id	sid	tid	token	lemma	pos
cana-4	1	1	communications	communication	NOUN
cana-4	1	2	on	on	ADP
cana-4	1	3	applied	apply	VERB
cana-4	1	4	nonlinear	nonlinear	ADJ
cana-4	1	5	analysis	analysis	NOUN
cana-4	1	6	issn	issn	NOUN
cana-4	1	7	:	:	PUNCT
cana-4	1	8	1074	1074	NUM
cana-4	1	9	-	-	PUNCT
cana-4	1	10	133x	133x	NUM
cana-4	1	11	vol	vol	NOUN
cana-4	1	12	30	30	NUM
cana-4	1	13	no	no	NOUN
cana-4	1	14	.	.	NOUN
cana-4	1	15	1	1	NUM
cana-4	1	16	(	(	PUNCT
cana-4	1	17	2023	2023	NUM
cana-4	1	18	)	)	PUNCT
cana-4	1	19	9	9	NUM
cana-4	1	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-4	1	21	nonlinear	nonlinear	ADJ
cana-4	1	22	optimization	optimization	NOUN
cana-4	1	23	techniques	technique	NOUN
cana-4	1	24	for	for	ADP
cana-4	1	25	signal	signal	NOUN
cana-4	1	26	processing	processing	NOUN
cana-4	1	27	mohammed	mohammed	PROPN
cana-4	1	28	kada	kada	PROPN
cana-4	1	29	kloucha	kloucha	PROPN
cana-4	1	30	department	department	PROPN
cana-4	1	31	of	of	ADP
cana-4	1	32	applied	apply	VERB
cana-4	1	33	mathematics	mathematic	NOUN
cana-4	1	34	,	,	PUNCT
cana-4	1	35	harvard	harvard	PROPN
cana-4	1	36	university	university	PROPN
cana-4	1	37	,	,	PUNCT
cana-4	1	38	cambridge	cambridge	PROPN
cana-4	1	39	,	,	PUNCT
cana-4	1	40	usa	usa	PROPN
cana-4	1	41	article	article	PROPN
cana-4	1	42	history	history	NOUN
cana-4	1	43	:	:	PUNCT
cana-4	1	44	received	receive	VERB
cana-4	1	45	:	:	PUNCT
cana-4	1	46	26	26	NUM
cana-4	1	47	-	-	PUNCT
cana-4	1	48	02	02	NUM
cana-4	1	49	-	-	PUNCT
cana-4	1	50	2023	2023	NUM
cana-4	1	51	revised	revise	VERB
cana-4	1	52	:	:	PUNCT
cana-4	1	53	22	22	NUM
cana-4	1	54	-	-	PUNCT
cana-4	1	55	04	04	NUM
cana-4	1	56	-	-	PUNCT
cana-4	1	57	2023	2023	NUM
cana-4	1	58	accepted	accept	VERB
cana-4	1	59	:	:	PUNCT
cana-4	1	60	14	14	NUM
cana-4	1	61	-	-	SYM
cana-4	1	62	05	05	NUM
cana-4	1	63	-	-	PUNCT
cana-4	1	64	2023	2023	NUM
cana-4	1	65	abstract	abstract	NOUN
cana-4	1	66	:	:	PUNCT
cana-4	1	67	signal	signal	NOUN
cana-4	1	68	processing	processing	NOUN
cana-4	1	69	plays	play	VERB
cana-4	1	70	a	a	DET
cana-4	1	71	crucial	crucial	ADJ
cana-4	1	72	role	role	NOUN
cana-4	1	73	in	in	ADP
cana-4	1	74	modern	modern	ADJ
cana-4	1	75	technology	technology	NOUN
cana-4	1	76	,	,	PUNCT
cana-4	1	77	from	from	ADP
cana-4	1	78	communication	communication	NOUN
cana-4	1	79	systems	system	NOUN
cana-4	1	80	to	to	ADP
cana-4	1	81	image	image	NOUN
cana-4	1	82	and	and	CCONJ
cana-4	1	83	audio	audio	NOUN
cana-4	1	84	processing	processing	NOUN
cana-4	1	85	.	.	PUNCT
cana-4	2	1	this	this	DET
cana-4	2	2	article	article	NOUN
cana-4	2	3	delves	delve	VERB
cana-4	2	4	into	into	ADP
cana-4	2	5	the	the	DET
cana-4	2	6	applications	application	NOUN
cana-4	2	7	of	of	ADP
cana-4	2	8	nonlinear	nonlinear	ADJ
cana-4	2	9	optimization	optimization	NOUN
cana-4	2	10	techniques	technique	NOUN
cana-4	2	11	in	in	ADP
cana-4	2	12	signal	signal	ADJ
cana-4	2	13	processing	processing	NOUN
cana-4	2	14	.	.	PUNCT
cana-4	3	1	it	it	PRON
