id	sid	tid	token	lemma	pos
ajst-23804	1	1	academic	academic	ADJ
ajst-23804	1	2	journal	journal	NOUN
ajst-23804	1	3	of	of	ADP
ajst-23804	1	4	science	science	NOUN
ajst-23804	1	5	and	and	CCONJ
ajst-23804	1	6	technology	technology	NOUN
ajst-23804	1	7	issn	issn	NOUN
ajst-23804	1	8	:	:	PUNCT
ajst-23804	1	9	2771	2771	NUM
ajst-23804	1	10	-	-	SYM
ajst-23804	1	11	3032	3032	NUM
ajst-23804	1	12	|	|	NOUN
ajst-23804	1	13	vol	vol	NOUN
ajst-23804	1	14	.	.	PROPN
ajst-23804	2	1	11	11	NUM
ajst-23804	2	2	,	,	PUNCT
ajst-23804	2	3	no	no	INTJ
ajst-23804	2	4	.	.	NOUN
ajst-23804	2	5	3	3	NUM
ajst-23804	2	6	,	,	PUNCT
ajst-23804	2	7	2024	2024	NUM
ajst-23804	2	8	277	277	NUM
ajst-23804	2	9	an	an	DET
ajst-23804	2	10	ai‐based	ai‐base	VERB
ajst-23804	2	11	system	system	NOUN
ajst-23804	2	12	utilizing	utilize	VERB
ajst-23804	2	13	iot‐enabled	iot‐enable	VERB
ajst-23804	2	14	ambient	ambient	ADJ
ajst-23804	2	15	sensors	sensor	NOUN
ajst-23804	2	16	and	and	CCONJ
ajst-23804	2	17	llms	llm	NOUN
ajst-23804	2	18	for	for	ADP
ajst-23804	2	19	complex	complex	ADJ
ajst-23804	2	20	activity	activity	NOUN
ajst-23804	2	21	tracking	track	VERB
ajst-23804	2	22	yuan	yuan	PROPN
ajst-23804	2	23	sun	sun	PROPN
ajst-23804	2	24	a	a	PRON
ajst-23804	2	25	,	,	PUNCT
ajst-23804	2	26	jorge	jorge	PROPN
ajst-23804	2	27	ortiz	ortiz	PROPN
ajst-23804	2	28	b	b	PROPN
ajst-23804	2	29	winlab	winlab	NOUN
ajst-23804	2	30	,	,	PUNCT
ajst-23804	2	31	rutgers	rutgers	PROPN
ajst-23804	2	32	university	university	PROPN
ajst-23804	2	33	piscataway	piscataway	PROPN
ajst-23804	2	34	,	,	PUNCT
ajst-23804	2	35	nj	nj	PROPN
ajst-23804	2	36	,	,	PUNCT
ajst-23804	2	37	usa	usa	PROPN
ajst-23804	2	38	a	a	DET
ajst-23804	2	39	ys820@soe.rutgers.edu	ys820@soe.rutgers.edu	PROPN
ajst-23804	2	40	,	,	PUNCT
ajst-23804	2	41	b	b	NOUN
ajst-23804	2	42	jorge.ortiz@rutgers.edu	jorge.ortiz@rutgers.edu	NOUN
ajst-23804	2	43	abstract	abstract	ADJ
ajst-23804	2	44	:	:	PUNCT
ajst-23804	2	45	complex	complex	ADJ
ajst-23804	2	46	activity	activity	NOUN
ajst-23804	2	47	recognition	recognition	NOUN
ajst-23804	2	48	plays	play	VERB
ajst-23804	2	49	an	an	DET
ajst-23804	2	50	important	important	ADJ
ajst-23804	2	51	role	role	NOUN
ajst-23804	2	52	in	in	ADP
ajst-23804	2	53	elderly	elderly	ADJ
ajst-23804	2	54	care	care	NOUN
ajst-23804	2	55	assistance	assistance	NOUN
ajst-23804	2	56	.	.	PUNCT
ajst-23804	3	1	however	however	ADV
ajst-23804	3	2	,	,	PUNCT
ajst-23804	3	3	the	the	DET
ajst-23804	3	4	reasoning	reasoning	NOUN
ajst-23804	3	5	ability	ability	NOUN
ajst-23804	3	6	of	of	ADP
ajst-23804	3	7	edge	edge	NOUN
ajst-23804	3	8	devices	device	NOUN
ajst-23804	3	9	is	be	AUX
ajst-23804	3	10	constrained	constrain	VERB
ajst-23804	3	11	by	by	ADP
ajst-23804	3	12	the	the	DET
ajst-23804	3	13	classic	classic	ADJ
ajst-23804	3	14	machine	machine	NOUN
