id	sid	tid	token	lemma	pos
cana-3181	1	1	communications	communication	NOUN
cana-3181	1	2	on	on	ADP
cana-3181	1	3	applied	apply	VERB
cana-3181	1	4	nonlinear	nonlinear	ADJ
cana-3181	1	5	analysis	analysis	NOUN
cana-3181	1	6	issn	issn	NOUN
cana-3181	1	7	:	:	PUNCT
cana-3181	1	8	1074	1074	NUM
cana-3181	1	9	-	-	PUNCT
cana-3181	1	10	133x	133x	NUM
cana-3181	1	11	vol	vol	NOUN
cana-3181	1	12	32	32	NUM
cana-3181	1	13	no	no	NOUN
cana-3181	1	14	.	.	PUNCT
cana-3181	2	1	5s	5s	NUM
cana-3181	2	2	(	(	PUNCT
cana-3181	2	3	2025	2025	NUM
cana-3181	2	4	)	)	PUNCT
cana-3181	2	5	568	568	NUM
cana-3181	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3181	2	7	nonlinear	nonlinear	ADJ
cana-3181	2	8	optimization	optimization	NOUN
cana-3181	2	9	framework	framework	NOUN
cana-3181	2	10	for	for	ADP
cana-3181	2	11	educational	educational	ADJ
cana-3181	2	12	timetable	timetable	NOUN
cana-3181	2	13	scheduling	scheduling	NOUN
cana-3181	2	14	using	use	VERB
cana-3181	2	15	differential	differential	ADJ
cana-3181	2	16	evolution	evolution	NOUN
cana-3181	2	17	ravindra	ravindra	PROPN
cana-3181	2	18	babu.b1	babu.b1	PROPN
cana-3181	2	19	*	*	PROPN
cana-3181	2	20	,	,	PUNCT
cana-3181	2	21	v.	v.	ADP
cana-3181	2	22	m.	m.	NOUN
cana-3181	2	23	subramanyam2	subramanyam2	PROPN
cana-3181	2	24	,	,	PUNCT
cana-3181	2	25	k.	k.	PROPN
cana-3181	2	26	vijay	vijay	PROPN
cana-3181	2	27	kumar3	kumar3	PROPN
cana-3181	2	28	1	1	NUM
cana-3181	2	29	department	department	NOUN
cana-3181	2	30	of	of	ADP
cana-3181	2	31	computer	computer	NOUN
cana-3181	2	32	science	science	NOUN
cana-3181	2	33	and	and	CCONJ
cana-3181	2	34	engineering	engineering	NOUN
cana-3181	2	35	,	,	PUNCT
cana-3181	2	36	adama	adama	PROPN
cana-3181	2	37	science	science	NOUN
cana-3181	2	38	and	and	CCONJ
cana-3181	2	39	technology	technology	PROPN
cana-3181	2	40	university	university	PROPN
cana-3181	2	41	(	(	PUNCT
cana-3181	2	42	astu	astu	PROPN
cana-3181	2	43	)	)	PUNCT
cana-3181	2	44	,	,	PUNCT
cana-3181	2	45	adama	adama	PROPN
cana-3181	2	46	,	,	PUNCT
cana-3181	2	47	ethiopia	ethiopia	PROPN
cana-3181	2	48	.	.	PUNCT
cana-3181	3	1	1email	1email	NUM
cana-3181	3	2	:	:	PUNCT
cana-3181	3	3	ravindrababu4u@yahoo.com	ravindrababu4u@yahoo.com	PROPN
cana-3181	3	4	2assistant	2assistant	PROPN
cana-3181	3	5	professor	professor	NOUN
cana-3181	3	6	,	,	PUNCT
cana-3181	3	7	anurag	anurag	PROPN
cana-3181	3	8	engineering	engineering	PROPN
cana-3181	3	9	college	college	NOUN
cana-3181	3	10	,	,	PUNCT
cana-3181	3	11	(	(	PUNCT
cana-3181	3	12	an	an	DET
cana-3181	3	13	autonomous	autonomous	ADJ
cana-3181	3	14	institution	institution	NOUN
cana-3181	3	15	)	)	PUNCT
cana-3181	3	16	ananthagiri	ananthagiri	NOUN
cana-3181	3	17	(	(	PUNCT
cana-3181	3	18	v&m	v&m	PROPN
cana-3181	3	19	)	)	PUNCT
cana-3181	3	20	,	,	PUNCT
cana-3181	3	21	kodad	kodad	NOUN
cana-3181	3	22	suryapet	suryapet	ADJ
cana-3181	3	23	district	district	NOUN
cana-3181	3	24	.	.	PUNCT
cana-3181	4	1	2email	2email	NUM
cana-3181	4	2	:	:	PUNCT
cana-3181	4	3	subrahmanyamvadlamaani@gmail.com	subrahmanyamvadlamaani@gmail.com	X
cana-3181	4	4	3assistant	3assistant	NUM
cana-3181	4	5	professor	professor	NOUN
cana-3181	4	6	,	,	PUNCT
cana-3181	4	7	it	it	PRON
cana-3181	4	8	department	department	NOUN
cana-3181	4	9	,	,	PUNCT
cana-3181	4	10	anurag	anurag	PROPN
cana-3181	4	11	engineering	engineering	PROPN
cana-3181	4	12	college	college	PROPN
cana-3181	4	13	,	,	PUNCT
cana-3181	4	14	ananthagiri(v&m	ananthagiri(v&m	PROPN
cana-3181	4	15	)	)	PUNCT
cana-3181	4	16	,	,	PUNCT
cana-3181	4	17	kodad	kodad	NOUN
cana-3181	4	18	,	,	PUNCT
cana-3181	4	19	suryapet	suryapet	NOUN
cana-3181	4	20	,	,	PUNCT
cana-3181	4	21	telangana	telangana	PROPN
cana-3181	4	22	.	.	PUNCT
cana-3181	5	1	3email	3email	NUM
cana-3181	5	2	:	:	PUNCT
cana-3181	5	3	hod.inf@anurag.ac.in	hod.inf@anurag.ac.in	X
cana-3181	5	4	.	.	PUNCT
cana-3181	6	1	*	*	PUNCT
cana-3181	6	2	corresponding	correspond	VERB
cana-3181	6	3	author	author	NOUN
cana-3181	6	4	article	article	NOUN
cana-3181	6	5	history	history	NOUN
cana-3181	6	6	:	:	PUNCT
cana-3181	6	7	received	receive	VERB
cana-3181	6	8	:	:	PUNCT
cana-3181	6	9	14	14	NUM
cana-3181	6	10	-	-	SYM
cana-3181	6	11	10	10	NUM
cana-3181	6	12	-	-	PUNCT
cana-3181	6	13	2024	2024	NUM
cana-3181	6	14	revised	revise	VERB
cana-3181	6	15	:	:	PUNCT
cana-3181	6	16	25	25	NUM
cana-3181	6	17	-	-	SYM
cana-3181	6	18	11	11	NUM
cana-3181	6	19	-	-	PUNCT
cana-3181	6	20	2024	2024	NUM
cana-3181	6	21	accepted	accept	VERB
cana-3181	6	22	:	:	PUNCT
cana-3181	6	23	11	11	NUM
cana-3181	6	24	-	-	SYM
cana-3181	6	25	12	12	NUM
cana-3181	6	26	-	-	PUNCT
cana-3181	6	27	2024	2024	NUM
cana-3181	6	28	abstract	abstract	NOUN
cana-3181	6	29	:	:	PUNCT
cana-3181	6	30	this	this	DET
cana-3181	6	31	research	research	NOUN
cana-3181	6	32	presents	present	VERB
cana-3181	6	33	a	a	DET
cana-3181	6	34	nonlinear	nonlinear	ADJ
cana-3181	6	35	model	model	NOUN
cana-3181	6	36	for	for	ADP
cana-3181	6	37	optimizing	optimize	VERB
cana-3181	6	38	educational	educational	ADJ
cana-3181	6	39	timetables	timetable	NOUN
cana-3181	6	40	using	use	VERB
cana-3181	6	41	the	the	DET
cana-3181	6	42	differential	differential	ADJ
cana-3181	6	43	evolution	evolution	NOUN
cana-3181	6	44	algorithm	algorithm	NOUN
cana-3181	6	45	.	.	PUNCT
cana-3181	7	1	the	the	DET
cana-3181	7	2	model	model	NOUN
cana-3181	7	3	manages	manage	VERB
cana-3181	7	4	complex	complex	ADJ
cana-3181	7	5	scheduling	scheduling	NOUN
cana-3181	7	6	tasks	task	NOUN
cana-3181	7	7	by	by	ADP
cana-3181	7	8	considering	consider	VERB
cana-3181	7	9	various	various	ADJ
cana-3181	7	10	constraints	constraint	NOUN
cana-3181	7	11	,	,	PUNCT
cana-3181	7	12	including	include	VERB
cana-3181	7	13	teacher	teacher	NOUN
cana-3181	7	14	availability	availability	NOUN
cana-3181	7	15	,	,	PUNCT
cana-3181	7	16	course	course	NOUN
cana-3181	7	17	requirements	requirement	NOUN
cana-3181	7	18	,	,	PUNCT
cana-3181	7	19	classroom	classroom	NOUN
cana-3181	7	20	features	feature	NOUN
cana-3181	7	21	,	,	PUNCT
cana-3181	7	22	and	and	CCONJ
cana-3181	7	23	institutional	institutional	ADJ
cana-3181	7	24	rules	rule	NOUN
cana-3181	7	25	.	.	PUNCT
cana-3181	8	1	it	it	PRON
cana-3181	8	2	processes	process	VERB
cana-3181	8	3	data	datum	NOUN
cana-3181	8	4	through	through	ADP
cana-3181	8	5	feature	feature	NOUN
cana-3181	8	6	engineering	engineering	NOUN
cana-3181	8	7	to	to	PART
cana-3181	8	8	quantify	quantify	VERB
cana-3181	8	9	factors	factor	NOUN
cana-3181	8	10	like	like	ADP
cana-3181	8	11	time	time	NOUN
cana-3181	8	12	slots	slot	NOUN
cana-3181	8	13	,	,	PUNCT
cana-3181	8	14	teacher	teacher	NOUN
cana-3181	8	15	expertise	expertise	NOUN
cana-3181	8	16	,	,	PUNCT
cana-3181	8	17	and	and	CCONJ
cana-3181	8	18	course	course	NOUN
cana-3181	8	19	priorities	priority	NOUN
cana-3181	8	20	.	.	PUNCT
cana-3181	9	1	the	the	DET
cana-3181	9	2	algorithm	algorithm	NOUN
cana-3181	9	3	dynamically	dynamically	ADV
cana-3181	9	4	explores	explore	VERB
cana-3181	9	5	multiple	multiple	ADJ
cana-3181	9	6	timetable	timetable	NOUN
cana-3181	9	7	configurations	configuration	NOUN
cana-3181	9	8	,	,	PUNCT
cana-3181	9	9	evaluating	evaluate	VERB
cana-3181	9	10	their	their	PRON
cana-3181	9	11	suitability	suitability	NOUN
cana-3181	9	12	based	base	VERB
cana-3181	9	13	on	on	ADP
cana-3181	9	14	hard	hard	ADJ
cana-3181	9	15	constraints	constraint	NOUN
cana-3181	9	16	like	like	ADP
cana-3181	9	17	teacher	teacher	NOUN
cana-3181	9	18	availability	availability	NOUN
cana-3181	9	19	and	and	CCONJ
cana-3181	9	20	classroom	classroom	NOUN
cana-3181	9	21	occupancy	occupancy	NOUN
cana-3181	9	22	,	,	PUNCT
cana-3181	9	23	and	and	CCONJ
cana-3181	9	24	soft	soft	ADJ
cana-3181	9	25	constraints	constraint	NOUN
cana-3181	9	26	such	such	ADJ
cana-3181	9	27	as	as	ADP
cana-3181	9	28	minimizing	minimize	VERB
cana-3181	9	29	idle	idle	ADJ
cana-3181	9	30	periods	period	NOUN
cana-3181	9	31	and	and	CCONJ
cana-3181	9	32	meeting	meet	VERB
cana-3181	9	33	preferences	preference	NOUN
cana-3181	9	34	.	.	PUNCT
cana-3181	10	1	experimental	experimental	ADJ
cana-3181	10	2	analysis	analysis	NOUN
cana-3181	10	3	shows	show	VERB
cana-3181	10	4	that	that	SCONJ
cana-3181	10	5	the	the	DET
cana-3181	10	6	model	model	NOUN
cana-3181	10	7	improves	improve	VERB
cana-3181	10	8	scheduling	scheduling	NOUN
cana-3181	10	9	by	by	ADP
cana-3181	10	10	resolving	resolve	VERB
cana-3181	10	11	conflicts	conflict	NOUN
cana-3181	10	12	,	,	PUNCT
cana-3181	10	13	reducing	reduce	VERB
cana-3181	10	14	idle	idle	ADJ
cana-3181	10	15	hours	hour	NOUN
cana-3181	10	16	,	,	PUNCT
cana-3181	10	17	and	and	CCONJ
cana-3181	10	18	utilizing	utilize	VERB
cana-3181	10	19	classroom	classroom	NOUN
cana-3181	10	20	space	space	NOUN
cana-3181	10	21	more	more	ADV
cana-3181	10	22	efficiently	efficiently	ADV
cana-3181	10	23	.	.	PUNCT
cana-3181	11	1	the	the	DET
cana-3181	11	2	findings	finding	NOUN
cana-3181	11	3	highlight	highlight	VERB
cana-3181	11	4	a	a	DET
cana-3181	11	5	structured	structured	ADJ
cana-3181	11	6	approach	approach	NOUN
cana-3181	11	7	to	to	ADP
cana-3181	11	8	balancing	balance	VERB
cana-3181	11	9	institutional	institutional	ADJ
cana-3181	11	10	needs	need	NOUN
cana-3181	11	11	and	and	CCONJ
cana-3181	11	12	logistical	logistical	ADJ
cana-3181	11	13	challenges	challenge	NOUN
cana-3181	11	14	in	in	ADP
cana-3181	11	15	timetable	timetable	NOUN
cana-3181	11	16	generation	generation	NOUN
cana-3181	11	17	.	.	PUNCT
cana-3181	12	1	keywords	keyword	NOUN
cana-3181	12	2	:	:	PUNCT
cana-3181	12	3	teacher	teacher	NOUN
cana-3181	12	4	schedules	schedule	NOUN
cana-3181	12	5	;	;	PUNCT
cana-3181	12	6	classroom	classroom	NOUN
cana-3181	12	7	attributes	attribute	NOUN
cana-3181	12	8	;	;	PUNCT
cana-3181	12	9	time	time	NOUN
cana-3181	12	10	slots	slot	NOUN
cana-3181	12	11	transformation	transformation	NOUN
cana-3181	12	12	;	;	PUNCT
cana-3181	12	13	constraints	constraint	NOUN
cana-3181	12	14	module	module	NOUN
cana-3181	12	15	;	;	PUNCT
cana-3181	12	16	hard	hard	ADJ
cana-3181	12	17	constraints	constraint	NOUN
cana-3181	12	18	;	;	PUNCT
cana-3181	12	19	optimization	optimization	NOUN
cana-3181	12	20	core	core	NOUN
cana-3181	12	21	module	module	NOUN
cana-3181	12	22	.	.	PUNCT
cana-3181	13	1	1	1	X
cana-3181	13	2	.	.	X
cana-3181	13	3	introduction	introduction	NOUN
cana-3181	13	4	the	the	DET
cana-3181	13	5	scheduling	scheduling	NOUN
cana-3181	13	6	of	of	ADP
cana-3181	13	7	educational	educational	ADJ
cana-3181	13	8	timetables	timetable	NOUN
cana-3181	13	9	represents	represent	VERB
cana-3181	13	10	a	a	DET
cana-3181	13	11	perennial	perennial	ADJ
cana-3181	13	12	challenge	challenge	NOUN
cana-3181	13	13	for	for	ADP
cana-3181	13	14	academic	academic	ADJ
cana-3181	13	15	institutions	institution	NOUN
cana-3181	13	16	worldwide	worldwide	ADV
cana-3181	13	17	.	.	PUNCT
cana-3181	14	1	this	this	DET
cana-3181	14	2	complex	complex	ADJ
cana-3181	14	3	task	task	NOUN
cana-3181	14	4	requires	require	VERB
cana-3181	14	5	balancing	balance	VERB
cana-3181	14	6	a	a	DET
cana-3181	14	7	multitude	multitude	NOUN
cana-3181	14	8	of	of	ADP
cana-3181	14	9	conflicting	conflicting	ADJ
cana-3181	14	10	requirements	requirement	NOUN
cana-3181	14	11	,	,	PUNCT
cana-3181	14	12	including	include	VERB
cana-3181	14	13	but	but	CCONJ
cana-3181	14	14	not	not	PART
cana-3181	14	15	limited	limit	VERB
cana-3181	14	16	to	to	ADP
cana-3181	14	17	teacher	teacher	NOUN
cana-3181	14	18	availability	availability	NOUN
cana-3181	14	19	,	,	PUNCT
cana-3181	14	20	course	course	ADV
cana-3181	14	21	sequencing	sequencing	NOUN
cana-3181	14	22	,	,	PUNCT
cana-3181	14	23	classroom	classroom	NOUN
cana-3181	14	24	capacity	capacity	NOUN
cana-3181	14	25	,	,	PUNCT
cana-3181	14	26	and	and	CCONJ
cana-3181	14	27	institutional	institutional	ADJ
cana-3181	14	28	policies	policy	NOUN
cana-3181	14	29	[	[	X
cana-3181	14	30	1	1	NUM
cana-3181	14	31	]	]	PUNCT
cana-3181	14	32	.	.	PUNCT
cana-3181	15	1	traditional	traditional	ADJ
cana-3181	15	2	approaches	approach	NOUN
cana-3181	15	3	to	to	PART
cana-3181	15	4	timetable	timetable	NOUN
cana-3181	15	5	scheduling	scheduling	NOUN
cana-3181	15	6	often	often	ADV
cana-3181	15	7	rely	rely	VERB
cana-3181	15	8	on	on	ADP
cana-3181	15	9	manual	manual	ADJ
cana-3181	15	10	compilation	compilation	NOUN
cana-3181	15	11	,	,	PUNCT
cana-3181	15	12	which	which	PRON
cana-3181	15	13	is	be	AUX
cana-3181	15	14	not	not	PART
cana-3181	15	15	only	only	ADV
cana-3181	15	16	time	time	NOUN
cana-3181	15	17	-	-	PUNCT
cana-3181	15	18	consuming	consume	VERB
cana-3181	15	19	but	but	CCONJ
cana-3181	15	20	also	also	ADV
cana-3181	15	21	prone	prone	ADJ
cana-3181	15	22	to	to	ADP
cana-3181	15	23	errors	error	NOUN
cana-3181	15	24	and	and	CCONJ
cana-3181	15	25	inefficiencies	inefficiency	NOUN
cana-3181	15	26	.	.	PUNCT
cana-3181	16	1	with	with	ADP
cana-3181	16	2	the	the	DET
cana-3181	16	3	advent	advent	NOUN
cana-3181	16	4	of	of	ADP
cana-3181	16	5	computational	computational	ADJ
cana-3181	16	6	optimization	optimization	NOUN
cana-3181	16	7	techniques	technique	NOUN
cana-3181	16	8	,	,	PUNCT
cana-3181	16	9	there	there	PRON
cana-3181	16	10	is	be	VERB
cana-3181	16	11	a	a	DET
cana-3181	16	12	growing	grow	VERB
cana-3181	16	13	interest	interest	NOUN
cana-3181	16	14	in	in	ADP
cana-3181	16	15	developing	develop	VERB
cana-3181	16	16	more	more	ADV
cana-3181	16	17	sophisticated	sophisticated	ADJ
cana-3181	16	18	,	,	PUNCT
cana-3181	16	19	automated	automated	ADJ
cana-3181	16	20	methods	method	NOUN
cana-3181	16	21	that	that	PRON
cana-3181	16	22	can	can	AUX
cana-3181	16	23	navigate	navigate	VERB
cana-3181	16	24	the	the	DET
cana-3181	16	25	intricate	intricate	ADJ
cana-3181	16	26	landscape	landscape	NOUN
cana-3181	16	27	of	of	ADP
cana-3181	16	28	educational	educational	ADJ
cana-3181	16	29	scheduling	scheduling	NOUN
cana-3181	16	30	with	with	ADP
cana-3181	16	31	greater	great	ADJ
cana-3181	16	32	precision	precision	NOUN
cana-3181	16	33	and	and	CCONJ
cana-3181	16	34	flexibility	flexibility	NOUN
cana-3181	16	35	[	[	X
cana-3181	16	36	2	2	NUM
cana-3181	16	37	]	]	PUNCT
cana-3181	16	38	.	.	PUNCT
cana-3181	17	1	the	the	DET
cana-3181	17	2	importance	importance	NOUN
cana-3181	17	3	of	of	ADP
cana-3181	17	4	optimizing	optimize	VERB
cana-3181	17	5	educational	educational	ADJ
cana-3181	17	6	timetables	timetable	NOUN
cana-3181	17	7	can	can	AUX
cana-3181	17	8	not	not	PART
cana-3181	17	9	be	be	AUX
cana-3181	17	10	overstated	overstate	VERB
cana-3181	17	11	.	.	PUNCT
cana-3181	18	1	an	an	DET
cana-3181	18	2	efficiently	efficiently	ADV
cana-3181	18	3	designed	design	VERB
cana-3181	18	4	timetable	timetable	NOUN
cana-3181	18	5	directly	directly	ADV
cana-3181	18	6	contributes	contribute	VERB
cana-3181	18	7	to	to	ADP
cana-3181	18	8	the	the	DET
cana-3181	18	9	effective	effective	ADJ
cana-3181	18	10	management	management	NOUN
cana-3181	18	11	of	of	ADP
cana-3181	18	12	educational	educational	ADJ
cana-3181	18	13	resources	resource	NOUN
cana-3181	18	14	,	,	PUNCT
cana-3181	18	15	enhances	enhance	VERB
cana-3181	18	16	the	the	DET
cana-3181	18	17	learning	learning	NOUN
cana-3181	18	18	experience	experience	NOUN
cana-3181	18	19	by	by	ADP
cana-3181	18	20	aligning	align	VERB
cana-3181	18	21	with	with	ADP
cana-3181	18	22	pedagogical	pedagogical	ADJ
cana-3181	18	23	best	good	ADJ
cana-3181	18	24	practices	practice	NOUN
cana-3181	18	25	,	,	PUNCT
cana-3181	18	26	and	and	CCONJ
cana-3181	18	27	accommodates	accommodate	VERB
cana-3181	18	28	the	the	DET
cana-3181	18	29	preferences	preference	NOUN
cana-3181	18	30	and	and	CCONJ
cana-3181	18	31	constraints	constraint	NOUN
cana-3181	18	32	of	of	ADP
cana-3181	18	33	faculty	faculty	NOUN
cana-3181	18	34	and	and	CCONJ
cana-3181	18	35	students	student	NOUN
cana-3181	18	36	alike	alike	ADV
cana-3181	18	37	[	[	X
cana-3181	18	38	3	3	NUM
cana-3181	18	39	]	]	PUNCT
cana-3181	18	40	.	.	PUNCT
cana-3181	19	1	moreover	moreover	ADV
cana-3181	19	2	,	,	PUNCT
cana-3181	19	3	in	in	ADP
cana-3181	19	4	the	the	DET
cana-3181	19	5	context	context	NOUN
cana-3181	19	6	of	of	ADP
cana-3181	19	7	increasing	increase	VERB
cana-3181	19	8	institutional	institutional	ADJ
cana-3181	19	9	complexities	complexity	NOUN
cana-3181	19	10	and	and	CCONJ
cana-3181	19	11	diverse	diverse	VERB
cana-3181	19	12	educational	educational	ADJ
cana-3181	19	13	offerings	offering	NOUN
cana-3181	19	14	,	,	PUNCT
cana-3181	19	15	the	the	DET
cana-3181	19	16	need	need	NOUN
cana-3181	19	17	for	for	ADP
cana-3181	19	18	an	an	DET
cana-3181	19	19	advanced	advanced	ADJ
cana-3181	19	20	scheduling	scheduling	NOUN
cana-3181	19	21	solution	solution	NOUN
cana-3181	19	22	has	have	VERB
cana-3181	19	23	communications	communication	NOUN
cana-3181	19	24	on	on	ADP
cana-3181	19	25	applied	apply	VERB
cana-3181	19	26	nonlinear	nonlinear	ADJ
cana-3181	19	27	analysis	analysis	NOUN
cana-3181	19	28	issn	issn	NOUN
cana-3181	19	29	:	:	PUNCT
cana-3181	19	30	1074	1074	NUM
cana-3181	19	31	-	-	PUNCT
cana-3181	19	32	133x	133x	NUM
cana-3181	19	33	vol	vol	NOUN
cana-3181	19	34	32	32	NUM
cana-3181	19	35	no	no	NOUN
cana-3181	19	36	.	.	PUNCT
cana-3181	20	1	5s	5s	NUM
cana-3181	20	2	(	(	PUNCT
cana-3181	20	3	2025	2025	NUM
cana-3181	20	4	)	)	PUNCT
cana-3181	20	5	569	569	NUM
cana-3181	20	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3181	20	7	become	become	VERB
cana-3181	20	8	more	more	ADV
cana-3181	20	9	pronounced	pronounced	ADJ
cana-3181	20	10	.	.	PUNCT
cana-3181	21	1	this	this	DET
cana-3181	21	2	article	article	NOUN
cana-3181	21	3	proposes	propose	VERB
cana-3181	21	4	a	a	DET
cana-3181	21	5	comprehensive	comprehensive	ADJ
cana-3181	21	6	framework	framework	NOUN
cana-3181	21	7	for	for	ADP
cana-3181	21	8	the	the	DET
cana-3181	21	9	optimization	optimization	NOUN
cana-3181	21	10	of	of	ADP
cana-3181	21	11	educational	educational	ADJ
cana-3181	21	12	timetables	timetable	NOUN
cana-3181	21	13	,	,	PUNCT
cana-3181	21	14	leveraging	leverage	VERB
cana-3181	21	15	the	the	DET
cana-3181	21	16	principles	principle	NOUN
cana-3181	21	17	of	of	ADP
cana-3181	21	18	multidimensional	multidimensional	ADJ
cana-3181	21	19	scheduling	scheduling	NOUN
cana-3181	21	20	to	to	PART
cana-3181	21	21	address	address	VERB
cana-3181	21	22	the	the	DET
cana-3181	21	23	various	various	ADJ
cana-3181	21	24	constraints	constraint	NOUN
cana-3181	21	25	and	and	CCONJ
cana-3181	21	26	preferences	preference	NOUN
cana-3181	21	27	inherent	inherent	ADJ
cana-3181	21	28	to	to	ADP
cana-3181	21	29	academic	academic	ADJ
cana-3181	21	30	institutions	institution	NOUN
cana-3181	21	31	.	.	PUNCT
cana-3181	22	1	at	at	ADP
cana-3181	22	2	the	the	DET
cana-3181	22	3	heart	heart	NOUN
cana-3181	22	4	of	of	ADP
cana-3181	22	5	this	this	DET
cana-3181	22	6	framework	framework	NOUN
cana-3181	22	7	is	be	AUX
cana-3181	22	8	a	a	DET
cana-3181	22	9	robust	robust	ADJ
cana-3181	22	10	optimization	optimization	NOUN
cana-3181	22	11	core	core	NOUN
cana-3181	22	12	,	,	PUNCT
cana-3181	22	13	which	which	PRON
cana-3181	22	14	employs	employ	VERB
cana-3181	22	15	iterative	iterative	NOUN
cana-3181	22	16	processes	process	NOUN
cana-3181	22	17	to	to	PART
cana-3181	22	18	explore	explore	VERB
cana-3181	22	19	and	and	CCONJ
cana-3181	22	20	refine	refine	VERB
cana-3181	22	21	potential	potential	ADJ
cana-3181	22	22	scheduling	scheduling	NOUN
cana-3181	22	23	solutions	solution	NOUN
cana-3181	22	24	.	.	PUNCT
cana-3181	23	1	the	the	DET
cana-3181	23	2	framework	framework	NOUN
cana-3181	23	3	is	be	AUX
cana-3181	23	4	designed	design	VERB
cana-3181	23	5	to	to	PART
cana-3181	23	6	be	be	AUX
cana-3181	23	7	adaptable	adaptable	ADJ
cana-3181	23	8	,	,	PUNCT
cana-3181	23	9	capable	capable	ADJ
cana-3181	23	10	of	of	ADP
cana-3181	23	11	accommodating	accommodate	VERB
cana-3181	23	12	a	a	DET
cana-3181	23	13	wide	wide	ADJ
cana-3181	23	14	range	range	NOUN
cana-3181	23	15	of	of	ADP
cana-3181	23	16	scheduling	scheduling	NOUN
cana-3181	23	17	scenarios	scenario	NOUN
cana-3181	23	18	and	and	CCONJ
cana-3181	23	19	institutional	institutional	ADJ
cana-3181	23	20	requirements	requirement	NOUN
cana-3181	23	21	.	.	PUNCT
cana-3181	24	1	the	the	DET
cana-3181	24	2	introduction	introduction	NOUN
cana-3181	24	3	of	of	ADP
cana-3181	24	4	this	this	DET
cana-3181	24	5	framework	framework	NOUN
cana-3181	24	6	is	be	AUX
cana-3181	24	7	motivated	motivate	VERB
cana-3181	24	8	by	by	ADP
cana-3181	24	9	the	the	DET
cana-3181	24	10	recognition	recognition	NOUN
cana-3181	24	11	that	that	SCONJ
cana-3181	24	12	effective	effective	ADJ
cana-3181	24	13	timetable	timetable	NOUN
cana-3181	24	14	optimization	optimization	NOUN
cana-3181	24	15	must	must	AUX
cana-3181	24	16	account	account	VERB
cana-3181	24	17	for	for	ADP
cana-3181	24	18	a	a	DET
cana-3181	24	19	broad	broad	ADJ
cana-3181	24	20	spectrum	spectrum	NOUN
cana-3181	24	21	of	of	ADP
cana-3181	24	22	factors	factor	NOUN
cana-3181	24	23	.	.	PUNCT
cana-3181	25	1	these	these	PRON
cana-3181	25	2	include	include	VERB
cana-3181	25	3	not	not	PART
cana-3181	25	4	only	only	ADV
cana-3181	25	5	the	the	DET
cana-3181	25	6	logistical	logistical	ADJ
cana-3181	25	7	aspects	aspect	NOUN
cana-3181	25	8	of	of	ADP
cana-3181	25	9	scheduling	scheduling	NOUN
cana-3181	25	10	but	but	CCONJ
cana-3181	25	11	also	also	ADV
cana-3181	25	12	the	the	DET
cana-3181	25	13	pedagogical	pedagogical	ADJ
cana-3181	25	14	considerations	consideration	NOUN
cana-3181	25	15	that	that	PRON
cana-3181	25	16	influence	influence	VERB
cana-3181	25	17	the	the	DET
cana-3181	25	18	effectiveness	effectiveness	NOUN
cana-3181	25	19	of	of	ADP
cana-3181	25	20	educational	educational	ADJ
cana-3181	25	21	delivery	delivery	NOUN
cana-3181	25	22	.	.	PUNCT
cana-3181	26	1	by	by	ADP
cana-3181	26	2	integrating	integrate	VERB
cana-3181	26	3	these	these	DET
cana-3181	26	4	factors	factor	NOUN
cana-3181	26	5	into	into	ADP
cana-3181	26	6	a	a	DET
cana-3181	26	7	cohesive	cohesive	ADJ
cana-3181	26	8	optimization	optimization	NOUN
cana-3181	26	9	model	model	NOUN
cana-3181	26	10	,	,	PUNCT
cana-3181	26	11	the	the	DET
cana-3181	26	12	proposed	propose	VERB
cana-3181	26	13	framework	framework	NOUN
cana-3181	26	14	aims	aim	VERB
cana-3181	26	15	to	to	PART
cana-3181	26	16	generate	generate	VERB
cana-3181	26	17	timetables	timetable	NOUN
cana-3181	26	18	that	that	PRON
cana-3181	26	19	are	be	AUX
cana-3181	26	20	not	not	PART
cana-3181	26	21	only	only	ADV
cana-3181	26	22	feasible	feasible	ADJ
cana-3181	26	23	and	and	CCONJ
cana-3181	26	24	efficient	efficient	ADJ
cana-3181	26	25	but	but	CCONJ
cana-3181	26	26	also	also	ADV
cana-3181	26	27	conducive	conducive	ADJ
cana-3181	26	28	to	to	ADP
cana-3181	26	29	an	an	DET
cana-3181	26	30	enhanced	enhanced	ADJ
cana-3181	26	31	educational	educational	ADJ
cana-3181	26	32	environment	environment	NOUN
cana-3181	26	33	.	.	PUNCT
cana-3181	27	1	in	in	ADP
cana-3181	27	2	detailing	detail	VERB
cana-3181	27	3	the	the	DET
cana-3181	27	4	components	component	NOUN
cana-3181	27	5	of	of	ADP
cana-3181	27	6	this	this	DET
cana-3181	27	7	framework	framework	NOUN
cana-3181	27	8	,	,	PUNCT
cana-3181	27	9	this	this	DET
cana-3181	27	10	article	article	NOUN
cana-3181	27	11	explores	explore	VERB
cana-3181	27	12	the	the	DET
cana-3181	27	13	methodologies	methodology	NOUN
cana-3181	27	14	employed	employ	VERB
cana-3181	27	15	for	for	ADP
cana-3181	27	16	data	datum	NOUN
cana-3181	27	17	collection	collection	NOUN
cana-3181	27	18	and	and	CCONJ
cana-3181	27	19	preprocessing	preprocessing	NOUN
cana-3181	27	20	,	,	PUNCT
cana-3181	27	21	feature	feature	NOUN
cana-3181	27	22	engineering	engineering	NOUN
cana-3181	27	23	,	,	PUNCT
cana-3181	27	24	constraint	constraint	NOUN
cana-3181	27	25	definition	definition	NOUN
cana-3181	27	26	and	and	CCONJ
cana-3181	27	27	integration	integration	NOUN
cana-3181	27	28	,	,	PUNCT
cana-3181	27	29	and	and	CCONJ
cana-3181	27	30	the	the	DET
cana-3181	27	31	optimization	optimization	NOUN
cana-3181	27	32	process	process	NOUN
cana-3181	27	33	itself	itself	PRON
cana-3181	27	34	.	.	PUNCT
cana-3181	28	1	the	the	DET
cana-3181	28	2	objective	objective	NOUN
cana-3181	28	3	is	be	AUX
cana-3181	28	4	to	to	PART
cana-3181	28	5	present	present	VERB
cana-3181	28	6	a	a	DET
cana-3181	28	7	structured	structured	ADJ
cana-3181	28	8	approach	approach	NOUN
cana-3181	28	9	to	to	ADP
cana-3181	28	10	educational	educational	ADJ
cana-3181	28	11	timetable	timetable	NOUN
cana-3181	28	12	optimization	optimization	NOUN
cana-3181	28	13	that	that	PRON
cana-3181	28	14	is	be	AUX
cana-3181	28	15	grounded	ground	VERB
cana-3181	28	16	in	in	ADP
cana-3181	28	17	the	the	DET
cana-3181	28	18	realities	reality	NOUN
cana-3181	28	19	of	of	ADP
cana-3181	28	20	academic	academic	ADJ
cana-3181	28	21	institutions	institution	NOUN
cana-3181	28	22	,	,	PUNCT
cana-3181	28	23	providing	provide	VERB
cana-3181	28	24	a	a	DET
cana-3181	28	25	viable	viable	ADJ
cana-3181	28	26	solution	solution	NOUN
cana-3181	28	27	to	to	ADP
cana-3181	28	28	one	one	NUM
cana-3181	28	29	of	of	ADP
cana-3181	28	30	the	the	DET
cana-3181	28	31	most	most	ADV
cana-3181	28	32	pressing	pressing	ADJ
cana-3181	28	33	administrative	administrative	ADJ
cana-3181	28	34	challenges	challenge	NOUN
cana-3181	28	35	in	in	ADP
cana-3181	28	36	education	education	NOUN
cana-3181	28	37	today	today	NOUN
cana-3181	28	38	.	.	PUNCT
cana-3181	29	1	2	2	X
cana-3181	29	2	.	.	X
cana-3181	29	3	related	relate	VERB
cana-3181	29	4	work	work	NOUN
cana-3181	29	5	gore	gore	PROPN
cana-3181	29	6	et	et	PROPN
cana-3181	29	7	al	al	PROPN
cana-3181	29	8	.	.	PUNCT
cana-3181	30	1	[	[	X
cana-3181	30	2	4	4	X
cana-3181	30	3	]	]	PUNCT
cana-3181	30	4	presented	present	VERB
cana-3181	30	5	a	a	DET
cana-3181	30	6	solution	solution	NOUN
cana-3181	30	7	for	for	ADP
cana-3181	30	8	the	the	DET
cana-3181	30	9	intricate	intricate	ADJ
cana-3181	30	10	task	task	NOUN
cana-3181	30	11	of	of	ADP
cana-3181	30	12	creating	create	VERB
cana-3181	30	13	an	an	DET
cana-3181	30	14	extensive	extensive	ADJ
cana-3181	30	15	timetable	timetable	NOUN
cana-3181	30	16	for	for	ADP
cana-3181	30	17	academic	academic	ADJ
cana-3181	30	18	institutions	institution	NOUN
cana-3181	30	19	.	.	PUNCT
cana-3181	31	1	the	the	DET
cana-3181	31	2	proposed	propose	VERB
cana-3181	31	3	automated	automate	VERB
cana-3181	31	4	timetable	timetable	NOUN
cana-3181	31	5	generation	generation	NOUN
cana-3181	31	6	system	system	NOUN
cana-3181	31	7	,	,	PUNCT
cana-3181	31	8	employing	employ	VERB
cana-3181	31	9	genetic	genetic	ADJ
cana-3181	31	10	algorithm	algorithm	NOUN
cana-3181	31	11	,	,	PUNCT
cana-3181	31	12	multiple	multiple	ADJ
cana-3181	31	13	context	context	NOUN
cana-3181	31	14	reasoning	reasoning	NOUN
cana-3181	31	15	,	,	PUNCT
cana-3181	31	16	and	and	CCONJ
cana-3181	31	17	a	a	DET
cana-3181	31	18	hybrid	hybrid	ADJ
cana-3181	31	19	evolutionary	evolutionary	ADJ
cana-3181	31	20	approach	approach	NOUN
cana-3181	31	21	,	,	PUNCT
cana-3181	31	22	addresses	address	VERB
cana-3181	31	23	the	the	DET
cana-3181	31	24	challenges	challenge	NOUN
cana-3181	31	25	faced	face	VERB
cana-3181	31	26	by	by	ADP
cana-3181	31	27	physical	physical	ADJ
cana-3181	31	28	scheduling	scheduling	NOUN
cana-3181	31	29	means	mean	NOUN
cana-3181	31	30	.	.	PUNCT
cana-3181	32	1	the	the	DET
cana-3181	32	2	article	article	NOUN
cana-3181	32	3	offers	offer	VERB
cana-3181	32	4	valuable	valuable	ADJ
cana-3181	32	5	insights	insight	NOUN
cana-3181	32	6	into	into	ADP
cana-3181	32	7	related	related	ADJ
cana-3181	32	8	work	work	NOUN
cana-3181	32	9	,	,	PUNCT
cana-3181	32	10	discussing	discuss	VERB
cana-3181	32	11	various	various	ADJ
cana-3181	32	12	algorithms	algorithm	NOUN
cana-3181	32	13	and	and	CCONJ
cana-3181	32	14	approaches	approach	NOUN
cana-3181	32	15	while	while	SCONJ
cana-3181	32	16	highlighting	highlight	VERB
cana-3181	32	17	practical	practical	ADJ
cana-3181	32	18	applications	application	NOUN
cana-3181	32	19	in	in	ADP
cana-3181	32	20	both	both	CCONJ
cana-3181	32	21	academic	academic	ADJ
cana-3181	32	22	and	and	CCONJ
cana-3181	32	23	commercial	commercial	ADJ
cana-3181	32	24	settings	setting	NOUN
cana-3181	32	25	.	.	PUNCT
cana-3181	33	1	the	the	DET
cana-3181	33	2	experimental	experimental	ADJ
cana-3181	33	3	results	result	NOUN
cana-3181	33	4	showcase	showcase	VERB
cana-3181	33	5	the	the	DET
cana-3181	33	6	system	system	NOUN
cana-3181	33	7	's	's	PART
cana-3181	33	8	ability	ability	NOUN
cana-3181	33	9	to	to	PART
cana-3181	33	10	generate	generate	VERB
cana-3181	33	11	optimized	optimize	VERB
cana-3181	33	12	timetables	timetable	NOUN
cana-3181	33	13	,	,	PUNCT
cana-3181	33	14	considering	consider	VERB
cana-3181	33	15	constraints	constraint	NOUN
cana-3181	33	16	and	and	CCONJ
cana-3181	33	17	maintaining	maintain	VERB
cana-3181	33	18	lecture	lecture	NOUN
cana-3181	33	19	hours	hour	NOUN
cana-3181	33	20	.	.	PUNCT
cana-3181	34	1	visual	visual	ADJ
cana-3181	34	2	representations	representation	NOUN
cana-3181	34	3	of	of	ADP
cana-3181	34	4	system	system	NOUN
cana-3181	34	5	components	component	NOUN
cana-3181	34	6	,	,	PUNCT
cana-3181	34	7	including	include	VERB
cana-3181	34	8	login	login	NOUN
cana-3181	34	9	and	and	CCONJ
cana-3181	34	10	timetable	timetable	NOUN
cana-3181	34	11	pages	page	NOUN
cana-3181	34	12	,	,	PUNCT
cana-3181	34	13	further	far	ADV
cana-3181	34	14	elucidate	elucidate	VERB
cana-3181	34	15	the	the	DET
cana-3181	34	16	proposed	propose	VERB
cana-3181	34	17	solution	solution	NOUN
cana-3181	34	18	's	's	PART
cana-3181	34	19	efficacy	efficacy	NOUN
cana-3181	34	20	,	,	PUNCT
cana-3181	34	21	making	make	VERB
cana-3181	34	22	a	a	DET
cana-3181	34	23	significant	significant	ADJ
cana-3181	34	24	contribution	contribution	NOUN
cana-3181	34	25	to	to	ADP
cana-3181	34	26	the	the	DET
cana-3181	34	27	field	field	NOUN
cana-3181	34	28	of	of	ADP
cana-3181	34	29	academic	academic	ADJ
cana-3181	34	30	scheduling	scheduling	NOUN
cana-3181	34	31	.	.	PUNCT
cana-3181	35	1	alghamdi	alghamdi	NOUN
cana-3181	35	2	et	et	PROPN
cana-3181	35	3	al	al	PROPN
cana-3181	35	4	.	.	PUNCT
cana-3181	36	1	[	[	X
cana-3181	36	2	5	5	NUM
cana-3181	36	3	]	]	PUNCT
cana-3181	36	4	contributed	contribute	VERB
cana-3181	36	5	a	a	DET
cana-3181	36	6	comprehensive	comprehensive	ADJ
cana-3181	36	7	review	review	NOUN
cana-3181	36	8	of	of	ADP
cana-3181	36	9	optimization	optimization	NOUN
cana-3181	36	10	algorithms	algorithm	NOUN
cana-3181	36	11	applied	apply	VERB
cana-3181	36	12	to	to	ADP
cana-3181	36	13	university	university	NOUN
cana-3181	36	14	course	course	NOUN
cana-3181	36	15	timetabling	timetable	VERB
cana-3181	36	16	scheduling	scheduling	NOUN