cana-4	3	2	discusses	discuss	VERB
cana-4	3	3	the	the	DET
cana-4	3	4	mathematical	mathematical	ADJ
cana-4	3	5	foundations	foundation	NOUN
cana-4	3	6	,	,	PUNCT
cana-4	3	7	methodologies	methodology	NOUN
cana-4	3	8	,	,	PUNCT
cana-4	3	9	and	and	CCONJ
cana-4	3	10	real	real	ADJ
cana-4	3	11	-	-	PUNCT
cana-4	3	12	world	world	NOUN
cana-4	3	13	applications	application	NOUN
cana-4	3	14	of	of	ADP
cana-4	3	15	nonlinear	nonlinear	ADJ
cana-4	3	16	optimization	optimization	NOUN
cana-4	3	17	,	,	PUNCT
cana-4	3	18	emphasizing	emphasize	VERB
cana-4	3	19	its	its	PRON
cana-4	3	20	significance	significance	NOUN
cana-4	3	21	in	in	ADP
cana-4	3	22	enhancing	enhance	VERB
cana-4	3	23	signal	signal	ADJ
cana-4	3	24	quality	quality	NOUN
cana-4	3	25	,	,	PUNCT
cana-4	3	26	improving	improve	VERB
cana-4	3	27	performance	performance	NOUN
cana-4	3	28	,	,	PUNCT
cana-4	3	29	and	and	CCONJ
cana-4	3	30	enabling	enable	VERB
cana-4	3	31	innovative	innovative	ADJ
cana-4	3	32	applications	application	NOUN
cana-4	3	33	.	.	PUNCT
cana-4	4	1	keywords	keyword	NOUN
cana-4	4	2	:	:	PUNCT
cana-4	4	3	nonlinear	nonlinear	ADJ
cana-4	4	4	optimization	optimization	NOUN
cana-4	4	5	,	,	PUNCT
cana-4	4	6	signal	signal	NOUN
cana-4	4	7	processing	processing	NOUN
cana-4	4	8	etc	etc	X
cana-4	4	9	.	.	X
cana-4	4	10	1	1	X
cana-4	4	11	.	.	X
cana-4	4	12	introduction	introduction	NOUN
cana-4	4	13	signal	signal	NOUN
cana-4	4	14	processing	processing	NOUN
cana-4	4	15	is	be	AUX
cana-4	4	16	an	an	DET
cana-4	4	17	integral	integral	ADJ
cana-4	4	18	part	part	NOUN
cana-4	4	19	of	of	ADP
cana-4	4	20	modern	modern	ADJ
cana-4	4	21	technology	technology	NOUN
cana-4	4	22	,	,	PUNCT
cana-4	4	23	used	use	VERB
cana-4	4	24	in	in	ADP
cana-4	4	25	applications	application	NOUN
cana-4	4	26	ranging	range	VERB
cana-4	4	27	from	from	ADP
cana-4	4	28	wireless	wireless	ADJ
cana-4	4	29	communication	communication	NOUN
cana-4	4	30	to	to	ADP
cana-4	4	31	medical	medical	ADJ
cana-4	4	32	imaging	imaging	NOUN
cana-4	4	33	.	.	PUNCT
cana-4	5	1	nonlinear	nonlinear	ADJ
cana-4	5	2	optimization	optimization	NOUN
cana-4	5	3	techniques	technique	NOUN
cana-4	5	4	provide	provide	VERB
cana-4	5	5	powerful	powerful	ADJ
cana-4	5	6	tools	tool	NOUN
cana-4	5	7	for	for	ADP
cana-4	5	8	extracting	extract	VERB
cana-4	5	9	valuable	valuable	ADJ
cana-4	5	10	information	information	NOUN
cana-4	5	11	from	from	ADP
cana-4	5	12	signals	signal	NOUN
cana-4	5	13	,	,	PUNCT
cana-4	5	14	enhancing	enhance	VERB
cana-4	5	15	signal	signal	ADJ
cana-4	5	16	quality	quality	NOUN
cana-4	5	17	,	,	PUNCT
cana-4	5	18	and	and	CCONJ
cana-4	5	19	optimizing	optimize	VERB
cana-4	5	20	signal	signal	NOUN
cana-4	5	21	processing	processing	NOUN
cana-4	5	22	systems	system	NOUN
cana-4	5	23	.	.	PUNCT
cana-4	6	1	2	2	X
cana-4	6	2	.	.	X
cana-4	6	3	mathematical	mathematical	ADJ
cana-4	6	4	foundations	foundation	NOUN
cana-4	6	5	2.1	2.1	NUM
cana-4	6	6	basics	basic	NOUN
cana-4	6	7	of	of	ADP
cana-4	6	8	optimization	optimization	NOUN
