT
sc-1096	34	16	new	new	ADJ
sc-1096	34	17	socio	socio	NOUN
sc-1096	34	18	-	-	PUNCT
sc-1096	34	19	economic	economic	ADJ
sc-1096	34	20	opportunities	opportunity	NOUN
sc-1096	34	21	,	,	PUNCT
sc-1096	34	22	awareness	awareness	NOUN
sc-1096	34	23	,	,	PUNCT
sc-1096	34	24	and	and	CCONJ
sc-1096	34	25	change	change	NOUN
sc-1096	34	26	of	of	ADP
sc-1096	34	27	consumer	consumer	NOUN
sc-1096	34	28	mentalities	mentality	NOUN
sc-1096	34	29	to	to	PART
sc-1096	34	30	adopt	adopt	VERB
sc-1096	34	31	more	more	ADV
sc-1096	34	32	sustainable	sustainable	ADJ
sc-1096	34	33	products	product	NOUN
sc-1096	34	34	.	.	PUNCT
sc-1096	35	1	on	on	ADP
sc-1096	35	2	the	the	DET
sc-1096	35	3	contrary	contrary	NOUN
sc-1096	35	4	,	,	PUNCT
sc-1096	35	5	some	some	DET
sc-1096	35	6	constraints	constraint	NOUN
sc-1096	35	7	face	face	VERB
sc-1096	35	8	this	this	DET
sc-1096	35	9	movement	movement	NOUN
sc-1096	35	10	,	,	PUNCT
sc-1096	35	11	like	like	ADP
sc-1096	35	12	poor	poor	ADJ
sc-1096	35	13	legislation	legislation	NOUN
sc-1096	35	14	,	,	PUNCT
sc-1096	35	15	lack	lack	NOUN
sc-1096	35	16	of	of	ADP
sc-1096	35	17	data	datum	NOUN
sc-1096	35	18	collection	collection	NOUN
sc-1096	35	19	standard	standard	ADJ
sc-1096	35	20	process	process	NOUN
sc-1096	35	21	,	,	PUNCT
sc-1096	35	22	and	and	CCONJ
sc-1096	35	23	poor	poor	ADJ
sc-1096	35	24	public	public	ADJ
sc-1096	35	25	participation	participation	NOUN
sc-1096	35	26	.	.	PUNCT
sc-1096	36	1	these	these	DET
sc-1096	36	2	obstacles	obstacle	NOUN
sc-1096	36	3	inhibit	inhibit	VERB
sc-1096	36	4	smart	smart	ADJ
sc-1096	36	5	cities	city	NOUN
sc-1096	36	6	from	from	ADP
sc-1096	36	7	moving	move	VERB
sc-1096	36	8	towards	towards	ADP
sc-1096	36	9	ce	ce	PROPN
sc-1096	36	10	as	as	ADV
sc-1096	36	11	well	well	ADV
sc-1096	36	12	.	.	PUNCT
sc-1096	37	1	our	our	PRON
sc-1096	37	2	argumentation	argumentation	NOUN
sc-1096	37	3	is	be	AUX
sc-1096	37	4	to	to	PART
sc-1096	37	5	emphasize	emphasize	VERB
sc-1096	37	6	the	the	DET
sc-1096	37	7	importance	importance	NOUN
sc-1096	37	8	of	of	ADP
sc-1096	37	9	ai	ai	VERB
sc-1096	37	10	to	to	PART
sc-1096	37	11	encourage	encourage	VERB
sc-1096	37	12	the	the	DET
sc-1096	37	13	automated	automate	VERB
sc-1096	37	14	recycling	recycling	NOUN
sc-1096	37	15	of	of	ADP
sc-1096	37	16	e	e	NOUN
sc-1096	37	17	-	-	NOUN
sc-1096	37	18	waste	waste	NOUN
sc-1096	37	19	in	in	ADP
sc-1096	37	20	the	the	DET
sc-1096	37	21	smart	smart	ADJ
sc-1096	37	22	cities	city	NOUN
sc-1096	37	23	’	'	PUNCT
sc-1096	37	24	context	context	NOUN
sc-1096	37	25	by	by	ADP
sc-1096	37	26	investigating	investigate	VERB
sc-1096	37	27	the	the	DET
sc-1096	37	28	following	follow	VERB
sc-1096	37	29	aspects	aspect	NOUN
sc-1096	37	30	:	:	PUNCT
sc-1096	37	31	•	•	ADP
sc-1096	37	32	the	the	DET
sc-1096	37	33	need	need	NOUN
sc-1096	37	34	to	to	PART
sc-1096	37	35	reduce	reduce	VERB
sc-1096	37	36	human	human	ADJ
sc-1096	37	37	intervention	intervention	NOUN
sc-1096	37	38	by	by	ADP
sc-1096	37	39	adopting	adopt	VERB
sc-1096	37	40	automation	automation	NOUN
sc-1096	37	41	and	and	CCONJ
sc-1096	37	42	reducing	reduce	VERB
sc-1096	37	43	the	the	DET
sc-1096	37	44	need	need	NOUN
sc-1096	37	45	for	for	ADP
sc-1096	37	46	labor	labor	NOUN
sc-1096	37	47	.	.	PUNCT
sc-1096	38	1	•	•	NUM
sc-1096	38	2	gain	gain	VERB
sc-1096	38	3	the	the	DET
sc-1096	38	4	benefits	benefit	NOUN
sc-1096	38	5	from	from	ADP
sc-1096	38	6	applying	apply	VERB
sc-1096	38	7	ai	ai	NOUN
sc-1096	38	8	techniques	technique	NOUN
sc-1096	38	9	,	,	PUNCT
sc-1096	38	10	particularly	particularly	ADV
sc-1096	38	11	transfer	transfer	VERB
sc-1096	38	12	learning	learning	NOUN
sc-1096	38	13	,	,	PUNCT
sc-1096	38	14	like	like	ADP
sc-1096	38	15	using	use	VERB
sc-1096	38	16	a	a	DET
sc-1096	38	17	small	small	ADJ
sc-1096	38	18	-	-	PUNCT
sc-1096	38	19	size	size	NOUN
sc-1096	38	20	dataset	dataset	NOUN
sc-1096	38	21	rather	rather	ADV
sc-1096	38	22	than	than	ADP
sc-1096	38	23	creating	create	VERB
sc-1096	38	24	a	a	DET
sc-1096	38	25	big	big	ADJ
sc-1096	38	26	dataset	dataset	NOUN
sc-1096	38	27	,	,	PUNCT
sc-1096	38	28	which	which	PRON
sc-1096	38	29	is	be	AUX
sc-1096	38	30	one	one	NUM
sc-1096	38	31	of	of	ADP
sc-1096	38	32	the	the	DET
sc-1096	38	33	painful	painful	ADJ
sc-1096	38	34	tasks	task	NOUN
sc-1096	38	35	when	when	SCONJ
sc-1096	38	36	designing	design	VERB
sc-1096	38	37	a	a	DET
sc-1096	38	38	neural	neural	ADJ
sc-1096	38	39	network	network	NOUN
sc-1096	38	40	(	(	PUNCT
sc-1096	38	41	nn	nn	NOUN
sc-1096	38	42	)	)	PUNCT
sc-1096	38	43	,	,	PUNCT
sc-1096	38	44	decreasing	decrease	VERB
sc-1096	38	45	the	the	DET
sc-1096	38	46	burden	burden	NOUN
sc-1096	38	47	of	of	ADP
sc-1096	38	48	long	long	ADJ
sc-1096	38	49	computational	computational	ADJ
sc-1096	38	50	time	time	NOUN
sc-1096	38	51	,	,	PUNCT
sc-1096	38	52	getting	get	VERB
sc-1096	38	53	a	a	DET
sc-1096	38	54	high	high	ADJ
sc-1096	38	55	accuracy	accuracy	NOUN
sc-1096	38	56	in	in	ADP
sc-1096	38	57	sorting	sorting	NOUN
sc-1096	38	58	compared	compare	VERB
sc-1096	38	59	to	to	ADP
sc-1096	38	60	the	the	DET
sc-1096	38	61	human	human	NOUN
sc-1096	38	62	-	-	PUNCT
sc-1096	38	63	based	base	VERB
sc-1096	38	64	process	process	NOUN
sc-1096	38	65	.	.	PUNCT
sc-1096	39	1	overall	overall	ADV
sc-1096	39	2	,	,	PUNCT
sc-1096	39	3	our	our	PRON
sc-1096	39	4	method	method	NOUN
sc-1096	39	5	supports	support	VERB
sc-1096	39	6	reducing	reduce	VERB
sc-1096	39	7	the	the	DET
sc-1096	39	8	error	error	NOUN
sc-1096	39	9	rate	rate	NOUN
sc-1096	39	10	of	of	ADP
sc-1096	39	11	e	e	NOUN
sc-1096	39	12	-	-	NOUN
sc-1096	39	13	waste	waste	NOUN
sc-1096	39	14	sorting	sorting	NOUN
sc-1096	39	15	,	,	PUNCT
sc-1096	39	16	and	and	CCONJ
sc-1096	39	17	it	it	PRON
sc-1096	39	18	is	be	AUX
sc-1096	39	19	easier	easy	ADJ
sc-1096	39	20	than	than	ADP
sc-1096	39	21	building	build	VERB
sc-1096	39	22	the	the	DET
sc-1096	39	23	nn	nn	NOUN
sc-1096	39	24	from	from	ADP
sc-1096	39	25	scratch	scratch	NOUN
sc-1096	39	26	.	.	PUNCT
sc-1096	40	1	to	to	PART
sc-1096	40	2	illustrate	illustrate	VERB
sc-1096	40	3	how	how	SCONJ
sc-1096	40	4	we	we	PRON
sc-1096	40	5	prove	prove	VERB
sc-1096	40	6	our	our	PRON
sc-1096	40	7	investigation	investigation	NOUN
sc-1096	40	8	,	,	PUNCT
sc-1096	40	9	we	we	PRON
sc-1096	40	10	introduce	introduce	VERB
sc-1096	40	11	the	the	DET
sc-1096	40	12	flow	flow	NOUN
sc-1096	40	13	of	of	ADP
sc-1096	40	14	the	the	DET
sc-1096	40	15	proposed	propose	VERB
sc-1096	40	16	method	method	NOUN
sc-1096	40	17	by	by	ADP
sc-1096	40	18	insisting	insist	VERB
sc-1096	40	19	on	on	ADP
sc-1096	40	20	the	the	DET
sc-1096	40	21	need	need	NOUN
sc-1096	40	22	for	for	ADP
sc-1096	40	23	automated	automate	VERB
sc-1096	40	24	e	e	NOUN
sc-1096	40	25	-	-	NOUN
sc-1096	40	26	waste	waste	ADJ
sc-1096	40	27	recycling	recycling	NOUN
sc-1096	40	28	and	and	CCONJ
sc-1096	40	29	the	the	DET
sc-1096	40	30	impact	impact	NOUN
sc-1096	40	31	of	of	ADP
sc-1096	40	32	digitalization	digitalization	NOUN
sc-1096	40	33	,	,	PUNCT
sc-1096	40	34	transfer	transfer	NOUN
sc-1096	40	35	learning	learn	VERB
sc-1096	40	36	particularly	particularly	ADV
sc-1096	40	37	on	on	ADP
sc-1096	40	38	this	this	DET
sc-1096	40	39	process	process	NOUN
sc-1096	40	40	,	,	PUNCT
sc-1096	40	41	to	to	PART
sc-1096	40	42	achieve	achieve	VERB
sc-1096	40	43	circular	circular	ADJ
sc-1096	40	44	smart	smart	ADJ
sc-1096	40	45	cities	city	NOUN
sc-1096	40	46	as	as	SCONJ
sc-1096	40	47	shown	show	VERB
sc-1096	40	48	in	in	ADP
sc-1096	40	49	figure	figure	NOUN
sc-1096	40	50	1	1	NUM
sc-1096	40	51	.	.	PUNCT
sc-1096	40	52	figure	figure	NOUN
sc-1096	40	53	1	1	NUM
sc-1096	40	54	.	.	PUNCT
sc-1096	41	1	the	the	DET
sc-1096	41	2	flow	flow	NOUN
sc-1096	41	3	of	of	ADP
sc-1096	41	4	using	use	VERB
sc-1096	41	5	transfer	transfer	NOUN
sc-1096	41	6	learning	learning	NOUN
sc-1096	41	7	for	for	ADP
sc-1096	41	8	automated	automate	VERB
sc-1096	41	9	e	e	NOUN
sc-1096	41	10	-	-	NOUN
sc-1096	41	11	waste	waste	ADJ
sc-1096	41	12	recycling	recycling	NOUN
sc-1096	41	13	in	in	ADP
sc-1096	41	14	smart	smart	ADJ
sc-1096	41	15	cities	city	NOUN
sc-1096	41	16	1.2	1.2	NUM
sc-1096	41	17	.	.	PUNCT
sc-1096	42	1	the	the	DET
sc-1096	42	2	need	need	NOUN
sc-1096	42	3	for	for	ADP
sc-1096	42	4	automated	automate	VERB
sc-1096	42	5	e	e	NOUN
sc-1096	42	6	-	-	NOUN
sc-1096	42	7	waste	waste	ADJ
sc-1096	42	8	recycling	recycling	NOUN
sc-1096	42	9	in	in	ADP
sc-1096	42	10	the	the	DET
sc-1096	42	11	take	take	VERB
sc-1096	42	12	-	-	PUNCT
sc-1096	42	13	make	make	NOUN
sc-1096	42	14	-	-	PUNCT
sc-1096	42	15	dispose	dispose	ADJ
sc-1096	42	16	paradigm	paradigm	NOUN
sc-1096	42	17	or	or	CCONJ
sc-1096	42	18	the	the	DET
sc-1096	42	19	so	so	ADV
sc-1096	42	20	-	-	PUNCT
sc-1096	42	21	called	call	VERB
sc-1096	42	22	linear	linear	PROPN
sc-1096	42	23	economy	economy	NOUN
sc-1096	42	24	,	,	PUNCT
sc-1096	42	25	the	the	DET
sc-1096	42	26	generation	generation	NOUN
sc-1096	42	27	of	of	ADP
sc-1096	42	28	waste	waste	NOUN
sc-1096	42	29	has	have	AUX
sc-1096	42	30	dramatically	dramatically	ADV
sc-1096	42	31	increased	increase	VERB
sc-1096	42	32	in	in	ADP
sc-1096	42	33	the	the	DET
sc-1096	42	34	last	last	ADJ
sc-1096	42	35	few	few	ADJ
sc-1096	42	36	decades	decade	NOUN
sc-1096	42	37	.	.	PUNCT
sc-1096	43	1	to	to	PART
sc-1096	43	2	overcome	overcome	VERB
sc-1096	43	3	this	this	DET
sc-1096	43	4	problem	problem	NOUN
sc-1096	43	5	,	,	PUNCT
sc-1096	43	6	ce	ce	PROPN
sc-1096	43	7	has	have	AUX
sc-1096	43	8	been	be	AUX
sc-1096	43	9	mainly	mainly	ADV
sc-1096	43	10	proposed	propose	VERB
sc-1096	43	11	to	to	PART
sc-1096	43	12	confirm	confirm	VERB
sc-1096	43	13	the	the	DET
sc-1096	43	14	social	social	ADJ
sc-1096	43	15	and	and	CCONJ
sc-1096	43	16	environmental	environmental	ADJ
sc-1096	43	17	aspects	aspect	NOUN
sc-1096	43	18	of	of	ADP
sc-1096	43	19	sustainability	sustainability	NOUN
sc-1096	43	20	.	.	PUNCT
sc-1096	44	1	due	due	ADP
sc-1096	44	2	to	to	ADP
sc-1096	44	3	the	the	DET
sc-1096	44	4	great	great	ADJ
sc-1096	44	5	adoption	adoption	NOUN
sc-1096	44	6	of	of	ADP
sc-1096	44	7	digitalization	digitalization	NOUN
sc-1096	44	8	globally	globally	ADV
sc-1096	44	9	,	,	PUNCT
sc-1096	44	10	e	e	NOUN
sc-1096	44	11	-	-	NOUN
sc-1096	44	12	waste	waste	NOUN
sc-1096	44	13	is	be	AUX
sc-1096	44	14	the	the	DET
sc-1096	44	15	fastest	fast	ADJ
sc-1096	44	16	growing	grow	VERB
sc-1096	44	17	waste	waste	NOUN
sc-1096	44	18	stream	stream	NOUN
sc-1096	44	19	.	.	PUNCT
sc-1096	45	1	this	this	DET
sc-1096	45	2	problem	problem	NOUN
sc-1096	45	3	is	be	AUX
sc-1096	45	4	one	one	NUM
sc-1096	45	5	of	of	ADP
sc-1096	45	6	the	the	DET
sc-1096	45	7	biggest	big	ADJ
sc-1096	45	8	challenges	challenge	NOUN
sc-1096	45	9	in	in	ADP
sc-1096	45	10	reducing	reduce	VERB
sc-1096	45	11	pollution	pollution	NOUN
sc-1096	45	12	,	,	PUNCT
sc-1096	45	13	preserving	preserve	VERB
sc-1096	45	14	valuable	valuable	ADJ
sc-1096	45	15	materials	material	NOUN
sc-1096	45	16	,	,	PUNCT
sc-1096	45	17	and	and	CCONJ
sc-1096	45	18	alleviating	alleviate	VERB
sc-1096	45	19	the	the	DET
sc-1096	45	20	toxicity	toxicity	NOUN
sc-1096	45	21	and	and	CCONJ
sc-1096	45	22	contamination	contamination	NOUN
sc-1096	45	23	of	of	ADP
sc-1096	45	24	entering	enter	VERB
sc-1096	45	25	the	the	DET
sc-1096	45	26	eco	eco	NOUN
sc-1096	45	27	-	-	PUNCT
sc-1096	45	28	system	system	NOUN
sc-1096	45	29	.	.	PUNCT
sc-1096	46	1	the	the	DET
sc-1096	46	2	organization	organization	NOUN
sc-1096	46	3	for	for	ADP
sc-1096	46	4	economic	economic	ADJ
sc-1096	46	5	cooperation	cooperation	NOUN
sc-1096	46	6	and	and	CCONJ
sc-1096	46	7	development	development	NOUN
sc-1096	46	8	defined	define	VERB
sc-1096	46	9	e	e	NOUN
sc-1096	46	10	-	-	NOUN
sc-1096	46	11	waste	waste	NOUN
sc-1096	46	12	as	as	ADP
sc-1096	46	13	“	"	PUNCT
sc-1096	46	14	any	any	DET
sc-1096	46	15	appliance	appliance	NOUN
sc-1096	46	16	using	use	VERB
sc-1096	46	17	electric	electric	ADJ
sc-1096	46	18	power	power	NOUN
sc-1096	46	19	that	that	PRON
sc-1096	46	20	is	be	AUX
sc-1096	46	21	obsolete	obsolete	ADJ
sc-1096	46	22	or	or	CCONJ
sc-1096	46	23	has	have	AUX
sc-1096	46	24	reached	reach	VERB
sc-1096	46	25	its	its	PRON
sc-1096	46	26	end	end	VERB
sc-1096	46	27	-	-	PUNCT
sc-1096	46	28	of	of	ADP
sc-1096	46	29	-	-	PUNCT
sc-1096	46	30	life	life	NOUN
sc-1096	46	31	”	"	PUNCT
sc-1096	47	1	[	[	X
sc-1096	47	2	2	2	NUM
sc-1096	47	3	]	]	PUNCT
sc-1096	47	4	.	.	PUNCT
sc-1096	48	1	the	the	DET
sc-1096	48	2	growing	grow	VERB
sc-1096	48	3	concern	concern	NOUN
sc-1096	48	4	about	about	ADP
sc-1096	48	5	informal	informal	ADJ
sc-1096	48	6	e	e	NOUN
sc-1096	48	7	-	-	NOUN
sc-1096	48	8	waste	waste	ADJ
sc-1096	48	9	recycling	recycling	NOUN
sc-1096	48	10	is	be	AUX
sc-1096	48	11	alarming	alarming	ADJ
sc-1096	48	12	,	,	PUNCT
sc-1096	48	13	especially	especially	ADV
sc-1096	48	14	on	on	ADP
sc-1096	48	15	the	the	DET
sc-1096	48	16	improper	improper	ADJ
sc-1096	48	17	way	way	NOUN
sc-1096	48	18	of	of	ADP
sc-1096	48	19	processing	processing	NOUN
sc-1096	48	20	in	in	ADP
sc-1096	48	21	their	their	PRON
sc-1096	48	22	final	final	ADJ
sc-1096	48	23	fate	fate	NOUN
sc-1096	48	24	,	,	PUNCT
sc-1096	48	25	like	like	ADP
sc-1096	48	26	burning	burn	VERB
sc-1096	48	27	or	or	CCONJ
sc-1096	48	28	melting	melt	VERB
sc-1096	48	29	them	they	PRON
sc-1096	48	30	in	in	ADP
sc-1096	48	31	acid	acid	NOUN
sc-1096	48	32	baths	bath	NOUN
sc-1096	48	33	and	and	CCONJ
sc-1096	48	34	recovering	recover	VERB
sc-1096	48	35	only	only	ADV
sc-1096	48	36	a	a	DET
sc-1096	48	37	few	few	ADJ
sc-1096	48	38	portions	portion	NOUN
sc-1096	48	39	of	of	ADP
sc-1096	48	40	valuable	valuable	ADJ
sc-1096	48	41	materials	material	NOUN
sc-1096	48	42	.	.	PUNCT
sc-1096	49	1	general	general	ADJ
sc-1096	49	2	e	e	NOUN
sc-1096	49	3	-	-	NOUN
sc-1096	49	4	waste	waste	NOUN
sc-1096	49	5	contains	contain	VERB
sc-1096	49	6	60	60	NUM
sc-1096	49	7	different	different	ADJ
sc-1096	49	8	elements	element	NOUN
sc-1096	49	9	,	,	PUNCT
sc-1096	49	10	like	like	ADP
sc-1096	49	11	copper	copper	NOUN
sc-1096	49	12	,	,	PUNCT
sc-1096	49	13	aluminium	aluminium	NOUN
sc-1096	49	14	,	,	PUNCT
sc-1096	49	15	gold	gold	NOUN
sc-1096	49	16	,	,	PUNCT
sc-1096	49	17	platinum	platinum	NOUN
sc-1096	49	18	,	,	PUNCT
sc-1096	49	19	and	and	CCONJ
sc-1096	49	20	other	other	ADJ
sc-1096	49	21	metals	metal	NOUN
sc-1096	49	22	represent	represent	VERB
sc-1096	49	23	60	60	NUM
sc-1096	49	24	%	%	NOUN
sc-1096	49	25	in	in	ADP
sc-1096	49	26	e	e	NOUN
sc-1096	49	27	-	-	NOUN
sc-1096	49	28	waste	waste	NOUN
sc-1096	49	29	,	,	PUNCT
sc-1096	49	30	but	but	CCONJ
sc-1096	49	31	2.7	2.7	NUM
sc-1096	49	32	%	%	NOUN
sc-1096	49	33	like	like	ADP
sc-1096	49	34	cadmium	cadmium	NOUN
sc-1096	49	35	,	,	PUNCT
sc-1096	49	36	mercury	mercury	NOUN
sc-1096	49	37	,	,	PUNCT
sc-1096	49	38	chromium	chromium	NOUN
sc-1096	49	39	are	be	AUX
sc-1096	49	40	hazardous	hazardous	ADJ
sc-1096	49	41	,	,	PUNCT
sc-1096	49	42	and	and	CCONJ
sc-1096	49	43	they	they	PRON
sc-1096	49	44	will	will	AUX
sc-1096	49	45	have	have	VERB
sc-1096	49	46	poisonous	poisonous	ADJ
sc-1096	49	47	and	and	CCONJ
sc-1096	49	48	negative	negative	ADJ
sc-1096	49	49	consequences	consequence	NOUN
sc-1096	49	50	on	on	ADP
sc-1096	49	51	human	human	ADJ
sc-1096	49	52	health	health	NOUN
sc-1096	49	53	and	and	CCONJ
sc-1096	49	54	the	the	DET
sc-1096	49	55	environment	environment	NOUN
sc-1096	49	56	if	if	SCONJ
sc-1096	49	57	they	they	PRON
sc-1096	49	58	are	be	AUX
sc-1096	49	59	not	not	PART
sc-1096	49	60	treated	treat	VERB
sc-1096	49	61	properly	properly	ADV
sc-1096	49	62	[	[	X
sc-1096	49	63	3	3	NUM
sc-1096	49	64	]	]	PUNCT
sc-1096	49	65	.	.	PUNCT
sc-1096	50	1	moreover	moreover	ADV
sc-1096	50	2	,	,	PUNCT
sc-1096	50	3	when	when	SCONJ
sc-1096	50	4	these	these	DET
sc-1096	50	5	recyclable	recyclable	ADJ
sc-1096	50	6	elements	element	NOUN
sc-1096	50	7	are	be	AUX
sc-1096	50	8	not	not	PART
sc-1096	50	9	recovered	recover	VERB
sc-1096	50	10	,	,	PUNCT
sc-1096	50	11	new	new	ADJ
sc-1096	50	12	raw	raw	ADJ
sc-1096	50	13	materials	material	NOUN
sc-1096	50	14	have	have	VERB
sc-1096	50	15	to	to	PART
sc-1096	50	16	be	be	AUX
sc-1096	50	17	extracted	extract	VERB
sc-1096	50	18	,	,	PUNCT
sc-1096	50	19	and	and	CCONJ
sc-1096	50	20	it	it	PRON
sc-1096	50	21	will	will	AUX
sc-1096	50	22	end	end	VERB
sc-1096	50	23	in	in	ADP
sc-1096	50	24	a	a	DET
sc-1096	50	25	lack	lack	NOUN
sc-1096	50	26	of	of	ADP
sc-1096	50	27	resources	resource	NOUN
sc-1096	50	28	and	and	CCONJ
sc-1096	50	29	higher	high	ADJ
sc-1096	50	30	energy	energy	NOUN
sc-1096	50	31	consumption	consumption	NOUN
sc-1096	50	32	.	.	PUNCT
sc-1096	51	1	as	as	ADP
sc-1096	51	2	per	per	ADP
sc-1096	51	3	[	[	X
sc-1096	51	4	3	3	NUM
sc-1096	51	5	]	]	PUNCT
sc-1096	51	6	,	,	PUNCT
sc-1096	51	7	many	many	ADJ
sc-1096	51	8	rare	rare	ADJ
sc-1096	51	9	earth	earth	NOUN
sc-1096	51	10	elements	element	NOUN
sc-1096	51	11	(	(	PUNCT
sc-1096	51	12	rees	ree	NOUN
sc-1096	51	13	)	)	PUNCT
sc-1096	51	14	are	be	AUX
sc-1096	51	15	in	in	ADP
sc-1096	51	16	e	e	NOUN
sc-1096	51	17	-	-	NOUN
sc-1096	51	18	waste	waste	ADJ
sc-1096	51	19	,	,	PUNCT
sc-1096	51	20	like	like	ADP
sc-1096	51	21	30	30	NUM
sc-1096	51	22	%	%	NOUN
sc-1096	51	23	for	for	ADP
sc-1096	51	24	silver	silver	NOUN
sc-1096	51	25	in	in	ADP
sc-1096	51	26	switches	switch	NOUN
sc-1096	51	27	,	,	PUNCT
sc-1096	51	28	12	12	NUM
sc-1096	51	29	%	%	NOUN
sc-1096	51	30	for	for	ADP
sc-1096	51	31	gold	gold	NOUN
sc-1096	51	32	in	in	ADP
sc-1096	51	33	integrated	integrated	ADJ
sc-1096	51	34	circuits	circuit	NOUN
sc-1096	51	35	,	,	PUNCT
sc-1096	51	36	30	30	NUM
sc-1096	51	37	%	%	NOUN
sc-1096	51	38	for	for	ADP
sc-1096	51	39	copper	copper	NOUN
sc-1096	51	40	in	in	ADP
sc-1096	51	41	cables	cable	NOUN
sc-1096	51	42	and	and	CCONJ
sc-1096	51	43	19	19	NUM
sc-1096	51	44	%	%	NOUN
sc-1096	51	45	for	for	ADP
sc-1096	51	46	cobalt	cobalt	NOUN
sc-1096	51	47	in	in	ADP
sc-1096	51	48	rechargeable	rechargeable	ADJ
sc-1096	51	49	batteries	battery	NOUN
sc-1096	51	50	,	,	PUNCT
sc-1096	51	51	and	and	CCONJ
sc-1096	51	52	79	79	NUM
sc-1096	51	53	%	%	NOUN
sc-1096	51	54	for	for	ADP
sc-1096	51	55	indium	indium	NOUN
sc-1096	51	56	in	in	ADP
sc-1096	51	57	liquid	liquid	NOUN
sc-1096	51	58	-	-	PUNCT
sc-1096	51	59	crystal	crystal	NOUN
sc-1096	51	60	display	display	NOUN
sc-1096	51	61	(	(	PUNCT
sc-1096	51	62	lcds	lcds	NOUN
sc-1096	51	63	)	)	PUNCT
sc-1096	51	64	,	,	PUNCT
sc-1096	51	65	compared	compare	VERB
sc-1096	51	66	to	to	ADP
sc-1096	51	67	mine	mine	ADJ
sc-1096	51	68	global	global	ADJ
sc-1096	51	69	production	production	NOUN
sc-1096	51	70	.	.	PUNCT
sc-1096	52	1	the	the	DET
sc-1096	52	2	previous	previous	ADJ
sc-1096	52	3	figures	figure	NOUN
sc-1096	52	4	aligned	align	VERB
sc-1096	52	5	with	with	ADP
sc-1096	52	6	growing	grow	VERB
sc-1096	52	7	sales	sale	NOUN
sc-1096	52	8	of	of	ADP
sc-1096	52	9	electronic	electronic	ADJ
sc-1096	52	10	devices	device	NOUN
sc-1096	52	11	and	and	CCONJ
sc-1096	52	12	short	short	ADJ
sc-1096	52	13	lifespans	lifespan	NOUN
sc-1096	52	14	,	,	PUNCT
sc-1096	52	15	emphasize	emphasize	VERB
sc-1096	52	16	the	the	DET
sc-1096	52	17	initiatives	initiative	NOUN
sc-1096	52	18	to	to	PART
sc-1096	52	19	find	find	VERB
sc-1096	52	20	a	a	DET
sc-1096	52	21	smart	smart	ADJ
sc-1096	52	22	solution	solution	NOUN
sc-1096	52	23	and	and	CCONJ
sc-1096	52	24	adapting	adapt	VERB
sc-1096	52	25	ce	ce	PROPN
sc-1096	52	26	strategies	strategy	NOUN
sc-1096	52	27	like	like	ADP
sc-1096	52	28	recycling	recycle	VERB
sc-1096	52	29	e	e	NOUN
sc-1096	52	30	-	-	NOUN
sc-1096	52	31	waste	waste	NOUN
sc-1096	52	32	.	.	PUNCT
sc-1096	53	1	many	many	ADJ
sc-1096	53	2	directives	directive	NOUN
sc-1096	53	3	tried	try	VERB
sc-1096	53	4	to	to	PART
sc-1096	53	5	create	create	VERB
sc-1096	53	6	legislations	legislation	NOUN
sc-1096	53	7	to	to	PART
sc-1096	53	8	process	process	VERB
sc-1096	53	9	ewaste	ewaste	NOUN
sc-1096	53	10	management	management	NOUN
sc-1096	53	11	;	;	PUNCT
sc-1096	53	12	for	for	ADP
sc-1096	53	13	example	example	NOUN
sc-1096	53	14	,	,	PUNCT
sc-1096	53	15	the	the	DET
sc-1096	53	16	eu	eu	PROPN
sc-1096	53	17	’s	’s	NOUN
sc-1096	53	18	waste	waste	PROPN
sc-1096	53	19	electrical	electrical	ADJ
sc-1096	53	20	eai	eai	PROPN
sc-1096	53	21	endorsed	endorse	VERB
sc-1096	53	22	transactions	transaction	NOUN
sc-1096	53	23	on	on	ADP
sc-1096	53	24	smart	smart	ADJ
sc-1096	53	25	cities	city	NOUN
sc-1096	53	26	08	08	NUM
sc-1096	53	27	2021	2021	NUM
sc-1096	53	28	10	10	NUM
sc-1096	53	29	2021	2021	NUM
sc-1096	53	30	|	|	ADV
sc-1096	53	31	volume	volume	NOUN
sc-1096	53	32	5	5	NUM
sc-1096	53	33	|	|	ADV
sc-1096	53	34	issue	issue	NOUN
sc-1096	53	35	16	16	NUM
sc-1096	53	36	|	|	NOUN
sc-1096	53	37	e1	e1	NOUN
sc-1096	53	38	transfer	transfer	NOUN
sc-1096	53	39	learning	learning	NOUN
sc-1096	53	40	-	-	PUNCT
sc-1096	53	41	based	base	VERB
sc-1096	53	42	method	method	NOUN
sc-1096	53	43	for	for	ADP
sc-1096	53	44	automated	automate	VERB
sc-1096	53	45	e	e	NOUN
sc-1096	53	46	-	-	NOUN
sc-1096	53	47	waste	waste	ADJ
sc-1096	53	48	recycling	recycling	NOUN
sc-1096	53	49	in	in	ADP
sc-1096	53	50	smart	smart	ADJ
sc-1096	53	51	cities	city	NOUN
sc-1096	53	52	3	3	NUM
sc-1096	53	53	and	and	CCONJ
sc-1096	53	54	electronic	electronic	ADJ
sc-1096	53	55	equipment	equipment	NOUN
sc-1096	53	56	(	(	PUNCT
sc-1096	53	57	weee	weee	NOUN
sc-1096	53	58	)	)	PUNCT
sc-1096	53	59	stipulated	stipulate	VERB
sc-1096	53	60	the	the	DET
sc-1096	53	61	design	design	NOUN
sc-1096	53	62	of	of	ADP
sc-1096	53	63	electronic	electronic	ADJ
sc-1096	53	64	devices	device	NOUN
sc-1096	53	65	should	should	AUX
sc-1096	53	66	respect	respect	VERB
sc-1096	53	67	the	the	DET
sc-1096	53	68	eco	eco	NOUN
sc-1096	53	69	-	-	PUNCT
sc-1096	53	70	design	design	NOUN
sc-1096	53	71	,	,	PUNCT
sc-1096	53	72	is	be	AUX
sc-1096	53	73	easy	easy	ADJ
sc-1096	53	74	to	to	PART
sc-1096	53	75	dismantle	dismantle	VERB
sc-1096	53	76	and	and	CCONJ
sc-1096	53	77	recovered	recover	VERB
sc-1096	53	78	,	,	PUNCT
sc-1096	53	79	and	and	CCONJ
sc-1096	53	80	the	the	DET
sc-1096	53	81	producers	producer	NOUN
sc-1096	53	82	are	be	AUX
sc-1096	53	83	entitled	entitle	VERB
sc-1096	53	84	to	to	ADP
sc-1096	53	85	the	the	DET
sc-1096	53	86	take	take	VERB
sc-1096	53	87	-	-	PUNCT
sc-1096	53	88	back	back	NOUN
sc-1096	53	89	programs	program	NOUN
sc-1096	53	90	.	.	PUNCT
sc-1096	54	1	whereas	whereas	SCONJ
sc-1096	54	2	in	in	ADP
sc-1096	54	3	the	the	DET
sc-1096	54	4	us	us	PROPN
sc-1096	54	5	,	,	PUNCT
sc-1096	54	6	the	the	DET
sc-1096	54	7	american	american	ADJ
sc-1096	54	8	ewaste	ewaste	PROPN
sc-1096	54	9	recycling	recycling	NOUN
sc-1096	54	10	systems	system	NOUN
sc-1096	54	11	divided	divide	VERB
sc-1096	54	12	e	e	NOUN
sc-1096	54	13	-	-	NOUN
sc-1096	54	14	waste	waste	NOUN
sc-1096	54	15	into	into	ADP
sc-1096	54	16	ten	ten	NUM
sc-1096	54	17	categories	category	NOUN
sc-1096	54	18	based	base	VERB
sc-1096	54	19	on	on	ADP
sc-1096	54	20	the	the	DET
sc-1096	54	21	toxic	toxic	ADJ
sc-1096	54	22	substances	substance	NOUN
sc-1096	54	23	,	,	PUNCT
sc-1096	54	24	complexity	complexity	NOUN
sc-1096	54	25	,	,	PUNCT
sc-1096	54	26	and	and	CCONJ
sc-1096	54	27	profit	profit	NOUN
sc-1096	54	28	from	from	ADP
sc-1096	54	29	recycling	recycle	VERB
sc-1096	54	30	[	[	X
sc-1096	54	31	3	3	NUM
sc-1096	54	32	]	]	PUNCT
sc-1096	54	33	.	.	PUNCT
sc-1096	55	1	the	the	DET
sc-1096	55	2	benefits	benefit	NOUN
sc-1096	55	3	of	of	ADP
sc-1096	55	4	automated	automate	VERB
sc-1096	55	5	e	e	NOUN
sc-1096	55	6	-	-	NOUN
sc-1096	55	7	waste	waste	ADJ
sc-1096	55	8	recycling	recycling	NOUN
sc-1096	55	9	,	,	PUNCT
sc-1096	55	10	including	include	VERB
sc-1096	55	11	a	a	DET
sc-1096	55	12	reduction	reduction	NOUN
sc-1096	55	13	in	in	ADP
sc-1096	55	14	cost	cost	NOUN
sc-1096	55	15	collection	collection	NOUN
sc-1096	55	16	and	and	CCONJ
sc-1096	55	17	complexity	complexity	NOUN
sc-1096	55	18	of	of	ADP
sc-1096	55	19	e	e	NOUN
sc-1096	55	20	-	-	NOUN
sc-1096	55	21	waste	waste	NOUN
sc-1096	55	22	processing	processing	NOUN
sc-1096	55	23	,	,	PUNCT
sc-1096	55	24	importing	importing	NOUN
sc-1096	55	25	of	of	ADP
sc-1096	55	26	raw	raw	ADJ
sc-1096	55	27	materials	material	NOUN
sc-1096	55	28	,	,	PUNCT
sc-1096	55	29	carbon	carbon	NOUN
sc-1096	55	30	dioxide	dioxide	NOUN
sc-1096	55	31	(	(	PUNCT
sc-1096	55	32	co2	co2	NOUN
sc-1096	55	33	)	)	PUNCT
sc-1096	55	34	emission	emission	NOUN
sc-1096	55	35	,	,	PUNCT