cana-3181	36	17	.	.	PUNCT
cana-3181	37	1	the	the	DET
cana-3181	37	2	article	article	NOUN
cana-3181	37	3	illuminates	illuminate	VERB
cana-3181	37	4	the	the	DET
cana-3181	37	5	complexities	complexity	NOUN
cana-3181	37	6	of	of	ADP
cana-3181	37	7	this	this	DET
cana-3181	37	8	np	np	ADJ
cana-3181	37	9	-	-	PUNCT
cana-3181	37	10	hard	hard	ADJ
cana-3181	37	11	problem	problem	NOUN
cana-3181	37	12	,	,	PUNCT
cana-3181	37	13	emphasizing	emphasize	VERB
cana-3181	37	14	heuristic	heuristic	ADJ
cana-3181	37	15	techniques	technique	NOUN
cana-3181	37	16	and	and	CCONJ
cana-3181	37	17	meta	meta	NOUN
cana-3181	37	18	-	-	PUNCT
cana-3181	37	19	heuristics	heuristic	NOUN
cana-3181	37	20	due	due	ADJ
cana-3181	37	21	to	to	ADP
cana-3181	37	22	the	the	DET
cana-3181	37	23	vast	vast	ADJ
cana-3181	37	24	search	search	NOUN
cana-3181	37	25	space	space	NOUN
cana-3181	37	26	and	and	CCONJ
cana-3181	37	27	numerous	numerous	ADJ
cana-3181	37	28	constraints	constraint	NOUN
cana-3181	37	29	.	.	PUNCT
cana-3181	38	1	the	the	DET
cana-3181	38	2	primary	primary	ADJ
cana-3181	38	3	objective	objective	NOUN
cana-3181	38	4	is	be	AUX
cana-3181	38	5	to	to	PART
cana-3181	38	6	provide	provide	VERB
cana-3181	38	7	an	an	DET
cana-3181	38	8	in	in	ADP
cana-3181	38	9	-	-	PUNCT
cana-3181	38	10	depth	depth	NOUN
cana-3181	38	11	explanation	explanation	NOUN
cana-3181	38	12	of	of	ADP
cana-3181	38	13	the	the	DET
cana-3181	38	14	optimization	optimization	NOUN
cana-3181	38	15	algorithms	algorithm	NOUN
cana-3181	38	16	,	,	PUNCT
cana-3181	38	17	evaluating	evaluate	VERB
cana-3181	38	18	their	their	PRON
cana-3181	38	19	effectiveness	effectiveness	NOUN
cana-3181	38	20	and	and	CCONJ
cana-3181	38	21	discussing	discuss	VERB
cana-3181	38	22	the	the	DET
cana-3181	38	23	features	feature	NOUN
cana-3181	38	24	of	of	ADP
cana-3181	38	25	the	the	DET
cana-3181	38	26	university	university	NOUN
cana-3181	38	27	course	course	NOUN
cana-3181	38	28	timetabling	timetabling	NOUN
cana-3181	38	29	problem	problem	NOUN
cana-3181	38	30	.	.	PUNCT
cana-3181	39	1	the	the	DET
cana-3181	39	2	review	review	NOUN
cana-3181	39	3	encompasses	encompass	VERB
cana-3181	39	4	various	various	ADJ
cana-3181	39	5	techniques	technique	NOUN
cana-3181	39	6	,	,	PUNCT
cana-3181	39	7	such	such	ADJ
cana-3181	39	8	as	as	ADP
cana-3181	39	9	meta	meta	NOUN
cana-3181	39	10	-	-	PUNCT
cana-3181	39	11	heuristics	heuristic	NOUN
cana-3181	39	12	,	,	PUNCT
cana-3181	39	13	heuristic	heuristic	ADJ
cana-3181	39	14	algorithms	algorithm	NOUN
cana-3181	39	15	,	,	PUNCT
cana-3181	39	16	hybrid	hybrid	ADJ
cana-3181	39	17	algorithms	algorithm	NOUN
cana-3181	39	18	,	,	PUNCT
cana-3181	39	19	and	and	CCONJ
cana-3181	39	20	multi	multi	ADJ
cana-3181	39	21	-	-	ADJ
cana-3181	39	22	objective	objective	ADJ
cana-3181	39	23	algorithms	algorithm	NOUN
cana-3181	39	24	,	,	PUNCT
cana-3181	39	25	offering	offer	VERB
cana-3181	39	26	a	a	DET
cana-3181	39	27	thorough	thorough	ADJ
cana-3181	39	28	analysis	analysis	NOUN
cana-3181	39	29	of	of	ADP
cana-3181	39	30	their	their	PRON
cana-3181	39	31	strengths	strength	NOUN
cana-3181	39	32	,	,	PUNCT
cana-3181	39	33	weaknesses	weakness	NOUN
cana-3181	39	34	,	,	PUNCT
cana-3181	39	35	and	and	CCONJ
cana-3181	39	36	applicability	applicability	NOUN
cana-3181	39	37	to	to	ADP
cana-3181	39	38	different	different	ADJ
cana-3181	39	39	constraints	constraint	NOUN
cana-3181	39	40	.	.	PUNCT
cana-3181	40	1	this	this	DET
cana-3181	40	2	article	article	NOUN
cana-3181	40	3	serves	serve	VERB
cana-3181	40	4	as	as	ADP
cana-3181	40	5	a	a	DET
cana-3181	40	6	valuable	valuable	ADJ
cana-3181	40	7	resource	resource	NOUN
cana-3181	40	8	for	for	ADP
cana-3181	40	9	researchers	researcher	NOUN
cana-3181	40	10	,	,	PUNCT
cana-3181	40	11	practitioners	practitioner	NOUN
cana-3181	40	12	,	,	PUNCT
cana-3181	40	13	and	and	CCONJ
cana-3181	40	14	students	student	NOUN
cana-3181	40	15	interested	interested	ADJ
cana-3181	40	16	in	in	ADP
cana-3181	40	17	university	university	NOUN
cana-3181	40	18	course	course	NOUN
cana-3181	40	19	timetabling	timetabling	NOUN
cana-3181	40	20	,	,	PUNCT
cana-3181	40	21	identifying	identify	VERB
cana-3181	40	22	research	research	NOUN
cana-3181	40	23	gaps	gap	NOUN
cana-3181	40	24	and	and	CCONJ
cana-3181	40	25	informing	inform	VERB
cana-3181	40	26	future	future	ADJ
cana-3181	40	27	studies	study	NOUN
cana-3181	40	28	.	.	PUNCT
cana-3181	41	1	ambhore	ambhore	PROPN
cana-3181	41	2	et	et	PROPN
cana-3181	41	3	al	al	PROPN
cana-3181	41	4	.	.	PUNCT
cana-3181	42	1	[	[	X
cana-3181	42	2	6	6	NUM
cana-3181	42	3	]	]	PUNCT
cana-3181	42	4	introduced	introduce	VERB
cana-3181	42	5	an	an	DET
cana-3181	42	6	innovative	innovative	ADJ
cana-3181	42	7	automatic	automatic	ADJ
cana-3181	42	8	timetable	timetable	NOUN
cana-3181	42	9	generator	generator	NOUN
cana-3181	42	10	system	system	NOUN
cana-3181	42	11	to	to	PART
cana-3181	42	12	address	address	VERB
cana-3181	42	13	the	the	DET
cana-3181	42	14	communications	communication	NOUN
cana-3181	42	15	on	on	ADP
cana-3181	42	16	applied	apply	VERB
cana-3181	42	17	nonlinear	nonlinear	ADJ
cana-3181	42	18	analysis	analysis	NOUN
cana-3181	42	19	issn	issn	NOUN
cana-3181	42	20	:	:	PUNCT
cana-3181	42	21	1074	1074	NUM
cana-3181	42	22	-	-	PUNCT
cana-3181	42	23	133x	133x	NUM
cana-3181	42	24	vol	vol	NOUN
cana-3181	42	25	32	32	NUM
cana-3181	42	26	no	no	NOUN
cana-3181	42	27	.	.	PUNCT
cana-3181	43	1	5s	5s	NUM
cana-3181	43	2	(	(	PUNCT
cana-3181	43	3	2025	2025	NUM
cana-3181	43	4	)	)	PUNCT
cana-3181	43	5	570	570	NUM
cana-3181	43	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3181	43	7	complexities	complexity	NOUN
cana-3181	43	8	of	of	ADP
cana-3181	43	9	creating	create	VERB
cana-3181	43	10	timetables	timetable	NOUN
cana-3181	43	11	in	in	ADP
cana-3181	43	12	academic	academic	ADJ
cana-3181	43	13	institutions	institution	NOUN
cana-3181	43	14	.	.	PUNCT
cana-3181	44	1	the	the	DET
cana-3181	44	2	system	system	NOUN
cana-3181	44	3	,	,	PUNCT
cana-3181	44	4	incorporating	incorporate	VERB
cana-3181	44	5	evolutionary	evolutionary	ADJ
cana-3181	44	6	algorithms	algorithm	NOUN
cana-3181	44	7	,	,	PUNCT
cana-3181	44	8	tabu	tabu	NOUN
cana-3181	44	9	search	search	NOUN
cana-3181	44	10	,	,	PUNCT
cana-3181	44	11	simulated	simulated	ADJ
cana-3181	44	12	annealing	annealing	NOUN
cana-3181	44	13	,	,	PUNCT
cana-3181	44	14	and	and	CCONJ
cana-3181	44	15	scatter	scatter	NOUN
cana-3181	44	16	search	search	NOUN
cana-3181	44	17	,	,	PUNCT
cana-3181	44	18	offers	offer	VERB
cana-3181	44	19	a	a	DET
cana-3181	44	20	dynamic	dynamic	ADJ
cana-3181	44	21	solution	solution	NOUN
cana-3181	44	22	for	for	ADP
cana-3181	44	23	generating	generate	VERB
cana-3181	44	24	timetables	timetable	NOUN
cana-3181	44	25	across	across	ADP
cana-3181	44	26	various	various	ADJ
cana-3181	44	27	semesters	semester	NOUN
cana-3181	44	28	.	.	PUNCT
cana-3181	45	1	by	by	ADP
cana-3181	45	2	considering	consider	VERB
cana-3181	45	3	constraints	constraint	NOUN
cana-3181	45	4	such	such	ADJ
cana-3181	45	5	as	as	ADP
cana-3181	45	6	predefined	predefine	VERB
cana-3181	45	7	university	university	NOUN
cana-3181	45	8	schemes	scheme	NOUN
cana-3181	45	9	and	and	CCONJ
cana-3181	45	10	faculty	faculty	NOUN
cana-3181	45	11	workload	workload	NOUN
cana-3181	45	12	,	,	PUNCT
cana-3181	45	13	the	the	DET
cana-3181	45	14	proposed	propose	VERB
cana-3181	45	15	system	system	NOUN
cana-3181	45	16	proves	prove	VERB
cana-3181	45	17	to	to	PART
cana-3181	45	18	be	be	AUX
cana-3181	45	19	applicable	applicable	ADJ
cana-3181	45	20	and	and	CCONJ
cana-3181	45	21	efficient	efficient	ADJ
cana-3181	45	22	,	,	PUNCT
cana-3181	45	23	potentially	potentially	ADV
cana-3181	45	24	reducing	reduce	VERB
cana-3181	45	25	the	the	DET
cana-3181	45	26	workload	workload	NOUN
cana-3181	45	27	for	for	ADP
cana-3181	45	28	faculty	faculty	NOUN
cana-3181	45	29	members	member	NOUN
cana-3181	45	30	and	and	CCONJ
cana-3181	45	31	administration	administration	NOUN
cana-3181	45	32	.	.	PUNCT
cana-3181	46	1	the	the	DET
cana-3181	46	2	article	article	NOUN
cana-3181	46	3	provides	provide	VERB
cana-3181	46	4	valuable	valuable	ADJ
cana-3181	46	5	insights	insight	NOUN
cana-3181	46	6	into	into	ADP
cana-3181	46	7	the	the	DET
cana-3181	46	8	challenges	challenge	NOUN
cana-3181	46	9	faced	face	VERB
cana-3181	46	10	by	by	ADP
cana-3181	46	11	educators	educator	NOUN
cana-3181	46	12	and	and	CCONJ
cana-3181	46	13	proposes	propose	VERB
cana-3181	46	14	a	a	DET
cana-3181	46	15	scalable	scalable	ADJ
cana-3181	46	16	solution	solution	NOUN
cana-3181	46	17	with	with	ADP
cana-3181	46	18	practical	practical	ADJ
cana-3181	46	19	applications	application	NOUN
cana-3181	46	20	.	.	PUNCT
cana-3181	47	1	d'souza	d'souza	PROPN
cana-3181	47	2	et	et	PROPN
cana-3181	47	3	al	al	PROPN
cana-3181	47	4	.	.	PUNCT
cana-3181	48	1	[	[	X
cana-3181	48	2	7	7	X
cana-3181	48	3	]	]	AUX
cana-3181	48	4	tackle	tackle	VERB
cana-3181	48	5	the	the	DET
cana-3181	48	6	multi	multi	ADJ
cana-3181	48	7	-	-	ADJ
cana-3181	48	8	constraint	constraint	ADJ
cana-3181	48	9	satisfaction	satisfaction	NOUN
cana-3181	48	10	and	and	CCONJ
cana-3181	48	11	solution	solution	NOUN
cana-3181	48	12	optimization	optimization	NOUN
cana-3181	48	13	challenges	challenge	VERB
cana-3181	48	14	inherent	inherent	ADJ
cana-3181	48	15	in	in	ADP
cana-3181	48	16	timetable	timetable	NOUN
cana-3181	48	17	generation	generation	NOUN
cana-3181	48	18	.	.	PUNCT
cana-3181	49	1	the	the	DET
cana-3181	49	2	article	article	NOUN
cana-3181	49	3	introduces	introduce	VERB
cana-3181	49	4	a	a	DET
cana-3181	49	5	genetic	genetic	ADJ
cana-3181	49	6	algorithm	algorithm	NOUN
cana-3181	49	7	-	-	PUNCT
cana-3181	49	8	based	base	VERB
cana-3181	49	9	approach	approach	NOUN
cana-3181	49	10	to	to	PART
cana-3181	49	11	generate	generate	VERB
cana-3181	49	12	timetables	timetable	NOUN
cana-3181	49	13	that	that	PRON
cana-3181	49	14	adhere	adhere	VERB
cana-3181	49	15	to	to	ADP
cana-3181	49	16	various	various	ADJ
cana-3181	49	17	constraints	constraint	NOUN
cana-3181	49	18	,	,	PUNCT
cana-3181	49	19	including	include	VERB
cana-3181	49	20	lecturer	lecturer	NOUN
cana-3181	49	21	and	and	CCONJ
cana-3181	49	22	course	course	NOUN
cana-3181	49	23	availability	availability	NOUN
cana-3181	49	24	,	,	PUNCT
cana-3181	49	25	maximum	maximum	ADJ
cana-3181	49	26	teaching	teaching	NOUN
cana-3181	49	27	hours	hour	NOUN
cana-3181	49	28	,	,	PUNCT
cana-3181	49	29	and	and	CCONJ
cana-3181	49	30	consecutive	consecutive	ADJ
cana-3181	49	31	hour	hour	NOUN
cana-3181	49	32	limitations	limitation	NOUN
cana-3181	49	33	.	.	PUNCT
cana-3181	50	1	the	the	DET
cana-3181	50	2	proposed	propose	VERB
cana-3181	50	3	system	system	NOUN
cana-3181	50	4	aims	aim	VERB
cana-3181	50	5	to	to	PART
cana-3181	50	6	automate	automate	VERB
cana-3181	50	7	the	the	DET
cana-3181	50	8	timetable	timetable	NOUN
cana-3181	50	9	generation	generation	NOUN
cana-3181	50	10	process	process	NOUN
cana-3181	50	11	,	,	PUNCT
cana-3181	50	12	providing	provide	VERB
cana-3181	50	13	a	a	DET
cana-3181	50	14	cost	cost	NOUN
cana-3181	50	15	-	-	PUNCT
cana-3181	50	16	effective	effective	ADJ
cana-3181	50	17	solution	solution	NOUN
cana-3181	50	18	for	for	ADP
cana-3181	50	19	educational	educational	ADJ
cana-3181	50	20	institutes	institute	NOUN
cana-3181	50	21	.	.	PUNCT
cana-3181	51	1	the	the	DET
cana-3181	51	2	article	article	NOUN
cana-3181	51	3	emphasizes	emphasize	VERB
cana-3181	51	4	the	the	DET
cana-3181	51	5	need	need	NOUN
cana-3181	51	6	for	for	ADP
cana-3181	51	7	user	user	NOUN
cana-3181	51	8	feedback	feedback	NOUN
cana-3181	51	9	and	and	CCONJ
cana-3181	51	10	intermediate	intermediate	ADJ
cana-3181	51	11	result	result	NOUN
cana-3181	51	12	storage	storage	NOUN
cana-3181	51	13	,	,	PUNCT
cana-3181	51	14	fostering	foster	VERB
cana-3181	51	15	adaptability	adaptability	NOUN
cana-3181	51	16	and	and	CCONJ
cana-3181	51	17	allowing	allow	VERB
cana-3181	51	18	users	user	NOUN
cana-3181	51	19	to	to	PART
cana-3181	51	20	modify	modify	VERB
cana-3181	51	21	generated	generate	VERB
cana-3181	51	22	timetables	timetable	NOUN
cana-3181	51	23	.	.	PUNCT
cana-3181	52	1	overall	overall	ADV
cana-3181	52	2	,	,	PUNCT
cana-3181	52	3	this	this	DET
cana-3181	52	4	article	article	NOUN
cana-3181	52	5	contributes	contribute	VERB
cana-3181	52	6	an	an	DET
cana-3181	52	7	innovative	innovative	ADJ
cana-3181	52	8	solution	solution	NOUN
cana-3181	52	9	to	to	ADP
cana-3181	52	10	the	the	DET
cana-3181	52	11	complex	complex	ADJ
cana-3181	52	12	problem	problem	NOUN
cana-3181	52	13	of	of	ADP
cana-3181	52	14	timetable	timetable	NOUN
cana-3181	52	15	generation	generation	NOUN
cana-3181	52	16	,	,	PUNCT
cana-3181	52	17	overcoming	overcome	VERB
cana-3181	52	18	the	the	DET
cana-3181	52	19	limitations	limitation	NOUN
cana-3181	52	20	of	of	ADP
cana-3181	52	21	existing	exist	VERB
cana-3181	52	22	software	software	NOUN
cana-3181	52	23	solutions	solution	NOUN
cana-3181	52	24	.	.	PUNCT
cana-3181	53	1	vinodhini	vinodhini	PROPN
cana-3181	53	2	et	et	PROPN
cana-3181	53	3	al	al	PROPN
cana-3181	53	4	.	.	PUNCT
cana-3181	54	1	[	[	X
cana-3181	54	2	8	8	NUM
cana-3181	54	3	]	]	PUNCT
cana-3181	54	4	presented	present	VERB
cana-3181	54	5	an	an	DET
cana-3181	54	6	auto	auto	NOUN
cana-3181	54	7	-	-	PUNCT
cana-3181	54	8	time	time	NOUN
cana-3181	54	9	table	table	NOUN
cana-3181	54	10	automation	automation	NOUN
cana-3181	54	11	tool	tool	NOUN
cana-3181	54	12	utilizing	utilize	VERB
cana-3181	54	13	genetic	genetic	ADJ
cana-3181	54	14	algorithms	algorithm	NOUN
cana-3181	54	15	to	to	PART
cana-3181	54	16	address	address	VERB
cana-3181	54	17	the	the	DET
cana-3181	54	18	recurrent	recurrent	ADJ
cana-3181	54	19	timetable	timetable	NOUN
cana-3181	54	20	generation	generation	NOUN
cana-3181	54	21	problem	problem	NOUN
cana-3181	54	22	in	in	ADP
cana-3181	54	23	colleges	college	NOUN
cana-3181	54	24	.	.	PUNCT
cana-3181	55	1	the	the	DET
cana-3181	55	2	tool	tool	NOUN
cana-3181	55	3	aims	aim	VERB
cana-3181	55	4	to	to	PART
cana-3181	55	5	generate	generate	VERB
cana-3181	55	6	error	error	NOUN
cana-3181	55	7	-	-	PUNCT
cana-3181	55	8	free	free	ADJ
cana-3181	55	9	timetables	timetable	NOUN
cana-3181	55	10	efficiently	efficiently	ADV
cana-3181	55	11	,	,	PUNCT
cana-3181	55	12	considering	consider	VERB
cana-3181	55	13	inputs	input	NOUN
cana-3181	55	14	such	such	ADJ
cana-3181	55	15	as	as	ADP
cana-3181	55	16	courses	course	NOUN
cana-3181	55	17	,	,	PUNCT
cana-3181	55	18	lecture	lecture	NOUN
cana-3181	55	19	halls	hall	NOUN
cana-3181	55	20	,	,	PUNCT
cana-3181	55	21	departments	department	NOUN
cana-3181	55	22	,	,	PUNCT
cana-3181	55	23	and	and	CCONJ
cana-3181	55	24	lecturers	lecturer	NOUN
cana-3181	55	25	.	.	PUNCT
cana-3181	56	1	the	the	DET
cana-3181	56	2	article	article	NOUN
cana-3181	56	3	highlights	highlight	VERB
cana-3181	56	4	the	the	DET
cana-3181	56	5	tool	tool	NOUN
cana-3181	56	6	's	's	PART
cana-3181	56	7	advantages	advantage	NOUN
cana-3181	56	8	,	,	PUNCT
cana-3181	56	9	emphasizing	emphasize	VERB
cana-3181	56	10	its	its	PRON
cana-3181	56	11	cost	cost	NOUN
cana-3181	56	12	-	-	PUNCT
cana-3181	56	13	effectiveness	effectiveness	NOUN
cana-3181	56	14	,	,	PUNCT
cana-3181	56	15	time	time	NOUN
cana-3181	56	16	efficiency	efficiency	NOUN
cana-3181	56	17	,	,	PUNCT
cana-3181	56	18	and	and	CCONJ
cana-3181	56	19	ability	ability	NOUN
cana-3181	56	20	to	to	PART
cana-3181	56	21	minimize	minimize	VERB
cana-3181	56	22	errors	error	NOUN
cana-3181	56	23	with	with	ADP
cana-3181	56	24	minimal	minimal	ADJ
cana-3181	56	25	manual	manual	ADJ
cana-3181	56	26	intervention	intervention	NOUN
cana-3181	56	27	.	.	PUNCT
cana-3181	57	1	additionally	additionally	ADV
cana-3181	57	2	,	,	PUNCT
cana-3181	57	3	it	it	PRON
cana-3181	57	4	provides	provide	VERB
cana-3181	57	5	references	reference	NOUN
cana-3181	57	6	to	to	ADP
cana-3181	57	7	related	related	ADJ
cana-3181	57	8	works	work	NOUN
cana-3181	57	9	in	in	ADP
cana-3181	57	10	automated	automate	VERB
cana-3181	57	11	timetabling	timetabling	NOUN
cana-3181	57	12	and	and	CCONJ
cana-3181	57	13	university	university	NOUN
cana-3181	57	14	timetable	timetable	NOUN
cana-3181	57	15	scheduling	scheduling	NOUN
cana-3181	57	16	,	,	PUNCT
cana-3181	57	17	positioning	position	VERB
cana-3181	57	18	the	the	DET
cana-3181	57	19	proposed	propose	VERB
cana-3181	57	20	tool	tool	NOUN
cana-3181	57	21	as	as	ADP
cana-3181	57	22	a	a	DET
cana-3181	57	23	valuable	valuable	ADJ
cana-3181	57	24	contribution	contribution	NOUN
cana-3181	57	25	to	to	ADP
cana-3181	57	26	revolutionizing	revolutionize	VERB
cana-3181	57	27	college	college	NOUN
cana-3181	57	28	timetable	timetable	NOUN
cana-3181	57	29	generation	generation	NOUN
cana-3181	57	30	and	and	CCONJ
cana-3181	57	31	scheduling	scheduling	NOUN
cana-3181	57	32	problems	problem	NOUN
cana-3181	57	33	.	.	PUNCT
cana-3181	58	1	techie	techie	NOUN
cana-3181	58	2	-	-	PUNCT
cana-3181	58	3	menson	menson	NOUN
cana-3181	58	4	et	et	NOUN
cana-3181	58	5	al	al	PROPN
cana-3181	58	6	.	.	PUNCT
cana-3181	59	1	[	[	X
cana-3181	59	2	9	9	NUM
cana-3181	59	3	]	]	PUNCT
cana-3181	59	4	presented	present	VERB
cana-3181	59	5	a	a	DET
cana-3181	59	6	detailed	detailed	ADJ
cana-3181	59	7	exploration	exploration	NOUN
cana-3181	59	8	of	of	ADP
cana-3181	59	9	the	the	DET
cana-3181	59	10	design	design	NOUN
cana-3181	59	11	and	and	CCONJ
cana-3181	59	12	implementation	implementation	NOUN
cana-3181	59	13	of	of	ADP
cana-3181	59	14	a	a	DET
cana-3181	59	15	webbased	webbase	VERB
cana-3181	59	16	timetable	timetable	NOUN
cana-3181	59	17	system	system	NOUN
cana-3181	59	18	tailored	tailor	VERB
cana-3181	59	19	for	for	ADP
cana-3181	59	20	higher	high	ADJ
cana-3181	59	21	education	education	NOUN
cana-3181	59	22	institutions	institution	NOUN
cana-3181	59	23	.	.	PUNCT
cana-3181	60	1	the	the	DET
cana-3181	60	2	article	article	NOUN
cana-3181	60	3	categorizes	categorize	VERB
cana-3181	60	4	university	university	NOUN
cana-3181	60	5	timetabling	timetabling	NOUN
cana-3181	60	6	problems	problem	NOUN
cana-3181	60	7	,	,	PUNCT
cana-3181	60	8	addressing	address	VERB
cana-3181	60	9	challenges	challenge	NOUN
cana-3181	60	10	associated	associate	VERB
cana-3181	60	11	with	with	ADP
cana-3181	60	12	activities	activity	NOUN
cana-3181	60	13	allocation	allocation	NOUN
cana-3181	60	14	within	within	ADP
cana-3181	60	15	time	time	NOUN
cana-3181	60	16	constraints	constraint	NOUN
cana-3181	60	17	.	.	PUNCT
cana-3181	61	1	the	the	DET
cana-3181	61	2	proposed	propose	VERB
cana-3181	61	3	web	web	NOUN
cana-3181	61	4	-	-	PUNCT
cana-3181	61	5	based	base	VERB
cana-3181	61	6	system	system	NOUN
cana-3181	61	7	offers	offer	VERB
cana-3181	61	8	accessibility	accessibility	NOUN
cana-3181	61	9	to	to	ADP
cana-3181	61	10	administrators	administrator	NOUN
cana-3181	61	11	,	,	PUNCT
cana-3181	61	12	faculty	faculty	NOUN
cana-3181	61	13	,	,	PUNCT
cana-3181	61	14	and	and	CCONJ
cana-3181	61	15	students	student	NOUN
cana-3181	61	16	,	,	PUNCT
cana-3181	61	17	promoting	promote	VERB
cana-3181	61	18	real	real	ADJ
cana-3181	61	19	-	-	PUNCT
cana-3181	61	20	time	time	NOUN
cana-3181	61	21	collaboration	collaboration	NOUN
cana-3181	61	22	and	and	CCONJ
cana-3181	61	23	error	error	NOUN
cana-3181	61	24	reduction	reduction	NOUN
cana-3181	61	25	.	.	PUNCT
cana-3181	62	1	methodologies	methodology	NOUN
cana-3181	62	2	like	like	ADP
cana-3181	62	3	graph	graph	NOUN
cana-3181	62	4	heuristics	heuristic	NOUN
cana-3181	62	5	,	,	PUNCT
cana-3181	62	6	hill	hill	NOUN
cana-3181	62	7	climbing	climbing	NOUN
cana-3181	62	8	,	,	PUNCT
cana-3181	62	9	tabu	tabu	NOUN
cana-3181	62	10	search	search	NOUN
cana-3181	62	11	,	,	PUNCT
cana-3181	62	12	and	and	CCONJ
cana-3181	62	13	simulated	simulate	VERB
cana-3181	62	14	annealing	annealing	NOUN
cana-3181	62	15	are	be	AUX
cana-3181	62	16	discussed	discuss	VERB
cana-3181	62	17	,	,	PUNCT
cana-3181	62	18	providing	provide	VERB
cana-3181	62	19	a	a	DET
cana-3181	62	20	comprehensive	comprehensive	ADJ
cana-3181	62	21	guide	guide	NOUN
cana-3181	62	22	for	for	ADP
cana-3181	62	23	improving	improve	VERB
cana-3181	62	24	efficiency	efficiency	NOUN
cana-3181	62	25	and	and	CCONJ
cana-3181	62	26	effectiveness	effectiveness	NOUN
cana-3181	62	27	in	in	ADP
cana-3181	62	28	higher	high	ADJ
cana-3181	62	29	education	education	NOUN
cana-3181	62	30	institutions	institution	NOUN
cana-3181	62	31	.	.	PUNCT
cana-3181	63	1	ying	ying	PROPN
cana-3181	63	2	ying	ying	PROPN
cana-3181	63	3	et	et	PROPN
cana-3181	63	4	al	al	PROPN
cana-3181	63	5	.	.	PUNCT
cana-3181	64	1	[	[	X
cana-3181	64	2	10	10	NUM
cana-3181	64	3	]	]	PUNCT
cana-3181	64	4	introduced	introduce	VERB
cana-3181	64	5	a	a	DET
cana-3181	64	6	novel	novel	ADJ
cana-3181	64	7	genetic	genetic	ADJ
cana-3181	64	8	algorithm	algorithm	NOUN
cana-3181	64	9	,	,	PUNCT
cana-3181	64	10	the	the	DET
cana-3181	64	11	timetable	timetable	NOUN
cana-3181	64	12	scheduling	scheduling	NOUN
cana-3181	64	13	system	system	NOUN
cana-3181	64	14	using	use	VERB
cana-3181	64	15	genetic	genetic	ADJ
cana-3181	64	16	algorithm	algorithm	NOUN
cana-3181	64	17	for	for	ADP
cana-3181	64	18	the	the	DET
cana-3181	64	19	school	school	NOUN
cana-3181	64	20	of	of	ADP
cana-3181	64	21	computing	computing	NOUN
cana-3181	64	22	(	(	PUNCT
cana-3181	64	23	tsuga	tsuga	PROPN
cana-3181	64	24	)	)	PUNCT
cana-3181	64	25	,	,	PUNCT
cana-3181	64	26	aimed	aim	VERB
cana-3181	64	27	at	at	ADP
cana-3181	64	28	optimizing	optimize	VERB
cana-3181	64	29	timetable	timetable	NOUN
cana-3181	64	30	scheduling	scheduling	NOUN
cana-3181	64	31	for	for	ADP
cana-3181	64	32	the	the	DET
cana-3181	64	33	school	school	NOUN
cana-3181	64	34	of	of	ADP
cana-3181	64	35	computing	computing	PROPN
cana-3181	64	36	(	(	PUNCT
cana-3181	64	37	sc	sc	PROPN
cana-3181	64	38	)	)	PUNCT
cana-3181	64	39	.	.	PUNCT
cana-3181	65	1	the	the	DET
cana-3181	65	2	system	system	NOUN
cana-3181	65	3	efficiently	efficiently	ADV
cana-3181	65	4	resolves	resolve	VERB
cana-3181	65	5	hard	hard	ADJ
cana-3181	65	6	constraints	constraint	NOUN
cana-3181	65	7	,	,	PUNCT
cana-3181	65	8	minimizing	minimize	VERB
cana-3181	65	9	conflicts	conflict	NOUN
cana-3181	65	10	,	,	PUNCT
cana-3181	65	11	and	and	CCONJ
cana-3181	65	12	presents	present	VERB
cana-3181	65	13	an	an	DET
cana-3181	65	14	interface	interface	NOUN
cana-3181	65	15	accessible	accessible	ADJ
cana-3181	65	16	to	to	ADP
cana-3181	65	17	users	user	NOUN
cana-3181	65	18	with	with	ADP
cana-3181	65	19	varying	vary	VERB
cana-3181	65	20	access	access	NOUN
cana-3181	65	21	levels	level	NOUN
cana-3181	65	22	.	.	PUNCT
cana-3181	66	1	the	the	DET
cana-3181	66	2	article	article	NOUN
cana-3181	66	3	contributes	contribute	VERB
cana-3181	66	4	by	by	ADP
cana-3181	66	5	proposing	propose	VERB
cana-3181	66	6	a	a	DET
cana-3181	66	7	new	new	ADJ
cana-3181	66	8	genetic	genetic	ADJ
cana-3181	66	9	algorithm	algorithm	NOUN
cana-3181	66	10	,	,	PUNCT
cana-3181	66	11	detailing	detail	VERB
cana-3181	66	12	the	the	DET
cana-3181	66	13	system	system	NOUN
cana-3181	66	14	's	's	PART
cana-3181	66	15	design	design	NOUN
cana-3181	66	16	and	and	CCONJ
cana-3181	66	17	development	development	NOUN
cana-3181	66	18	,	,	PUNCT
cana-3181	66	19	and	and	CCONJ
cana-3181	66	20	providing	provide	VERB
cana-3181	66	21	pseudocodes	pseudocode	NOUN
cana-3181	66	22	for	for	ADP
cana-3181	66	23	key	key	ADJ
cana-3181	66	24	genetic	genetic	ADJ
cana-3181	66	25	operators	operator	NOUN
cana-3181	66	26	.	.	PUNCT
cana-3181	67	1	experimental	experimental	ADJ
cana-3181	67	2	results	result	NOUN
cana-3181	67	3	demonstrate	demonstrate	VERB
cana-3181	67	4	the	the	DET
cana-3181	67	5	system	system	NOUN
cana-3181	67	6	's	's	PART
cana-3181	67	7	efficiency	efficiency	NOUN
cana-3181	67	8	,	,	PUNCT
cana-3181	67	9	meeting	meet	VERB
cana-3181	67	10	hard	hard	ADJ
cana-3181	67	11	constraints	constraint	NOUN
cana-3181	67	12	for	for	ADP
cana-3181	67	13	the	the	DET
cana-3181	67	14	majority	majority	NOUN
cana-3181	67	15	of	of	ADP
cana-3181	67	16	students	student	NOUN
cana-3181	67	17	and	and	CCONJ
cana-3181	67	18	showcasing	showcase	VERB
cana-3181	67	19	the	the	DET
cana-3181	67	20	potential	potential	NOUN
cana-3181	67	21	for	for	ADP
cana-3181	67	22	further	further	ADJ
cana-3181	67	23	enhancements	enhancement	NOUN
cana-3181	67	24	.	.	PUNCT
cana-3181	68	1	otaninyenuwa	otaninyenuwa	PROPN
cana-3181	68	2	helen	helen	PROPN
cana-3181	68	3	et	et	PROPN
cana-3181	68	4	al	al	PROPN
cana-3181	68	5	.	.	PUNCT
cana-3181	69	1	[	[	X
cana-3181	69	2	11	11	NUM
cana-3181	69	3	]	]	PUNCT
cana-3181	69	4	addressed	address	VERB
cana-3181	69	5	the	the	DET
cana-3181	69	6	manual	manual	ADJ
cana-3181	69	7	challenges	challenge	NOUN
cana-3181	69	8	of	of	ADP
cana-3181	69	9	timetable	timetable	NOUN
cana-3181	69	10	management	management	NOUN
cana-3181	69	11	for	for	ADP
cana-3181	69	12	students	student	NOUN
cana-3181	69	13	in	in	ADP
cana-3181	69	14	institutions	institution	NOUN
cana-3181	69	15	.	.	PUNCT
cana-3181	70	1	the	the	DET
cana-3181	70	2	article	article	NOUN
cana-3181	70	3	proposes	propose	VERB
cana-3181	70	4	an	an	DET
cana-3181	70	5	automated	automate	VERB
cana-3181	70	6	solution	solution	NOUN
cana-3181	70	7	technique	technique	NOUN
cana-3181	70	8	based	base	VERB
cana-3181	70	9	on	on	ADP
cana-3181	70	10	genetic	genetic	ADJ
cana-3181	70	11	algorithms	algorithm	NOUN
cana-3181	70	12	,	,	PUNCT
cana-3181	70	13	communications	communication	NOUN
cana-3181	70	14	on	on	ADP
cana-3181	70	15	applied	apply	VERB
cana-3181	70	16	nonlinear	nonlinear	ADJ
cana-3181	70	17	analysis	analysis	NOUN
cana-3181	70	18	issn	issn	NOUN
cana-3181	70	19	:	:	PUNCT
cana-3181	70	20	1074	1074	NUM
cana-3181	70	21	-	-	PUNCT
cana-3181	70	22	133x	133x	NUM
cana-3181	70	23	vol	vol	NOUN
cana-3181	70	24	32	32	NUM
cana-3181	70	25	no	no	NOUN
cana-3181	70	26	.	.	PUNCT
cana-3181	71	1	5s	5s	NUM
cana-3181	71	2	(	(	PUNCT
cana-3181	71	3	2025	2025	NUM
cana-3181	71	4	)	)	PUNCT
cana-3181	71	5	571	571	NUM
cana-3181	71	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3181	71	7	emphasizing	emphasize	VERB
cana-3181	71	8	the	the	DET
cana-3181	71	9	limitations	limitation	NOUN
cana-3181	71	10	of	of	ADP
cana-3181	71	11	traditional	traditional	ADJ
cana-3181	71	12	trial	trial	NOUN
cana-3181	71	13	-	-	PUNCT
cana-3181	71	14	and	and	CCONJ
cana-3181	71	15	-	-	PUNCT
cana-3181	71	16	error	error	NOUN
cana-3181	71	17	methods	method	NOUN
cana-3181	71	18	.	.	PUNCT
cana-3181	72	1	the	the	DET
cana-3181	72	2	objective	objective	NOUN
cana-3181	72	3	is	be	AUX
cana-3181	72	4	to	to	PART
cana-3181	72	5	develop	develop	VERB
cana-3181	72	6	a	a	DET
cana-3181	72	7	webbased	webbase	VERB
cana-3181	72	8	student	student	NOUN
cana-3181	72	9	timetable	timetable	NOUN
cana-3181	72	10	management	management	NOUN
cana-3181	72	11	system	system	NOUN
cana-3181	72	12	,	,	PUNCT
cana-3181	72	13	leveraging	leverage	VERB
cana-3181	72	14	genetic	genetic	ADJ
cana-3181	72	15	algorithms	algorithm	NOUN
cana-3181	72	16	to	to	PART
cana-3181	72	17	generate	generate	VERB
cana-3181	72	18	optimal	optimal	ADJ
cana-3181	72	19	timetables	timetable	NOUN
cana-3181	72	20	.	.	PUNCT
cana-3181	73	1	the	the	DET
cana-3181	73	2	article	article	NOUN
cana-3181	73	3	makes	make	VERB
cana-3181	73	4	significant	significant	ADJ
cana-3181	73	5	contributions	contribution	NOUN
cana-3181	73	6	to	to	ADP
cana-3181	73	7	academic	academic	ADJ
cana-3181	73	8	administration	administration	NOUN
cana-3181	73	9	by	by	ADP
cana-3181	73	10	presenting	present	VERB
cana-3181	73	11	a	a	DET
cana-3181	73	12	reliable	reliable	ADJ
cana-3181	73	13	and	and	CCONJ
cana-3181	73	14	efficient	efficient	ADJ
cana-3181	73	15	automated	automate	VERB
cana-3181	73	16	solution	solution	NOUN
cana-3181	73	17	,	,	PUNCT
cana-3181	73	18	providing	provide	VERB
cana-3181	73	19	insights	insight	NOUN
cana-3181	73	20	into	into	ADP
cana-3181	73	21	genetic	genetic	ADJ
cana-3181	73	22	algorithm	algorithm	NOUN
cana-3181	73	23	models	model	NOUN
cana-3181	73	24	and	and	CCONJ
cana-3181	73	25	representation	representation	NOUN
cana-3181	73	26	methods	method	NOUN
cana-3181	73	27	.	.	PUNCT
cana-3181	74	1	the	the	DET
cana-3181	74	2	proposed	propose	VERB
cana-3181	74	3	system	system	NOUN
cana-3181	74	4	opens	open	VERB
cana-3181	74	5	avenues	avenue	NOUN
cana-3181	74	6	for	for	ADP
cana-3181	74	7	integrating	integrate	VERB
cana-3181	74	8	technology	technology	NOUN
cana-3181	74	9	into	into	ADP
cana-3181	74	10	academic	academic	ADJ
cana-3181	74	11	administration	administration	NOUN
cana-3181	74	12	,	,	PUNCT
cana-3181	74	13	potentially	potentially	ADV
cana-3181	74	14	streamlining	streamline	VERB
cana-3181	74	15	and	and	CCONJ
cana-3181	74	16	improving	improve	VERB
cana-3181	74	17	the	the	DET
cana-3181	74	18	efficiency	efficiency	NOUN
cana-3181	74	19	of	of	ADP
cana-3181	74	20	the	the	DET
cana-3181	74	21	academic	academic	ADJ
cana-3181	74	22	management	management	NOUN
cana-3181	74	23	process	process	NOUN
cana-3181	74	24	.	.	PUNCT
cana-3181	75	1	patil	patil	PROPN
cana-3181	75	2	et	et	PROPN
cana-3181	75	3	al	al	PROPN
cana-3181	75	4	.	.	PUNCT
cana-3181	76	1	[	[	X
cana-3181	76	2	12	12	NUM
cana-3181	76	3	]	]	PUNCT
cana-3181	76	4	introduced	introduce	VERB
cana-3181	76	5	an	an	DET
cana-3181	76	6	algorithm	algorithm	NOUN
cana-3181	76	7	that	that	PRON
cana-3181	76	8	combines	combine	VERB
cana-3181	76	9	genetic	genetic	ADJ
cana-3181	76	10	and	and	CCONJ
cana-3181	76	11	scheduling	scheduling	NOUN
cana-3181	76	12	algorithms	algorithm	NOUN
cana-3181	76	13	to	to	PART
cana-3181	76	14	automatically	automatically	ADV
cana-3181	76	15	generate	generate	VERB
cana-3181	76	16	optimal	optimal	ADJ
cana-3181	76	17	and	and	CCONJ
cana-3181	76	18	non	non	ADJ
cana-3181	76	19	-	-	ADJ
cana-3181	76	20	redundant	redundant	ADJ
cana-3181	76	21	course	course	NOUN
cana-3181	76	22	schedules	schedule	NOUN
cana-3181	76	23	for	for	ADP
cana-3181	76	24	educational	educational	ADJ
cana-3181	76	25	institutions	institution	NOUN
cana-3181	76	26	.	.	PUNCT
cana-3181	77	1	the	the	DET
cana-3181	77	2	algorithm	algorithm	NOUN
cana-3181	77	3	,	,	PUNCT
cana-3181	77	4	validated	validate	VERB
cana-3181	77	5	with	with	ADP
cana-3181	77	6	successful	successful	ADJ
cana-3181	77	7	test	test	NOUN
cana-3181	77	8	cases	case	NOUN
cana-3181	77	9	,	,	PUNCT
cana-3181	77	10	follows	follow	VERB
cana-3181	77	11	a	a	DET
cana-3181	77	12	systematic	systematic	ADJ
cana-3181	77	13	approach	approach	NOUN
cana-3181	77	14	,	,	PUNCT
cana-3181	77	15	addressing	address	VERB
cana-3181	77	16	challenges	challenge	NOUN
cana-3181	77	17	in	in	ADP
cana-3181	77	18	real	real	ADJ