cana-4	6	9	optimization	optimization	NOUN
cana-4	6	10	aims	aim	VERB
cana-4	6	11	to	to	PART
cana-4	6	12	find	find	VERB
cana-4	6	13	the	the	DET
cana-4	6	14	best	good	ADJ
cana-4	6	15	solution	solution	NOUN
cana-4	6	16	among	among	ADP
cana-4	6	17	a	a	DET
cana-4	6	18	set	set	NOUN
cana-4	6	19	of	of	ADP
cana-4	6	20	possible	possible	ADJ
cana-4	6	21	solutions	solution	NOUN
cana-4	6	22	.	.	PUNCT
cana-4	7	1	in	in	ADP
cana-4	7	2	the	the	DET
cana-4	7	3	context	context	NOUN
cana-4	7	4	of	of	ADP
cana-4	7	5	signal	signal	ADJ
cana-4	7	6	processing	processing	NOUN
cana-4	7	7	,	,	PUNCT
cana-4	7	8	optimization	optimization	NOUN
cana-4	7	9	involves	involve	VERB
cana-4	7	10	finding	find	VERB
cana-4	7	11	optimal	optimal	ADJ
cana-4	7	12	parameter	parameter	NOUN
cana-4	7	13	values	value	NOUN
cana-4	7	14	or	or	CCONJ
cana-4	7	15	algorithms	algorithm	NOUN
cana-4	7	16	that	that	PRON
cana-4	7	17	maximize	maximize	VERB
cana-4	7	18	certain	certain	ADJ
cana-4	7	19	performance	performance	NOUN
cana-4	7	20	criteria	criterion	NOUN
cana-4	7	21	.	.	PUNCT
cana-4	8	1	2.2	2.2	NUM
cana-4	8	2	nonlinear	nonlinear	ADJ
cana-4	8	3	optimization	optimization	NOUN
cana-4	8	4	nonlinear	nonlinear	ADJ
cana-4	8	5	optimization	optimization	NOUN
cana-4	8	6	deals	deal	NOUN
cana-4	8	7	with	with	ADP
cana-4	8	8	objective	objective	ADJ
cana-4	8	9	functions	function	NOUN
cana-4	8	10	that	that	PRON
cana-4	8	11	are	be	AUX
cana-4	8	12	not	not	PART
cana-4	8	13	necessarily	necessarily	ADV
cana-4	8	14	linear	linear	ADJ
cana-4	8	15	.	.	PUNCT
cana-4	9	1	it	it	PRON
cana-4	9	2	involves	involve	VERB
cana-4	9	3	finding	find	VERB
cana-4	9	4	the	the	DET
cana-4	9	5	minima	minima	NOUN
cana-4	9	6	or	or	CCONJ
cana-4	9	7	maxima	maxima	NOUN
cana-4	9	8	of	of	ADP
cana-4	9	9	nonlinear	nonlinear	ADJ
cana-4	9	10	functions	function	NOUN
cana-4	9	11	,	,	PUNCT
cana-4	9	12	often	often	ADV
cana-4	9	13	subject	subject	ADJ
cana-4	9	14	to	to	ADP
cana-4	9	15	constraints	constraint	NOUN
cana-4	9	16	.	.	PUNCT
cana-4	10	1	key	key	ADJ
cana-4	10	2	concepts	concept	NOUN
cana-4	10	3	include	include	VERB
cana-4	10	4	:	:	PUNCT
cana-4	10	5	•	•	NUM
cana-4	10	6	objective	objective	ADJ
cana-4	10	7	function	function	NOUN
cana-4	10	8	:	:	PUNCT
cana-4	10	9	the	the	DET
cana-4	10	10	function	function	NOUN
cana-4	10	11	to	to	PART
cana-4	10	12	be	be	AUX
cana-4	10	13	optimized	optimize	VERB
cana-4	10	14	,	,	PUNCT
cana-4	10	15	typically	typically	ADV
cana-4	10	16	a	a	DET
cana-4	10	17	performance	performance	NOUN
cana-4	10	18	metric	metric	ADJ
cana-4	10	19	.	.	PUNCT
cana-4	11	1	•	•	NUM
cana-4	11	2	constraints	constraint	NOUN
cana-4	11	3	:	:	PUNCT
cana-4	11	4	conditions	condition	NOUN
cana-4	11	5	that	that	SCONJ
cana-4	11	6	the	the	DET
cana-4	11	7	solution	solution	NOUN
cana-4	11	8	must	must	AUX
cana-4	11	9	satisfy	satisfy	VERB
cana-4	11	10	.	.	PUNCT
cana-4	12	1	•	•	NUM
cana-4	12	2	optimization	optimization	NOUN