sc-1096	55	36	and	and	CCONJ
sc-1096	55	37	negative	negative	ADJ
sc-1096	55	38	impacts	impact	NOUN
sc-1096	55	39	on	on	ADP
sc-1096	55	40	environment	environment	NOUN
sc-1096	55	41	and	and	CCONJ
sc-1096	55	42	labour	labour	NOUN
sc-1096	55	43	health	health	NOUN
sc-1096	55	44	,	,	PUNCT
sc-1096	55	45	besides	besides	SCONJ
sc-1096	55	46	boosting	boost	VERB
sc-1096	55	47	continuity	continuity	NOUN
sc-1096	55	48	of	of	ADP
sc-1096	55	49	resources	resource	NOUN
sc-1096	55	50	are	be	AUX
sc-1096	55	51	the	the	DET
sc-1096	55	52	reasons	reason	NOUN
sc-1096	55	53	behind	behind	ADP
sc-1096	55	54	choosing	choose	VERB
sc-1096	55	55	the	the	DET
sc-1096	55	56	need	need	NOUN
sc-1096	55	57	for	for	ADP
sc-1096	55	58	automation	automation	NOUN
sc-1096	55	59	of	of	ADP
sc-1096	55	60	recycling	recycling	NOUN
sc-1096	55	61	to	to	PART
sc-1096	55	62	enable	enable	VERB
sc-1096	55	63	ce	ce	PROPN
sc-1096	56	1	[	[	X
sc-1096	56	2	4	4	NUM
sc-1096	56	3	]	]	PUNCT
sc-1096	56	4	.	.	PUNCT
sc-1096	57	1	1.3	1.3	NUM
sc-1096	57	2	.	.	PUNCT
sc-1096	57	3	influence	influence	NOUN
sc-1096	57	4	of	of	ADP
sc-1096	57	5	digitalization	digitalization	NOUN
sc-1096	57	6	on	on	ADP
sc-1096	57	7	automated	automate	VERB
sc-1096	57	8	e	e	NOUN
sc-1096	57	9	-	-	ADJ
sc-1096	57	10	waste	waste	ADJ
sc-1096	57	11	recycling	recycling	NOUN
sc-1096	57	12	digitalization	digitalization	NOUN
sc-1096	57	13	,	,	PUNCT
sc-1096	57	14	including	include	VERB
sc-1096	57	15	the	the	DET
sc-1096	57	16	internet	internet	NOUN
sc-1096	57	17	of	of	ADP
sc-1096	57	18	things	thing	NOUN
sc-1096	57	19	(	(	PUNCT
sc-1096	57	20	iot	iot	NOUN
sc-1096	57	21	)	)	PUNCT
sc-1096	57	22	,	,	PUNCT
sc-1096	57	23	big	big	ADJ
sc-1096	57	24	data	datum	NOUN
sc-1096	57	25	,	,	PUNCT
sc-1096	57	26	and	and	CCONJ
sc-1096	57	27	ai	ai	VERB
sc-1096	57	28	,	,	PUNCT
sc-1096	57	29	has	have	VERB
sc-1096	57	30	a	a	DET
sc-1096	57	31	major	major	ADJ
sc-1096	57	32	influence	influence	NOUN
sc-1096	57	33	on	on	ADP
sc-1096	57	34	many	many	ADJ
sc-1096	57	35	sectors	sector	NOUN
sc-1096	57	36	and	and	CCONJ
sc-1096	57	37	can	can	AUX
sc-1096	57	38	also	also	ADV
sc-1096	57	39	be	be	AUX
sc-1096	57	40	applied	apply	VERB
sc-1096	57	41	within	within	ADP
sc-1096	57	42	the	the	DET
sc-1096	57	43	waste	waste	NOUN
sc-1096	57	44	management	management	NOUN
sc-1096	57	45	system	system	NOUN
sc-1096	57	46	,	,	PUNCT
sc-1096	57	47	resulting	result	VERB
sc-1096	57	48	in	in	ADP
sc-1096	57	49	improving	improve	VERB
sc-1096	57	50	the	the	DET
sc-1096	57	51	recycling	recycling	NOUN
sc-1096	57	52	process	process	NOUN
sc-1096	57	53	in	in	ADP
sc-1096	57	54	two	two	NUM
sc-1096	57	55	folds	fold	NOUN
sc-1096	57	56	:	:	PUNCT
sc-1096	57	57	for	for	ADP
sc-1096	57	58	producers	producer	NOUN
sc-1096	57	59	by	by	ADP
sc-1096	57	60	enabling	enable	VERB
sc-1096	57	61	them	they	PRON
sc-1096	57	62	to	to	PART
sc-1096	57	63	use	use	VERB
sc-1096	57	64	recyclable	recyclable	ADJ
sc-1096	57	65	materials	material	NOUN
sc-1096	57	66	and	and	CCONJ
sc-1096	57	67	better	well	ADJ
sc-1096	57	68	purchasing	purchasing	NOUN
sc-1096	57	69	and	and	CCONJ
sc-1096	57	70	sorting	sort	VERB
sc-1096	57	71	decisions	decision	NOUN
sc-1096	57	72	,	,	PUNCT
sc-1096	57	73	as	as	ADV
sc-1096	57	74	well	well	ADV
sc-1096	57	75	as	as	ADP
sc-1096	57	76	for	for	ADP
sc-1096	57	77	recyclers	recycler	NOUN
sc-1096	57	78	for	for	ADP
sc-1096	57	79	better	well	ADJ
sc-1096	57	80	waste	waste	NOUN
sc-1096	57	81	sourcing	sourcing	NOUN
sc-1096	57	82	options	option	NOUN
sc-1096	58	1	[	[	X
sc-1096	58	2	5	5	NUM
sc-1096	58	3	]	]	PUNCT
sc-1096	58	4	.	.	PUNCT
sc-1096	59	1	consequently	consequently	ADV
sc-1096	59	2	,	,	PUNCT
sc-1096	59	3	these	these	DET
sc-1096	59	4	digital	digital	ADJ
sc-1096	59	5	technologies	technology	NOUN
sc-1096	59	6	act	act	VERB
sc-1096	59	7	as	as	ADP
sc-1096	59	8	catalysts	catalyst	NOUN
sc-1096	59	9	to	to	ADP
sc-1096	59	10	ce	ce	PROPN
sc-1096	59	11	,	,	PUNCT
sc-1096	59	12	but	but	CCONJ
sc-1096	59	13	how	how	SCONJ
sc-1096	59	14	can	can	AUX
sc-1096	59	15	ai	ai	VERB
sc-1096	59	16	,	,	PUNCT
sc-1096	59	17	in	in	ADP
sc-1096	59	18	particular	particular	ADJ
sc-1096	59	19	,	,	PUNCT
sc-1096	59	20	mimic	mimic	ADJ
sc-1096	59	21	humans	human	NOUN
sc-1096	59	22	to	to	PART
sc-1096	59	23	create	create	VERB
sc-1096	59	24	intelligent	intelligent	ADJ
sc-1096	59	25	machines	machine	NOUN
sc-1096	59	26	to	to	PART
sc-1096	59	27	solve	solve	VERB
sc-1096	59	28	such	such	ADJ
sc-1096	59	29	intricate	intricate	ADJ
sc-1096	59	30	problems	problem	NOUN
sc-1096	59	31	?	?	PUNCT
sc-1096	60	1	ai	ai	VERB
sc-1096	60	2	plays	play	VERB
sc-1096	60	3	a	a	DET
sc-1096	60	4	vital	vital	ADJ
sc-1096	60	5	role	role	NOUN
sc-1096	60	6	in	in	ADP
sc-1096	60	7	enhancing	enhance	VERB
sc-1096	60	8	existing	exist	VERB
sc-1096	60	9	recycling	recycling	NOUN
sc-1096	60	10	infrastructure	infrastructure	NOUN
sc-1096	60	11	,	,	PUNCT
sc-1096	60	12	including	include	VERB
sc-1096	60	13	improving	improve	VERB
sc-1096	60	14	data	datum	NOUN
sc-1096	60	15	collection	collection	NOUN
sc-1096	60	16	and	and	CCONJ
sc-1096	60	17	data	data	NOUN
sc-1096	60	18	mining	mining	NOUN
sc-1096	60	19	processes	process	NOUN
sc-1096	60	20	to	to	PART
sc-1096	60	21	obtain	obtain	VERB
sc-1096	60	22	a	a	DET
sc-1096	60	23	higher	high	ADJ
sc-1096	60	24	quality	quality	NOUN
sc-1096	60	25	level	level	NOUN
sc-1096	60	26	than	than	ADP
sc-1096	60	27	the	the	DET
sc-1096	60	28	typical	typical	ADJ
sc-1096	60	29	analysing	analysing	NOUN
sc-1096	60	30	approaches	approach	NOUN
sc-1096	60	31	besides	besides	SCONJ
sc-1096	60	32	automated	automate	VERB
sc-1096	60	33	sorting	sorting	NOUN
sc-1096	60	34	(	(	PUNCT
sc-1096	60	35	where	where	SCONJ
sc-1096	60	36	our	our	PRON
sc-1096	60	37	study	study	NOUN
sc-1096	60	38	focus	focus	NOUN
sc-1096	60	39	)	)	PUNCT
sc-1096	60	40	leads	lead	VERB
sc-1096	60	41	to	to	ADP
sc-1096	60	42	higher	high	ADJ
sc-1096	60	43	accuracy	accuracy	NOUN
sc-1096	60	44	and	and	CCONJ
sc-1096	60	45	better	well	ADJ
sc-1096	60	46	waste	waste	NOUN
sc-1096	60	47	segregation	segregation	NOUN
sc-1096	60	48	quality	quality	NOUN
sc-1096	60	49	.	.	PUNCT
sc-1096	61	1	e	e	X
sc-1096	61	2	-	-	ADJ
sc-1096	61	3	waste	waste	NOUN
sc-1096	61	4	collection	collection	NOUN
sc-1096	61	5	can	can	AUX
sc-1096	61	6	also	also	ADV
sc-1096	61	7	be	be	AUX
sc-1096	61	8	improved	improve	VERB
sc-1096	61	9	by	by	ADP
sc-1096	61	10	advances	advance	NOUN
sc-1096	61	11	of	of	ADP
sc-1096	61	12	ai	ai	NOUN
sc-1096	61	13	,	,	PUNCT
sc-1096	61	14	particularly	particularly	ADV
sc-1096	61	15	in	in	ADP
sc-1096	61	16	optimizing	optimize	VERB
sc-1096	61	17	the	the	DET
sc-1096	61	18	ewaste	ewaste	NOUN
sc-1096	61	19	collection	collection	NOUN
sc-1096	61	20	routes	route	NOUN
sc-1096	61	21	to	to	PART
sc-1096	61	22	maximize	maximize	VERB
sc-1096	61	23	the	the	DET
sc-1096	61	24	mass	mass	NOUN
sc-1096	61	25	and	and	CCONJ
sc-1096	61	26	the	the	DET
sc-1096	61	27	number	number	NOUN
sc-1096	61	28	of	of	ADP
sc-1096	61	29	collected	collect	VERB
sc-1096	61	30	waste	waste	NOUN
sc-1096	61	31	,	,	PUNCT
sc-1096	61	32	besides	besides	SCONJ
sc-1096	61	33	navigation	navigation	NOUN
sc-1096	61	34	and	and	CCONJ
sc-1096	61	35	tracking	tracking	NOUN
sc-1096	61	36	capabilities	capability	NOUN
sc-1096	61	37	,	,	PUNCT
sc-1096	61	38	especially	especially	ADV
sc-1096	61	39	the	the	DET
sc-1096	61	40	e	e	NOUN
sc-1096	61	41	-	-	NOUN
sc-1096	61	42	waste	waste	NOUN
sc-1096	61	43	by	by	ADP
sc-1096	61	44	storing	store	VERB
sc-1096	61	45	,	,	PUNCT
sc-1096	61	46	processing	processing	NOUN
sc-1096	61	47	,	,	PUNCT
sc-1096	61	48	analysing	analysing	NOUN
sc-1096	61	49	,	,	PUNCT
sc-1096	61	50	and	and	CCONJ
sc-1096	61	51	optimizing	optimize	VERB
sc-1096	61	52	the	the	DET
sc-1096	61	53	necessary	necessary	ADJ
sc-1096	61	54	information	information	NOUN
sc-1096	61	55	,	,	PUNCT
sc-1096	61	56	which	which	PRON
sc-1096	61	57	ultimately	ultimately	ADV
sc-1096	61	58	will	will	AUX
sc-1096	61	59	increase	increase	VERB
sc-1096	61	60	the	the	DET
sc-1096	61	61	whole	whole	ADJ
sc-1096	61	62	waste	waste	NOUN
sc-1096	61	63	management	management	NOUN
sc-1096	61	64	efficiency	efficiency	NOUN
sc-1096	61	65	[	[	X
sc-1096	61	66	6	6	NUM
sc-1096	61	67	]	]	PUNCT
sc-1096	61	68	.	.	PUNCT
sc-1096	62	1	the	the	DET
sc-1096	62	2	next	next	ADJ
sc-1096	62	3	step	step	NOUN
sc-1096	62	4	is	be	AUX
sc-1096	62	5	sorting	sort	VERB
sc-1096	62	6	e	e	NOUN
sc-1096	62	7	-	-	NOUN
sc-1096	62	8	waste	waste	NOUN
sc-1096	62	9	,	,	PUNCT
sc-1096	62	10	which	which	PRON
sc-1096	62	11	is	be	AUX
sc-1096	62	12	a	a	DET
sc-1096	62	13	prerequisite	prerequisite	NOUN
sc-1096	62	14	for	for	ADP
sc-1096	62	15	high	high	ADJ
sc-1096	62	16	-	-	PUNCT
sc-1096	62	17	rate	rate	NOUN
sc-1096	62	18	recycling	recycling	NOUN
sc-1096	62	19	.	.	PUNCT
sc-1096	63	1	the	the	DET
sc-1096	63	2	partnership	partnership	NOUN
sc-1096	63	3	between	between	ADP
sc-1096	63	4	ai	ai	PROPN
sc-1096	63	5	and	and	CCONJ
sc-1096	63	6	robotics	robotic	NOUN
sc-1096	63	7	is	be	AUX
sc-1096	63	8	gradually	gradually	ADV
sc-1096	63	9	being	be	AUX
sc-1096	63	10	adopted	adopt	VERB
sc-1096	63	11	by	by	ADP
sc-1096	63	12	many	many	ADJ
sc-1096	63	13	waste	waste	NOUN
sc-1096	63	14	management	management	NOUN
sc-1096	63	15	applications	application	NOUN
sc-1096	63	16	,	,	PUNCT
sc-1096	63	17	like	like	ADP
sc-1096	63	18	analysing	analyse	VERB
sc-1096	63	19	the	the	DET
sc-1096	63	20	streams	stream	NOUN
sc-1096	63	21	of	of	ADP
sc-1096	63	22	images	image	NOUN
sc-1096	63	23	and	and	CCONJ
sc-1096	63	24	predicting	predict	VERB
sc-1096	63	25	the	the	DET
sc-1096	63	26	patterns	pattern	NOUN
sc-1096	63	27	to	to	PART
sc-1096	63	28	support	support	VERB
sc-1096	63	29	the	the	DET
sc-1096	63	30	sorting	sort	VERB
sc-1096	63	31	process	process	NOUN
sc-1096	63	32	,	,	PUNCT
sc-1096	63	33	and	and	CCONJ
sc-1096	63	34	extending	extend	VERB
sc-1096	63	35	the	the	DET
sc-1096	63	36	lifespan	lifespan	NOUN
sc-1096	63	37	of	of	ADP
sc-1096	63	38	electronics	electronic	NOUN
sc-1096	63	39	through	through	ADP
sc-1096	63	40	predictive	predictive	ADJ
sc-1096	63	41	maintenance	maintenance	NOUN
sc-1096	63	42	[	[	X
sc-1096	63	43	7	7	NUM
sc-1096	63	44	]	]	PUNCT
sc-1096	63	45	.	.	PUNCT
sc-1096	64	1	1.4	1.4	NUM
sc-1096	64	2	.	.	PUNCT
sc-1096	65	1	circular	circular	ADJ
sc-1096	65	2	smart	smart	ADJ
sc-1096	65	3	cities	city	NOUN
sc-1096	65	4	we	we	PRON
sc-1096	65	5	presented	present	VERB
sc-1096	65	6	the	the	DET
sc-1096	65	7	term	term	NOUN
sc-1096	65	8	of	of	ADP
sc-1096	65	9	circular	circular	ADJ
sc-1096	65	10	smart	smart	ADJ
sc-1096	65	11	cities	city	NOUN
sc-1096	65	12	in	in	ADP
sc-1096	65	13	previous	previous	ADJ
sc-1096	65	14	work	work	NOUN
sc-1096	66	1	[	[	X
sc-1096	66	2	8	8	NUM
sc-1096	66	3	]	]	PUNCT
sc-1096	66	4	,	,	PUNCT
sc-1096	66	5	where	where	SCONJ
sc-1096	66	6	the	the	DET
sc-1096	66	7	smart	smart	ADJ
sc-1096	66	8	city	city	NOUN
sc-1096	66	9	paradigm	paradigm	NOUN
sc-1096	66	10	could	could	AUX
sc-1096	66	11	be	be	AUX
sc-1096	66	12	linked	link	VERB
sc-1096	66	13	to	to	ADP
sc-1096	66	14	ce	ce	PROPN
sc-1096	66	15	driven	drive	VERB
sc-1096	66	16	by	by	ADP
sc-1096	66	17	the	the	DET
sc-1096	66	18	support	support	NOUN
sc-1096	66	19	of	of	ADP
sc-1096	66	20	ai	ai	NOUN
sc-1096	66	21	.	.	PUNCT
sc-1096	67	1	the	the	DET
sc-1096	67	2	ce	ce	PROPN
sc-1096	67	3	principles	principle	NOUN
sc-1096	67	4	aligned	align	VERB
sc-1096	67	5	with	with	ADP
sc-1096	67	6	ai	ai	PROPN
sc-1096	67	7	are	be	AUX
sc-1096	67	8	expected	expect	VERB
sc-1096	67	9	to	to	PART
sc-1096	67	10	support	support	VERB
sc-1096	67	11	the	the	DET
sc-1096	67	12	circular	circular	ADJ
sc-1096	67	13	cities	city	NOUN
sc-1096	67	14	concept	concept	NOUN
sc-1096	67	15	,	,	PUNCT
sc-1096	67	16	and	and	CCONJ
sc-1096	67	17	smart	smart	ADJ
sc-1096	67	18	cities	city	NOUN
sc-1096	67	19	are	be	AUX
sc-1096	67	20	consequently	consequently	ADV
sc-1096	67	21	benefitting	benefit	VERB
sc-1096	67	22	from	from	ADP
sc-1096	67	23	implementing	implement	VERB
sc-1096	67	24	these	these	DET
sc-1096	67	25	developments	development	NOUN
sc-1096	67	26	[	[	X
sc-1096	67	27	8	8	NUM
sc-1096	67	28	]	]	PUNCT
sc-1096	67	29	.	.	PUNCT
sc-1096	68	1	creating	create	VERB
sc-1096	68	2	sustainable	sustainable	ADJ
sc-1096	68	3	and	and	CCONJ
sc-1096	68	4	eco	eco	NOUN
sc-1096	68	5	-	-	PUNCT
sc-1096	68	6	friendly	friendly	ADJ
sc-1096	68	7	cities	city	NOUN
sc-1096	68	8	with	with	ADP
sc-1096	68	9	the	the	DET
sc-1096	68	10	help	help	NOUN
sc-1096	68	11	of	of	ADP
sc-1096	68	12	digital	digital	ADJ
sc-1096	68	13	technologies	technology	NOUN
sc-1096	68	14	to	to	PART
sc-1096	68	15	provide	provide	VERB
sc-1096	68	16	smarter	smart	ADJ
sc-1096	68	17	,	,	PUNCT
sc-1096	68	18	liveable	liveable	ADJ
sc-1096	68	19	,	,	PUNCT
sc-1096	68	20	and	and	CCONJ
sc-1096	68	21	durable	durable	ADJ
sc-1096	68	22	services	service	NOUN
sc-1096	68	23	is	be	AUX
sc-1096	68	24	proposed	propose	VERB
sc-1096	68	25	under	under	ADP
sc-1096	68	26	the	the	DET
sc-1096	68	27	label	label	NOUN
sc-1096	68	28	smart	smart	ADJ
sc-1096	68	29	city	city	NOUN
sc-1096	68	30	.	.	PUNCT
sc-1096	69	1	the	the	DET
sc-1096	69	2	authors	author	NOUN
sc-1096	69	3	of	of	ADP
sc-1096	69	4	[	[	X
sc-1096	69	5	9	9	NUM
sc-1096	69	6	]	]	PUNCT
sc-1096	69	7	,	,	PUNCT
sc-1096	69	8	defined	define	VERB
sc-1096	69	9	six	six	NUM
sc-1096	69	10	characteristics	characteristic	NOUN
sc-1096	69	11	of	of	ADP
sc-1096	69	12	smart	smart	ADJ
sc-1096	69	13	cities	city	NOUN
sc-1096	69	14	,	,	PUNCT
sc-1096	69	15	which	which	PRON
sc-1096	69	16	are	be	AUX
sc-1096	69	17	:	:	PUNCT
sc-1096	69	18	smart	smart	ADJ
sc-1096	69	19	governance	governance	NOUN
sc-1096	69	20	,	,	PUNCT
sc-1096	69	21	smart	smart	ADJ
sc-1096	69	22	mobility	mobility	NOUN
sc-1096	69	23	,	,	PUNCT
sc-1096	69	24	smart	smart	ADJ
sc-1096	69	25	living	living	NOUN
sc-1096	69	26	,	,	PUNCT
sc-1096	69	27	smart	smart	ADJ
sc-1096	69	28	people	people	NOUN
sc-1096	69	29	,	,	PUNCT
sc-1096	69	30	smart	smart	ADJ
sc-1096	69	31	economy	economy	NOUN
sc-1096	69	32	,	,	PUNCT
sc-1096	69	33	and	and	CCONJ
sc-1096	69	34	smart	smart	ADJ
sc-1096	69	35	environment	environment	NOUN
sc-1096	69	36	.	.	PUNCT
sc-1096	70	1	our	our	PRON
sc-1096	70	2	argumentation	argumentation	NOUN
sc-1096	70	3	incorporates	incorporate	VERB
sc-1096	70	4	the	the	DET
sc-1096	70	5	last	last	ADJ
sc-1096	70	6	two	two	NUM
sc-1096	70	7	components	component	NOUN
sc-1096	70	8	by	by	ADP
sc-1096	70	9	increasing	increase	VERB
sc-1096	70	10	sustainable	sustainable	ADJ
sc-1096	70	11	chances	chance	NOUN
sc-1096	70	12	when	when	SCONJ
sc-1096	70	13	adopting	adopt	VERB
sc-1096	70	14	contemporary	contemporary	ADJ
sc-1096	70	15	technologies	technology	NOUN
sc-1096	70	16	.	.	PUNCT
sc-1096	71	1	on	on	ADP
sc-1096	71	2	the	the	DET
sc-1096	71	3	other	other	ADJ
sc-1096	71	4	hand	hand	NOUN
sc-1096	71	5	,	,	PUNCT
sc-1096	71	6	the	the	DET
sc-1096	71	7	smart	smart	ADJ
sc-1096	71	8	city	city	NOUN
sc-1096	71	9	concept	concept	NOUN
sc-1096	71	10	may	may	AUX
sc-1096	71	11	encounter	encounter	VERB
sc-1096	71	12	some	some	DET
sc-1096	71	13	obstacles	obstacle	NOUN
sc-1096	71	14	about	about	ADP
sc-1096	71	15	the	the	DET
sc-1096	71	16	security	security	NOUN
sc-1096	71	17	and	and	CCONJ
sc-1096	71	18	privacy	privacy	NOUN
sc-1096	71	19	issues	issue	NOUN
sc-1096	71	20	,	,	PUNCT
sc-1096	71	21	which	which	PRON
sc-1096	71	22	drives	drive	VERB
sc-1096	71	23	much	much	ADJ
sc-1096	71	24	research	research	NOUN
sc-1096	71	25	to	to	PART
sc-1096	71	26	work	work	VERB
sc-1096	71	27	on	on	ADP
sc-1096	71	28	like	like	INTJ
sc-1096	71	29	,	,	PUNCT
sc-1096	71	30	recognizing	recognize	VERB
sc-1096	71	31	people	people	NOUN
sc-1096	71	32	’	'	PUNCT
sc-1096	71	33	faces	face	VERB
sc-1096	72	1	[	[	X
sc-1096	72	2	10	10	NUM
sc-1096	72	3	,	,	PUNCT
sc-1096	72	4	11	11	NUM
sc-1096	72	5	]	]	PUNCT
sc-1096	72	6	to	to	PART
sc-1096	72	7	access	access	VERB
sc-1096	72	8	restricted	restrict	VERB
sc-1096	72	9	areas	area	NOUN
sc-1096	72	10	[	[	X
sc-1096	72	11	8–10	8–10	NOUN
sc-1096	72	12	]	]	PUNCT
sc-1096	72	13	,	,	PUNCT
sc-1096	73	1	improving	improve	VERB
sc-1096	73	2	traffic	traffic	NOUN
sc-1096	73	3	flows	flow	NOUN
sc-1096	73	4	by	by	ADP
sc-1096	73	5	partly	partly	ADV
sc-1096	73	6	autonomous	autonomous	ADJ
sc-1096	73	7	drones	drone	NOUN
sc-1096	73	8	and	and	CCONJ
sc-1096	73	9	vehicles	vehicle	NOUN
sc-1096	73	10	[	[	X
sc-1096	73	11	12	12	NUM
sc-1096	73	12	]	]	X
sc-1096	74	1	[	[	X
sc-1096	74	2	13	13	NUM
sc-1096	74	3	]	]	PUNCT
sc-1096	74	4	,	,	PUNCT
sc-1096	74	5	traffic	traffic	NOUN
sc-1096	74	6	management	management	NOUN
sc-1096	74	7	and	and	CCONJ
sc-1096	74	8	smart	smart	ADJ
sc-1096	74	9	tracking	tracking	NOUN
sc-1096	74	10	,	,	PUNCT
sc-1096	74	11	assistance	assistance	NOUN
sc-1096	74	12	systems	system	NOUN
sc-1096	74	13	[	[	X
sc-1096	74	14	14	14	NUM
sc-1096	74	15	,	,	PUNCT
sc-1096	74	16	15	15	NUM
sc-1096	74	17	]	]	PUNCT
sc-1096	74	18	,	,	PUNCT
sc-1096	74	19	predictive	predictive	ADJ
sc-1096	74	20	maintenance	maintenance	NOUN
sc-1096	74	21	[	[	X
sc-1096	74	22	16	16	NUM
sc-1096	74	23	,	,	PUNCT
sc-1096	74	24	17	17	NUM
sc-1096	74	25	]	]	PUNCT
sc-1096	74	26	,	,	PUNCT
sc-1096	74	27	and	and	CCONJ
sc-1096	74	28	last	last	ADJ
sc-1096	74	29	but	but	CCONJ
sc-1096	74	30	not	not	PART
sc-1096	74	31	least	least	ADJ
sc-1096	74	32	,	,	PUNCT
sc-1096	74	33	smart	smart	ADJ
sc-1096	74	34	waste	waste	NOUN
sc-1096	74	35	management	management	NOUN
sc-1096	74	36	[	[	X
sc-1096	74	37	18	18	NUM
sc-1096	74	38	]	]	PUNCT
sc-1096	74	39	.	.	PUNCT
sc-1096	75	1	the	the	DET
sc-1096	75	2	switch	switch	NOUN
sc-1096	75	3	to	to	ADP
sc-1096	75	4	digitalization	digitalization	NOUN
sc-1096	75	5	can	can	AUX
sc-1096	75	6	broadly	broadly	ADV
sc-1096	75	7	improve	improve	VERB
sc-1096	75	8	the	the	DET
sc-1096	75	9	whole	whole	ADJ
sc-1096	75	10	process	process	NOUN
sc-1096	75	11	of	of	ADP
sc-1096	75	12	the	the	DET
sc-1096	75	13	waste	waste	NOUN
sc-1096	75	14	management	management	NOUN
sc-1096	75	15	system	system	NOUN
sc-1096	75	16	by	by	ADP
sc-1096	75	17	including	include	VERB
sc-1096	75	18	digital	digital	ADJ
sc-1096	75	19	identity	identity	NOUN
sc-1096	75	20	tags	tag	NOUN
sc-1096	75	21	for	for	ADP
sc-1096	75	22	the	the	DET
sc-1096	75	23	waste	waste	NOUN
sc-1096	75	24	container	container	NOUN
sc-1096	75	25	(	(	PUNCT
sc-1096	75	26	iot	iot	NOUN
sc-1096	75	27	)	)	PUNCT
sc-1096	75	28	,	,	PUNCT
sc-1096	75	29	digital	digital	ADJ
sc-1096	75	30	order	order	NOUN
sc-1096	75	31	processing	processing	NOUN
sc-1096	75	32	(	(	PUNCT
sc-1096	75	33	ecommerce	ecommerce	NOUN
sc-1096	75	34	)	)	PUNCT
sc-1096	75	35	,	,	PUNCT
sc-1096	75	36	digital	digital	ADJ
sc-1096	75	37	payments	payment	NOUN
sc-1096	75	38	,	,	PUNCT
sc-1096	75	39	digital	digital	ADJ
sc-1096	75	40	communication	communication	NOUN
sc-1096	75	41	with	with	ADP
sc-1096	75	42	customers	customer	NOUN
sc-1096	75	43	(	(	PUNCT
sc-1096	75	44	chatbots	chatbot	NOUN
sc-1096	75	45	)	)	PUNCT
sc-1096	75	46	,	,	PUNCT
sc-1096	75	47	and	and	CCONJ
sc-1096	75	48	storing	store	VERB
sc-1096	75	49	and	and	CCONJ
sc-1096	75	50	connecting	connect	VERB
sc-1096	75	51	with	with	ADP
sc-1096	75	52	governmental	governmental	ADJ
sc-1096	75	53	databases	database	NOUN
sc-1096	75	54	(	(	PUNCT
sc-1096	75	55	cloud	cloud	NOUN
sc-1096	75	56	services	service	NOUN
sc-1096	75	57	)	)	PUNCT
sc-1096	75	58	,	,	PUNCT
sc-1096	75	59	which	which	PRON
sc-1096	75	60	leads	lead	VERB
sc-1096	75	61	to	to	ADP
sc-1096	75	62	better	well	ADJ
sc-1096	75	63	insights	insight	NOUN
sc-1096	75	64	of	of	ADP
sc-1096	75	65	waste	waste	NOUN
sc-1096	75	66	patters	patter	NOUN
sc-1096	75	67	(	(	PUNCT
sc-1096	75	68	ai	ai	NOUN
sc-1096	75	69	)	)	PUNCT
sc-1096	75	70	.	.	PUNCT
sc-1096	76	1	ai	ai	VERB
sc-1096	76	2	plays	play	VERB
sc-1096	76	3	a	a	DET
sc-1096	76	4	fundamental	fundamental	ADJ
sc-1096	76	5	role	role	NOUN
sc-1096	76	6	in	in	ADP
sc-1096	76	7	supporting	support	VERB
sc-1096	76	8	complicated	complicated	ADJ
sc-1096	76	9	services	service	NOUN
sc-1096	76	10	in	in	ADP
sc-1096	76	11	many	many	ADJ
sc-1096	76	12	domains	domain	NOUN
sc-1096	76	13	in	in	ADP
sc-1096	76	14	the	the	DET
sc-1096	76	15	smart	smart	ADJ
sc-1096	76	16	cities	city	NOUN
sc-1096	76	17	’	'	PUNCT
sc-1096	76	18	context	context	NOUN
sc-1096	76	19	,	,	PUNCT
sc-1096	76	20	due	due	ADP
sc-1096	76	21	to	to	ADP
sc-1096	76	22	the	the	DET
sc-1096	76	23	rising	rise	VERB
sc-1096	76	24	focus	focus	NOUN
sc-1096	76	25	on	on	ADP
sc-1096	76	26	digitalization	digitalization	NOUN
sc-1096	76	27	-	-	PUNCT
sc-1096	76	28	oriented	orient	VERB
sc-1096	76	29	technologies	technology	NOUN
sc-1096	76	30	.	.	PUNCT
sc-1096	77	1	the	the	DET
sc-1096	77	2	authors	author	NOUN
sc-1096	77	3	of	of	ADP
sc-1096	77	4	[	[	X
sc-1096	77	5	19	19	NUM
sc-1096	77	6	]	]	PUNCT
sc-1096	77	7	pointed	point	VERB
sc-1096	77	8	out	out	ADP
sc-1096	77	9	that	that	SCONJ
sc-1096	77	10	new	new	ADJ
sc-1096	77	11	business	business	NOUN
sc-1096	77	12	models	model	NOUN
sc-1096	77	13	could	could	AUX
sc-1096	77	14	be	be	AUX
sc-1096	77	15	implemented	implement	VERB
sc-1096	77	16	by	by	ADP
sc-1096	77	17	coherently	coherently	ADV
sc-1096	77	18	applying	apply	VERB
sc-1096	77	19	ai	ai	NOUN
sc-1096	77	20	as	as	ADP
sc-1096	77	21	a	a	DET
sc-1096	77	22	successful	successful	ADJ
sc-1096	77	23	potential	potential	NOUN
sc-1096	77	24	for	for	ADP
sc-1096	77	25	smart	smart	ADJ
sc-1096	77	26	cities	city	NOUN
sc-1096	77	27	.	.	PUNCT
sc-1096	78	1	this	this	DET
sc-1096	78	2	technology	technology	NOUN
sc-1096	78	3	is	be	AUX
sc-1096	78	4	essential	essential	ADJ
sc-1096	78	5	due	due	ADP
sc-1096	78	6	to	to	ADP
sc-1096	78	7	the	the	DET
sc-1096	78	8	massive	massive	ADJ
sc-1096	78	9	datasets	dataset	NOUN
sc-1096	78	10	gathered	gather	VERB
sc-1096	78	11	by	by	ADP
sc-1096	78	12	sensors	sensor	NOUN
sc-1096	78	13	since	since	SCONJ
sc-1096	78	14	this	this	DET
sc-1096	78	15	data	datum	NOUN
sc-1096	78	16	needs	need	VERB
sc-1096	78	17	to	to	PART
sc-1096	78	18	feed	feed	VERB
sc-1096	78	19	the	the	DET
sc-1096	78	20	decision	decision	NOUN
sc-1096	78	21	support	support	NOUN
sc-1096	78	22	applications	application	NOUN
sc-1096	78	23	that	that	PRON
sc-1096	78	24	leverage	leverage	NOUN
sc-1096	78	25	ai	ai	VERB
sc-1096	78	26	[	[	X
sc-1096	78	27	20	20	NUM
sc-1096	78	28	]	]	PUNCT
sc-1096	78	29	.	.	PUNCT
sc-1096	79	1	while	while	SCONJ
sc-1096	79	2	the	the	DET
sc-1096	79	3	huge	huge	ADJ
sc-1096	79	4	amount	amount	NOUN
sc-1096	79	5	of	of	ADP
sc-1096	79	6	data	datum	NOUN
sc-1096	79	7	is	be	AUX
sc-1096	79	8	created	create	VERB
sc-1096	79	9	by	by	ADP
sc-1096	79	10	different	different	ADJ
sc-1096	79	11	means	mean	NOUN
sc-1096	79	12	in	in	ADP
sc-1096	79	13	smart	smart	ADJ
sc-1096	79	14	cities	city	NOUN
sc-1096	79	15	context	context	NOUN
sc-1096	79	16	,	,	PUNCT
sc-1096	79	17	it	it	PRON
sc-1096	79	18	needs	need	VERB
sc-1096	79	19	to	to	PART
sc-1096	79	20	be	be	AUX
sc-1096	79	21	turned	turn	VERB
sc-1096	79	22	into	into	ADP
sc-1096	79	23	insights	insight	NOUN
sc-1096	79	24	.	.	PUNCT
sc-1096	80	1	ai	ai	VERB
sc-1096	80	2	is	be	AUX
sc-1096	80	3	the	the	DET
sc-1096	80	4	key	key	ADJ
sc-1096	80	5	solution	solution	NOUN
sc-1096	80	6	to	to	PART
sc-1096	80	7	play	play	VERB
sc-1096	80	8	this	this	DET
sc-1096	80	9	role	role	NOUN
sc-1096	80	10	,	,	PUNCT
sc-1096	80	11	in	in	ADP
sc-1096	80	12	a	a	DET
sc-1096	80	13	various	various	ADJ
sc-1096	80	14	range	range	NOUN
sc-1096	80	15	of	of	ADP
sc-1096	80	16	applications	application	NOUN
sc-1096	80	17	like	like	ADP
sc-1096	80	18	healthcare	healthcare	NOUN
sc-1096	80	19	,	,	PUNCT
sc-1096	80	20	education	education	NOUN
sc-1096	80	21	,	,	PUNCT
sc-1096	80	22	security	security	NOUN
sc-1096	80	23	,	,	PUNCT
sc-1096	80	24	transportation	transportation	NOUN
sc-1096	80	25	,	,	PUNCT
sc-1096	80	26	and	and	CCONJ
sc-1096	80	27	the	the	DET
sc-1096	80	28	environment	environment	NOUN
sc-1096	80	29	.	.	PUNCT
sc-1096	81	1	ai	ai	PROPN
sc-1096	81	2	has	have	AUX
sc-1096	81	3	proved	prove	VERB
sc-1096	81	4	its	its	PRON
sc-1096	81	5	ability	ability	NOUN
sc-1096	81	6	to	to	PART
sc-1096	81	7	intelligently	intelligently	ADV
sc-1096	81	8	process	process	VERB
sc-1096	81	9	large	large	ADJ
sc-1096	81	10	amounts	amount	NOUN