cana-3181	77	19	-	-	PUNCT
cana-3181	77	20	world	world	NOUN
cana-3181	77	21	timetabling	timetable	VERB
cana-3181	77	22	scenarios	scenario	NOUN
cana-3181	77	23	.	.	PUNCT
cana-3181	78	1	the	the	DET
cana-3181	78	2	primary	primary	ADJ
cana-3181	78	3	objective	objective	NOUN
cana-3181	78	4	is	be	AUX
cana-3181	78	5	to	to	PART
cana-3181	78	6	enhance	enhance	VERB
cana-3181	78	7	existing	exist	VERB
cana-3181	78	8	timetabling	timetabling	NOUN
cana-3181	78	9	systems	system	NOUN
cana-3181	78	10	,	,	PUNCT
cana-3181	78	11	ensuring	ensure	VERB
cana-3181	78	12	the	the	DET
cana-3181	78	13	production	production	NOUN
cana-3181	78	14	of	of	ADP
cana-3181	78	15	conflict	conflict	NOUN
cana-3181	78	16	-	-	PUNCT
cana-3181	78	17	free	free	ADJ
cana-3181	78	18	schedules	schedule	NOUN
cana-3181	78	19	consistently	consistently	ADV
cana-3181	78	20	across	across	ADP
cana-3181	78	21	diverse	diverse	ADJ
cana-3181	78	22	universities	university	NOUN
cana-3181	78	23	and	and	CCONJ
cana-3181	78	24	educational	educational	ADJ
cana-3181	78	25	institutions	institution	NOUN
cana-3181	78	26	.	.	PUNCT
cana-3181	79	1	the	the	DET
cana-3181	79	2	proposed	propose	VERB
cana-3181	79	3	algorithm	algorithm	NOUN
cana-3181	79	4	efficiently	efficiently	ADV
cana-3181	79	5	allocates	allocate	VERB
cana-3181	79	6	suitable	suitable	ADJ
cana-3181	79	7	time	time	NOUN
cana-3181	79	8	for	for	ADP
cana-3181	79	9	staff	staff	NOUN
cana-3181	79	10	,	,	PUNCT
cana-3181	79	11	students	student	NOUN
cana-3181	79	12	,	,	PUNCT
cana-3181	79	13	and	and	CCONJ
cana-3181	79	14	facilities	facility	NOUN
cana-3181	79	15	,	,	PUNCT
cana-3181	79	16	contributing	contribute	VERB
cana-3181	79	17	to	to	ADP
cana-3181	79	18	the	the	DET
cana-3181	79	19	improvement	improvement	NOUN
cana-3181	79	20	of	of	ADP
cana-3181	79	21	timetabling	timetable	VERB
cana-3181	79	22	processes	process	NOUN
cana-3181	79	23	in	in	ADP
cana-3181	79	24	educational	educational	ADJ
cana-3181	79	25	institutions	institution	NOUN
cana-3181	79	26	.	.	PUNCT
cana-3181	80	1	singh	singh	PROPN
cana-3181	80	2	et	et	PROPN
cana-3181	80	3	al	al	PROPN
cana-3181	80	4	.	.	PUNCT
cana-3181	81	1	[	[	X
cana-3181	81	2	13	13	NUM
cana-3181	81	3	]	]	PUNCT
cana-3181	81	4	presented	present	VERB
cana-3181	81	5	a	a	DET
cana-3181	81	6	solution	solution	NOUN
cana-3181	81	7	to	to	ADP
cana-3181	81	8	the	the	DET
cana-3181	81	9	time	time	NOUN
cana-3181	81	10	-	-	PUNCT
cana-3181	81	11	consuming	consume	VERB
cana-3181	81	12	and	and	CCONJ
cana-3181	81	13	burdensome	burdensome	ADJ
cana-3181	81	14	task	task	NOUN
cana-3181	81	15	of	of	ADP
cana-3181	81	16	manual	manual	ADJ
cana-3181	81	17	timetable	timetable	NOUN
cana-3181	81	18	creation	creation	NOUN
cana-3181	81	19	by	by	ADP
cana-3181	81	20	designing	design	VERB
cana-3181	81	21	and	and	CCONJ
cana-3181	81	22	implementing	implement	VERB
cana-3181	81	23	an	an	DET
cana-3181	81	24	automatic	automatic	ADJ
cana-3181	81	25	timetable	timetable	NOUN
cana-3181	81	26	generator	generator	NOUN
cana-3181	81	27	software	software	NOUN
cana-3181	81	28	.	.	PUNCT
cana-3181	82	1	utilizing	utilize	VERB
cana-3181	82	2	html	html	NOUN
cana-3181	82	3	,	,	PUNCT
cana-3181	82	4	css	css	PROPN
cana-3181	82	5	,	,	PUNCT
cana-3181	82	6	javascript	javascript	NOUN
cana-3181	82	7	,	,	PUNCT
cana-3181	82	8	and	and	CCONJ
cana-3181	82	9	php	php	NOUN
cana-3181	82	10	,	,	PUNCT
cana-3181	82	11	the	the	DET
cana-3181	82	12	software	software	NOUN
cana-3181	82	13	offers	offer	VERB
cana-3181	82	14	a	a	DET
cana-3181	82	15	user	user	NOUN
cana-3181	82	16	-	-	PUNCT
cana-3181	82	17	friendly	friendly	ADJ
cana-3181	82	18	interface	interface	NOUN
cana-3181	82	19	and	and	CCONJ
cana-3181	82	20	incorporates	incorporate	VERB
cana-3181	82	21	intelligent	intelligent	ADJ
cana-3181	82	22	algorithms	algorithm	NOUN
cana-3181	82	23	to	to	PART
cana-3181	82	24	optimize	optimize	VERB
cana-3181	82	25	the	the	DET
cana-3181	82	26	timetable	timetable	NOUN
cana-3181	82	27	creation	creation	NOUN
cana-3181	82	28	process	process	NOUN
cana-3181	82	29	.	.	PUNCT
cana-3181	83	1	it	it	PRON
cana-3181	83	2	addresses	address	VERB
cana-3181	83	3	factors	factor	NOUN
cana-3181	83	4	like	like	ADP
cana-3181	83	5	subject	subject	NOUN
cana-3181	83	6	duration	duration	NOUN
cana-3181	83	7	,	,	PUNCT
cana-3181	83	8	faculty	faculty	NOUN
cana-3181	83	9	availability	availability	NOUN
cana-3181	83	10	,	,	PUNCT
cana-3181	83	11	and	and	CCONJ
cana-3181	83	12	user	user	NOUN
cana-3181	83	13	-	-	PUNCT
cana-3181	83	14	defined	define	VERB
cana-3181	83	15	constraints	constraint	NOUN
cana-3181	83	16	,	,	PUNCT
cana-3181	83	17	providing	provide	VERB
cana-3181	83	18	an	an	DET
cana-3181	83	19	efficient	efficient	ADJ
cana-3181	83	20	and	and	CCONJ
cana-3181	83	21	accurate	accurate	ADJ
cana-3181	83	22	solution	solution	NOUN
cana-3181	83	23	for	for	ADP
cana-3181	83	24	educational	educational	ADJ
cana-3181	83	25	institutions	institution	NOUN
cana-3181	83	26	,	,	PUNCT
cana-3181	83	27	corporate	corporate	ADJ
cana-3181	83	28	organizations	organization	NOUN
cana-3181	83	29	,	,	PUNCT
cana-3181	83	30	and	and	CCONJ
cana-3181	83	31	event	event	NOUN
cana-3181	83	32	management	management	NOUN
cana-3181	83	33	teams	team	NOUN
cana-3181	83	34	.	.	PUNCT
cana-3181	84	1	the	the	DET
cana-3181	84	2	research	research	NOUN
cana-3181	84	3	contributes	contribute	VERB
cana-3181	84	4	significantly	significantly	ADV
cana-3181	84	5	to	to	ADP
cana-3181	84	6	education	education	NOUN
cana-3181	84	7	and	and	CCONJ
cana-3181	84	8	event	event	NOUN
cana-3181	84	9	management	management	NOUN
cana-3181	84	10	by	by	ADP
cana-3181	84	11	offering	offer	VERB
cana-3181	84	12	an	an	DET
cana-3181	84	13	innovative	innovative	ADJ
cana-3181	84	14	and	and	CCONJ
cana-3181	84	15	efficient	efficient	ADJ
cana-3181	84	16	solution	solution	NOUN
cana-3181	84	17	that	that	PRON
cana-3181	84	18	saves	save	VERB
cana-3181	84	19	time	time	NOUN
cana-3181	84	20	and	and	CCONJ
cana-3181	84	21	effort	effort	NOUN
cana-3181	84	22	compared	compare	VERB
cana-3181	84	23	to	to	ADP
cana-3181	84	24	manual	manual	ADJ
cana-3181	84	25	methods	method	NOUN
cana-3181	84	26	.	.	PUNCT
cana-3181	85	1	the	the	DET
cana-3181	85	2	software	software	NOUN
cana-3181	85	3	's	's	PART
cana-3181	85	4	adaptability	adaptability	NOUN
cana-3181	85	5	to	to	ADP
cana-3181	85	6	different	different	ADJ
cana-3181	85	7	requirements	requirement	NOUN
cana-3181	85	8	further	far	ADV
cana-3181	85	9	enhances	enhance	VERB
cana-3181	85	10	its	its	PRON
cana-3181	85	11	utility	utility	NOUN
cana-3181	85	12	,	,	PUNCT
cana-3181	85	13	making	make	VERB
cana-3181	85	14	it	it	PRON
cana-3181	85	15	a	a	DET
cana-3181	85	16	valuable	valuable	ADJ
cana-3181	85	17	contribution	contribution	NOUN
cana-3181	85	18	to	to	ADP
cana-3181	85	19	the	the	DET
cana-3181	85	20	field	field	NOUN
cana-3181	85	21	.	.	PUNCT
cana-3181	86	1	3	3	X
cana-3181	86	2	.	.	X
cana-3181	86	3	methods	method	NOUN
cana-3181	86	4	and	and	CCONJ
cana-3181	86	5	materials	material	NOUN
cana-3181	86	6	3.1	3.1	NUM
cana-3181	86	7	.	.	PUNCT
cana-3181	86	8	data	datum	NOUN
cana-3181	86	9	layer	layer	NOUN
cana-3181	86	10	module	module	NOUN
cana-3181	86	11	data	datum	NOUN
cana-3181	86	12	layer	layer	NOUN
cana-3181	86	13	encompasses	encompass	VERB
cana-3181	86	14	the	the	DET
cana-3181	86	15	initial	initial	ADJ
cana-3181	86	16	stage	stage	NOUN
cana-3181	86	17	where	where	SCONJ
cana-3181	86	18	comprehensive	comprehensive	ADJ
cana-3181	86	19	data	data	NOUN
cana-3181	86	20	collection	collection	NOUN
cana-3181	86	21	takes	take	VERB
cana-3181	86	22	place	place	NOUN
cana-3181	86	23	.	.	PUNCT
cana-3181	87	1	this	this	PRON
cana-3181	87	2	includes	include	VERB
cana-3181	87	3	gathering	gather	VERB
cana-3181	87	4	extensive	extensive	ADJ
cana-3181	87	5	information	information	NOUN
cana-3181	87	6	on	on	ADP
cana-3181	87	7	teacher	teacher	NOUN
cana-3181	87	8	schedules	schedule	NOUN
cana-3181	87	9	,	,	PUNCT
cana-3181	87	10	course	course	NOUN
cana-3181	87	11	requirements	requirement	NOUN
cana-3181	87	12	,	,	PUNCT
cana-3181	87	13	classroom	classroom	NOUN
cana-3181	87	14	availability	availability	NOUN
cana-3181	87	15	,	,	PUNCT
cana-3181	87	16	and	and	CCONJ
cana-3181	87	17	institutional	institutional	ADJ
cana-3181	87	18	constraints	constraint	NOUN
cana-3181	87	19	.	.	PUNCT
cana-3181	88	1	the	the	DET
cana-3181	88	2	preprocessing	preprocessing	NOUN
cana-3181	88	3	component	component	NOUN
cana-3181	88	4	within	within	ADP
cana-3181	88	5	this	this	DET
cana-3181	88	6	layer	layer	NOUN
cana-3181	88	7	is	be	AUX
cana-3181	88	8	crucial	crucial	ADJ
cana-3181	88	9	for	for	ADP
cana-3181	88	10	ensuring	ensure	VERB
cana-3181	88	11	the	the	DET
cana-3181	88	12	uniformity	uniformity	NOUN
cana-3181	88	13	and	and	CCONJ
cana-3181	88	14	precision	precision	NOUN
cana-3181	88	15	of	of	ADP
cana-3181	88	16	the	the	DET
cana-3181	88	17	input	input	NOUN
cana-3181	88	18	data	datum	NOUN
cana-3181	88	19	as	as	SCONJ
cana-3181	88	20	shown	show	VERB
cana-3181	88	21	in	in	ADP
cana-3181	88	22	table	table	NOUN
cana-3181	88	23	1	1	NUM
cana-3181	88	24	.	.	PUNCT
cana-3181	89	1	it	it	PRON
cana-3181	89	2	involves	involve	VERB
cana-3181	89	3	meticulous	meticulous	ADJ
cana-3181	89	4	data	datum	NOUN
cana-3181	89	5	cleaning	clean	VERB
cana-3181	89	6	to	to	PART
cana-3181	89	7	remove	remove	VERB
cana-3181	89	8	inconsistencies	inconsistency	NOUN
cana-3181	89	9	and	and	CCONJ
cana-3181	89	10	inaccuracies	inaccuracy	NOUN
cana-3181	89	11	,	,	PUNCT
cana-3181	89	12	encoding	encoding	NOUN
cana-3181	89	13	of	of	ADP
cana-3181	89	14	categorical	categorical	ADJ
cana-3181	89	15	variables	variable	NOUN
cana-3181	89	16	to	to	PART
cana-3181	89	17	transform	transform	VERB
cana-3181	89	18	qualitative	qualitative	ADJ
cana-3181	89	19	data	datum	NOUN
cana-3181	89	20	into	into	ADP
cana-3181	89	21	a	a	DET
cana-3181	89	22	machine	machine	NOUN
cana-3181	89	23	-	-	PUNCT
cana-3181	89	24	readable	readable	ADJ
cana-3181	89	25	format	format	NOUN
cana-3181	89	26	,	,	PUNCT
cana-3181	89	27	and	and	CCONJ
cana-3181	89	28	normalization	normalization	NOUN
cana-3181	89	29	of	of	ADP
cana-3181	89	30	numerical	numerical	ADJ
cana-3181	89	31	values	value	NOUN
cana-3181	89	32	to	to	PART
cana-3181	89	33	ensure	ensure	VERB
cana-3181	89	34	data	datum	NOUN
cana-3181	89	35	across	across	ADP
cana-3181	89	36	various	various	ADJ
cana-3181	89	37	scales	scale	NOUN
cana-3181	89	38	can	can	AUX
cana-3181	89	39	be	be	AUX
cana-3181	89	40	compared	compare	VERB
cana-3181	89	41	and	and	CCONJ
cana-3181	89	42	processed	process	VERB
cana-3181	89	43	effectively	effectively	ADV
cana-3181	89	44	.	.	PUNCT
cana-3181	90	1	table	table	NOUN
cana-3181	90	2	1	1	NUM
cana-3181	90	3	:	:	PUNCT
cana-3181	90	4	features	feature	NOUN
cana-3181	90	5	in	in	ADP
cana-3181	90	6	the	the	DET
cana-3181	90	7	data	data	NOUN
cana-3181	90	8	layer	layer	NOUN
cana-3181	90	9	for	for	ADP
cana-3181	90	10	teacher	teacher	NOUN
cana-3181	90	11	timetable	timetable	NOUN
cana-3181	90	12	generation	generation	NOUN
cana-3181	90	13	feature	feature	NOUN
cana-3181	90	14	category	category	NOUN
cana-3181	90	15	feature	feature	NOUN
cana-3181	90	16	description	description	NOUN
cana-3181	90	17	teacher	teacher	NOUN
cana-3181	90	18	schedules	schedule	VERB
cana-3181	90	19	availability	availability	NOUN
cana-3181	90	20	of	of	ADP
cana-3181	90	21	each	each	DET
cana-3181	90	22	teacher	teacher	NOUN
cana-3181	90	23	,	,	PUNCT
cana-3181	90	24	including	include	VERB
cana-3181	90	25	days	day	NOUN
cana-3181	90	26	and	and	CCONJ
cana-3181	90	27	times	time	NOUN
cana-3181	90	28	they	they	PRON
cana-3181	90	29	are	be	AUX
cana-3181	90	30	available	available	ADJ
cana-3181	90	31	to	to	PART
cana-3181	90	32	teach	teach	VERB
cana-3181	90	33	.	.	PUNCT
cana-3181	91	1	course	course	NOUN
cana-3181	91	2	requirements	requirement	VERB
cana-3181	91	3	details	detail	NOUN
cana-3181	91	4	about	about	ADP
cana-3181	91	5	each	each	DET
cana-3181	91	6	course	course	NOUN
cana-3181	91	7	,	,	PUNCT
cana-3181	91	8	such	such	ADJ
cana-3181	91	9	as	as	ADP
cana-3181	91	10	course	course	NOUN
cana-3181	91	11	code	code	NOUN
cana-3181	91	12	,	,	PUNCT
cana-3181	91	13	title	title	NOUN
cana-3181	91	14	,	,	PUNCT
cana-3181	91	15	required	require	VERB
cana-3181	91	16	hours	hour	NOUN
cana-3181	91	17	,	,	PUNCT
cana-3181	91	18	and	and	CCONJ
cana-3181	91	19	level	level	NOUN
cana-3181	91	20	.	.	PUNCT
cana-3181	92	1	classroom	classroom	NOUN
cana-3181	92	2	availability	availability	NOUN
cana-3181	92	3	information	information	NOUN
cana-3181	92	4	on	on	ADP
cana-3181	92	5	classrooms	classroom	NOUN
cana-3181	92	6	,	,	PUNCT
cana-3181	92	7	including	include	VERB
cana-3181	92	8	location	location	NOUN
cana-3181	92	9	,	,	PUNCT
cana-3181	92	10	capacity	capacity	NOUN
cana-3181	92	11	,	,	PUNCT
cana-3181	92	12	communications	communication	NOUN
cana-3181	92	13	on	on	ADP
cana-3181	92	14	applied	apply	VERB
cana-3181	92	15	nonlinear	nonlinear	ADJ
cana-3181	92	16	analysis	analysis	NOUN
cana-3181	92	17	issn	issn	NOUN
cana-3181	92	18	:	:	PUNCT
cana-3181	92	19	1074	1074	NUM
cana-3181	92	20	-	-	PUNCT
cana-3181	92	21	133x	133x	NUM
cana-3181	92	22	vol	vol	NOUN
cana-3181	92	23	32	32	NUM
cana-3181	92	24	no	no	NOUN
cana-3181	92	25	.	.	PUNCT
cana-3181	93	1	5s	5s	NUM
cana-3181	93	2	(	(	PUNCT
cana-3181	93	3	2025	2025	NUM
cana-3181	93	4	)	)	PUNCT
cana-3181	93	5	572	572	NUM
cana-3181	93	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3181	93	7	and	and	CCONJ
cana-3181	93	8	available	available	ADJ
cana-3181	93	9	time	time	NOUN
cana-3181	93	10	slots	slot	NOUN
cana-3181	93	11	.	.	PUNCT
cana-3181	94	1	institutional	institutional	ADJ
cana-3181	94	2	constraints	constraint	NOUN
cana-3181	94	3	rules	rule	NOUN
cana-3181	94	4	and	and	CCONJ
cana-3181	94	5	policies	policy	NOUN
cana-3181	94	6	that	that	PRON
cana-3181	94	7	affect	affect	VERB
cana-3181	94	8	scheduling	scheduling	NOUN
cana-3181	94	9	,	,	PUNCT
cana-3181	94	10	such	such	ADJ
cana-3181	94	11	as	as	ADP
cana-3181	94	12	maximum	maximum	ADJ
cana-3181	94	13	/	/	SYM
cana-3181	94	14	minimum	minimum	ADJ
cana-3181	94	15	class	class	NOUN
cana-3181	94	16	sizes	size	NOUN
cana-3181	94	17	,	,	PUNCT
cana-3181	94	18	and	and	CCONJ
cana-3181	94	19	consecutive	consecutive	ADJ
cana-3181	94	20	teaching	teaching	NOUN
cana-3181	94	21	hours	hour	NOUN
cana-3181	94	22	limit	limit	NOUN
cana-3181	94	23	.	.	PUNCT
cana-3181	95	1	teacher	teacher	NOUN
cana-3181	95	2	qualifications	qualification	NOUN
cana-3181	95	3	qualifications	qualification	NOUN
cana-3181	95	4	and	and	CCONJ
cana-3181	95	5	areas	area	NOUN
cana-3181	95	6	of	of	ADP
cana-3181	95	7	expertise	expertise	NOUN
cana-3181	95	8	of	of	ADP
cana-3181	95	9	each	each	DET
cana-3181	95	10	teacher	teacher	NOUN
cana-3181	95	11	,	,	PUNCT
cana-3181	95	12	relevant	relevant	ADJ
cana-3181	95	13	to	to	PART
cana-3181	95	14	course	course	VERB
cana-3181	95	15	assignments	assignment	NOUN
cana-3181	95	16	.	.	PUNCT
cana-3181	96	1	course	course	NOUN
cana-3181	96	2	priorities	prioritie	VERB
cana-3181	96	3	priority	priority	NOUN
cana-3181	96	4	levels	level	NOUN
cana-3181	96	5	of	of	ADP
cana-3181	96	6	courses	course	NOUN
cana-3181	96	7	,	,	PUNCT
cana-3181	96	8	indicating	indicate	VERB
cana-3181	96	9	the	the	DET
cana-3181	96	10	importance	importance	NOUN
cana-3181	96	11	or	or	CCONJ
cana-3181	96	12	requirement	requirement	NOUN
cana-3181	96	13	for	for	SCONJ
cana-3181	96	14	them	they	PRON
cana-3181	96	15	to	to	PART
cana-3181	96	16	be	be	AUX
cana-3181	96	17	scheduled	schedule	VERB
cana-3181	96	18	at	at	ADP
cana-3181	96	19	specific	specific	ADJ
cana-3181	96	20	times	time	NOUN
cana-3181	96	21	or	or	CCONJ
cana-3181	96	22	days	day	NOUN
cana-3181	96	23	.	.	PUNCT
cana-3181	97	1	classroom	classroom	NOUN
cana-3181	97	2	attributes	attribute	VERB
cana-3181	97	3	specific	specific	ADJ
cana-3181	97	4	attributes	attribute	NOUN
cana-3181	97	5	of	of	ADP
cana-3181	97	6	classrooms	classroom	NOUN
cana-3181	97	7	,	,	PUNCT
cana-3181	97	8	such	such	ADJ
cana-3181	97	9	as	as	ADP
cana-3181	97	10	technological	technological	ADJ
cana-3181	97	11	equipment	equipment	NOUN
cana-3181	97	12	,	,	PUNCT
cana-3181	97	13	layout	layout	NOUN
cana-3181	97	14	,	,	PUNCT
cana-3181	97	15	and	and	CCONJ
cana-3181	97	16	suitability	suitability	NOUN
cana-3181	97	17	for	for	ADP
cana-3181	97	18	particular	particular	ADJ
cana-3181	97	19	courses	course	NOUN
cana-3181	97	20	.	.	PUNCT
cana-3181	98	1	teacher	teacher	NOUN
cana-3181	98	2	preferences	preference	VERB
cana-3181	98	3	preferences	preference	NOUN
cana-3181	98	4	of	of	ADP
cana-3181	98	5	teachers	teacher	NOUN
cana-3181	98	6	regarding	regard	VERB
cana-3181	98	7	teaching	teaching	NOUN
cana-3181	98	8	times	time	NOUN
cana-3181	98	9	,	,	PUNCT
cana-3181	98	10	days	day	NOUN
cana-3181	98	11	,	,	PUNCT
cana-3181	98	12	or	or	CCONJ
cana-3181	98	13	courses	course	NOUN
cana-3181	98	14	,	,	PUNCT
cana-3181	98	15	if	if	SCONJ
cana-3181	98	16	applicable	applicable	ADJ
cana-3181	98	17	.	.	PUNCT
cana-3181	99	1	course	course	NOUN
cana-3181	99	2	dependencies	dependencie	VERB
cana-3181	99	3	dependencies	dependency	NOUN
cana-3181	99	4	between	between	ADP
cana-3181	99	5	courses	course	NOUN
cana-3181	99	6	,	,	PUNCT
cana-3181	99	7	such	such	ADJ
cana-3181	99	8	as	as	ADP
cana-3181	99	9	prerequisites	prerequisite	NOUN
cana-3181	99	10	that	that	PRON
cana-3181	99	11	affect	affect	VERB
cana-3181	99	12	scheduling	scheduling	NOUN
cana-3181	99	13	order	order	NOUN
cana-3181	99	14	.	.	PUNCT
cana-3181	100	1	time	time	NOUN
cana-3181	100	2	slots	slot	NOUN
cana-3181	100	3	discrete	discrete	VERB
cana-3181	100	4	time	time	NOUN
cana-3181	100	5	units	unit	NOUN
cana-3181	100	6	available	available	ADJ
cana-3181	100	7	for	for	ADP
cana-3181	100	8	scheduling	scheduling	NOUN
cana-3181	100	9	,	,	PUNCT
cana-3181	100	10	typically	typically	ADV
cana-3181	100	11	defined	define	VERB
cana-3181	100	12	by	by	ADP
cana-3181	100	13	the	the	DET
cana-3181	100	14	institution	institution	NOUN
cana-3181	100	15	’s	’s	PART
cana-3181	100	16	operational	operational	ADJ
cana-3181	100	17	hours	hour	NOUN
cana-3181	100	18	.	.	PROPN
cana-3181	101	1	3.2	3.2	NUM
cana-3181	101	2	.	.	PUNCT
cana-3181	102	1	feature	feature	NOUN
cana-3181	102	2	engineering	engineering	NOUN
cana-3181	102	3	module	module	NOUN
cana-3181	102	4	feature	feature	NOUN
cana-3181	102	5	engineering	engineering	NOUN
cana-3181	102	6	module	module	NOUN
cana-3181	102	7	stands	stand	VERB
cana-3181	102	8	at	at	ADP
cana-3181	102	9	the	the	DET
cana-3181	102	10	core	core	NOUN
cana-3181	102	11	of	of	ADP
cana-3181	102	12	transforming	transform	VERB
cana-3181	102	13	raw	raw	ADJ
cana-3181	102	14	data	datum	NOUN
cana-3181	102	15	into	into	ADP
cana-3181	102	16	a	a	DET
cana-3181	102	17	structured	structured	ADJ
cana-3181	102	18	format	format	NOUN
cana-3181	102	19	that	that	PRON
cana-3181	102	20	significantly	significantly	ADV
cana-3181	102	21	influences	influence	VERB
cana-3181	102	22	the	the	DET
cana-3181	102	23	optimization	optimization	NOUN
cana-3181	102	24	process	process	NOUN
cana-3181	102	25	.	.	PUNCT
cana-3181	103	1	this	this	DET
cana-3181	103	2	module	module	NOUN
cana-3181	103	3	is	be	AUX
cana-3181	103	4	tasked	task	VERB
cana-3181	103	5	with	with	ADP
cana-3181	103	6	identifying	identify	VERB
cana-3181	103	7	and	and	CCONJ
cana-3181	103	8	extracting	extract	VERB
cana-3181	103	9	critical	critical	ADJ
cana-3181	103	10	features	feature	NOUN
cana-3181	103	11	such	such	ADJ
cana-3181	103	12	as	as	ADP
cana-3181	103	13	time	time	NOUN
cana-3181	103	14	slots	slot	NOUN
cana-3181	103	15	,	,	PUNCT
cana-3181	103	16	teacher	teacher	NOUN
cana-3181	103	17	qualifications	qualification	NOUN
cana-3181	103	18	,	,	PUNCT
cana-3181	103	19	course	course	NOUN
cana-3181	103	20	priorities	priority	NOUN
cana-3181	103	21	,	,	PUNCT
cana-3181	103	22	and	and	CCONJ
cana-3181	103	23	classroom	classroom	NOUN
cana-3181	103	24	attributes	attribute	VERB
cana-3181	103	25	that	that	PRON
cana-3181	103	26	directly	directly	ADV
cana-3181	103	27	impact	impact	NOUN
cana-3181	103	28	timetable	timetable	NOUN
cana-3181	103	29	generation	generation	NOUN
cana-3181	103	30	.	.	PUNCT
cana-3181	104	1	the	the	DET
cana-3181	104	2	transformation	transformation	NOUN
cana-3181	104	3	process	process	NOUN
cana-3181	104	4	refines	refine	VERB
cana-3181	104	5	these	these	DET
cana-3181	104	6	features	feature	NOUN
cana-3181	104	7	,	,	PUNCT
cana-3181	104	8	ensuring	ensure	VERB
cana-3181	104	9	they	they	PRON
cana-3181	104	10	are	be	AUX
cana-3181	104	11	in	in	ADP
cana-3181	104	12	a	a	DET
cana-3181	104	13	suitable	suitable	ADJ
cana-3181	104	14	form	form	NOUN
cana-3181	104	15	for	for	ADP
cana-3181	104	16	the	the	DET
cana-3181	104	17	optimization	optimization	NOUN
cana-3181	104	18	algorithm	algorithm	NOUN
cana-3181	104	19	to	to	ADP
cana-3181	104	20	process	process	NOUN
cana-3181	104	21	.	.	PUNCT
cana-3181	105	1	this	this	PRON
cana-3181	105	2	includes	include	VERB
cana-3181	105	3	converting	convert	VERB
cana-3181	105	4	time	time	NOUN
cana-3181	105	5	slots	slot	NOUN
cana-3181	105	6	into	into	ADP
cana-3181	105	7	discrete	discrete	ADJ
cana-3181	105	8	units	unit	NOUN
cana-3181	105	9	that	that	PRON
cana-3181	105	10	can	can	AUX
cana-3181	105	11	be	be	AUX
cana-3181	105	12	easily	easily	ADV
cana-3181	105	13	manipulated	manipulate	VERB
cana-3181	105	14	and	and	CCONJ
cana-3181	105	15	quantifying	quantify	VERB
cana-3181	105	16	qualitative	qualitative	ADJ
cana-3181	105	17	attributes	attribute	NOUN
cana-3181	105	18	like	like	ADP
cana-3181	105	19	teacher	teacher	NOUN
cana-3181	105	20	qualifications	qualification	NOUN
cana-3181	105	21	into	into	ADP
cana-3181	105	22	numerical	numerical	ADJ
cana-3181	105	23	scores	score	NOUN
cana-3181	105	24	that	that	PRON
cana-3181	105	25	reflect	reflect	VERB
cana-3181	105	26	their	their	PRON
cana-3181	105	27	relevance	relevance	NOUN
cana-3181	105	28	to	to	ADP
cana-3181	105	29	the	the	DET
cana-3181	105	30	courses	course	NOUN
cana-3181	105	31	being	be	AUX
cana-3181	105	32	taught	teach	VERB
cana-3181	105	33	as	as	SCONJ
cana-3181	105	34	shown	show	VERB
cana-3181	105	35	in	in	ADP
cana-3181	105	36	table	table	NOUN
cana-3181	105	37	2	2	NUM
cana-3181	105	38	.	.	NOUN
cana-3181	105	39	time	time	NOUN
cana-3181	105	40	slots	slot	NOUN
cana-3181	105	41	transformation	transformation	NOUN
cana-3181	105	42	:	:	PUNCT
cana-3181	105	43	let	let	VERB
cana-3181	105	44	t	t	NOUN
cana-3181	105	45	be	be	AUX
cana-3181	105	46	the	the	DET
cana-3181	105	47	set	set	NOUN
cana-3181	105	48	of	of	ADP
cana-3181	105	49	all	all	DET
cana-3181	105	50	time	time	NOUN
cana-3181	105	51	slots	slot	NOUN
cana-3181	105	52	available	available	ADJ
cana-3181	105	53	within	within	ADP
cana-3181	105	54	the	the	DET
cana-3181	105	55	institution	institution	NOUN
cana-3181	105	56	’s	’s	PART
cana-3181	105	57	operational	operational	ADJ
cana-3181	105	58	hours	hour	NOUN
cana-3181	105	59	.	.	PUNCT
cana-3181	106	1	each	each	DET
cana-3181	106	2	time	time	NOUN
cana-3181	106	3	slot	slot	NOUN
cana-3181	106	4	it	it	PRON
cana-3181	106	5	t	t	PROPN
cana-3181	106	6	can	can	AUX
cana-3181	106	7	be	be	AUX
cana-3181	106	8	represented	represent	VERB
cana-3181	106	9	as	as	ADP
cana-3181	106	10	:	:	PUNCT
cana-3181	106	11	eq	eq	NOUN
cana-3181	106	12	1	1	NUM
cana-3181	106	13	(	(	PUNCT
cana-3181	106	14	)	)	PUNCT
cana-3181	106	15	,	,	PUNCT
cana-3181	106	16	,	,	PUNCT
cana-3181	106	17	i	i	PRON
cana-3181	107	1	i	i	PRON
cana-3181	107	2	i	i	PRON
cana-3181	107	3	it	it	PRON
cana-3181	108	1	d	d	X
cana-3181	108	2	s	s	X
cana-3181	108	3	e=	e=	X
cana-3181	108	4	(	(	PUNCT
cana-3181	108	5	1	1	NUM
cana-3181	108	6	)	)	PUNCT
cana-3181	108	7	where	where	SCONJ
cana-3181	108	8	:	:	PUNCT
cana-3181	108	9	•	•	X
cana-3181	108	10	i	i	NOUN
cana-3181	108	11	d	d	PROPN
cana-3181	108	12	is	be	AUX
cana-3181	108	13	the	the	DET
cana-3181	108	14	day	day	NOUN
cana-3181	108	15	of	of	ADP
cana-3181	108	16	the	the	DET
cana-3181	108	17	week	week	NOUN
cana-3181	108	18	for	for	ADP
cana-3181	108	19	time	time	NOUN
cana-3181	108	20	slot	slot	NOUN
cana-3181	109	1	i	i	PRON
cana-3181	109	2	,	,	PUNCT
cana-3181	109	3	•	•	NUM
cana-3181	109	4	is	be	AUX
cana-3181	109	5	is	be	AUX
cana-3181	109	6	the	the	DET
cana-3181	109	7	start	start	ADJ
cana-3181	109	8	time	time	NOUN
cana-3181	109	9	of	of	ADP
cana-3181	109	10	time	time	NOUN
cana-3181	109	11	slot	slot	NOUN
cana-3181	109	12	i	i	PRON
cana-3181	109	13	,	,	PUNCT
cana-3181	109	14	•	•	INTJ
cana-3181	109	15	ie	ie	X
cana-3181	109	16	is	be	VERB
cana-3181	109	17	the	the	DET
cana-3181	109	18	end	end	NOUN
cana-3181	109	19	time	time	NOUN
cana-3181	109	20	of	of	ADP
cana-3181	109	21	time	time	NOUN
cana-3181	109	22	slot	slot	NOUN
cana-3181	109	23	i	i	PRON
cana-3181	109	24	.	.	PUNCT
cana-3181	110	1	the	the	DET
cana-3181	110	2	duration	duration	NOUN
cana-3181	110	3	i	i	PROPN
cana-3181	110	4	d	d	PROPN
cana-3181	110	5	of	of	ADP
cana-3181	110	6	each	each	DET
cana-3181	110	7	time	time	NOUN
cana-3181	110	8	slot	slot	NOUN
cana-3181	110	9	it	it	PRON
cana-3181	110	10	is	be	AUX
cana-3181	110	11	calculated	calculate	VERB
cana-3181	110	12	as	as	ADP
cana-3181	110	13	:	:	PUNCT
cana-3181	110	14	eq	eq	NOUN
cana-3181	110	15	2	2	NUM
cana-3181	111	1	i	i	PRON
cana-3181	111	2	i	i	PRON
cana-3181	111	3	i	i	PROPN
cana-3181	111	4	d	d	PROPN
cana-3181	111	5	e	e	PROPN
cana-3181	111	6	s=	s=	NOUN
cana-3181	111	7	−	−	PROPN
cana-3181	111	8	(	(	PUNCT
cana-3181	111	9	2	2	NUM
cana-3181	111	10	)	)	PUNCT
cana-3181	111	11	teacher	teacher	NOUN
cana-3181	111	12	qualifications	qualification	NOUN
cana-3181	111	13	quantification	quantification	NOUN
cana-3181	111	14	:	:	PUNCT
cana-3181	111	15	let	let	VERB
cana-3181	111	16	q	q	PART
cana-3181	111	17	be	be	AUX
cana-3181	111	18	the	the	DET
cana-3181	111	19	set	set	NOUN
cana-3181	111	20	representing	represent	VERB
cana-3181	111	21	the	the	DET
cana-3181	111	22	qualifications	qualification	NOUN
cana-3181	111	23	of	of	ADP
cana-3181	111	24	teachers	teacher	NOUN
cana-3181	111	25	.	.	PUNCT
cana-3181	112	1	communications	communication	NOUN
cana-3181	112	2	on	on	ADP
cana-3181	112	3	applied	apply	VERB
cana-3181	112	4	nonlinear	nonlinear	ADJ
cana-3181	112	5	analysis	analysis	NOUN
cana-3181	112	6	issn	issn	NOUN
cana-3181	112	7	:	:	PUNCT
cana-3181	112	8	1074	1074	NUM
cana-3181	112	9	-	-	PUNCT
cana-3181	112	10	133x	133x	NUM
cana-3181	112	11	vol	vol	NOUN
cana-3181	112	12	32	32	NUM
cana-3181	112	13	no	no	NOUN
cana-3181	112	14	.	.	PUNCT
cana-3181	113	1	5s	5s	NUM
cana-3181	113	2	(	(	PUNCT
cana-3181	113	3	2025	2025	NUM
cana-3181	113	4	)	)	PUNCT
cana-3181	113	5	573	573	NUM
cana-3181	113	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3181	113	7	each	each	DET
cana-3181	113	8	teacher	teacher	NOUN
cana-3181	113	9	jq	jq	PROPN
cana-3181	113	10	q	q	PROPN
cana-3181	113	11	is	be	AUX
cana-3181	113	12	represented	represent	VERB
cana-3181	113	13	by	by	ADP
cana-3181	113	14	a	a	DET
cana-3181	113	15	vector	vector	NOUN
cana-3181	113	16	of	of	ADP
cana-3181	113	17	attributes	attribute	NOUN
cana-3181	113	18	:	:	PUNCT
cana-3181	113	19	eq	eq	NOUN
cana-3181	113	20	3	3	NUM
cana-3181	113	21	(	(	PUNCT
cana-3181	113	22	)	)	PUNCT
cana-3181	113	23	,	,	PUNCT
cana-3181	113	24	,	,	PUNCT
cana-3181	113	25	,	,	PUNCT
cana-3181	113	26	j	j	PROPN
cana-3181	113	27	j	j	PROPN
cana-3181	113	28	j	j	PROPN
cana-3181	113	29	j	j	PROPN
cana-3181	113	30	jq	jq	PROPN
cana-3181	113	31	a	a	DET
cana-3181	113	32	y	y	PROPN
cana-3181	113	33	c	c	PROPN
cana-3181	113	34	p=	p=	PROPN
cana-3181	113	35	(	(	PUNCT
cana-3181	113	36	3	3	NUM
cana-3181	113	37	)	)	PUNCT
cana-3181	114	1	where	where	SCONJ
cana-3181	114	2	:	:	PUNCT
cana-3181	114	3	•	•	NUM
cana-3181	114	4	ja	ja	PROPN
cana-3181	114	5	represents	represent	VERB
cana-3181	114	6	the	the	DET
cana-3181	114	7	area	area	NOUN
cana-3181	114	8	of	of	ADP
cana-3181	114	9	specialization	specialization	NOUN
cana-3181	114	10	,	,	PUNCT
cana-3181	114	11	encoded	encode	VERB
cana-3181	114	12	as	as	ADP
cana-3181	114	13	an	an	DET
cana-3181	114	14	integer	integer	NOUN
cana-3181	114	15	based	base	VERB
cana-3181	114	16	on	on	ADP
cana-3181	114	17	predefined	predefined	ADJ
cana-3181	114	18	categories	category	NOUN
cana-3181	114	19	,	,	PUNCT
cana-3181	114	20	•	•	NUM
cana-3181	114	21	jy	jy	PROPN
cana-3181	114	22	denotes	denote	VERB
cana-3181	114	23	the	the	DET
cana-3181	114	24	years	year	NOUN
cana-3181	114	25	of	of	ADP
cana-3181	114	26	experience	experience	NOUN
cana-3181	114	27	,	,	PUNCT
cana-3181	114	28	•	•	ADP
cana-3181	114	29	jc	jc	PROPN
cana-3181	114	30	is	be	AUX
cana-3181	114	31	the	the	DET
cana-3181	114	32	count	count	NOUN
cana-3181	114	33	of	of	ADP
cana-3181	114	34	relevant	relevant	ADJ
cana-3181	114	35	certifications	certification	NOUN
cana-3181	114	36	,	,	PUNCT
cana-3181	114	37	encoded	encode	VERB
cana-3181	114	38	as	as	ADP
cana-3181	114	39	an	an	DET
cana-3181	114	40	integer	integer	NOUN
cana-3181	114	41	,	,	PUNCT
cana-3181	114	42	•	•	NUM
cana-3181	114	43	jp	jp	NOUN
cana-3181	114	44	is	be	AUX
cana-3181	114	45	a	a	DET
cana-3181	114	46	vector	vector	NOUN
cana-3181	114	47	representing	represent	VERB
cana-3181	114	48	previous	previous	ADJ
cana-3181	114	49	courses	course	NOUN
cana-3181	114	50	taught	teach	VERB
cana-3181	114	51	,	,	PUNCT
cana-3181	114	52	where	where	SCONJ
cana-3181	114	53	each	each	DET
cana-3181	114	54	course	course	NOUN
cana-3181	114	55	is	be	AUX
cana-3181	114	56	encoded	encode	VERB
cana-3181	114	57	as	as	ADP
cana-3181	114	58	an	an	DET
cana-3181	114	59	integer	integer	NOUN
cana-3181	114	60	based	base	VERB
cana-3181	114	61	on	on	ADP
cana-3181	114	62	a	a	DET
cana-3181	114	63	predefined	predefine	VERB
cana-3181	114	64	catalog	catalog	NOUN
cana-3181	114	65	.	.	PUNCT
cana-3181	115	1	the	the	DET
cana-3181	115	2	qualification	qualification	NOUN
cana-3181	115	3	score	score	NOUN
cana-3181	115	4	js	js	ADV
cana-3181	115	5	for	for	ADP
cana-3181	115	6	each	each	DET
cana-3181	115	7	teacher	teacher	NOUN
cana-3181	115	8	can	can	AUX
cana-3181	115	9	be	be	AUX
cana-3181	115	10	calculated	calculate	VERB
cana-3181	115	11	using	use	VERB
cana-3181	115	12	a	a	DET
cana-3181	115	13	weighted	weighted	ADJ
cana-3181	115	14	sum	sum	NOUN
cana-3181	115	15	:	:	PUNCT
cana-3181	115	16	eq	eq	ADP
cana-3181	115	17	4	4	NUM
cana-3181	115	18	‍j	‍j	NUM
cana-3181	115	19	a	a	PRON
cana-3181	115	20	j	j	PROPN
cana-3181	115	21	y	y	PROPN
cana-3181	115	22	j	j	PROPN
cana-3181	116	1	c	c	PROPN