cana-4	12	3	algorithms	algorithm	NOUN
cana-4	12	4	:	:	PUNCT
cana-4	12	5	methods	method	NOUN
cana-4	12	6	for	for	ADP
cana-4	12	7	finding	find	VERB
cana-4	12	8	the	the	DET
cana-4	12	9	optimal	optimal	ADJ
cana-4	12	10	solution	solution	NOUN
cana-4	12	11	,	,	PUNCT
cana-4	12	12	such	such	ADJ
cana-4	12	13	as	as	ADP
cana-4	12	14	gradient	gradient	ADJ
cana-4	12	15	descent	descent	NOUN
cana-4	12	16	,	,	PUNCT
cana-4	12	17	genetic	genetic	ADJ
cana-4	12	18	algorithms	algorithm	NOUN
cana-4	12	19	,	,	PUNCT
cana-4	12	20	and	and	CCONJ
cana-4	12	21	simulated	simulated	ADJ
cana-4	12	22	annealing	annealing	NOUN
cana-4	12	23	.	.	PUNCT
cana-4	13	1	communications	communication	NOUN
cana-4	13	2	on	on	ADP
cana-4	13	3	applied	apply	VERB
cana-4	13	4	nonlinear	nonlinear	ADJ
cana-4	13	5	analysis	analysis	NOUN
cana-4	13	6	issn	issn	NOUN
cana-4	13	7	:	:	PUNCT
cana-4	13	8	1074	1074	NUM
cana-4	13	9	-	-	PUNCT
cana-4	13	10	133x	133x	NUM
cana-4	13	11	vol	vol	NOUN
cana-4	13	12	30	30	NUM
cana-4	13	13	no	no	NOUN
cana-4	13	14	.	.	NOUN
cana-4	13	15	1	1	NUM
cana-4	13	16	(	(	PUNCT
cana-4	13	17	2023	2023	NUM
cana-4	13	18	)	)	PUNCT
cana-4	13	19	10	10	NUM
cana-4	13	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-4	13	21	3	3	X
cana-4	13	22	.	.	PUNCT
cana-4	13	23	applications	application	NOUN
cana-4	13	24	in	in	ADP
cana-4	13	25	signal	signal	NOUN
cana-4	13	26	processing	process	VERB
cana-4	13	27	3.1	3.1	NUM
cana-4	13	28	adaptive	adaptive	ADJ
cana-4	13	29	filtering	filter	VERB
cana-4	13	30	nonlinear	nonlinear	ADJ
cana-4	13	31	optimization	optimization	NOUN
cana-4	13	32	is	be	AUX
cana-4	13	33	applied	apply	VERB
cana-4	13	34	to	to	PART
cana-4	13	35	adapt	adapt	VERB
cana-4	13	36	filter	filter	NOUN
cana-4	13	37	coefficients	coefficient	NOUN
cana-4	13	38	in	in	ADP
cana-4	13	39	real	real	ADJ
cana-4	13	40	-	-	PUNCT
cana-4	13	41	time	time	NOUN
cana-4	13	42	,	,	PUNCT
cana-4	13	43	optimizing	optimize	VERB
cana-4	13	44	signal	signal	NOUN
cana-4	13	45	quality	quality	NOUN
cana-4	13	46	in	in	ADP
cana-4	13	47	applications	application	NOUN
cana-4	13	48	like	like	ADP
cana-4	13	49	noise	noise	NOUN
cana-4	13	50	cancellation	cancellation	NOUN
cana-4	13	51	and	and	CCONJ
cana-4	13	52	equalization	equalization	NOUN
cana-4	13	53	in	in	ADP
cana-4	13	54	communication	communication	NOUN
cana-4	13	55	systems	system	NOUN
cana-4	13	56	.	.	PUNCT
cana-4	14	1	3.2	3.2	NUM
cana-4	14	2	spectrum	spectrum	NOUN
cana-4	14	3	estimation	estimation	NOUN
cana-4	14	4	nonlinear	nonlinear	ADJ
cana-4	14	5	optimization	optimization	NOUN
cana-4	14	6	techniques	technique	NOUN
cana-4	14	7	are	be	AUX
cana-4	14	8	used	use	VERB
cana-4	14	9	to	to	PART
cana-4	14	10	estimate	estimate	VERB
cana-4	14	11	the	the	DET
cana-4	14	12	spectral	spectral	ADJ
cana-4	14	13	characteristics	characteristic	NOUN
cana-4	14	14	of	of	ADP
cana-4	14	15	signals	signal	NOUN
cana-4	14	16	,	,	PUNCT
cana-4	14	17	enhancing	enhance	VERB
cana-4	14	18	accuracy	accuracy	NOUN