sc-1096	81	11	of	of	ADP
sc-1096	81	12	collected	collect	VERB
sc-1096	81	13	data	datum	NOUN
sc-1096	81	14	created	create	VERB
sc-1096	81	15	by	by	ADP
sc-1096	81	16	sensors	sensor	NOUN
sc-1096	81	17	and	and	CCONJ
sc-1096	81	18	produce	produce	VERB
sc-1096	81	19	significant	significant	ADJ
sc-1096	81	20	information	information	NOUN
sc-1096	81	21	from	from	ADP
sc-1096	81	22	it	it	PRON
sc-1096	81	23	,	,	PUNCT
sc-1096	81	24	based	base	VERB
sc-1096	81	25	on	on	ADP
sc-1096	81	26	recognizing	recognize	VERB
sc-1096	81	27	patterns	pattern	NOUN
sc-1096	81	28	and	and	CCONJ
sc-1096	81	29	features	feature	VERB
sc-1096	81	30	[	[	X
sc-1096	81	31	21	21	NUM
sc-1096	81	32	]	]	PUNCT
sc-1096	81	33	.	.	PUNCT
sc-1096	82	1	cnn	cnn	PROPN
sc-1096	82	2	is	be	AUX
sc-1096	82	3	the	the	DET
sc-1096	82	4	basic	basic	ADJ
sc-1096	82	5	building	building	NOUN
sc-1096	82	6	block	block	NOUN
sc-1096	82	7	of	of	ADP
sc-1096	82	8	ai	ai	NOUN
sc-1096	82	9	,	,	PUNCT
sc-1096	82	10	and	and	CCONJ
sc-1096	82	11	it	it	PRON
sc-1096	82	12	has	have	VERB
sc-1096	82	13	a	a	DET
sc-1096	82	14	special	special	ADJ
sc-1096	82	15	feature	feature	NOUN
sc-1096	82	16	of	of	ADP
sc-1096	82	17	self	self	NOUN
sc-1096	82	18	-	-	PUNCT
sc-1096	82	19	programming	programming	NOUN
sc-1096	82	20	with	with	ADP
sc-1096	82	21	minimum	minimum	ADJ
sc-1096	82	22	human	human	ADJ
sc-1096	82	23	intervention	intervention	NOUN
sc-1096	82	24	,	,	PUNCT
sc-1096	82	25	which	which	PRON
sc-1096	82	26	gives	give	VERB
sc-1096	82	27	ai	ai	VERB
sc-1096	82	28	to	to	PART
sc-1096	82	29	primarily	primarily	ADV
sc-1096	82	30	act	act	VERB
sc-1096	82	31	as	as	ADP
sc-1096	82	32	a	a	DET
sc-1096	82	33	unique	unique	ADJ
sc-1096	82	34	factor	factor	NOUN
sc-1096	82	35	to	to	PART
sc-1096	82	36	enable	enable	VERB
sc-1096	82	37	circular	circular	ADJ
sc-1096	82	38	smart	smart	ADJ
sc-1096	82	39	cities	city	NOUN
sc-1096	82	40	.	.	PUNCT
sc-1096	83	1	further	further	ADJ
sc-1096	83	2	details	detail	NOUN
sc-1096	83	3	about	about	ADP
sc-1096	83	4	cnn	cnn	PROPN
sc-1096	83	5	architecture	architecture	NOUN
sc-1096	83	6	will	will	AUX
sc-1096	83	7	be	be	AUX
sc-1096	83	8	presented	present	VERB
sc-1096	83	9	in	in	ADP
sc-1096	83	10	section	section	NOUN
sc-1096	83	11	3	3	NUM
sc-1096	83	12	.	.	NOUN
sc-1096	83	13	2	2	NUM
sc-1096	83	14	.	.	NUM
sc-1096	83	15	related	relate	VERB
sc-1096	83	16	work	work	NOUN
sc-1096	83	17	automated	automate	VERB
sc-1096	83	18	recycling	recycling	NOUN
sc-1096	83	19	becomes	become	VERB
sc-1096	83	20	an	an	DET
sc-1096	83	21	indispensable	indispensable	ADJ
sc-1096	83	22	process	process	NOUN
sc-1096	83	23	due	due	ADP
sc-1096	83	24	to	to	ADP
sc-1096	83	25	the	the	DET
sc-1096	83	26	huge	huge	ADJ
sc-1096	83	27	amount	amount	NOUN
sc-1096	83	28	of	of	ADP
sc-1096	83	29	the	the	DET
sc-1096	83	30	produced	produce	VERB
sc-1096	83	31	waste	waste	NOUN
sc-1096	83	32	and	and	CCONJ
sc-1096	83	33	its	its	PRON
sc-1096	83	34	increasing	increase	VERB
sc-1096	83	35	detrimental	detrimental	ADJ
sc-1096	83	36	effects	effect	NOUN
sc-1096	83	37	on	on	ADP
sc-1096	83	38	the	the	DET
sc-1096	83	39	environment	environment	NOUN
sc-1096	83	40	and	and	CCONJ
sc-1096	83	41	human	human	ADJ
sc-1096	83	42	health	health	NOUN
sc-1096	83	43	.	.	PUNCT
sc-1096	84	1	it	it	PRON
sc-1096	84	2	provides	provide	VERB
sc-1096	84	3	many	many	ADJ
sc-1096	84	4	advantages	advantage	NOUN
sc-1096	84	5	also	also	ADV
sc-1096	84	6	to	to	ADP
sc-1096	84	7	the	the	DET
sc-1096	84	8	economy	economy	NOUN
sc-1096	84	9	.	.	PUNCT
sc-1096	85	1	one	one	NUM
sc-1096	85	2	of	of	ADP
sc-1096	85	3	the	the	DET
sc-1096	85	4	general	general	ADJ
sc-1096	85	5	classification	classification	NOUN
sc-1096	85	6	models	model	NOUN
sc-1096	85	7	was	be	AUX
sc-1096	85	8	introduced	introduce	VERB
sc-1096	85	9	based	base	VERB
sc-1096	85	10	on	on	ADP
sc-1096	85	11	shapes	shape	NOUN
sc-1096	85	12	,	,	PUNCT
sc-1096	85	13	and	and	CCONJ
sc-1096	85	14	dimensionality	dimensionality	NOUN
sc-1096	85	15	matching	matching	NOUN
sc-1096	85	16	has	have	AUX
sc-1096	85	17	been	be	AUX
sc-1096	85	18	applied	apply	VERB
sc-1096	85	19	by	by	ADP
sc-1096	85	20	[	[	X
sc-1096	85	21	22	22	NUM
sc-1096	85	22	]	]	PUNCT
sc-1096	85	23	.	.	PUNCT
sc-1096	86	1	it	it	PRON
sc-1096	86	2	calculates	calculate	VERB
sc-1096	86	3	the	the	DET
sc-1096	86	4	similarities	similarity	NOUN
sc-1096	86	5	and	and	CCONJ
sc-1096	86	6	concurrencies	concurrency	NOUN
sc-1096	86	7	of	of	ADP
sc-1096	86	8	several	several	ADJ
sc-1096	86	9	shapes	shape	NOUN
sc-1096	86	10	and	and	CCONJ
sc-1096	86	11	uses	use	VERB
sc-1096	86	12	the	the	DET
sc-1096	86	13	result	result	NOUN
sc-1096	86	14	to	to	PART
sc-1096	86	15	recognize	recognize	VERB
sc-1096	86	16	the	the	DET
sc-1096	86	17	object	object	NOUN
sc-1096	86	18	.	.	PUNCT
sc-1096	87	1	eai	eai	PROPN
sc-1096	87	2	endorsed	endorse	VERB
sc-1096	87	3	transactions	transaction	NOUN
sc-1096	87	4	on	on	ADP
sc-1096	87	5	smart	smart	ADJ
sc-1096	87	6	cities	city	NOUN
sc-1096	87	7	08	08	NUM
sc-1096	87	8	2021	2021	NUM
sc-1096	87	9	10	10	NUM
sc-1096	87	10	2021	2021	NUM
sc-1096	87	11	|	|	ADV
sc-1096	87	12	volume	volume	NOUN
sc-1096	87	13	5	5	NUM
sc-1096	87	14	|	|	ADV
sc-1096	87	15	issue	issue	NOUN
sc-1096	87	16	16	16	NUM
sc-1096	87	17	|	|	ADV
sc-1096	87	18	e1	e1	PROPN
sc-1096	87	19	nermeen	nermeen	NOUN
sc-1096	87	20	abou	abou	PROPN
sc-1096	87	21	baker	baker	PROPN
sc-1096	87	22	et	et	PROPN
sc-1096	87	23	al	al	PROPN
sc-1096	87	24	.	.	PROPN
sc-1096	87	25	4	4	NUM
sc-1096	87	26	another	another	DET
sc-1096	87	27	classification	classification	NOUN
sc-1096	87	28	method	method	NOUN
sc-1096	87	29	based	base	VERB
sc-1096	87	30	on	on	ADP
sc-1096	87	31	the	the	DET
sc-1096	87	32	reflectance	reflectance	NOUN
sc-1096	87	33	properties	property	NOUN
sc-1096	87	34	of	of	ADP
sc-1096	87	35	surfaces	surface	NOUN
sc-1096	87	36	has	have	AUX
sc-1096	87	37	been	be	AUX
sc-1096	87	38	proposed	propose	VERB
sc-1096	87	39	by	by	ADP
sc-1096	87	40	[	[	X
sc-1096	87	41	23	23	NUM
sc-1096	87	42	]	]	PUNCT
sc-1096	87	43	.	.	PUNCT
sc-1096	88	1	this	this	DET
sc-1096	88	2	method	method	NOUN
sc-1096	88	3	suggests	suggest	VERB
sc-1096	88	4	an	an	DET
sc-1096	88	5	algorithm	algorithm	NOUN
sc-1096	88	6	for	for	ADP
sc-1096	88	7	estimation	estimation	NOUN
sc-1096	88	8	that	that	PRON
sc-1096	88	9	learns	learn	VERB
sc-1096	88	10	correlations	correlation	NOUN
sc-1096	88	11	between	between	ADP
sc-1096	88	12	surface	surface	NOUN
sc-1096	88	13	reflectance	reflectance	NOUN
sc-1096	88	14	and	and	CCONJ
sc-1096	88	15	data	datum	NOUN
sc-1096	88	16	enumerated	enumerate	VERB
sc-1096	88	17	from	from	ADP
sc-1096	88	18	an	an	DET
sc-1096	88	19	observed	observed	ADJ
sc-1096	88	20	image	image	NOUN
sc-1096	88	21	.	.	PUNCT
sc-1096	89	1	a	a	DET
sc-1096	89	2	study	study	NOUN
sc-1096	89	3	conducted	conduct	VERB
sc-1096	89	4	by	by	ADP
sc-1096	89	5	[	[	X
sc-1096	89	6	24	24	NUM
sc-1096	89	7	]	]	PUNCT
sc-1096	89	8	,	,	PUNCT
sc-1096	89	9	who	who	PRON
sc-1096	89	10	used	use	VERB
sc-1096	89	11	the	the	DET
sc-1096	89	12	bayesian	bayesian	NOUN
sc-1096	89	13	framework	framework	NOUN
sc-1096	89	14	with	with	ADP
sc-1096	89	15	the	the	DET
sc-1096	89	16	help	help	NOUN
sc-1096	89	17	of	of	ADP
sc-1096	89	18	the	the	DET
sc-1096	89	19	augmented	augment	VERB
sc-1096	89	20	latent	latent	NOUN
sc-1096	89	21	dirichlet	dirichlet	PROPN
sc-1096	89	22	allocation	allocation	NOUN
sc-1096	89	23	(	(	PUNCT
sc-1096	89	24	alda	alda	NOUN
sc-1096	89	25	)	)	PUNCT
sc-1096	89	26	model	model	NOUN
sc-1096	89	27	to	to	PART
sc-1096	89	28	classify	classify	VERB
sc-1096	89	29	images	image	NOUN
sc-1096	89	30	based	base	VERB
sc-1096	89	31	on	on	ADP
sc-1096	89	32	their	their	PRON
sc-1096	89	33	materialistic	materialistic	ADJ
sc-1096	89	34	properties	property	NOUN
sc-1096	89	35	like	like	ADP
sc-1096	89	36	glass	glass	NOUN
sc-1096	89	37	,	,	PUNCT
sc-1096	89	38	metal	metal	NOUN
sc-1096	89	39	,	,	PUNCT
sc-1096	89	40	fabric	fabric	NOUN
sc-1096	89	41	,	,	PUNCT
sc-1096	89	42	etc	etc	X
sc-1096	89	43	.	.	X
sc-1096	90	1	this	this	DET
sc-1096	90	2	classifier	classifier	NOUN
sc-1096	90	3	reaches	reach	VERB
sc-1096	90	4	44.6	44.6	NUM
sc-1096	90	5	%	%	NOUN
sc-1096	90	6	accuracy	accuracy	NOUN
sc-1096	90	7	by	by	ADP
sc-1096	90	8	processing	process	VERB
sc-1096	90	9	the	the	DET
sc-1096	90	10	surface	surface	NOUN
sc-1096	90	11	of	of	ADP
sc-1096	90	12	each	each	DET
sc-1096	90	13	image	image	NOUN
sc-1096	90	14	.	.	PUNCT
sc-1096	91	1	also	also	ADV
sc-1096	91	2	,	,	PUNCT
sc-1096	91	3	the	the	DET
sc-1096	91	4	waste	waste	NOUN
sc-1096	91	5	domain	domain	NOUN
sc-1096	91	6	classification	classification	NOUN
sc-1096	91	7	using	use	VERB
sc-1096	91	8	ai	ai	NOUN
sc-1096	91	9	has	have	AUX
sc-1096	91	10	been	be	AUX
sc-1096	91	11	conducted	conduct	VERB
sc-1096	91	12	in	in	ADP
sc-1096	91	13	previous	previous	ADJ
sc-1096	91	14	research	research	NOUN
sc-1096	91	15	.	.	PUNCT
sc-1096	92	1	using	use	VERB
sc-1096	92	2	ai	ai	NOUN
sc-1096	92	3	can	can	AUX
sc-1096	92	4	be	be	AUX
sc-1096	92	5	a	a	DET
sc-1096	92	6	very	very	ADV
sc-1096	92	7	productive	productive	ADJ
sc-1096	92	8	way	way	NOUN
sc-1096	92	9	to	to	PART
sc-1096	92	10	automate	automate	VERB
sc-1096	92	11	this	this	DET
sc-1096	92	12	process	process	NOUN
sc-1096	92	13	based	base	VERB
sc-1096	92	14	on	on	ADP
sc-1096	92	15	the	the	DET
sc-1096	92	16	collected	collect	VERB
sc-1096	92	17	images	image	NOUN
sc-1096	92	18	.	.	PUNCT
sc-1096	93	1	a	a	DET
sc-1096	93	2	study	study	NOUN
sc-1096	93	3	by	by	ADP
sc-1096	93	4	[	[	X
sc-1096	93	5	25	25	NUM
sc-1096	93	6	]	]	PUNCT
sc-1096	93	7	used	use	VERB
sc-1096	93	8	sensors	sensor	NOUN
sc-1096	93	9	in	in	ADP
sc-1096	93	10	collaboration	collaboration	NOUN
sc-1096	93	11	with	with	ADP
sc-1096	93	12	machine	machine	NOUN
sc-1096	93	13	learning	learn	VERB
sc-1096	93	14	algorithms	algorithm	NOUN
sc-1096	93	15	to	to	PART
sc-1096	93	16	automatically	automatically	ADV
sc-1096	93	17	sort	sort	VERB
sc-1096	93	18	waste	waste	NOUN
sc-1096	93	19	based	base	VERB
sc-1096	93	20	on	on	ADP
sc-1096	93	21	textures	texture	NOUN
sc-1096	93	22	and	and	CCONJ
sc-1096	93	23	colours	colour	NOUN
sc-1096	93	24	.	.	PUNCT
sc-1096	94	1	[	[	X
sc-1096	94	2	26	26	NUM
sc-1096	94	3	]	]	PUNCT
sc-1096	94	4	used	use	VERB
sc-1096	94	5	cnn	cnn	PROPN
sc-1096	94	6	to	to	PART
sc-1096	94	7	identify	identify	VERB
sc-1096	94	8	waste	waste	NOUN
sc-1096	94	9	in	in	ADP
sc-1096	94	10	images	image	NOUN
sc-1096	94	11	.	.	PUNCT
sc-1096	95	1	the	the	DET
sc-1096	95	2	study	study	NOUN
sc-1096	95	3	presented	present	VERB
sc-1096	95	4	a	a	DET
sc-1096	95	5	smartphone	smartphone	NOUN
sc-1096	95	6	application	application	NOUN
sc-1096	95	7	to	to	PART
sc-1096	95	8	enable	enable	VERB
sc-1096	95	9	the	the	DET
sc-1096	95	10	user	user	NOUN
sc-1096	95	11	to	to	PART
sc-1096	95	12	report	report	VERB
sc-1096	95	13	a	a	DET
sc-1096	95	14	pile	pile	NOUN
sc-1096	95	15	of	of	ADP
sc-1096	95	16	waste	waste	NOUN
sc-1096	95	17	and	and	CCONJ
sc-1096	95	18	identify	identify	VERB
sc-1096	95	19	its	its	PRON
sc-1096	95	20	location	location	NOUN
sc-1096	95	21	,	,	PUNCT
sc-1096	95	22	with	with	ADP
sc-1096	95	23	an	an	DET
sc-1096	95	24	accuracy	accuracy	NOUN
sc-1096	95	25	rate	rate	NOUN
sc-1096	95	26	of	of	ADP
sc-1096	95	27	87	87	NUM
sc-1096	95	28	%	%	NOUN
sc-1096	95	29	.	.	PUNCT
sc-1096	96	1	3	3	X
sc-1096	96	2	.	.	X
sc-1096	96	3	background	background	NOUN
sc-1096	96	4	on	on	ADP
sc-1096	96	5	cnn	cnn	PROPN
sc-1096	96	6	architecture	architecture	NOUN
sc-1096	96	7	ai	ai	VERB
sc-1096	96	8	is	be	AUX
sc-1096	96	9	a	a	DET
sc-1096	96	10	type	type	NOUN
sc-1096	96	11	of	of	ADP
sc-1096	96	12	machine	machine	NOUN
sc-1096	96	13	learning	learning	NOUN
sc-1096	96	14	that	that	PRON
sc-1096	96	15	allows	allow	VERB
sc-1096	96	16	the	the	DET
sc-1096	96	17	machine	machine	NOUN
sc-1096	96	18	to	to	PART
sc-1096	96	19	develop	develop	VERB
sc-1096	96	20	using	use	VERB
sc-1096	96	21	pattern	pattern	NOUN
sc-1096	96	22	recognition	recognition	NOUN
sc-1096	96	23	.	.	PUNCT
sc-1096	97	1	there	there	PRON
sc-1096	97	2	are	be	VERB
sc-1096	97	3	three	three	NUM
sc-1096	97	4	categories	category	NOUN
sc-1096	97	5	of	of	ADP
sc-1096	97	6	learning	learning	NOUN
sc-1096	97	7	:	:	PUNCT
sc-1096	97	8	supervised	supervised	ADJ
sc-1096	97	9	,	,	PUNCT
sc-1096	97	10	unsupervised	unsupervised	ADJ
sc-1096	97	11	,	,	PUNCT
sc-1096	97	12	and	and	CCONJ
sc-1096	97	13	reinforcement	reinforcement	NOUN
sc-1096	97	14	learning	learning	NOUN
sc-1096	97	15	[	[	X
sc-1096	97	16	27	27	NUM
sc-1096	97	17	]	]	PUNCT
sc-1096	97	18	.	.	PUNCT
sc-1096	98	1	our	our	PRON
sc-1096	98	2	approach	approach	NOUN
sc-1096	98	3	uses	use	VERB
sc-1096	98	4	supervised	supervised	ADJ
sc-1096	98	5	learning	learn	VERB
sc-1096	98	6	to	to	PART
sc-1096	98	7	implement	implement	VERB
sc-1096	98	8	the	the	DET
sc-1096	98	9	classification	classification	NOUN
sc-1096	98	10	using	use	VERB
sc-1096	98	11	cnn	cnn	PROPN
sc-1096	98	12	,	,	PUNCT
sc-1096	98	13	which	which	PRON
sc-1096	98	14	is	be	AUX
sc-1096	98	15	a	a	DET
sc-1096	98	16	nn	nn	NOUN
sc-1096	98	17	that	that	PRON
sc-1096	98	18	consists	consist	VERB
sc-1096	98	19	of	of	ADP
sc-1096	98	20	layers	layer	NOUN
sc-1096	98	21	as	as	ADP
sc-1096	98	22	building	build	VERB
sc-1096	98	23	blocks	block	NOUN
sc-1096	98	24	and	and	CCONJ
sc-1096	98	25	uses	use	VERB
sc-1096	98	26	the	the	DET
sc-1096	98	27	convolution	convolution	NOUN
sc-1096	98	28	operation	operation	NOUN
sc-1096	98	29	in	in	ADP
sc-1096	98	30	at	at	ADV
sc-1096	98	31	least	least	ADJ
sc-1096	98	32	one	one	NUM
sc-1096	98	33	of	of	ADP
sc-1096	98	34	the	the	DET
sc-1096	98	35	layers	layer	NOUN
sc-1096	98	36	,	,	PUNCT
sc-1096	98	37	where	where	SCONJ
sc-1096	98	38	the	the	DET
sc-1096	98	39	number	number	NOUN
sc-1096	98	40	of	of	ADP
sc-1096	98	41	layers	layer	NOUN
sc-1096	98	42	represents	represent	VERB
sc-1096	98	43	the	the	DET
sc-1096	98	44	depth	depth	NOUN
sc-1096	98	45	of	of	ADP
sc-1096	98	46	the	the	DET
sc-1096	98	47	network	network	NOUN
sc-1096	98	48	.	.	PUNCT
sc-1096	99	1	if	if	SCONJ
sc-1096	99	2	the	the	DET
sc-1096	99	3	number	number	NOUN
sc-1096	99	4	is	be	AUX
sc-1096	99	5	large	large	ADJ
sc-1096	99	6	,	,	PUNCT
sc-1096	99	7	the	the	DET
sc-1096	99	8	network	network	NOUN
sc-1096	99	9	will	will	AUX
sc-1096	99	10	be	be	AUX
sc-1096	99	11	called	call	VERB
sc-1096	99	12	a	a	DET
sc-1096	99	13	deep	deep	ADJ
sc-1096	99	14	neural	neural	ADJ
sc-1096	99	15	network	network	NOUN
sc-1096	99	16	with	with	ADP
sc-1096	99	17	many	many	ADJ
sc-1096	99	18	hidden	hidden	ADJ
sc-1096	99	19	layers	layer	NOUN
sc-1096	99	20	.	.	PUNCT
sc-1096	100	1	it	it	PRON
sc-1096	100	2	can	can	AUX
sc-1096	100	3	learn	learn	VERB
sc-1096	100	4	features	feature	NOUN
sc-1096	100	5	directly	directly	ADV
sc-1096	100	6	from	from	ADP
sc-1096	100	7	image	image	NOUN
sc-1096	100	8	data	datum	NOUN
sc-1096	100	9	.	.	PUNCT
sc-1096	101	1	cnn	cnn	PROPN
sc-1096	101	2	is	be	AUX
sc-1096	101	3	used	use	VERB
sc-1096	101	4	to	to	PART
sc-1096	101	5	train	train	VERB
sc-1096	101	6	a	a	DET
sc-1096	101	7	dataset	dataset	NOUN
sc-1096	101	8	divided	divide	VERB
sc-1096	101	9	into	into	ADP
sc-1096	101	10	a	a	DET
sc-1096	101	11	training	training	NOUN
sc-1096	101	12	set	set	NOUN
sc-1096	101	13	,	,	PUNCT
sc-1096	101	14	which	which	PRON
sc-1096	101	15	is	be	AUX
sc-1096	101	16	a	a	DET
sc-1096	101	17	set	set	NOUN
sc-1096	101	18	of	of	ADP
sc-1096	101	19	images	image	NOUN
sc-1096	101	20	that	that	PRON
sc-1096	101	21	corresponds	correspond	VERB
sc-1096	101	22	to	to	ADP
sc-1096	101	23	predefined	predefined	ADJ
sc-1096	101	24	classes	class	NOUN
sc-1096	101	25	(	(	PUNCT
sc-1096	101	26	or	or	CCONJ
sc-1096	101	27	labels	label	NOUN
sc-1096	101	28	)	)	PUNCT
sc-1096	101	29	,	,	PUNCT
sc-1096	101	30	and	and	CCONJ
sc-1096	101	31	a	a	DET
sc-1096	101	32	validation	validation	NOUN
sc-1096	101	33	set	set	VERB
sc-1096	101	34	to	to	PART
sc-1096	101	35	estimate	estimate	VERB
sc-1096	101	36	the	the	DET
sc-1096	101	37	performance	performance	NOUN
sc-1096	101	38	of	of	ADP
sc-1096	101	39	the	the	DET
sc-1096	101	40	model	model	NOUN
sc-1096	101	41	.	.	PUNCT
sc-1096	102	1	cnn	cnn	PROPN
sc-1096	102	2	uses	use	VERB
sc-1096	102	3	the	the	DET
sc-1096	102	4	training	training	NOUN
sc-1096	102	5	set	set	VERB
sc-1096	102	6	as	as	ADP
sc-1096	102	7	labelled	label	VERB
sc-1096	102	8	inputoutput	inputoutput	NOUN
sc-1096	102	9	pairs	pair	NOUN
sc-1096	102	10	and	and	CCONJ
sc-1096	102	11	performs	perform	VERB
sc-1096	102	12	training	training	NOUN
sc-1096	102	13	based	base	VERB
sc-1096	102	14	on	on	ADP
sc-1096	102	15	learning	learn	VERB
sc-1096	102	16	given	give	VERB
sc-1096	102	17	examples	example	NOUN
sc-1096	102	18	,	,	PUNCT
sc-1096	102	19	then	then	ADV
sc-1096	102	20	it	it	PRON
sc-1096	102	21	predicts	predict	VERB
sc-1096	102	22	the	the	DET
sc-1096	102	23	appropriate	appropriate	ADJ
sc-1096	102	24	output	output	NOUN
sc-1096	102	25	for	for	ADP
sc-1096	102	26	a	a	DET
sc-1096	102	27	given	give	VERB
sc-1096	102	28	input	input	NOUN
sc-1096	102	29	.	.	PUNCT
sc-1096	103	1	in	in	ADP
sc-1096	103	2	order	order	NOUN
sc-1096	103	3	to	to	PART
sc-1096	103	4	obtain	obtain	VERB
sc-1096	103	5	a	a	DET
sc-1096	103	6	good	good	ADJ
sc-1096	103	7	prediction	prediction	NOUN
sc-1096	103	8	performance	performance	NOUN
sc-1096	103	9	,	,	PUNCT
sc-1096	103	10	the	the	DET
sc-1096	103	11	training	training	NOUN
sc-1096	103	12	methods	method	NOUN
sc-1096	103	13	need	need	VERB
sc-1096	103	14	to	to	PART
sc-1096	103	15	optimize	optimize	VERB
sc-1096	103	16	the	the	DET
sc-1096	103	17	weights	weight	NOUN
sc-1096	103	18	of	of	ADP
sc-1096	103	19	each	each	DET
sc-1096	103	20	neuron	neuron	NOUN
sc-1096	103	21	-	-	PUNCT
sc-1096	103	22	connection	connection	NOUN
sc-1096	103	23	and	and	CCONJ
sc-1096	103	24	to	to	PART
sc-1096	103	25	calculate	calculate	VERB
sc-1096	103	26	the	the	DET
sc-1096	103	27	results	result	NOUN
sc-1096	103	28	to	to	PART
sc-1096	103	29	become	become	VERB
sc-1096	103	30	as	as	ADV
sc-1096	103	31	close	close	ADJ
sc-1096	103	32	as	as	ADP
sc-1096	103	33	the	the	DET
sc-1096	103	34	expected	expected	ADJ
sc-1096	103	35	class	class	NOUN
sc-1096	103	36	.	.	PUNCT
sc-1096	104	1	most	most	ADJ
sc-1096	104	2	of	of	ADP
sc-1096	104	3	cnn	cnn	PROPN
sc-1096	104	4	contains	contain	VERB
sc-1096	104	5	the	the	DET
sc-1096	104	6	convolution	convolution	NOUN
sc-1096	104	7	,	,	PUNCT
sc-1096	104	8	pooling	pooling	NOUN
sc-1096	104	9	,	,	PUNCT
sc-1096	104	10	fully	fully	ADV
sc-1096	104	11	connected	connect	VERB
sc-1096	104	12	,	,	PUNCT
sc-1096	104	13	and	and	CCONJ
sc-1096	104	14	softmax	softmax	ADJ
sc-1096	104	15	layers	layer	NOUN
sc-1096	104	16	as	as	ADP
sc-1096	104	17	building	build	VERB
sc-1096	104	18	blocks	block	NOUN
sc-1096	104	19	,	,	PUNCT
sc-1096	104	20	and	and	CCONJ
sc-1096	104	21	they	they	PRON
sc-1096	104	22	are	be	AUX
sc-1096	104	23	defined	define	VERB
sc-1096	104	24	as	as	SCONJ
sc-1096	104	25	follows	follow	VERB
sc-1096	104	26	:	:	PUNCT
sc-1096	104	27	•	•	NUM
sc-1096	104	28	cnn	cnn	PROPN
sc-1096	104	29	:	:	PUNCT
sc-1096	104	30	the	the	DET
sc-1096	104	31	advantage	advantage	NOUN
sc-1096	104	32	of	of	ADP
sc-1096	104	33	the	the	DET
sc-1096	104	34	convolutional	convolutional	ADJ
sc-1096	104	35	layer	layer	NOUN
sc-1096	104	36	,	,	PUNCT
sc-1096	104	37	especially	especially	ADV
sc-1096	104	38	in	in	ADP
sc-1096	104	39	classification	classification	NOUN
sc-1096	104	40	,	,	PUNCT
sc-1096	104	41	is	be	AUX
sc-1096	104	42	that	that	SCONJ
sc-1096	104	43	the	the	DET
sc-1096	104	44	kernel	kernel	NOUN
sc-1096	104	45	acts	act	VERB
sc-1096	104	46	as	as	ADP
sc-1096	104	47	a	a	DET
sc-1096	104	48	filter	filter	NOUN
sc-1096	104	49	,	,	PUNCT
sc-1096	104	50	sweeps	sweep	VERB
sc-1096	104	51	the	the	DET
sc-1096	104	52	image	image	NOUN
sc-1096	104	53	in	in	ADP
sc-1096	104	54	all	all	DET
sc-1096	104	55	directions	direction	NOUN
sc-1096	104	56	,	,	PUNCT
sc-1096	104	57	and	and	CCONJ
sc-1096	104	58	catches	catch	VERB
sc-1096	104	59	the	the	DET
sc-1096	104	60	features	feature	NOUN
sc-1096	104	61	by	by	ADP
sc-1096	104	62	making	make	VERB
sc-1096	104	63	the	the	DET
sc-1096	104	64	process	process	NOUN
sc-1096	104	65	shift	shift	NOUN
sc-1096	104	66	-	-	PUNCT
sc-1096	104	67	invariant	invariant	ADJ
sc-1096	104	68	.	.	PUNCT
sc-1096	105	1	these	these	DET
sc-1096	105	2	filters	filter	NOUN
sc-1096	105	3	are	be	AUX
sc-1096	105	4	applied	apply	VERB
sc-1096	105	5	to	to	ADP
sc-1096	105	6	each	each	DET
sc-1096	105	7	image	image	NOUN
sc-1096	105	8	to	to	PART
sc-1096	105	9	activate	activate	VERB
sc-1096	105	10	unique	unique	ADJ
sc-1096	105	11	features	feature	NOUN
sc-1096	105	12	(	(	PUNCT
sc-1096	105	13	like	like	ADP
sc-1096	105	14	edges	edge	NOUN
sc-1096	105	15	,	,	PUNCT
sc-1096	105	16	blobs	blob	NOUN
sc-1096	105	17	,	,	PUNCT
sc-1096	105	18	colours	colour	NOUN
sc-1096	105	19	,	,	PUNCT
sc-1096	105	20	brightness	brightness	NOUN
sc-1096	105	21	,	,	PUNCT
sc-1096	105	22	etc	etc	X
sc-1096	105	23	.	.	X
sc-1096	105	24	)	)	PUNCT
sc-1096	105	25	,	,	PUNCT
sc-1096	105	26	then	then	ADV
sc-1096	105	27	the	the	DET
sc-1096	105	28	output	output	NOUN
sc-1096	105	29	of	of	ADP
sc-1096	105	30	each	each	DET
sc-1096	105	31	layer	layer	NOUN
sc-1096	105	32	is	be	AUX
sc-1096	105	33	used	use	VERB
sc-1096	105	34	as	as	ADP
sc-1096	105	35	an	an	DET
sc-1096	105	36	input	input	NOUN
sc-1096	105	37	to	to	ADP
sc-1096	105	38	the	the	DET
sc-1096	105	39	consequent	consequent	ADJ
sc-1096	105	40	layer	layer	NOUN
sc-1096	105	41	.	.	PUNCT
sc-1096	106	1	•	•	NOUN
sc-1096	106	2	pooling	pool	VERB
sc-1096	106	3	layer	layer	NOUN
sc-1096	106	4	:	:	PUNCT
sc-1096	106	5	it	it	PRON
sc-1096	106	6	is	be	AUX
sc-1096	106	7	added	add	VERB
sc-1096	106	8	usually	usually	ADV
sc-1096	106	9	between	between	ADP
sc-1096	106	10	the	the	DET
sc-1096	106	11	consecutive	consecutive	ADJ
sc-1096	106	12	convolutional	convolutional	ADJ
sc-1096	106	13	layers	layer	NOUN
sc-1096	106	14	.	.	PUNCT
sc-1096	107	1	it	it	PRON
sc-1096	107	2	simplifies	simplify	VERB
sc-1096	107	3	the	the	DET
sc-1096	107	4	output	output	NOUN
sc-1096	107	5	by	by	ADP
sc-1096	107	6	reducing	reduce	VERB
sc-1096	107	7	the	the	DET
sc-1096	107	8	size	size	NOUN
sc-1096	107	9	of	of	ADP
sc-1096	107	10	the	the	DET
sc-1096	107	11	matrices	matrix	NOUN
sc-1096	107	12	and	and	CCONJ
sc-1096	107	13	gives	give	VERB
sc-1096	107	14	a	a	DET
sc-1096	107	15	general	general	ADJ
sc-1096	107	16	look	look	NOUN
sc-1096	107	17	to	to	ADP
sc-1096	107	18	the	the	DET
sc-1096	107	19	image	image	NOUN
sc-1096	107	20	,	,	PUNCT
sc-1096	107	21	so	so	CCONJ
sc-1096	107	22	the	the	DET
sc-1096	107	23	resulting	result	VERB
sc-1096	107	24	matrix	matrix	NOUN
sc-1096	107	25	is	be	AUX
sc-1096	107	26	smaller	small	ADJ
sc-1096	107	27	than	than	ADP
sc-1096	107	28	the	the	DET
sc-1096	107	29	image	image	NOUN
sc-1096	107	30	matrix	matrix	NOUN
sc-1096	107	31	,	,	PUNCT
sc-1096	107	32	but	but	CCONJ
sc-1096	107	33	it	it	PRON
sc-1096	107	34	contains	contain	VERB
sc-1096	107	35	the	the	DET
sc-1096	107	36	most	most	ADV
sc-1096	107	37	prominent	prominent	ADJ
sc-1096	107	38	features	feature	NOUN
sc-1096	107	39	.	.	PUNCT
sc-1096	108	1	usually	usually	ADV
sc-1096	108	2	,	,	PUNCT
sc-1096	108	3	maximum	maximum	ADJ
sc-1096	108	4	or	or	CCONJ
sc-1096	108	5	average	average	ADJ
sc-1096	108	6	functions	function	NOUN
sc-1096	108	7	are	be	AUX
sc-1096	108	8	used	use	VERB
sc-1096	108	9	for	for	ADP
sc-1096	108	10	pooling	pool	VERB
sc-1096	108	11	in	in	ADP
sc-1096	108	12	popular	popular	ADJ
sc-1096	108	13	cnn	cnn	PROPN
sc-1096	108	14	architectures	architecture	NOUN
sc-1096	108	15	[	[	X
sc-1096	108	16	28	28	NUM
sc-1096	108	17	]	]	PUNCT
sc-1096	108	18	.	.	PUNCT
sc-1096	109	1	•	•	NUM
sc-1096	109	2	fully	fully	ADV
sc-1096	109	3	connected	connect	VERB
sc-1096	109	4	(	(	PUNCT
sc-1096	109	5	fc	fc	INTJ
sc-1096	109	6	)	)	PUNCT
sc-1096	109	7	layer	layer	NOUN
sc-1096	109	8	:	:	PUNCT
sc-1096	109	9	it	it	PRON
sc-1096	109	10	is	be	AUX
sc-1096	109	11	the	the	DET
sc-1096	109	12	last	last	ADJ
sc-1096	109	13	layer	layer	NOUN
sc-1096	109	14	in	in	ADP
sc-1096	109	15	cnn	cnn	PROPN
sc-1096	109	16	,	,	PUNCT
sc-1096	109	17	which	which	PRON
sc-1096	109	18	is	be	AUX
sc-1096	109	19	used	use	VERB