ajst-23804	3	15	learning	learn	VERB
ajst-23804	3	16	model	model	NOUN
ajst-23804	3	17	capacity	capacity	NOUN
ajst-23804	3	18	.	.	PUNCT
ajst-23804	4	1	in	in	ADP
ajst-23804	4	2	this	this	DET
ajst-23804	4	3	paper	paper	NOUN
ajst-23804	4	4	,	,	PUNCT
ajst-23804	4	5	we	we	PRON
ajst-23804	4	6	present	present	VERB
ajst-23804	4	7	a	a	DET
ajst-23804	4	8	non	non	ADJ
ajst-23804	4	9	-	-	ADJ
ajst-23804	4	10	invasive	invasive	ADJ
ajst-23804	4	11	ambient	ambient	ADJ
ajst-23804	4	12	sensing	sense	VERB
ajst-23804	4	13	system	system	NOUN
ajst-23804	4	14	that	that	PRON
ajst-23804	4	15	can	can	AUX
ajst-23804	4	16	detect	detect	VERB
ajst-23804	4	17	multiple	multiple	ADJ
ajst-23804	4	18	activities	activity	NOUN
ajst-23804	4	19	and	and	CCONJ
ajst-23804	4	20	apply	apply	VERB
ajst-23804	4	21	large	large	ADJ
ajst-23804	4	22	language	language	NOUN
ajst-23804	4	23	models	model	NOUN
ajst-23804	4	24	(	(	PUNCT
ajst-23804	4	25	llms	llm	NOUN
ajst-23804	4	26	)	)	PUNCT
ajst-23804	4	27	to	to	PART
ajst-23804	4	28	reason	reason	VERB
ajst-23804	4	29	the	the	DET
ajst-23804	4	30	activity	activity	NOUN
ajst-23804	4	31	sequences	sequence	NOUN
ajst-23804	4	32	.	.	PUNCT
ajst-23804	5	1	this	this	DET
ajst-23804	5	2	method	method	NOUN
ajst-23804	5	3	effectively	effectively	ADV
ajst-23804	5	4	combines	combine	VERB
ajst-23804	5	5	edge	edge	NOUN
ajst-23804	5	6	devices	device	NOUN
ajst-23804	5	7	and	and	CCONJ
ajst-23804	5	8	llms	llm	NOUN
ajst-23804	5	9	to	to	PART
ajst-23804	5	10	help	help	VERB
ajst-23804	5	11	elderly	elderly	ADJ
ajst-23804	5	12	people	people	NOUN
ajst-23804	5	13	in	in	ADP
ajst-23804	5	14	their	their	PRON
ajst-23804	5	15	daily	daily	ADJ
ajst-23804	5	16	activities	activity	NOUN
ajst-23804	5	17	,	,	PUNCT
ajst-23804	5	18	such	such	ADJ
ajst-23804	5	19	as	as	ADP
ajst-23804	5	20	reminding	remind	VERB
ajst-23804	5	21	them	they	PRON
ajst-23804	5	22	to	to	PART
ajst-23804	5	23	take	take	VERB
ajst-23804	5	24	pills	pill	NOUN
ajst-23804	5	25	or	or	CCONJ
ajst-23804	5	26	handling	handle	VERB
ajst-23804	5	27	emergencies	emergency	NOUN
ajst-23804	5	28	like	like	ADP
ajst-23804	5	29	falls	fall	NOUN
ajst-23804	5	30	.	.	PUNCT
ajst-23804	6	1	the	the	DET
ajst-23804	6	2	llm	llm	ADV
ajst-23804	6	3	-	-	PUNCT
ajst-23804	6	4	based	base	VERB
ajst-23804	6	5	edge	edge	NOUN
ajst-23804	6	6	device	device	NOUN
ajst-23804	6	7	can	can	AUX
ajst-23804	6	8	also	also	ADV
ajst-23804	6	9	serve	serve	VERB
ajst-23804	6	10	as	as	ADP
ajst-23804	6	11	an	an	DET
ajst-23804	6	12	interface	interface	NOUN
ajst-23804	6	13	to	to	PART
ajst-23804	6	14	interact	interact	VERB
ajst-23804	6	15	with	with	ADP
ajst-23804	6	16	elderly	elderly	ADJ
ajst-23804	6	17	people	people	NOUN
ajst-23804	6	18	,	,	PUNCT
ajst-23804	6	19	especially	especially	ADV
ajst-23804	6	20	with	with	ADP
ajst-23804	6	21	memory	memory	NOUN
ajst-23804	6	22	issue	issue	NOUN