cana-4	14	19	in	in	ADP
cana-4	14	20	applications	application	NOUN
cana-4	14	21	like	like	ADP
cana-4	14	22	radar	radar	NOUN
cana-4	14	23	and	and	CCONJ
cana-4	14	24	wireless	wireless	ADJ
cana-4	14	25	communication	communication	NOUN
cana-4	14	26	.	.	PUNCT
cana-4	15	1	3.3	3.3	NUM
cana-4	15	2	image	image	NOUN
cana-4	15	3	and	and	CCONJ
cana-4	15	4	audio	audio	NOUN
cana-4	15	5	processing	processing	NOUN
cana-4	15	6	in	in	ADP
cana-4	15	7	image	image	NOUN
cana-4	15	8	and	and	CCONJ
cana-4	15	9	audio	audio	NOUN
cana-4	15	10	processing	processing	NOUN
cana-4	15	11	,	,	PUNCT
cana-4	15	12	nonlinear	nonlinear	ADJ
cana-4	15	13	optimization	optimization	NOUN
cana-4	15	14	improves	improve	VERB
cana-4	15	15	image	image	NOUN
cana-4	15	16	reconstruction	reconstruction	NOUN
cana-4	15	17	,	,	PUNCT
cana-4	15	18	denoising	denoising	NOUN
cana-4	15	19	,	,	PUNCT
cana-4	15	20	and	and	CCONJ
cana-4	15	21	audio	audio	NOUN
cana-4	15	22	source	source	NOUN
cana-4	15	23	separation	separation	NOUN
cana-4	15	24	,	,	PUNCT
cana-4	15	25	enabling	enable	VERB
cana-4	15	26	clearer	clear	ADJ
cana-4	15	27	visuals	visual	NOUN
cana-4	15	28	and	and	CCONJ
cana-4	15	29	sound	sound	NOUN
cana-4	15	30	.	.	PUNCT
cana-4	16	1	3.4	3.4	NUM
cana-4	16	2	machine	machine	NOUN
cana-4	16	3	learning	learning	NOUN
cana-4	16	4	and	and	CCONJ
cana-4	16	5	deep	deep	ADJ
cana-4	16	6	learning	learn	VERB
cana-4	16	7	nonlinear	nonlinear	ADJ
cana-4	16	8	optimization	optimization	NOUN
cana-4	16	9	is	be	AUX
cana-4	16	10	a	a	DET
cana-4	16	11	core	core	NOUN
cana-4	16	12	component	component	NOUN
cana-4	16	13	of	of	ADP
cana-4	16	14	training	training	NOUN
cana-4	16	15	neural	neural	ADJ
cana-4	16	16	networks	network	NOUN
cana-4	16	17	,	,	PUNCT
cana-4	16	18	enabling	enable	VERB
cana-4	16	19	complex	complex	ADJ
cana-4	16	20	signal	signal	NOUN
cana-4	16	21	processing	processing	NOUN
cana-4	16	22	tasks	task	NOUN
cana-4	16	23	like	like	ADP
cana-4	16	24	image	image	NOUN
cana-4	16	25	recognition	recognition	NOUN
cana-4	16	26	and	and	CCONJ
cana-4	16	27	natural	natural	ADJ
cana-4	16	28	language	language	NOUN
cana-4	16	29	processing	processing	NOUN
cana-4	16	30	.	.	PUNCT
cana-4	17	1	4	4	X
cana-4	17	2	.	.	NUM
cana-4	17	3	methodologies	methodology	NOUN
cana-4	17	4	for	for	ADP
cana-4	17	5	nonlinear	nonlinear	ADJ
cana-4	17	6	optimization	optimization	NOUN
cana-4	17	7	4.1	4.1	NUM
cana-4	17	8	gradient	gradient	NOUN
cana-4	17	9	-	-	PUNCT
cana-4	17	10	based	base	VERB
cana-4	17	11	methods	method	NOUN
cana-4	17	12	gradient	gradient	ADJ
cana-4	17	13	descent	descent	NOUN
cana-4	17	14	and	and	CCONJ
cana-4	17	15	its	its	PRON
cana-4	17	16	variants	variant	NOUN
cana-4	17	17	are	be	AUX
cana-4	17	18	commonly	commonly	ADV
cana-4	17	19	used	use	VERB
cana-4	17	20	for	for	ADP
cana-4	17	21	optimizing	optimize	VERB
cana-4	17	22	nonlinear	nonlinear	ADJ
cana-4	17	23	functions	function	NOUN
cana-4	17	24	.	.	PUNCT
cana-4	18	1	they	they	PRON