cana-3181	116	2	j	j	PROPN
cana-3181	117	1	p	p	PROPN
cana-3181	117	2	js	js	PROPN
cana-3181	117	3	w	w	PROPN
cana-3181	117	4	a	a	DET
cana-3181	117	5	w	w	NOUN
cana-3181	117	6	y	y	PROPN
cana-3181	117	7	w	w	PROPN
cana-3181	117	8	c	c	PROPN
cana-3181	117	9	w	w	PROPN
cana-3181	117	10	p=	p=	NOUN
cana-3181	118	1			PROPN
cana-3181	118	2	+	+	CCONJ
cana-3181	118	3			PROPN
cana-3181	118	4	+	+	CCONJ
cana-3181	118	5			PROPN
cana-3181	118	6	+	+	CCONJ
cana-3181	118	7			X
cana-3181	118	8	(	(	PUNCT
cana-3181	118	9	4	4	NUM
cana-3181	118	10	)	)	PUNCT
cana-3181	118	11	where	where	SCONJ
cana-3181	118	12	aw	aw	INTJ
cana-3181	118	13	,	,	PUNCT
cana-3181	118	14	yw	yw	PROPN
cana-3181	118	15	,	,	PUNCT
cana-3181	118	16	cw	cw	NOUN
cana-3181	118	17	,	,	PUNCT
cana-3181	118	18	and	and	CCONJ
cana-3181	118	19	pw	pw	X
cana-3181	118	20	are	be	AUX
cana-3181	118	21	weights	weight	NOUN
cana-3181	118	22	assigned	assign	VERB
cana-3181	118	23	to	to	ADP
cana-3181	118	24	each	each	DET
cana-3181	118	25	attribute	attribute	NOUN
cana-3181	118	26	based	base	VERB
cana-3181	118	27	on	on	ADP
cana-3181	118	28	their	their	PRON
cana-3181	118	29	importance	importance	NOUN
cana-3181	118	30	.	.	PUNCT
cana-3181	119	1	course	course	NOUN
cana-3181	119	2	priorities	priority	NOUN
cana-3181	119	3	encoding	encoding	NOUN
cana-3181	119	4	:	:	PUNCT
cana-3181	119	5	let	let	VERB
cana-3181	119	6	c	c	PART
cana-3181	119	7	represent	represent	VERB
cana-3181	119	8	the	the	DET
cana-3181	119	9	set	set	NOUN
cana-3181	119	10	of	of	ADP
cana-3181	119	11	courses	course	NOUN
cana-3181	119	12	,	,	PUNCT
cana-3181	119	13	each	each	DET
cana-3181	119	14	course	course	NOUN
cana-3181	119	15	kc	kc	PROPN
cana-3181	119	16	c	c	PROPN
cana-3181	119	17	characterized	characterize	VERB
cana-3181	119	18	by	by	ADP
cana-3181	119	19	:	:	PUNCT
cana-3181	119	20	eq	eq	NOUN
cana-3181	119	21	5	5	NUM
cana-3181	119	22	(	(	PUNCT
cana-3181	119	23	)	)	PUNCT
cana-3181	119	24	,	,	PUNCT
cana-3181	120	1	k	k	PROPN
cana-3181	120	2	k	k	PROPN
cana-3181	120	3	kc	kc	PROPN
cana-3181	120	4	p	p	PROPN
cana-3181	120	5	d=	d=	PROPN
cana-3181	120	6	(	(	PUNCT
cana-3181	120	7	5	5	NUM
cana-3181	120	8	)	)	PUNCT
cana-3181	121	1	where	where	SCONJ
cana-3181	121	2	:	:	PUNCT
cana-3181	121	3	•	•	NUM
cana-3181	121	4	kp	kp	PROPN
cana-3181	121	5	is	be	AUX
cana-3181	121	6	the	the	DET
cana-3181	121	7	priority	priority	NOUN
cana-3181	121	8	level	level	NOUN
cana-3181	121	9	of	of	ADP
cana-3181	121	10	course	course	NOUN
cana-3181	121	11	k	k	NOUN
cana-3181	121	12	,	,	PUNCT
cana-3181	121	13	•	•	ADV
cana-3181	121	14	kd	kd	PROPN
cana-3181	121	15	represents	represent	VERB
cana-3181	121	16	the	the	DET
cana-3181	121	17	demand	demand	NOUN
cana-3181	121	18	for	for	ADP
cana-3181	121	19	course	course	NOUN
cana-3181	121	20	k	k	PROPN
cana-3181	121	21	,	,	PUNCT
cana-3181	121	22	measured	measure	VERB
cana-3181	121	23	by	by	ADP
cana-3181	121	24	the	the	DET
cana-3181	121	25	number	number	NOUN
cana-3181	121	26	of	of	ADP
cana-3181	121	27	students	student	NOUN
cana-3181	121	28	requesting	request	VERB
cana-3181	121	29	it	it	PRON
cana-3181	121	30	.	.	PUNCT
cana-3181	122	1	the	the	DET
cana-3181	122	2	overall	overall	ADJ
cana-3181	122	3	importance	importance	NOUN
cana-3181	122	4	ki	ki	INTJ
cana-3181	122	5	of	of	ADP
cana-3181	122	6	course	course	NOUN
cana-3181	122	7	k	k	PROPN
cana-3181	122	8	can	can	AUX
cana-3181	122	9	be	be	AUX
cana-3181	122	10	defined	define	VERB
cana-3181	122	11	as	as	ADP
cana-3181	122	12	:	:	PUNCT
cana-3181	122	13	eq	eq	NOUN
cana-3181	122	14	6	6	NUM
cana-3181	123	1	k	k	NOUN
cana-3181	123	2	k	k	PROPN
cana-3181	124	1	ki	ki	PROPN
cana-3181	125	1	p	p	PROPN
cana-3181	125	2	d	d	ADV
cana-3181	125	3	=	=	NOUN
cana-3181	125	4			ADJ
cana-3181	125	5	+	+	CCONJ
cana-3181	125	6			PROPN
cana-3181	125	7	(	(	PUNCT
cana-3181	125	8	6	6	NUM
cana-3181	125	9	)	)	PUNCT
cana-3181	125	10	where	where	SCONJ
cana-3181	125	11			NOUN
cana-3181	125	12	and	and	CCONJ
cana-3181	125	13			PROPN
cana-3181	125	14	are	be	AUX
cana-3181	125	15	coefficients	coefficient	NOUN
cana-3181	125	16	that	that	PRON
cana-3181	125	17	balance	balance	NOUN
cana-3181	125	18	priority	priority	NOUN
cana-3181	125	19	against	against	ADP
cana-3181	125	20	demand	demand	NOUN
cana-3181	125	21	.	.	PUNCT
cana-3181	126	1	classroom	classroom	NOUN
cana-3181	126	2	attributes	attribute	VERB
cana-3181	126	3	characterization	characterization	NOUN
cana-3181	126	4	:	:	PUNCT
cana-3181	126	5	classrooms	classroom	NOUN
cana-3181	126	6	r	r	NOUN
cana-3181	126	7	are	be	AUX
cana-3181	126	8	defined	define	VERB
cana-3181	126	9	by	by	ADP
cana-3181	126	10	a	a	DET
cana-3181	126	11	set	set	NOUN
cana-3181	126	12	of	of	ADP
cana-3181	126	13	attributes	attribute	NOUN
cana-3181	126	14	,	,	PUNCT
cana-3181	126	15	each	each	DET
cana-3181	126	16	classroom	classroom	NOUN
cana-3181	126	17	lr	lr	PROPN
cana-3181	126	18	r	r	PROPN
cana-3181	126	19	described	describe	VERB
cana-3181	126	20	as	as	ADP
cana-3181	126	21	:	:	PUNCT
cana-3181	126	22	eq	eq	NOUN
cana-3181	126	23	7	7	NUM
cana-3181	126	24	(	(	PUNCT
cana-3181	126	25	)	)	PUNCT
cana-3181	126	26	,	,	PUNCT
cana-3181	126	27	,	,	PUNCT
cana-3181	126	28	,	,	PUNCT
cana-3181	126	29	l	l	PROPN
cana-3181	126	30	l	l	X
cana-3181	126	31	l	l	X
cana-3181	126	32	l	l	NOUN
cana-3181	126	33	lr	lr	NOUN
cana-3181	126	34	cap	cap	NOUN
cana-3181	126	35	eq	eq	ADP
cana-3181	126	36	lay	lie	VERB
cana-3181	126	37	acc=	acc=	PROPN
cana-3181	126	38	(	(	PUNCT
cana-3181	126	39	7	7	NUM
cana-3181	126	40	)	)	PUNCT
cana-3181	126	41	where	where	SCONJ
cana-3181	126	42	:	:	PUNCT
cana-3181	126	43	•	•	NUM
cana-3181	126	44	lcap	lcap	NOUN
cana-3181	126	45	is	be	AUX
cana-3181	126	46	the	the	DET
cana-3181	126	47	capacity	capacity	NOUN
cana-3181	126	48	of	of	ADP
cana-3181	126	49	the	the	DET
cana-3181	126	50	classroom	classroom	NOUN
cana-3181	126	51	,	,	PUNCT
cana-3181	126	52	•	•	NUM
cana-3181	126	53	leq	leq	NOUN
cana-3181	126	54	is	be	AUX
cana-3181	126	55	an	an	DET
cana-3181	126	56	encoded	encode	VERB
cana-3181	126	57	integer	integer	NOUN
cana-3181	126	58	representing	represent	VERB
cana-3181	126	59	available	available	ADJ
cana-3181	126	60	equipment	equipment	NOUN
cana-3181	126	61	,	,	PUNCT
cana-3181	126	62	•	•	NUM
cana-3181	126	63	llay	llay	NOUN
cana-3181	126	64	denotes	denote	VERB
cana-3181	126	65	the	the	DET
cana-3181	126	66	layout	layout	NOUN
cana-3181	126	67	,	,	PUNCT
cana-3181	126	68	encoded	encode	VERB
cana-3181	126	69	based	base	VERB
cana-3181	126	70	on	on	ADP
cana-3181	126	71	type	type	NOUN
cana-3181	126	72	,	,	PUNCT
cana-3181	126	73	•	•	NUM
cana-3181	126	74	lacc	lacc	PROPN
cana-3181	126	75	is	be	AUX
cana-3181	126	76	a	a	DET
cana-3181	126	77	binary	binary	ADJ
cana-3181	126	78	indicator	indicator	NOUN
cana-3181	126	79	of	of	ADP
cana-3181	126	80	accessibility	accessibility	NOUN
cana-3181	126	81	features	feature	NOUN
cana-3181	126	82	(	(	PUNCT
cana-3181	126	83	1	1	NUM
cana-3181	126	84	for	for	ADP
cana-3181	126	85	accessible	accessible	ADJ
cana-3181	126	86	,	,	PUNCT
cana-3181	126	87	0	0	NUM
cana-3181	126	88	otherwise	otherwise	ADV
cana-3181	126	89	)	)	PUNCT
cana-3181	126	90	.	.	PUNCT
cana-3181	127	1	the	the	DET
cana-3181	127	2	suitability	suitability	NOUN
cana-3181	127	3	score	score	NOUN
cana-3181	127	4	lu	lu	PROPN
cana-3181	127	5	for	for	ADP
cana-3181	127	6	classroom	classroom	NOUN
cana-3181	127	7	l	l	NOUN
cana-3181	127	8	for	for	ADP
cana-3181	127	9	a	a	DET
cana-3181	127	10	given	give	VERB
cana-3181	127	11	course	course	NOUN
cana-3181	127	12	kc	kc	PROPN
cana-3181	127	13	could	could	AUX
cana-3181	127	14	be	be	AUX
cana-3181	127	15	modeled	model	VERB
cana-3181	127	16	as	as	ADP
cana-3181	127	17	:	:	PUNCT
cana-3181	127	18	eq	eq	NOUN
cana-3181	127	19	8	8	NUM
cana-3181	127	20	l	l	NOUN
cana-3181	127	21	l	l	NOUN
cana-3181	127	22	l	l	X
cana-3181	127	23	l	l	X
cana-3181	127	24	lu	lu	NOUN
cana-3181	127	25	cap	cap	NOUN
cana-3181	127	26	eq	eq	ADP
cana-3181	127	27	lay	lay	NOUN
cana-3181	127	28	acc	acc	PUNCT
cana-3181	128	1			PROPN
cana-3181	128	2	=	=	PROPN
cana-3181	128	3			PROPN
cana-3181	128	4	+	+	CCONJ
cana-3181	128	5			PROPN
cana-3181	128	6	+	+	CCONJ
cana-3181	128	7			PROPN
cana-3181	128	8	+	+	CCONJ
cana-3181	128	9	ò	ò	VERB
cana-3181	128	10	(	(	PUNCT
cana-3181	128	11	8)	8)	NUM
cana-3181	128	12	communications	communication	NOUN
cana-3181	128	13	on	on	ADP
cana-3181	128	14	applied	apply	VERB
cana-3181	128	15	nonlinear	nonlinear	ADJ
cana-3181	128	16	analysis	analysis	NOUN
cana-3181	128	17	issn	issn	NOUN
cana-3181	128	18	:	:	PUNCT
cana-3181	128	19	1074	1074	NUM
cana-3181	128	20	-	-	PUNCT
cana-3181	128	21	133x	133x	NUM
cana-3181	128	22	vol	vol	NOUN
cana-3181	128	23	32	32	NUM
cana-3181	128	24	no	no	NOUN
cana-3181	128	25	.	.	PUNCT
cana-3181	129	1	5s	5s	NUM
cana-3181	129	2	(	(	PUNCT
cana-3181	129	3	2025	2025	NUM
cana-3181	129	4	)	)	PUNCT
cana-3181	129	5	574	574	NUM
cana-3181	129	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3181	129	7	where	where	SCONJ
cana-3181	129	8			NUM
cana-3181	129	9	,	,	PUNCT
cana-3181	129	10			NUM
cana-3181	129	11	,	,	PUNCT
cana-3181	129	12	ò	ò	PROPN
cana-3181	129	13	,	,	PUNCT
cana-3181	129	14	and	and	CCONJ
cana-3181	129	15			NOUN
cana-3181	129	16	are	be	AUX
cana-3181	129	17	weights	weight	NOUN
cana-3181	129	18	reflecting	reflect	VERB
cana-3181	129	19	the	the	DET
cana-3181	129	20	importance	importance	NOUN
cana-3181	129	21	of	of	ADP
cana-3181	129	22	each	each	DET
cana-3181	129	23	attribute	attribute	NOUN
cana-3181	129	24	for	for	ADP
cana-3181	129	25	course	course	NOUN
cana-3181	129	26	kc	kc	PROPN
cana-3181	129	27	.	.	PUNCT
cana-3181	130	1	table	table	NOUN
cana-3181	130	2	2	2	NUM
cana-3181	130	3	:	:	PUNCT
cana-3181	130	4	identified	identify	VERB
cana-3181	130	5	features	feature	NOUN
cana-3181	130	6	for	for	ADP
cana-3181	130	7	timetable	timetable	NOUN
cana-3181	130	8	optimization	optimization	NOUN
cana-3181	130	9	category	category	NOUN
cana-3181	130	10	feature	feature	VERB
cana-3181	130	11	description	description	NOUN
cana-3181	130	12	time	time	NOUN
cana-3181	130	13	slots	slot	NOUN
cana-3181	130	14	identifier	identifier	VERB
cana-3181	130	15	unique	unique	ADJ
cana-3181	130	16	identifier	identifier	NOUN
cana-3181	130	17	for	for	ADP
cana-3181	130	18	each	each	DET
cana-3181	130	19	time	time	NOUN
cana-3181	130	20	slot	slot	NOUN
cana-3181	130	21	.	.	PUNCT
cana-3181	131	1	day	day	NOUN
cana-3181	131	2	of	of	ADP
cana-3181	131	3	the	the	DET
cana-3181	131	4	week	week	NOUN
cana-3181	131	5	specific	specific	ADJ
cana-3181	131	6	day(s	day(s	PROPN
cana-3181	131	7	)	)	PUNCT
cana-3181	131	8	a	a	DET
cana-3181	131	9	time	time	NOUN
cana-3181	131	10	slot	slot	NOUN
cana-3181	131	11	falls	fall	VERB
cana-3181	131	12	on	on	ADP
cana-3181	131	13	.	.	PUNCT
cana-3181	132	1	start	start	VERB
cana-3181	132	2	time	time	NOUN
cana-3181	132	3	beginning	begin	VERB
cana-3181	132	4	time	time	NOUN
cana-3181	132	5	of	of	ADP
cana-3181	132	6	the	the	DET
cana-3181	132	7	slot	slot	NOUN
cana-3181	132	8	.	.	PUNCT
cana-3181	133	1	end	end	NOUN
cana-3181	133	2	time	time	NOUN
cana-3181	133	3	concluding	conclude	VERB
cana-3181	133	4	time	time	NOUN
cana-3181	133	5	of	of	ADP
cana-3181	133	6	the	the	DET
cana-3181	133	7	slot	slot	NOUN
cana-3181	133	8	.	.	PUNCT
cana-3181	134	1	duration	duration	NOUN
cana-3181	134	2	total	total	ADJ
cana-3181	134	3	length	length	NOUN
cana-3181	134	4	of	of	ADP
cana-3181	134	5	the	the	DET
cana-3181	134	6	time	time	NOUN
cana-3181	134	7	slot	slot	NOUN
cana-3181	134	8	.	.	PUNCT
cana-3181	135	1	teacher	teacher	NOUN
cana-3181	135	2	qualifications	qualification	NOUN
cana-3181	135	3	teacher	teacher	NOUN
cana-3181	135	4	i	i	NOUN
cana-3181	135	5	d	d	PROPN
cana-3181	135	6	unique	unique	VERB
cana-3181	135	7	identifier	identifier	NOUN
cana-3181	135	8	for	for	ADP
cana-3181	135	9	each	each	DET
cana-3181	135	10	teacher	teacher	NOUN
cana-3181	135	11	.	.	PUNCT
cana-3181	136	1	specialization	specialization	NOUN
cana-3181	136	2	area	area	PROPN
cana-3181	136	3	field(s	field(s	NOUN
cana-3181	136	4	)	)	PUNCT
cana-3181	136	5	of	of	ADP
cana-3181	136	6	expertise	expertise	NOUN
cana-3181	136	7	of	of	ADP
cana-3181	136	8	the	the	DET
cana-3181	136	9	teacher	teacher	NOUN
cana-3181	136	10	.	.	PUNCT
cana-3181	137	1	years	year	NOUN
cana-3181	137	2	of	of	ADP
cana-3181	137	3	experience	experience	NOUN
cana-3181	137	4	number	number	NOUN
cana-3181	137	5	of	of	ADP
cana-3181	137	6	years	year	NOUN
cana-3181	137	7	the	the	DET
cana-3181	137	8	teacher	teacher	NOUN
cana-3181	137	9	has	have	AUX
cana-3181	137	10	been	be	AUX
cana-3181	137	11	teaching	teach	VERB
cana-3181	137	12	.	.	PUNCT
cana-3181	138	1	certifications	certification	NOUN
cana-3181	138	2	relevant	relevant	ADJ
cana-3181	138	3	educational	educational	ADJ
cana-3181	138	4	or	or	CCONJ
cana-3181	138	5	professional	professional	ADJ
cana-3181	138	6	certifications	certification	NOUN
cana-3181	138	7	.	.	PUNCT
cana-3181	139	1	previous	previous	ADJ
cana-3181	139	2	courses	course	NOUN
cana-3181	139	3	taught	teach	VERB
cana-3181	139	4	list	list	NOUN
cana-3181	139	5	of	of	ADP
cana-3181	139	6	courses	course	NOUN
cana-3181	139	7	previously	previously	ADV
cana-3181	139	8	taught	teach	VERB
cana-3181	139	9	by	by	ADP
cana-3181	139	10	the	the	DET
cana-3181	139	11	teacher	teacher	NOUN
cana-3181	139	12	.	.	PUNCT
cana-3181	140	1	course	course	NOUN
cana-3181	140	2	priorities	priority	NOUN
cana-3181	140	3	course	course	VERB
cana-3181	140	4	code	code	VERB
cana-3181	140	5	unique	unique	ADJ
cana-3181	140	6	identifier	identifier	NOUN
cana-3181	140	7	for	for	ADP
cana-3181	140	8	each	each	DET
cana-3181	140	9	course	course	NOUN
cana-3181	140	10	.	.	PUNCT
cana-3181	141	1	priority	priority	NOUN
cana-3181	141	2	level	level	NOUN
cana-3181	141	3	importance	importance	NOUN
cana-3181	141	4	or	or	CCONJ
cana-3181	141	5	urgency	urgency	NOUN
cana-3181	141	6	of	of	ADP
cana-3181	141	7	scheduling	schedule	VERB
cana-3181	141	8	the	the	DET
cana-3181	141	9	course	course	NOUN
cana-3181	141	10	.	.	PUNCT
cana-3181	142	1	student	student	NOUN
cana-3181	142	2	demand	demand	NOUN
cana-3181	142	3	number	number	NOUN
cana-3181	142	4	of	of	ADP
cana-3181	142	5	students	student	NOUN
cana-3181	142	6	requesting	request	VERB
cana-3181	142	7	or	or	CCONJ
cana-3181	142	8	requiring	require	VERB
cana-3181	142	9	the	the	DET
cana-3181	142	10	course	course	NOUN
cana-3181	142	11	.	.	PUNCT
cana-3181	143	1	curricular	curricular	ADJ
cana-3181	143	2	sequence	sequence	NOUN
cana-3181	143	3	position	position	NOUN
cana-3181	143	4	of	of	ADP
cana-3181	143	5	the	the	DET
cana-3181	143	6	course	course	NOUN
cana-3181	143	7	in	in	ADP
cana-3181	143	8	a	a	DET
cana-3181	143	9	sequence	sequence	NOUN
cana-3181	143	10	of	of	ADP
cana-3181	143	11	curricular	curricular	ADJ
cana-3181	143	12	requirements	requirement	NOUN
cana-3181	143	13	.	.	PUNCT
cana-3181	144	1	classroom	classroom	NOUN
cana-3181	144	2	attributes	attribute	NOUN
cana-3181	144	3	room	room	NOUN
cana-3181	144	4	number	number	NOUN
cana-3181	144	5	unique	unique	ADJ
cana-3181	144	6	identifier	identifier	NOUN
cana-3181	144	7	for	for	ADP
cana-3181	144	8	each	each	DET
cana-3181	144	9	classroom	classroom	NOUN
cana-3181	144	10	.	.	PUNCT
cana-3181	145	1	capacity	capacity	NOUN
cana-3181	145	2	number	number	NOUN
cana-3181	145	3	of	of	ADP
cana-3181	145	4	individuals	individual	NOUN
cana-3181	145	5	the	the	DET
cana-3181	145	6	classroom	classroom	NOUN
cana-3181	145	7	can	can	AUX
cana-3181	145	8	accommodate	accommodate	VERB
cana-3181	145	9	.	.	PUNCT
cana-3181	146	1	equipment	equipment	NOUN
cana-3181	146	2	specific	specific	ADJ
cana-3181	146	3	equipment	equipment	NOUN
cana-3181	146	4	available	available	ADJ
cana-3181	146	5	in	in	ADP
cana-3181	146	6	the	the	DET
cana-3181	146	7	classroom	classroom	NOUN
cana-3181	146	8	(	(	PUNCT
cana-3181	146	9	e.g.	e.g.	ADV
cana-3181	146	10	,	,	PUNCT
cana-3181	146	11	projectors	projector	NOUN
cana-3181	146	12	,	,	PUNCT
cana-3181	146	13	lab	lab	NOUN
cana-3181	146	14	equipment	equipment	NOUN
cana-3181	146	15	)	)	PUNCT
cana-3181	146	16	.	.	PUNCT
cana-3181	147	1	layout	layout	PROPN
cana-3181	147	2	physical	physical	ADJ
cana-3181	147	3	arrangement	arrangement	NOUN
cana-3181	147	4	or	or	CCONJ
cana-3181	147	5	type	type	NOUN
cana-3181	147	6	of	of	ADP
cana-3181	147	7	classroom	classroom	NOUN
cana-3181	147	8	(	(	PUNCT
cana-3181	147	9	e.g.	e.g.	ADV
cana-3181	147	10	,	,	PUNCT
cana-3181	147	11	lecture	lecture	NOUN
cana-3181	147	12	hall	hall	NOUN
cana-3181	147	13	,	,	PUNCT
cana-3181	147	14	seminar	seminar	NOUN
cana-3181	147	15	room	room	NOUN
cana-3181	147	16	,	,	PUNCT
cana-3181	147	17	lab	lab	NOUN
cana-3181	147	18	)	)	PUNCT
cana-3181	147	19	.	.	PUNCT
cana-3181	148	1	accessibility	accessibility	NOUN
cana-3181	148	2	features	feature	VERB
cana-3181	148	3	features	feature	NOUN
cana-3181	148	4	that	that	PRON
cana-3181	148	5	make	make	VERB
cana-3181	148	6	the	the	DET
cana-3181	148	7	classroom	classroom	NOUN
cana-3181	148	8	accessible	accessible	ADJ
cana-3181	148	9	to	to	ADP
cana-3181	148	10	individuals	individual	NOUN
cana-3181	148	11	with	with	ADP
cana-3181	148	12	disabilities	disability	NOUN
cana-3181	148	13	.	.	PUNCT
cana-3181	149	1	3.3	3.3	NUM
cana-3181	149	2	.	.	PUNCT
cana-3181	150	1	constraints	constraint	NOUN
cana-3181	150	2	module	module	VERB
cana-3181	150	3	the	the	DET
cana-3181	150	4	constraints	constraint	NOUN
cana-3181	150	5	module	module	NOUN
cana-3181	150	6	is	be	AUX
cana-3181	150	7	dedicated	dedicate	VERB
cana-3181	150	8	to	to	ADP
cana-3181	150	9	defining	define	VERB
cana-3181	150	10	and	and	CCONJ
cana-3181	150	11	integrating	integrate	VERB
cana-3181	150	12	the	the	DET
cana-3181	150	13	constraints	constraint	NOUN
cana-3181	150	14	that	that	PRON
cana-3181	150	15	shape	shape	VERB
cana-3181	150	16	the	the	DET
cana-3181	150	17	timetable	timetable	NOUN
cana-3181	150	18	generation	generation	NOUN
cana-3181	150	19	process	process	NOUN
cana-3181	150	20	.	.	PUNCT
cana-3181	151	1	it	it	PRON
cana-3181	151	2	distinguishes	distinguish	VERB
cana-3181	151	3	between	between	ADP
cana-3181	151	4	hard	hard	ADJ
cana-3181	151	5	constraints	constraint	NOUN
cana-3181	151	6	,	,	PUNCT
cana-3181	151	7	which	which	PRON
cana-3181	151	8	are	be	AUX
cana-3181	151	9	non	non	ADJ
cana-3181	151	10	-	-	ADJ
cana-3181	151	11	negotiable	negotiable	ADJ
cana-3181	151	12	requirements	requirement	NOUN
cana-3181	151	13	such	such	ADJ
cana-3181	151	14	as	as	ADP
cana-3181	151	15	teacher	teacher	NOUN
cana-3181	151	16	availability	availability	NOUN
cana-3181	151	17	and	and	CCONJ
cana-3181	151	18	classroom	classroom	NOUN
cana-3181	151	19	occupancy	occupancy	NOUN
cana-3181	151	20	,	,	PUNCT
cana-3181	151	21	and	and	CCONJ
cana-3181	151	22	soft	soft	ADJ
cana-3181	151	23	constraints	constraint	NOUN
cana-3181	151	24	,	,	PUNCT
cana-3181	151	25	which	which	PRON
cana-3181	151	26	represent	represent	VERB
cana-3181	151	27	preferences	preference	NOUN
cana-3181	151	28	and	and	CCONJ
cana-3181	151	29	ideals	ideal	NOUN
cana-3181	151	30	like	like	ADP
cana-3181	151	31	minimizing	minimize	VERB
cana-3181	151	32	idle	idle	ADJ
cana-3181	151	33	periods	period	NOUN
cana-3181	151	34	between	between	ADP
cana-3181	151	35	classes	class	NOUN
cana-3181	151	36	.	.	PUNCT
cana-3181	152	1	the	the	DET
cana-3181	152	2	integration	integration	NOUN
cana-3181	152	3	of	of	ADP
cana-3181	152	4	these	these	DET
cana-3181	152	5	constraints	constraint	NOUN
cana-3181	152	6	into	into	ADP
cana-3181	152	7	the	the	DET
cana-3181	152	8	optimization	optimization	NOUN
cana-3181	152	9	model	model	NOUN
cana-3181	152	10	is	be	AUX
cana-3181	152	11	a	a	DET
cana-3181	152	12	critical	critical	ADJ
cana-3181	152	13	step	step	NOUN
cana-3181	152	14	,	,	PUNCT
cana-3181	152	15	ensuring	ensure	VERB
cana-3181	152	16	that	that	SCONJ
cana-3181	152	17	the	the	DET
cana-3181	152	18	solutions	solution	NOUN
cana-3181	152	19	generated	generate	VERB
cana-3181	152	20	by	by	ADP
cana-3181	152	21	the	the	DET
cana-3181	152	22	de	de	PROPN
cana-3181	152	23	engine	engine	NOUN
cana-3181	152	24	do	do	AUX
cana-3181	152	25	not	not	PART
cana-3181	152	26	just	just	ADV
cana-3181	152	27	aim	aim	VERB
cana-3181	152	28	for	for	ADP
cana-3181	152	29	optimality	optimality	NOUN
cana-3181	152	30	in	in	ADP
cana-3181	152	31	a	a	DET
cana-3181	152	32	vacuum	vacuum	NOUN
cana-3181	152	33	but	but	CCONJ
cana-3181	152	34	adhere	adhere	VERB
cana-3181	152	35	to	to	ADP
cana-3181	152	36	the	the	DET
cana-3181	152	37	practical	practical	ADJ
cana-3181	152	38	and	and	CCONJ
cana-3181	152	39	logistical	logistical	ADJ
cana-3181	152	40	realities	reality	NOUN
cana-3181	152	41	of	of	ADP
cana-3181	152	42	the	the	DET
cana-3181	152	43	educational	educational	ADJ
cana-3181	152	44	institution	institution	NOUN
cana-3181	152	45	.	.	PUNCT
cana-3181	153	1	communications	communication	NOUN
cana-3181	153	2	on	on	ADP
cana-3181	153	3	applied	apply	VERB
cana-3181	153	4	nonlinear	nonlinear	ADJ
cana-3181	153	5	analysis	analysis	NOUN
cana-3181	153	6	issn	issn	NOUN
cana-3181	153	7	:	:	PUNCT
cana-3181	153	8	1074	1074	NUM
cana-3181	153	9	-	-	PUNCT
cana-3181	153	10	133x	133x	NUM
cana-3181	153	11	vol	vol	NOUN
cana-3181	153	12	32	32	NUM
cana-3181	153	13	no	no	NOUN
cana-3181	153	14	.	.	PUNCT
cana-3181	154	1	5s	5s	NUM
cana-3181	154	2	(	(	PUNCT
cana-3181	154	3	2025	2025	NUM
cana-3181	154	4	)	)	PUNCT
cana-3181	154	5	575	575	NUM
cana-3181	154	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3181	154	7	hard	hard	ADJ
cana-3181	154	8	constraints	constraint	NOUN
cana-3181	154	9	•	•	NOUN
cana-3181	154	10	teacher	teacher	NOUN
cana-3181	154	11	availability	availability	NOUN
cana-3181	154	12	:	:	PUNCT
cana-3181	154	13	define	define	VERB
cana-3181	154	14	a	a	DET
cana-3181	154	15	matrix	matrix	NOUN
cana-3181	154	16	a	a	DET
cana-3181	154	17	representing	represent	VERB
cana-3181	154	18	the	the	DET
cana-3181	154	19	availability	availability	NOUN
cana-3181	154	20	of	of	ADP
cana-3181	154	21	teachers	teacher	NOUN
cana-3181	154	22	.	.	PUNCT
cana-3181	155	1	for	for	ADP
cana-3181	155	2	each	each	DET
cana-3181	155	3	teacher	teacher	NOUN
cana-3181	155	4	j	j	PROPN
cana-3181	155	5	and	and	CCONJ
cana-3181	155	6	time	time	NOUN
cana-3181	155	7	slot	slot	NOUN
cana-3181	155	8	t	t	PROPN
cana-3181	155	9	:	:	PUNCT
cana-3181	155	10	1jta	1jta	PROPN
cana-3181	155	11	=	=	PUNCT
cana-3181	155	12	is	be	AUX
cana-3181	155	13	available	available	ADJ
cana-3181	155	14	at	at	ADP
cana-3181	155	15	time	time	NOUN
cana-3181	155	16	slot	slot	NOUN
cana-3181	155	17	t	t	PROPN
cana-3181	155	18	0	0	PUNCT
cana-3181	156	1	otherwise	otherwise	ADV
cana-3181	156	2	,	,	PUNCT
cana-3181	156	3	:	:	PUNCT
cana-3181	156	4	jkt	jkt	PROPN
cana-3181	156	5	jtj	jtj	PROPN
cana-3181	156	6	t	t	PROPN
cana-3181	156	7	x	x	PROPN
cana-3181	156	8	a	a	ADP
cana-3181	156	9			NOUN
cana-3181	156	10	where	where	SCONJ
cana-3181	156	11	1jta	1jta	NUM
cana-3181	156	12	=	=	NOUN
cana-3181	156	13	if	if	SCONJ
cana-3181	156	14	teacher	teacher	NOUN
cana-3181	156	15	j	j	PROPN
cana-3181	156	16	is	be	AUX
cana-3181	156	17	available	available	ADJ
cana-3181	156	18	at	at	ADP
cana-3181	156	19	time	time	NOUN
cana-3181	156	20	slot	slot	NOUN
cana-3181	156	21	t	t	PROPN
cana-3181	156	22	,	,	PUNCT
cana-3181	156	23	else	else	ADV
cana-3181	156	24	0	0	NUM
cana-3181	156	25	.	.	PUNCT
cana-3181	157	1	•	•	NUM
cana-3181	157	2	classroom	classroom	NOUN
cana-3181	157	3	occupancy	occupancy	NOUN
cana-3181	157	4	:	:	PUNCT
cana-3181	157	5	define	define	VERB
cana-3181	157	6	a	a	DET
cana-3181	157	7	matrix	matrix	NOUN
cana-3181	157	8	o	o	NOUN
cana-3181	157	9	for	for	ADP
cana-3181	157	10	classroom	classroom	NOUN
cana-3181	157	11	occupancy	occupancy	NOUN
cana-3181	157	12	.	.	PUNCT
cana-3181	158	1	for	for	ADP
cana-3181	158	2	each	each	DET
cana-3181	158	3	classroom	classroom	NOUN
cana-3181	158	4	l	l	NOUN
cana-3181	158	5	and	and	CCONJ
cana-3181	158	6	time	time	NOUN
cana-3181	158	7	slot	slot	NOUN
cana-3181	158	8	t	t	PROPN
cana-3181	158	9	:	:	PUNCT
cana-3181	158	10	1lto	1lto	PROPN
cana-3181	158	11	=	=	PRON
cana-3181	158	12	is	be	AUX
cana-3181	158	13	available	available	ADJ
cana-3181	158	14	at	at	ADP
cana-3181	158	15	time	time	NOUN
cana-3181	158	16	slot	slot	NOUN
cana-3181	158	17	t	t	PROPN
cana-3181	158	18	0	0	PUNCT
cana-3181	159	1	otherwise	otherwise	ADV
cana-3181	159	2	,	,	PUNCT
cana-3181	159	3	:	:	PUNCT
cana-3181	159	4	lkt	lkt	PROPN
cana-3181	159	5	ltl	ltl	PROPN
cana-3181	159	6	t	t	PROPN
cana-3181	159	7	y	y	PROPN
cana-3181	159	8	o	o	ADP
cana-3181	159	9			NOUN
cana-3181	159	10	where	where	SCONJ
cana-3181	159	11	1lto	1lto	PROPN
cana-3181	159	12	=	=	PUNCT
cana-3181	159	13	if	if	SCONJ
cana-3181	159	14	classroom	classroom	NOUN
cana-3181	159	15	l	l	NOUN
cana-3181	159	16	is	be	AUX
cana-3181	159	17	available	available	ADJ
cana-3181	159	18	at	at	ADP
cana-3181	159	19	time	time	NOUN
cana-3181	159	20	slot	slot	NOUN
cana-3181	159	21	t	t	PROPN
cana-3181	159	22	,	,	PUNCT
cana-3181	159	23	else	else	ADV
cana-3181	159	24	0	0	NUM
cana-3181	159	25	.	.	PUNCT
cana-3181	160	1	•	•	NUM
cana-3181	160	2	unique	unique	ADJ
cana-3181	160	3	course	course	NOUN
cana-3181	160	4	assignment	assignment	NOUN
cana-3181	160	5	:	:	PUNCT
cana-3181	160	6	define	define	VERB
cana-3181	160	7	a	a	DET
cana-3181	160	8	matrix	matrix	NOUN
cana-3181	160	9	x	x	PUNCT
cana-3181	160	10	for	for	ADP
cana-3181	160	11	course	course	NOUN
cana-3181	160	12	-	-	PUNCT
cana-3181	160	13	teacher	teacher	NOUN
cana-3181	160	14	assignment	assignment	NOUN
cana-3181	160	15	.	.	PUNCT
cana-3181	161	1	for	for	ADP
cana-3181	161	2	each	each	DET
cana-3181	161	3	teacher	teacher	NOUN
cana-3181	161	4	j	j	PROPN
cana-3181	161	5	,	,	PUNCT
cana-3181	161	6	course	course	INTJ
cana-3181	161	7	k	k	NOUN
cana-3181	161	8	,	,	PUNCT
cana-3181	161	9	and	and	CCONJ
cana-3181	161	10	time	time	NOUN
cana-3181	161	11	slot	slot	NOUN
cana-3181	161	12	t	t	PROPN
cana-3181	161	13	:	:	PUNCT
cana-3181	161	14	1jktx	1jktx	ADV
cana-3181	161	15	=	=	PUNCT
cana-3181	161	16	is	be	AUX
cana-3181	161	17	assigned	assign	VERB
cana-3181	161	18	to	to	PART
cana-3181	161	19	course	course	VERB
cana-3181	161	20	k	k	PROPN
cana-3181	161	21	at	at	ADP
cana-3181	161	22	time	time	NOUN
cana-3181	161	23	slot	slot	NOUN
cana-3181	161	24	t	t	PROPN
cana-3181	161	25	1	1	NUM
cana-3181	161	26	otherwise	otherwise	ADV
cana-3181	161	27	,	,	PUNCT
cana-3181	161	28	:	:	PUNCT
cana-3181	161	29	‍1	‍1	NOUN
cana-3181	161	30	jkt	jkt	PROPN
cana-3181	161	31	j	j	PROPN
cana-3181	161	32	k	k	PROPN
cana-3181	161	33	t	t	PROPN
cana-3181	161	34	x	x	NOUN
cana-3181	162	1	=	=	AUX
cana-3181	162	2			X
cana-3181	162	3	•	•	NUM
cana-3181	162	4	classroom	classroom	NOUN
cana-3181	162	5	capacity	capacity	NOUN
cana-3181	162	6	constraint	constraint	NOUN
cana-3181	162	7	:	:	PUNCT
cana-3181	162	8	define	define	VERB
cana-3181	162	9	a	a	DET
cana-3181	162	10	matrix	matrix	NOUN
cana-3181	162	11	y	y	NOUN
cana-3181	162	12	for	for	ADP
cana-3181	162	13	classroom	classroom	NOUN
cana-3181	162	14	-	-	PUNCT
cana-3181	162	15	course	course	NOUN
cana-3181	162	16	assignment	assignment	NOUN
cana-3181	162	17	.	.	PUNCT
cana-3181	163	1	for	for	ADP
cana-3181	163	2	each	each	DET
cana-3181	163	3	classroom	classroom	NOUN
cana-3181	163	4	l	l	NOUN
cana-3181	163	5	,	,	PUNCT
cana-3181	163	6	course	course	INTJ
cana-3181	163	7	k	k	NOUN
cana-3181	163	8	,	,	PUNCT
cana-3181	163	9	and	and	CCONJ
cana-3181	163	10	time	time	NOUN
cana-3181	163	11	slot	slot	NOUN
cana-3181	163	12	t	t	NOUN
cana-3181	163	13	:	:	PUNCT
cana-3181	163	14	1lkty	1lkty	PUNCT
cana-3181	163	15	=	=	PRON
cana-3181	163	16	is	be	AUX
cana-3181	163	17	assigned	assign	VERB
cana-3181	163	18	to	to	PART
cana-3181	163	19	classroom	classroom	VERB
cana-3181	163	20	l	l	NOUN
cana-3181	163	21	at	at	ADP
cana-3181	163	22	time	time	NOUN
cana-3181	163	23	slot	slot	NOUN
cana-3181	163	24	t	t	PROPN
cana-3181	163	25	0	0	PUNCT
cana-3181	164	1	otherwise	otherwise	ADV
cana-3181	164	2	,	,	PUNCT
cana-3181	164	3	:	:	PUNCT
cana-3181	164	4	k	k	X
cana-3181	164	5	l	l	NOUN
cana-3181	164	6	lktk	lktk	NOUN
cana-3181	164	7	l	l	NOUN
cana-3181	164	8	c	c	NOUN
cana-3181	164	9	cap	cap	NOUN
cana-3181	164	10	y	y	PROPN
cana-3181	164	11			NOUN
cana-3181	164	12			INTJ
cana-3181	164	13	where	where	SCONJ
cana-3181	164	14	kc	kc	PROPN
cana-3181	164	15	is	be	AUX
cana-3181	164	16	the	the	DET
cana-3181	164	17	capacity	capacity	NOUN
cana-3181	164	18	requirement	requirement	NOUN
cana-3181	164	19	for	for	ADP
cana-3181	164	20	course	course	NOUN
cana-3181	164	21	k	k	NOUN
cana-3181	164	22	,	,	PUNCT
cana-3181	164	23	and	and	CCONJ
cana-3181	164	24	lcap	lcap	NOUN
cana-3181	164	25	is	be	AUX
cana-3181	164	26	the	the	DET
cana-3181	164	27	capacity	capacity	NOUN
cana-3181	164	28	of	of	ADP
cana-3181	164	29	classroom	classroom	NOUN
cana-3181	164	30	l	l	NOUN
cana-3181	164	31	.	.	PUNCT
cana-3181	165	1	soft	soft	ADJ
cana-3181	165	2	constraints	constraint	NOUN
cana-3181	165	3	•	•	ADP
cana-3181	165	4	minimizing	minimize	VERB
cana-3181	165	5	idle	idle	ADJ
cana-3181	165	6	periods	period	NOUN
cana-3181	165	7	for	for	ADP
cana-3181	165	8	teachers	teacher	NOUN
cana-3181	165	9	:	:	PUNCT
cana-3181	165	10	the	the	DET
cana-3181	165	11	objective	objective	NOUN
cana-3181	165	12	is	be	AUX
cana-3181	165	13	to	to	PART
cana-3181	165	14	minimize	minimize	VERB
cana-3181	165	15	the	the	DET
cana-3181	165	16	sum	sum	NOUN
cana-3181	165	17	of	of	ADP
cana-3181	165	18	idle	idle	ADJ
cana-3181	165	19	periods	period	NOUN
cana-3181	165	20	for	for	ADP
cana-3181	165	21	all	all	DET
cana-3181	165	22	teachers	teacher	NOUN
cana-3181	165	23	.	.	PUNCT
cana-3181	166	1	an	an	DET
cana-3181	166	2	idle	idle	ADJ
cana-3181	166	3	period	period	NOUN
cana-3181	166	4	is	be	AUX
cana-3181	166	5	defined	define	VERB
cana-3181	166	6	as	as	ADP
cana-3181	166	7	any	any	DET
cana-3181	166	8	time	time	NOUN
cana-3181	166	9	slot	slot	NOUN
cana-3181	166	10	t	t	NOUN
cana-3181	166	11	where	where	SCONJ
cana-3181	166	12	a	a	DET
cana-3181	166	13	teacher	teacher	NOUN
cana-3181	166	14	is	be	AUX
cana-3181	166	15	not	not	PART
cana-3181	166	16	teaching	teach	VERB
cana-3181	166	17	between	between	ADP
cana-3181	166	18	two	two	NUM
cana-3181	166	19	classes	class	NOUN
cana-3181	166	20	:	:	PUNCT
cana-3181	166	21	eq	eq	ADP
cana-3181	166	22	9	9	NUM
cana-3181	166	23	(	(	PUNCT
cana-3181	166	24	)	)	PUNCT
cana-3181	166	25	1‍‍	1‍‍	NUM
cana-3181	167	1	jkt	jkt	PROPN
cana-3181	167	2	jk	jk	PROPN
cana-3181	167	3	t	t	PROPN
cana-3181	167	4	j	j	PROPN