sc-1096	109	20	to	to	PART
sc-1096	109	21	flatten	flatten	VERB
sc-1096	109	22	the	the	DET
sc-1096	109	23	2d	2d	NUM
sc-1096	109	24	spatial	spatial	ADJ
sc-1096	109	25	features	feature	NOUN
sc-1096	109	26	into	into	ADP
sc-1096	109	27	a	a	DET
sc-1096	109	28	1d	1d	NUM
sc-1096	109	29	vector	vector	NOUN
sc-1096	109	30	and	and	CCONJ
sc-1096	109	31	perform	perform	VERB
sc-1096	109	32	the	the	DET
sc-1096	109	33	learning	learning	NOUN
sc-1096	109	34	.	.	PUNCT
sc-1096	110	1	•	•	NUM
sc-1096	110	2	softmax	softmax	NOUN
sc-1096	110	3	layer	layer	NOUN
sc-1096	110	4	calculates	calculate	VERB
sc-1096	110	5	the	the	DET
sc-1096	110	6	probability	probability	NOUN
sc-1096	110	7	for	for	ADP
sc-1096	110	8	each	each	DET
sc-1096	110	9	label	label	NOUN
sc-1096	110	10	in	in	ADP
sc-1096	110	11	the	the	DET
sc-1096	110	12	dataset	dataset	NOUN
sc-1096	110	13	as	as	ADP
sc-1096	110	14	an	an	DET
sc-1096	110	15	output	output	NOUN
sc-1096	110	16	of	of	ADP
sc-1096	110	17	the	the	DET
sc-1096	110	18	model	model	NOUN
sc-1096	110	19	.	.	PUNCT
sc-1096	111	1	4	4	X
sc-1096	111	2	.	.	NOUN
sc-1096	111	3	method	method	NOUN
sc-1096	111	4	to	to	PART
sc-1096	111	5	put	put	VERB
sc-1096	111	6	the	the	DET
sc-1096	111	7	previous	previous	ADJ
sc-1096	111	8	concepts	concept	NOUN
sc-1096	111	9	,	,	PUNCT
sc-1096	111	10	namely	namely	ADV
sc-1096	111	11	ai	ai	VERB
sc-1096	111	12	,	,	PUNCT
sc-1096	111	13	ce	ce	PROPN
sc-1096	111	14	,	,	PUNCT
sc-1096	111	15	and	and	CCONJ
sc-1096	111	16	circular	circular	ADJ
sc-1096	111	17	smart	smart	ADJ
sc-1096	111	18	cities	city	NOUN
sc-1096	111	19	together	together	ADV
sc-1096	111	20	in	in	ADP
sc-1096	111	21	practice	practice	NOUN
sc-1096	111	22	,	,	PUNCT
sc-1096	111	23	we	we	PRON
sc-1096	111	24	used	use	VERB
sc-1096	111	25	the	the	DET
sc-1096	111	26	following	follow	VERB
sc-1096	111	27	technical	technical	ADJ
sc-1096	111	28	aspects	aspect	NOUN
sc-1096	111	29	.	.	PUNCT
sc-1096	112	1	deep	deep	ADJ
sc-1096	112	2	learning	learning	NOUN
sc-1096	112	3	usually	usually	ADV
sc-1096	112	4	requires	require	VERB
sc-1096	112	5	being	be	AUX
sc-1096	112	6	trained	train	VERB
sc-1096	112	7	on	on	ADP
sc-1096	112	8	a	a	DET
sc-1096	112	9	huge	huge	ADJ
sc-1096	112	10	amount	amount	NOUN
sc-1096	112	11	of	of	ADP
sc-1096	112	12	data	datum	NOUN
sc-1096	112	13	on	on	ADP
sc-1096	112	14	neural	neural	ADJ
sc-1096	112	15	networks	network	NOUN
sc-1096	112	16	.	.	PUNCT
sc-1096	113	1	to	to	PART
sc-1096	113	2	design	design	VERB
sc-1096	113	3	a	a	DET
sc-1096	113	4	cnn	cnn	NOUN
sc-1096	113	5	from	from	ADP
sc-1096	113	6	scratch	scratch	NOUN
sc-1096	113	7	,	,	PUNCT
sc-1096	113	8	the	the	DET
sc-1096	113	9	network	network	NOUN
sc-1096	113	10	architecture	architecture	NOUN
sc-1096	113	11	should	should	AUX
sc-1096	113	12	be	be	AUX
sc-1096	113	13	well	well	ADV
sc-1096	113	14	-	-	PUNCT
sc-1096	113	15	designed	design	VERB
sc-1096	113	16	,	,	PUNCT
sc-1096	113	17	including	include	VERB
sc-1096	113	18	the	the	DET
sc-1096	113	19	number	number	NOUN
sc-1096	113	20	of	of	ADP
sc-1096	113	21	layers	layer	NOUN
sc-1096	113	22	,	,	PUNCT
sc-1096	113	23	the	the	DET
sc-1096	113	24	number	number	NOUN
sc-1096	113	25	and	and	CCONJ
sc-1096	113	26	specification	specification	NOUN
sc-1096	113	27	of	of	ADP
sc-1096	113	28	filters	filter	NOUN
sc-1096	113	29	,	,	PUNCT
sc-1096	113	30	besides	besides	SCONJ
sc-1096	113	31	tuning	tune	VERB
sc-1096	113	32	the	the	DET
sc-1096	113	33	training	training	NOUN
sc-1096	113	34	parameters	parameter	NOUN
sc-1096	113	35	like	like	ADP
sc-1096	113	36	learning	learn	VERB
sc-1096	113	37	rate	rate	NOUN
sc-1096	113	38	,	,	PUNCT
sc-1096	113	39	optimizers	optimizer	NOUN
sc-1096	113	40	,	,	PUNCT
sc-1096	113	41	and	and	CCONJ
sc-1096	113	42	activation	activation	NOUN
sc-1096	113	43	functions	function	NOUN
sc-1096	113	44	.	.	PUNCT
sc-1096	114	1	next	next	ADV
sc-1096	114	2	,	,	PUNCT
sc-1096	114	3	this	this	DET
sc-1096	114	4	network	network	NOUN
sc-1096	114	5	should	should	AUX
sc-1096	114	6	be	be	AUX
sc-1096	114	7	trained	train	VERB
sc-1096	114	8	for	for	ADP
sc-1096	114	9	a	a	DET
sc-1096	114	10	relatively	relatively	ADV
sc-1096	114	11	long	long	ADJ
sc-1096	114	12	time	time	NOUN
sc-1096	114	13	on	on	ADP
sc-1096	114	14	a	a	DET
sc-1096	114	15	huge	huge	ADJ
sc-1096	114	16	dataset	dataset	NOUN
sc-1096	114	17	.	.	PUNCT
sc-1096	115	1	a	a	DET
sc-1096	115	2	promising	promising	ADJ
sc-1096	115	3	alternative	alternative	NOUN
sc-1096	115	4	to	to	ADP
sc-1096	115	5	designing	design	VERB
sc-1096	115	6	from	from	ADP
sc-1096	115	7	scratch	scratch	NOUN
sc-1096	115	8	is	be	AUX
sc-1096	115	9	using	use	VERB
sc-1096	115	10	the	the	DET
sc-1096	115	11	transfer	transfer	NOUN
sc-1096	115	12	learning	learning	NOUN
sc-1096	115	13	technique	technique	NOUN
sc-1096	115	14	[	[	X
sc-1096	115	15	29	29	NUM
sc-1096	115	16	]	]	PUNCT
sc-1096	115	17	.	.	PUNCT
sc-1096	116	1	transfer	transfer	NOUN
sc-1096	116	2	learning	learning	NOUN
sc-1096	116	3	uses	uses	AUX
sc-1096	116	4	previously	previously	ADV
sc-1096	116	5	learned	learn	VERB
sc-1096	116	6	knowledge	knowledge	NOUN
sc-1096	116	7	from	from	ADP
sc-1096	116	8	a	a	DET
sc-1096	116	9	source	source	NOUN
sc-1096	116	10	task	task	NOUN
sc-1096	116	11	and	and	CCONJ
sc-1096	116	12	transfers	transfer	VERB
sc-1096	116	13	them	they	PRON
sc-1096	116	14	to	to	ADP
sc-1096	116	15	the	the	DET
sc-1096	116	16	target	target	NOUN
sc-1096	116	17	task	task	NOUN
sc-1096	116	18	.	.	PUNCT
sc-1096	117	1	it	it	PRON
sc-1096	117	2	is	be	AUX
sc-1096	117	3	a	a	DET
sc-1096	117	4	special	special	ADJ
sc-1096	117	5	ai	ai	NOUN
sc-1096	117	6	technique	technique	NOUN
sc-1096	117	7	that	that	PRON
sc-1096	117	8	helps	help	VERB
sc-1096	117	9	a	a	DET
sc-1096	117	10	system	system	NOUN
sc-1096	117	11	adapt	adapt	VERB
sc-1096	117	12	to	to	ADP
sc-1096	117	13	new	new	ADJ
sc-1096	117	14	circumstances	circumstance	NOUN
sc-1096	117	15	that	that	PRON
sc-1096	117	16	allow	allow	VERB
sc-1096	117	17	processing	processing	NOUN
sc-1096	117	18	data	datum	NOUN
sc-1096	117	19	,	,	PUNCT
sc-1096	117	20	extracting	extract	VERB
sc-1096	117	21	features	feature	NOUN
sc-1096	117	22	,	,	PUNCT
sc-1096	117	23	and	and	CCONJ
sc-1096	117	24	making	make	VERB
sc-1096	117	25	predictions	prediction	NOUN
sc-1096	117	26	.	.	PUNCT
sc-1096	118	1	pre	pre	VERB
sc-1096	118	2	-	-	ADJ
sc-1096	118	3	trained	train	VERB
sc-1096	118	4	models	model	NOUN
sc-1096	118	5	are	be	AUX
sc-1096	118	6	rich	rich	ADJ
sc-1096	118	7	with	with	ADP
sc-1096	118	8	feature	feature	NOUN
sc-1096	118	9	representations	representation	NOUN
sc-1096	118	10	because	because	SCONJ
sc-1096	118	11	they	they	PRON
sc-1096	118	12	were	be	AUX
sc-1096	118	13	trained	train	VERB
sc-1096	118	14	on	on	ADP
sc-1096	118	15	a	a	DET
sc-1096	118	16	large	large	ADJ
sc-1096	118	17	number	number	NOUN
sc-1096	118	18	of	of	ADP
sc-1096	118	19	images	image	NOUN
sc-1096	118	20	.	.	PUNCT
sc-1096	119	1	our	our	PRON
sc-1096	119	2	study	study	NOUN
sc-1096	119	3	uses	use	VERB
sc-1096	119	4	transfer	transfer	NOUN
sc-1096	119	5	learning	learning	NOUN
sc-1096	119	6	by	by	ADP
sc-1096	119	7	freezing	freeze	VERB
sc-1096	119	8	the	the	DET
sc-1096	119	9	transferred	transfer	VERB
sc-1096	119	10	parameters	parameter	NOUN
sc-1096	119	11	from	from	ADP
sc-1096	119	12	a	a	DET
sc-1096	119	13	pre	pre	ADJ
sc-1096	119	14	-	-	ADJ
sc-1096	119	15	trained	train	VERB
sc-1096	119	16	model	model	NOUN
sc-1096	119	17	,	,	PUNCT
sc-1096	119	18	particularly	particularly	ADV
sc-1096	119	19	alexnet	alexnet	NOUN
sc-1096	119	20	that	that	PRON
sc-1096	119	21	was	be	AUX
sc-1096	119	22	introduced	introduce	VERB
sc-1096	119	23	by	by	ADP
sc-1096	119	24	[	[	X
sc-1096	119	25	30	30	NUM
sc-1096	119	26	]	]	PUNCT
sc-1096	119	27	,	,	PUNCT
sc-1096	119	28	which	which	PRON
sc-1096	119	29	classifies	classify	VERB
sc-1096	119	30	one	one	NUM
sc-1096	119	31	million	million	NUM
sc-1096	119	32	high	high	ADJ
sc-1096	119	33	-	-	PUNCT
sc-1096	119	34	resolution	resolution	NOUN
sc-1096	119	35	images	image	NOUN
sc-1096	119	36	(	(	PUNCT
sc-1096	119	37	imagenet	imagenet	NOUN
sc-1096	119	38	)	)	PUNCT
sc-1096	119	39	into	into	ADP
sc-1096	119	40	one	one	NUM
sc-1096	119	41	thousand	thousand	NUM
sc-1096	119	42	labels	label	NOUN
sc-1096	119	43	.	.	PUNCT
sc-1096	120	1	it	it	PRON
sc-1096	120	2	is	be	AUX
sc-1096	120	3	a	a	DET
sc-1096	120	4	deep	deep	ADJ
sc-1096	120	5	convolutional	convolutional	ADJ
sc-1096	120	6	neural	neural	ADJ
sc-1096	120	7	network	network	NOUN
sc-1096	120	8	that	that	PRON
sc-1096	120	9	consists	consist	VERB
sc-1096	120	10	of	of	ADP
sc-1096	120	11	650,000	650,000	NUM
sc-1096	120	12	neurons	neuron	NOUN
sc-1096	120	13	,	,	PUNCT
sc-1096	120	14	60	60	NUM
sc-1096	120	15	million	million	NUM
sc-1096	120	16	parameters	parameter	NOUN
sc-1096	120	17	,	,	PUNCT
sc-1096	120	18	and	and	CCONJ
sc-1096	120	19	630	630	NUM
sc-1096	120	20	million	million	NUM
sc-1096	120	21	connections	connection	NOUN
sc-1096	120	22	.	.	PUNCT
sc-1096	121	1	its	its	PRON
sc-1096	121	2	architecture	architecture	NOUN
sc-1096	121	3	consists	consist	VERB
sc-1096	121	4	of	of	ADP
sc-1096	121	5	eight	eight	NUM
sc-1096	121	6	layers	layer	NOUN
sc-1096	121	7	,	,	PUNCT
sc-1096	121	8	including	include	VERB
sc-1096	121	9	five	five	NUM
sc-1096	121	10	convolutional	convolutional	ADJ
sc-1096	121	11	layers	layer	NOUN
sc-1096	121	12	,	,	PUNCT
sc-1096	121	13	and	and	CCONJ
sc-1096	121	14	three	three	NUM
sc-1096	121	15	fully	fully	ADV
sc-1096	121	16	connected	connected	ADJ
sc-1096	121	17	layers	layer	NOUN
sc-1096	121	18	,	,	PUNCT
sc-1096	121	19	besides	besides	SCONJ
sc-1096	121	20	three	three	NUM
sc-1096	121	21	pooling	pool	VERB
sc-1096	121	22	operations	operation	NOUN
sc-1096	121	23	,	,	PUNCT
sc-1096	121	24	as	as	SCONJ
sc-1096	121	25	shown	show	VERB
sc-1096	121	26	in	in	ADP
sc-1096	121	27	figure	figure	NOUN
sc-1096	121	28	3	3	NUM
sc-1096	121	29	for	for	ADP
sc-1096	121	30	the	the	DET
sc-1096	121	31	original	original	ADJ
sc-1096	121	32	model	model	NOUN
sc-1096	121	33	.	.	PUNCT
sc-1096	122	1	in	in	ADP
sc-1096	122	2	standard	standard	ADJ
sc-1096	122	3	alexnet	alexnet	ADJ
sc-1096	122	4	architecture	architecture	NOUN
sc-1096	122	5	,	,	PUNCT
sc-1096	122	6	the	the	DET
sc-1096	122	7	first	first	ADJ
sc-1096	122	8	two	two	NUM
sc-1096	122	9	convolutional	convolutional	ADJ
sc-1096	122	10	layers	layer	NOUN
sc-1096	122	11	are	be	AUX
sc-1096	122	12	followed	follow	VERB
sc-1096	122	13	by	by	ADP
sc-1096	122	14	an	an	DET
sc-1096	122	15	overlapping	overlap	VERB
sc-1096	122	16	max	max	NOUN
sc-1096	122	17	-	-	PUNCT
sc-1096	122	18	pooling	pool	VERB
sc-1096	122	19	layer	layer	NOUN
sc-1096	122	20	,	,	PUNCT
sc-1096	122	21	the	the	DET
sc-1096	122	22	other	other	ADJ
sc-1096	122	23	three	three	NUM
sc-1096	122	24	convolutional	convolutional	ADJ
sc-1096	122	25	layers	layer	NOUN
sc-1096	122	26	are	be	AUX
sc-1096	122	27	connected	connect	VERB
sc-1096	122	28	directly	directly	ADV
sc-1096	122	29	,	,	PUNCT
sc-1096	122	30	and	and	CCONJ
sc-1096	122	31	the	the	DET
sc-1096	122	32	final	final	ADJ
sc-1096	122	33	convolutional	convolutional	ADJ
sc-1096	122	34	layer	layer	NOUN
sc-1096	122	35	is	be	AUX
sc-1096	122	36	followed	follow	VERB
sc-1096	122	37	by	by	ADP
sc-1096	122	38	a	a	DET
sc-1096	122	39	max	max	PROPN
sc-1096	122	40	-	-	PUNCT
sc-1096	122	41	pooling	pool	VERB
sc-1096	122	42	layer	layer	NOUN
sc-1096	122	43	.	.	PUNCT
sc-1096	123	1	alexnet	alexnet	PROPN
sc-1096	123	2	has	have	AUX
sc-1096	123	3	been	be	AUX
sc-1096	123	4	used	use	VERB
sc-1096	123	5	extensively	extensively	ADV
sc-1096	123	6	in	in	ADP
sc-1096	123	7	the	the	DET
sc-1096	123	8	research	research	NOUN
sc-1096	123	9	due	due	ADP
sc-1096	123	10	to	to	ADP
sc-1096	123	11	its	its	PRON
sc-1096	123	12	simple	simple	ADJ
sc-1096	123	13	,	,	PUNCT
sc-1096	123	14	and	and	CCONJ
sc-1096	123	15	not	not	PART
sc-1096	123	16	-	-	PUNCT
sc-1096	123	17	so	so	ADV
sc-1096	123	18	-	-	PUNCT
sc-1096	123	19	deep	deep	ADJ
sc-1096	123	20	architecture	architecture	NOUN
sc-1096	123	21	.	.	PUNCT
sc-1096	124	1	one	one	NUM
sc-1096	124	2	of	of	ADP
sc-1096	124	3	the	the	DET
sc-1096	124	4	main	main	ADJ
sc-1096	124	5	characteristics	characteristic	NOUN
sc-1096	124	6	of	of	ADP
sc-1096	124	7	alexnet	alexnet	NOUN
sc-1096	124	8	is	be	AUX
sc-1096	124	9	using	use	VERB
sc-1096	124	10	rectified	rectify	VERB
sc-1096	124	11	linear	linear	ADJ
sc-1096	124	12	unit	unit	NOUN
sc-1096	124	13	(	(	PUNCT
sc-1096	124	14	relu	relu	NOUN
sc-1096	124	15	)	)	PUNCT
sc-1096	124	16	activation	activation	NOUN
sc-1096	124	17	function	function	NOUN
sc-1096	124	18	that	that	PRON
sc-1096	124	19	leads	lead	VERB
sc-1096	124	20	to	to	ADP
sc-1096	124	21	faster	fast	ADJ
sc-1096	124	22	training	training	NOUN
sc-1096	124	23	than	than	ADP
sc-1096	124	24	other	other	ADJ
sc-1096	124	25	activation	activation	NOUN
sc-1096	124	26	functions	function	NOUN
sc-1096	124	27	like	like	ADP
sc-1096	124	28	sigmoid	sigmoid	NOUN
sc-1096	124	29	or	or	CCONJ
sc-1096	124	30	tanh	tanh	NOUN
sc-1096	124	31	.	.	PUNCT
sc-1096	125	1	it	it	PRON
sc-1096	125	2	is	be	AUX
sc-1096	125	3	an	an	DET
sc-1096	125	4	effective	effective	ADJ
sc-1096	125	5	activation	activation	NOUN
sc-1096	125	6	function	function	NOUN
sc-1096	125	7	that	that	PRON
sc-1096	125	8	maps	map	VERB
sc-1096	125	9	the	the	DET
sc-1096	125	10	negative	negative	ADJ
sc-1096	125	11	values	value	NOUN
sc-1096	125	12	with	with	ADP
sc-1096	125	13	zeros	zero	NOUN
sc-1096	125	14	and	and	CCONJ
sc-1096	125	15	maintains	maintain	VERB
sc-1096	125	16	positive	positive	ADJ
sc-1096	125	17	values	value	NOUN
sc-1096	125	18	.	.	PUNCT
sc-1096	126	1	another	another	DET
sc-1096	126	2	advantage	advantage	NOUN
sc-1096	126	3	of	of	ADP
sc-1096	126	4	using	use	VERB
sc-1096	126	5	alexnet	alexnet	NOUN
sc-1096	126	6	that	that	SCONJ
sc-1096	126	7	it	it	PRON
sc-1096	126	8	has	have	VERB
sc-1096	126	9	a	a	DET
sc-1096	126	10	dropout	dropout	NOUN
sc-1096	126	11	layer	layer	NOUN
sc-1096	126	12	.	.	PUNCT
sc-1096	127	1	cnn	cnn	PROPN
sc-1096	127	2	has	have	VERB
sc-1096	127	3	a	a	DET
sc-1096	127	4	huge	huge	ADJ
sc-1096	127	5	number	number	NOUN
sc-1096	127	6	of	of	ADP
sc-1096	127	7	parameters	parameter	NOUN
sc-1096	127	8	that	that	PRON
sc-1096	127	9	can	can	AUX
sc-1096	127	10	cause	cause	VERB
sc-1096	127	11	overfitting	overfitting	NOUN
sc-1096	127	12	,	,	PUNCT
sc-1096	127	13	which	which	PRON
sc-1096	127	14	can	can	AUX
sc-1096	127	15	be	be	AUX
sc-1096	127	16	prevented	prevent	VERB
sc-1096	127	17	by	by	ADP
sc-1096	127	18	regulating	regulate	VERB
sc-1096	127	19	the	the	DET
sc-1096	127	20	network	network	NOUN
sc-1096	127	21	to	to	PART
sc-1096	127	22	memorize	memorize	VERB
sc-1096	127	23	them	they	PRON
sc-1096	127	24	too	too	ADV
sc-1096	127	25	much	much	ADV
sc-1096	127	26	.	.	PUNCT
sc-1096	128	1	practically	practically	ADV
sc-1096	128	2	,	,	PUNCT
sc-1096	128	3	it	it	PRON
sc-1096	128	4	can	can	AUX
sc-1096	128	5	be	be	AUX
sc-1096	128	6	implemented	implement	VERB
sc-1096	128	7	by	by	ADP
sc-1096	128	8	randomly	randomly	ADV
sc-1096	128	9	stopping	stop	VERB
sc-1096	128	10	the	the	DET
sc-1096	128	11	neuron	neuron	NOUN
sc-1096	128	12	’s	’s	PART
sc-1096	128	13	contribution	contribution	NOUN
sc-1096	128	14	eai	eai	PROPN
sc-1096	128	15	endorsed	endorse	VERB
sc-1096	128	16	transactions	transaction	NOUN
sc-1096	128	17	on	on	ADP
sc-1096	128	18	smart	smart	ADJ
sc-1096	128	19	cities	city	NOUN
sc-1096	128	20	08	08	NUM
sc-1096	128	21	2021	2021	NUM
sc-1096	128	22	10	10	NUM
sc-1096	128	23	2021	2021	NUM
sc-1096	128	24	|	|	ADV
sc-1096	128	25	volume	volume	NOUN
sc-1096	128	26	5	5	NUM
sc-1096	128	27	|	|	ADV
sc-1096	128	28	issue	issue	NOUN
sc-1096	128	29	16	16	NUM
sc-1096	128	30	|	|	NOUN
sc-1096	128	31	e1	e1	NOUN
sc-1096	128	32	transfer	transfer	NOUN
sc-1096	128	33	learning	learning	NOUN
sc-1096	128	34	-	-	PUNCT
sc-1096	128	35	based	base	VERB
sc-1096	128	36	method	method	NOUN
sc-1096	128	37	for	for	ADP
sc-1096	128	38	automated	automate	VERB
sc-1096	128	39	e	e	NOUN
sc-1096	128	40	-	-	NOUN
sc-1096	128	41	waste	waste	ADJ
sc-1096	128	42	recycling	recycling	NOUN
sc-1096	128	43	in	in	ADP
sc-1096	128	44	smart	smart	ADJ
sc-1096	128	45	cities	city	NOUN
sc-1096	128	46	5	5	NUM
sc-1096	128	47	in	in	ADP
sc-1096	128	48	forward	forward	ADV
sc-1096	128	49	or	or	CCONJ
sc-1096	128	50	backward	backward	ADJ
sc-1096	128	51	propagation	propagation	NOUN
sc-1096	128	52	,	,	PUNCT
sc-1096	128	53	leading	lead	VERB
sc-1096	128	54	to	to	ADP
sc-1096	128	55	dropping	drop	VERB
sc-1096	128	56	the	the	DET
sc-1096	128	57	units	unit	NOUN
sc-1096	128	58	with	with	ADP
sc-1096	128	59	their	their	PRON
sc-1096	128	60	connection	connection	NOUN
sc-1096	128	61	during	during	ADP
sc-1096	128	62	training	training	NOUN
sc-1096	128	63	[	[	X
sc-1096	128	64	31	31	NUM
sc-1096	128	65	]	]	PUNCT
sc-1096	128	66	.	.	PUNCT
sc-1096	129	1	for	for	ADP
sc-1096	129	2	implementation	implementation	NOUN
sc-1096	129	3	,	,	PUNCT
sc-1096	129	4	we	we	PRON
sc-1096	129	5	created	create	VERB
sc-1096	129	6	the	the	DET
sc-1096	129	7	dataset	dataset	NOUN
sc-1096	129	8	manually	manually	ADV
sc-1096	129	9	from	from	ADP
sc-1096	129	10	the	the	DET
sc-1096	129	11	internet	internet	NOUN
sc-1096	129	12	.	.	PUNCT
sc-1096	130	1	it	it	PRON
sc-1096	130	2	contains	contain	VERB
sc-1096	130	3	650	650	NUM
sc-1096	130	4	rgb	rgb	PROPN
sc-1096	130	5	images	image	NOUN
sc-1096	130	6	.	.	PUNCT
sc-1096	131	1	the	the	DET
sc-1096	131	2	computing	computing	NOUN
sc-1096	131	3	environment	environment	NOUN
sc-1096	131	4	was	be	AUX
sc-1096	131	5	matlab	matlab	PROPN
sc-1096	131	6	r2020b	r2020b	PROPN
sc-1096	131	7	with	with	ADP
sc-1096	131	8	a	a	DET
sc-1096	131	9	deep	deep	ADJ
sc-1096	131	10	learning	learning	NOUN
sc-1096	131	11	toolbox	toolbox	NOUN
sc-1096	131	12	was	be	AUX
sc-1096	131	13	used	use	VERB
sc-1096	131	14	for	for	ADP
sc-1096	131	15	implementation	implementation	NOUN
sc-1096	131	16	installed	instal	VERB
sc-1096	131	17	on	on	ADP
sc-1096	131	18	a	a	DET
sc-1096	131	19	laptop	laptop	NOUN
sc-1096	131	20	used	use	VERB
sc-1096	131	21	windows	window	NOUN
sc-1096	131	22	10	10	NUM
sc-1096	131	23	(	(	PUNCT
sc-1096	131	24	64	64	NUM
sc-1096	131	25	bits	bit	NOUN
sc-1096	131	26	)	)	PUNCT
sc-1096	131	27	equipped	equip	VERB
sc-1096	131	28	with	with	ADP
sc-1096	131	29	i5	i5	NOUN
sc-1096	131	30	processor	processor	NOUN
sc-1096	131	31	,	,	PUNCT
sc-1096	131	32	and	and	CCONJ
sc-1096	131	33	requires	require	VERB
sc-1096	131	34	matlab	matlab	PROPN
sc-1096	131	35	parallel	parallel	ADJ
sc-1096	131	36	computing	computing	NOUN
sc-1096	131	37	toolbox	toolbox	NOUN
sc-1096	131	38	with	with	ADP
sc-1096	131	39	cuda	cuda	NOUN
sc-1096	131	40	(	(	PUNCT
sc-1096	131	41	which	which	PRON
sc-1096	131	42	is	be	AUX
sc-1096	131	43	a	a	DET
sc-1096	131	44	parallel	parallel	ADJ
sc-1096	131	45	computing	computing	NOUN
sc-1096	131	46	platform	platform	NOUN
sc-1096	131	47	and	and	CCONJ
sc-1096	131	48	programming	programming	NOUN
sc-1096	131	49	model	model	NOUN
sc-1096	131	50	developed	develop	VERB
sc-1096	131	51	by	by	ADP
sc-1096	131	52	nvidia	nvidia	PROPN
sc-1096	131	53	for	for	ADP
sc-1096	131	54	general	general	ADJ
sc-1096	131	55	computing	computing	NOUN
sc-1096	131	56	on	on	ADP
sc-1096	131	57	a	a	DET
sc-1096	131	58	graphics	graphic	NOUN
sc-1096	131	59	processing	processing	NOUN
sc-1096	131	60	unit	unit	NOUN
sc-1096	131	61	(	(	PUNCT
sc-1096	131	62	gpu	gpu	PROPN
sc-1096	131	63	)	)	PUNCT
sc-1096	131	64	)	)	PUNCT
sc-1096	131	65	of	of	ADP
sc-1096	131	66	asus	asus	PROPN
sc-1096	131	67	nvidia	nvidia	PROPN
sc-1096	131	68	geforce	geforce	PROPN
sc-1096	131	69	rtx	rtx	PROPN
sc-1096	131	70	2070s	2070s	NUM
sc-1096	131	71	8	8	NUM
sc-1096	131	72	gb	gb	NOUN
sc-1096	131	73	for	for	ADP
sc-1096	131	74	the	the	DET
sc-1096	131	75	acceleration	acceleration	NOUN
sc-1096	131	76	of	of	ADP
sc-1096	131	77	training	training	NOUN
sc-1096	131	78	process	process	NOUN
sc-1096	131	79	.	.	PUNCT
sc-1096	132	1	the	the	DET
sc-1096	132	2	dataset	dataset	NOUN
sc-1096	132	3	consists	consist	VERB
sc-1096	132	4	of	of	ADP
sc-1096	132	5	12	12	NUM
sc-1096	132	6	smartphone	smartphone	NOUN
sc-1096	132	7	models	model	NOUN
sc-1096	132	8	,	,	PUNCT
sc-1096	132	9	a	a	DET
sc-1096	132	10	relatively	relatively	ADV
sc-1096	132	11	small	small	ADJ
sc-1096	132	12	dataset	dataset	NOUN
sc-1096	132	13	,	,	PUNCT
sc-1096	132	14	from	from	ADP
sc-1096	132	15	6	6	NUM
sc-1096	132	16	brands	brand	NOUN
sc-1096	132	17	,	,	PUNCT
sc-1096	132	18	namely	namely	ADV
sc-1096	132	19	acer	acer	NOUN
sc-1096	132	20	,	,	PUNCT
sc-1096	132	21	htc	htc	PROPN
sc-1096	132	22	,	,	PUNCT
sc-1096	132	23	huawei	huawei	PROPN
sc-1096	132	24	,	,	PUNCT
sc-1096	132	25	apple	apple	NOUN
sc-1096	132	26	,	,	PUNCT
sc-1096	132	27	lg	lg	NOUN
sc-1096	132	28	,	,	PUNCT
sc-1096	132	29	and	and	CCONJ
sc-1096	132	30	samsung	samsung	PROPN
sc-1096	132	31	.	.	PUNCT
sc-1096	133	1	since	since	SCONJ
sc-1096	133	2	most	most	ADJ
sc-1096	133	3	of	of	ADP
sc-1096	133	4	the	the	DET
sc-1096	133	5	frontside	frontside	NOUN
sc-1096	133	6	of	of	ADP
sc-1096	133	7	smartphones	smartphone	NOUN
sc-1096	133	8	look	look	VERB
sc-1096	133	9	similar	similar	ADJ
sc-1096	133	10	recently	recently	ADV
sc-1096	133	11	,	,	PUNCT
sc-1096	133	12	we	we	PRON
sc-1096	133	13	collected	collect	VERB
sc-1096	133	14	images	image	NOUN
sc-1096	133	15	that	that	PRON
sc-1096	133	16	focus	focus	VERB
sc-1096	133	17	on	on	ADP
sc-1096	133	18	the	the	DET
sc-1096	133	19	backside	backside	NOUN
sc-1096	133	20	where	where	SCONJ
sc-1096	133	21	unique	unique	ADJ
sc-1096	133	22	features	feature	NOUN
sc-1096	133	23	like	like	ADP
sc-1096	133	24	the	the	DET
sc-1096	133	25	logo	logo	NOUN
sc-1096	133	26	,	,	PUNCT
sc-1096	133	27	camera	camera	NOUN
sc-1096	133	28	lenses	lense	NOUN
sc-1096	133	29	are	be	AUX
sc-1096	133	30	distinguished	distinguish	VERB
sc-1096	133	31	.	.	PUNCT
sc-1096	134	1	the	the	DET
sc-1096	134	2	dataset	dataset	NOUN
sc-1096	134	3	is	be	AUX
sc-1096	134	4	split	split	VERB
sc-1096	134	5	into	into	ADP
sc-1096	134	6	80	80	NUM
sc-1096	134	7	%	%	NOUN
sc-1096	134	8	for	for	ADP
sc-1096	134	9	the	the	DET
sc-1096	134	10	training	training	NOUN
sc-1096	134	11	set	set	NOUN
sc-1096	134	12	and	and	CCONJ
sc-1096	134	13	20	20	NUM
sc-1096	134	14	%	%	NOUN
sc-1096	134	15	for	for	ADP
sc-1096	134	16	the	the	DET
sc-1096	134	17	validation	validation	NOUN
sc-1096	134	18	set	set	NOUN
sc-1096	134	19	.	.	PUNCT
sc-1096	135	1	figure	figure	NOUN
sc-1096	135	2	2	2	NUM
sc-1096	135	3	shows	show	VERB
sc-1096	135	4	an	an	DET
sc-1096	135	5	example	example	NOUN
sc-1096	135	6	of	of	ADP
sc-1096	135	7	a	a	DET
sc-1096	135	8	subset	subset	NOUN
sc-1096	135	9	of	of	ADP
sc-1096	135	10	the	the	DET
sc-1096	135	11	dataset	dataset	NOUN
sc-1096	135	12	.	.	PUNCT
sc-1096	136	1	figure	figure	NOUN
sc-1096	136	2	2	2	NUM
sc-1096	136	3	.	.	NOUN
sc-1096	136	4	example	example	NOUN
sc-1096	136	5	of	of	ADP
sc-1096	136	6	a	a	DET
sc-1096	136	7	subset	subset	NOUN
sc-1096	136	8	of	of	ADP
sc-1096	136	9	the	the	DET
sc-1096	136	10	dataset	dataset	NOUN
sc-1096	136	11	we	we	PRON
sc-1096	136	12	started	start	VERB
sc-1096	136	13	by	by	ADP
sc-1096	136	14	loading	load	VERB
sc-1096	136	15	alexnet	alexnet	NOUN
sc-1096	136	16	,	,	PUNCT
sc-1096	136	17	replacing	replace	VERB
sc-1096	136	18	the	the	DET
sc-1096	136	19	last	last	ADJ
sc-1096	136	20	three	three	NUM
sc-1096	136	21	layers	layer	NOUN
sc-1096	136	22	to	to	PART
sc-1096	136	23	classify	classify	VERB
sc-1096	136	24	12	12	NUM
sc-1096	136	25	labels	label	NOUN
sc-1096	136	26	,	,	PUNCT
sc-1096	136	27	then	then	ADV
sc-1096	136	28	training	train	VERB
sc-1096	136	29	the	the	DET
sc-1096	136	30	network	network	NOUN
sc-1096	136	31	on	on	ADP
sc-1096	136	32	our	our	PRON
sc-1096	136	33	smartphone	smartphone	NOUN
sc-1096	136	34	dataset	dataset	NOUN
sc-1096	136	35	,	,	PUNCT
sc-1096	136	36	finally	finally	ADV
sc-1096	136	37	assessing	assess	VERB
sc-1096	136	38	the	the	DET
sc-1096	136	39	network	network	NOUN
sc-1096	136	40	on	on	ADP
sc-1096	136	41	the	the	DET
sc-1096	136	42	validation	validation	NOUN
sc-1096	136	43	set	set	NOUN
sc-1096	136	44	,	,	PUNCT
sc-1096	136	45	and	and	CCONJ
sc-1096	136	46	checking	check	VERB
sc-1096	136	47	the	the	DET