cana-4	18	2	iteratively	iteratively	ADV
cana-4	18	3	update	update	VERB
cana-4	18	4	parameters	parameter	NOUN
cana-4	18	5	to	to	PART
cana-4	18	6	minimize	minimize	VERB
cana-4	18	7	the	the	DET
cana-4	18	8	objective	objective	ADJ
cana-4	18	9	function	function	NOUN
cana-4	18	10	.	.	PUNCT
cana-4	19	1	4.2	4.2	NUM
cana-4	19	2	genetic	genetic	ADJ
cana-4	19	3	algorithms	algorithm	NOUN
cana-4	19	4	inspired	inspire	VERB
cana-4	19	5	by	by	ADP
cana-4	19	6	natural	natural	ADJ
cana-4	19	7	selection	selection	NOUN
cana-4	19	8	,	,	PUNCT
cana-4	19	9	genetic	genetic	ADJ
cana-4	19	10	algorithms	algorithm	NOUN
cana-4	19	11	evolve	evolve	VERB
cana-4	19	12	a	a	DET
cana-4	19	13	population	population	NOUN
cana-4	19	14	of	of	ADP
cana-4	19	15	potential	potential	ADJ
cana-4	19	16	solutions	solution	NOUN
cana-4	19	17	to	to	PART
cana-4	19	18	find	find	VERB
cana-4	19	19	optimal	optimal	ADJ
cana-4	19	20	parameter	parameter	NOUN
cana-4	19	21	values	value	NOUN
cana-4	19	22	.	.	PUNCT
cana-4	20	1	4.3	4.3	NUM
cana-4	20	2	simulated	simulate	VERB
cana-4	20	3	annealing	anneal	VERB
cana-4	20	4	simulated	simulated	ADJ
cana-4	20	5	annealing	annealing	NOUN
cana-4	20	6	mimics	mimic	VERB
cana-4	20	7	the	the	DET
cana-4	20	8	annealing	anneal	VERB
cana-4	20	9	process	process	NOUN
cana-4	20	10	in	in	ADP
cana-4	20	11	metallurgy	metallurgy	NOUN
cana-4	20	12	,	,	PUNCT
cana-4	20	13	gradually	gradually	ADV
cana-4	20	14	cooling	cool	VERB
cana-4	20	15	a	a	DET
cana-4	20	16	system	system	NOUN
cana-4	20	17	to	to	PART
cana-4	20	18	find	find	VERB
cana-4	20	19	the	the	DET
cana-4	20	20	global	global	ADJ
cana-4	20	21	minimum	minimum	NOUN
cana-4	20	22	of	of	ADP
cana-4	20	23	an	an	DET
cana-4	20	24	objective	objective	ADJ
cana-4	20	25	function	function	NOUN
cana-4	20	26	.	.	PUNCT
cana-4	21	1	5	5	X
cana-4	21	2	.	.	NOUN
cana-4	21	3	significance	significance	NOUN
cana-4	21	4	and	and	CCONJ
cana-4	21	5	future	future	ADJ
cana-4	21	6	directions	direction	NOUN
cana-4	21	7	nonlinear	nonlinear	ADJ
cana-4	21	8	optimization	optimization	NOUN
cana-4	21	9	techniques	technique	NOUN
cana-4	21	10	are	be	AUX
cana-4	21	11	fundamental	fundamental	ADJ
cana-4	21	12	in	in	ADP
cana-4	21	13	signal	signal	ADJ
cana-4	21	14	processing	processing	NOUN
cana-4	21	15	,	,	PUNCT
cana-4	21	16	enabling	enable	VERB
cana-4	21	17	the	the	DET
cana-4	21	18	design	design	NOUN
cana-4	21	19	of	of	ADP
cana-4	21	20	efficient	efficient	ADJ
cana-4	21	21	algorithms	algorithm	NOUN
cana-4	21	22	and	and	CCONJ
cana-4	21	23	systems	system	NOUN
cana-4	21	24	.	.	PUNCT
cana-4	22	1	future	future	ADJ
cana-4	22	2	directions	direction	NOUN
cana-4	22	3	include	include	VERB
cana-4	22	4	the	the	DET
cana-4	22	5	integration	integration	NOUN
cana-4	22	6	of	of	ADP
cana-4	22	7	optimization	optimization	NOUN
cana-4	22	8	into	into	ADP
cana-4	22	9	emerging	emerge	VERB
cana-4	22	10	technologies	technology	NOUN
cana-4	22	11	such	such	ADJ
cana-4	22	12	as	as	ADP
cana-4	22	13	5	5	NUM