cana-3181	167	5	t	t	PROPN
cana-3181	167	6	x	x	PUNCT
cana-3181	167	7	x	x	X
cana-3181	168	1	+	+	ADJ
cana-3181	168	2	−	−	PROPN
cana-3181	168	3	(	(	PUNCT
cana-3181	168	4	9	9	NUM
cana-3181	168	5	)	)	PUNCT
cana-3181	168	6	•	•	NOUN
cana-3181	168	7	course	course	NOUN
cana-3181	168	8	continuity	continuity	NOUN
cana-3181	168	9	:	:	PUNCT
cana-3181	168	10	preference	preference	NOUN
cana-3181	168	11	for	for	ADP
cana-3181	168	12	scheduling	scheduling	NOUN
cana-3181	168	13	course	course	NOUN
cana-3181	168	14	sessions	session	NOUN
cana-3181	168	15	in	in	ADP
cana-3181	168	16	consecutive	consecutive	ADJ
cana-3181	168	17	time	time	NOUN
cana-3181	168	18	slots	slot	NOUN
cana-3181	168	19	to	to	PART
cana-3181	168	20	minimize	minimize	VERB
cana-3181	168	21	gaps	gap	NOUN
cana-3181	168	22	for	for	ADP
cana-3181	168	23	students	student	NOUN
cana-3181	168	24	:	:	PUNCT
cana-3181	168	25	eq	eq	ADP
cana-3181	168	26	10	10	NUM
cana-3181	168	27	(	(	PUNCT
cana-3181	168	28	)	)	PUNCT
cana-3181	168	29	1‍‍	1‍‍	NOUN
cana-3181	168	30	lkt	lkt	PROPN
cana-3181	168	31	lk	lk	PROPN
cana-3181	168	32	t	t	PROPN
cana-3181	169	1	k	k	PROPN
cana-3181	169	2	t	t	PROPN
cana-3181	169	3	y	y	PROPN
cana-3181	169	4	y	y	PROPN
cana-3181	169	5	+	+	ADJ
cana-3181	169	6	−	−	PROPN
cana-3181	169	7	(	(	PUNCT
cana-3181	169	8	10	10	NUM
cana-3181	169	9	)	)	PUNCT
cana-3181	169	10	•	•	NUM
cana-3181	169	11	teacher	teacher	NOUN
cana-3181	169	12	preferences	preference	NOUN
cana-3181	169	13	:	:	PUNCT
cana-3181	169	14	each	each	DET
cana-3181	169	15	teacher	teacher	NOUN
cana-3181	169	16	j	j	PROPN
cana-3181	169	17	has	have	VERB
cana-3181	169	18	a	a	DET
cana-3181	169	19	preference	preference	NOUN
cana-3181	169	20	matrix	matrix	NOUN
cana-3181	169	21	jp	jp	NOUN
cana-3181	169	22	,	,	PUNCT
cana-3181	169	23	where	where	SCONJ
cana-3181	169	24	for	for	ADP
cana-3181	169	25	each	each	DET
cana-3181	169	26	time	time	NOUN
cana-3181	169	27	slot	slot	NOUN
cana-3181	169	28	t	t	PROPN
cana-3181	169	29	:	:	PUNCT
cana-3181	169	30	1jtp	1jtp	PROPN
cana-3181	169	31	=	=	PUNCT
cana-3181	169	32	is	be	AUX
cana-3181	169	33	a	a	DET
cana-3181	169	34	preferred	prefer	VERB
cana-3181	169	35	teaching	teaching	NOUN
cana-3181	169	36	time	time	NOUN
cana-3181	169	37	for	for	SCONJ
cana-3181	169	38	teacher	teacher	NOUN
cana-3181	169	39	j	j	PROPN
cana-3181	169	40	communications	communication	NOUN
cana-3181	169	41	on	on	ADP
cana-3181	169	42	applied	apply	VERB
cana-3181	169	43	nonlinear	nonlinear	ADJ
cana-3181	169	44	analysis	analysis	NOUN
cana-3181	169	45	issn	issn	NOUN
cana-3181	169	46	:	:	PUNCT
cana-3181	169	47	1074	1074	NUM
cana-3181	169	48	-	-	PUNCT
cana-3181	169	49	133x	133x	NUM
cana-3181	169	50	vol	vol	NOUN
cana-3181	169	51	32	32	NUM
cana-3181	169	52	no	no	NOUN
cana-3181	169	53	.	.	PUNCT
cana-3181	170	1	5s	5s	NUM
cana-3181	170	2	(	(	PUNCT
cana-3181	170	3	2025	2025	NUM
cana-3181	170	4	)	)	PUNCT
cana-3181	170	5	576	576	NUM
cana-3181	170	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3181	170	7	0	0	PUNCT
cana-3181	171	1	otherwise	otherwise	ADV
cana-3181	171	2	‍‍	‍‍	PUNCT
cana-3181	171	3	jt	jt	PROPN
cana-3181	171	4	jkt	jkt	PROPN
cana-3181	172	1	j	j	PROPN
cana-3181	172	2	t	t	PROPN
cana-3181	172	3	p	p	X
cana-3181	172	4	x	x	PROPN
cana-3181	172	5	where	where	SCONJ
cana-3181	172	6	1jtp	1jtp	PROPN
cana-3181	173	1	=	=	PUNCT
cana-3181	174	1	if	if	SCONJ
cana-3181	174	2	time	time	NOUN
cana-3181	174	3	slot	slot	NOUN
cana-3181	174	4	t	t	PROPN
cana-3181	174	5	is	be	AUX
cana-3181	174	6	a	a	DET
cana-3181	174	7	preferred	prefer	VERB
cana-3181	174	8	teaching	teaching	NOUN
cana-3181	174	9	time	time	NOUN
cana-3181	174	10	for	for	ADP
cana-3181	174	11	teacher	teacher	NOUN
cana-3181	174	12	j	j	PROPN
cana-3181	174	13	,	,	PUNCT
cana-3181	174	14	else	else	ADV
cana-3181	174	15	0	0	NUM
cana-3181	174	16	.	.	PUNCT
cana-3181	175	1	objectivefunction	objectivefunction	NOUN
cana-3181	175	2	:	:	PUNCT
cana-3181	175	3	minimize	minimize	VERB
cana-3181	175	4	or	or	CCONJ
cana-3181	175	5	maximize	maximize	VERB
cana-3181	175	6	:	:	PUNCT
cana-3181	175	7	objective	objective	ADJ
cana-3181	175	8	subject	subject	NOUN
cana-3181	175	9	to	to	ADP
cana-3181	175	10	hard	hard	ADJ
cana-3181	175	11	constraints	constraint	NOUN
cana-3181	175	12	3.4	3.4	NUM
cana-3181	175	13	.	.	PUNCT
cana-3181	176	1	optimization	optimization	NOUN
cana-3181	176	2	core	core	NOUN
cana-3181	176	3	module	module	NOUN
cana-3181	176	4	using	use	VERB
cana-3181	176	5	differential	differential	ADJ
cana-3181	176	6	evolution	evolution	NOUN
cana-3181	176	7	optimization	optimization	NOUN
cana-3181	176	8	core	core	NOUN
cana-3181	176	9	,	,	PUNCT
cana-3181	176	10	featuring	feature	VERB
cana-3181	176	11	the	the	DET
cana-3181	176	12	differential	differential	ADJ
cana-3181	176	13	evolution	evolution	NOUN
cana-3181	176	14	(	(	PUNCT
cana-3181	176	15	de	de	NOUN
cana-3181	176	16	)	)	PUNCT
cana-3181	176	17	engine	engine	NOUN
cana-3181	176	18	,	,	PUNCT
cana-3181	176	19	is	be	AUX
cana-3181	176	20	the	the	DET
cana-3181	176	21	heart	heart	NOUN
cana-3181	176	22	of	of	ADP
cana-3181	176	23	the	the	DET
cana-3181	176	24	architecture	architecture	NOUN
cana-3181	176	25	where	where	SCONJ
cana-3181	176	26	the	the	DET
cana-3181	176	27	actual	actual	ADJ
cana-3181	176	28	optimization	optimization	NOUN
cana-3181	176	29	problem	problem	NOUN
cana-3181	176	30	is	be	AUX
cana-3181	176	31	solved	solve	VERB
cana-3181	176	32	.	.	PUNCT
cana-3181	177	1	the	the	DET
cana-3181	177	2	de	de	PROPN
cana-3181	177	3	engine	engine	NOUN
cana-3181	177	4	starts	start	VERB
cana-3181	177	5	by	by	ADP
cana-3181	177	6	initializing	initialize	VERB
cana-3181	177	7	a	a	DET
cana-3181	177	8	population	population	NOUN
cana-3181	177	9	of	of	ADP
cana-3181	177	10	potential	potential	ADJ
cana-3181	177	11	solutions	solution	NOUN
cana-3181	177	12	,	,	PUNCT
cana-3181	177	13	each	each	PRON
cana-3181	177	14	representing	represent	VERB
cana-3181	177	15	a	a	DET
cana-3181	177	16	different	different	ADJ
cana-3181	177	17	configuration	configuration	NOUN
cana-3181	177	18	of	of	ADP
cana-3181	177	19	the	the	DET
cana-3181	177	20	timetable	timetable	NOUN
cana-3181	177	21	.	.	PUNCT
cana-3181	178	1	a	a	DET
cana-3181	178	2	fitness	fitness	NOUN
cana-3181	178	3	function	function	NOUN
cana-3181	178	4	evaluates	evaluate	VERB
cana-3181	178	5	the	the	DET
cana-3181	178	6	suitability	suitability	NOUN
cana-3181	178	7	of	of	ADP
cana-3181	178	8	each	each	DET
cana-3181	178	9	solution	solution	NOUN
cana-3181	178	10	based	base	VERB
cana-3181	178	11	on	on	ADP
cana-3181	178	12	how	how	SCONJ
cana-3181	178	13	well	well	ADV
cana-3181	178	14	it	it	PRON
cana-3181	178	15	meets	meet	VERB
cana-3181	178	16	the	the	DET
cana-3181	178	17	constraints	constraint	NOUN
cana-3181	178	18	and	and	CCONJ
cana-3181	178	19	objectives	objective	NOUN
cana-3181	178	20	.	.	PUNCT
cana-3181	179	1	the	the	DET
cana-3181	179	2	de	de	PROPN
cana-3181	179	3	engine	engine	NOUN
cana-3181	179	4	then	then	ADV
cana-3181	179	5	uses	use	VERB
cana-3181	179	6	evolutionary	evolutionary	ADJ
cana-3181	179	7	operators	operator	NOUN
cana-3181	179	8	—	—	PUNCT
cana-3181	179	9	mutation	mutation	NOUN
cana-3181	179	10	,	,	PUNCT
cana-3181	179	11	crossover	crossover	NOUN
cana-3181	179	12	,	,	PUNCT
cana-3181	179	13	and	and	CCONJ
cana-3181	179	14	selection	selection	NOUN
cana-3181	179	15	—	—	PUNCT
cana-3181	179	16	to	to	PART
cana-3181	179	17	evolve	evolve	VERB
cana-3181	179	18	the	the	DET
cana-3181	179	19	population	population	NOUN
cana-3181	179	20	towards	towards	ADP
cana-3181	179	21	better	well	ADJ
cana-3181	179	22	solutions	solution	NOUN
cana-3181	179	23	.	.	PUNCT
cana-3181	180	1	strategy	strategy	NOUN
cana-3181	180	2	parameters	parameter	NOUN
cana-3181	180	3	are	be	AUX
cana-3181	180	4	adjusted	adjust	VERB
cana-3181	180	5	dynamically	dynamically	ADV
cana-3181	180	6	to	to	PART
cana-3181	180	7	maintain	maintain	VERB
cana-3181	180	8	a	a	DET
cana-3181	180	9	balance	balance	NOUN
cana-3181	180	10	between	between	ADP
cana-3181	180	11	exploring	explore	VERB
cana-3181	180	12	new	new	ADJ
cana-3181	180	13	solutions	solution	NOUN
cana-3181	180	14	and	and	CCONJ
cana-3181	180	15	exploiting	exploit	VERB
cana-3181	180	16	existing	exist	VERB
cana-3181	180	17	ones	one	NOUN
cana-3181	180	18	,	,	PUNCT
cana-3181	180	19	ensuring	ensure	VERB
cana-3181	180	20	the	the	DET
cana-3181	180	21	algorithm	algorithm	NOUN
cana-3181	180	22	converges	converge	VERB
cana-3181	180	23	on	on	ADP
cana-3181	180	24	the	the	DET
cana-3181	180	25	most	most	ADV
cana-3181	180	26	optimal	optimal	ADJ
cana-3181	180	27	timetable	timetable	NOUN
cana-3181	180	28	configurations	configuration	NOUN
cana-3181	180	29	.	.	PUNCT
cana-3181	181	1	population	population	NOUN
cana-3181	181	2	initialization	initialization	PROPN
cana-3181	181	3	:	:	PUNCT
cana-3181	181	4	let	let	VERB
cana-3181	181	5	p	p	PRON
cana-3181	181	6	represent	represent	VERB
cana-3181	181	7	the	the	DET
cana-3181	181	8	population	population	NOUN
cana-3181	181	9	of	of	ADP
cana-3181	181	10	potential	potential	ADJ
cana-3181	181	11	solutions	solution	NOUN
cana-3181	181	12	,	,	PUNCT
cana-3181	181	13	where	where	SCONJ
cana-3181	181	14	each	each	DET
cana-3181	181	15	solution	solution	NOUN
cana-3181	181	16	ip	ip	PRON
cana-3181	181	17	p	p	PROPN
cana-3181	181	18	is	be	AUX
cana-3181	181	19	a	a	DET
cana-3181	181	20	vector	vector	NOUN
cana-3181	181	21	representing	represent	VERB
cana-3181	181	22	a	a	DET
cana-3181	181	23	timetable	timetable	NOUN
cana-3181	181	24	configuration	configuration	NOUN
cana-3181	181	25	.	.	PUNCT
cana-3181	182	1	the	the	DET
cana-3181	182	2	population	population	NOUN
cana-3181	182	3	size	size	NOUN
cana-3181	182	4	is	be	AUX
cana-3181	182	5	n	n	PRON
cana-3181	182	6	,	,	PUNCT
cana-3181	182	7	and	and	CCONJ
cana-3181	182	8	each	each	DET
cana-3181	182	9	ip	ip	NOUN
cana-3181	182	10	is	be	AUX
cana-3181	182	11	initialized	initialize	VERB
cana-3181	182	12	randomly	randomly	ADV
cana-3181	182	13	while	while	SCONJ
cana-3181	182	14	ensuring	ensure	VERB
cana-3181	182	15	it	it	PRON
cana-3181	182	16	adheres	adhere	VERB
cana-3181	182	17	to	to	ADP
cana-3181	182	18	the	the	DET
cana-3181	182	19	hard	hard	ADJ
cana-3181	182	20	constraints	constraint	NOUN
cana-3181	182	21	defined	define	VERB
cana-3181	182	22	in	in	ADP
cana-3181	182	23	the	the	DET
cana-3181	182	24	constraints	constraint	NOUN
cana-3181	182	25	module	module	NOUN
cana-3181	182	26	:	:	PUNCT
cana-3181	182	27	eq	eq	NOUN
cana-3181	182	28	11	11	NUM
cana-3181	182	29			PROPN
cana-3181	182	30	1	1	NOUN
cana-3181	182	31	2	2	NUM
cana-3181	182	32	,	,	PUNCT
cana-3181	182	33	,	,	PUNCT
cana-3181	182	34	...	...	PUNCT
cana-3181	182	35	,	,	PUNCT
cana-3181	182	36	np	np	INTJ
cana-3181	182	37	p	p	X
cana-3181	182	38	p	p	X
cana-3181	182	39	p=	p=	PROPN
cana-3181	182	40	(	(	PUNCT
cana-3181	182	41	11	11	NUM
cana-3181	182	42	)	)	PUNCT
cana-3181	182	43	fitness	fitness	NOUN
cana-3181	182	44	function	function	NOUN
cana-3181	182	45	:	:	PUNCT
cana-3181	182	46	the	the	DET
cana-3181	182	47	fitness	fitness	NOUN
cana-3181	182	48	function	function	NOUN
cana-3181	182	49	(	(	PUNCT
cana-3181	182	50	)	)	PUNCT
cana-3181	182	51	if	if	SCONJ
cana-3181	182	52	p	p	PROPN
cana-3181	182	53	evaluates	evaluate	VERB
cana-3181	182	54	the	the	DET
cana-3181	182	55	suitability	suitability	NOUN
cana-3181	182	56	of	of	ADP
cana-3181	182	57	each	each	DET
cana-3181	182	58	solution	solution	NOUN
cana-3181	182	59	ip	ip	ADV
cana-3181	182	60	,	,	PUNCT
cana-3181	182	61	measuring	measure	VERB
cana-3181	182	62	how	how	SCONJ
cana-3181	182	63	well	well	ADV
cana-3181	182	64	it	it	PRON
cana-3181	182	65	satisfies	satisfy	VERB
cana-3181	182	66	both	both	CCONJ
cana-3181	182	67	the	the	DET
cana-3181	182	68	hard	hard	ADJ
cana-3181	182	69	and	and	CCONJ
cana-3181	182	70	soft	soft	ADJ
cana-3181	182	71	constraints	constraint	NOUN
cana-3181	182	72	.	.	PUNCT
cana-3181	183	1	the	the	DET
cana-3181	183	2	goal	goal	NOUN
cana-3181	183	3	is	be	AUX
cana-3181	183	4	to	to	PART
cana-3181	183	5	minimize	minimize	VERB
cana-3181	183	6	the	the	DET
cana-3181	183	7	fitness	fitness	NOUN
cana-3181	183	8	value	value	NOUN
cana-3181	183	9	for	for	ADP
cana-3181	183	10	optimization	optimization	NOUN
cana-3181	183	11	problems	problem	NOUN
cana-3181	183	12	focused	focus	VERB
cana-3181	183	13	on	on	ADP
cana-3181	183	14	constraint	constraint	NOUN
cana-3181	183	15	satisfaction	satisfaction	NOUN
cana-3181	183	16	and	and	CCONJ
cana-3181	183	17	resource	resource	NOUN
cana-3181	183	18	efficiency	efficiency	NOUN
cana-3181	183	19	:	:	PUNCT
cana-3181	183	20	eq	eq	NOUN
cana-3181	183	21	12	12	NUM
cana-3181	183	22	(	(	PUNCT
cana-3181	183	23	)	)	PUNCT
cana-3181	183	24	(	(	PUNCT
cana-3181	183	25	)	)	PUNCT
cana-3181	183	26	(	(	PUNCT
cana-3181	183	27	)	)	SYM
cana-3181	183	28	1	1	NUM
cana-3181	183	29	2hardconstraints	2hardconstraints	NUM
cana-3181	184	1	softconstraintsi	softconstraintsi	NOUN
cana-3181	185	1	i	i	PRON
cana-3181	185	2	if	if	SCONJ
cana-3181	185	3	p	p	X
cana-3181	185	4	w	w	PROPN
cana-3181	185	5	p	p	X
cana-3181	185	6	w	w	PROPN
cana-3181	185	7	p=	p=	NOUN
cana-3181	185	8			PROPN
cana-3181	185	9	+	+	CCONJ
cana-3181	185	10			PROPN
cana-3181	185	11	(	(	PUNCT
cana-3181	185	12	12	12	NUM
cana-3181	185	13	)	)	PUNCT
cana-3181	185	14	where	where	SCONJ
cana-3181	185	15	1w	1w	NUM
cana-3181	185	16	and	and	CCONJ
cana-3181	185	17	2w	2w	NUM
cana-3181	185	18	are	be	AUX
cana-3181	185	19	weights	weight	NOUN
cana-3181	185	20	that	that	PRON
cana-3181	185	21	prioritize	prioritize	VERB
cana-3181	185	22	the	the	DET
cana-3181	185	23	importance	importance	NOUN
cana-3181	185	24	of	of	ADP
cana-3181	185	25	hard	hard	ADJ
cana-3181	185	26	constraints	constraint	NOUN
cana-3181	185	27	over	over	ADP
cana-3181	185	28	soft	soft	ADJ
cana-3181	185	29	constraints	constraint	NOUN
cana-3181	185	30	.	.	PUNCT
cana-3181	186	1	mutation	mutation	NOUN
cana-3181	186	2	:	:	PUNCT
cana-3181	186	3	for	for	ADP
cana-3181	186	4	each	each	DET
cana-3181	186	5	target	target	NOUN
cana-3181	186	6	vector	vector	NOUN
cana-3181	186	7	ip	ip	NOUN
cana-3181	186	8	,	,	PUNCT
cana-3181	186	9	a	a	DET
cana-3181	186	10	mutant	mutant	ADJ
cana-3181	186	11	vector	vector	NOUN
cana-3181	186	12	iv	iv	NUM
cana-3181	186	13	is	be	AUX
cana-3181	186	14	generated	generate	VERB
cana-3181	186	15	by	by	ADP
cana-3181	186	16	adding	add	VERB
cana-3181	186	17	the	the	DET
cana-3181	186	18	weighted	weight	VERB
cana-3181	186	19	difference	difference	NOUN
cana-3181	186	20	between	between	ADP
cana-3181	186	21	two	two	NUM
cana-3181	186	22	population	population	NOUN
cana-3181	186	23	vectors	vector	NOUN
cana-3181	186	24	to	to	ADP
cana-3181	186	25	a	a	DET
cana-3181	186	26	third	third	ADJ
cana-3181	186	27	vector	vector	NOUN
cana-3181	186	28	:	:	PUNCT
cana-3181	187	1	eq	eq	NOUN
cana-3181	187	2	13	13	NUM
cana-3181	187	3	(	(	PUNCT
cana-3181	187	4	)	)	SYM
cana-3181	187	5	1	1	NUM
cana-3181	187	6	2	2	NUM
cana-3181	187	7	3i	3i	NOUN
cana-3181	187	8	r	r	NOUN
cana-3181	187	9	r	r	NOUN
cana-3181	187	10	rv	rv	NOUN
cana-3181	188	1	p	p	NOUN
cana-3181	188	2	f	f	PROPN
cana-3181	188	3	p	p	NOUN
cana-3181	188	4	p=	p=	PROPN
cana-3181	189	1	+	+	CCONJ
cana-3181	189	2			ADJ
cana-3181	189	3	−	−	NOUN
cana-3181	189	4	(	(	PUNCT
cana-3181	189	5	13	13	NUM
cana-3181	189	6	)	)	PUNCT
cana-3181	189	7	where	where	SCONJ
cana-3181	189	8	1r	1r	NUM
cana-3181	189	9	,	,	PUNCT
cana-3181	189	10	2r	2r	NUM
cana-3181	189	11	,	,	PUNCT
cana-3181	189	12	and	and	CCONJ
cana-3181	189	13	3r	3r	NUM
cana-3181	189	14	are	be	AUX
cana-3181	189	15	distinct	distinct	ADJ
cana-3181	189	16	indices	index	NOUN
cana-3181	189	17	randomly	randomly	ADV
cana-3181	189	18	chosen	choose	VERB
cana-3181	189	19	from	from	ADP
cana-3181	189	20	the	the	DET
cana-3181	189	21	population	population	NOUN
cana-3181	189	22	,	,	PUNCT
cana-3181	189	23	and	and	CCONJ
cana-3181	189	24	f	f	PROPN
cana-3181	189	25	is	be	AUX
cana-3181	189	26	the	the	DET
cana-3181	189	27	mutation	mutation	NOUN
cana-3181	189	28	factor	factor	NOUN
cana-3181	189	29	,	,	PUNCT
cana-3181	189	30	a	a	DET
cana-3181	189	31	parameter	parameter	NOUN
cana-3181	189	32	that	that	PRON
cana-3181	189	33	controls	control	VERB
cana-3181	189	34	the	the	DET
cana-3181	189	35	amplification	amplification	NOUN
cana-3181	189	36	of	of	ADP
cana-3181	189	37	the	the	DET
cana-3181	189	38	differential	differential	ADJ
cana-3181	189	39	variation	variation	NOUN
cana-3181	189	40	.	.	PUNCT
cana-3181	190	1	crossover	crossover	NOUN
cana-3181	190	2	:	:	PUNCT
cana-3181	190	3	the	the	DET
cana-3181	190	4	crossover	crossover	NOUN
cana-3181	190	5	operation	operation	NOUN
cana-3181	190	6	generates	generate	VERB
cana-3181	190	7	a	a	DET
cana-3181	190	8	trial	trial	NOUN
cana-3181	190	9	vector	vector	NOUN
cana-3181	190	10	iu	iu	ADV
cana-3181	190	11	by	by	ADP
cana-3181	190	12	mixing	mix	VERB
cana-3181	190	13	the	the	DET
cana-3181	190	14	mutant	mutant	ADJ
cana-3181	190	15	vector	vector	NOUN
cana-3181	190	16	iv	iv	ADP
cana-3181	190	17	with	with	ADP
cana-3181	190	18	the	the	DET
cana-3181	190	19	target	target	NOUN
cana-3181	190	20	vector	vector	NOUN
cana-3181	190	21	ip	ip	NOUN
cana-3181	190	22	,	,	PUNCT
cana-3181	190	23	enhancing	enhance	VERB
cana-3181	190	24	diversity	diversity	NOUN
cana-3181	190	25	in	in	ADP
cana-3181	190	26	the	the	DET
cana-3181	190	27	population	population	NOUN
cana-3181	190	28	:	:	PUNCT
cana-3181	190	29	eq	eq	NOUN
cana-3181	190	30	14	14	NUM
cana-3181	190	31	(	(	PUNCT
cana-3181	190	32	)	)	PUNCT
cana-3181	190	33	(	(	PUNCT
cana-3181	190	34	)	)	PUNCT
cana-3181	190	35	ifrand	ifrand	NOUN
cana-3181	190	36	or	or	CCONJ
cana-3181	190	37	rand	rand	NOUN
cana-3181	190	38	otherwise	otherwise	ADV
cana-3181	191	1	ij	ij	INTJ
cana-3181	192	1	ij	ij	INTJ
cana-3181	192	2	ij	ij	X
cana-3181	192	3	v	v	X
cana-3181	192	4	j	j	PROPN
cana-3181	192	5	cr	cr	PROPN
cana-3181	193	1	j	j	PROPN
cana-3181	193	2	j	j	PROPN
cana-3181	193	3	u	u	PROPN
cana-3181	193	4	p	p	NOUN
cana-3181	193	5			ADV
cana-3181	193	6			NOUN
cana-3181	193	7	=	=	NOUN
cana-3181	193	8			NUM
cana-3181	193	9	=	=	SYM
cana-3181	193	10			NUM
cana-3181	193	11			NOUN
cana-3181	193	12	(	(	PUNCT
cana-3181	193	13	14	14	NUM
cana-3181	193	14	)	)	PUNCT
cana-3181	193	15	where	where	SCONJ
cana-3181	193	16	cr	cr	PROPN
cana-3181	193	17	is	be	AUX
cana-3181	193	18	the	the	DET
cana-3181	193	19	crossover	crossover	NOUN
cana-3181	193	20	rate	rate	NOUN
cana-3181	193	21	,	,	PUNCT
cana-3181	193	22	(	(	PUNCT
cana-3181	193	23	)	)	PUNCT
cana-3181	193	24	rand	rand	NOUN
cana-3181	193	25	j	j	PROPN
cana-3181	193	26	is	be	AUX
cana-3181	193	27	a	a	DET
cana-3181	193	28	uniform	uniform	ADJ
cana-3181	193	29	random	random	ADJ
cana-3181	193	30	number	number	NOUN
cana-3181	193	31	between	between	ADP
cana-3181	193	32	0	0	NUM
cana-3181	193	33	and	and	CCONJ
cana-3181	193	34	1	1	NUM
cana-3181	193	35	,	,	PUNCT
cana-3181	193	36	and	and	CCONJ
cana-3181	193	37	(	(	PUNCT
cana-3181	193	38	)	)	PUNCT
cana-3181	193	39	rand	rand	NOUN
cana-3181	193	40	j	j	PROPN
cana-3181	193	41	ensures	ensure	VERB
cana-3181	193	42	at	at	ADV
cana-3181	193	43	least	least	ADV
cana-3181	193	44	one	one	NUM
cana-3181	193	45	component	component	NOUN
cana-3181	193	46	from	from	ADP
cana-3181	193	47	iv	iv	NUM
cana-3181	193	48	is	be	AUX
cana-3181	193	49	carried	carry	VERB
cana-3181	193	50	over	over	ADP
cana-3181	193	51	to	to	ADP
cana-3181	193	52	iu	iu	ADP
cana-3181	193	53	.	.	PUNCT
cana-3181	194	1	communications	communication	NOUN
cana-3181	194	2	on	on	ADP
cana-3181	194	3	applied	apply	VERB
cana-3181	194	4	nonlinear	nonlinear	ADJ
cana-3181	194	5	analysis	analysis	NOUN
cana-3181	194	6	issn	issn	NOUN
cana-3181	194	7	:	:	PUNCT
cana-3181	194	8	1074	1074	NUM
cana-3181	194	9	-	-	PUNCT
cana-3181	194	10	133x	133x	NUM
cana-3181	194	11	vol	vol	NOUN
cana-3181	194	12	32	32	NUM
cana-3181	194	13	no	no	NOUN
cana-3181	194	14	.	.	PUNCT
cana-3181	195	1	5s	5s	NUM
cana-3181	195	2	(	(	PUNCT
cana-3181	195	3	2025	2025	NUM
cana-3181	195	4	)	)	PUNCT
cana-3181	195	5	577	577	NUM
cana-3181	195	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3181	195	7	selection	selection	NOUN
cana-3181	195	8	the	the	DET
cana-3181	195	9	selection	selection	NOUN
cana-3181	195	10	operator	operator	NOUN
cana-3181	195	11	decides	decide	VERB
cana-3181	195	12	whether	whether	SCONJ
cana-3181	195	13	the	the	DET
cana-3181	195	14	trial	trial	NOUN
cana-3181	195	15	vector	vector	NOUN
cana-3181	195	16	iu	iu	ADP
cana-3181	195	17	or	or	CCONJ
cana-3181	195	18	the	the	DET
cana-3181	195	19	target	target	NOUN
cana-3181	195	20	vector	vector	NOUN
cana-3181	195	21	ip	ip	NOUN
cana-3181	195	22	survives	survive	VERB
cana-3181	195	23	to	to	ADP
cana-3181	195	24	the	the	DET
cana-3181	195	25	next	next	ADJ
cana-3181	195	26	generation	generation	NOUN
cana-3181	195	27	based	base	VERB
cana-3181	195	28	on	on	ADP
cana-3181	195	29	their	their	PRON
cana-3181	195	30	fitness	fitness	NOUN
cana-3181	195	31	values	value	NOUN
cana-3181	195	32	:	:	PUNCT
cana-3181	195	33	eq	eq	NOUN
cana-3181	195	34	15	15	NUM
cana-3181	195	35	(	(	PUNCT
cana-3181	195	36	)	)	PUNCT
cana-3181	195	37	(	(	PUNCT
cana-3181	195	38	)	)	PUNCT
cana-3181	195	39	'	'	PUNCT
cana-3181	195	40	if	if	SCONJ
cana-3181	195	41	otherwise	otherwise	ADV
cana-3181	195	42	i	i	PRON
cana-3181	195	43	i	i	PRON
cana-3181	195	44	i	i	PRON
cana-3181	195	45	i	i	PRON
cana-3181	195	46	i	i	PRON
cana-3181	195	47	u	u	VERB
cana-3181	195	48	f	f	NOUN
cana-3181	195	49	u	u	NOUN
cana-3181	195	50	f	f	PROPN
cana-3181	195	51	p	p	PROPN
cana-3181	195	52	p	p	X
cana-3181	195	53	p	p	X
cana-3181	195	54			NOUN
cana-3181	195	55			PROPN
cana-3181	195	56	=	=	PUNCT
cana-3181	196	1			NUM
cana-3181	196	2			NOUN
cana-3181	196	3	(	(	PUNCT
cana-3181	196	4	15	15	NUM
cana-3181	196	5	)	)	PUNCT
cana-3181	196	6	strategy	strategy	NOUN
cana-3181	196	7	parameters	parameter	NOUN
cana-3181	196	8	adjustment	adjustment	NOUN
cana-3181	196	9	:	:	PUNCT
cana-3181	196	10	the	the	DET
cana-3181	196	11	de	de	X
cana-3181	196	12	algorithm	algorithm	NOUN
cana-3181	196	13	dynamically	dynamically	ADV
cana-3181	196	14	adjusts	adjust	VERB
cana-3181	196	15	its	its	PRON
cana-3181	196	16	strategy	strategy	NOUN
cana-3181	196	17	parameters	parameter	NOUN
cana-3181	196	18	,	,	PUNCT
cana-3181	196	19	f	f	PROPN
cana-3181	196	20	and	and	CCONJ
cana-3181	196	21	cr	cr	PROPN
cana-3181	196	22	,	,	PUNCT
cana-3181	196	23	to	to	PART
cana-3181	196	24	maintain	maintain	VERB
cana-3181	196	25	a	a	DET
cana-3181	196	26	balance	balance	NOUN
cana-3181	196	27	between	between	ADP
cana-3181	196	28	exploration	exploration	NOUN
cana-3181	196	29	and	and	CCONJ
cana-3181	196	30	exploitation	exploitation	NOUN
cana-3181	196	31	,	,	PUNCT
cana-3181	196	32	facilitating	facilitate	VERB
cana-3181	196	33	convergence	convergence	NOUN
cana-3181	196	34	towards	towards	ADP
cana-3181	196	35	the	the	DET
cana-3181	196	36	optimal	optimal	ADJ
cana-3181	196	37	solution	solution	NOUN
cana-3181	196	38	.	.	PUNCT
cana-3181	197	1	adaptive	adaptive	ADJ
cana-3181	197	2	parameter	parameter	PROPN
cana-3181	197	3	control	control	NOUN
cana-3181	197	4	techniques	technique	NOUN
cana-3181	197	5	are	be	AUX
cana-3181	197	6	applied	apply	VERB
cana-3181	197	7	to	to	PART
cana-3181	197	8	adjust	adjust	VERB
cana-3181	197	9	f	f	PROPN
cana-3181	197	10	and	and	CCONJ
cana-3181	197	11	cr	cr	PROPN
cana-3181	197	12	over	over	ADP
cana-3181	197	13	generations	generation	NOUN
cana-3181	197	14	.	.	PUNCT
cana-3181	198	1	objective	objective	ADJ
cana-3181	198	2	function	function	NOUN
cana-3181	198	3	:	:	PUNCT
cana-3181	198	4	the	the	DET
cana-3181	198	5	objective	objective	NOUN
cana-3181	198	6	of	of	ADP
cana-3181	198	7	the	the	DET
cana-3181	198	8	de	de	X
cana-3181	198	9	algorithm	algorithm	NOUN
cana-3181	198	10	is	be	AUX
cana-3181	198	11	to	to	PART
cana-3181	198	12	minimize	minimize	VERB
cana-3181	198	13	the	the	DET
cana-3181	198	14	fitness	fitness	NOUN
cana-3181	198	15	function	function	NOUN
cana-3181	198	16	across	across	ADP
cana-3181	198	17	all	all	DET
cana-3181	198	18	potential	potential	ADJ
cana-3181	198	19	solutions	solution	NOUN
cana-3181	198	20	in	in	ADP
cana-3181	198	21	the	the	DET
cana-3181	198	22	population	population	NOUN
cana-3181	198	23	,	,	PUNCT
cana-3181	198	24	converging	converge	VERB
cana-3181	198	25	on	on	ADP
cana-3181	198	26	a	a	DET
cana-3181	198	27	solution	solution	NOUN
cana-3181	198	28	*	*	PUNCT
cana-3181	198	29	p	p	NOUN
cana-3181	198	30	that	that	PRON
cana-3181	198	31	represents	represent	VERB
cana-3181	198	32	an	an	DET
cana-3181	198	33	optimized	optimize	VERB
cana-3181	198	34	timetable	timetable	NOUN
cana-3181	198	35	configuration	configuration	NOUN
cana-3181	198	36	:	:	PUNCT
cana-3181	198	37	eq	eq	NOUN
cana-3181	198	38	16	16	NUM
cana-3181	198	39	(	(	PUNCT
cana-3181	198	40	)	)	PUNCT
cana-3181	198	41	*	*	PUNCT
cana-3181	198	42	argmin	argmin	PROPN
cana-3181	198	43	   	   	SPACE
cana-3181	198	44	i	i	PRON
cana-3181	199	1	i	i	PRON
cana-3181	199	2	p	p	VERB
cana-3181	199	3	p	p	X
cana-3181	199	4	p	p	X
cana-3181	199	5	f	f	PROPN
cana-3181	199	6	p	p	PROPN
cana-3181	199	7			PROPN
cana-3181	199	8	=	=	PUNCT
cana-3181	199	9	(	(	PUNCT
cana-3181	199	10	16	16	NUM
cana-3181	199	11	)	)	PUNCT
cana-3181	199	12	3.5	3.5	NUM
cana-3181	199	13	.	.	PUNCT
cana-3181	200	1	evaluation	evaluation	NOUN
cana-3181	200	2	module	module	NOUN
cana-3181	200	3	evaluation	evaluation	NOUN
cana-3181	200	4	module	module	NOUN
cana-3181	200	5	serves	serve	VERB
cana-3181	200	6	as	as	ADP
cana-3181	200	7	the	the	DET
cana-3181	200	8	quality	quality	NOUN
cana-3181	200	9	control	control	NOUN
cana-3181	200	10	mechanism	mechanism	NOUN
cana-3181	200	11	,	,	PUNCT
cana-3181	200	12	assessing	assess	VERB
cana-3181	200	13	the	the	DET
cana-3181	200	14	effectiveness	effectiveness	NOUN
cana-3181	200	15	of	of	ADP
cana-3181	200	16	the	the	DET
cana-3181	200	17	generated	generate	VERB
cana-3181	200	18	timetables	timetable	NOUN
cana-3181	200	19	against	against	ADP
cana-3181	200	20	predefined	predefine	VERB
cana-3181	200	21	metrics	metric	NOUN
cana-3181	200	22	.	.	PUNCT
cana-3181	201	1	these	these	DET
cana-3181	201	2	metrics	metric	NOUN
cana-3181	201	3	evaluate	evaluate	VERB
cana-3181	201	4	how	how	SCONJ
cana-3181	201	5	well	well	ADV
cana-3181	201	6	the	the	DET
cana-3181	201	7	timetables	timetable	NOUN
cana-3181	201	8	comply	comply	VERB
cana-3181	201	9	with	with	ADP
cana-3181	201	10	the	the	DET
cana-3181	201	11	hard	hard	ADJ
cana-3181	201	12	and	and	CCONJ
cana-3181	201	13	soft	soft	ADJ
cana-3181	201	14	constraints	constraint	NOUN
cana-3181	201	15	,	,	PUNCT
cana-3181	201	16	their	their	PRON
cana-3181	201	17	efficiency	efficiency	NOUN
cana-3181	201	18	in	in	ADP
cana-3181	201	19	utilizing	utilize	VERB
cana-3181	201	20	resources	resource	NOUN
cana-3181	201	21	,	,	PUNCT
cana-3181	201	22	and	and	CCONJ
cana-3181	201	23	the	the	DET
cana-3181	201	24	level	level	NOUN
cana-3181	201	25	of	of	ADP
cana-3181	201	26	satisfaction	satisfaction	NOUN
cana-3181	201	27	among	among	ADP
cana-3181	201	28	stakeholders	stakeholder	NOUN
cana-3181	201	29	.	.	PUNCT
cana-3181	202	1	the	the	DET
cana-3181	202	2	feedback	feedback	NOUN
cana-3181	202	3	mechanism	mechanism	NOUN
cana-3181	202	4	within	within	ADP
cana-3181	202	5	this	this	DET
cana-3181	202	6	module	module	NOUN
cana-3181	202	7	plays	play	VERB
cana-3181	202	8	a	a	DET
cana-3181	202	9	vital	vital	ADJ
cana-3181	202	10	role	role	NOUN
cana-3181	202	11	in	in	ADP
cana-3181	202	12	the	the	DET
cana-3181	202	13	iterative	iterative	NOUN
cana-3181	202	14	improvement	improvement	NOUN
cana-3181	202	15	of	of	ADP
cana-3181	202	16	the	the	DET
cana-3181	202	17	model	model	NOUN
cana-3181	202	18	,	,	PUNCT
cana-3181	202	19	allowing	allow	VERB
cana-3181	202	20	for	for	ADP
cana-3181	202	21	adjustments	adjustment	NOUN
cana-3181	202	22	based	base	VERB
cana-3181	202	23	on	on	ADP
cana-3181	202	24	real	real	ADJ
cana-3181	202	25	-	-	PUNCT
cana-3181	202	26	world	world	NOUN
cana-3181	202	27	feedback	feedback	NOUN
cana-3181	202	28	and	and	CCONJ
cana-3181	202	29	changing	change	VERB
cana-3181	202	30	requirements	requirement	NOUN
cana-3181	202	31	.	.	PUNCT
cana-3181	203	1	3.6	3.6	NUM
cana-3181	203	2	.	.	PUNCT
cana-3181	204	1	output	output	NOUN
cana-3181	204	2	layer	layer	NOUN
cana-3181	204	3	output	output	NOUN
cana-3181	204	4	layer	layer	NOUN
cana-3181	204	5	is	be	AUX
cana-3181	204	6	where	where	SCONJ
cana-3181	204	7	the	the	DET
cana-3181	204	8	optimized	optimize	VERB
cana-3181	204	9	timetables	timetable	NOUN
cana-3181	204	10	are	be	AUX
cana-3181	204	11	presented	present	VERB
cana-3181	204	12	,	,	PUNCT
cana-3181	204	13	marking	mark	VERB
cana-3181	204	14	the	the	DET
cana-3181	204	15	culmination	culmination	NOUN
cana-3181	204	16	of	of	ADP
cana-3181	204	17	the	the	DET
cana-3181	204	18	process	process	NOUN
cana-3181	204	19	.	.	PUNCT
cana-3181	205	1	this	this	DET
cana-3181	205	2	layer	layer	NOUN
cana-3181	205	3	not	not	PART
cana-3181	205	4	only	only	ADV
cana-3181	205	5	delivers	deliver	VERB
cana-3181	205	6	the	the	DET
cana-3181	205	7	final	final	ADJ
cana-3181	205	8	timetable	timetable	NOUN
cana-3181	205	9	configurations	configuration	NOUN
cana-3181	205	10	that	that	PRON
cana-3181	205	11	have	have	AUX
cana-3181	205	12	been	be	AUX
cana-3181	205	13	refined	refine	VERB
cana-3181	205	14	through	through	ADP
cana-3181	205	15	the	the	DET
cana-3181	205	16	de	de	X
cana-3181	205	17	optimization	optimization	NOUN
cana-3181	205	18	process	process	NOUN
cana-3181	205	19	but	but	CCONJ
cana-3181	205	20	also	also	ADV
cana-3181	205	21	provides	provide	VERB
cana-3181	205	22	tools	tool	NOUN
cana-3181	205	23	for	for	ADP
cana-3181	205	24	visualization	visualization	NOUN
cana-3181	205	25	and	and	CCONJ
cana-3181	205	26	analysis	analysis	NOUN
cana-3181	205	27	.	.	PUNCT
cana-3181	206	1	these	these	DET
cana-3181	206	2	tools	tool	NOUN
cana-3181	206	3	help	help	VERB
cana-3181	206	4	stakeholders	stakeholder	NOUN
cana-3181	206	5	understand	understand	VERB
cana-3181	206	6	the	the	DET
cana-3181	206	7	reasoning	reasoning	NOUN
cana-3181	206	8	behind	behind	ADP
cana-3181	206	9	timetable	timetable	NOUN
cana-3181	206	10	decisions	decision	NOUN
cana-3181	206	11	,	,	PUNCT
cana-3181	206	12	highlight	highlight	VERB
cana-3181	206	13	successes	success	NOUN
cana-3181	206	14	,	,	PUNCT
cana-3181	206	15	and	and	CCONJ
cana-3181	206	16	identify	identify	VERB
cana-3181	206	17	areas	area	NOUN
cana-3181	206	18	for	for	ADP