sc-1096	136	48	performance	performance	NOUN
sc-1096	136	49	.	.	PUNCT
sc-1096	137	1	regarding	regard	VERB
sc-1096	137	2	the	the	DET
sc-1096	137	3	training	training	NOUN
sc-1096	137	4	options	option	NOUN
sc-1096	137	5	,	,	PUNCT
sc-1096	137	6	we	we	PRON
sc-1096	137	7	set	set	VERB
sc-1096	137	8	the	the	DET
sc-1096	137	9	mini	mini	NOUN
sc-1096	137	10	-	-	NOUN
sc-1096	137	11	batch	batch	ADJ
sc-1096	137	12	size	size	NOUN
sc-1096	137	13	to	to	ADP
sc-1096	137	14	64	64	NUM
sc-1096	137	15	,	,	PUNCT
sc-1096	137	16	which	which	PRON
sc-1096	137	17	represents	represent	VERB
sc-1096	137	18	the	the	DET
sc-1096	137	19	number	number	NOUN
sc-1096	137	20	of	of	ADP
sc-1096	137	21	the	the	DET
sc-1096	137	22	subsets	subset	NOUN
sc-1096	137	23	of	of	ADP
sc-1096	137	24	the	the	DET
sc-1096	137	25	training	training	NOUN
sc-1096	137	26	set	set	NOUN
sc-1096	137	27	that	that	PRON
sc-1096	137	28	are	be	AUX
sc-1096	137	29	processed	process	VERB
sc-1096	137	30	on	on	ADP
sc-1096	137	31	gpu	gpu	NOUN
sc-1096	137	32	simultaneously	simultaneously	ADV
sc-1096	137	33	.	.	PUNCT
sc-1096	138	1	after	after	SCONJ
sc-1096	138	2	the	the	DET
sc-1096	138	3	whole	whole	ADJ
sc-1096	138	4	batch	batch	NOUN
sc-1096	138	5	is	be	AUX
sc-1096	138	6	sent	send	VERB
sc-1096	138	7	to	to	ADP
sc-1096	138	8	the	the	DET
sc-1096	138	9	network	network	NOUN
sc-1096	138	10	and	and	CCONJ
sc-1096	138	11	the	the	DET
sc-1096	138	12	error	error	NOUN
sc-1096	138	13	of	of	ADP
sc-1096	138	14	the	the	DET
sc-1096	138	15	batch	batch	NOUN
sc-1096	138	16	is	be	AUX
sc-1096	138	17	propagated	propagate	VERB
sc-1096	138	18	backward	backward	ADV
sc-1096	138	19	into	into	ADP
sc-1096	138	20	the	the	DET
sc-1096	138	21	weights	weight	NOUN
sc-1096	138	22	,	,	PUNCT
sc-1096	138	23	every	every	DET
sc-1096	138	24	weight	weight	NOUN
sc-1096	138	25	in	in	ADP
sc-1096	138	26	the	the	DET
sc-1096	138	27	network	network	NOUN
sc-1096	138	28	is	be	AUX
sc-1096	138	29	being	be	AUX
sc-1096	138	30	updated	update	VERB
sc-1096	138	31	.	.	PUNCT
sc-1096	139	1	higher	high	ADJ
sc-1096	139	2	values	value	NOUN
sc-1096	139	3	of	of	ADP
sc-1096	139	4	batch	batch	NOUN
sc-1096	139	5	-	-	PUNCT
sc-1096	139	6	size	size	NOUN
sc-1096	139	7	lead	lead	NOUN
sc-1096	139	8	to	to	ADP
sc-1096	139	9	better	well	ADJ
sc-1096	139	10	convergence	convergence	NOUN
sc-1096	139	11	and	and	CCONJ
sc-1096	139	12	higher	high	ADJ
sc-1096	139	13	accuracy	accuracy	NOUN
sc-1096	139	14	.	.	PUNCT
sc-1096	140	1	however	however	ADV
sc-1096	140	2	,	,	PUNCT
sc-1096	140	3	it	it	PRON
sc-1096	140	4	is	be	AUX
sc-1096	140	5	limited	limit	VERB
sc-1096	140	6	to	to	ADP
sc-1096	140	7	the	the	DET
sc-1096	140	8	available	available	ADJ
sc-1096	140	9	memory	memory	NOUN
sc-1096	140	10	of	of	ADP
sc-1096	140	11	the	the	DET
sc-1096	140	12	gpu	gpu	NOUN
sc-1096	141	1	[	[	X
sc-1096	141	2	25	25	NUM
sc-1096	141	3	]	]	X
sc-1096	141	4	full	full	ADJ
sc-1096	141	5	pass	pass	NOUN
sc-1096	141	6	of	of	ADP
sc-1096	141	7	training	training	NOUN
sc-1096	141	8	process	process	NOUN
sc-1096	141	9	over	over	ADP
sc-1096	141	10	the	the	DET
sc-1096	141	11	entire	entire	ADJ
sc-1096	141	12	training	training	NOUN
sc-1096	141	13	set	set	NOUN
sc-1096	141	14	uses	use	VERB
sc-1096	141	15	mini	mini	NOUN
sc-1096	141	16	-	-	NOUN
sc-1096	141	17	batches	batch	NOUN
sc-1096	141	18	called	call	VERB
sc-1096	141	19	one	one	NUM
sc-1096	141	20	epoch	epoch	NOUN
sc-1096	141	21	.	.	PUNCT
sc-1096	142	1	to	to	PART
sc-1096	142	2	control	control	VERB
sc-1096	142	3	the	the	DET
sc-1096	142	4	early	early	ADJ
sc-1096	142	5	stop	stop	NOUN
sc-1096	142	6	,	,	PUNCT
sc-1096	142	7	we	we	PRON
sc-1096	142	8	set	set	VERB
sc-1096	142	9	the	the	DET
sc-1096	142	10	max	max	PROPN
sc-1096	142	11	epochs	epoch	NOUN
sc-1096	142	12	as	as	ADP
sc-1096	142	13	30	30	NUM
sc-1096	142	14	,	,	PUNCT
sc-1096	142	15	and	and	CCONJ
sc-1096	142	16	the	the	DET
sc-1096	142	17	training	training	NOUN
sc-1096	142	18	set	set	NOUN
sc-1096	142	19	was	be	AUX
sc-1096	142	20	shuffled	shuffle	VERB
sc-1096	142	21	before	before	ADP
sc-1096	142	22	each	each	DET
sc-1096	142	23	epoch	epoch	NOUN
sc-1096	142	24	.	.	PUNCT
sc-1096	143	1	in	in	ADP
sc-1096	143	2	the	the	DET
sc-1096	143	3	beginning	beginning	NOUN
sc-1096	143	4	,	,	PUNCT
sc-1096	143	5	the	the	DET
sc-1096	143	6	network	network	NOUN
sc-1096	143	7	was	be	AUX
sc-1096	143	8	initialized	initialize	VERB
sc-1096	143	9	with	with	ADP
sc-1096	143	10	frozen	frozen	ADJ
sc-1096	143	11	pre	pre	VERB
sc-1096	143	12	-	-	ADJ
sc-1096	143	13	trained	train	VERB
sc-1096	143	14	weights	weight	NOUN
sc-1096	143	15	for	for	ADP
sc-1096	143	16	all	all	DET
sc-1096	143	17	layers	layer	NOUN
sc-1096	143	18	except	except	SCONJ
sc-1096	143	19	the	the	DET
sc-1096	143	20	last	last	ADJ
sc-1096	143	21	three	three	NUM
sc-1096	143	22	layers	layer	NOUN
sc-1096	143	23	,	,	PUNCT
sc-1096	143	24	as	as	SCONJ
sc-1096	143	25	described	describe	VERB
sc-1096	143	26	in	in	ADP
sc-1096	143	27	previous	previous	ADJ
sc-1096	143	28	work	work	NOUN
sc-1096	143	29	[	[	X
sc-1096	143	30	8	8	NUM
sc-1096	143	31	]	]	PUNCT
sc-1096	143	32	.	.	PUNCT
sc-1096	144	1	the	the	DET
sc-1096	144	2	learnable	learnable	ADJ
sc-1096	144	3	weights	weight	NOUN
sc-1096	144	4	of	of	ADP
sc-1096	144	5	alexnet	alexnet	NOUN
sc-1096	144	6	are	be	AUX
sc-1096	144	7	frozen	freeze	VERB
sc-1096	144	8	in	in	ADP
sc-1096	144	9	the	the	DET
sc-1096	144	10	fully	fully	ADV
sc-1096	144	11	connected	connect	VERB
sc-1096	144	12	layer	layer	NOUN
sc-1096	144	13	.	.	PUNCT
sc-1096	145	1	to	to	PART
sc-1096	145	2	perform	perform	VERB
sc-1096	145	3	the	the	DET
sc-1096	145	4	fine	fine	ADV
sc-1096	145	5	-	-	PUNCT
sc-1096	145	6	tuning	tuning	NOUN
sc-1096	145	7	,	,	PUNCT
sc-1096	145	8	replacing	replace	VERB
sc-1096	145	9	this	this	DET
sc-1096	145	10	layer	layer	NOUN
sc-1096	145	11	with	with	ADP
sc-1096	145	12	a	a	DET
sc-1096	145	13	new	new	ADJ
sc-1096	145	14	fully	fully	ADV
sc-1096	145	15	connected	connect	VERB
sc-1096	145	16	layer	layer	NOUN
sc-1096	145	17	has	have	VERB
sc-1096	145	18	an	an	DET
sc-1096	145	19	output	output	NOUN
sc-1096	145	20	value	value	NOUN
sc-1096	145	21	equal	equal	ADJ
sc-1096	145	22	to	to	ADP
sc-1096	145	23	the	the	DET
sc-1096	145	24	number	number	NOUN
sc-1096	145	25	of	of	ADP
sc-1096	145	26	classes	class	NOUN
sc-1096	145	27	in	in	ADP
sc-1096	145	28	the	the	DET
sc-1096	145	29	new	new	ADJ
sc-1096	145	30	task	task	NOUN
sc-1096	145	31	.	.	PUNCT
sc-1096	146	1	the	the	DET
sc-1096	146	2	details	detail	NOUN
sc-1096	146	3	of	of	ADP
sc-1096	146	4	the	the	DET
sc-1096	146	5	proposed	propose	VERB
sc-1096	146	6	implementation	implementation	NOUN
sc-1096	146	7	are	be	AUX
sc-1096	146	8	presented	present	VERB
sc-1096	146	9	in	in	ADP
sc-1096	146	10	figure	figure	NOUN
sc-1096	146	11	3	3	NUM
sc-1096	146	12	.	.	NOUN
sc-1096	146	13	5	5	NUM
sc-1096	146	14	.	.	NOUN
sc-1096	146	15	results	result	NOUN
sc-1096	146	16	and	and	CCONJ
sc-1096	146	17	discussion	discussion	NOUN
sc-1096	146	18	after	after	ADP
sc-1096	146	19	setting	set	VERB
sc-1096	146	20	the	the	DET
sc-1096	146	21	layers	layer	NOUN
sc-1096	146	22	configuration	configuration	NOUN
sc-1096	146	23	and	and	CCONJ
sc-1096	146	24	the	the	DET
sc-1096	146	25	training	training	NOUN
sc-1096	146	26	options	option	NOUN
sc-1096	146	27	,	,	PUNCT
sc-1096	146	28	the	the	DET
sc-1096	146	29	model	model	NOUN
sc-1096	146	30	is	be	AUX
sc-1096	146	31	ready	ready	ADJ
sc-1096	146	32	for	for	ADP
sc-1096	146	33	prediction	prediction	NOUN
sc-1096	146	34	.	.	PUNCT
sc-1096	147	1	evaluating	evaluate	VERB
sc-1096	147	2	the	the	DET
sc-1096	147	3	performance	performance	NOUN
sc-1096	147	4	of	of	ADP
sc-1096	147	5	the	the	DET
sc-1096	147	6	network	network	NOUN
sc-1096	147	7	is	be	AUX
sc-1096	147	8	a	a	DET
sc-1096	147	9	challenging	challenging	ADJ
sc-1096	147	10	task	task	NOUN
sc-1096	147	11	and	and	CCONJ
sc-1096	147	12	depends	depend	VERB
sc-1096	147	13	on	on	ADP
sc-1096	147	14	the	the	DET
sc-1096	147	15	computational	computational	ADJ
sc-1096	147	16	complexity	complexity	NOUN
sc-1096	147	17	.	.	PUNCT
sc-1096	148	1	we	we	PRON
sc-1096	148	2	performed	perform	VERB
sc-1096	148	3	three	three	NUM
sc-1096	148	4	different	different	ADJ
sc-1096	148	5	experiments	experiment	NOUN
sc-1096	148	6	to	to	PART
sc-1096	148	7	choose	choose	VERB
sc-1096	148	8	the	the	DET
sc-1096	148	9	best	good	ADJ
sc-1096	148	10	parameters	parameter	NOUN
sc-1096	148	11	for	for	ADP
sc-1096	148	12	our	our	PRON
sc-1096	148	13	model	model	NOUN
sc-1096	148	14	with	with	ADP
sc-1096	148	15	a	a	DET
sc-1096	148	16	baseline	baseline	NOUN
sc-1096	148	17	of	of	ADP
sc-1096	148	18	data	datum	NOUN
sc-1096	148	19	augmentation	augmentation	NOUN
sc-1096	148	20	,	,	PUNCT
sc-1096	148	21	optimizers	optimizer	NOUN
sc-1096	148	22	,	,	PUNCT
sc-1096	148	23	and	and	CCONJ
sc-1096	148	24	learning	learn	VERB
sc-1096	148	25	rate	rate	NOUN
sc-1096	148	26	.	.	PUNCT
sc-1096	149	1	5.1	5.1	NUM
sc-1096	149	2	.	.	PUNCT
sc-1096	149	3	baseline	baseline	PROPN
sc-1096	149	4	:	:	PUNCT
sc-1096	149	5	data	datum	NOUN
sc-1096	149	6	augmentation	augmentation	NOUN
sc-1096	149	7	data	datum	NOUN
sc-1096	149	8	augmentation	augmentation	NOUN
sc-1096	149	9	is	be	AUX
sc-1096	149	10	creating	create	VERB
sc-1096	149	11	alternative	alternative	ADJ
sc-1096	149	12	copies	copy	NOUN
sc-1096	149	13	of	of	ADP
sc-1096	149	14	the	the	DET
sc-1096	149	15	original	original	ADJ
sc-1096	149	16	dataset	dataset	NOUN
sc-1096	149	17	by	by	ADP
sc-1096	149	18	adding	add	VERB
sc-1096	149	19	more	more	ADJ
sc-1096	149	20	images	image	NOUN
sc-1096	149	21	effortlessly	effortlessly	ADV
sc-1096	149	22	,	,	PUNCT
sc-1096	149	23	and	and	CCONJ
sc-1096	149	24	it	it	PRON
sc-1096	149	25	is	be	AUX
sc-1096	149	26	mainly	mainly	ADV
sc-1096	149	27	used	use	VERB
sc-1096	149	28	to	to	PART
sc-1096	149	29	alleviate	alleviate	VERB
sc-1096	149	30	small	small	ADJ
sc-1096	149	31	-	-	PUNCT
sc-1096	149	32	size	size	NOUN
sc-1096	149	33	datasets	dataset	NOUN
sc-1096	149	34	and	and	CCONJ
sc-1096	149	35	overfitting	overfitte	VERB
sc-1096	149	36	problems	problem	NOUN
sc-1096	149	37	.	.	PUNCT
sc-1096	150	1	a	a	DET
sc-1096	150	2	significant	significant	ADJ
sc-1096	150	3	factor	factor	NOUN
sc-1096	150	4	that	that	PRON
sc-1096	150	5	should	should	AUX
sc-1096	150	6	be	be	AUX
sc-1096	150	7	evaluated	evaluate	VERB
sc-1096	150	8	is	be	AUX
sc-1096	150	9	a	a	DET
sc-1096	150	10	generalization	generalization	NOUN
sc-1096	150	11	.	.	PUNCT
sc-1096	151	1	if	if	SCONJ
sc-1096	151	2	there	there	PRON
sc-1096	151	3	is	be	VERB
sc-1096	151	4	a	a	DET
sc-1096	151	5	large	large	ADJ
sc-1096	151	6	distance	distance	NOUN
sc-1096	151	7	between	between	ADP
sc-1096	151	8	the	the	DET
sc-1096	151	9	training	training	NOUN
sc-1096	151	10	and	and	CCONJ
sc-1096	151	11	validation	validation	NOUN
sc-1096	151	12	accuracy	accuracy	NOUN
sc-1096	151	13	,	,	PUNCT
sc-1096	151	14	practically	practically	ADV
sc-1096	151	15	happens	happen	VERB
sc-1096	151	16	when	when	SCONJ
sc-1096	151	17	the	the	DET
sc-1096	151	18	model	model	NOUN
sc-1096	151	19	is	be	AUX
sc-1096	151	20	very	very	ADV
sc-1096	151	21	complex	complex	ADJ
sc-1096	151	22	for	for	ADP
sc-1096	151	23	the	the	DET
sc-1096	151	24	available	available	ADJ
sc-1096	151	25	amount	amount	NOUN
sc-1096	151	26	of	of	ADP
sc-1096	151	27	the	the	DET
sc-1096	151	28	training	training	NOUN
sc-1096	151	29	set	set	NOUN
sc-1096	151	30	,	,	PUNCT
sc-1096	151	31	and	and	CCONJ
sc-1096	151	32	the	the	DET
sc-1096	151	33	model	model	NOUN
sc-1096	151	34	is	be	AUX
sc-1096	151	35	not	not	PART
sc-1096	151	36	able	able	ADJ
sc-1096	151	37	to	to	PART
sc-1096	151	38	generalize	generalize	VERB
sc-1096	151	39	,	,	PUNCT
sc-1096	151	40	or	or	CCONJ
sc-1096	151	41	the	the	DET
sc-1096	151	42	so	so	ADV
sc-1096	151	43	-	-	PUNCT
sc-1096	151	44	called	call	VERB
sc-1096	151	45	overfitting	overfitting	NOUN
sc-1096	151	46	.	.	PUNCT
sc-1096	152	1	the	the	DET
sc-1096	152	2	following	follow	VERB
sc-1096	152	3	operations	operation	NOUN
sc-1096	152	4	were	be	AUX
sc-1096	152	5	applied	apply	VERB
sc-1096	152	6	to	to	PART
sc-1096	152	7	perform	perform	VERB
sc-1096	152	8	data	datum	NOUN
sc-1096	152	9	augmentation	augmentation	NOUN
sc-1096	152	10	,	,	PUNCT
sc-1096	152	11	random	random	ADJ
sc-1096	152	12	x	x	SYM
sc-1096	152	13	reflection	reflection	NOUN
sc-1096	152	14	,	,	PUNCT
sc-1096	152	15	random	random	ADJ
sc-1096	152	16	y	y	PROPN
sc-1096	152	17	reflection	reflection	NOUN
sc-1096	152	18	,	,	PUNCT
sc-1096	152	19	random	random	ADJ
sc-1096	152	20	x	x	SYM
sc-1096	152	21	translation	translation	NOUN
sc-1096	152	22	,	,	PUNCT
sc-1096	152	23	random	random	ADJ
sc-1096	152	24	y	y	PROPN
sc-1096	152	25	translation	translation	NOUN
sc-1096	152	26	,	,	PUNCT
sc-1096	152	27	random	random	ADJ
sc-1096	152	28	x	x	NOUN
sc-1096	152	29	scale	scale	NOUN
sc-1096	152	30	,	,	PUNCT
sc-1096	152	31	random	random	ADJ
sc-1096	152	32	y	y	NOUN
sc-1096	152	33	scale	scale	NOUN
sc-1096	152	34	,	,	PUNCT
sc-1096	152	35	random	random	ADJ
sc-1096	152	36	x	x	NOUN
sc-1096	152	37	shear	shear	NOUN
sc-1096	152	38	,	,	PUNCT
sc-1096	152	39	random	random	ADJ
sc-1096	152	40	y	y	PROPN
sc-1096	152	41	shear	shear	NOUN
sc-1096	152	42	,	,	PUNCT
sc-1096	152	43	where	where	SCONJ
sc-1096	152	44	the	the	DET
sc-1096	152	45	scale	scale	NOUN
sc-1096	152	46	range	range	NOUN
sc-1096	152	47	is	be	AUX
sc-1096	152	48	[	[	X
sc-1096	152	49	0.9	0.9	NUM
sc-1096	152	50	1.1	1.1	NUM
sc-1096	152	51	]	]	PUNCT
sc-1096	152	52	and	and	CCONJ
sc-1096	152	53	the	the	DET
sc-1096	152	54	translation	translation	NOUN
sc-1096	152	55	and	and	CCONJ
sc-1096	152	56	shear	shear	NOUN
sc-1096	152	57	range	range	NOUN
sc-1096	152	58	is	be	AUX
sc-1096	152	59	[	[	X
sc-1096	152	60	-50	-50	PROPN
sc-1096	152	61	50	50	NUM
sc-1096	152	62	]	]	PUNCT
sc-1096	152	63	pixel	pixel	PROPN
sc-1096	152	64	.	.	PUNCT
sc-1096	153	1	an	an	DET
sc-1096	153	2	example	example	NOUN
sc-1096	153	3	of	of	ADP
sc-1096	153	4	our	our	PRON
sc-1096	153	5	dataset	dataset	NOUN
sc-1096	153	6	augmentation	augmentation	NOUN
sc-1096	153	7	can	can	AUX
sc-1096	153	8	be	be	AUX
sc-1096	153	9	seen	see	VERB
sc-1096	153	10	in	in	ADP
sc-1096	153	11	figure	figure	NOUN
sc-1096	153	12	4	4	NUM
sc-1096	153	13	.	.	PUNCT
sc-1096	154	1	as	as	ADP
sc-1096	154	2	a	a	DET
sc-1096	154	3	result	result	NOUN
sc-1096	154	4	,	,	PUNCT
sc-1096	154	5	each	each	DET
sc-1096	154	6	image	image	NOUN
sc-1096	154	7	is	be	AUX
sc-1096	154	8	multiplied	multiply	VERB
sc-1096	154	9	by	by	ADP
sc-1096	154	10	9	9	NUM
sc-1096	154	11	to	to	PART
sc-1096	154	12	get	get	VERB
sc-1096	154	13	5850	5850	NUM
sc-1096	154	14	images	image	NOUN
sc-1096	154	15	in	in	ADP
sc-1096	154	16	the	the	DET
sc-1096	154	17	dataset	dataset	NOUN
sc-1096	154	18	,	,	PUNCT
sc-1096	154	19	including	include	VERB
sc-1096	154	20	the	the	DET
sc-1096	154	21	original	original	ADJ
sc-1096	154	22	unchanged	unchanged	ADJ
sc-1096	154	23	set	set	NOUN
sc-1096	154	24	.	.	PUNCT
sc-1096	155	1	eai	eai	PROPN
sc-1096	155	2	endorsed	endorse	VERB
sc-1096	155	3	transactions	transaction	NOUN
sc-1096	155	4	on	on	ADP
sc-1096	155	5	smart	smart	ADJ
sc-1096	155	6	cities	city	NOUN
sc-1096	155	7	08	08	NUM
sc-1096	155	8	2021	2021	NUM
sc-1096	155	9	10	10	NUM
sc-1096	155	10	2021	2021	NUM
sc-1096	155	11	|	|	ADV
sc-1096	155	12	volume	volume	NOUN
sc-1096	155	13	5	5	NUM
sc-1096	155	14	|	|	ADV
sc-1096	155	15	issue	issue	NOUN
sc-1096	155	16	16	16	NUM
sc-1096	155	17	|	|	ADV
sc-1096	155	18	e1	e1	PROPN
sc-1096	155	19	nermeen	nermeen	NOUN
sc-1096	155	20	abou	abou	PROPN
sc-1096	155	21	baker	baker	PROPN
sc-1096	155	22	et	et	PROPN
sc-1096	155	23	al	al	PROPN
sc-1096	155	24	.	.	PROPN
sc-1096	155	25	6	6	NUM
sc-1096	155	26	figure	figure	NOUN
sc-1096	155	27	3	3	NUM
sc-1096	155	28	.	.	PUNCT
sc-1096	156	1	the	the	DET
sc-1096	156	2	implementation	implementation	NOUN
sc-1096	156	3	diagram	diagram	NOUN
sc-1096	156	4	of	of	ADP
sc-1096	156	5	the	the	DET
sc-1096	156	6	original	original	ADJ
sc-1096	156	7	alexnet	alexnet	ADJ
sc-1096	156	8	architecture	architecture	NOUN
sc-1096	156	9	and	and	CCONJ
sc-1096	156	10	the	the	DET
sc-1096	156	11	fine	fine	ADV
sc-1096	156	12	-	-	PUNCT
sc-1096	156	13	tuned	tune	VERB
sc-1096	156	14	model	model	NOUN
sc-1096	156	15	5.2	5.2	NUM
sc-1096	156	16	.	.	PUNCT
sc-1096	157	1	baseline	baseline	PROPN
sc-1096	157	2	:	:	PUNCT
sc-1096	158	1	optimizers	optimizer	NOUN
sc-1096	158	2	choosing	choose	VERB
sc-1096	158	3	the	the	DET
sc-1096	158	4	right	right	ADJ
sc-1096	158	5	optimizer	optimizer	NOUN
sc-1096	158	6	can	can	AUX
sc-1096	158	7	help	help	VERB
sc-1096	158	8	to	to	PART
sc-1096	158	9	reach	reach	VERB
sc-1096	158	10	the	the	DET
sc-1096	158	11	global	global	ADJ
sc-1096	158	12	minima	minima	PROPN
sc-1096	158	13	,	,	PUNCT
sc-1096	158	14	reduce	reduce	VERB
sc-1096	158	15	the	the	DET
sc-1096	158	16	loss	loss	NOUN
sc-1096	158	17	function	function	NOUN
sc-1096	158	18	,	,	PUNCT
sc-1096	158	19	and	and	CCONJ
sc-1096	158	20	set	set	VERB
sc-1096	158	21	up	up	ADP
sc-1096	158	22	the	the	DET
sc-1096	158	23	correct	correct	ADJ
sc-1096	158	24	parameters	parameter	NOUN
sc-1096	158	25	.	.	PUNCT
sc-1096	159	1	the	the	DET
sc-1096	159	2	loss	loss	NOUN
sc-1096	159	3	function	function	NOUN
sc-1096	159	4	is	be	AUX
sc-1096	159	5	one	one	NUM
sc-1096	159	6	of	of	ADP
sc-1096	159	7	the	the	DET
sc-1096	159	8	most	most	ADV
sc-1096	159	9	important	important	ADJ
sc-1096	159	10	metrics	metric	NOUN
sc-1096	159	11	for	for	ADP
sc-1096	159	12	testing	test	VERB
sc-1096	159	13	the	the	DET
sc-1096	159	14	network	network	NOUN
sc-1096	159	15	performance	performance	NOUN
sc-1096	159	16	,	,	PUNCT
sc-1096	159	17	which	which	PRON
sc-1096	159	18	represents	represent	VERB
sc-1096	159	19	the	the	DET
sc-1096	159	20	difference	difference	NOUN
sc-1096	159	21	between	between	ADP
sc-1096	159	22	the	the	DET
sc-1096	159	23	predicted	predict	VERB
sc-1096	159	24	output	output	NOUN
sc-1096	159	25	and	and	CCONJ
sc-1096	159	26	the	the	DET
sc-1096	159	27	target	target	NOUN
sc-1096	159	28	class	class	NOUN
sc-1096	159	29	.	.	PUNCT
sc-1096	160	1	to	to	PART
sc-1096	160	2	minimize	minimize	VERB
sc-1096	160	3	the	the	DET
sc-1096	160	4	loss	loss	NOUN
sc-1096	160	5	function	function	NOUN
sc-1096	160	6	,	,	PUNCT
sc-1096	160	7	the	the	DET
sc-1096	160	8	gradient	gradient	ADJ
sc-1096	160	9	descent	descent	NOUN
sc-1096	160	10	updates	update	VERB
sc-1096	160	11	the	the	DET
sc-1096	160	12	weights	weight	NOUN
sc-1096	160	13	and	and	CCONJ
sc-1096	160	14	biases	bias	NOUN
sc-1096	160	15	of	of	ADP
sc-1096	160	16	the	the	DET
sc-1096	160	17	network	network	NOUN
sc-1096	160	18	by	by	ADP
sc-1096	160	19	taking	take	VERB
sc-1096	160	20	small	small	ADJ
sc-1096	160	21	steps	step	NOUN
sc-1096	160	22	at	at	ADP
sc-1096	160	23	each	each	DET
sc-1096	160	24	iteration	iteration	NOUN
sc-1096	160	25	of	of	ADP
sc-1096	160	26	the	the	DET
sc-1096	160	27	opposite	opposite	ADJ
sc-1096	160	28	direction	direction	NOUN
sc-1096	160	29	of	of	ADP
sc-1096	160	30	the	the	DET
sc-1096	160	31	gradient	gradient	NOUN
sc-1096	160	32	.	.	PUNCT
sc-1096	161	1	to	to	PART
sc-1096	161	2	set	set	VERB
sc-1096	161	3	the	the	DET
sc-1096	161	4	training	training	NOUN
sc-1096	161	5	options	option	NOUN
sc-1096	161	6	,	,	PUNCT
sc-1096	161	7	we	we	PRON
sc-1096	161	8	tested	test	VERB
sc-1096	161	9	three	three	NUM
sc-1096	161	10	popular	popular	ADJ
sc-1096	161	11	optimizers	optimizer	NOUN
sc-1096	161	12	.	.	PUNCT
sc-1096	162	1	gradient	gradient	ADJ
sc-1096	162	2	descent	descent	NOUN
sc-1096	162	3	considers	consider	VERB
sc-1096	162	4	the	the	DET
sc-1096	162	5	whole	whole	ADJ
sc-1096	162	6	data	datum	NOUN
sc-1096	162	7	at	at	ADP
sc-1096	162	8	one	one	NUM
sc-1096	162	9	time	time	NOUN
sc-1096	162	10	that	that	PRON
sc-1096	162	11	leads	lead	VERB
sc-1096	162	12	to	to	PART
sc-1096	162	13	redundant	redundant	VERB
sc-1096	162	14	and	and	CCONJ
sc-1096	162	15	inefficient	inefficient	ADJ
sc-1096	162	16	computation	computation	NOUN
sc-1096	162	17	,	,	PUNCT
sc-1096	162	18	but	but	CCONJ
sc-1096	162	19	stochastic	stochastic	ADJ
sc-1096	162	20	gradient	gradient	ADJ
sc-1096	162	21	descent	descent	NOUN
sc-1096	162	22	(	(	PUNCT
sc-1096	162	23	sgd	sgd	NOUN
sc-1096	162	24	)	)	PUNCT
sc-1096	162	25	computes	compute	VERB
sc-1096	162	26	random	random	ADJ
sc-1096	162	27	selection	selection	NOUN
sc-1096	162	28	or	or	CCONJ
sc-1096	162	29	small	small	ADJ
sc-1096	162	30	subset	subset	NOUN
sc-1096	162	31	instead	instead	ADV
sc-1096	162	32	.	.	PUNCT
sc-1096	163	1	however	however	ADV
sc-1096	163	2	,	,	PUNCT
sc-1096	163	3	sgd	sgd	PROPN
sc-1096	163	4	may	may	AUX
sc-1096	163	5	oscillate	oscillate	VERB
sc-1096	163	6	along	along	ADP
sc-1096	163	7	the	the	DET
sc-1096	163	8	path	path	NOUN
sc-1096	163	9	of	of	ADP
sc-1096	163	10	steepest	steep	ADJ
sc-1096	163	11	descent	descent	NOUN
sc-1096	163	12	towards	towards	ADP
sc-1096	163	13	the	the	DET
sc-1096	163	14	optimum	optimum	NOUN
sc-1096	163	15	,	,	PUNCT
sc-1096	163	16	where	where	SCONJ
sc-1096	163	17	the	the	DET
sc-1096	163	18	surface	surface	NOUN
sc-1096	163	19	curves	curve	NOUN
sc-1096	163	20	have	have	VERB
sc-1096	163	21	more	more	ADJ
sc-1096	163	22	steeply	steeply	ADV
sc-1096	163	23	on	on	ADP
sc-1096	163	24	the	the	DET
sc-1096	163	25	dimension	dimension	NOUN
sc-1096	163	26	.	.	PUNCT
sc-1096	164	1	the	the	DET
sc-1096	164	2	momentum	momentum	NOUN
sc-1096	164	3	alternatively	alternatively	ADV
sc-1096	164	4	helps	help	VERB
sc-1096	164	5	to	to	PART
sc-1096	164	6	accelerate	accelerate	VERB
sc-1096	164	7	sgd	sgd	NOUN
sc-1096	164	8	towards	towards	ADP
sc-1096	164	9	the	the	DET
sc-1096	164	10	local	local	ADJ
sc-1096	164	11	minima	minima	NOUN
sc-1096	164	12	and	and	CCONJ
sc-1096	164	13	reduce	reduce	VERB
sc-1096	164	14	oscillations	oscillation	NOUN
sc-1096	164	15	.	.	PUNCT
sc-1096	165	1	sgd	sgd	VERB
sc-1096	165	2	with	with	ADP
sc-1096	165	3	momentum	momentum	NOUN
sc-1096	165	4	,	,	PUNCT
sc-1096	165	5	or	or	CCONJ
sc-1096	165	6	sgdm	sgdm	NOUN
sc-1096	165	7	,	,	PUNCT
sc-1096	165	8	uses	use	VERB
sc-1096	165	9	a	a	DET
sc-1096	165	10	single	single	ADJ
sc-1096	165	11	learning	learning	NOUN
sc-1096	165	12	rate	rate	NOUN
sc-1096	165	13	for	for	ADP
sc-1096	165	14	all	all	DET
sc-1096	165	15	parameters	parameter	NOUN
sc-1096	165	16	,	,	PUNCT
sc-1096	165	17	whereas	whereas	SCONJ
sc-1096	165	18	rmsprop	rmsprop	NOUN
sc-1096	165	19	(	(	PUNCT
sc-1096	165	20	which	which	PRON
sc-1096	165	21	is	be	AUX
sc-1096	165	22	a	a	DET
sc-1096	165	23	gradient	gradient	NOUN
sc-1096	165	24	-	-	PUNCT
sc-1096	165	25	based	base	VERB
sc-1096	165	26	optimization	optimization	NOUN
sc-1096	165	27	technique	technique	NOUN
sc-1096	165	28	used	use	VERB
sc-1096	165	29	in	in	ADP
sc-1096	165	30	training	train	VERB
sc-1096	165	31	neural	neural	ADJ
sc-1096	165	32	networks	network	NOUN
sc-1096	165	33	)	)	PUNCT
sc-1096	165	34	tries	try	VERB
sc-1096	165	35	to	to	PART
sc-1096	165	36	improve	improve	VERB
sc-1096	165	37	the	the	DET
sc-1096	165	38	network	network	NOUN
sc-1096	165	39	performance	performance	NOUN
sc-1096	165	40	by	by	ADP
sc-1096	165	41	adapting	adapt	VERB
sc-1096	165	42	learning	learn	VERB
sc-1096	165	43	rates	rate	NOUN
sc-1096	165	44	by	by	ADP
sc-1096	165	45	parameter	parameter	NOUN
sc-1096	165	46	to	to	PART
sc-1096	165	47	optimize	optimize	VERB
sc-1096	165	48	the	the	DET
sc-1096	165	49	loss	loss	NOUN
sc-1096	165	50	function	function	NOUN
sc-1096	165	51	[	[	X
sc-1096	165	52	32	32	NUM
sc-1096	165	53	]	]	PUNCT
sc-1096	165	54	.	.	PUNCT
sc-1096	166	1	in	in	ADP
sc-1096	166	2	comparison	comparison	NOUN
sc-1096	166	3	,	,	PUNCT
sc-1096	166	4	the	the	DET
sc-1096	166	5	adaptive	adaptive	ADJ
sc-1096	166	6	learning	learning	NOUN
sc-1096	166	7	rate	rate	NOUN
sc-1096	166	8	optimization	optimization	NOUN
sc-1096	166	9	algorithm	algorithm	NOUN
sc-1096	166	10	(	(	PUNCT
sc-1096	166	11	adam	adam	PROPN
sc-1096	166	12	)	)	PUNCT
sc-1096	166	13	computes	compute	VERB
sc-1096	166	14	individual	individual	ADJ
sc-1096	166	15	adaptive	adaptive	ADJ
sc-1096	166	16	learning	learning	NOUN
sc-1096	166	17	rates	rate	NOUN
sc-1096	166	18	and	and	CCONJ
sc-1096	166	19	momentum	momentum	NOUN
sc-1096	166	20	to	to	PART
sc-1096	166	21	converge	converge	VERB