cana-4	22	14	g	g	NOUN
cana-4	22	15	communication	communication	NOUN
cana-4	22	16	and	and	CCONJ
cana-4	22	17	autonomous	autonomous	ADJ
cana-4	22	18	systems	system	NOUN
cana-4	22	19	.	.	PUNCT
cana-4	23	1	6	6	X
cana-4	23	2	.	.	X
cana-4	23	3	conclusion	conclusion	NOUN
cana-4	23	4	nonlinear	nonlinear	ADJ
cana-4	23	5	optimization	optimization	NOUN
cana-4	23	6	techniques	technique	NOUN
cana-4	23	7	have	have	VERB
cana-4	23	8	a	a	DET
cana-4	23	9	profound	profound	ADJ
cana-4	23	10	impact	impact	NOUN
cana-4	23	11	on	on	ADP
cana-4	23	12	signal	signal	ADJ
cana-4	23	13	processing	processing	NOUN
cana-4	23	14	,	,	PUNCT
cana-4	23	15	enhancing	enhance	VERB
cana-4	23	16	signal	signal	ADJ
cana-4	23	17	quality	quality	NOUN
cana-4	23	18	,	,	PUNCT
cana-4	23	19	improving	improve	VERB
cana-4	23	20	performance	performance	NOUN
cana-4	23	21	,	,	PUNCT
cana-4	23	22	and	and	CCONJ
cana-4	23	23	enabling	enable	VERB
cana-4	23	24	innovative	innovative	ADJ
cana-4	23	25	applications	application	NOUN
cana-4	23	26	.	.	PUNCT
cana-4	24	1	as	as	SCONJ
cana-4	24	2	technology	technology	NOUN
cana-4	24	3	continues	continue	VERB
cana-4	24	4	to	to	PART
cana-4	24	5	advance	advance	VERB
cana-4	24	6	,	,	PUNCT
cana-4	24	7	nonlinear	nonlinear	ADJ
cana-4	24	8	optimization	optimization	NOUN
cana-4	24	9	will	will	AUX
cana-4	24	10	remain	remain	VERB
cana-4	24	11	at	at	ADP
cana-4	24	12	the	the	DET
cana-4	24	13	forefront	forefront	NOUN
cana-4	24	14	of	of	ADP
cana-4	24	15	signal	signal	NOUN
cana-4	24	16	processing	processing	NOUN
cana-4	24	17	research	research	NOUN
cana-4	24	18	and	and	CCONJ
cana-4	24	19	development	development	NOUN
cana-4	24	20	.	.	PUNCT
cana-4	25	1	references	reference	NOUN
cana-4	25	2	:	:	PUNCT
cana-4	26	1	[	[	X
cana-4	26	2	1	1	NUM
cana-4	26	3	]	]	X
cana-4	26	4	boyd	boyd	PROPN
cana-4	26	5	,	,	PUNCT
cana-4	26	6	s.	s.	PROPN
cana-4	26	7	,	,	PUNCT
cana-4	26	8	&	&	CCONJ
cana-4	26	9	vandenberghe	vandenberghe	PROPN
cana-4	26	10	,	,	PUNCT
cana-4	26	11	l.	l.	PROPN
cana-4	26	12	(	(	PUNCT
cana-4	26	13	2004	2004	NUM
cana-4	26	14	)	)	PUNCT
cana-4	26	15	.	.	PUNCT
cana-4	27	1	convex	convex	PROPN
cana-4	27	2	optimization	optimization	NOUN
cana-4	27	3	.	.	PUNCT
cana-4	28	1	cambridge	cambridge	PROPN
cana-4	28	2	university	university	PROPN
cana-4	28	3	press	press	NOUN
cana-4	28	4	.	.	PUNCT
cana-4	29	1	[	[	X
cana-4	29	2	2	2	NUM
cana-4	29	3	]	]	X
cana-4	29	4	simon	simon	PROPN
cana-4	29	5	,	,	PUNCT
cana-4	29	6	d.	d.	PROPN
cana-4	29	7	(	(	PUNCT
cana-4	29	8	2013	2013	NUM
cana-4	29	9	)	)	PUNCT
cana-4	29	10	.	.	PUNCT
cana-4	30	1	evolutionary	evolutionary	ADJ
cana-4	30	2	optimization	optimization	NOUN
cana-4	30	3	algorithms	algorithm	NOUN
cana-4	30	4	.	.	PUNCT
cana-4	31	1	john	john	PROPN
cana-4	31	2	wiley	wiley	PROPN
cana-4	31	3	&	&	CCONJ
cana-4	31	4	sons	son	NOUN
cana-4	31	5	.	.	PUNCT
cana-4	32	1	communications	communication	NOUN
cana-4	32	2	on	on	ADP
cana-4	32	3	applied	apply	VERB