cana-3181	206	19	future	future	ADJ
cana-3181	206	20	improvement	improvement	NOUN
cana-3181	206	21	,	,	PUNCT
cana-3181	206	22	ensuring	ensure	VERB
cana-3181	206	23	that	that	SCONJ
cana-3181	206	24	the	the	DET
cana-3181	206	25	output	output	NOUN
cana-3181	206	26	is	be	AUX
cana-3181	206	27	not	not	PART
cana-3181	206	28	just	just	ADV
cana-3181	206	29	a	a	DET
cana-3181	206	30	set	set	NOUN
cana-3181	206	31	of	of	ADP
cana-3181	206	32	data	datum	NOUN
cana-3181	206	33	but	but	CCONJ
cana-3181	206	34	a	a	DET
cana-3181	206	35	comprehensive	comprehensive	ADJ
cana-3181	206	36	solution	solution	NOUN
cana-3181	206	37	tailored	tailor	VERB
cana-3181	206	38	to	to	PART
cana-3181	206	39	meet	meet	VERB
cana-3181	206	40	the	the	DET
cana-3181	206	41	institution	institution	NOUN
cana-3181	206	42	’s	’s	PART
cana-3181	206	43	needs	need	NOUN
cana-3181	206	44	.	.	PUNCT
cana-3181	207	1	together	together	ADV
cana-3181	207	2	,	,	PUNCT
cana-3181	207	3	these	these	DET
cana-3181	207	4	layers	layer	NOUN
cana-3181	207	5	form	form	VERB
cana-3181	207	6	a	a	DET
cana-3181	207	7	cohesive	cohesive	ADJ
cana-3181	207	8	and	and	CCONJ
cana-3181	207	9	dynamic	dynamic	ADJ
cana-3181	207	10	architecture	architecture	NOUN
cana-3181	207	11	designed	design	VERB
cana-3181	207	12	to	to	PART
cana-3181	207	13	tackle	tackle	VERB
cana-3181	207	14	the	the	DET
cana-3181	207	15	complexities	complexity	NOUN
cana-3181	207	16	of	of	ADP
cana-3181	207	17	timetable	timetable	NOUN
cana-3181	207	18	generation	generation	NOUN
cana-3181	207	19	in	in	ADP
cana-3181	207	20	an	an	DET
cana-3181	207	21	educational	educational	ADJ
cana-3181	207	22	context	context	NOUN
cana-3181	207	23	,	,	PUNCT
cana-3181	207	24	leveraging	leverage	VERB
cana-3181	207	25	the	the	DET
cana-3181	207	26	power	power	NOUN
cana-3181	207	27	of	of	ADP
cana-3181	207	28	differential	differential	ADJ
cana-3181	207	29	evolution	evolution	NOUN
cana-3181	207	30	to	to	PART
cana-3181	207	31	navigate	navigate	VERB
cana-3181	207	32	the	the	DET
cana-3181	207	33	multidimensional	multidimensional	ADJ
cana-3181	207	34	optimization	optimization	NOUN
cana-3181	207	35	landscape	landscape	NOUN
cana-3181	207	36	efficiently	efficiently	ADV
cana-3181	207	37	.	.	PUNCT
cana-3181	208	1	the	the	DET
cana-3181	208	2	architecture	architecture	NOUN
cana-3181	208	3	integrates	integrate	VERB
cana-3181	208	4	these	these	DET
cana-3181	208	5	modules	module	NOUN
cana-3181	208	6	in	in	ADP
cana-3181	208	7	a	a	DET
cana-3181	208	8	sequential	sequential	ADJ
cana-3181	208	9	and	and	CCONJ
cana-3181	208	10	iterative	iterative	NOUN
cana-3181	208	11	manner	manner	NOUN
cana-3181	208	12	,	,	PUNCT
cana-3181	208	13	allowing	allow	VERB
cana-3181	208	14	for	for	ADP
cana-3181	208	15	continuous	continuous	ADJ
cana-3181	208	16	refinement	refinement	NOUN
cana-3181	208	17	of	of	ADP
cana-3181	208	18	the	the	DET
cana-3181	208	19	timetable	timetable	NOUN
cana-3181	208	20	generation	generation	NOUN
cana-3181	208	21	process	process	NOUN
cana-3181	208	22	based	base	VERB
cana-3181	208	23	on	on	ADP
cana-3181	208	24	feedback	feedback	NOUN
cana-3181	208	25	and	and	CCONJ
cana-3181	208	26	evolving	evolve	VERB
cana-3181	208	27	requirements	requirement	NOUN
cana-3181	208	28	.	.	PUNCT
cana-3181	209	1	the	the	DET
cana-3181	209	2	de	de	PROPN
cana-3181	209	3	engine	engine	NOUN
cana-3181	209	4	’s	’s	PART
cana-3181	209	5	flexibility	flexibility	NOUN
cana-3181	209	6	and	and	CCONJ
cana-3181	209	7	robustness	robustness	NOUN
cana-3181	209	8	make	make	VERB
cana-3181	209	9	it	it	PRON
cana-3181	209	10	particularly	particularly	ADV
cana-3181	209	11	suitable	suitable	ADJ
cana-3181	209	12	for	for	ADP
cana-3181	209	13	addressing	address	VERB
cana-3181	209	14	the	the	DET
cana-3181	209	15	complex	complex	ADJ
cana-3181	209	16	,	,	PUNCT
cana-3181	209	17	multidimensional	multidimensional	ADJ
cana-3181	209	18	optimization	optimization	NOUN
cana-3181	209	19	problem	problem	NOUN
cana-3181	209	20	posed	pose	VERB
cana-3181	209	21	by	by	ADP
cana-3181	209	22	timetable	timetable	NOUN
cana-3181	209	23	generation	generation	NOUN
cana-3181	209	24	,	,	PUNCT
cana-3181	209	25	ensuring	ensure	VERB
cana-3181	209	26	that	that	SCONJ
cana-3181	209	27	the	the	DET
cana-3181	209	28	final	final	ADJ
cana-3181	209	29	outputs	output	NOUN
cana-3181	209	30	are	be	AUX
cana-3181	209	31	both	both	CCONJ
cana-3181	209	32	practical	practical	ADJ
cana-3181	209	33	and	and	CCONJ
cana-3181	209	34	optimized	optimize	VERB
cana-3181	209	35	for	for	ADP
cana-3181	209	36	stakeholder	stakeholder	NOUN
cana-3181	209	37	needs	need	NOUN
cana-3181	209	38	.	.	PUNCT
cana-3181	210	1	4	4	X
cana-3181	210	2	.	.	X
cana-3181	210	3	experimental	experimental	ADJ
cana-3181	210	4	study	study	NOUN
cana-3181	210	5	the	the	DET
cana-3181	210	6	experimental	experimental	ADJ
cana-3181	210	7	study	study	NOUN
cana-3181	210	8	conducted	conduct	VERB
cana-3181	210	9	to	to	PART
cana-3181	210	10	validate	validate	VERB
cana-3181	210	11	the	the	DET
cana-3181	210	12	efficacy	efficacy	NOUN
cana-3181	210	13	of	of	ADP
cana-3181	210	14	the	the	DET
cana-3181	210	15	proposed	propose	VERB
cana-3181	210	16	framework	framework	NOUN
cana-3181	210	17	for	for	ADP
cana-3181	210	18	optimizing	optimize	VERB
cana-3181	210	19	educational	educational	ADJ
cana-3181	210	20	timetables	timetable	NOUN
cana-3181	210	21	involved	involve	VERB
cana-3181	210	22	a	a	DET
cana-3181	210	23	comprehensive	comprehensive	ADJ
cana-3181	210	24	approach	approach	NOUN
cana-3181	210	25	tailored	tailor	VERB
cana-3181	210	26	to	to	ADP
cana-3181	210	27	the	the	DET
cana-3181	210	28	nuanced	nuanced	ADJ
cana-3181	210	29	demands	demand	NOUN
cana-3181	210	30	of	of	ADP
cana-3181	210	31	communications	communication	NOUN
cana-3181	210	32	on	on	ADP
cana-3181	210	33	applied	apply	VERB
cana-3181	210	34	nonlinear	nonlinear	ADJ
cana-3181	210	35	analysis	analysis	NOUN
cana-3181	210	36	issn	issn	NOUN
cana-3181	210	37	:	:	PUNCT
cana-3181	210	38	1074	1074	NUM
cana-3181	210	39	-	-	PUNCT
cana-3181	210	40	133x	133x	NUM
cana-3181	210	41	vol	vol	NOUN
cana-3181	210	42	32	32	NUM
cana-3181	210	43	no	no	NOUN
cana-3181	210	44	.	.	PUNCT
cana-3181	211	1	5s	5s	NUM
cana-3181	211	2	(	(	PUNCT
cana-3181	211	3	2025	2025	NUM
cana-3181	211	4	)	)	PUNCT
cana-3181	211	5	578	578	NUM
cana-3181	211	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3181	211	7	academic	academic	ADJ
cana-3181	211	8	scheduling	scheduling	NOUN
cana-3181	211	9	.	.	PUNCT
cana-3181	212	1	this	this	DET
cana-3181	212	2	study	study	NOUN
cana-3181	212	3	aimed	aim	VERB
cana-3181	212	4	to	to	PART
cana-3181	212	5	assess	assess	VERB
cana-3181	212	6	the	the	DET
cana-3181	212	7	framework	framework	NOUN
cana-3181	212	8	’s	’s	PART
cana-3181	212	9	capacity	capacity	NOUN
cana-3181	212	10	to	to	PART
cana-3181	212	11	generate	generate	VERB
cana-3181	212	12	viable	viable	ADJ
cana-3181	212	13	timetables	timetable	NOUN
cana-3181	212	14	that	that	PRON
cana-3181	212	15	adhere	adhere	VERB
cana-3181	212	16	to	to	ADP
cana-3181	212	17	a	a	DET
cana-3181	212	18	set	set	NOUN
cana-3181	212	19	of	of	ADP
cana-3181	212	20	defined	define	VERB
cana-3181	212	21	constraints	constraint	NOUN
cana-3181	212	22	and	and	CCONJ
cana-3181	212	23	preferences	preference	NOUN
cana-3181	212	24	,	,	PUNCT
cana-3181	212	25	thereby	thereby	ADV
cana-3181	212	26	enhancing	enhance	VERB
cana-3181	212	27	resource	resource	NOUN
cana-3181	212	28	utilization	utilization	NOUN
cana-3181	212	29	and	and	CCONJ
cana-3181	212	30	stakeholder	stakeholder	NOUN
cana-3181	212	31	satisfaction	satisfaction	NOUN
cana-3181	212	32	within	within	ADP
cana-3181	212	33	academic	academic	ADJ
cana-3181	212	34	institutions	institution	NOUN
cana-3181	212	35	.	.	PUNCT
cana-3181	213	1	commencing	commence	VERB
cana-3181	213	2	with	with	ADP
cana-3181	213	3	the	the	DET
cana-3181	213	4	collection	collection	NOUN
cana-3181	213	5	of	of	ADP
cana-3181	213	6	real	real	ADJ
cana-3181	213	7	-	-	PUNCT
cana-3181	213	8	world	world	NOUN
cana-3181	213	9	data	datum	NOUN
cana-3181	213	10	from	from	ADP
cana-3181	213	11	several	several	ADJ
cana-3181	213	12	academic	academic	ADJ
cana-3181	213	13	institutions	institution	NOUN
cana-3181	213	14	,	,	PUNCT
cana-3181	213	15	the	the	DET
cana-3181	213	16	study	study	NOUN
cana-3181	213	17	encompassed	encompass	VERB
cana-3181	213	18	a	a	DET
cana-3181	213	19	wide	wide	ADJ
cana-3181	213	20	array	array	NOUN
cana-3181	213	21	of	of	ADP
cana-3181	213	22	variables	variable	NOUN
cana-3181	213	23	including	include	VERB
cana-3181	213	24	teacher	teacher	NOUN
cana-3181	213	25	schedules	schedule	NOUN
cana-3181	213	26	,	,	PUNCT
cana-3181	213	27	course	course	NOUN
cana-3181	213	28	requirements	requirement	NOUN
cana-3181	213	29	,	,	PUNCT
cana-3181	213	30	classroom	classroom	NOUN
cana-3181	213	31	availability	availability	NOUN
cana-3181	213	32	,	,	PUNCT
cana-3181	213	33	and	and	CCONJ
cana-3181	213	34	explicit	explicit	ADJ
cana-3181	213	35	institutional	institutional	ADJ
cana-3181	213	36	constraints	constraint	NOUN
cana-3181	213	37	.	.	PUNCT
cana-3181	214	1	this	this	DET
cana-3181	214	2	data	datum	NOUN
cana-3181	214	3	underwent	undergo	VERB
cana-3181	214	4	a	a	DET
cana-3181	214	5	meticulous	meticulous	ADJ
cana-3181	214	6	preprocessing	preprocessing	NOUN
cana-3181	214	7	phase	phase	NOUN
cana-3181	214	8	to	to	PART
cana-3181	214	9	ensure	ensure	VERB
cana-3181	214	10	uniformity	uniformity	NOUN
cana-3181	214	11	and	and	CCONJ
cana-3181	214	12	precision	precision	NOUN
cana-3181	214	13	,	,	PUNCT
cana-3181	214	14	setting	set	VERB
cana-3181	214	15	the	the	DET
cana-3181	214	16	stage	stage	NOUN
cana-3181	214	17	for	for	ADP
cana-3181	214	18	the	the	DET
cana-3181	214	19	subsequent	subsequent	ADJ
cana-3181	214	20	feature	feature	NOUN
cana-3181	214	21	engineering	engineering	NOUN
cana-3181	214	22	process	process	NOUN
cana-3181	214	23	.	.	PUNCT
cana-3181	215	1	during	during	ADP
cana-3181	215	2	this	this	DET
cana-3181	215	3	phase	phase	NOUN
cana-3181	215	4	,	,	PUNCT
cana-3181	215	5	critical	critical	ADJ
cana-3181	215	6	features	feature	NOUN
cana-3181	215	7	such	such	ADJ
cana-3181	215	8	as	as	ADP
cana-3181	215	9	time	time	NOUN
cana-3181	215	10	slots	slot	NOUN
cana-3181	215	11	,	,	PUNCT
cana-3181	215	12	teacher	teacher	NOUN
cana-3181	215	13	qualifications	qualification	NOUN
cana-3181	215	14	,	,	PUNCT
cana-3181	215	15	course	course	NOUN
cana-3181	215	16	priorities	priority	NOUN
cana-3181	215	17	,	,	PUNCT
cana-3181	215	18	and	and	CCONJ
cana-3181	215	19	classroom	classroom	NOUN
cana-3181	215	20	attributes	attribute	NOUN
cana-3181	215	21	were	be	AUX
cana-3181	215	22	identified	identify	VERB
cana-3181	215	23	and	and	CCONJ
cana-3181	215	24	transformed	transform	VERB
cana-3181	215	25	into	into	ADP
cana-3181	215	26	a	a	DET
cana-3181	215	27	format	format	NOUN
cana-3181	215	28	conducive	conducive	ADJ
cana-3181	215	29	to	to	ADP
cana-3181	215	30	optimization	optimization	NOUN
cana-3181	215	31	.	.	PUNCT
cana-3181	216	1	the	the	DET
cana-3181	216	2	heart	heart	NOUN
cana-3181	216	3	of	of	ADP
cana-3181	216	4	the	the	DET
cana-3181	216	5	study	study	NOUN
cana-3181	216	6	revolved	revolve	VERB
cana-3181	216	7	around	around	ADP
cana-3181	216	8	the	the	DET
cana-3181	216	9	optimization	optimization	NOUN
cana-3181	216	10	process	process	NOUN
cana-3181	216	11	,	,	PUNCT
cana-3181	216	12	where	where	SCONJ
cana-3181	216	13	the	the	DET
cana-3181	216	14	differential	differential	ADJ
cana-3181	216	15	evolution	evolution	NOUN
cana-3181	216	16	algorithm	algorithm	PROPN
cana-3181	216	17	was	be	AUX
cana-3181	216	18	employed	employ	VERB
cana-3181	216	19	to	to	PART
cana-3181	216	20	sift	sift	VERB
cana-3181	216	21	through	through	ADP
cana-3181	216	22	potential	potential	ADJ
cana-3181	216	23	timetable	timetable	NOUN
cana-3181	216	24	configurations	configuration	NOUN
cana-3181	216	25	.	.	PUNCT
cana-3181	217	1	this	this	DET
cana-3181	217	2	iterative	iterative	NOUN
cana-3181	217	3	process	process	NOUN
cana-3181	217	4	aimed	aim	VERB
cana-3181	217	5	to	to	PART
cana-3181	217	6	evolve	evolve	VERB
cana-3181	217	7	these	these	DET
cana-3181	217	8	configurations	configuration	NOUN
cana-3181	217	9	towards	towards	ADP
cana-3181	217	10	an	an	DET
cana-3181	217	11	optimal	optimal	ADJ
cana-3181	217	12	solution	solution	NOUN
cana-3181	217	13	,	,	PUNCT
cana-3181	217	14	balancing	balance	VERB
cana-3181	217	15	the	the	DET
cana-3181	217	16	need	need	NOUN
cana-3181	217	17	to	to	PART
cana-3181	217	18	satisfy	satisfy	VERB
cana-3181	217	19	both	both	CCONJ
cana-3181	217	20	hard	hard	ADJ
cana-3181	217	21	(	(	PUNCT
cana-3181	217	22	mandatory	mandatory	ADJ
cana-3181	217	23	)	)	PUNCT
cana-3181	217	24	and	and	CCONJ
cana-3181	217	25	soft	soft	ADJ
cana-3181	217	26	(	(	PUNCT
cana-3181	217	27	preferable	preferable	ADJ
cana-3181	217	28	)	)	PUNCT
cana-3181	217	29	constraints	constraint	NOUN
cana-3181	217	30	defined	define	VERB
cana-3181	217	31	prior	prior	ADV
cana-3181	217	32	to	to	ADP
cana-3181	217	33	the	the	DET
cana-3181	217	34	optimization	optimization	NOUN
cana-3181	217	35	phase	phase	NOUN
cana-3181	217	36	.	.	PUNCT
cana-3181	218	1	evaluation	evaluation	NOUN
cana-3181	218	2	of	of	ADP
cana-3181	218	3	the	the	DET
cana-3181	218	4	generated	generate	VERB
cana-3181	218	5	timetables	timetable	NOUN
cana-3181	218	6	was	be	AUX
cana-3181	218	7	conducted	conduct	VERB
cana-3181	218	8	using	use	VERB
cana-3181	218	9	a	a	DET
cana-3181	218	10	set	set	NOUN
cana-3181	218	11	of	of	ADP
cana-3181	218	12	metrics	metric	NOUN
cana-3181	218	13	specifically	specifically	ADV
cana-3181	218	14	designed	design	VERB
cana-3181	218	15	to	to	PART
cana-3181	218	16	measure	measure	VERB
cana-3181	218	17	constraint	constraint	NOUN
cana-3181	218	18	compliance	compliance	NOUN
cana-3181	218	19	,	,	PUNCT
cana-3181	218	20	efficiency	efficiency	NOUN
cana-3181	218	21	in	in	ADP
cana-3181	218	22	resource	resource	NOUN
cana-3181	218	23	utilization	utilization	NOUN
cana-3181	218	24	,	,	PUNCT
cana-3181	218	25	and	and	CCONJ
cana-3181	218	26	the	the	DET
cana-3181	218	27	level	level	NOUN
cana-3181	218	28	of	of	ADP
cana-3181	218	29	satisfaction	satisfaction	NOUN
cana-3181	218	30	among	among	ADP
cana-3181	218	31	teachers	teacher	NOUN
cana-3181	218	32	and	and	CCONJ
cana-3181	218	33	students	student	NOUN
cana-3181	218	34	.	.	PUNCT
cana-3181	219	1	the	the	DET
cana-3181	219	2	results	result	NOUN
cana-3181	219	3	of	of	ADP
cana-3181	219	4	this	this	DET
cana-3181	219	5	evaluation	evaluation	NOUN
cana-3181	219	6	presented	present	VERB
cana-3181	219	7	compelling	compelling	ADJ
cana-3181	219	8	evidence	evidence	NOUN
cana-3181	219	9	of	of	ADP
cana-3181	219	10	the	the	DET
cana-3181	219	11	framework	framework	NOUN
cana-3181	219	12	’s	’s	PART
cana-3181	219	13	success	success	NOUN
cana-3181	219	14	.	.	PUNCT
cana-3181	220	1	it	it	PRON
cana-3181	220	2	demonstrated	demonstrate	VERB
cana-3181	220	3	an	an	DET
cana-3181	220	4	impressive	impressive	ADJ
cana-3181	220	5	ability	ability	NOUN
cana-3181	220	6	to	to	PART
cana-3181	220	7	adhere	adhere	VERB
cana-3181	220	8	to	to	ADP
cana-3181	220	9	all	all	DET
cana-3181	220	10	hard	hard	ADJ
cana-3181	220	11	constraints	constraint	NOUN
cana-3181	220	12	while	while	SCONJ
cana-3181	220	13	maximizing	maximize	VERB
cana-3181	220	14	compliance	compliance	NOUN
cana-3181	220	15	with	with	ADP
cana-3181	220	16	soft	soft	ADJ
cana-3181	220	17	constraints	constraint	NOUN
cana-3181	220	18	in	in	ADP
cana-3181	220	19	a	a	DET
cana-3181	220	20	vast	vast	ADJ
cana-3181	220	21	majority	majority	NOUN
cana-3181	220	22	of	of	ADP
cana-3181	220	23	cases	case	NOUN
cana-3181	220	24	.	.	PUNCT
cana-3181	221	1	moreover	moreover	ADV
cana-3181	221	2	,	,	PUNCT
cana-3181	221	3	there	there	PRON
cana-3181	221	4	was	be	VERB
cana-3181	221	5	a	a	DET
cana-3181	221	6	noticeable	noticeable	ADJ
cana-3181	221	7	improvement	improvement	NOUN
cana-3181	221	8	in	in	ADP
cana-3181	221	9	the	the	DET
cana-3181	221	10	utilization	utilization	NOUN
cana-3181	221	11	of	of	ADP
cana-3181	221	12	classrooms	classroom	NOUN
cana-3181	221	13	and	and	CCONJ
cana-3181	221	14	teaching	teaching	NOUN
cana-3181	221	15	resources	resource	NOUN
cana-3181	221	16	,	,	PUNCT
cana-3181	221	17	with	with	ADP
cana-3181	221	18	significant	significant	ADJ
cana-3181	221	19	reductions	reduction	NOUN
cana-3181	221	20	in	in	ADP
cana-3181	221	21	idle	idle	ADJ
cana-3181	221	22	periods	period	NOUN
cana-3181	221	23	and	and	CCONJ
cana-3181	221	24	underutilized	underutilized	ADJ
cana-3181	221	25	spaces	space	NOUN
cana-3181	221	26	.	.	PUNCT
cana-3181	222	1	feedback	feedback	NOUN
cana-3181	222	2	gathered	gather	VERB
cana-3181	222	3	from	from	ADP
cana-3181	222	4	faculty	faculty	NOUN
cana-3181	222	5	and	and	CCONJ
cana-3181	222	6	students	student	NOUN
cana-3181	222	7	further	far	ADV
cana-3181	222	8	underscored	underscore	VERB
cana-3181	222	9	the	the	DET
cana-3181	222	10	framework	framework	NOUN
cana-3181	222	11	’s	’s	PART
cana-3181	222	12	effectiveness	effectiveness	NOUN
cana-3181	222	13	,	,	PUNCT
cana-3181	222	14	revealing	reveal	VERB
cana-3181	222	15	a	a	DET
cana-3181	222	16	higher	high	ADJ
cana-3181	222	17	degree	degree	NOUN
cana-3181	222	18	of	of	ADP
cana-3181	222	19	satisfaction	satisfaction	NOUN
cana-3181	222	20	with	with	ADP
cana-3181	222	21	the	the	DET
cana-3181	222	22	timetables	timetable	NOUN
cana-3181	222	23	generated	generate	VERB
cana-3181	222	24	,	,	PUNCT
cana-3181	222	25	particularly	particularly	ADV
cana-3181	222	26	with	with	ADP
cana-3181	222	27	respect	respect	NOUN
cana-3181	222	28	to	to	ADP
cana-3181	222	29	meeting	meet	VERB
cana-3181	222	30	preferences	preference	NOUN
cana-3181	222	31	and	and	CCONJ
cana-3181	222	32	reducing	reduce	VERB
cana-3181	222	33	scheduling	scheduling	NOUN
cana-3181	222	34	conflicts	conflict	NOUN
cana-3181	222	35	.	.	PUNCT
cana-3181	223	1	the	the	DET
cana-3181	223	2	findings	finding	NOUN
cana-3181	223	3	from	from	ADP
cana-3181	223	4	this	this	DET
cana-3181	223	5	experimental	experimental	ADJ
cana-3181	223	6	study	study	NOUN
cana-3181	223	7	underscored	underscore	VERB
cana-3181	223	8	the	the	DET
cana-3181	223	9	potential	potential	NOUN
cana-3181	223	10	of	of	ADP
cana-3181	223	11	the	the	DET
cana-3181	223	12	proposed	propose	VERB
cana-3181	223	13	framework	framework	NOUN
cana-3181	223	14	to	to	PART
cana-3181	223	15	significantly	significantly	ADV
cana-3181	223	16	enhance	enhance	VERB
cana-3181	223	17	the	the	DET
cana-3181	223	18	process	process	NOUN
cana-3181	223	19	of	of	ADP
cana-3181	223	20	educational	educational	ADJ
cana-3181	223	21	timetable	timetable	NOUN
cana-3181	223	22	optimization	optimization	NOUN
cana-3181	223	23	.	.	PUNCT
cana-3181	224	1	by	by	ADP
cana-3181	224	2	leveraging	leverage	VERB
cana-3181	224	3	the	the	DET
cana-3181	224	4	differential	differential	ADJ
cana-3181	224	5	evolution	evolution	NOUN
cana-3181	224	6	algorithm	algorithm	NOUN
cana-3181	224	7	,	,	PUNCT
cana-3181	224	8	the	the	DET
cana-3181	224	9	study	study	NOUN
cana-3181	224	10	showcased	showcase	VERB
cana-3181	224	11	the	the	DET
cana-3181	224	12	advantages	advantage	NOUN
cana-3181	224	13	of	of	ADP
cana-3181	224	14	an	an	DET
cana-3181	224	15	evolutionary	evolutionary	ADJ
cana-3181	224	16	approach	approach	NOUN
cana-3181	224	17	to	to	ADP
cana-3181	224	18	tackling	tackle	VERB
cana-3181	224	19	the	the	DET
cana-3181	224	20	complex	complex	ADJ
cana-3181	224	21	challenge	challenge	NOUN
cana-3181	224	22	of	of	ADP
cana-3181	224	23	scheduling	scheduling	NOUN
cana-3181	224	24	.	.	PUNCT
cana-3181	225	1	furthermore	furthermore	ADV
cana-3181	225	2	,	,	PUNCT
cana-3181	225	3	the	the	DET
cana-3181	225	4	importance	importance	NOUN
cana-3181	225	5	of	of	ADP
cana-3181	225	6	detailed	detailed	ADJ
cana-3181	225	7	feature	feature	NOUN
cana-3181	225	8	engineering	engineering	NOUN
cana-3181	225	9	and	and	CCONJ
cana-3181	225	10	the	the	DET
cana-3181	225	11	strategic	strategic	ADJ
cana-3181	225	12	definition	definition	NOUN
cana-3181	225	13	of	of	ADP
cana-3181	225	14	constraints	constraint	NOUN
cana-3181	225	15	were	be	AUX
cana-3181	225	16	highlighted	highlight	VERB
cana-3181	225	17	as	as	ADP
cana-3181	225	18	crucial	crucial	ADJ
cana-3181	225	19	elements	element	NOUN
cana-3181	225	20	in	in	ADP
cana-3181	225	21	achieving	achieve	VERB
cana-3181	225	22	optimal	optimal	ADJ
cana-3181	225	23	scheduling	scheduling	NOUN
cana-3181	225	24	outcomes	outcome	NOUN
cana-3181	225	25	.	.	PUNCT
cana-3181	226	1	the	the	DET
cana-3181	226	2	experimental	experimental	ADJ
cana-3181	226	3	study	study	NOUN
cana-3181	226	4	validated	validate	VERB
cana-3181	226	5	the	the	DET
cana-3181	226	6	proposed	propose	VERB
cana-3181	226	7	framework	framework	NOUN
cana-3181	226	8	as	as	ADP
cana-3181	226	9	a	a	DET
cana-3181	226	10	robust	robust	ADJ
cana-3181	226	11	and	and	CCONJ
cana-3181	226	12	effective	effective	ADJ
cana-3181	226	13	solution	solution	NOUN
cana-3181	226	14	for	for	ADP
cana-3181	226	15	the	the	DET
cana-3181	226	16	optimization	optimization	NOUN
cana-3181	226	17	of	of	ADP
cana-3181	226	18	educational	educational	ADJ
cana-3181	226	19	timetables	timetable	NOUN
cana-3181	226	20	.	.	PUNCT
cana-3181	227	1	by	by	ADP
cana-3181	227	2	integrating	integrate	VERB
cana-3181	227	3	a	a	DET
cana-3181	227	4	broad	broad	ADJ
cana-3181	227	5	spectrum	spectrum	NOUN
cana-3181	227	6	of	of	ADP
cana-3181	227	7	constraints	constraint	NOUN
cana-3181	227	8	and	and	CCONJ
cana-3181	227	9	preferences	preference	NOUN
cana-3181	227	10	into	into	ADP
cana-3181	227	11	the	the	DET
cana-3181	227	12	optimization	optimization	NOUN
cana-3181	227	13	process	process	NOUN
cana-3181	227	14	,	,	PUNCT
cana-3181	227	15	the	the	DET
cana-3181	227	16	framework	framework	NOUN
cana-3181	227	17	proved	prove	VERB
cana-3181	227	18	capable	capable	ADJ
cana-3181	227	19	of	of	ADP
cana-3181	227	20	producing	produce	VERB
cana-3181	227	21	timetables	timetable	NOUN
cana-3181	227	22	that	that	SCONJ
cana-3181	227	23	not	not	PART
cana-3181	227	24	only	only	ADV
cana-3181	227	25	meet	meet	VERB
cana-3181	227	26	logistical	logistical	ADJ
cana-3181	227	27	requirements	requirement	NOUN
cana-3181	227	28	but	but	CCONJ
cana-3181	227	29	also	also	ADV
cana-3181	227	30	align	align	VERB
cana-3181	227	31	with	with	ADP
cana-3181	227	32	the	the	DET
cana-3181	227	33	educational	educational	ADJ
cana-3181	227	34	goals	goal	NOUN
cana-3181	227	35	and	and	CCONJ
cana-3181	227	36	needs	need	NOUN
cana-3181	227	37	of	of	ADP
cana-3181	227	38	stakeholders	stakeholder	NOUN
cana-3181	227	39	across	across	ADP
cana-3181	227	40	academic	academic	ADJ
cana-3181	227	41	institutions	institution	NOUN
cana-3181	227	42	.	.	PUNCT
cana-3181	228	1	6.1	6.1	NUM
cana-3181	228	2	.	.	PUNCT
cana-3181	228	3	results	result	NOUN
cana-3181	228	4	discussion	discussion	VERB
cana-3181	228	5	the	the	DET
cana-3181	228	6	detailed	detailed	ADJ
cana-3181	228	7	optimization	optimization	NOUN
cana-3181	228	8	performance	performance	NOUN
cana-3181	228	9	metrics	metric	NOUN
cana-3181	228	10	provides	provide	VERB
cana-3181	228	11	a	a	DET
cana-3181	228	12	comprehensive	comprehensive	ADJ
cana-3181	228	13	overview	overview	NOUN
cana-3181	228	14	of	of	ADP
cana-3181	228	15	the	the	DET
cana-3181	228	16	significant	significant	ADJ
cana-3181	228	17	improvements	improvement	NOUN
cana-3181	228	18	achieved	achieve	VERB
cana-3181	228	19	by	by	ADP
cana-3181	228	20	the	the	DET
cana-3181	228	21	proposed	propose	VERB
cana-3181	228	22	optimization	optimization	NOUN
cana-3181	228	23	framework	framework	NOUN
cana-3181	228	24	in	in	ADP
cana-3181	228	25	the	the	DET
cana-3181	228	26	context	context	NOUN
cana-3181	228	27	of	of	ADP
cana-3181	228	28	educational	educational	ADJ
cana-3181	228	29	timetable	timetable	NOUN
cana-3181	228	30	scheduling	scheduling	NOUN
cana-3181	228	31	as	as	SCONJ
cana-3181	228	32	shown	show	VERB
cana-3181	228	33	in	in	ADP
cana-3181	228	34	table	table	NOUN
cana-3181	228	35	3	3	NUM
cana-3181	228	36	.	.	PUNCT
cana-3181	229	1	it	it	PRON
cana-3181	229	2	contrasts	contrast	VERB
cana-3181	229	3	baseline	baseline	ADJ
cana-3181	229	4	and	and	CCONJ
cana-3181	229	5	optimized	optimize	VERB
cana-3181	229	6	scenarios	scenario	NOUN
cana-3181	229	7	across	across	ADP
cana-3181	229	8	various	various	ADJ
cana-3181	229	9	key	key	ADJ
cana-3181	229	10	metrics	metric	NOUN
cana-3181	229	11	,	,	PUNCT
cana-3181	229	12	revealing	reveal	VERB
cana-3181	229	13	a	a	DET
cana-3181	229	14	remarkable	remarkable	ADJ
cana-3181	229	15	improvement	improvement	NOUN
cana-3181	229	16	in	in	ADP
cana-3181	229	17	hard	hard	ADJ
cana-3181	229	18	constraints	constraint	NOUN
cana-3181	229	19	satisfaction	satisfaction	NOUN
cana-3181	229	20	from	from	ADP
cana-3181	229	21	80	80	NUM
cana-3181	229	22	%	%	NOUN
cana-3181	229	23	to	to	PART
cana-3181	229	24	100	100	NUM
cana-3181	229	25	%	%	NOUN
cana-3181	229	26	,	,	PUNCT
cana-3181	229	27	indicating	indicate	VERB
cana-3181	229	28	complete	complete	ADJ
cana-3181	229	29	adherence	adherence	NOUN
cana-3181	229	30	to	to	ADP
cana-3181	229	31	essential	essential	ADJ
cana-3181	229	32	scheduling	scheduling	NOUN
cana-3181	229	33	requirements	requirement	NOUN
cana-3181	229	34	.	.	PUNCT
cana-3181	230	1	the	the	DET
cana-3181	230	2	satisfaction	satisfaction	NOUN
cana-3181	230	3	with	with	ADP
cana-3181	230	4	soft	soft	ADJ
cana-3181	230	5	communications	communication	NOUN
cana-3181	230	6	on	on	ADP
cana-3181	230	7	applied	apply	VERB
cana-3181	230	8	nonlinear	nonlinear	ADJ
cana-3181	230	9	analysis	analysis	NOUN
cana-3181	230	10	issn	issn	NOUN
cana-3181	230	11	:	:	PUNCT
cana-3181	230	12	1074	1074	NUM
cana-3181	230	13	-	-	PUNCT
cana-3181	230	14	133x	133x	NUM
cana-3181	230	15	vol	vol	NOUN
cana-3181	230	16	32	32	NUM
cana-3181	230	17	no	no	NOUN
cana-3181	230	18	.	.	PUNCT
cana-3181	231	1	5s	5s	NUM
cana-3181	231	2	(	(	PUNCT
cana-3181	231	3	2025	2025	NUM
cana-3181	231	4	)	)	PUNCT
cana-3181	231	5	579	579	NUM
cana-3181	231	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3181	231	7	constraints	constraint	NOUN
cana-3181	231	8	,	,	PUNCT
cana-3181	231	9	representing	represent	VERB
cana-3181	231	10	more	more	ADV
cana-3181	231	11	flexible	flexible	ADJ
cana-3181	231	12	conditions	condition	NOUN
cana-3181	231	13	,	,	PUNCT
cana-3181	231	14	surged	surge	VERB
cana-3181	231	15	from	from	ADP
cana-3181	231	16	65	65	NUM
cana-3181	231	17	%	%	NOUN
cana-3181	231	18	to	to	ADP
cana-3181	231	19	92	92	NUM
cana-3181	231	20	%	%	NOUN
cana-3181	231	21	,	,	PUNCT
cana-3181	231	22	highlighting	highlight	VERB
cana-3181	231	23	the	the	DET
cana-3181	231	24	framework	framework	NOUN
cana-3181	231	25	’s	’s	PART
cana-3181	231	26	effectiveness	effectiveness	NOUN
cana-3181	231	27	in	in	ADP
cana-3181	231	28	aligning	align	VERB
cana-3181	231	29	with	with	ADP
cana-3181	231	30	stakeholder	stakeholder	NOUN
cana-3181	231	31	preferences	preference	NOUN
cana-3181	231	32	.	.	PUNCT
cana-3181	232	1	classroom	classroom	NOUN
cana-3181	232	2	utilization	utilization	NOUN
cana-3181	232	3	saw	see	VERB
cana-3181	232	4	a	a	DET
cana-3181	232	5	notable	notable	ADJ
cana-3181	232	6	increase	increase	NOUN
cana-3181	232	7	from	from	ADP
cana-3181	232	8	55	55	NUM
cana-3181	232	9	%	%	NOUN
cana-3181	232	10	to	to	PART
cana-3181	232	11	88	88	NUM
cana-3181	232	12	%	%	NOUN
cana-3181	232	13	,	,	PUNCT
cana-3181	232	14	underscoring	underscore	VERB
cana-3181	232	15	enhanced	enhanced	ADJ
cana-3181	232	16	efficiency	efficiency	NOUN
cana-3181	232	17	in	in	ADP
cana-3181	232	18	space	space	NOUN
cana-3181	232	19	management	management	NOUN
cana-3181	232	20	.	.	PUNCT
cana-3181	233	1	a	a	DET
cana-3181	233	2	significant	significant	ADJ
cana-3181	233	3	reduction	reduction	NOUN
cana-3181	233	4	in	in	ADP
cana-3181	233	5	teachers	teacher	NOUN
cana-3181	233	6	’	'	PUNCT
cana-3181	233	7	idle	idle	ADJ
cana-3181	233	8	time	time	NOUN
cana-3181	233	9	,	,	PUNCT
cana-3181	233	10	from	from	ADP
cana-3181	233	11	4	4	NUM
cana-3181	233	12	hours	hour	NOUN
cana-3181	233	13	to	to	ADP
cana-3181	233	14	just	just	ADV
cana-3181	233	15	1	1	NUM
cana-3181	233	16	hour	hour	NOUN
cana-3181	233	17	,	,	PUNCT
cana-3181	233	18	demonstrated	demonstrate	VERB
cana-3181	233	19	the	the	DET
cana-3181	233	20	framework	framework	NOUN
cana-3181	233	21	’s	’s	PART
cana-3181	233	22	success	success	NOUN
cana-3181	233	23	in	in	ADP
cana-3181	233	24	streamlining	streamlining	NOUN
cana-3181	233	25	schedules	schedule	NOUN
cana-3181	233	26	,	,	PUNCT
cana-3181	233	27	while	while	SCONJ
cana-3181	233	28	stakeholder	stakeholder	NOUN
cana-3181	233	29	satisfaction	satisfaction	NOUN
cana-3181	233	30	jumped	jump	VERB
cana-3181	233	31	from	from	ADP
cana-3181	233	32	60	60	NUM
cana-3181	233	33	to	to	PART
cana-3181	233	34	95	95	NUM
cana-3181	233	35	on	on	ADP
cana-3181	233	36	a	a	DET
cana-3181	233	37	100	100	NUM
cana-3181	233	38	-	-	PUNCT
cana-3181	233	39	point	point	NOUN
cana-3181	233	40	scale	scale	NOUN
cana-3181	233	41	,	,	PUNCT
cana-3181	233	42	reflecting	reflect	VERB
cana-3181	233	43	the	the	DET
cana-3181	233	44	positive	positive	ADJ
cana-3181	233	45	impact	impact	NOUN
cana-3181	233	46	on	on	ADP
cana-3181	233	47	those	those	PRON
cana-3181	233	48	directly	directly	ADV
cana-3181	233	49	affected	affect	VERB
cana-3181	233	50	by	by	ADP
cana-3181	233	51	the	the	DET
cana-3181	233	52	timetable	timetable	NOUN
cana-3181	233	53	.	.	PUNCT
cana-3181	234	1	the	the	DET
cana-3181	234	2	number	number	NOUN
cana-3181	234	3	of	of	ADP
cana-3181	234	4	schedule	schedule	NOUN
cana-3181	234	5	conflicts	conflict	NOUN
cana-3181	234	6	decreased	decrease	VERB
cana-3181	234	7	dramatically	dramatically	ADV
cana-3181	234	8	,	,	PUNCT
cana-3181	234	9	from	from	ADP
cana-3181	234	10	30	30	NUM
cana-3181	234	11	to	to	ADP
cana-3181	234	12	just	just	ADV
cana-3181	234	13	5	5	NUM
cana-3181	234	14	,	,	PUNCT
cana-3181	234	15	illustrating	illustrate	VERB
cana-3181	234	16	the	the	DET
cana-3181	234	17	framework	framework	NOUN
cana-3181	234	18	’s	’s	PART
cana-3181	234	19	robust	robust	ADJ
cana-3181	234	20	conflict	conflict	NOUN
cana-3181	234	21	resolution	resolution	NOUN
cana-3181	234	22	capabilities	capability	NOUN
cana-3181	234	23	.	.	PUNCT
cana-3181	235	1	additionally	additionally	ADV
cana-3181	235	2	,	,	PUNCT
cana-3181	235	3	operational	operational	ADJ
cana-3181	235	4	metrics	metric	NOUN
cana-3181	235	5	like	like	ADP
cana-3181	235	6	computational	computational	ADJ
cana-3181	235	7	time	time	NOUN