sc-1096	166	22	faster	fast	ADV
sc-1096	166	23	.	.	PUNCT
sc-1096	167	1	it	it	PRON
sc-1096	167	2	uses	use	VERB
sc-1096	167	3	an	an	DET
sc-1096	167	4	estimation	estimation	NOUN
sc-1096	167	5	of	of	ADP
sc-1096	167	6	the	the	DET
sc-1096	167	7	first	first	ADJ
sc-1096	167	8	and	and	CCONJ
sc-1096	167	9	second	second	ADJ
sc-1096	167	10	moments	moment	NOUN
sc-1096	167	11	of	of	ADP
sc-1096	167	12	the	the	DET
sc-1096	167	13	gradient	gradient	NOUN
sc-1096	167	14	to	to	PART
sc-1096	167	15	adapt	adapt	VERB
sc-1096	167	16	the	the	DET
sc-1096	167	17	learning	learning	NOUN
sc-1096	167	18	rate	rate	NOUN
sc-1096	167	19	for	for	ADP
sc-1096	167	20	each	each	DET
sc-1096	167	21	weight	weight	NOUN
sc-1096	167	22	[	[	X
sc-1096	167	23	33	33	NUM
sc-1096	167	24	]	]	PUNCT
sc-1096	167	25	.	.	PUNCT
sc-1096	168	1	we	we	PRON
sc-1096	168	2	performed	perform	VERB
sc-1096	168	3	seven	seven	NUM
sc-1096	168	4	learning	learn	VERB
sc-1096	168	5	trials	trial	NOUN
sc-1096	168	6	and	and	CCONJ
sc-1096	168	7	table	table	NOUN
sc-1096	168	8	1	1	NUM
sc-1096	168	9	shows	show	VERB
sc-1096	168	10	the	the	DET
sc-1096	168	11	accuracy	accuracy	NOUN
sc-1096	168	12	range	range	NOUN
sc-1096	168	13	of	of	ADP
sc-1096	168	14	each	each	DET
sc-1096	168	15	method	method	NOUN
sc-1096	168	16	.	.	PUNCT
sc-1096	169	1	table	table	NOUN
sc-1096	169	2	1	1	NUM
sc-1096	169	3	.	.	PUNCT
sc-1096	170	1	the	the	DET
sc-1096	170	2	accuracy	accuracy	NOUN
sc-1096	170	3	mean	mean	NOUN
sc-1096	170	4	and	and	CCONJ
sc-1096	170	5	standard	standard	ADJ
sc-1096	170	6	deviation	deviation	NOUN
sc-1096	170	7	of	of	ADP
sc-1096	170	8	each	each	DET
sc-1096	170	9	method	method	NOUN
sc-1096	170	10	.	.	PUNCT
sc-1096	171	1	implementations	implementation	NOUN
sc-1096	171	2	3e-4	3e-4	PROPN
sc-1096	171	3	accuracy	accuracy	NOUN
sc-1096	171	4	sgdm	sgdm	VERB
sc-1096	171	5	98.3505	98.3505	NUM
sc-1096	171	6	±	±	NUM
sc-1096	171	7	2.0155	2.0155	NUM
sc-1096	171	8	adam	adam	PROPN
sc-1096	171	9	rmsprop	rmsprop	VERB
sc-1096	171	10	95.2577	95.2577	NUM
sc-1096	171	11	±	±	NUM
sc-1096	171	12	3.0427	3.0427	NUM
sc-1096	171	13	93.1959	93.1959	NUM
sc-1096	171	14	±	±	NOUN
sc-1096	171	15	3.8635	3.8635	NUM
sc-1096	171	16	from	from	ADP
sc-1096	171	17	the	the	DET
sc-1096	171	18	table	table	NOUN
sc-1096	171	19	,	,	PUNCT
sc-1096	171	20	it	it	PRON
sc-1096	171	21	is	be	AUX
sc-1096	171	22	clearly	clearly	ADV
sc-1096	171	23	noted	note	VERB
sc-1096	171	24	that	that	SCONJ
sc-1096	171	25	sgdm	sgdm	NOUN
sc-1096	171	26	provides	provide	VERB
sc-1096	171	27	better	well	ADJ
sc-1096	171	28	performance	performance	NOUN
sc-1096	171	29	compared	compare	VERB
sc-1096	171	30	to	to	ADP
sc-1096	171	31	adam	adam	NOUN
sc-1096	171	32	and	and	CCONJ
sc-1096	171	33	rmsprop	rmsprop	NOUN
sc-1096	171	34	.	.	PUNCT
sc-1096	172	1	this	this	DET
sc-1096	172	2	result	result	NOUN
sc-1096	172	3	also	also	ADV
sc-1096	172	4	supports	support	VERB
sc-1096	172	5	the	the	DET
sc-1096	172	6	study	study	NOUN
sc-1096	172	7	presented	present	VERB
sc-1096	172	8	in	in	ADP
sc-1096	172	9	[	[	PUNCT
sc-1096	172	10	34	34	NUM
sc-1096	172	11	]	]	PUNCT
sc-1096	172	12	,	,	PUNCT
sc-1096	172	13	who	who	PRON
sc-1096	172	14	conducted	conduct	VERB
sc-1096	172	15	empirical	empirical	ADJ
sc-1096	172	16	research	research	NOUN
sc-1096	172	17	and	and	CCONJ
sc-1096	172	18	stated	state	VERB
sc-1096	172	19	that	that	SCONJ
sc-1096	172	20	,	,	PUNCT
sc-1096	172	21	although	although	SCONJ
sc-1096	172	22	adam	adam	PROPN
sc-1096	172	23	proves	prove	VERB
sc-1096	172	24	that	that	SCONJ
sc-1096	172	25	it	it	PRON
sc-1096	172	26	converges	converge	VERB
sc-1096	172	27	faster	fast	ADV
sc-1096	172	28	than	than	ADP
sc-1096	172	29	other	other	ADJ
sc-1096	172	30	optimizers	optimizer	NOUN
sc-1096	172	31	,	,	PUNCT
sc-1096	172	32	it	it	PRON
sc-1096	172	33	does	do	AUX
sc-1096	172	34	not	not	PART
sc-1096	172	35	converge	converge	VERB
sc-1096	172	36	to	to	ADP
sc-1096	172	37	the	the	DET
sc-1096	172	38	optimum	optimum	ADJ
sc-1096	172	39	solution	solution	NOUN
sc-1096	172	40	and	and	CCONJ
sc-1096	172	41	generalize	generalize	VERB
sc-1096	172	42	well	well	ADV
sc-1096	172	43	in	in	ADP
sc-1096	172	44	classification	classification	NOUN
sc-1096	172	45	as	as	SCONJ
sc-1096	172	46	sgdm	sgdm	NOUN
sc-1096	172	47	does	do	VERB
sc-1096	172	48	.	.	PUNCT
sc-1096	173	1	figure	figure	VERB
sc-1096	173	2	4	4	NUM
sc-1096	173	3	.	.	NOUN
sc-1096	173	4	example	example	NOUN
sc-1096	173	5	of	of	ADP
sc-1096	173	6	used	use	VERB
sc-1096	173	7	data	data	NOUN
sc-1096	173	8	augmentation	augmentation	NOUN
sc-1096	173	9	eai	eai	PROPN
sc-1096	173	10	endorsed	endorse	VERB
sc-1096	173	11	transactions	transaction	NOUN
sc-1096	173	12	on	on	ADP
sc-1096	173	13	smart	smart	ADJ
sc-1096	173	14	cities	city	NOUN
sc-1096	173	15	08	08	NUM
sc-1096	173	16	2021	2021	NUM
sc-1096	173	17	10	10	NUM
sc-1096	173	18	2021	2021	NUM
sc-1096	173	19	|	|	ADV
sc-1096	173	20	volume	volume	NOUN
sc-1096	173	21	5	5	NUM
sc-1096	173	22	|	|	ADV
sc-1096	173	23	issue	issue	NOUN
sc-1096	173	24	16	16	NUM
sc-1096	173	25	|	|	NOUN
sc-1096	173	26	e1	e1	NOUN
sc-1096	173	27	transfer	transfer	NOUN
sc-1096	173	28	learning	learning	NOUN
sc-1096	173	29	-	-	PUNCT
sc-1096	173	30	based	base	VERB
sc-1096	173	31	method	method	NOUN
sc-1096	173	32	for	for	ADP
sc-1096	173	33	automated	automate	VERB
sc-1096	173	34	e	e	NOUN
sc-1096	173	35	-	-	NOUN
sc-1096	173	36	waste	waste	ADJ
sc-1096	173	37	recycling	recycling	NOUN
sc-1096	173	38	in	in	ADP
sc-1096	173	39	smart	smart	ADJ
sc-1096	173	40	cities	city	NOUN
sc-1096	173	41	7	7	NUM
sc-1096	173	42	5.3	5.3	NUM
sc-1096	173	43	.	.	PUNCT
sc-1096	174	1	baseline	baseline	PROPN
sc-1096	174	2	:	:	PUNCT
sc-1096	174	3	learning	learn	VERB
sc-1096	174	4	rate	rate	NOUN
sc-1096	174	5	learning	learning	NOUN
sc-1096	174	6	rate	rate	NOUN
sc-1096	174	7	controls	control	VERB
sc-1096	174	8	the	the	DET
sc-1096	174	9	speed	speed	NOUN
sc-1096	174	10	of	of	ADP
sc-1096	174	11	training	training	NOUN
sc-1096	174	12	,	,	PUNCT
sc-1096	174	13	for	for	ADP
sc-1096	174	14	a	a	DET
sc-1096	174	15	smaller	small	ADJ
sc-1096	174	16	learning	learning	NOUN
sc-1096	174	17	rate	rate	NOUN
sc-1096	174	18	the	the	DET
sc-1096	174	19	model	model	NOUN
sc-1096	174	20	could	could	AUX
sc-1096	174	21	have	have	VERB
sc-1096	174	22	higher	high	ADJ
sc-1096	174	23	accuracy	accuracy	NOUN
sc-1096	174	24	,	,	PUNCT
sc-1096	174	25	but	but	CCONJ
sc-1096	174	26	it	it	PRON
sc-1096	174	27	takes	take	VERB
sc-1096	174	28	a	a	DET
sc-1096	174	29	longer	long	ADJ
sc-1096	174	30	time	time	NOUN
sc-1096	174	31	to	to	PART
sc-1096	174	32	train	train	VERB
sc-1096	174	33	.	.	PUNCT
sc-1096	175	1	one	one	NUM
sc-1096	175	2	of	of	ADP
sc-1096	175	3	the	the	DET
sc-1096	175	4	biggest	big	ADJ
sc-1096	175	5	challenges	challenge	NOUN
sc-1096	175	6	of	of	ADP
sc-1096	175	7	gradient	gradient	ADJ
sc-1096	175	8	descent	descent	NOUN
sc-1096	175	9	is	be	AUX
sc-1096	175	10	choosing	choose	VERB
sc-1096	175	11	a	a	DET
sc-1096	175	12	proper	proper	ADJ
sc-1096	175	13	learning	learning	NOUN
sc-1096	175	14	rate	rate	NOUN
sc-1096	175	15	.	.	PUNCT
sc-1096	176	1	too	too	ADV
sc-1096	176	2	small	small	ADJ
sc-1096	176	3	learning	learning	NOUN
sc-1096	176	4	rates	rate	NOUN
sc-1096	176	5	may	may	AUX
sc-1096	176	6	dwindle	dwindle	VERB
sc-1096	176	7	around	around	ADP
sc-1096	176	8	the	the	DET
sc-1096	176	9	minimum	minimum	NOUN
sc-1096	176	10	and	and	CCONJ
sc-1096	176	11	get	get	VERB
sc-1096	176	12	slow	slow	ADJ
sc-1096	176	13	convergence	convergence	NOUN
sc-1096	176	14	and	and	CCONJ
sc-1096	176	15	too	too	ADV
sc-1096	176	16	large	large	ADJ
sc-1096	176	17	learning	learning	NOUN
sc-1096	176	18	may	may	AUX
sc-1096	176	19	cause	cause	VERB
sc-1096	176	20	unstable	unstable	ADJ
sc-1096	176	21	training	training	NOUN
sc-1096	176	22	process	process	NOUN
sc-1096	176	23	.	.	PUNCT
sc-1096	177	1	transfer	transfer	NOUN
sc-1096	177	2	learning	learning	NOUN
sc-1096	177	3	mostly	mostly	ADV
sc-1096	177	4	uses	use	VERB
sc-1096	177	5	a	a	DET
sc-1096	177	6	smaller	small	ADJ
sc-1096	177	7	learning	learning	NOUN
sc-1096	177	8	rate	rate	NOUN
sc-1096	177	9	since	since	SCONJ
sc-1096	177	10	the	the	DET
sc-1096	177	11	learned	learn	VERB
sc-1096	177	12	weights	weight	NOUN
sc-1096	177	13	have	have	VERB
sc-1096	177	14	already	already	ADV
sc-1096	177	15	significant	significant	ADJ
sc-1096	177	16	optimization	optimization	NOUN
sc-1096	177	17	.	.	PUNCT
sc-1096	178	1	performance	performance	NOUN
sc-1096	178	2	comparison	comparison	NOUN
sc-1096	178	3	based	base	VERB
sc-1096	178	4	on	on	ADP
sc-1096	178	5	a	a	DET
sc-1096	178	6	variety	variety	NOUN
sc-1096	178	7	of	of	ADP
sc-1096	178	8	learning	learn	VERB
sc-1096	178	9	rates	rate	NOUN
sc-1096	178	10	has	have	AUX
sc-1096	178	11	also	also	ADV
sc-1096	178	12	been	be	AUX
sc-1096	178	13	conducted	conduct	VERB
sc-1096	178	14	to	to	PART
sc-1096	178	15	choose	choose	VERB
sc-1096	178	16	the	the	DET
sc-1096	178	17	best	good	ADJ
sc-1096	178	18	option	option	NOUN
sc-1096	178	19	for	for	ADP
sc-1096	178	20	the	the	DET
sc-1096	178	21	proposed	propose	VERB
sc-1096	178	22	model	model	NOUN
sc-1096	178	23	.	.	PUNCT
sc-1096	179	1	figure	figure	NOUN
sc-1096	179	2	5	5	NUM
sc-1096	179	3	visualizes	visualize	VERB
sc-1096	179	4	a	a	DET
sc-1096	179	5	box	box	NOUN
sc-1096	179	6	chart	chart	NOUN
sc-1096	179	7	that	that	PRON
sc-1096	179	8	represents	represent	VERB
sc-1096	179	9	the	the	DET
sc-1096	179	10	distribution	distribution	NOUN
sc-1096	179	11	of	of	ADP
sc-1096	179	12	accuracies	accuracy	NOUN
sc-1096	179	13	.	.	PUNCT
sc-1096	180	1	the	the	DET
sc-1096	180	2	median	median	ADJ
sc-1096	180	3	accuracies	accuracy	NOUN
sc-1096	180	4	per	per	ADP
sc-1096	180	5	each	each	DET
sc-1096	180	6	box	box	NOUN
sc-1096	180	7	are	be	AUX
sc-1096	180	8	drawn	draw	VERB
sc-1096	180	9	in	in	ADP
sc-1096	180	10	the	the	DET
sc-1096	180	11	middle	middle	NOUN
sc-1096	180	12	of	of	ADP
sc-1096	180	13	the	the	DET
sc-1096	180	14	box	box	NOUN
sc-1096	180	15	,	,	PUNCT
sc-1096	180	16	and	and	CCONJ
sc-1096	180	17	the	the	DET
sc-1096	180	18	upper	upper	ADJ
sc-1096	180	19	and	and	CCONJ
sc-1096	180	20	lower	low	ADJ
sc-1096	180	21	quartiles	quartile	NOUN
sc-1096	180	22	are	be	AUX
sc-1096	180	23	shown	show	VERB
sc-1096	180	24	at	at	ADP
sc-1096	180	25	the	the	DET
sc-1096	180	26	top	top	NOUN
sc-1096	180	27	and	and	CCONJ
sc-1096	180	28	the	the	DET
sc-1096	180	29	bottom	bottom	ADJ
sc-1096	180	30	edges	edge	NOUN
sc-1096	180	31	of	of	ADP
sc-1096	180	32	the	the	DET
sc-1096	180	33	box	box	NOUN
sc-1096	180	34	,	,	PUNCT
sc-1096	180	35	respectively	respectively	ADV
sc-1096	180	36	.	.	PUNCT
sc-1096	181	1	the	the	DET
sc-1096	181	2	whisker	whisker	NOUN
sc-1096	181	3	endpoints	endpoint	NOUN
sc-1096	181	4	illustrate	illustrate	VERB
sc-1096	181	5	the	the	DET
sc-1096	181	6	lowest	low	ADJ
sc-1096	181	7	and	and	CCONJ
sc-1096	181	8	highest	high	ADJ
sc-1096	181	9	accuracy	accuracy	NOUN
sc-1096	181	10	.	.	PUNCT
sc-1096	182	1	we	we	PRON
sc-1096	182	2	tried	try	VERB
sc-1096	182	3	to	to	PART
sc-1096	182	4	guess	guess	VERB
sc-1096	182	5	the	the	DET
sc-1096	182	6	learning	learning	NOUN
sc-1096	182	7	rate	rate	NOUN
sc-1096	182	8	by	by	ADP
sc-1096	182	9	reducing	reduce	VERB
sc-1096	182	10	the	the	DET
sc-1096	182	11	learning	learning	NOUN
sc-1096	182	12	rate	rate	NOUN
sc-1096	182	13	when	when	SCONJ
sc-1096	182	14	the	the	DET
sc-1096	182	15	loss	loss	NOUN
sc-1096	182	16	oscillates	oscillate	VERB
sc-1096	182	17	widely	widely	ADV
sc-1096	182	18	and	and	CCONJ
sc-1096	182	19	keeps	keep	VERB
sc-1096	182	20	getting	get	VERB
sc-1096	182	21	worse	bad	ADJ
sc-1096	182	22	,	,	PUNCT
sc-1096	182	23	whereas	whereas	SCONJ
sc-1096	182	24	when	when	SCONJ
sc-1096	182	25	the	the	DET
sc-1096	182	26	loss	loss	NOUN
sc-1096	182	27	is	be	AUX
sc-1096	182	28	slowly	slowly	ADV
sc-1096	182	29	and	and	CCONJ
sc-1096	182	30	consistently	consistently	ADV
sc-1096	182	31	falling	fall	VERB
sc-1096	182	32	we	we	PRON
sc-1096	182	33	increased	increase	VERB
sc-1096	182	34	the	the	DET
sc-1096	182	35	learning	learning	NOUN
sc-1096	182	36	rate	rate	NOUN
sc-1096	182	37	.	.	PUNCT
sc-1096	183	1	figure	figure	NOUN
sc-1096	183	2	5	5	NUM
sc-1096	183	3	.	.	PUNCT
sc-1096	183	4	box	box	PROPN
sc-1096	183	5	chart	chart	NOUN
sc-1096	183	6	of	of	ADP
sc-1096	183	7	accuracy	accuracy	NOUN
sc-1096	183	8	scores	score	NOUN
sc-1096	183	9	for	for	ADP
sc-1096	183	10	different	different	ADJ
sc-1096	183	11	learning	learning	NOUN
sc-1096	183	12	rates	rate	NOUN
sc-1096	183	13	using	use	VERB
sc-1096	183	14	sgdm	sgdm	NOUN
sc-1096	183	15	optimizer	optimizer	NOUN
sc-1096	183	16	from	from	ADP
sc-1096	183	17	the	the	DET
sc-1096	183	18	box	box	PROPN
sc-1096	183	19	chart	chart	NOUN
sc-1096	183	20	,	,	PUNCT
sc-1096	183	21	it	it	PRON
sc-1096	183	22	is	be	AUX
sc-1096	183	23	clearly	clearly	ADV
sc-1096	183	24	illustrated	illustrate	VERB
sc-1096	183	25	that	that	SCONJ
sc-1096	183	26	the	the	DET
sc-1096	183	27	learning	learning	NOUN
sc-1096	183	28	rate	rate	NOUN
sc-1096	183	29	that	that	PRON
sc-1096	183	30	corresponds	correspond	VERB
sc-1096	183	31	to	to	ADP
sc-1096	183	32	3	3	NUM
sc-1096	183	33	𝑒𝑒−4	𝑒𝑒−4	NOUN
sc-1096	183	34	provides	provide	VERB
sc-1096	183	35	better	well	ADJ
sc-1096	183	36	performance	performance	NOUN
sc-1096	183	37	compared	compare	VERB
sc-1096	183	38	to	to	ADP
sc-1096	183	39	other	other	ADJ
sc-1096	183	40	learning	learning	NOUN
sc-1096	183	41	rates	rate	NOUN
sc-1096	183	42	.	.	PUNCT
sc-1096	184	1	as	as	SCONJ
sc-1096	184	2	shown	show	VERB
sc-1096	184	3	in	in	ADP
sc-1096	184	4	figure	figure	NOUN
sc-1096	184	5	6	6	NUM
sc-1096	184	6	,	,	PUNCT
sc-1096	184	7	a	a	DET
sc-1096	184	8	combination	combination	NOUN
sc-1096	184	9	of	of	ADP
sc-1096	184	10	setting	set	VERB
sc-1096	184	11	the	the	DET
sc-1096	184	12	proposed	propose	VERB
sc-1096	184	13	data	datum	NOUN
sc-1096	184	14	augmentation	augmentation	NOUN
sc-1096	184	15	and	and	CCONJ
sc-1096	184	16	sgdm	sgdm	NOUN
sc-1096	184	17	optimizer	optimizer	NOUN
sc-1096	184	18	with	with	ADP
sc-1096	184	19	3	3	NUM
sc-1096	184	20	𝑒𝑒−4	𝑒𝑒−4	NOUN
sc-1096	184	21	learning	learning	NOUN
sc-1096	184	22	rate	rate	NOUN
sc-1096	184	23	has	have	VERB
sc-1096	184	24	the	the	DET
sc-1096	184	25	best	good	ADJ
sc-1096	184	26	model	model	NOUN
sc-1096	184	27	generalization	generalization	NOUN
sc-1096	184	28	performance	performance	NOUN
sc-1096	184	29	and	and	CCONJ
sc-1096	184	30	reaches	reach	VERB
sc-1096	184	31	almost	almost	ADV
sc-1096	184	32	98	98	NUM
sc-1096	184	33	%	%	NOUN
sc-1096	184	34	accuracy	accuracy	NOUN
sc-1096	184	35	.	.	PUNCT
sc-1096	185	1	figure	figure	NOUN
sc-1096	185	2	6	6	NUM
sc-1096	185	3	.	.	PUNCT
sc-1096	185	4	accuracy	accuracy	NOUN
sc-1096	185	5	and	and	CCONJ
sc-1096	185	6	loss	loss	NOUN
sc-1096	185	7	function	function	NOUN
sc-1096	185	8	performance	performance	NOUN
sc-1096	185	9	of	of	ADP
sc-1096	185	10	our	our	PRON
sc-1096	185	11	model	model	NOUN
sc-1096	185	12	6	6	NUM
sc-1096	185	13	.	.	PUNCT
sc-1096	185	14	conclusion	conclusion	NOUN
sc-1096	185	15	in	in	ADP
sc-1096	185	16	a	a	DET
sc-1096	185	17	nutshell	nutshell	NOUN
sc-1096	185	18	,	,	PUNCT
sc-1096	185	19	our	our	PRON
sc-1096	185	20	method	method	NOUN
sc-1096	185	21	underlines	underline	VERB
sc-1096	185	22	the	the	DET
sc-1096	185	23	important	important	ADJ
sc-1096	185	24	role	role	NOUN
sc-1096	185	25	of	of	ADP
sc-1096	185	26	ai	ai	VERB
sc-1096	185	27	in	in	ADP
sc-1096	185	28	shifting	shift	VERB
sc-1096	185	29	towards	towards	ADP
sc-1096	185	30	automated	automate	VERB
sc-1096	185	31	e	e	NOUN
sc-1096	185	32	-	-	NOUN
sc-1096	185	33	waste	waste	ADJ
sc-1096	185	34	classification	classification	NOUN
sc-1096	185	35	,	,	PUNCT
sc-1096	185	36	hence	hence	ADV
sc-1096	185	37	supporting	support	VERB
sc-1096	185	38	circular	circular	ADJ
sc-1096	185	39	smart	smart	ADJ
sc-1096	185	40	cities	city	NOUN
sc-1096	185	41	.	.	PUNCT
sc-1096	186	1	by	by	ADP
sc-1096	186	2	the	the	DET
sc-1096	186	3	example	example	NOUN
sc-1096	186	4	of	of	ADP
sc-1096	186	5	aienhanced	aienhance	VERB
sc-1096	186	6	automatic	automatic	ADJ
sc-1096	186	7	smartphone	smartphone	NOUN
sc-1096	186	8	classification	classification	NOUN
sc-1096	186	9	,	,	PUNCT
sc-1096	186	10	we	we	PRON
sc-1096	186	11	showed	show	VERB
sc-1096	186	12	that	that	SCONJ
sc-1096	186	13	e	e	NOUN
sc-1096	186	14	-	-	ADJ
sc-1096	186	15	waste	waste	ADJ
sc-1096	186	16	management	management	NOUN
sc-1096	186	17	could	could	AUX
sc-1096	186	18	be	be	AUX
sc-1096	186	19	significantly	significantly	ADV
sc-1096	186	20	enhanced	enhance	VERB
sc-1096	186	21	by	by	ADP
sc-1096	186	22	using	use	VERB
sc-1096	186	23	digital	digital	ADJ
sc-1096	186	24	technologies	technology	NOUN
sc-1096	186	25	that	that	PRON
sc-1096	186	26	speed	speed	VERB
sc-1096	186	27	up	up	ADP
sc-1096	186	28	the	the	DET
sc-1096	186	29	process	process	NOUN
sc-1096	186	30	.	.	PUNCT
sc-1096	187	1	the	the	DET
sc-1096	187	2	suggested	suggest	VERB
sc-1096	187	3	method	method	NOUN
sc-1096	187	4	supports	support	VERB
sc-1096	187	5	two	two	NUM
sc-1096	187	6	important	important	ADJ
sc-1096	187	7	decision	decision	NOUN
sc-1096	187	8	factors	factor	NOUN
sc-1096	187	9	in	in	ADP
sc-1096	187	10	implementation	implementation	NOUN
sc-1096	187	11	,	,	PUNCT
sc-1096	187	12	by	by	ADP
sc-1096	187	13	reducing	reduce	VERB
sc-1096	187	14	the	the	DET
sc-1096	187	15	error	error	NOUN
sc-1096	187	16	rate	rate	NOUN
sc-1096	187	17	of	of	ADP
sc-1096	187	18	e	e	NOUN
sc-1096	187	19	-	-	NOUN
sc-1096	187	20	waste	waste	NOUN
sc-1096	187	21	sorting	sorting	NOUN
sc-1096	187	22	and	and	CCONJ
sc-1096	187	23	it	it	PRON
sc-1096	187	24	is	be	AUX
sc-1096	187	25	easier	easy	ADJ
sc-1096	187	26	to	to	PART
sc-1096	187	27	use	use	VERB
sc-1096	187	28	transfer	transfer	NOUN
sc-1096	187	29	learning	learning	NOUN
sc-1096	187	30	than	than	ADP
sc-1096	187	31	building	build	VERB
sc-1096	187	32	the	the	DET
sc-1096	187	33	nn	nn	NOUN
sc-1096	187	34	from	from	ADP
sc-1096	187	35	scratch	scratch	NOUN
sc-1096	187	36	.	.	PUNCT
sc-1096	188	1	we	we	PRON
sc-1096	188	2	tested	test	VERB
sc-1096	188	3	the	the	DET
sc-1096	188	4	performance	performance	NOUN
sc-1096	188	5	by	by	ADP
sc-1096	188	6	the	the	DET
sc-1096	188	7	tuning	tuning	NOUN
sc-1096	188	8	learning	learning	NOUN
sc-1096	188	9	rate	rate	NOUN
sc-1096	188	10	and	and	CCONJ
sc-1096	188	11	optimizer	optimizer	NOUN
sc-1096	188	12	,	,	PUNCT
sc-1096	188	13	besides	besides	SCONJ
sc-1096	188	14	performing	perform	VERB
sc-1096	188	15	data	datum	NOUN
sc-1096	188	16	augmentation	augmentation	NOUN
sc-1096	188	17	to	to	PART
sc-1096	188	18	avoid	avoid	VERB
sc-1096	188	19	the	the	DET
sc-1096	188	20	overfitting	overfitting	ADJ
sc-1096	188	21	and	and	CCONJ
sc-1096	188	22	small	small	ADJ
sc-1096	188	23	-	-	PUNCT
sc-1096	188	24	size	size	NOUN
sc-1096	188	25	dataset	dataset	NOUN
sc-1096	188	26	problems	problem	NOUN
sc-1096	188	27	.	.	PUNCT
sc-1096	189	1	however	however	ADV
sc-1096	189	2	,	,	PUNCT
sc-1096	189	3	our	our	PRON
sc-1096	189	4	approach	approach	NOUN
sc-1096	189	5	should	should	AUX
sc-1096	189	6	not	not	PART
sc-1096	189	7	only	only	ADV
sc-1096	189	8	be	be	AUX
sc-1096	189	9	used	use	VERB
sc-1096	189	10	as	as	ADP
sc-1096	189	11	an	an	DET
sc-1096	189	12	endof	endof	NOUN
sc-1096	189	13	-	-	PUNCT
sc-1096	189	14	pipe	pipe	NOUN
sc-1096	189	15	technology	technology	NOUN
sc-1096	189	16	,	,	PUNCT
sc-1096	189	17	which	which	PRON
sc-1096	189	18	may	may	AUX
sc-1096	189	19	result	result	VERB
sc-1096	189	20	,	,	PUNCT
sc-1096	189	21	for	for	ADP
sc-1096	189	22	example	example	NOUN
sc-1096	189	23	,	,	PUNCT
sc-1096	189	24	in	in	ADP
sc-1096	189	25	socalled	socalled	ADJ
sc-1096	189	26	rebound	rebound	NOUN
sc-1096	189	27	-	-	PUNCT
sc-1096	189	28	effects	effect	NOUN
sc-1096	189	29	.	.	PUNCT
sc-1096	190	1	hence	hence	ADV
sc-1096	190	2	,	,	PUNCT
sc-1096	190	3	it	it	PRON
sc-1096	190	4	can	can	AUX
sc-1096	190	5	not	not	PART
sc-1096	190	6	replace	replace	VERB
sc-1096	190	7	the	the	DET
sc-1096	190	8	transition	transition	NOUN
sc-1096	190	9	to	to	ADP
sc-1096	190	10	a	a	DET
sc-1096	190	11	more	more	ADV
sc-1096	190	12	sustainable	sustainable	ADJ
sc-1096	190	13	economy	economy	NOUN
sc-1096	190	14	and	and	CCONJ
sc-1096	190	15	society	society	NOUN
sc-1096	190	16	,	,	PUNCT
sc-1096	190	17	which	which	PRON
sc-1096	190	18	requires	require	VERB
sc-1096	190	19	dedicated	dedicated	ADJ
sc-1096	190	20	efforts	effort	NOUN
sc-1096	190	21	in	in	ADP
sc-1096	190	22	the	the	DET
sc-1096	190	23	respective	respective	ADJ
sc-1096	190	24	fields	field	NOUN
sc-1096	190	25	of	of	ADP
sc-1096	190	26	action	action	NOUN
sc-1096	190	27	,	,	PUNCT
sc-1096	190	28	such	such	ADJ
sc-1096	190	29	as	as	ADP
sc-1096	190	30	new	new	ADJ
sc-1096	190	31	business	business	NOUN
sc-1096	190	32	models	model	NOUN
sc-1096	190	33	or	or	CCONJ
sc-1096	190	34	user	user	NOUN
sc-1096	190	35	preferences	preference	NOUN
sc-1096	190	36	.	.	PUNCT
sc-1096	191	1	nevertheless	nevertheless	ADV
sc-1096	191	2	,	,	PUNCT
sc-1096	191	3	our	our	PRON
sc-1096	191	4	approach	approach	NOUN
sc-1096	191	5	and	and	CCONJ
sc-1096	191	6	automated	automate	VERB
sc-1096	191	7	e	e	NOUN
sc-1096	191	8	-	-	ADJ
sc-1096	191	9	waste	waste	NOUN
sc-1096	191	10	management	management	NOUN
sc-1096	191	11	,	,	PUNCT
sc-1096	191	12	in	in	ADP
sc-1096	191	13	general	general	ADJ
sc-1096	191	14	,	,	PUNCT
sc-1096	191	15	could	could	AUX
sc-1096	191	16	alleviate	alleviate	VERB
sc-1096	191	17	contemporary	contemporary	ADJ
sc-1096	191	18	e	e	NOUN
sc-1096	191	19	-	-	NOUN
sc-1096	191	20	waste	waste	ADJ
sc-1096	191	21	problems	problem	NOUN
sc-1096	191	22	quickly	quickly	ADV
sc-1096	191	23	and	and	CCONJ
sc-1096	191	24	diminish	diminish	VERB
sc-1096	191	25	cost	cost	NOUN
sc-1096	191	26	effectively	effectively	ADV
sc-1096	191	27	,	,	PUNCT
sc-1096	191	28	which	which	PRON
sc-1096	191	29	builds	build	VERB
sc-1096	191	30	a	a	DET
sc-1096	191	31	basis	basis	NOUN
sc-1096	191	32	for	for	ADP
sc-1096	191	33	a	a	DET
sc-1096	191	34	more	more	ADV
sc-1096	191	35	sustainable	sustainable	ADJ
sc-1096	191	36	world	world	NOUN
sc-1096	191	37	in	in	ADP
sc-1096	191	38	the	the	DET
sc-1096	191	39	future	future	NOUN
sc-1096	191	40	.	.	PUNCT
sc-1096	192	1	automated	automate	VERB
sc-1096	192	2	e	e	NOUN
sc-1096	192	3	-	-	NOUN
sc-1096	192	4	waste	waste	ADJ
sc-1096	192	5	classification	classification	NOUN
sc-1096	192	6	is	be	AUX
sc-1096	192	7	not	not	PART
sc-1096	192	8	the	the	DET
sc-1096	192	9	end	end	NOUN
sc-1096	192	10	of	of	ADP
sc-1096	192	11	the	the	DET
sc-1096	192	12	story	story	NOUN
sc-1096	192	13	.	.	PUNCT
sc-1096	193	1	therefore	therefore	ADV
sc-1096	193	2	,	,	PUNCT
sc-1096	193	3	we	we	PRON
sc-1096	193	4	try	try	VERB
sc-1096	193	5	to	to	PART
sc-1096	193	6	develop	develop	VERB
sc-1096	193	7	a	a	DET
sc-1096	193	8	(	(	PUNCT
sc-1096	193	9	semi	semi	ADJ
sc-1096	193	10	)	)	PUNCT
sc-1096	193	11	automated	automate	VERB
sc-1096	193	12	e	e	NOUN
sc-1096	193	13	-	-	ADJ
sc-1096	193	14	waste	waste	ADJ
sc-1096	193	15	management	management	NOUN
sc-1096	193	16	system	system	NOUN
sc-1096	193	17	in	in	ADP
sc-1096	193	18	our	our	PRON
sc-1096	193	19	circular	circular	ADJ
sc-1096	193	20	digital	digital	ADJ
sc-1096	193	21	economy	economy	NOUN
sc-1096	193	22	lab	lab	NOUN
sc-1096	193	23	(	(	PUNCT
sc-1096	193	24	cdel	cdel	NOUN
sc-1096	193	25	)	)	PUNCT
sc-1096	193	26	in	in	ADP
sc-1096	193	27	order	order	NOUN
sc-1096	193	28	to	to	PART
sc-1096	193	29	get	get	VERB
sc-1096	193	30	the	the	DET
sc-1096	193	31	full	full	ADJ
sc-1096	193	32	benefits	benefit	NOUN
sc-1096	193	33	from	from	ADP
sc-1096	193	34	ce	ce	PROPN
sc-1096	193	35	and	and	CCONJ
sc-1096	193	36	digitalization	digitalization	NOUN
sc-1096	193	37	,	,	PUNCT
sc-1096	193	38	where	where	SCONJ
sc-1096	193	39	we	we	PRON
sc-1096	193	40	integrate	integrate	VERB
sc-1096	193	41	our	our	PRON
sc-1096	193	42	model	model	NOUN
sc-1096	193	43	with	with	ADP
sc-1096	193	44	other	other	ADJ
sc-1096	193	45	systems	system	NOUN
sc-1096	193	46	such	such	ADJ
sc-1096	193	47	as	as	ADP
sc-1096	193	48	robotics	robotic	NOUN
sc-1096	193	49	,	,	PUNCT
sc-1096	193	50	iot	iot	NOUN
sc-1096	193	51	,	,	PUNCT
sc-1096	193	52	and	and	CCONJ
sc-1096	193	53	data	datum	NOUN