cana-4	32	4	nonlinear	nonlinear	ADJ
cana-4	32	5	analysis	analysis	NOUN
cana-4	32	6	issn	issn	NOUN
cana-4	32	7	:	:	PUNCT
cana-4	32	8	1074	1074	NUM
cana-4	32	9	-	-	PUNCT
cana-4	32	10	133x	133x	NUM
cana-4	32	11	vol	vol	NOUN
cana-4	32	12	30	30	NUM
cana-4	32	13	no	no	NOUN
cana-4	32	14	.	.	NOUN
cana-4	32	15	1	1	NUM
cana-4	32	16	(	(	PUNCT
cana-4	32	17	2023	2023	NUM
cana-4	32	18	)	)	PUNCT
cana-4	32	19	11	11	NUM
cana-4	32	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-4	33	1	[	[	X
cana-4	33	2	3	3	NUM
cana-4	33	3	]	]	PUNCT
cana-4	33	4	kirkpatrick	kirkpatrick	PROPN
cana-4	33	5	,	,	PUNCT
cana-4	33	6	s.	s.	PROPN
cana-4	33	7	,	,	PUNCT
cana-4	33	8	gelatt	gelatt	PROPN
cana-4	33	9	jr	jr	PROPN
cana-4	33	10	,	,	PUNCT
cana-4	33	11	c.	c.	PROPN
cana-4	33	12	d.	d.	PROPN
cana-4	33	13	,	,	PUNCT
cana-4	33	14	&	&	CCONJ
cana-4	33	15	vecchi	vecchi	NOUN
cana-4	33	16	,	,	PUNCT
cana-4	33	17	m.	m.	NOUN
cana-4	33	18	p.	p.	NOUN
cana-4	33	19	(	(	PUNCT
cana-4	33	20	1983	1983	NUM
cana-4	33	21	)	)	PUNCT
cana-4	33	22	.	.	PUNCT
cana-4	34	1	optimization	optimization	NOUN
cana-4	34	2	by	by	ADP
cana-4	34	3	simulated	simulated	ADJ
cana-4	34	4	annealing	annealing	NOUN
cana-4	34	5	.	.	PUNCT
cana-4	35	1	science	science	NOUN
cana-4	35	2	,	,	PUNCT
cana-4	35	3	220(4598	220(4598	NUM
cana-4	35	4	)	)	PUNCT
cana-4	35	5	,	,	PUNCT
cana-4	35	6	671	671	NUM
cana-4	35	7	-	-	SYM
cana-4	35	8	680	680	NUM
cana-4	35	9	.	.	PUNCT
cana-4	36	1	[	[	X
cana-4	36	2	4	4	NUM
cana-4	36	3	]	]	X
cana-4	36	4	stoica	stoica	ADJ
cana-4	36	5	,	,	PUNCT
cana-4	36	6	p.	p.	PROPN
cana-4	36	7	,	,	PUNCT
cana-4	36	8	&	&	CCONJ
cana-4	36	9	moses	moses	PROPN
cana-4	36	10	,	,	PUNCT
cana-4	36	11	r.	r.	PROPN
cana-4	36	12	l.	l.	PROPN
cana-4	36	13	(	(	PUNCT
cana-4	36	14	2005	2005	NUM
cana-4	36	15	)	)	PUNCT
cana-4	36	16	.	.	PUNCT
cana-4	37	1	introduction	introduction	NOUN
cana-4	37	2	to	to	ADP
cana-4	37	3	spectral	spectral	ADJ
cana-4	37	4	analysis	analysis	NOUN
cana-4	37	5	.	.	PUNCT
cana-4	38	1	prentice	prentice	NOUN
cana-4	38	2	hall	hall	PROPN
cana-4	38	3	.	.	PUNCT
cana-4	39	1	[	[	X
cana-4	39	2	5	5	NUM
cana-4	39	3	]	]	X
cana-4	39	4	goodfellow	goodfellow	PROPN
cana-4	39	5	,	,	PUNCT
cana-4	39	6	i.	i.	PROPN
cana-4	39	7	,	,	PUNCT
cana-4	39	8	bengio	bengio	PROPN
cana-4	39	9	,	,	PUNCT
cana-4	39	10	y.	y.	NOUN
cana-4	39	11	,	,	PUNCT
cana-4	39	12	courville	courville	NOUN
cana-4	39	13	,	,	PUNCT
cana-4	39	14	a.	a.	NOUN
cana-4	39	15	,	,	PUNCT
cana-4	39	16	&	&	CCONJ
cana-4	39	17	bengio	bengio	PROPN
cana-4	39	18	,	,	PUNCT
cana-4	39	19	y.	y.	PROPN
cana-4	39	20	(	(	PUNCT
cana-4	39	21	2016	2016	NUM
cana-4	39	22	)	)	PUNCT
cana-4	39	23	.	.	PUNCT
cana-4	40	1	deep	deep	ADJ
cana-4	40	2	learning	learning	NOUN
cana-4	40	3	(	(	PUNCT
cana-4	40	4	vol	vol	NOUN
cana-4	40	5	.	.	NOUN
cana-4	40	6	1	1	NUM
cana-4	40	7	)	)	PUNCT
cana-4	40	8	.	.	PUNCT
cana-4	41	1	mit	mit	PROPN
cana-4	41	2	press	press	PROPN
cana-4	41	3	cambridge	cambridge	PROPN
cana-4	41	4	.	.	PUNCT