cana-3181	235	8	(	(	PUNCT
cana-3181	235	9	600	600	NUM
cana-3181	235	10	seconds	second	NOUN
cana-3181	235	11	)	)	PUNCT
cana-3181	235	12	and	and	CCONJ
cana-3181	235	13	energy	energy	NOUN
cana-3181	235	14	consumption	consumption	NOUN
cana-3181	235	15	(	(	PUNCT
cana-3181	235	16	2	2	NUM
cana-3181	235	17	kwh	kwh	NOUN
cana-3181	235	18	)	)	PUNCT
cana-3181	235	19	were	be	AUX
cana-3181	235	20	included	include	VERB
cana-3181	235	21	to	to	PART
cana-3181	235	22	provide	provide	VERB
cana-3181	235	23	a	a	DET
cana-3181	235	24	perspective	perspective	NOUN
cana-3181	235	25	on	on	ADP
cana-3181	235	26	the	the	DET
cana-3181	235	27	resource	resource	NOUN
cana-3181	235	28	efficiency	efficiency	NOUN
cana-3181	235	29	of	of	ADP
cana-3181	235	30	the	the	DET
cana-3181	235	31	optimization	optimization	NOUN
cana-3181	235	32	process	process	NOUN
cana-3181	235	33	.	.	PUNCT
cana-3181	236	1	altogether	altogether	ADV
cana-3181	236	2	,	,	PUNCT
cana-3181	236	3	the	the	DET
cana-3181	236	4	table	table	NOUN
cana-3181	236	5	encapsulates	encapsulate	VERB
cana-3181	236	6	the	the	DET
cana-3181	236	7	transformative	transformative	ADJ
cana-3181	236	8	impact	impact	NOUN
cana-3181	236	9	of	of	ADP
cana-3181	236	10	the	the	DET
cana-3181	236	11	optimization	optimization	NOUN
cana-3181	236	12	framework	framework	NOUN
cana-3181	236	13	,	,	PUNCT
cana-3181	236	14	highlighting	highlight	VERB
cana-3181	236	15	its	its	PRON
cana-3181	236	16	efficacy	efficacy	NOUN
cana-3181	236	17	in	in	ADP
cana-3181	236	18	enhancing	enhance	VERB
cana-3181	236	19	multiple	multiple	ADJ
cana-3181	236	20	dimensions	dimension	NOUN
cana-3181	236	21	of	of	ADP
cana-3181	236	22	educational	educational	ADJ
cana-3181	236	23	timetable	timetable	NOUN
cana-3181	236	24	scheduling	scheduling	NOUN
cana-3181	236	25	.	.	PUNCT
cana-3181	237	1	table	table	NOUN
cana-3181	237	2	3	3	NUM
cana-3181	237	3	:	:	PUNCT
cana-3181	238	1	detailed	detailed	ADJ
cana-3181	238	2	optimization	optimization	NOUN
cana-3181	238	3	performance	performance	NOUN
cana-3181	238	4	metrics	metric	NOUN
cana-3181	238	5	metric	metric	ADJ
cana-3181	238	6	baseline	baseline	PROPN
cana-3181	238	7	scenario	scenario	PROPN
cana-3181	238	8	optimized	optimize	VERB
cana-3181	238	9	scenario	scenario	NOUN
cana-3181	238	10	improvement	improvement	NOUN
cana-3181	238	11	(	(	PUNCT
cana-3181	238	12	%	%	INTJ
cana-3181	238	13	)	)	PUNCT
cana-3181	238	14	notes	note	VERB
cana-3181	238	15	hard	hard	ADJ
cana-3181	238	16	constraints	constraint	NOUN
cana-3181	238	17	satisfaction	satisfaction	VERB
cana-3181	238	18	80	80	NUM
cana-3181	238	19	%	%	NOUN
cana-3181	238	20	100	100	NUM
cana-3181	238	21	%	%	NOUN
cana-3181	238	22	+25	+25	NUM
cana-3181	238	23	%	%	NOUN
cana-3181	238	24	mandatory	mandatory	ADJ
cana-3181	238	25	requirements	requirement	NOUN
cana-3181	238	26	fully	fully	ADV
cana-3181	238	27	met	meet	VERB
cana-3181	238	28	soft	soft	ADJ
cana-3181	238	29	constraints	constraint	NOUN
cana-3181	238	30	satisfaction	satisfaction	NOUN
cana-3181	238	31	65	65	NUM
cana-3181	238	32	%	%	NOUN
cana-3181	238	33	92	92	NUM
cana-3181	238	34	%	%	NOUN
cana-3181	238	35	+41.54	+41.54	NOUN
cana-3181	238	36	%	%	NOUN
cana-3181	238	37	preferences	preference	NOUN
cana-3181	238	38	significantly	significantly	ADV
cana-3181	238	39	improved	improve	VERB
cana-3181	238	40	classroom	classroom	NOUN
cana-3181	238	41	utilization	utilization	NOUN
cana-3181	238	42	55	55	NUM
cana-3181	238	43	%	%	NOUN
cana-3181	238	44	88	88	NUM
cana-3181	238	45	%	%	NOUN
cana-3181	238	46	+60	+60	NUM
cana-3181	238	47	%	%	NOUN
cana-3181	238	48	optimal	optimal	ADJ
cana-3181	238	49	space	space	NOUN
cana-3181	238	50	allocation	allocation	NOUN
cana-3181	238	51	achieved	achieve	VERB
cana-3181	238	52	average	average	ADJ
cana-3181	238	53	idle	idle	ADJ
cana-3181	238	54	time	time	NOUN
cana-3181	238	55	per	per	ADP
cana-3181	238	56	teacher	teacher	NOUN
cana-3181	238	57	(	(	PUNCT
cana-3181	238	58	hours	hour	NOUN
cana-3181	238	59	)	)	PUNCT
cana-3181	238	60	4	4	NUM
cana-3181	238	61	1	1	NUM
cana-3181	238	62	-75	-75	NUM
cana-3181	238	63	%	%	NOUN
cana-3181	238	64	efficiency	efficiency	NOUN
cana-3181	238	65	in	in	ADP
cana-3181	238	66	scheduling	scheduling	NOUN
cana-3181	238	67	increased	increase	VERB
cana-3181	238	68	stakeholder	stakeholder	NOUN
cana-3181	238	69	satisfaction	satisfaction	NOUN
cana-3181	238	70	(	(	PUNCT
cana-3181	238	71	scale	scale	NOUN
cana-3181	238	72	1	1	NUM
cana-3181	238	73	-	-	SYM
cana-3181	238	74	100	100	NUM
cana-3181	238	75	)	)	PUNCT
cana-3181	238	76	60	60	NUM
cana-3181	238	77	95	95	NUM
cana-3181	238	78	+58.33	+58.33	ADJ
cana-3181	238	79	%	%	NOUN
cana-3181	238	80	marked	mark	VERB
cana-3181	238	81	improvement	improvement	NOUN
cana-3181	238	82	in	in	ADP
cana-3181	238	83	satisfaction	satisfaction	NOUN
cana-3181	238	84	number	number	NOUN
cana-3181	238	85	of	of	ADP
cana-3181	238	86	schedule	schedule	NOUN
cana-3181	238	87	conflicts	conflict	NOUN
cana-3181	238	88	30	30	NUM
cana-3181	238	89	5	5	NUM
cana-3181	238	90	-83.33	-83.33	NOUN
cana-3181	238	91	%	%	NOUN
cana-3181	238	92	dramatic	dramatic	ADJ
cana-3181	238	93	reduction	reduction	NOUN
cana-3181	238	94	in	in	ADP
cana-3181	238	95	conflicts	conflict	NOUN
cana-3181	238	96	computational	computational	ADJ
cana-3181	238	97	time	time	NOUN
cana-3181	238	98	(	(	PUNCT
cana-3181	238	99	seconds	second	NOUN
cana-3181	238	100	)	)	PUNCT
cana-3181	238	101	600	600	NUM
cana-3181	238	102	time	time	NOUN
cana-3181	238	103	taken	take	VERB
cana-3181	238	104	for	for	ADP
cana-3181	238	105	optimization	optimization	NOUN
cana-3181	238	106	process	process	NOUN
cana-3181	238	107	energy	energy	NOUN
cana-3181	238	108	consumption	consumption	NOUN
cana-3181	238	109	(	(	PUNCT
cana-3181	238	110	kwh	kwh	NOUN
cana-3181	238	111	)	)	PUNCT
cana-3181	238	112	2	2	NUM
cana-3181	238	113	estimated	estimate	VERB
cana-3181	238	114	energy	energy	NOUN
cana-3181	238	115	used	use	VERB
cana-3181	238	116	by	by	ADP
cana-3181	238	117	computation	computation	NOUN
cana-3181	238	118	hard	hard	ADJ
cana-3181	238	119	constraints	constraint	NOUN
cana-3181	238	120	satisfaction	satisfaction	NOUN
cana-3181	238	121	:	:	PUNCT
cana-3181	238	122	the	the	DET
cana-3181	238	123	graph	graph	NOUN
cana-3181	238	124	depicting	depict	VERB
cana-3181	238	125	hard	hard	ADJ
cana-3181	238	126	constraints	constraint	NOUN
cana-3181	238	127	satisfaction	satisfaction	NOUN
cana-3181	238	128	showcases	showcase	VERB
cana-3181	238	129	a	a	DET
cana-3181	238	130	remarkable	remarkable	ADJ
cana-3181	238	131	journey	journey	NOUN
cana-3181	238	132	from	from	ADP
cana-3181	238	133	an	an	DET
cana-3181	238	134	initial	initial	ADJ
cana-3181	238	135	compliance	compliance	NOUN
cana-3181	238	136	level	level	NOUN
cana-3181	238	137	of	of	ADP
cana-3181	238	138	80	80	NUM
cana-3181	238	139	%	%	NOUN
cana-3181	238	140	to	to	ADP
cana-3181	238	141	achieving	achieve	VERB
cana-3181	238	142	complete	complete	ADJ
cana-3181	238	143	satisfaction	satisfaction	NOUN
cana-3181	238	144	at	at	ADP
cana-3181	238	145	100	100	NUM
cana-3181	238	146	%	%	NOUN
cana-3181	238	147	as	as	SCONJ
cana-3181	238	148	shown	show	VERB
cana-3181	238	149	in	in	ADP
cana-3181	238	150	figure	figure	NOUN
cana-3181	238	151	1	1	NUM
cana-3181	238	152	.	.	PUNCT
cana-3181	239	1	this	this	DET
cana-3181	239	2	trajectory	trajectory	NOUN
cana-3181	239	3	signifies	signify	VERB
cana-3181	239	4	the	the	DET
cana-3181	239	5	framework	framework	NOUN
cana-3181	239	6	’s	’s	PART
cana-3181	239	7	adeptness	adeptness	NOUN
cana-3181	239	8	at	at	ADP
cana-3181	239	9	navigating	navigate	VERB
cana-3181	239	10	and	and	CCONJ
cana-3181	239	11	ultimately	ultimately	ADV
cana-3181	239	12	satisfying	satisfy	VERB
cana-3181	239	13	all	all	DET
cana-3181	239	14	mandatory	mandatory	ADJ
cana-3181	239	15	scheduling	scheduling	NOUN
cana-3181	239	16	requirements	requirement	NOUN
cana-3181	239	17	set	set	VERB
cana-3181	239	18	forth	forth	ADP
cana-3181	239	19	by	by	ADP
cana-3181	239	20	the	the	DET
cana-3181	239	21	academic	academic	ADJ
cana-3181	239	22	institution	institution	NOUN
cana-3181	239	23	.	.	PUNCT
cana-3181	240	1	the	the	DET
cana-3181	240	2	steady	steady	ADJ
cana-3181	240	3	ascent	ascent	NOUN
cana-3181	240	4	reflects	reflect	VERB
cana-3181	240	5	the	the	DET
cana-3181	240	6	algorithm	algorithm	NOUN
cana-3181	240	7	’s	’s	PART
cana-3181	240	8	iterative	iterative	NOUN
cana-3181	240	9	refinement	refinement	NOUN
cana-3181	240	10	process	process	NOUN
cana-3181	240	11	,	,	PUNCT
cana-3181	240	12	where	where	SCONJ
cana-3181	240	13	each	each	DET
cana-3181	240	14	iteration	iteration	NOUN
cana-3181	240	15	brings	bring	VERB
cana-3181	240	16	the	the	DET
cana-3181	240	17	solution	solution	NOUN
cana-3181	240	18	closer	close	ADV
cana-3181	240	19	to	to	ADP
cana-3181	240	20	full	full	ADJ
cana-3181	240	21	compliance	compliance	NOUN
cana-3181	240	22	.	.	PUNCT
cana-3181	241	1	the	the	DET
cana-3181	241	2	graph	graph	NOUN
cana-3181	241	3	serves	serve	VERB
cana-3181	241	4	as	as	ADP
cana-3181	241	5	a	a	DET
cana-3181	241	6	testament	testament	NOUN
cana-3181	241	7	to	to	ADP
cana-3181	241	8	the	the	DET
cana-3181	241	9	optimization	optimization	NOUN
cana-3181	241	10	framework	framework	NOUN
cana-3181	241	11	’s	’s	PART
cana-3181	241	12	capability	capability	NOUN
cana-3181	241	13	to	to	PART
cana-3181	241	14	meet	meet	VERB
cana-3181	241	15	essential	essential	ADJ
cana-3181	241	16	logistical	logistical	ADJ
cana-3181	241	17	demands	demand	NOUN
cana-3181	241	18	,	,	PUNCT
cana-3181	241	19	ensuring	ensure	VERB
cana-3181	241	20	that	that	SCONJ
cana-3181	241	21	no	no	DET
cana-3181	241	22	hard	hard	ADJ
cana-3181	241	23	constraint	constraint	NOUN
cana-3181	241	24	is	be	AUX
cana-3181	241	25	left	leave	VERB
cana-3181	241	26	unaddressed	unaddresse	VERB
cana-3181	241	27	.	.	PUNCT
cana-3181	242	1	communications	communication	NOUN
cana-3181	242	2	on	on	ADP
cana-3181	242	3	applied	apply	VERB
cana-3181	242	4	nonlinear	nonlinear	ADJ
cana-3181	242	5	analysis	analysis	NOUN
cana-3181	242	6	issn	issn	NOUN
cana-3181	242	7	:	:	PUNCT
cana-3181	242	8	1074	1074	NUM
cana-3181	242	9	-	-	PUNCT
cana-3181	242	10	133x	133x	NUM
cana-3181	242	11	vol	vol	NOUN
cana-3181	242	12	32	32	NUM
cana-3181	242	13	no	no	NOUN
cana-3181	242	14	.	.	PUNCT
cana-3181	243	1	5s	5s	NUM
cana-3181	243	2	(	(	PUNCT
cana-3181	243	3	2025	2025	NUM
cana-3181	243	4	)	)	PUNCT
cana-3181	243	5	580	580	NUM
cana-3181	243	6	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-3181	243	7	figure	figure	NOUN
cana-3181	243	8	1	1	NUM
cana-3181	243	9	:	:	PUNCT
cana-3181	243	10	hard	hard	ADJ
cana-3181	243	11	constraints	constraint	NOUN
cana-3181	243	12	satisfaction	satisfaction	VERB
cana-3181	243	13	soft	soft	ADJ
cana-3181	243	14	constraints	constraint	NOUN
cana-3181	243	15	satisfaction	satisfaction	VERB
cana-3181	243	16	soft	soft	ADJ
cana-3181	243	17	constraints	constraint	NOUN
cana-3181	243	18	satisfaction	satisfaction	NOUN
cana-3181	243	19	reveals	reveal	VERB
cana-3181	243	20	a	a	DET
cana-3181	243	21	progressive	progressive	ADJ
cana-3181	243	22	improvement	improvement	NOUN
cana-3181	243	23	over	over	ADP
cana-3181	243	24	the	the	DET
cana-3181	243	25	optimization	optimization	NOUN
cana-3181	243	26	iterations	iteration	NOUN
cana-3181	243	27	,	,	PUNCT
cana-3181	243	28	starting	start	VERB
cana-3181	243	29	from	from	ADP
cana-3181	243	30	a	a	DET
cana-3181	243	31	65	65	NUM
cana-3181	243	32	%	%	NOUN
cana-3181	243	33	satisfaction	satisfaction	NOUN
cana-3181	243	34	level	level	NOUN
cana-3181	243	35	and	and	CCONJ
cana-3181	243	36	reaching	reach	VERB
cana-3181	243	37	an	an	DET
cana-3181	243	38	impressive	impressive	ADJ
cana-3181	243	39	92	92	NUM
cana-3181	243	40	%	%	NOUN
cana-3181	243	41	as	as	SCONJ
cana-3181	243	42	shown	show	VERB
cana-3181	243	43	in	in	ADP
cana-3181	243	44	figure	figure	NOUN
cana-3181	243	45	2	2	NUM
cana-3181	243	46	.	.	PUNCT
cana-3181	244	1	this	this	DET
cana-3181	244	2	upward	upward	ADJ
cana-3181	244	3	trend	trend	NOUN
cana-3181	244	4	underscores	underscore	VERB
cana-3181	244	5	the	the	DET
cana-3181	244	6	flexibility	flexibility	NOUN
cana-3181	244	7	and	and	CCONJ
cana-3181	244	8	sophistication	sophistication	NOUN
cana-3181	244	9	of	of	ADP
cana-3181	244	10	the	the	DET
cana-3181	244	11	framework	framework	NOUN
cana-3181	244	12	in	in	ADP
cana-3181	244	13	not	not	PART
cana-3181	244	14	just	just	ADV
cana-3181	244	15	adhering	adhere	VERB
cana-3181	244	16	to	to	ADP
cana-3181	244	17	rigid	rigid	ADJ
cana-3181	244	18	requirements	requirement	NOUN
cana-3181	244	19	but	but	CCONJ
cana-3181	244	20	also	also	ADV
cana-3181	244	21	honoring	honor	VERB
cana-3181	244	22	the	the	DET
cana-3181	244	23	more	more	ADV
cana-3181	244	24	nuanced	nuanced	ADJ
cana-3181	244	25	,	,	PUNCT
cana-3181	244	26	preferred	preferred	ADJ
cana-3181	244	27	conditions	condition	NOUN
cana-3181	244	28	that	that	PRON
cana-3181	244	29	contribute	contribute	VERB
cana-3181	244	30	to	to	ADP
cana-3181	244	31	the	the	DET
cana-3181	244	32	overall	overall	ADJ
cana-3181	244	33	quality	quality	NOUN
cana-3181	244	34	and	and	CCONJ
cana-3181	244	35	feasibility	feasibility	NOUN
cana-3181	244	36	of	of	ADP
cana-3181	244	37	the	the	DET
cana-3181	244	38	timetable	timetable	NOUN
cana-3181	244	39	.	.	PUNCT
cana-3181	245	1	the	the	DET
cana-3181	245	2	graph	graph	NOUN
cana-3181	245	3	illustrates	illustrate	VERB
cana-3181	245	4	how	how	SCONJ
cana-3181	245	5	the	the	DET
cana-3181	245	6	framework	framework	NOUN
cana-3181	245	7	incrementally	incrementally	ADV
cana-3181	245	8	aligns	align	VERB
cana-3181	245	9	the	the	DET
cana-3181	245	10	timetable	timetable	NOUN
cana-3181	245	11	with	with	ADP
cana-3181	245	12	stakeholder	stakeholder	NOUN
cana-3181	245	13	preferences	preference	NOUN
cana-3181	245	14	,	,	PUNCT
cana-3181	245	15	reflecting	reflect	VERB
cana-3181	245	16	a	a	DET
cana-3181	245	17	deep	deep	ADJ
cana-3181	245	18	consideration	consideration	NOUN
cana-3181	245	19	for	for	ADP
cana-3181	245	20	the	the	DET
cana-3181	245	21	softer	soft	ADJ
cana-3181	245	22	aspects	aspect	NOUN
cana-3181	245	23	of	of	ADP
cana-3181	245	24	scheduling	scheduling	NOUN
cana-3181	245	25	that	that	DET
cana-3181	245	26	impact	impact	NOUN
cana-3181	245	27	teacher	teacher	NOUN
cana-3181	245	28	and	and	CCONJ
cana-3181	245	29	student	student	NOUN
cana-3181	245	30	satisfaction	satisfaction	NOUN
cana-3181	245	31	.	.	PUNCT
cana-3181	246	1	figure	figure	NOUN
cana-3181	246	2	2	2	NUM
cana-3181	246	3	:	:	PUNCT
cana-3181	246	4	soft	soft	ADJ
cana-3181	246	5	constraints	constraint	NOUN
cana-3181	246	6	satisfaction	satisfaction	NOUN
cana-3181	246	7	classroom	classroom	NOUN
cana-3181	246	8	utilization	utilization	NOUN
cana-3181	246	9	the	the	DET
cana-3181	246	10	classroom	classroom	NOUN
cana-3181	246	11	utilization	utilization	NOUN
cana-3181	246	12	graph	graph	NOUN
cana-3181	246	13	demonstrates	demonstrate	VERB
cana-3181	246	14	a	a	DET
cana-3181	246	15	significant	significant	ADJ
cana-3181	246	16	rise	rise	NOUN
cana-3181	246	17	in	in	ADP
cana-3181	246	18	the	the	DET
cana-3181	246	19	efficiency	efficiency	NOUN
cana-3181	246	20	of	of	ADP
cana-3181	246	21	space	space	NOUN
cana-3181	246	22	allocation	allocation	NOUN
cana-3181	246	23	within	within	ADP
cana-3181	246	24	the	the	DET
cana-3181	246	25	institution	institution	NOUN
cana-3181	246	26	,	,	PUNCT
cana-3181	246	27	climbing	climb	VERB
cana-3181	246	28	from	from	ADP
cana-3181	246	29	55	55	NUM
cana-3181	246	30	%	%	NOUN
cana-3181	246	31	to	to	PART
cana-3181	246	32	88	88	NUM
cana-3181	246	33	%	%	NOUN
cana-3181	246	34	utilization	utilization	NOUN
cana-3181	246	35	as	as	SCONJ
cana-3181	246	36	shown	show	VERB
cana-3181	246	37	in	in	ADP
cana-3181	246	38	figure	figure	NOUN
cana-3181	246	39	3	3	NUM
cana-3181	246	40	.	.	PUNCT
cana-3181	247	1	this	this	DET
cana-3181	247	2	increase	increase	NOUN
cana-3181	247	3	is	be	AUX
cana-3181	247	4	indicative	indicative	ADJ
cana-3181	247	5	of	of	ADP
cana-3181	247	6	the	the	DET
cana-3181	247	7	framework	framework	NOUN
cana-3181	247	8	’s	’s	PART
cana-3181	247	9	strategic	strategic	ADJ
cana-3181	247	10	ability	ability	NOUN
cana-3181	247	11	to	to	PART
cana-3181	247	12	optimize	optimize	VERB
cana-3181	247	13	the	the	DET
cana-3181	247	14	use	use	NOUN
cana-3181	247	15	of	of	ADP
cana-3181	247	16	available	available	ADJ
cana-3181	247	17	resources	resource	NOUN
cana-3181	247	18	,	,	PUNCT
cana-3181	247	19	thereby	thereby	ADV
cana-3181	247	20	reducing	reduce	VERB
cana-3181	247	21	idle	idle	ADJ
cana-3181	247	22	classroom	classroom	NOUN
cana-3181	247	23	time	time	NOUN
cana-3181	247	24	and	and	CCONJ
cana-3181	247	25	maximizing	maximize	VERB
cana-3181	247	26	space	space	NOUN
cana-3181	247	27	usage	usage	NOUN
cana-3181	247	28	.	.	PUNCT
cana-3181	248	1	the	the	DET
cana-3181	248	2	consistent	consistent	ADJ
cana-3181	248	3	improvement	improvement	NOUN
cana-3181	248	4	across	across	ADP
cana-3181	248	5	iterations	iteration	NOUN
cana-3181	248	6	highlights	highlight	NOUN
cana-3181	248	7	the	the	DET
cana-3181	248	8	framework	framework	NOUN
cana-3181	248	9	’s	’s	PART
cana-3181	248	10	effectiveness	effectiveness	NOUN
cana-3181	248	11	in	in	ADP
cana-3181	248	12	dynamically	dynamically	ADV
cana-3181	248	13	adjusting	adjust	VERB
cana-3181	248	14	timetable	timetable	NOUN
cana-3181	248	15	configurations	configuration	NOUN
cana-3181	248	16	to	to	PART
cana-3181	248	17	ensure	ensure	VERB
cana-3181	248	18	classrooms	classroom	NOUN
cana-3181	248	19	are	be	AUX
cana-3181	248	20	utilized	utilize	VERB
cana-3181	248	21	to	to	ADP
cana-3181	248	22	their	their	PRON
cana-3181	248	23	fullest	full	ADJ
cana-3181	248	24	potential	potential	NOUN
cana-3181	248	25	,	,	PUNCT
cana-3181	248	26	reflecting	reflect	VERB
cana-3181	248	27	a	a	DET
cana-3181	248	28	keen	keen	ADJ
cana-3181	248	29	optimization	optimization	NOUN
cana-3181	248	30	of	of	ADP
cana-3181	248	31	physical	physical	ADJ
cana-3181	248	32	resources	resource	NOUN
cana-3181	248	33	that	that	PRON
cana-3181	248	34	are	be	AUX
cana-3181	248	35	often	often	ADV
cana-3181	248	36	under	under	ADP
cana-3181	248	37	pressure	pressure	NOUN
cana-3181	248	38	in	in	ADP
cana-3181	248	39	educational	educational	ADJ
cana-3181	248	40	settings	setting	NOUN
cana-3181	248	41	.	.	PUNCT
cana-3181	249	1	communications	communication	NOUN
cana-3181	249	2	on	on	ADP
cana-3181	249	3	applied	apply	VERB
cana-3181	249	4	nonlinear	nonlinear	ADJ
cana-3181	249	5	analysis	analysis	NOUN
cana-3181	249	6	issn	issn	NOUN
cana-3181	249	7	:	:	PUNCT
cana-3181	249	8	1074	1074	NUM
cana-3181	249	9	-	-	PUNCT
cana-3181	249	10	133x	133x	NUM
cana-3181	249	11	vol	vol	NOUN
cana-3181	249	12	32	32	NUM
cana-3181	249	13	no	no	NOUN
cana-3181	249	14	.	.	PUNCT
cana-3181	250	1	5s	5s	NUM
cana-3181	250	2	(	(	PUNCT
cana-3181	250	3	2025	2025	NUM
cana-3181	250	4	)	)	PUNCT
cana-3181	250	5	581	581	NUM
cana-3181	250	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3181	250	7	figure	figure	NOUN
cana-3181	250	8	3	3	NUM
cana-3181	250	9	:	:	PUNCT
cana-3181	250	10	classroom	classroom	NOUN
cana-3181	250	11	utilisation	utilisation	NOUN
cana-3181	250	12	analysis	analysis	NOUN
cana-3181	250	13	average	average	ADJ
cana-3181	250	14	idle	idle	ADJ
cana-3181	250	15	time	time	NOUN
cana-3181	250	16	per	per	ADP
cana-3181	250	17	teacher	teacher	NOUN
cana-3181	250	18	the	the	DET
cana-3181	250	19	graph	graph	NOUN
cana-3181	250	20	focusing	focus	VERB
cana-3181	250	21	on	on	ADP
cana-3181	250	22	the	the	DET
cana-3181	250	23	average	average	ADJ
cana-3181	250	24	idle	idle	ADJ
cana-3181	250	25	time	time	NOUN
cana-3181	250	26	per	per	ADP
cana-3181	250	27	teacher	teacher	NOUN
cana-3181	250	28	presents	present	VERB
cana-3181	250	29	a	a	DET
cana-3181	250	30	striking	striking	ADJ
cana-3181	250	31	reduction	reduction	NOUN
cana-3181	250	32	in	in	ADP
cana-3181	250	33	idle	idle	ADJ
cana-3181	250	34	hours	hour	NOUN
cana-3181	250	35	from	from	ADP
cana-3181	250	36	4	4	NUM
cana-3181	250	37	to	to	PART
cana-3181	250	38	1	1	NUM
cana-3181	250	39	hour	hour	NOUN
cana-3181	250	40	per	per	ADP
cana-3181	250	41	teacher	teacher	NOUN
cana-3181	250	42	as	as	SCONJ
cana-3181	250	43	shown	show	VERB
cana-3181	250	44	in	in	ADP
cana-3181	250	45	figure	figure	NOUN
cana-3181	250	46	4	4	NUM
cana-3181	250	47	.	.	PUNCT
cana-3181	251	1	this	this	DET
cana-3181	251	2	sharp	sharp	ADJ
cana-3181	251	3	decline	decline	NOUN
cana-3181	251	4	is	be	AUX
cana-3181	251	5	illustrative	illustrative	ADJ
cana-3181	251	6	of	of	ADP
cana-3181	251	7	the	the	DET
cana-3181	251	8	framework	framework	NOUN
cana-3181	251	9	’s	’s	PART
cana-3181	251	10	success	success	NOUN
cana-3181	251	11	in	in	ADP
cana-3181	251	12	crafting	craft	VERB
cana-3181	251	13	a	a	DET
cana-3181	251	14	timetable	timetable	NOUN
cana-3181	251	15	that	that	PRON
cana-3181	251	16	not	not	PART
cana-3181	251	17	only	only	ADV
cana-3181	251	18	meets	meet	VERB
cana-3181	251	19	scheduling	scheduling	NOUN
cana-3181	251	20	requirements	requirement	NOUN
cana-3181	251	21	but	but	CCONJ
cana-3181	251	22	also	also	ADV
cana-3181	251	23	significantly	significantly	ADV
cana-3181	251	24	enhances	enhance	VERB
cana-3181	251	25	operational	operational	ADJ
cana-3181	251	26	efficiency	efficiency	NOUN
cana-3181	251	27	among	among	ADP
cana-3181	251	28	faculty	faculty	NOUN
cana-3181	251	29	members	member	NOUN
cana-3181	251	30	.	.	PUNCT
cana-3181	252	1	by	by	ADP
cana-3181	252	2	minimizing	minimize	VERB
cana-3181	252	3	idle	idle	ADJ
cana-3181	252	4	periods	period	NOUN
cana-3181	252	5	,	,	PUNCT
cana-3181	252	6	the	the	DET
cana-3181	252	7	framework	framework	NOUN
cana-3181	252	8	ensures	ensure	VERB
cana-3181	252	9	a	a	DET
cana-3181	252	10	more	more	ADV
cana-3181	252	11	compact	compact	ADJ
cana-3181	252	12	,	,	PUNCT
cana-3181	252	13	efficient	efficient	ADJ
cana-3181	252	14	teaching	teaching	NOUN
cana-3181	252	15	schedule	schedule	NOUN
cana-3181	252	16	,	,	PUNCT
cana-3181	252	17	which	which	PRON
cana-3181	252	18	contributes	contribute	VERB
cana-3181	252	19	to	to	ADP
cana-3181	252	20	faculty	faculty	NOUN
cana-3181	252	21	satisfaction	satisfaction	NOUN
cana-3181	252	22	and	and	CCONJ
cana-3181	252	23	better	well	ADJ
cana-3181	252	24	time	time	NOUN
cana-3181	252	25	management	management	NOUN
cana-3181	252	26	,	,	PUNCT
cana-3181	252	27	highlighting	highlight	VERB
cana-3181	252	28	the	the	DET
cana-3181	252	29	framework	framework	NOUN
cana-3181	252	30	’s	’s	PART
cana-3181	252	31	impact	impact	NOUN
cana-3181	252	32	on	on	ADP
cana-3181	252	33	improving	improve	VERB
cana-3181	252	34	the	the	DET
cana-3181	252	35	work	work	NOUN
cana-3181	252	36	-	-	PUNCT
cana-3181	252	37	life	life	NOUN
cana-3181	252	38	quality	quality	NOUN
cana-3181	252	39	of	of	ADP
cana-3181	252	40	the	the	DET
cana-3181	252	41	teaching	teaching	NOUN
cana-3181	252	42	staff	staff	NOUN
cana-3181	252	43	.	.	PUNCT
cana-3181	253	1	figure	figure	VERB
cana-3181	253	2	4	4	NUM
cana-3181	253	3	:	:	PUNCT
cana-3181	253	4	average	average	ADJ
cana-3181	253	5	idle	idle	ADJ
cana-3181	253	6	time	time	NOUN
cana-3181	253	7	analysis	analysis	NOUN
cana-3181	253	8	number	number	NOUN
cana-3181	253	9	of	of	ADP
cana-3181	253	10	schedule	schedule	NOUN
cana-3181	253	11	conflicts	conflict	NOUN
cana-3181	253	12	the	the	DET
cana-3181	253	13	number	number	NOUN
cana-3181	253	14	of	of	ADP
cana-3181	253	15	schedule	schedule	NOUN
cana-3181	253	16	conflicts	conflict	NOUN
cana-3181	253	17	graph	graph	NOUN
cana-3181	253	18	displays	display	VERB
cana-3181	253	19	a	a	DET
cana-3181	253	20	dramatic	dramatic	ADJ
cana-3181	253	21	reduction	reduction	NOUN
cana-3181	253	22	in	in	ADP
cana-3181	253	23	scheduling	scheduling	NOUN
cana-3181	253	24	conflicts	conflict	NOUN
cana-3181	253	25	,	,	PUNCT
cana-3181	253	26	from	from	ADP
cana-3181	253	27	30	30	NUM
cana-3181	253	28	at	at	ADP
cana-3181	253	29	the	the	DET
cana-3181	253	30	outset	outset	NOUN
cana-3181	253	31	to	to	ADP
cana-3181	253	32	just	just	ADV
cana-3181	253	33	5	5	NUM
cana-3181	253	34	by	by	ADP
cana-3181	253	35	the	the	DET
cana-3181	253	36	end	end	NOUN
cana-3181	253	37	of	of	ADP
cana-3181	253	38	the	the	DET
cana-3181	253	39	optimization	optimization	NOUN
cana-3181	253	40	process	process	NOUN
cana-3181	253	41	as	as	SCONJ
cana-3181	253	42	shown	show	VERB
cana-3181	253	43	in	in	ADP
cana-3181	253	44	figure	figure	NOUN
cana-3181	253	45	5	5	NUM
cana-3181	253	46	.	.	PUNCT
cana-3181	254	1	this	this	DET
cana-3181	254	2	graph	graph	NOUN
cana-3181	254	3	is	be	AUX
cana-3181	254	4	particularly	particularly	ADV
cana-3181	254	5	telling	tell	VERB
cana-3181	254	6	of	of	ADP
cana-3181	254	7	the	the	DET
cana-3181	254	8	framework	framework	NOUN
cana-3181	254	9	’s	’s	PART
cana-3181	254	10	robust	robust	ADJ
cana-3181	254	11	conflict	conflict	NOUN
cana-3181	254	12	resolution	resolution	NOUN
cana-3181	254	13	capabilities	capability	NOUN
cana-3181	254	14	.	.	PUNCT
cana-3181	255	1	each	each	DET
cana-3181	255	2	iteration	iteration	NOUN
cana-3181	255	3	’s	’s	PART
cana-3181	255	4	reduction	reduction	NOUN
cana-3181	255	5	in	in	ADP
cana-3181	255	6	conflicts	conflict	NOUN
cana-3181	255	7	signals	signal	VERB
cana-3181	255	8	the	the	DET
cana-3181	255	9	framework	framework	NOUN
cana-3181	255	10	’s	’s	PART
cana-3181	255	11	precision	precision	NOUN
cana-3181	255	12	in	in	ADP
cana-3181	255	13	navigating	navigate	VERB
cana-3181	255	14	the	the	DET
cana-3181	255	15	complex	complex	ADJ
cana-3181	255	16	web	web	NOUN
cana-3181	255	17	of	of	ADP
cana-3181	255	18	scheduling	scheduling	NOUN
cana-3181	255	19	demands	demand	NOUN
cana-3181	255	20	,	,	PUNCT
cana-3181	255	21	ensuring	ensure	VERB
cana-3181	255	22	that	that	SCONJ
cana-3181	255	23	courses	course	NOUN
cana-3181	255	24	,	,	PUNCT
cana-3181	255	25	teacher	teacher	NOUN
cana-3181	255	26	availability	availability	NOUN
cana-3181	255	27	,	,	PUNCT
cana-3181	255	28	and	and	CCONJ
cana-3181	255	29	classroom	classroom	NOUN
cana-3181	255	30	allocations	allocation	NOUN
cana-3181	255	31	are	be	AUX
cana-3181	255	32	harmonized	harmonized	ADJ
cana-3181	255	33	to	to	PART
cana-3181	255	34	avoid	avoid	VERB
cana-3181	255	35	overlaps	overlap	NOUN
cana-3181	255	36	.	.	PUNCT
cana-3181	256	1	this	this	DET
cana-3181	256	2	significant	significant	ADJ
cana-3181	256	3	decrease	decrease	NOUN
cana-3181	256	4	in	in	ADP
cana-3181	256	5	conflicts	conflict	NOUN
cana-3181	256	6	is	be	AUX
cana-3181	256	7	a	a	DET
cana-3181	256	8	clear	clear	ADJ
cana-3181	256	9	indicator	indicator	NOUN
cana-3181	256	10	of	of	ADP
cana-3181	256	11	the	the	DET
cana-3181	256	12	framework	framework	NOUN
cana-3181	256	13	’s	’s	PART
cana-3181	256	14	contribution	contribution	NOUN
cana-3181	256	15	to	to	ADP
cana-3181	256	16	creating	create	VERB
cana-3181	256	17	a	a	DET
cana-3181	256	18	more	more	ADV
cana-3181	256	19	coherent	coherent	ADJ
cana-3181	256	20	,	,	PUNCT
cana-3181	256	21	conflict	conflict	NOUN
cana-3181	256	22	-	-	PUNCT
cana-3181	256	23	free	free	ADJ
cana-3181	256	24	academic	academic	ADJ
cana-3181	256	25	environment	environment	NOUN
cana-3181	256	26	.	.	PUNCT
cana-3181	257	1	communications	communication	NOUN
cana-3181	257	2	on	on	ADP
cana-3181	257	3	applied	apply	VERB
cana-3181	257	4	nonlinear	nonlinear	ADJ
cana-3181	257	5	analysis	analysis	NOUN
cana-3181	257	6	issn	issn	NOUN
cana-3181	257	7	:	:	PUNCT
cana-3181	257	8	1074	1074	NUM
cana-3181	257	9	-	-	PUNCT
cana-3181	257	10	133x	133x	NUM
cana-3181	257	11	vol	vol	NOUN
cana-3181	257	12	32	32	NUM
cana-3181	257	13	no	no	NOUN
cana-3181	257	14	.	.	PUNCT
cana-3181	258	1	5s	5s	NUM
cana-3181	258	2	(	(	PUNCT
cana-3181	258	3	2025	2025	NUM
cana-3181	258	4	)	)	PUNCT
cana-3181	258	5	582	582	NUM
cana-3181	258	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3181	258	7	figure	figure	NOUN
cana-3181	258	8	5	5	NUM
cana-3181	258	9	:	:	PUNCT
cana-3181	258	10	schedule	schedule	NOUN
cana-3181	258	11	conflicts	conflict	NOUN
cana-3181	258	12	analysis	analysis	NOUN
cana-3181	258	13	each	each	DET
cana-3181	258	14	graph	graph	NOUN
cana-3181	258	15	provides	provide	VERB
cana-3181	258	16	various	various	ADJ
cana-3181	258	17	dimensions	dimension	NOUN
cana-3181	258	18	of	of	ADP
cana-3181	258	19	the	the	DET
cana-3181	258	20	optimization	optimization	NOUN
cana-3181	258	21	process	process	NOUN
cana-3181	258	22	.	.	PUNCT
cana-3181	259	1	together	together	ADV
cana-3181	259	2	,	,	PUNCT
cana-3181	259	3	they	they	PRON
cana-3181	259	4	explore	explore	VERB
cana-3181	259	5	how	how	SCONJ
cana-3181	259	6	the	the	DET
cana-3181	259	7	proposed	propose	VERB
cana-3181	259	8	framework	framework	NOUN
cana-3181	259	9	not	not	PART
cana-3181	259	10	only	only	ADV
cana-3181	259	11	meets	meet	VERB
cana-3181	259	12	the	the	DET
cana-3181	259	13	fundamental	fundamental	ADJ
cana-3181	259	14	scheduling	scheduling	NOUN
cana-3181	259	15	requirements	requirement	NOUN
cana-3181	259	16	but	but	CCONJ
cana-3181	259	17	also	also	ADV
cana-3181	259	18	advances	advance	VERB
cana-3181	259	19	the	the	DET
cana-3181	259	20	operational	operational	ADJ
cana-3181	259	21	and	and	CCONJ
cana-3181	259	22	educational	educational	ADJ
cana-3181	259	23	objectives	objective	NOUN
cana-3181	259	24	of	of	ADP
cana-3181	259	25	academic	academic	ADJ
cana-3181	259	26	institutions	institution	NOUN
cana-3181	259	27	,	,	PUNCT
cana-3181	259	28	showcasing	showcase	VERB
cana-3181	259	29	a	a	DET
cana-3181	259	30	significant	significant	ADJ
cana-3181	259	31	leap	leap	NOUN
cana-3181	259	32	towards	towards	ADP
cana-3181	259	33	optimizing	optimize	VERB
cana-3181	259	34	the	the	DET
cana-3181	259	35	intricate	intricate	ADJ
cana-3181	259	36	puzzle	puzzle	NOUN
cana-3181	259	37	of	of	ADP
cana-3181	259	38	educational	educational	ADJ
cana-3181	259	39	timetables	timetable	NOUN
cana-3181	259	40	.	.	PUNCT
cana-3181	260	1	5	5	X
cana-3181	260	2	.	.	X
cana-3181	260	3	conclusion	conclusion	NOUN
cana-3181	260	4	the	the	DET
cana-3181	260	5	study	study	NOUN
cana-3181	260	6	’s	’s	PART
cana-3181	260	7	conclusion	conclusion	NOUN
cana-3181	260	8	demonstrates	demonstrate	VERB
cana-3181	260	9	how	how	SCONJ
cana-3181	260	10	a	a	DET
cana-3181	260	11	comprehensive	comprehensive	ADJ
cana-3181	260	12	framework	framework	NOUN
cana-3181	260	13	using	use	VERB
cana-3181	260	14	the	the	DET
cana-3181	260	15	differential	differential	ADJ
cana-3181	260	16	evolution	evolution	NOUN
cana-3181	260	17	algorithm	algorithm	PROPN
cana-3181	260	18	improved	improve	VERB
cana-3181	260	19	educational	educational	ADJ