sc-1096	193	54	mining	mining	NOUN
sc-1096	193	55	.	.	PUNCT
sc-1096	194	1	acknowledgements	acknowledgement	NOUN
sc-1096	194	2	this	this	DET
sc-1096	194	3	work	work	NOUN
sc-1096	194	4	has	have	AUX
sc-1096	194	5	been	be	AUX
sc-1096	194	6	funded	fund	VERB
sc-1096	194	7	by	by	ADP
sc-1096	194	8	the	the	DET
sc-1096	194	9	ministry	ministry	PROPN
sc-1096	194	10	of	of	ADP
sc-1096	194	11	economy	economy	NOUN
sc-1096	194	12	,	,	PUNCT
sc-1096	194	13	innovation	innovation	NOUN
sc-1096	194	14	,	,	PUNCT
sc-1096	194	15	digitization	digitization	NOUN
sc-1096	194	16	,	,	PUNCT
sc-1096	194	17	and	and	CCONJ
sc-1096	194	18	energy	energy	NOUN
sc-1096	194	19	of	of	ADP
sc-1096	194	20	the	the	DET
sc-1096	194	21	state	state	NOUN
sc-1096	194	22	of	of	ADP
sc-1096	194	23	north	north	PROPN
sc-1096	194	24	rhinewestphalia	rhinewestphalia	PROPN
sc-1096	194	25	within	within	ADP
sc-1096	194	26	the	the	DET
sc-1096	194	27	project	project	NOUN
sc-1096	194	28	prosperkolleg	prosperkolleg	NOUN
sc-1096	194	29	.	.	PUNCT
sc-1096	195	1	eai	eai	PROPN
sc-1096	195	2	endorsed	endorse	VERB
sc-1096	195	3	transactions	transaction	NOUN
sc-1096	195	4	on	on	ADP
sc-1096	195	5	smart	smart	ADJ
sc-1096	195	6	cities	city	NOUN
sc-1096	195	7	08	08	NUM
sc-1096	195	8	2021	2021	NUM
sc-1096	195	9	10	10	NUM
sc-1096	195	10	2021	2021	NUM
sc-1096	195	11	|	|	ADV
sc-1096	195	12	volume	volume	NOUN
sc-1096	195	13	5	5	NUM
sc-1096	195	14	|	|	ADV
sc-1096	195	15	issue	issue	NOUN
sc-1096	195	16	16	16	NUM
sc-1096	195	17	|	|	ADV
sc-1096	195	18	e1	e1	PROPN
sc-1096	195	19	nermeen	nermeen	NOUN
sc-1096	195	20	abou	abou	PROPN
sc-1096	195	21	baker	baker	PROPN
sc-1096	195	22	et	et	PROPN
sc-1096	195	23	al	al	PROPN
sc-1096	195	24	.	.	PROPN
sc-1096	195	25	8	8	NUM
sc-1096	195	26	references	reference	NOUN
sc-1096	195	27	[	[	X
sc-1096	195	28	1	1	NUM
sc-1096	195	29	]	]	PUNCT
sc-1096	195	30	b.	b.	PROPN
sc-1096	195	31	esmaeilian	esmaeilian	PROPN
sc-1096	195	32	,	,	PUNCT
sc-1096	195	33	b.	b.	PROPN
sc-1096	195	34	wang	wang	PROPN
sc-1096	195	35	,	,	PUNCT
sc-1096	195	36	k.	k.	PROPN
sc-1096	195	37	lewis	lewis	PROPN
sc-1096	195	38	,	,	PUNCT
sc-1096	195	39	f.	f.	PROPN
sc-1096	195	40	duarte	duarte	PROPN
sc-1096	195	41	,	,	PUNCT
sc-1096	195	42	c.	c.	PROPN
sc-1096	195	43	ratti	ratti	PROPN
sc-1096	195	44	,	,	PUNCT
sc-1096	195	45	and	and	CCONJ
sc-1096	195	46	s.	s.	PROPN
sc-1096	195	47	behdad	behdad	PROPN
sc-1096	195	48	,	,	PUNCT
sc-1096	195	49	“	"	PUNCT
sc-1096	195	50	the	the	DET
sc-1096	195	51	future	future	NOUN
sc-1096	195	52	of	of	ADP
sc-1096	195	53	waste	waste	NOUN
sc-1096	195	54	management	management	NOUN
sc-1096	195	55	in	in	ADP
sc-1096	195	56	smart	smart	ADJ
sc-1096	195	57	and	and	CCONJ
sc-1096	195	58	sustainable	sustainable	ADJ
sc-1096	195	59	cities	city	NOUN
sc-1096	195	60	:	:	PUNCT
sc-1096	195	61	a	a	DET
sc-1096	195	62	review	review	NOUN
sc-1096	195	63	and	and	CCONJ
sc-1096	195	64	concept	concept	NOUN
sc-1096	195	65	paper	paper	NOUN
sc-1096	195	66	,	,	PUNCT
sc-1096	195	67	”	"	PUNCT
sc-1096	195	68	waste	waste	NOUN
sc-1096	195	69	management	management	NOUN
sc-1096	195	70	(	(	PUNCT
sc-1096	195	71	new	new	PROPN
sc-1096	195	72	york	york	PROPN
sc-1096	195	73	,	,	PUNCT
sc-1096	195	74	n.y	n.y	PROPN
sc-1096	195	75	.	.	PROPN
sc-1096	195	76	)	)	PUNCT
sc-1096	195	77	,	,	PUNCT
sc-1096	195	78	vol	vol	NOUN
sc-1096	195	79	.	.	PROPN
sc-1096	195	80	81	81	NUM
sc-1096	195	81	,	,	PUNCT
sc-1096	195	82	pp	pp	ADJ
sc-1096	195	83	.	.	PUNCT
sc-1096	196	1	177–195	177–195	NUM
sc-1096	196	2	,	,	PUNCT
sc-1096	196	3	2018	2018	NUM
sc-1096	196	4	,	,	PUNCT
sc-1096	196	5	doi	doi	NOUN
sc-1096	196	6	:	:	PUNCT
sc-1096	196	7	10.1016	10.1016	NUM
sc-1096	196	8	/	/	SYM
sc-1096	196	9	j.wasman.2018.09.047	j.wasman.2018.09.047	PROPN
sc-1096	196	10	.	.	PUNCT
sc-1096	197	1	[	[	X
sc-1096	197	2	2	2	NUM
sc-1096	197	3	]	]	PUNCT
sc-1096	197	4	a.	a.	NOUN
sc-1096	197	5	chatterjee	chatterjee	PROPN
sc-1096	197	6	and	and	CCONJ
sc-1096	197	7	j.	j.	PROPN
sc-1096	197	8	abraham	abraham	PROPN
sc-1096	197	9	,	,	PUNCT
sc-1096	197	10	“	"	PUNCT
sc-1096	197	11	efficient	efficient	ADJ
sc-1096	197	12	management	management	NOUN
sc-1096	197	13	of	of	ADP
sc-1096	197	14	e	e	NOUN
sc-1096	197	15	-	-	NOUN
sc-1096	197	16	wastes	waste	NOUN
sc-1096	197	17	,	,	PUNCT
sc-1096	197	18	”	"	PUNCT
sc-1096	197	19	int	int	NOUN
sc-1096	197	20	.	.	PUNCT
sc-1096	198	1	j.	j.	PROPN
sc-1096	198	2	environ	environ	PROPN
sc-1096	198	3	.	.	PUNCT
sc-1096	199	1	sci	sci	PROPN
sc-1096	199	2	.	.	PROPN
sc-1096	199	3	technol	technol	PROPN
sc-1096	199	4	.	.	PROPN
sc-1096	199	5	,	,	PUNCT
sc-1096	199	6	vol	vol	NOUN
sc-1096	199	7	.	.	PROPN
sc-1096	200	1	14	14	NUM
sc-1096	200	2	,	,	PUNCT
sc-1096	200	3	no	no	INTJ
sc-1096	200	4	.	.	NOUN
sc-1096	200	5	1	1	NUM
sc-1096	200	6	,	,	PUNCT
sc-1096	200	7	pp	pp	ADJ
sc-1096	200	8	.	.	PUNCT
sc-1096	201	1	211–222	211–222	NUM
sc-1096	201	2	,	,	PUNCT
sc-1096	201	3	2017	2017	NUM
sc-1096	201	4	,	,	PUNCT
sc-1096	201	5	doi	doi	NOUN
sc-1096	201	6	:	:	PUNCT
sc-1096	201	7	10.1007	10.1007	NUM
sc-1096	201	8	/	/	SYM
sc-1096	201	9	s13762	s13762	NOUN
sc-1096	201	10	-	-	PUNCT
sc-1096	201	11	016	016	NUM
sc-1096	201	12	-	-	PUNCT
sc-1096	201	13	1072	1072	NUM
sc-1096	201	14	-	-	PUNCT
sc-1096	201	15	6	6	NUM
sc-1096	201	16	.	.	PUNCT
sc-1096	202	1	[	[	X
sc-1096	202	2	3	3	NUM
sc-1096	202	3	]	]	PUNCT
sc-1096	202	4	a.	a.	NOUN
sc-1096	202	5	zeng	zeng	PROPN
sc-1096	202	6	,	,	PUNCT
sc-1096	202	7	ed	ed	PROPN
sc-1096	202	8	.	.	PROPN
sc-1096	202	9	,	,	PUNCT
sc-1096	202	10	an	an	DET
sc-1096	202	11	exploratory	exploratory	ADJ
sc-1096	202	12	study	study	NOUN
sc-1096	202	13	for	for	ADP
sc-1096	202	14	understanding	understand	VERB
sc-1096	202	15	e	e	NOUN
sc-1096	202	16	-	-	NOUN
sc-1096	202	17	waste	waste	ADJ
sc-1096	202	18	recycling	recycling	NOUN
sc-1096	202	19	,	,	PUNCT
sc-1096	202	20	2013	2013	NUM
sc-1096	202	21	.	.	PUNCT
sc-1096	203	1	[	[	X
sc-1096	203	2	4	4	X
sc-1096	203	3	]	]	X
sc-1096	203	4	e.	e.	PROPN
sc-1096	203	5	alvarez	alvarez	PROPN
sc-1096	203	6	-	-	PUNCT
sc-1096	203	7	de	de	PROPN
sc-1096	203	8	-	-	ADJ
sc-1096	203	9	los	los	NOUN
sc-1096	203	10	-	-	PUNCT
sc-1096	203	11	mozos	mozos	PROPN
sc-1096	203	12	and	and	CCONJ
sc-1096	203	13	a.	a.	NOUN
sc-1096	203	14	renteria	renteria	PROPN
sc-1096	203	15	,	,	PUNCT
sc-1096	203	16	“	"	PUNCT
sc-1096	203	17	collaborative	collaborative	ADJ
sc-1096	203	18	robots	robot	NOUN
sc-1096	203	19	in	in	ADP
sc-1096	203	20	e	e	NOUN
sc-1096	203	21	-	-	NOUN
sc-1096	203	22	waste	waste	NOUN
sc-1096	203	23	management	management	NOUN
sc-1096	203	24	,	,	PUNCT
sc-1096	203	25	”	"	PUNCT
sc-1096	203	26	procedia	procedia	NOUN
sc-1096	203	27	manufacturing	manufacturing	NOUN
sc-1096	203	28	,	,	PUNCT
sc-1096	203	29	vol	vol	NOUN
sc-1096	203	30	.	.	PROPN
sc-1096	203	31	11	11	NUM
sc-1096	203	32	,	,	PUNCT
sc-1096	203	33	pp	pp	ADJ
sc-1096	203	34	.	.	PUNCT
sc-1096	204	1	55–62	55–62	NUM
sc-1096	204	2	,	,	PUNCT
sc-1096	204	3	2017	2017	NUM
sc-1096	204	4	,	,	PUNCT
sc-1096	204	5	doi	doi	NOUN
sc-1096	204	6	:	:	PUNCT
sc-1096	204	7	10.1016	10.1016	NUM
sc-1096	204	8	/	/	SYM
sc-1096	204	9	j.promfg.2017.07.133	j.promfg.2017.07.133	PROPN
sc-1096	204	10	.	.	PUNCT
sc-1096	205	1	[	[	X
sc-1096	205	2	5	5	NUM
sc-1096	205	3	]	]	SYM
sc-1096	205	4	european	european	ADJ
sc-1096	205	5	environment	environment	PROPN
sc-1096	205	6	agency	agency	PROPN
sc-1096	205	7	,	,	PUNCT
sc-1096	205	8	“	"	PUNCT
sc-1096	205	9	digital	digital	ADJ
sc-1096	205	10	technologies	technology	NOUN
sc-1096	205	11	will	will	AUX
sc-1096	205	12	deliver	deliver	VERB
sc-1096	205	13	more	more	ADJ
sc-1096	205	14	efficient	efficient	ADJ
sc-1096	205	15	waste	waste	NOUN
sc-1096	205	16	management	management	NOUN
sc-1096	205	17	in	in	ADP
sc-1096	205	18	europe	europe	PROPN
sc-1096	205	19	,	,	PUNCT
sc-1096	205	20	”	"	PUNCT
sc-1096	205	21	2021	2021	NUM
sc-1096	205	22	,	,	PUNCT
sc-1096	205	23	2021	2021	NUM
sc-1096	205	24	.	.	PUNCT
sc-1096	206	1	https://	https://	PROPN
sc-1096	206	2	www.eea.europa.eu/themes/waste/wastemanagement/digital-technologies-will-deliver-more	www.eea.europa.eu/themes/waste/wastemanagement/digital-technologies-will-deliver-more	PROPN
sc-1096	206	3	(	(	PUNCT
sc-1096	206	4	accessed	access	VERB
sc-1096	206	5	:	:	PUNCT
sc-1096	206	6	feb	feb	PROPN
sc-1096	206	7	.	.	PROPN
sc-1096	206	8	28	28	NUM
sc-1096	206	9	2021	2021	NUM
sc-1096	206	10	)	)	PUNCT
sc-1096	206	11	.	.	PUNCT
sc-1096	207	1	[	[	X
sc-1096	207	2	6	6	NUM
sc-1096	207	3	]	]	PUNCT
sc-1096	207	4	p.	p.	PROPN
sc-1096	207	5	nowakowski	nowakowski	PROPN
sc-1096	207	6	,	,	PUNCT
sc-1096	207	7	k.	k.	PROPN
sc-1096	207	8	szwarc	szwarc	PROPN
sc-1096	207	9	,	,	PUNCT
sc-1096	207	10	and	and	CCONJ
sc-1096	207	11	u.	u.	PROPN
sc-1096	207	12	boryczka	boryczka	PROPN
sc-1096	207	13	,	,	PUNCT
sc-1096	207	14	“	"	PUNCT
sc-1096	207	15	combining	combine	VERB
sc-1096	207	16	an	an	DET
sc-1096	207	17	artificial	artificial	ADJ
sc-1096	207	18	intelligence	intelligence	NOUN
sc-1096	207	19	algorithm	algorithm	NOUN
sc-1096	207	20	and	and	CCONJ
sc-1096	207	21	a	a	DET
sc-1096	207	22	novel	novel	ADJ
sc-1096	207	23	vehicle	vehicle	NOUN
sc-1096	207	24	for	for	ADP
sc-1096	207	25	sustainable	sustainable	ADJ
sc-1096	207	26	e	e	NOUN
sc-1096	207	27	-	-	ADJ
sc-1096	207	28	waste	waste	ADJ
sc-1096	207	29	collection	collection	NOUN
sc-1096	207	30	,	,	PUNCT
sc-1096	207	31	”	"	PUNCT
sc-1096	207	32	the	the	DET
sc-1096	207	33	science	science	NOUN
sc-1096	207	34	of	of	ADP
sc-1096	207	35	the	the	DET
sc-1096	207	36	total	total	ADJ
sc-1096	207	37	environment	environment	NOUN
sc-1096	207	38	,	,	PUNCT
sc-1096	207	39	vol	vol	NOUN
sc-1096	207	40	.	.	PUNCT
sc-1096	208	1	730	730	NUM
sc-1096	208	2	,	,	PUNCT
sc-1096	208	3	p.	p.	NOUN
sc-1096	208	4	138726	138726	NUM
sc-1096	208	5	,	,	PUNCT
sc-1096	208	6	2020	2020	NUM
sc-1096	208	7	,	,	PUNCT
sc-1096	208	8	doi	doi	NOUN
sc-1096	208	9	:	:	PUNCT
sc-1096	208	10	10.1016	10.1016	NUM
sc-1096	208	11	/	/	SYM
sc-1096	208	12	j.scitotenv.2020.138726	j.scitotenv.2020.138726	ADJ
sc-1096	208	13	.	.	PUNCT
sc-1096	209	1	[	[	X
sc-1096	209	2	7	7	NUM
sc-1096	209	3	]	]	X
sc-1096	209	4	ellenmacarthurfoundation	ellenmacarthurfoundation	NOUN
sc-1096	209	5	,	,	PUNCT
sc-1096	209	6	artificial	artificial	ADJ
sc-1096	209	7	intelligence	intelligence	NOUN
sc-1096	209	8	and	and	CCONJ
sc-1096	209	9	the	the	DET
sc-1096	209	10	circular	circular	ADJ
sc-1096	209	11	economy	economy	NOUN
sc-1096	209	12	:	:	PUNCT
sc-1096	209	13	ai	ai	VERB
sc-1096	209	14	as	as	ADP
sc-1096	209	15	a	a	DET
sc-1096	209	16	tool	tool	NOUN
sc-1096	209	17	to	to	PART
sc-1096	209	18	accelerate	accelerate	VERB
sc-1096	209	19	the	the	DET
sc-1096	209	20	transition	transition	NOUN
sc-1096	209	21	.	.	PUNCT
sc-1096	210	1	[	[	X
sc-1096	210	2	online	online	X
sc-1096	210	3	]	]	X
sc-1096	210	4	.	.	PUNCT
sc-1096	211	1	available	available	ADJ
sc-1096	211	2	:	:	PUNCT
sc-1096	211	3	https://	https://	PROPN
sc-1096	211	4	www.ellenmacarthurfoundation.org/publications/	www.ellenmacarthurfoundation.org/publications/	PROPN
sc-1096	211	5	artificial	artificial	ADJ
sc-1096	211	6	-	-	PUNCT
sc-1096	211	7	intelligence	intelligence	NOUN
sc-1096	211	8	-	-	PUNCT
sc-1096	211	9	and	and	CCONJ
sc-1096	211	10	-	-	PUNCT
sc-1096	211	11	the	the	DET
sc-1096	211	12	-	-	PUNCT
sc-1096	211	13	circular	circular	ADJ
sc-1096	211	14	-	-	PUNCT
sc-1096	211	15	economy	economy	NOUN
sc-1096	211	16	(	(	PUNCT
sc-1096	211	17	accessed	access	VERB
sc-1096	211	18	:	:	PUNCT
sc-1096	211	19	mar	mar	PROPN
sc-1096	211	20	.	.	PROPN
sc-1096	211	21	17	17	NUM
sc-1096	211	22	2021	2021	NUM
sc-1096	211	23	)	)	PUNCT
sc-1096	211	24	.	.	PUNCT
sc-1096	212	1	[	[	X
sc-1096	212	2	8	8	NUM
sc-1096	212	3	]	]	X
sc-1096	212	4	n.	n.	PROPN
sc-1096	212	5	abou	abou	PROPN
sc-1096	212	6	baker	baker	PROPN
sc-1096	212	7	,	,	PUNCT
sc-1096	212	8	p.	p.	PROPN
sc-1096	212	9	s.	s.	PROPN
sc-1096	212	10	müller	müller	PROPN
sc-1096	212	11	,	,	PUNCT
sc-1096	212	12	and	and	CCONJ
sc-1096	212	13	u.	u.	PROPN
sc-1096	212	14	handmann	handmann	PROPN
sc-1096	212	15	,	,	PUNCT
sc-1096	212	16	eds	eds	PROPN
sc-1096	212	17	.	.	PROPN
sc-1096	212	18	,	,	PUNCT
sc-1096	212	19	a	a	DET
sc-1096	212	20	feature	feature	NOUN
sc-1096	212	21	-	-	PUNCT
sc-1096	212	22	fusion	fusion	NOUN
sc-1096	212	23	transfer	transfer	NOUN
sc-1096	212	24	learning	learning	NOUN
sc-1096	212	25	method	method	NOUN
sc-1096	212	26	as	as	ADP
sc-1096	212	27	a	a	DET
sc-1096	212	28	basis	basis	NOUN
sc-1096	212	29	to	to	PART
sc-1096	212	30	support	support	VERB
sc-1096	212	31	automated	automate	VERB
sc-1096	212	32	smartphone	smartphone	NOUN
sc-1096	212	33	recycling	recycling	NOUN
sc-1096	212	34	in	in	ADP
sc-1096	212	35	a	a	DET
sc-1096	212	36	circular	circular	ADJ
sc-1096	212	37	smart	smart	ADJ
sc-1096	212	38	city	city	NOUN
sc-1096	212	39	,	,	PUNCT
sc-1096	212	40	2020	2020	NUM
sc-1096	212	41	.	.	PUNCT
sc-1096	213	1	[	[	X
sc-1096	213	2	9	9	NUM
sc-1096	213	3	]	]	X
sc-1096	213	4	r.	r.	PROPN
sc-1096	213	5	giffinger	giffinger	PROPN
sc-1096	213	6	,	,	PUNCT
sc-1096	213	7	c.	c.	PROPN
sc-1096	213	8	fertner	fertner	PROPN
sc-1096	213	9	,	,	PUNCT
sc-1096	213	10	h.	h.	PROPN
sc-1096	213	11	kramar	kramar	PROPN
sc-1096	213	12	,	,	PUNCT
sc-1096	213	13	and	and	CCONJ
sc-1096	213	14	e.	e.	PROPN
sc-1096	213	15	meijers	meijers	PROPN
sc-1096	213	16	,	,	PUNCT
sc-1096	213	17	“	"	PUNCT
sc-1096	213	18	smart	smart	ADJ
sc-1096	213	19	cities	city	NOUN
sc-1096	213	20	ranking	rank	VERB
sc-1096	213	21	of	of	ADP
sc-1096	213	22	european	european	ADJ
sc-1096	213	23	medium	medium	ADJ
sc-1096	213	24	-	-	PUNCT
sc-1096	213	25	sized	sized	ADJ
sc-1096	213	26	cities	city	NOUN
sc-1096	213	27	,	,	PUNCT
sc-1096	213	28	”	"	PUNCT
sc-1096	213	29	2007	2007	NUM
sc-1096	213	30	.	.	PUNCT
sc-1096	214	1	[	[	X
sc-1096	214	2	online	online	X
sc-1096	214	3	]	]	X
sc-1096	214	4	.	.	PUNCT
sc-1096	215	1	available	available	ADJ
sc-1096	215	2	:	:	PUNCT
sc-1096	216	1	http://	http://	PROPN
sc-1096	216	2	www.smart-cities.eu/download/city_ranking	www.smart-cities.eu/download/city_ranking	NUM
sc-1096	216	3	_	_	PUNCT
sc-1096	216	4	final.pdf	final.pdf	X
sc-1096	216	5	[	[	X
sc-1096	216	6	10	10	NUM
sc-1096	216	7	]	]	X
sc-1096	216	8	s.	s.	PROPN
sc-1096	216	9	wiegand	wiegand	PROPN
sc-1096	216	10	,	,	PUNCT
sc-1096	216	11	c.	c.	NOUN
sc-1096	216	12	igel	igel	NOUN
sc-1096	216	13	,	,	PUNCT
sc-1096	216	14	and	and	CCONJ
sc-1096	216	15	u.	u.	PROPN
sc-1096	216	16	handmann	handmann	PROPN
sc-1096	216	17	,	,	PUNCT
sc-1096	216	18	“	"	PUNCT
sc-1096	216	19	evolutionary	evolutionary	ADJ
sc-1096	216	20	optimization	optimization	NOUN
sc-1096	216	21	of	of	ADP
sc-1096	216	22	neural	neural	ADJ
sc-1096	216	23	networks	network	NOUN
sc-1096	216	24	for	for	ADP
sc-1096	216	25	face	face	NOUN
sc-1096	216	26	detection	detection	NOUN
sc-1096	216	27	,	,	PUNCT
sc-1096	216	28	”	"	PUNCT
sc-1096	216	29	in	in	ADP
sc-1096	216	30	esann	esann	PROPN
sc-1096	216	31	2004	2004	NUM
sc-1096	216	32	,	,	PUNCT
sc-1096	216	33	pp	pp	ADJ
sc-1096	216	34	.	.	PUNCT
sc-1096	217	1	139–144	139–144	NUM
sc-1096	217	2	.	.	PUNCT
sc-1096	218	1	[	[	X
sc-1096	218	2	online	online	X
sc-1096	218	3	]	]	X
sc-1096	218	4	.	.	PUNCT
sc-1096	219	1	available	available	ADJ
sc-1096	219	2	:	:	PUNCT
sc-1096	220	1	https://www.elen.ucl.ac.be/	https://www.elen.ucl.ac.be/	PROPN
sc-1096	220	2	proceedings	proceeding	NOUN
sc-1096	220	3	/	/	SYM
sc-1096	220	4	esann	esann	PROPN
sc-1096	220	5	/	/	SYM
sc-1096	220	6	esannpdf	esannpdf	PROPN
sc-1096	220	7	/	/	SYM
sc-1096	220	8	es2004	es2004	PROPN
sc-1096	220	9	-	-	PUNCT
sc-1096	220	10	25.pdf	25.pdf	PROPN
sc-1096	220	11	[	[	X
sc-1096	220	12	11	11	NUM
sc-1096	220	13	]	]	PUNCT
sc-1096	220	14	s.	s.	PROPN
sc-1096	220	15	wiegand	wiegand	PROPN
sc-1096	220	16	,	,	PUNCT
sc-1096	220	17	c.	c.	NOUN
sc-1096	220	18	igel	igel	NOUN
sc-1096	220	19	,	,	PUNCT
sc-1096	220	20	and	and	CCONJ
sc-1096	220	21	u.	u.	PROPN
sc-1096	220	22	w.	w.	PROPN
sc-1096	220	23	handmann	handmann	PROPN
sc-1096	220	24	,	,	PUNCT
sc-1096	220	25	“	"	PUNCT
sc-1096	220	26	evolutionary	evolutionary	ADJ
sc-1096	220	27	multi	multi	ADJ
sc-1096	220	28	-	-	ADJ
sc-1096	220	29	objective	objective	ADJ
sc-1096	220	30	optimisation	optimisation	NOUN
sc-1096	220	31	of	of	ADP
sc-1096	220	32	neural	neural	ADJ
sc-1096	220	33	networks	network	NOUN
sc-1096	220	34	for	for	ADP
sc-1096	220	35	face	face	NOUN
sc-1096	220	36	detection	detection	NOUN
sc-1096	220	37	,	,	PUNCT
sc-1096	220	38	”	"	PUNCT
sc-1096	220	39	int	int	NOUN
sc-1096	220	40	.	.	PUNCT
sc-1096	221	1	j.	j.	PROPN
sc-1096	221	2	comp	comp	PROPN
sc-1096	221	3	.	.	PUNCT
sc-1096	222	1	intel	intel	PROPN
sc-1096	222	2	.	.	PUNCT
sc-1096	222	3	appl	appl	PROPN
sc-1096	222	4	.	.	PROPN
sc-1096	222	5	,	,	PUNCT
sc-1096	222	6	vol	vol	NOUN
sc-1096	222	7	.	.	PROPN
sc-1096	222	8	04	04	NUM
sc-1096	222	9	,	,	PUNCT
sc-1096	222	10	no	no	INTJ
sc-1096	222	11	.	.	NOUN
sc-1096	222	12	03	03	NUM
sc-1096	222	13	,	,	PUNCT
sc-1096	222	14	pp	pp	ADJ
sc-1096	222	15	.	.	PUNCT
sc-1096	223	1	237–253	237–253	NUM
sc-1096	223	2	,	,	PUNCT
sc-1096	223	3	2004	2004	NUM
sc-1096	223	4	,	,	PUNCT
sc-1096	223	5	doi	doi	NOUN
sc-1096	223	6	:	:	PUNCT
sc-1096	223	7	10.1142	10.1142	NUM
sc-1096	223	8	/	/	SYM
sc-1096	223	9	s1469026804001288	s1469026804001288	NOUN
sc-1096	223	10	.	.	PUNCT
sc-1096	224	1	[	[	X
sc-1096	224	2	12	12	NUM
sc-1096	224	3	]	]	PUNCT
sc-1096	224	4	m.	m.	NOUN
sc-1096	224	5	a.	a.	NOUN
sc-1096	224	6	schreurs	schreurs	PROPN
sc-1096	224	7	and	and	CCONJ
sc-1096	224	8	s.	s.	PROPN
sc-1096	224	9	d.	d.	PROPN
sc-1096	224	10	steuwer	steuwer	PROPN
sc-1096	224	11	,	,	PUNCT
sc-1096	224	12	autonomous	autonomous	ADJ
sc-1096	224	13	driving	drive	VERB
sc-1096	224	14	political	political	ADJ
sc-1096	224	15	,	,	PUNCT
sc-1096	224	16	legal	legal	ADJ
sc-1096	224	17	,	,	PUNCT
sc-1096	224	18	social	social	ADJ
sc-1096	224	19	,	,	PUNCT
sc-1096	224	20	and	and	CCONJ
sc-1096	224	21	sustainability	sustainability	NOUN
sc-1096	224	22	dimensions	dimension	NOUN
sc-1096	224	23	:	:	PUNCT
sc-1096	224	24	springer	springer	PROPN
sc-1096	224	25	berlin	berlin	PROPN
sc-1096	224	26	heidelberg	heidelberg	PROPN
sc-1096	224	27	,	,	PUNCT
sc-1096	224	28	2015	2015	NUM
sc-1096	224	29	.	.	PUNCT
sc-1096	225	1	[	[	X
sc-1096	225	2	13	13	NUM
sc-1096	225	3	]	]	X
sc-1096	225	4	u.	u.	PROPN
sc-1096	225	5	handmann	handmann	PROPN
sc-1096	225	6	,	,	PUNCT
sc-1096	225	7	t.	t.	NOUN
sc-1096	225	8	kalinke	kalinke	PROPN
sc-1096	225	9	,	,	PUNCT
sc-1096	225	10	c.	c.	PROPN
sc-1096	225	11	tzomakas	tzomakas	PROPN
sc-1096	225	12	,	,	PUNCT
sc-1096	225	13	m.	m.	NOUN
sc-1096	225	14	werner	werner	PROPN
sc-1096	225	15	,	,	PUNCT
sc-1096	225	16	and	and	CCONJ
sc-1096	225	17	w.	w.	PROPN
sc-1096	225	18	seelen	seelen	PROPN
sc-1096	225	19	,	,	PUNCT
sc-1096	225	20	“	"	PUNCT
sc-1096	225	21	an	an	DET
sc-1096	225	22	image	image	NOUN
sc-1096	225	23	processing	processing	NOUN
sc-1096	225	24	system	system	NOUN
sc-1096	225	25	for	for	ADP
sc-1096	225	26	driver	driver	NOUN
sc-1096	225	27	assistance	assistance	NOUN
sc-1096	225	28	,	,	PUNCT
sc-1096	225	29	”	"	PUNCT
sc-1096	225	30	image	image	NOUN
sc-1096	225	31	and	and	CCONJ
sc-1096	225	32	vision	vision	NOUN
sc-1096	225	33	computing	computing	NOUN
sc-1096	225	34	,	,	PUNCT
sc-1096	225	35	vol	vol	NOUN
sc-1096	225	36	.	.	PROPN
sc-1096	225	37	18	18	NUM
sc-1096	225	38	,	,	PUNCT
sc-1096	225	39	no	no	INTJ
sc-1096	225	40	.	.	NOUN
sc-1096	225	41	5	5	NUM
sc-1096	225	42	,	,	PUNCT
sc-1096	225	43	pp	pp	ADJ
sc-1096	225	44	.	.	PUNCT
sc-1096	226	1	367–376	367–376	NUM
sc-1096	226	2	,	,	PUNCT
sc-1096	226	3	2000	2000	NUM
sc-1096	226	4	,	,	PUNCT
sc-1096	226	5	doi	doi	NOUN
sc-1096	226	6	:	:	PUNCT
sc-1096	226	7	10.1016	10.1016	NUM
sc-1096	226	8	/	/	SYM
sc-1096	226	9	s0262	s0262	VERB
sc-1096	226	10	-	-	PUNCT
sc-1096	226	11	8856(99)00032	8856(99)00032	NUM
sc-1096	226	12	-	-	PUNCT
sc-1096	226	13	3	3	NUM
sc-1096	226	14	.	.	PUNCT
sc-1096	227	1	[	[	X
sc-1096	227	2	14	14	NUM
sc-1096	227	3	]	]	PUNCT
sc-1096	227	4	a.	a.	NOUN
sc-1096	227	5	rabie	rabie	NOUN
sc-1096	227	6	and	and	CCONJ
sc-1096	227	7	u.	u.	PROPN
sc-1096	227	8	handmann	handmann	PROPN
sc-1096	227	9	,	,	PUNCT
sc-1096	227	10	“	"	PUNCT
sc-1096	227	11	nfc	nfc	NOUN
sc-1096	227	12	-	-	PUNCT
sc-1096	227	13	based	base	VERB
sc-1096	227	14	personspecific	personspecific	PROPN
sc-1096	227	15	assisting	assisting	NOUN
sc-1096	227	16	system	system	NOUN
sc-1096	227	17	in	in	ADP
sc-1096	227	18	home	home	NOUN
sc-1096	227	19	environment	environment	NOUN
sc-1096	227	20	,	,	PUNCT
sc-1096	227	21	”	"	PUNCT
sc-1096	227	22	in	in	ADP
sc-1096	227	23	proceeding	proceeding	NOUN
sc-1096	227	24	of	of	ADP
sc-1096	227	25	the	the	DET
sc-1096	227	26	11th	11th	ADJ
sc-1096	227	27	world	world	PROPN
sc-1096	227	28	congress	congress	PROPN
sc-1096	227	29	on	on	ADP
sc-1096	227	30	intelligent	intelligent	ADJ
sc-1096	227	31	control	control	NOUN
sc-1096	227	32	and	and	CCONJ
sc-1096	227	33	automation	automation	NOUN
sc-1096	227	34	:	:	PUNCT
sc-1096	227	35	nfc	nfc	NOUN
sc-1096	227	36	-	-	PUNCT
sc-1096	227	37	based	base	VERB
sc-1096	227	38	person	person	NOUN
sc-1096	227	39	-	-	PUNCT
sc-1096	227	40	specific	specific	ADJ
sc-1096	227	41	assisting	assisting	NOUN
sc-1096	227	42	system	system	NOUN
sc-1096	227	43	in	in	ADP
sc-1096	227	44	home	home	NOUN
sc-1096	227	45	environment	environment	NOUN
sc-1096	227	46	,	,	PUNCT
sc-1096	227	47	shenyang	shenyang	PROPN
sc-1096	227	48	,	,	PUNCT
sc-1096	227	49	china	china	PROPN
sc-1096	227	50	,	,	PUNCT
sc-1096	227	51	jun	jun	PROPN
sc-1096	227	52	.	.	PROPN
sc-1096	227	53	2014	2014	NUM
sc-1096	227	54	jul	jul	PROPN
sc-1096	227	55	.	.	PROPN
sc-1096	227	56	2014	2014	NUM
sc-1096	227	57	,	,	PUNCT
sc-1096	227	58	pp	pp	ADJ
sc-1096	227	59	.	.	PUNCT
sc-1096	227	60	5404–5409	5404–5409	NUM
sc-1096	227	61	.	.	PUNCT
sc-1096	228	1	[	[	X
sc-1096	228	2	15	15	NUM
sc-1096	228	3	]	]	X
sc-1096	228	4	t.	t.	PROPN
sc-1096	228	5	kopinski	kopinski	PROPN
sc-1096	228	6	,	,	PUNCT
sc-1096	228	7	f.	f.	PROPN
sc-1096	228	8	sachara	sachara	PROPN
sc-1096	228	9	,	,	PUNCT
sc-1096	228	10	and	and	CCONJ
sc-1096	228	11	u.	u.	PROPN
sc-1096	228	12	handmann	handmann	PROPN
sc-1096	228	13	,	,	PUNCT
sc-1096	228	14	“	"	PUNCT
sc-1096	228	15	a	a	DET
sc-1096	228	16	deep	deep	ADJ
sc-1096	228	17	learning	learning	NOUN
sc-1096	228	18	approach	approach	NOUN
sc-1096	228	19	to	to	ADP
sc-1096	228	20	mid	mid	ADJ
sc-1096	228	21	-	-	ADJ
sc-1096	228	22	air	air	ADJ
sc-1096	228	23	gesture	gesture	NOUN
sc-1096	228	24	interaction	interaction	NOUN
sc-1096	228	25	for	for	ADP
sc-1096	228	26	mobile	mobile	ADJ
sc-1096	228	27	devices	device	NOUN
sc-1096	228	28	from	from	ADP
sc-1096	228	29	time	time	NOUN
sc-1096	228	30	-	-	PUNCT
sc-1096	228	31	of	of	ADP
sc-1096	228	32	-	-	PUNCT
sc-1096	228	33	flight	flight	NOUN
sc-1096	228	34	data	datum	NOUN
sc-1096	228	35	,	,	PUNCT
sc-1096	228	36	”	"	PUNCT
sc-1096	228	37	in	in	ADP
sc-1096	228	38	proceedings	proceeding	NOUN
sc-1096	228	39	of	of	ADP
sc-1096	228	40	the	the	DET
sc-1096	228	41	13th	13th	ADJ
sc-1096	228	42	international	international	ADJ
sc-1096	228	43	conference	conference	NOUN
sc-1096	228	44	on	on	ADP
sc-1096	228	45	mobile	mobile	ADJ
sc-1096	228	46	and	and	CCONJ
sc-1096	228	47	ubiquitous	ubiquitous	ADJ
sc-1096	228	48	systems	system	NOUN
sc-1096	228	49	:	:	PUNCT
sc-1096	228	50	computing	computing	NOUN
sc-1096	228	51	,	,	PUNCT
sc-1096	228	52	networking	networking	NOUN
sc-1096	228	53	and	and	CCONJ
sc-1096	228	54	services	service	NOUN
sc-1096	228	55	mobiquitous	mobiquitous	ADJ
sc-1096	228	56	2016	2016	NUM
sc-1096	228	57	:	:	PUNCT
sc-1096	228	58	a	a	DET
sc-1096	228	59	deep	deep	ADJ
sc-1096	228	60	learning	learning	NOUN
sc-1096	228	61	approach	approach	NOUN
sc-1096	228	62	to	to	ADP
sc-1096	228	63	mid	mid	ADJ
sc-1096	228	64	-	-	ADJ
sc-1096	228	65	air	air	ADJ
sc-1096	228	66	gesture	gesture	NOUN
sc-1096	228	67	interaction	interaction	NOUN
sc-1096	228	68	for	for	ADP
sc-1096	228	69	mobile	mobile	ADJ
sc-1096	228	70	devices	device	NOUN
sc-1096	228	71	from	from	ADP
sc-1096	228	72	time	time	NOUN
sc-1096	228	73	-	-	PUNCT
sc-1096	228	74	of	of	ADP
sc-1096	228	75	-	-	PUNCT
sc-1096	228	76	flight	flight	NOUN
sc-1096	228	77	data	datum	NOUN
sc-1096	228	78	,	,	PUNCT