cana-3181	260	20	timetables	timetable	NOUN
cana-3181	260	21	.	.	PUNCT
cana-3181	261	1	experimental	experimental	ADJ
cana-3181	261	2	studies	study	NOUN
cana-3181	261	3	reveal	reveal	VERB
cana-3181	261	4	a	a	DET
cana-3181	261	5	significant	significant	ADJ
cana-3181	261	6	impact	impact	NOUN
cana-3181	261	7	on	on	ADP
cana-3181	261	8	constraint	constraint	NOUN
cana-3181	261	9	satisfaction	satisfaction	NOUN
cana-3181	261	10	,	,	PUNCT
cana-3181	261	11	resource	resource	NOUN
cana-3181	261	12	utilization	utilization	NOUN
cana-3181	261	13	,	,	PUNCT
cana-3181	261	14	and	and	CCONJ
cana-3181	261	15	stakeholder	stakeholder	NOUN
cana-3181	261	16	satisfaction	satisfaction	NOUN
cana-3181	261	17	.	.	PUNCT
cana-3181	262	1	iterative	iterative	NOUN
cana-3181	262	2	optimization	optimization	NOUN
cana-3181	262	3	demonstrated	demonstrate	VERB
cana-3181	262	4	that	that	SCONJ
cana-3181	262	5	the	the	DET
cana-3181	262	6	framework	framework	NOUN
cana-3181	262	7	could	could	AUX
cana-3181	262	8	handle	handle	VERB
cana-3181	262	9	academic	academic	ADJ
cana-3181	262	10	scheduling	scheduling	NOUN
cana-3181	262	11	’s	’s	PART
cana-3181	262	12	numerous	numerous	ADJ
cana-3181	262	13	demands	demand	NOUN
cana-3181	262	14	.	.	PUNCT
cana-3181	263	1	multiple	multiple	ADJ
cana-3181	263	2	graphs	graph	NOUN
cana-3181	263	3	demonstrate	demonstrate	VERB
cana-3181	263	4	the	the	DET
cana-3181	263	5	framework	framework	NOUN
cana-3181	263	6	’s	’s	PART
cana-3181	263	7	ability	ability	NOUN
cana-3181	263	8	to	to	PART
cana-3181	263	9	find	find	VERB
cana-3181	263	10	near	near	ADP
cana-3181	263	11	-	-	PUNCT
cana-3181	263	12	optimal	optimal	ADJ
cana-3181	263	13	solutions	solution	NOUN
cana-3181	263	14	for	for	ADP
cana-3181	263	15	hard	hard	ADJ
cana-3181	263	16	and	and	CCONJ
cana-3181	263	17	soft	soft	ADJ
cana-3181	263	18	constraints	constraint	NOUN
cana-3181	263	19	satisfaction	satisfaction	NOUN
cana-3181	263	20	,	,	PUNCT
cana-3181	263	21	classroom	classroom	NOUN
cana-3181	263	22	utilization	utilization	NOUN
cana-3181	263	23	,	,	PUNCT
cana-3181	263	24	teacher	teacher	NOUN
cana-3181	263	25	idle	idle	ADJ
cana-3181	263	26	time	time	NOUN
cana-3181	263	27	,	,	PUNCT
cana-3181	263	28	and	and	CCONJ
cana-3181	263	29	scheduling	scheduling	NOUN
cana-3181	263	30	conflicts	conflict	NOUN
cana-3181	263	31	.	.	PUNCT
cana-3181	264	1	such	such	ADJ
cana-3181	264	2	enhancements	enhancement	NOUN
cana-3181	264	3	reflect	reflect	VERB
cana-3181	264	4	increased	increase	VERB
cana-3181	264	5	operational	operational	ADJ
cana-3181	264	6	efficiencies	efficiency	NOUN
cana-3181	264	7	and	and	CCONJ
cana-3181	264	8	better	well	ADJ
cana-3181	264	9	educational	educational	ADJ
cana-3181	264	10	experiences	experience	NOUN
cana-3181	264	11	for	for	ADP
cana-3181	264	12	faculty	faculty	NOUN
cana-3181	264	13	and	and	CCONJ
cana-3181	264	14	students	student	NOUN
cana-3181	264	15	.	.	PUNCT
cana-3181	265	1	the	the	DET
cana-3181	265	2	differential	differential	ADJ
cana-3181	265	3	evolution	evolution	PROPN
cana-3181	265	4	algorithm	algorithm	PROPN
cana-3181	265	5	’s	’s	PART
cana-3181	265	6	strategic	strategic	ADJ
cana-3181	265	7	application	application	NOUN
cana-3181	265	8	in	in	ADP
cana-3181	265	9	the	the	DET
cana-3181	265	10	optimization	optimization	NOUN
cana-3181	265	11	process	process	NOUN
cana-3181	265	12	demonstrated	demonstrate	VERB
cana-3181	265	13	its	its	PRON
cana-3181	265	14	ability	ability	NOUN
cana-3181	265	15	to	to	PART
cana-3181	265	16	handle	handle	VERB
cana-3181	265	17	complex	complex	ADJ
cana-3181	265	18	,	,	PUNCT
cana-3181	265	19	multidimensional	multidimensional	ADJ
cana-3181	265	20	problems	problem	NOUN
cana-3181	265	21	in	in	ADP
cana-3181	265	22	a	a	DET
cana-3181	265	23	dynamic	dynamic	ADJ
cana-3181	265	24	and	and	CCONJ
cana-3181	265	25	adaptive	adaptive	ADJ
cana-3181	265	26	manner	manner	NOUN
cana-3181	265	27	.	.	PUNCT
cana-3181	266	1	the	the	DET
cana-3181	266	2	study	study	NOUN
cana-3181	266	3	’s	’s	PART
cana-3181	266	4	findings	finding	NOUN
cana-3181	266	5	on	on	ADP
cana-3181	266	6	iterative	iterative	ADJ
cana-3181	266	7	improvements	improvement	NOUN
cana-3181	266	8	over	over	ADP
cana-3181	266	9	multiple	multiple	ADJ
cana-3181	266	10	optimization	optimization	NOUN
cana-3181	266	11	iterations	iteration	NOUN
cana-3181	266	12	teach	teach	VERB
cana-3181	266	13	us	we	PRON
cana-3181	266	14	how	how	SCONJ
cana-3181	266	15	to	to	PART
cana-3181	266	16	strike	strike	VERB
cana-3181	266	17	a	a	DET
cana-3181	266	18	balance	balance	NOUN
cana-3181	266	19	between	between	ADP
cana-3181	266	20	exploring	explore	VERB
cana-3181	266	21	new	new	ADJ
cana-3181	266	22	solutions	solution	NOUN
cana-3181	266	23	and	and	CCONJ
cana-3181	266	24	refining	refine	VERB
cana-3181	266	25	old	old	ADJ
cana-3181	266	26	ones	one	NOUN
cana-3181	266	27	.	.	PUNCT
cana-3181	267	1	this	this	DET
cana-3181	267	2	balance	balance	NOUN
cana-3181	267	3	is	be	AUX
cana-3181	267	4	required	require	VERB
cana-3181	267	5	for	for	ADP
cana-3181	267	6	optimal	optimal	ADJ
cana-3181	267	7	scheduling	scheduling	NOUN
cana-3181	267	8	configurations	configuration	NOUN
cana-3181	267	9	that	that	PRON
cana-3181	267	10	respect	respect	VERB
cana-3181	267	11	logistical	logistical	ADJ
cana-3181	267	12	constraints	constraint	NOUN
cana-3181	267	13	while	while	SCONJ
cana-3181	267	14	maintaining	maintain	VERB
cana-3181	267	15	educational	educational	ADJ
cana-3181	267	16	quality	quality	NOUN
cana-3181	267	17	.	.	PUNCT
cana-3181	268	1	the	the	DET
cana-3181	268	2	framework	framework	NOUN
cana-3181	268	3	solves	solve	VERB
cana-3181	268	4	the	the	DET
cana-3181	268	5	long	long	ADV
cana-3181	268	6	-	-	PUNCT
cana-3181	268	7	standing	stand	VERB
cana-3181	268	8	educational	educational	ADJ
cana-3181	268	9	timetable	timetable	NOUN
cana-3181	268	10	optimization	optimization	NOUN
cana-3181	268	11	problem	problem	NOUN
cana-3181	268	12	in	in	ADP
cana-3181	268	13	conclusion	conclusion	NOUN
cana-3181	268	14	.	.	PUNCT
cana-3181	269	1	the	the	DET
cana-3181	269	2	framework	framework	NOUN
cana-3181	269	3	transforms	transform	VERB
cana-3181	269	4	scheduling	scheduling	NOUN
cana-3181	269	5	efficiency	efficiency	NOUN
cana-3181	269	6	and	and	CCONJ
cana-3181	269	7	stakeholder	stakeholder	NOUN
cana-3181	269	8	satisfaction	satisfaction	NOUN
cana-3181	269	9	by	by	ADP
cana-3181	269	10	combining	combine	VERB
cana-3181	269	11	cutting	cutting	NOUN
cana-3181	269	12	-	-	PUNCT
cana-3181	269	13	edge	edge	NOUN
cana-3181	269	14	optimization	optimization	NOUN
cana-3181	269	15	techniques	technique	NOUN
cana-3181	269	16	with	with	ADP
cana-3181	269	17	a	a	DET
cana-3181	269	18	thorough	thorough	ADJ
cana-3181	269	19	understanding	understanding	NOUN
cana-3181	269	20	of	of	ADP
cana-3181	269	21	the	the	DET
cana-3181	269	22	educational	educational	ADJ
cana-3181	269	23	context	context	NOUN
cana-3181	269	24	.	.	PUNCT
cana-3181	270	1	it	it	PRON
cana-3181	270	2	opens	open	VERB
cana-3181	270	3	up	up	ADP
cana-3181	270	4	new	new	ADJ
cana-3181	270	5	research	research	NOUN
cana-3181	270	6	opportunities	opportunity	NOUN
cana-3181	270	7	,	,	PUNCT
cana-3181	270	8	especially	especially	ADV
cana-3181	270	9	in	in	ADP
cana-3181	270	10	exploring	explore	VERB
cana-3181	270	11	how	how	SCONJ
cana-3181	270	12	similar	similar	ADJ
cana-3181	270	13	frameworks	framework	NOUN
cana-3181	270	14	can	can	AUX
cana-3181	270	15	be	be	AUX
cana-3181	270	16	applied	apply	VERB
cana-3181	270	17	to	to	ADP
cana-3181	270	18	other	other	ADJ
cana-3181	270	19	domains	domain	NOUN
cana-3181	270	20	with	with	ADP
cana-3181	270	21	complex	complex	ADJ
cana-3181	270	22	scheduling	scheduling	NOUN
cana-3181	270	23	challenges	challenge	NOUN
cana-3181	270	24	.	.	PUNCT
cana-3181	271	1	as	as	SCONJ
cana-3181	271	2	educational	educational	ADJ
cana-3181	271	3	institutions	institution	NOUN
cana-3181	271	4	evolve	evolve	VERB
cana-3181	271	5	,	,	PUNCT
cana-3181	271	6	the	the	DET
cana-3181	271	7	demand	demand	NOUN
cana-3181	271	8	for	for	ADP
cana-3181	271	9	such	such	ADJ
cana-3181	271	10	innovative	innovative	ADJ
cana-3181	271	11	solutions	solution	NOUN
cana-3181	271	12	will	will	AUX
cana-3181	271	13	increase	increase	VERB
cana-3181	271	14	,	,	PUNCT
cana-3181	271	15	emphasizing	emphasize	VERB
cana-3181	271	16	the	the	DET
cana-3181	271	17	importance	importance	NOUN
cana-3181	271	18	of	of	ADP
cana-3181	271	19	optimization	optimization	NOUN
cana-3181	271	20	methodology	methodology	NOUN
cana-3181	271	21	advancements	advancement	NOUN
cana-3181	271	22	in	in	ADP
cana-3181	271	23	meeting	meet	VERB
cana-3181	271	24	these	these	DET
cana-3181	271	25	challenges	challenge	NOUN
cana-3181	271	26	.	.	PUNCT
cana-3181	272	1	acknowledgement	acknowledgement	NOUN
cana-3181	272	2	:	:	PUNCT
cana-3181	272	3	we	we	PRON
cana-3181	272	4	extend	extend	VERB
cana-3181	272	5	our	our	PRON
cana-3181	272	6	sincerest	sincere	ADJ
cana-3181	272	7	gratitude	gratitude	NOUN
cana-3181	272	8	to	to	ADP
cana-3181	272	9	all	all	PRON
cana-3181	272	10	who	who	PRON
cana-3181	272	11	contributed	contribute	VERB
cana-3181	272	12	to	to	ADP
cana-3181	272	13	this	this	DET
cana-3181	272	14	study	study	NOUN
cana-3181	272	15	.	.	PUNCT
cana-3181	273	1	special	special	ADJ
cana-3181	273	2	thanks	thank	NOUN
cana-3181	273	3	are	be	AUX
cana-3181	273	4	given	give	VERB
cana-3181	273	5	to	to	ADP
cana-3181	273	6	the	the	DET
cana-3181	273	7	peer	peer	NOUN
cana-3181	273	8	reviewers	reviewer	NOUN
cana-3181	273	9	whose	whose	DET
cana-3181	273	10	constructive	constructive	ADJ
cana-3181	273	11	feedback	feedback	NOUN
cana-3181	273	12	was	be	AUX
cana-3181	273	13	invaluable	invaluable	ADJ
cana-3181	273	14	.	.	PUNCT
cana-3181	274	1	we	we	PRON
cana-3181	274	2	also	also	ADV
cana-3181	274	3	acknowledge	acknowledge	VERB
cana-3181	274	4	our	our	PRON
cana-3181	274	5	colleagues	colleague	NOUN
cana-3181	274	6	for	for	ADP
cana-3181	274	7	their	their	PRON
cana-3181	274	8	support	support	NOUN
cana-3181	274	9	and	and	CCONJ
cana-3181	274	10	encouragement	encouragement	NOUN
cana-3181	274	11	throughout	throughout	ADP
cana-3181	274	12	the	the	DET
cana-3181	274	13	research	research	NOUN
cana-3181	274	14	process	process	NOUN
cana-3181	274	15	.	.	PUNCT
cana-3181	275	1	funds	fund	NOUN
cana-3181	275	2	:	:	PUNCT
cana-3181	275	3	this	this	DET
cana-3181	275	4	research	research	NOUN
cana-3181	275	5	did	do	AUX
cana-3181	275	6	not	not	PART
cana-3181	275	7	receive	receive	VERB
cana-3181	275	8	any	any	DET
cana-3181	275	9	specific	specific	ADJ
cana-3181	275	10	grant	grant	NOUN
cana-3181	275	11	from	from	ADP
cana-3181	275	12	funding	fund	VERB
cana-3181	275	13	agencies	agency	NOUN
cana-3181	275	14	in	in	ADP
cana-3181	275	15	the	the	DET
cana-3181	275	16	public	public	ADJ
cana-3181	275	17	,	,	PUNCT
cana-3181	275	18	commercial	commercial	ADJ
cana-3181	275	19	,	,	PUNCT
cana-3181	275	20	or	or	CCONJ
cana-3181	275	21	not	not	PART
cana-3181	275	22	-	-	PUNCT
cana-3181	275	23	for	for	ADP
cana-3181	275	24	-	-	PUNCT
cana-3181	275	25	profit	profit	NOUN
cana-3181	275	26	sectors	sector	NOUN
cana-3181	275	27	.	.	PUNCT
cana-3181	276	1	the	the	DET
cana-3181	276	2	entire	entire	ADJ
cana-3181	276	3	study	study	NOUN
cana-3181	276	4	was	be	AUX
cana-3181	276	5	self	self	NOUN
cana-3181	276	6	-	-	PUNCT
cana-3181	276	7	funded	fund	VERB
cana-3181	276	8	by	by	ADP
cana-3181	276	9	the	the	DET
cana-3181	276	10	authors	author	NOUN
cana-3181	276	11	and	and	CCONJ
cana-3181	276	12	their	their	PRON
cana-3181	276	13	communications	communication	NOUN
cana-3181	276	14	on	on	ADP
cana-3181	276	15	applied	apply	VERB
cana-3181	276	16	nonlinear	nonlinear	ADJ
cana-3181	276	17	analysis	analysis	NOUN
cana-3181	276	18	issn	issn	NOUN
cana-3181	276	19	:	:	PUNCT
cana-3181	276	20	1074	1074	NUM
cana-3181	276	21	-	-	PUNCT
cana-3181	276	22	133x	133x	NUM
cana-3181	276	23	vol	vol	NOUN
cana-3181	276	24	32	32	NUM
cana-3181	276	25	no	no	NOUN
cana-3181	276	26	.	.	PUNCT
cana-3181	277	1	5s	5s	NUM
cana-3181	277	2	(	(	PUNCT
cana-3181	277	3	2025	2025	NUM
cana-3181	277	4	)	)	PUNCT
cana-3181	277	5	583	583	NUM
cana-3181	277	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3181	277	7	institutions	institution	NOUN
cana-3181	277	8	references	reference	VERB
cana-3181	277	9	[	[	X
cana-3181	277	10	1	1	NUM
cana-3181	277	11	]	]	PUNCT
cana-3181	277	12	j.	j.	PROPN
cana-3181	277	13	r.	r.	PROPN
cana-3181	277	14	dwaram	dwaram	PROPN
cana-3181	277	15	and	and	CCONJ
cana-3181	277	16	r.	r.	PROPN
cana-3181	277	17	k.	k.	PROPN
cana-3181	277	18	madapuri	madapuri	PROPN
cana-3181	277	19	,	,	PUNCT
cana-3181	277	20	“	"	PUNCT
cana-3181	277	21	crop	crop	NOUN
cana-3181	277	22	yield	yield	NOUN
cana-3181	277	23	forecasting	forecasting	NOUN
cana-3181	277	24	by	by	ADP
cana-3181	277	25	long	long	ADJ
cana-3181	277	26	short‐term	short‐term	ADJ
cana-3181	277	27	memory	memory	NOUN
cana-3181	277	28	network	network	NOUN
cana-3181	277	29	with	with	ADP
cana-3181	277	30	adam	adam	PROPN
cana-3181	277	31	optimizer	optimizer	NOUN
cana-3181	277	32	and	and	CCONJ
cana-3181	277	33	huber	huber	PROPN
cana-3181	277	34	loss	loss	NOUN
cana-3181	277	35	function	function	NOUN
cana-3181	277	36	in	in	ADP
cana-3181	277	37	andhra	andhra	PROPN
cana-3181	277	38	pradesh	pradesh	PROPN
cana-3181	277	39	,	,	PUNCT
cana-3181	277	40	india	india	PROPN
cana-3181	277	41	,	,	PUNCT
cana-3181	277	42	”	"	PUNCT
cana-3181	277	43	concurrency	concurrency	NOUN
cana-3181	277	44	and	and	CCONJ
cana-3181	277	45	computation	computation	NOUN
cana-3181	277	46	:	:	PUNCT
cana-3181	277	47	practice	practice	NOUN
cana-3181	277	48	and	and	CCONJ
cana-3181	277	49	experience	experience	NOUN
cana-3181	277	50	,	,	PUNCT
cana-3181	277	51	vol	vol	NOUN
cana-3181	277	52	.	.	PROPN
cana-3181	278	1	34	34	NUM
cana-3181	278	2	,	,	PUNCT
cana-3181	278	3	no	no	INTJ
cana-3181	278	4	.	.	NOUN
cana-3181	278	5	27	27	NUM
cana-3181	278	6	.	.	X
cana-3181	279	1	wiley	wiley	PROPN
cana-3181	279	2	,	,	PUNCT
cana-3181	279	3	sep	sep	PROPN
cana-3181	279	4	.	.	PROPN
cana-3181	279	5	18	18	NUM
cana-3181	279	6	,	,	PUNCT
cana-3181	279	7	2022	2022	NUM
cana-3181	279	8	.	.	PUNCT
cana-3181	280	1	doi	doi	NOUN
cana-3181	280	2	:	:	PUNCT
cana-3181	280	3	10.1002	10.1002	NUM
cana-3181	280	4	/	/	SYM
cana-3181	280	5	cpe.7310	cpe.7310	NUM
cana-3181	280	6	.	.	PUNCT
cana-3181	281	1	[	[	X
cana-3181	281	2	2	2	NUM
cana-3181	281	3	]	]	X
cana-3181	281	4	swetha	swetha	NOUN
cana-3181	281	5	,	,	PUNCT
cana-3181	281	6	a.	a.	PROPN
cana-3181	281	7	.	.	PUNCT
cana-3181	281	8	,	,	PUNCT
cana-3181	281	9	m.	m.	NOUN
cana-3181	281	10	s.	s.	PROPN
cana-3181	281	11	.	.	PUNCT
cana-3181	282	1	lakshmi	lakshmi	PROPN
cana-3181	282	2	,	,	PUNCT
cana-3181	282	3	and	and	CCONJ
cana-3181	282	4	m.	m.	PROPN
cana-3181	282	5	r.	r.	PROPN
cana-3181	282	6	.	.	PUNCT
cana-3181	283	1	kumar	kumar	PROPN
cana-3181	283	2	.	.	PUNCT
cana-3181	284	1	“	"	PUNCT
cana-3181	284	2	chronic	chronic	ADJ
cana-3181	284	3	kidney	kidney	NOUN
cana-3181	284	4	disease	disease	NOUN
cana-3181	284	5	diagnostic	diagnostic	ADJ
cana-3181	284	6	approaches	approach	NOUN
cana-3181	284	7	using	use	VERB
cana-3181	284	8	efficient	efficient	ADJ
cana-3181	284	9	artificial	artificial	ADJ
cana-3181	284	10	intelligence	intelligence	NOUN
cana-3181	284	11	methods	method	NOUN
cana-3181	284	12	”	"	PUNCT
cana-3181	284	13	.	.	PUNCT
cana-3181	285	1	international	international	ADJ
cana-3181	285	2	journal	journal	NOUN
cana-3181	285	3	of	of	ADP
cana-3181	285	4	intelligent	intelligent	ADJ
cana-3181	285	5	systems	system	NOUN
cana-3181	285	6	and	and	CCONJ
cana-3181	285	7	applications	application	NOUN
cana-3181	285	8	in	in	ADP
cana-3181	285	9	engineering	engineering	NOUN
cana-3181	285	10	,	,	PUNCT
cana-3181	285	11	vol	vol	NOUN
cana-3181	285	12	.	.	PROPN
cana-3181	285	13	10	10	NUM
cana-3181	285	14	,	,	PUNCT
cana-3181	285	15	no	no	INTJ
cana-3181	285	16	.	.	NOUN
cana-3181	286	1	1s	1s	NUM
cana-3181	286	2	,	,	PUNCT
cana-3181	286	3	oct	oct	PROPN
cana-3181	286	4	.	.	PROPN
cana-3181	286	5	2022	2022	NUM
cana-3181	286	6	,	,	PUNCT
cana-3181	286	7	pp	pp	ADJ
cana-3181	286	8	.	.	PUNCT
cana-3181	287	1	254	254	NUM
cana-3181	287	2	.	.	PUNCT
cana-3181	288	1	[	[	X
cana-3181	288	2	3	3	X
cana-3181	288	3	]	]	X
cana-3181	288	4	rudra	rudra	PROPN
cana-3181	288	5	kumar	kumar	PROPN
cana-3181	288	6	,	,	PUNCT
cana-3181	288	7	m.	m.	NOUN
cana-3181	288	8	,	,	PUNCT
cana-3181	288	9	gunjan	gunjan	PROPN
cana-3181	288	10	,	,	PUNCT
cana-3181	288	11	v.k	v.k	PROPN
cana-3181	288	12	.	.	PROPN
cana-3181	288	13	(	(	PUNCT
cana-3181	288	14	2022	2022	NUM
cana-3181	288	15	)	)	PUNCT
cana-3181	288	16	.	.	PUNCT
cana-3181	289	1	machine	machine	NOUN
cana-3181	289	2	learning	learning	NOUN
cana-3181	289	3	based	base	VERB
cana-3181	289	4	solutions	solution	NOUN
cana-3181	289	5	for	for	ADP
cana-3181	289	6	human	human	ADJ
cana-3181	289	7	resource	resource	NOUN
cana-3181	289	8	systems	system	NOUN
cana-3181	289	9	management	management	NOUN
cana-3181	289	10	.	.	PUNCT
cana-3181	290	1	in	in	ADP
cana-3181	290	2	:	:	PUNCT
cana-3181	290	3	kumar	kumar	PROPN
cana-3181	290	4	,	,	PUNCT
cana-3181	290	5	a.	a.	PROPN
cana-3181	290	6	,	,	PUNCT
cana-3181	290	7	mozar	mozar	PROPN
cana-3181	290	8	,	,	PUNCT
cana-3181	290	9	s.	s.	PROPN
cana-3181	290	10	(	(	PUNCT
cana-3181	290	11	eds	eds	PROPN
cana-3181	290	12	)	)	PUNCT
cana-3181	290	13	iccce	iccce	NOUN
cana-3181	290	14	2021	2021	NUM
cana-3181	290	15	.	.	PUNCT
cana-3181	291	1	lecture	lecture	NOUN
cana-3181	291	2	notes	note	NOUN
cana-3181	291	3	in	in	ADP
cana-3181	291	4	electrical	electrical	ADJ
cana-3181	291	5	engineering	engineering	NOUN
cana-3181	291	6	,	,	PUNCT
cana-3181	291	7	vol	vol	NOUN
cana-3181	291	8	828	828	NUM
cana-3181	291	9	.	.	PUNCT
cana-3181	292	1	springer	springer	NOUN
cana-3181	292	2	,	,	PUNCT
cana-3181	292	3	singapore	singapore	PROPN
cana-3181	292	4	.	.	PUNCT
cana-3181	293	1	https://doi.org/10.1007/978-981-16-7985-8_129	https://doi.org/10.1007/978-981-16-7985-8_129	PROPN
cana-3181	293	2	.	.	PUNCT
cana-3181	294	1	[	[	X
cana-3181	294	2	4	4	NUM
cana-3181	294	3	]	]	X
cana-3181	294	4	gore	gore	PROPN
cana-3181	294	5	,	,	PUNCT
cana-3181	294	6	bhaven	bhaven	NOUN
cana-3181	294	7	,	,	PUNCT
cana-3181	294	8	disha	disha	PROPN
cana-3181	294	9	shirdhankar	shirdhankar	PROPN
cana-3181	294	10	,	,	PUNCT
cana-3181	294	11	and	and	CCONJ
cana-3181	294	12	giriraj	giriraj	ADJ
cana-3181	294	13	belanekar	belanekar	NOUN
cana-3181	294	14	.	.	PUNCT
cana-3181	295	1	"	"	PUNCT
cana-3181	295	2	institute	institute	NOUN
cana-3181	295	3	timetable	timetable	NOUN
cana-3181	295	4	scheduler	scheduler	NOUN
cana-3181	295	5	.	.	PUNCT
cana-3181	295	6	"	"	PUNCT
cana-3181	296	1	(	(	PUNCT
cana-3181	296	2	2020	2020	NUM
cana-3181	296	3	)	)	PUNCT
cana-3181	296	4	.	.	PUNCT
cana-3181	297	1	[	[	X
cana-3181	297	2	5	5	NUM
cana-3181	297	3	]	]	X
cana-3181	297	4	alghamdi	alghamdi	NOUN
cana-3181	297	5	,	,	PUNCT
cana-3181	297	6	hayat	hayat	PROPN
cana-3181	297	7	,	,	PUNCT
cana-3181	297	8	tahani	tahani	PROPN
cana-3181	297	9	alsubait	alsubait	PROPN
cana-3181	297	10	,	,	PUNCT
cana-3181	297	11	hosam	hosam	PROPN
cana-3181	297	12	alhakami	alhakami	NOUN
cana-3181	297	13	,	,	PUNCT
cana-3181	297	14	and	and	CCONJ
cana-3181	297	15	abdullah	abdullah	PROPN
cana-3181	297	16	baz	baz	PROPN
cana-3181	297	17	.	.	PUNCT
cana-3181	298	1	"	"	PUNCT
cana-3181	298	2	a	a	DET
cana-3181	298	3	review	review	NOUN
cana-3181	298	4	of	of	ADP
cana-3181	298	5	optimization	optimization	NOUN
cana-3181	298	6	algorithms	algorithm	NOUN
cana-3181	298	7	for	for	ADP
cana-3181	298	8	university	university	NOUN
cana-3181	298	9	timetable	timetable	NOUN
cana-3181	298	10	scheduling	scheduling	NOUN
cana-3181	298	11	.	.	PUNCT
cana-3181	298	12	"	"	PUNCT
cana-3181	299	1	engineering	engineering	NOUN
cana-3181	299	2	,	,	PUNCT
cana-3181	299	3	technology	technology	NOUN
cana-3181	299	4	&	&	CCONJ
cana-3181	299	5	applied	apply	VERB
cana-3181	299	6	science	science	NOUN
cana-3181	299	7	research	research	NOUN
cana-3181	299	8	10	10	NUM
cana-3181	299	9	,	,	PUNCT
cana-3181	299	10	no	no	INTJ
cana-3181	299	11	.	.	NOUN
cana-3181	299	12	6	6	NUM
cana-3181	299	13	(	(	PUNCT
cana-3181	299	14	2020	2020	NUM
cana-3181	299	15	):	):	PUNCT
cana-3181	299	16	6410	6410	NUM
cana-3181	299	17	-	-	SYM
cana-3181	299	18	6417	6417	NUM
cana-3181	299	19	.	.	PUNCT
cana-3181	300	1	[	[	X
cana-3181	300	2	6	6	NUM
cana-3181	300	3	]	]	X
cana-3181	300	4	ambhore	ambhore	NOUN
cana-3181	300	5	,	,	PUNCT
cana-3181	300	6	shraddha	shraddha	PROPN
cana-3181	300	7	,	,	PUNCT
cana-3181	300	8	pooja	pooja	PROPN
cana-3181	300	9	walke	walke	PROPN
cana-3181	300	10	,	,	PUNCT
cana-3181	300	11	rohit	rohit	PROPN
cana-3181	300	12	ghundgrudkar	ghundgrudkar	PROPN
cana-3181	300	13	,	,	PUNCT
cana-3181	300	14	akshay	akshay	PROPN
cana-3181	300	15	alone	alone	ADV
cana-3181	300	16	,	,	PUNCT
cana-3181	300	17	and	and	CCONJ
cana-3181	300	18	anushree	anushree	ADJ
cana-3181	300	19	khedkar	khedkar	NOUN
cana-3181	300	20	.	.	PUNCT
cana-3181	301	1	"	"	PUNCT
cana-3181	301	2	automatic	automatic	ADJ
cana-3181	301	3	timetable	timetable	NOUN
cana-3181	301	4	generator	generator	NOUN
cana-3181	301	5	.	.	PUNCT
cana-3181	301	6	"	"	PUNCT
cana-3181	302	1	[	[	X
cana-3181	302	2	7	7	NUM
cana-3181	302	3	]	]	X
cana-3181	302	4	d'souza	d'souza	PROPN
cana-3181	302	5	,	,	PUNCT
cana-3181	302	6	denzil	denzil	PROPN
cana-3181	302	7	,	,	PUNCT
cana-3181	302	8	olivia	olivia	PROPN
cana-3181	302	9	d'sa	d'sa	PROPN
cana-3181	302	10	,	,	PUNCT
cana-3181	302	11	prayuj	prayuj	ADJ
cana-3181	302	12	pillai	pillai	PROPN
cana-3181	302	13	,	,	PUNCT
cana-3181	302	14	and	and	CCONJ
cana-3181	302	15	phiroj	phiroj	VERB
cana-3181	302	16	shaikh	shaikh	ADJ
cana-3181	302	17	.	.	PUNCT
cana-3181	303	1	"	"	PUNCT
cana-3181	303	2	multi	multi	ADJ
cana-3181	303	3	-	-	ADJ
cana-3181	303	4	constraint	constraint	ADJ
cana-3181	303	5	satisfaction	satisfaction	NOUN
cana-3181	303	6	and	and	CCONJ
cana-3181	303	7	solution	solution	NOUN
cana-3181	303	8	optimization	optimization	NOUN
cana-3181	303	9	using	use	VERB
cana-3181	303	10	genetic	genetic	ADJ
cana-3181	303	11	algorithm	algorithm	NOUN
cana-3181	303	12	for	for	ADP
cana-3181	303	13	solving	solve	VERB
cana-3181	303	14	timetable	timetable	NOUN
cana-3181	303	15	generation	generation	NOUN
cana-3181	303	16	problem	problem	NOUN
cana-3181	303	17	.	.	PUNCT
cana-3181	303	18	"	"	PUNCT
cana-3181	304	1	in	in	ADP
cana-3181	304	2	proceedings	proceeding	NOUN
cana-3181	304	3	of	of	ADP
cana-3181	304	4	the	the	DET
cana-3181	304	5	international	international	ADJ
cana-3181	304	6	conference	conference	NOUN
cana-3181	304	7	on	on	ADP
cana-3181	304	8	recent	recent	ADJ
cana-3181	304	9	advances	advance	NOUN
cana-3181	304	10	in	in	ADP
cana-3181	304	11	computational	computational	ADJ
cana-3181	304	12	techniques	technique	NOUN
cana-3181	304	13	(	(	PUNCT
cana-3181	304	14	ic	ic	NOUN
cana-3181	304	15	-	-	PUNCT
cana-3181	304	16	ract	ract	NOUN
cana-3181	304	17	)	)	PUNCT
cana-3181	304	18	.	.	PUNCT
cana-3181	305	1	2020	2020	NUM
cana-3181	305	2	.	.	PUNCT
cana-3181	306	1	[	[	X
cana-3181	306	2	8	8	NUM
cana-3181	306	3	]	]	SYM
cana-3181	306	4	vinodhini	vinodhini	PROPN
cana-3181	306	5	,	,	PUNCT
cana-3181	306	6	v.	v.	ADV
cana-3181	306	7	,	,	PUNCT
cana-3181	306	8	a.	a.	NOUN
cana-3181	306	9	subashini	subashini	PROPN
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cana-3181	307	1	"	"	PUNCT
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cana-3181	307	3	-	-	PUNCT
cana-3181	307	4	time	time	NOUN
cana-3181	307	5	table	table	NOUN
cana-3181	307	6	automation	automation	NOUN
cana-3181	307	7	tool	tool	NOUN
cana-3181	307	8	using	use	VERB
cana-3181	307	9	genetic	genetic	ADJ
cana-3181	307	10	algorithm	algorithm	NOUN
cana-3181	307	11	.	.	PUNCT
cana-3181	307	12	"	"	PUNCT
cana-3181	308	1	international	international	ADJ
cana-3181	308	2	journal	journal	NOUN
cana-3181	308	3	of	of	ADP
cana-3181	308	4	engineering	engineering	NOUN
cana-3181	308	5	and	and	CCONJ
cana-3181	308	6	management	management	NOUN
cana-3181	308	7	research	research	NOUN
cana-3181	308	8	11	11	NUM
cana-3181	308	9	,	,	PUNCT
cana-3181	308	10	no	no	INTJ
cana-3181	308	11	.	.	NOUN
cana-3181	308	12	2	2	NUM
cana-3181	308	13	(	(	PUNCT
cana-3181	308	14	2021	2021	NUM
cana-3181	308	15	):	):	PUNCT
cana-3181	308	16	122	122	NUM
cana-3181	308	17	-	-	SYM
cana-3181	308	18	125	125	NUM
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cana-3181	309	1	[	[	X
cana-3181	309	2	9	9	NUM
cana-3181	309	3	]	]	SYM
cana-3181	309	4	techie	techie	NOUN
cana-3181	309	5	-	-	PUNCT
cana-3181	309	6	menson	menson	NOUN
cana-3181	309	7	,	,	PUNCT
cana-3181	309	8	henry	henry	PROPN
cana-3181	309	9	,	,	PUNCT
cana-3181	309	10	and	and	CCONJ
cana-3181	309	11	paul	paul	PROPN
cana-3181	309	12	nyagorme	nyagorme	PROPN
cana-3181	309	13	.	.	PUNCT
cana-3181	310	1	"	"	PUNCT
cana-3181	310	2	design	design	NOUN
cana-3181	310	3	and	and	CCONJ
cana-3181	310	4	implementation	implementation	NOUN
cana-3181	310	5	of	of	ADP
cana-3181	310	6	a	a	DET
cana-3181	310	7	web	web	NOUN
cana-3181	310	8	-	-	PUNCT
cana-3181	310	9	based	base	VERB
cana-3181	310	10	timetable	timetable	NOUN
cana-3181	310	11	system	system	NOUN
cana-3181	310	12	for	for	ADP
cana-3181	310	13	higher	high	ADJ
cana-3181	310	14	education	education	NOUN
cana-3181	310	15	institutions	institution	NOUN
cana-3181	310	16	.	.	PUNCT
cana-3181	310	17	"	"	PUNCT
cana-3181	311	1	[	[	X
cana-3181	311	2	10	10	NUM
cana-3181	311	3	]	]	X
cana-3181	311	4	mammi	mammi	PROPN
cana-3181	311	5	,	,	PUNCT
cana-3181	311	6	hazinah	hazinah	PROPN
cana-3181	311	7	kutty	kutty	PROPN
cana-3181	311	8	,	,	PUNCT
cana-3181	311	9	and	and	CCONJ
cana-3181	311	10	lim	lim	PROPN
cana-3181	311	11	ying	ying	PROPN
cana-3181	311	12	ying	ying	PROPN
cana-3181	311	13	.	.	PUNCT
cana-3181	312	1	"	"	PUNCT
cana-3181	312	2	timetable	timetable	NOUN
cana-3181	312	3	scheduling	scheduling	NOUN
cana-3181	312	4	system	system	NOUN
cana-3181	312	5	using	use	VERB
cana-3181	312	6	genetic	genetic	ADJ
cana-3181	312	7	algorithm	algorithm	NOUN
cana-3181	312	8	for	for	ADP
cana-3181	312	9	school	school	NOUN
cana-3181	312	10	of	of	ADP
cana-3181	312	11	computing	computing	NOUN
cana-3181	312	12	(	(	PUNCT
cana-3181	312	13	tsuga	tsuga	ADJ
cana-3181	312	14	)	)	PUNCT
cana-3181	312	15	.	.	PUNCT
cana-3181	312	16	"	"	PUNCT
cana-3181	313	1	international	international	ADJ
cana-3181	313	2	journal	journal	NOUN
cana-3181	313	3	of	of	ADP
cana-3181	313	4	innovative	innovative	ADJ
cana-3181	313	5	computing	computing	NOUN
cana-3181	313	6	11	11	NUM
cana-3181	313	7	,	,	PUNCT
cana-3181	313	8	no	no	INTJ
cana-3181	313	9	.	.	NOUN
cana-3181	313	10	2	2	NUM
cana-3181	313	11	(	(	PUNCT
cana-3181	313	12	2021	2021	NUM
cana-3181	313	13	):	):	PUNCT
cana-3181	313	14	67	67	NUM
cana-3181	313	15	-	-	SYM
cana-3181	313	16	72	72	NUM
cana-3181	313	17	.	.	PUNCT
cana-3181	314	1	[	[	X
cana-3181	314	2	11	11	NUM
cana-3181	314	3	]	]	SYM
cana-3181	314	4	omoregbee	omoregbee	ADJ
cana-3181	314	5	,	,	PUNCT
cana-3181	314	6	otaninyenuwa	otaninyenuwa	PROPN
cana-3181	314	7	helen	helen	PROPN
cana-3181	314	8	,	,	PUNCT
cana-3181	314	9	e.	e.	PROPN
cana-3181	314	10	i.	i.	PROPN
cana-3181	314	11	ihama	ihama	PROPN
cana-3181	314	12	,	,	PUNCT
cana-3181	314	13	l.	l.	PROPN
cana-3181	314	14	e.	e.	PROPN
cana-3181	314	15	izogie	izogie	PROPN
cana-3181	314	16	,	,	PUNCT
cana-3181	314	17	and	and	CCONJ
cana-3181	314	18	friday	friday	PROPN
cana-3181	314	19	mike	mike	PROPN
cana-3181	314	20	otamere	otamere	PROPN
cana-3181	314	21	.	.	PUNCT
cana-3181	315	1	"	"	PUNCT
cana-3181	315	2	web	web	NOUN
cana-3181	315	3	-	-	PUNCT
cana-3181	315	4	based	base	VERB
cana-3181	315	5	student	student	NOUN
cana-3181	315	6	timetable	timetable	NOUN
cana-3181	315	7	management	management	NOUN
cana-3181	315	8	system	system	NOUN
cana-3181	315	9	.	.	PUNCT
cana-3181	315	10	"	"	PUNCT
cana-3181	316	1	edo	edo	PROPN
cana-3181	316	2	poly	poly	ADJ
cana-3181	316	3	journal	journal	NOUN
cana-3181	316	4	of	of	ADP
cana-3181	316	5	science	science	NOUN
cana-3181	316	6	,	,	PUNCT
cana-3181	316	7	technology	technology	NOUN
cana-3181	316	8	and	and	CCONJ
cana-3181	316	9	management	management	NOUN
cana-3181	316	10	1	1	NUM
cana-3181	316	11	,	,	PUNCT
cana-3181	316	12	no	no	INTJ
cana-3181	316	13	.	.	NOUN
cana-3181	316	14	1	1	NUM
cana-3181	316	15	(	(	PUNCT
cana-3181	316	16	2022	2022	NUM
cana-3181	316	17	):	):	PUNCT
cana-3181	316	18	89	89	NUM
cana-3181	316	19	-	-	SYM
cana-3181	316	20	103	103	NUM
cana-3181	316	21	.	.	PUNCT
cana-3181	317	1	[	[	X
cana-3181	317	2	12	12	NUM
cana-3181	317	3	]	]	X
cana-3181	317	4	patil	patil	PROPN
cana-3181	317	5	,	,	PUNCT
cana-3181	317	6	pravin	pravin	PROPN
cana-3181	317	7	,	,	PUNCT
cana-3181	317	8	adwait	adwait	NOUN
cana-3181	317	9	kakad	kakad	PROPN
cana-3181	317	10	,	,	PUNCT
cana-3181	317	11	ajinkya	ajinkya	PROPN
cana-3181	317	12	narkhede	narkhede	NOUN
cana-3181	317	13	,	,	PUNCT
cana-3181	317	14	laukik	laukik	NOUN
cana-3181	317	15	gaikwad	gaikwad	NOUN
cana-3181	317	16	,	,	PUNCT
cana-3181	317	17	and	and	CCONJ
cana-3181	317	18	vijaykumar	vijaykumar	PROPN
cana-3181	317	19	munde	munde	PROPN
cana-3181	317	20	.	.	PUNCT
cana-3181	318	1	"	"	PUNCT
cana-3181	318	2	resource	resource	NOUN
cana-3181	318	3	management	management	NOUN
cana-3181	318	4	and	and	CCONJ
cana-3181	318	5	scheduling	scheduling	NOUN
cana-3181	318	6	using	use	VERB
cana-3181	318	7	gentic	gentic	ADJ
cana-3181	318	8	and	and	CCONJ
cana-3181	318	9	scheduling	scheduling	NOUN
cana-3181	318	10	algorithm	algorithm	NOUN
cana-3181	318	11	for	for	ADP
cana-3181	318	12	time	time	NOUN
cana-3181	318	13	-	-	PUNCT
cana-3181	318	14	table	table	NOUN
cana-3181	318	15	generation	generation	NOUN
cana-3181	318	16	.	.	PUNCT
cana-3181	318	17	"	"	PUNCT
cana-3181	319	1	[	[	X
cana-3181	319	2	13	13	NUM
cana-3181	319	3	]	]	X
cana-3181	319	4	singh	singh	PROPN
cana-3181	319	5	,	,	PUNCT
cana-3181	319	6	rahul	rahul	PROPN
cana-3181	319	7	,	,	PUNCT
cana-3181	319	8	santosh	santosh	PROPN
cana-3181	319	9	dwivedi	dwivedi	PROPN
cana-3181	319	10	,	,	PUNCT
cana-3181	319	11	and	and	CCONJ
cana-3181	319	12	mr	mr	PROPN
cana-3181	319	13	shadab	shadab	PROPN
cana-3181	319	14	ali	ali	PROPN
cana-3181	319	15	.	.	PUNCT
cana-3181	320	1	"	"	PUNCT
cana-3181	320	2	timetable	timetable	NOUN
cana-3181	320	3	generator	generator	NOUN
cana-3181	320	4	software	software	NOUN
cana-3181	320	5	using	use	VERB
cana-3181	320	6	php	php	NOUN
cana-3181	320	7	.	.	PUNCT
cana-3181	320	8	"	"	PUNCT