sc-1096	228	79	hiroshima	hiroshima	PROPN
sc-1096	228	80	,	,	PUNCT
sc-1096	228	81	japan	japan	PROPN
sc-1096	228	82	,	,	PUNCT
sc-1096	228	83	2016	2016	NUM
sc-1096	228	84	,	,	PUNCT
sc-1096	228	85	pp	pp	ADJ
sc-1096	228	86	.	.	PUNCT
sc-1096	229	1	1–9	1–9	NOUN
sc-1096	229	2	.	.	PUNCT
sc-1096	230	1	[	[	X
sc-1096	230	2	16	16	NUM
sc-1096	230	3	]	]	X
sc-1096	230	4	c.	c.	PROPN
sc-1096	230	5	nieß	nieß	PROPN
sc-1096	230	6	,	,	PUNCT
sc-1096	230	7	j.	j.	PROPN
sc-1096	230	8	fey	fey	PROPN
sc-1096	230	9	,	,	PUNCT
sc-1096	230	10	d.	d.	PROPN
sc-1096	230	11	schwahlen	schwahlen	PROPN
sc-1096	230	12	,	,	PUNCT
sc-1096	230	13	m.	m.	NOUN
sc-1096	230	14	reimann	reimann	NOUN
sc-1096	230	15	,	,	PUNCT
sc-1096	230	16	and	and	CCONJ
sc-1096	230	17	u.	u.	PROPN
sc-1096	230	18	handmann	handmann	PROPN
sc-1096	230	19	,	,	PUNCT
sc-1096	230	20	eds	ed	NOUN
sc-1096	230	21	.	.	PROPN
sc-1096	230	22	,	,	PUNCT
sc-1096	230	23	applying	apply	VERB
sc-1096	230	24	step	step	NOUN
sc-1096	230	25	heating	heating	NOUN
sc-1096	230	26	thermography	thermography	NOUN
sc-1096	230	27	to	to	ADP
sc-1096	230	28	wind	wind	NOUN
sc-1096	230	29	turbine	turbine	NOUN
sc-1096	230	30	rotor	rotor	NOUN
sc-1096	230	31	blades	blade	NOUN
sc-1096	230	32	as	as	ADP
sc-1096	230	33	a	a	DET
sc-1096	230	34	non	non	ADJ
sc-1096	230	35	-	-	ADJ
sc-1096	230	36	destructive	destructive	ADJ
sc-1096	230	37	testing	testing	NOUN
sc-1096	230	38	method	method	NOUN
sc-1096	230	39	.	.	PUNCT
sc-1096	231	1	telford	telford	PROPN
sc-1096	231	2	,	,	PUNCT
sc-1096	231	3	uk	uk	PROPN
sc-1096	231	4	,	,	PUNCT
sc-1096	231	5	2017	2017	NUM
sc-1096	231	6	.	.	PUNCT
sc-1096	232	1	[	[	X
sc-1096	232	2	17	17	NUM
sc-1096	232	3	]	]	PUNCT
sc-1096	232	4	j.	j.	PROPN
sc-1096	232	5	fey	fey	PROPN
sc-1096	232	6	,	,	PUNCT
sc-1096	232	7	c.	c.	PROPN
sc-1096	232	8	djahan	djahan	PROPN
sc-1096	232	9	,	,	PUNCT
sc-1096	232	10	t.	t.	PROPN
sc-1096	232	11	a.	a.	NOUN
sc-1096	232	12	mpouma	mpouma	PROPN
sc-1096	232	13	,	,	PUNCT
sc-1096	232	14	j.	j.	PROPN
sc-1096	232	15	neh	neh	PROPN
sc-1096	232	16	-	-	PUNCT
sc-1096	232	17	awah	awah	NOUN
sc-1096	232	18	,	,	PUNCT
sc-1096	232	19	and	and	CCONJ
sc-1096	232	20	u.	u.	PROPN
sc-1096	232	21	handmann	handmann	PROPN
sc-1096	232	22	,	,	PUNCT
sc-1096	232	23	“	"	PUNCT
sc-1096	232	24	active	active	ADJ
sc-1096	232	25	thermographic	thermographic	ADJ
sc-1096	232	26	structural	structural	ADJ
sc-1096	232	27	feature	feature	NOUN
sc-1096	232	28	inspection	inspection	NOUN
sc-1096	232	29	of	of	ADP
sc-1096	232	30	wind	wind	NOUN
sc-1096	232	31	-	-	PUNCT
sc-1096	232	32	turbine	turbine	NOUN
sc-1096	232	33	rotor	rotor	NOUN
sc-1096	232	34	,	,	PUNCT
sc-1096	232	35	”	"	PUNCT
sc-1096	232	36	in	in	ADP
sc-1096	232	37	2017	2017	NUM
sc-1096	232	38	far	far	ADV
sc-1096	232	39	east	east	X
sc-1096	232	40	ndt	ndt	PROPN
sc-1096	232	41	new	new	ADJ
sc-1096	232	42	technology	technology	PROPN
sc-1096	232	43	&	&	CCONJ
sc-1096	232	44	application	application	PROPN
sc-1096	232	45	forum	forum	PROPN
sc-1096	232	46	(	(	PUNCT
sc-1096	232	47	fendt	fendt	PROPN
sc-1096	232	48	):	):	PUNCT
sc-1096	232	49	active	active	ADJ
sc-1096	232	50	thermographic	thermographic	ADJ
sc-1096	232	51	structural	structural	ADJ
sc-1096	232	52	feature	feature	NOUN
sc-1096	232	53	inspection	inspection	NOUN
sc-1096	232	54	of	of	ADP
sc-1096	232	55	wind	wind	NOUN
sc-1096	232	56	-	-	PUNCT
sc-1096	232	57	turbine	turbine	NOUN
sc-1096	232	58	rotor	rotor	NOUN
sc-1096	232	59	,	,	PUNCT
sc-1096	232	60	xi'an	xi'an	PROPN
sc-1096	232	61	,	,	PUNCT
sc-1096	232	62	jun	jun	PROPN
sc-1096	232	63	.	.	PROPN
sc-1096	232	64	2017	2017	NUM
sc-1096	232	65	jun	jun	PROPN
sc-1096	232	66	.	.	PROPN
sc-1096	232	67	2017	2017	NUM
sc-1096	232	68	,	,	PUNCT
sc-1096	232	69	pp	pp	ADJ
sc-1096	232	70	.	.	PUNCT
sc-1096	233	1	138–142	138–142	NUM
sc-1096	233	2	.	.	PUNCT
sc-1096	234	1	[	[	X
sc-1096	234	2	18	18	NUM
sc-1096	234	3	]	]	SYM
sc-1096	234	4	itu	itu	PROPN
sc-1096	234	5	,	,	PUNCT
sc-1096	234	6	“	"	PUNCT
sc-1096	234	7	end	end	NOUN
sc-1096	234	8	of	of	ADP
sc-1096	234	9	life	life	NOUN
sc-1096	234	10	management	management	NOUN
sc-1096	234	11	for	for	ADP
sc-1096	234	12	ict	ict	PROPN
sc-1096	234	13	equipment	equipment	NOUN
sc-1096	234	14	,	,	PUNCT
sc-1096	234	15	”	"	PUNCT
sc-1096	234	16	2012	2012	NUM
sc-1096	234	17	.	.	PUNCT
sc-1096	235	1	[	[	X
sc-1096	235	2	online	online	X
sc-1096	235	3	]	]	X
sc-1096	235	4	.	.	PUNCT
sc-1096	236	1	available	available	ADJ
sc-1096	236	2	:	:	PUNCT
sc-1096	237	1	https://www.itu.int/dms	https://www.itu.int/dms	X
sc-1096	237	2	_	_	PUNCT
sc-1096	237	3	pub	pub	NOUN
sc-1096	237	4	/	/	SYM
sc-1096	237	5	itu	itu	PROPN
sc-1096	237	6	-	-	PUNCT
sc-1096	237	7	t	t	PROPN
sc-1096	237	8	/	/	SYM
sc-1096	237	9	oth/4b/04	oth/4b/04	PROPN
sc-1096	237	10	/	/	SYM
sc-1096	237	11	t4b0400000b0013pdfe.pdf	t4b0400000b0013pdfe.pdf	PROPN
sc-1096	237	12	[	[	X
sc-1096	237	13	19	19	NUM
sc-1096	237	14	]	]	PUNCT
sc-1096	237	15	a.	a.	NOUN
sc-1096	237	16	tantau	tantau	NOUN
sc-1096	237	17	and	and	CCONJ
sc-1096	237	18	a.-m	a.-m	ADV
sc-1096	237	19	.	.	PUNCT
sc-1096	238	1	i.	i.	PROPN
sc-1096	238	2	şanta	şanta	PROPN
sc-1096	238	3	,	,	PUNCT
sc-1096	238	4	“	"	PUNCT
sc-1096	238	5	new	new	ADJ
sc-1096	238	6	energy	energy	NOUN
sc-1096	238	7	policy	policy	NOUN
sc-1096	238	8	directions	direction	NOUN
sc-1096	238	9	in	in	ADP
sc-1096	238	10	the	the	DET
sc-1096	238	11	european	european	PROPN
sc-1096	238	12	union	union	PROPN
sc-1096	238	13	developing	develop	VERB
sc-1096	238	14	the	the	DET
sc-1096	238	15	concept	concept	NOUN
sc-1096	238	16	of	of	ADP
sc-1096	238	17	smart	smart	ADJ
sc-1096	238	18	cities	city	NOUN
sc-1096	238	19	,	,	PUNCT
sc-1096	238	20	”	"	PUNCT
sc-1096	238	21	smart	smart	ADJ
sc-1096	238	22	cities	city	NOUN
sc-1096	238	23	,	,	PUNCT
sc-1096	238	24	vol	vol	NOUN
sc-1096	238	25	.	.	PROPN
sc-1096	239	1	4	4	NUM
sc-1096	239	2	,	,	PUNCT
sc-1096	239	3	no	no	INTJ
sc-1096	239	4	.	.	NOUN
sc-1096	239	5	1	1	NUM
sc-1096	239	6	,	,	PUNCT
sc-1096	239	7	pp	pp	ADJ
sc-1096	239	8	.	.	PUNCT
sc-1096	240	1	241–252	241–252	NUM
sc-1096	240	2	,	,	PUNCT
sc-1096	240	3	2021	2021	NUM
sc-1096	240	4	,	,	PUNCT
sc-1096	240	5	doi	doi	NOUN
sc-1096	240	6	:	:	PUNCT
sc-1096	240	7	10.3390	10.3390	NUM
sc-1096	240	8	/	/	SYM
sc-1096	240	9	smartcities4010015	smartcities4010015	PROPN
sc-1096	240	10	.	.	PUNCT
sc-1096	241	1	[	[	X
sc-1096	241	2	20	20	NUM
sc-1096	241	3	]	]	PUNCT
sc-1096	241	4	a.	a.	PROPN
sc-1096	241	5	b.	b.	PROPN
sc-1096	241	6	rjab	rjab	PROPN
sc-1096	241	7	and	and	CCONJ
sc-1096	241	8	s.	s.	PROPN
sc-1096	241	9	mellouli	mellouli	PROPN
sc-1096	241	10	,	,	PUNCT
sc-1096	241	11	eds	eds	PROPN
sc-1096	241	12	.	.	PROPN
sc-1096	241	13	,	,	PUNCT
sc-1096	241	14	smart	smart	ADJ
sc-1096	241	15	cities	city	NOUN
sc-1096	241	16	in	in	ADP
sc-1096	241	17	the	the	DET
sc-1096	241	18	era	era	NOUN
sc-1096	241	19	of	of	ADP
sc-1096	241	20	artificial	artificial	ADJ
sc-1096	241	21	intelligence	intelligence	NOUN
sc-1096	241	22	and	and	CCONJ
sc-1096	241	23	internet	internet	NOUN
sc-1096	241	24	of	of	ADP
sc-1096	241	25	things	thing	NOUN
sc-1096	241	26	,	,	PUNCT
sc-1096	241	27	2018	2018	NUM
sc-1096	241	28	.	.	PUNCT
sc-1096	242	1	[	[	X
sc-1096	242	2	21	21	NUM
sc-1096	242	3	]	]	PUNCT
sc-1096	242	4	z.	z.	PROPN
sc-1096	242	5	allam	allam	PROPN
sc-1096	242	6	,	,	PUNCT
sc-1096	242	7	“	"	PUNCT
sc-1096	242	8	achieving	achieve	VERB
sc-1096	242	9	neuroplasticity	neuroplasticity	NOUN
sc-1096	242	10	in	in	ADP
sc-1096	242	11	artificial	artificial	ADJ
sc-1096	242	12	neural	neural	ADJ
sc-1096	242	13	networks	network	NOUN
sc-1096	242	14	through	through	ADP
sc-1096	242	15	smart	smart	ADJ
sc-1096	242	16	cities	city	NOUN
sc-1096	242	17	,	,	PUNCT
sc-1096	242	18	”	"	PUNCT
sc-1096	242	19	smart	smart	ADJ
sc-1096	242	20	cities	city	NOUN
sc-1096	242	21	,	,	PUNCT
sc-1096	242	22	vol	vol	NOUN
sc-1096	242	23	.	.	PROPN
sc-1096	242	24	2	2	NUM
sc-1096	242	25	,	,	PUNCT
sc-1096	242	26	no	no	INTJ
sc-1096	242	27	.	.	NOUN
sc-1096	242	28	2	2	NUM
sc-1096	242	29	,	,	PUNCT
sc-1096	242	30	pp	pp	ADJ
sc-1096	242	31	.	.	PUNCT
sc-1096	243	1	118–134	118–134	NUM
sc-1096	243	2	,	,	PUNCT
sc-1096	243	3	2019	2019	NUM
sc-1096	243	4	,	,	PUNCT
sc-1096	243	5	doi	doi	NOUN
sc-1096	243	6	:	:	PUNCT
sc-1096	243	7	10.3390	10.3390	NUM
sc-1096	243	8	/	/	SYM
sc-1096	243	9	smartcities2020009	smartcities2020009	PROPN
sc-1096	243	10	.	.	PUNCT
sc-1096	244	1	[	[	X
sc-1096	244	2	22	22	NUM
sc-1096	244	3	]	]	PUNCT
sc-1096	244	4	s.	s.	PROPN
sc-1096	244	5	belongie	belongie	PROPN
sc-1096	244	6	,	,	PUNCT
sc-1096	244	7	j.	j.	PROPN
sc-1096	244	8	malik	malik	PROPN
sc-1096	244	9	,	,	PUNCT
sc-1096	244	10	and	and	CCONJ
sc-1096	244	11	j.	j.	PROPN
sc-1096	244	12	puzicha	puzicha	PROPN
sc-1096	244	13	,	,	PUNCT
sc-1096	244	14	“	"	PUNCT
sc-1096	244	15	shape	shape	NOUN
sc-1096	244	16	matching	matching	NOUN
sc-1096	244	17	and	and	CCONJ
sc-1096	244	18	object	object	NOUN
sc-1096	244	19	recognition	recognition	NOUN
sc-1096	244	20	using	use	VERB
sc-1096	244	21	shape	shape	NOUN
sc-1096	244	22	contexts	contexts	NOUN
sc-1096	244	23	,	,	PUNCT
sc-1096	244	24	”	"	PUNCT
sc-1096	244	25	ieee	ieee	NOUN
sc-1096	244	26	trans	tran	NOUN
sc-1096	244	27	.	.	PUNCT
sc-1096	244	28	pattern	pattern	PROPN
sc-1096	244	29	anal	anal	PROPN
sc-1096	244	30	.	.	PUNCT
sc-1096	244	31	machine	machine	NOUN
sc-1096	244	32	intell	intell	PROPN
sc-1096	244	33	.	.	PUNCT
sc-1096	244	34	,	,	PUNCT
sc-1096	244	35	vol	vol	NOUN
sc-1096	244	36	.	.	PROPN
sc-1096	244	37	24	24	NUM
sc-1096	244	38	,	,	PUNCT
sc-1096	244	39	no	no	INTJ
sc-1096	244	40	.	.	NOUN
sc-1096	244	41	4	4	NUM
sc-1096	244	42	,	,	PUNCT
sc-1096	244	43	pp	pp	ADJ
sc-1096	244	44	.	.	PUNCT
sc-1096	245	1	509–522	509–522	NUM
sc-1096	245	2	,	,	PUNCT
sc-1096	245	3	2002	2002	NUM
sc-1096	245	4	,	,	PUNCT
sc-1096	245	5	doi	doi	NOUN
sc-1096	245	6	:	:	PUNCT
sc-1096	245	7	10.1109/34.993558	10.1109/34.993558	NUM
sc-1096	245	8	.	.	PUNCT
sc-1096	246	1	[	[	X
sc-1096	246	2	23	23	NUM
sc-1096	246	3	]	]	X
sc-1096	246	4	r.	r.	PROPN
sc-1096	246	5	o.	o.	PROPN
sc-1096	246	6	dror	dror	PROPN
sc-1096	246	7	,	,	PUNCT
sc-1096	246	8	e.	e.	PROPN
sc-1096	246	9	h.	h.	PROPN
sc-1096	246	10	adelson	adelson	PROPN
sc-1096	246	11	,	,	PUNCT
sc-1096	246	12	and	and	CCONJ
sc-1096	246	13	a.	a.	PROPN
sc-1096	246	14	s.	s.	PROPN
sc-1096	246	15	willsky	willsky	PROPN
sc-1096	246	16	,	,	PUNCT
sc-1096	246	17	eds	eds	PROPN
sc-1096	246	18	.	.	PROPN
sc-1096	246	19	,	,	PUNCT
sc-1096	246	20	recognition	recognition	NOUN
sc-1096	246	21	of	of	ADP
sc-1096	246	22	surface	surface	NOUN
sc-1096	246	23	reflectance	reflectance	NOUN
sc-1096	246	24	properties	property	NOUN
sc-1096	246	25	from	from	ADP
sc-1096	246	26	eai	eai	PROPN
sc-1096	246	27	endorsed	endorse	VERB
sc-1096	246	28	transactions	transaction	NOUN
sc-1096	246	29	on	on	ADP
sc-1096	246	30	smart	smart	ADJ
sc-1096	246	31	cities	city	NOUN
sc-1096	246	32	08	08	NUM
sc-1096	246	33	2021	2021	NUM
sc-1096	246	34	10	10	NUM
sc-1096	246	35	2021	2021	NUM
sc-1096	246	36	|	|	ADV
sc-1096	246	37	volume	volume	NOUN
sc-1096	246	38	5	5	NUM
sc-1096	246	39	|	|	ADV
sc-1096	246	40	issue	issue	NOUN
sc-1096	246	41	16	16	NUM
sc-1096	246	42	|	|	NOUN
sc-1096	246	43	e1	e1	NOUN
sc-1096	246	44	transfer	transfer	NOUN
sc-1096	246	45	learning	learning	NOUN
sc-1096	246	46	-	-	PUNCT
sc-1096	246	47	based	base	VERB
sc-1096	246	48	method	method	NOUN
sc-1096	246	49	for	for	ADP
sc-1096	246	50	automated	automate	VERB
sc-1096	246	51	e	e	NOUN
sc-1096	246	52	-	-	NOUN
sc-1096	246	53	waste	waste	ADJ
sc-1096	246	54	recycling	recycling	NOUN
sc-1096	246	55	in	in	ADP
sc-1096	246	56	smart	smart	ADJ
sc-1096	246	57	cities	city	NOUN
sc-1096	246	58	9	9	NUM
sc-1096	246	59	a	a	DET
sc-1096	246	60	single	single	ADJ
sc-1096	246	61	image	image	NOUN
sc-1096	246	62	under	under	ADP
sc-1096	246	63	unknown	unknown	ADJ
sc-1096	246	64	real	real	ADJ
sc-1096	246	65	-	-	PUNCT
sc-1096	246	66	world	world	NOUN
sc-1096	246	67	illumination	illumination	NOUN
sc-1096	246	68	,	,	PUNCT
sc-1096	246	69	dec	dec	PROPN
sc-1096	246	70	.	.	PROPN
sc-1096	246	71	2001	2001	NUM
sc-1096	246	72	.	.	PUNCT
sc-1096	247	1	[	[	X
sc-1096	247	2	24	24	NUM
sc-1096	247	3	]	]	PUNCT
sc-1096	247	4	c.	c.	PROPN
sc-1096	247	5	liu	liu	PROPN
sc-1096	247	6	,	,	PUNCT
sc-1096	247	7	l.	l.	PROPN
sc-1096	247	8	sharan	sharan	PROPN
sc-1096	247	9	,	,	PUNCT
sc-1096	247	10	e.	e.	PROPN
sc-1096	247	11	h.	h.	PROPN
sc-1096	247	12	adelson	adelson	PROPN
sc-1096	247	13	,	,	PUNCT
sc-1096	247	14	and	and	CCONJ
sc-1096	247	15	r.	r.	PROPN
sc-1096	247	16	rosenholtz	rosenholtz	PROPN
sc-1096	247	17	,	,	PUNCT
sc-1096	247	18	“	"	PUNCT
sc-1096	247	19	exploring	explore	VERB
sc-1096	247	20	features	feature	NOUN
sc-1096	247	21	in	in	ADP
sc-1096	247	22	a	a	DET
sc-1096	247	23	bayesian	bayesian	NOUN
sc-1096	247	24	framework	framework	NOUN
sc-1096	247	25	for	for	ADP
sc-1096	247	26	material	material	NOUN
sc-1096	247	27	recognition	recognition	NOUN
sc-1096	247	28	,	,	PUNCT
sc-1096	247	29	”	"	PUNCT
sc-1096	247	30	in	in	ADP
sc-1096	247	31	2010	2010	NUM
sc-1096	247	32	ieee	ieee	NOUN
sc-1096	247	33	computer	computer	NOUN
sc-1096	247	34	society	society	PROPN
sc-1096	247	35	conference	conference	NOUN
sc-1096	247	36	on	on	ADP
sc-1096	247	37	computer	computer	NOUN
sc-1096	247	38	vision	vision	NOUN
sc-1096	247	39	and	and	CCONJ
sc-1096	247	40	pattern	pattern	NOUN
sc-1096	247	41	recognition	recognition	NOUN
sc-1096	247	42	:	:	PUNCT
sc-1096	247	43	exploring	explore	VERB
sc-1096	247	44	features	feature	NOUN
sc-1096	247	45	in	in	ADP
sc-1096	247	46	a	a	DET
sc-1096	247	47	bayesian	bayesian	NOUN
sc-1096	247	48	framework	framework	NOUN
sc-1096	247	49	for	for	ADP
sc-1096	247	50	material	material	NOUN
sc-1096	247	51	recognition	recognition	NOUN
sc-1096	247	52	,	,	PUNCT
sc-1096	247	53	san	san	PROPN
sc-1096	247	54	francisco	francisco	PROPN
sc-1096	247	55	,	,	PUNCT
sc-1096	247	56	ca	ca	PROPN
sc-1096	247	57	,	,	PUNCT
sc-1096	247	58	usa	usa	PROPN
sc-1096	247	59	,	,	PUNCT
sc-1096	247	60	jun	jun	PROPN
sc-1096	247	61	.	.	PROPN
sc-1096	247	62	2010	2010	NUM
sc-1096	247	63	jun	jun	PROPN
sc-1096	247	64	.	.	PROPN
sc-1096	247	65	2010	2010	NUM
sc-1096	247	66	,	,	PUNCT
sc-1096	247	67	pp	pp	ADP
sc-1096	247	68	.	.	PUNCT
sc-1096	248	1	239–246	239–246	NUM
sc-1096	248	2	.	.	PUNCT
sc-1096	249	1	[	[	X
sc-1096	249	2	25	25	NUM
sc-1096	249	3	]	]	X
sc-1096	249	4	g.	g.	PROPN
sc-1096	249	5	e.	e.	PROPN
sc-1096	249	6	sakr	sakr	PROPN
sc-1096	249	7	,	,	PUNCT
sc-1096	249	8	m.	m.	NOUN
sc-1096	249	9	mokbel	mokbel	PROPN
sc-1096	249	10	,	,	PUNCT
sc-1096	249	11	a.	a.	NOUN
sc-1096	249	12	darwich	darwich	PROPN
sc-1096	249	13	,	,	PUNCT
sc-1096	249	14	m.	m.	NOUN
sc-1096	249	15	n.	n.	PROPN
sc-1096	249	16	khneisser	khneisser	PROPN
sc-1096	249	17	,	,	PUNCT
sc-1096	249	18	and	and	CCONJ
sc-1096	249	19	a.	a.	NOUN
sc-1096	249	20	hadi	hadi	PROPN
sc-1096	249	21	,	,	PUNCT
sc-1096	249	22	“	"	PUNCT
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sc-1096	249	25	learning	learning	NOUN
sc-1096	249	26	and	and	CCONJ
sc-1096	249	27	support	support	VERB
sc-1096	249	28	vector	vector	NOUN
sc-1096	249	29	machines	machine	NOUN
sc-1096	249	30	for	for	ADP
sc-1096	249	31	autonomous	autonomous	ADJ
sc-1096	249	32	waste	waste	NOUN
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sc-1096	249	36	in	in	ADP
sc-1096	249	37	2016	2016	NUM
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sc-1096	249	39	international	international	ADJ
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sc-1096	249	41	conference	conference	NOUN
sc-1096	249	42	on	on	ADP
sc-1096	249	43	engineering	engineering	NOUN
sc-1096	249	44	technology	technology	NOUN
sc-1096	249	45	(	(	PUNCT
sc-1096	249	46	imcet	imcet	PROPN
sc-1096	249	47	)	)	PUNCT
sc-1096	249	48	,	,	PUNCT
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sc-1096	249	50	,	,	PUNCT
sc-1096	249	51	lebanon	lebanon	PROPN
sc-1096	249	52	,	,	PUNCT
sc-1096	249	53	2016	2016	NUM
sc-1096	249	54	,	,	PUNCT
sc-1096	249	55	pp	pp	ADJ
sc-1096	249	56	.	.	PUNCT
sc-1096	250	1	207–212	207–212	NUM
sc-1096	250	2	.	.	PUNCT
sc-1096	251	1	[	[	X
sc-1096	251	2	26	26	NUM
sc-1096	251	3	]	]	X
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sc-1096	251	6	m	m	PROPN
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sc-1096	251	12	and	and	CCONJ
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sc-1096	251	16	“	"	PUNCT
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sc-1096	251	22	waste	waste	NOUN
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sc-1096	251	25	disposal	disposal	NOUN
sc-1096	251	26	and	and	CCONJ
sc-1096	251	27	recycling	recycling	NOUN
sc-1096	251	28	,	,	PUNCT
sc-1096	251	29	”	"	PUNCT
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sc-1096	251	31	,	,	PUNCT
sc-1096	251	32	vol	vol	NOUN
sc-1096	251	33	.	.	PROPN
sc-1096	251	34	7	7	NUM
sc-1096	251	35	,	,	PUNCT
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sc-1096	251	38	2.8	2.8	NUM
sc-1096	251	39	,	,	PUNCT
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sc-1096	251	42	,	,	PUNCT
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sc-1096	251	44	,	,	PUNCT
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sc-1096	251	46	:	:	PUNCT
sc-1096	251	47	10.14419	10.14419	NUM
sc-1096	251	48	/	/	SYM
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sc-1096	251	50	.	.	PUNCT
sc-1096	252	1	[	[	X
sc-1096	252	2	27	27	NUM
sc-1096	252	3	]	]	PUNCT
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sc-1096	252	10	,	,	PUNCT
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sc-1096	252	13	,	,	PUNCT
sc-1096	252	14	p.	p.	NOUN
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sc-1096	252	16	,	,	PUNCT
sc-1096	252	17	p.	p.	PROPN
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sc-1096	252	19	,	,	PUNCT
sc-1096	252	20	and	and	CCONJ
sc-1096	252	21	a.	a.	PROPN
sc-1096	252	22	p.	p.	PROPN
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sc-1096	252	24	,	,	PUNCT
sc-1096	252	25	“	"	PUNCT
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sc-1096	252	34	:	:	PUNCT
sc-1096	252	35	a	a	DET
sc-1096	252	36	survey	survey	NOUN
sc-1096	252	37	,	,	PUNCT
sc-1096	252	38	”	"	PUNCT
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sc-1096	252	41	and	and	CCONJ
sc-1096	252	42	networks	network	NOUN
sc-1096	252	43	,	,	PUNCT
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sc-1096	252	45	.	.	PROPN
sc-1096	252	46	4	4	NUM
sc-1096	252	47	,	,	PUNCT
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sc-1096	252	50	3	3	NUM
sc-1096	252	51	,	,	PUNCT
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sc-1096	252	53	.	.	PUNCT
sc-1096	253	1	161–175	161–175	NUM
sc-1096	253	2	,	,	PUNCT
sc-1096	253	3	2018	2018	NUM
sc-1096	253	4	,	,	PUNCT
sc-1096	253	5	doi	doi	NOUN
sc-1096	253	6	:	:	PUNCT
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sc-1096	253	8	/	/	SYM
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sc-1096	253	10	.	.	PUNCT
sc-1096	254	1	[	[	X
sc-1096	254	2	28	28	NUM
sc-1096	254	3	]	]	X
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sc-1096	254	5	s.	s.	PROPN
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sc-1096	254	7	,	,	PUNCT
sc-1096	254	8	p.	p.	PROPN
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sc-1096	254	10	,	,	PUNCT
sc-1096	254	11	c.	c.	PROPN
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sc-1096	254	13	,	,	PUNCT
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sc-1096	254	20	,	,	PUNCT
sc-1096	254	21	“	"	PUNCT
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sc-1096	254	33	,	,	PUNCT
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sc-1096	254	47	,	,	PUNCT
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sc-1096	254	53	,	,	PUNCT
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sc-1096	255	1	192–197	192–197	NUM
sc-1096	255	2	.	.	PUNCT
sc-1096	256	1	[	[	X
sc-1096	256	2	29	29	NUM
sc-1096	256	3	]	]	PUNCT
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sc-1096	256	14	for	for	ADP
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sc-1096	256	17	in	in	ADP
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sc-1096	256	21	”	"	PUNCT
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sc-1096	256	28	,	,	PUNCT
sc-1096	256	29	pp	pp	ADJ
sc-1096	256	30	.	.	PUNCT
sc-1096	257	1	68752–68763	68752–68763	NUM
sc-1096	257	2	,	,	PUNCT
sc-1096	257	3	2019	2019	NUM
sc-1096	257	4	,	,	PUNCT
sc-1096	257	5	doi	doi	NOUN
sc-1096	257	6	:	:	PUNCT
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sc-1096	257	8	/	/	SYM
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sc-1096	257	10	.	.	PUNCT
sc-1096	258	1	[	[	X
sc-1096	258	2	30	30	NUM
sc-1096	258	3	]	]	PUNCT
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sc-1096	258	20	convolutional	convolutional	ADJ
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sc-1096	258	23	,	,	PUNCT
sc-1096	258	24	”	"	PUNCT
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sc-1096	258	28	,	,	PUNCT
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sc-1096	258	30	.	.	PROPN
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sc-1096	258	32	,	,	PUNCT
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sc-1096	258	34	.	.	NOUN
sc-1096	258	35	6	6	NUM
sc-1096	258	36	,	,	PUNCT
sc-1096	258	37	pp	pp	PROPN
sc-1096	258	38	.	.	PUNCT
sc-1096	258	39	84–90	84–90	NUM
sc-1096	258	40	,	,	PUNCT
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sc-1096	258	42	,	,	PUNCT
sc-1096	258	43	doi	doi	NOUN
sc-1096	258	44	:	:	PUNCT
sc-1096	258	45	10.1145/3065386	10.1145/3065386	NUM
sc-1096	258	46	.	.	PUNCT
sc-1096	259	1	[	[	X
sc-1096	259	2	31	31	NUM
sc-1096	259	3	]	]	PUNCT
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sc-1096	259	15	a.	a.	PROPN
sc-1096	259	16	m.	m.	PROPN
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sc-1096	259	21	f.	f.	PROPN
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sc-1096	259	25	“	"	PUNCT
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sc-1096	259	30	-	-	ADJ
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sc-1096	259	43	neural	neural	ADJ
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sc-1096	259	45	,	,	PUNCT
sc-1096	259	46	”	"	PUNCT
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sc-1096	259	70	-	-	PUNCT
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sc-1096	260	20	.	.	PUNCT
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sc-1096	261	4	.	.	PUNCT
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sc-1096	262	2	:	:	PUNCT
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sc-1096	264	2	33	33	NUM
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sc-1096	264	5	p.	p.	PROPN
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sc-1096	264	11	“	"	PUNCT
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sc-1096	265	1	[	[	X
sc-1096	265	2	online	online	X
sc-1096	265	3	]	]	X
sc-1096	265	4	.	.	PUNCT
sc-1096	266	1	available	available	ADJ
sc-1096	266	2	:	:	PUNCT
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sc-1096	268	1	[	[	X
sc-1096	268	2	34	34	NUM
sc-1096	268	3	]	]	SYM
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sc-1096	268	30	machine	machine	NOUN
sc-1096	268	31	learning	learning	NOUN
sc-1096	268	32	,	,	PUNCT
sc-1096	268	33	”	"	PUNCT
sc-1096	268	34	may	may	AUX
sc-1096	268	35	.	.	PUNCT
sc-1096	268	36	2017	2017	NUM
sc-1096	268	37	.	.	PUNCT
sc-1096	269	1	[	[	X
sc-1096	269	2	online	online	X
sc-1096	269	3	]	]	X
sc-1096	269	4	.	.	PUNCT
sc-1096	270	1	available	available	ADJ
sc-1096	270	2	:	:	PUNCT
sc-1096	270	3	http://arxiv.org/pdf/	http://arxiv.org/pdf/	PROPN
sc-1096	270	4	1705.08292v2	1705.08292v2	NUM
sc-1096	270	5	eai	eai	NOUN
sc-1096	270	6	endorsed	endorse	VERB
sc-1096	270	7	transactions	transaction	NOUN
sc-1096	270	8	on	on	ADP
sc-1096	270	9	smart	smart	ADJ
sc-1096	270	10	cities	city	NOUN
sc-1096	270	11	08	08	NUM
sc-1096	270	12	2021	2021	NUM
sc-1096	270	13	10	10	NUM
sc-1096	270	14	2021	2021	NUM
sc-1096	270	15	|	|	ADV
sc-1096	270	16	volume	volume	NOUN
sc-1096	270	17	5	5	NUM
sc-1096	270	18	|	|	ADV
sc-1096	270	19	issue	issue	NOUN
sc-1096	270	20	16	16	NUM
sc-1096	270	21	|	|	NOUN
sc-1096	270	22	e1	e1	VERB