ajst-23804	6	23	,	,	PUNCT
ajst-23804	6	24	assisting	assist	VERB
ajst-23804	6	25	them	they	PRON
ajst-23804	6	26	in	in	ADP
ajst-23804	6	27	their	their	PRON
ajst-23804	6	28	daily	daily	ADJ
ajst-23804	6	29	lives	life	NOUN
ajst-23804	6	30	.	.	PUNCT
ajst-23804	7	1	by	by	ADP
ajst-23804	7	2	deploying	deploy	VERB
ajst-23804	7	3	such	such	DET
ajst-23804	7	4	a	a	DET
ajst-23804	7	5	system	system	NOUN
ajst-23804	7	6	,	,	PUNCT
ajst-23804	7	7	we	we	PRON
ajst-23804	7	8	believe	believe	VERB
ajst-23804	7	9	that	that	SCONJ
ajst-23804	7	10	the	the	DET
ajst-23804	7	11	smart	smart	ADJ
ajst-23804	7	12	sensing	sense	VERB
ajst-23804	7	13	system	system	NOUN
ajst-23804	7	14	can	can	AUX
ajst-23804	7	15	improve	improve	VERB
ajst-23804	7	16	the	the	DET
ajst-23804	7	17	quality	quality	NOUN
ajst-23804	7	18	of	of	ADP
ajst-23804	7	19	life	life	NOUN
ajst-23804	7	20	for	for	ADP
ajst-23804	7	21	older	old	ADJ
ajst-23804	7	22	people	people	NOUN
ajst-23804	7	23	and	and	CCONJ
ajst-23804	7	24	provide	provide	VERB
ajst-23804	7	25	more	more	ADV
ajst-23804	7	26	efficient	efficient	ADJ
ajst-23804	7	27	protection	protection	NOUN
ajst-23804	7	28	.	.	PUNCT
ajst-23804	8	1	keywords	keyword	NOUN
ajst-23804	8	2	:	:	PUNCT
ajst-23804	8	3	ambient	ambient	ADJ
ajst-23804	8	4	sensors	sensor	NOUN
ajst-23804	8	5	;	;	PUNCT
ajst-23804	8	6	complex	complex	ADJ
ajst-23804	8	7	activity	activity	NOUN
ajst-23804	8	8	recognition	recognition	NOUN
ajst-23804	8	9	;	;	PUNCT
ajst-23804	8	10	elderly	elderly	ADJ
ajst-23804	8	11	care	care	NOUN
ajst-23804	8	12	;	;	PUNCT
ajst-23804	8	13	edge	edge	NOUN
ajst-23804	8	14	devices	device	NOUN
ajst-23804	8	15	.	.	PUNCT
ajst-23804	9	1	1	1	X
ajst-23804	9	2	.	.	X
ajst-23804	9	3	introduction	introduction	NOUN
ajst-23804	9	4	non	non	ADJ
ajst-23804	9	5	-	-	ADJ
ajst-23804	9	6	intrusive	intrusive	ADJ
ajst-23804	9	7	sensors	sensor	NOUN
ajst-23804	9	8	are	be	AUX
ajst-23804	9	9	crucial	crucial	ADJ
ajst-23804	9	10	for	for	ADP
ajst-23804	9	11	modern	modern	ADJ
ajst-23804	9	12	sensing	sense	VERB
ajst-23804	9	13	applications	application	NOUN
ajst-23804	9	14	,	,	PUNCT
ajst-23804	9	15	particularly	particularly	ADV
ajst-23804	9	16	in	in	ADP
ajst-23804	9	17	fields	field	NOUN
ajst-23804	9	18	requiring	require	VERB
ajst-23804	9	19	continuous	continuous	ADJ
ajst-23804	9	20	and	and	CCONJ
ajst-23804	9	21	unobtrusive	unobtrusive	ADJ
ajst-23804	9	22	monitoring	monitoring	NOUN
ajst-23804	9	23	,	,	PUNCT
ajst-23804	9	24	such	such	ADJ
ajst-23804	9	25	as	as	ADP
ajst-23804	9	26	elderly	elderly	ADJ
ajst-23804	9	27	care	care	NOUN
ajst-23804	9	28	[	[	X
ajst-23804	9	29	11	11	NUM
ajst-23804	9	30	]	]	PUNCT
ajst-23804	9	31	.	.	PUNCT
ajst-23804	10	1	these	these	DET
ajst-23804	10	2	sensors	sensor	NOUN
ajst-23804	10	3	,	,	PUNCT
ajst-23804	10	4	which	which	PRON
ajst-23804	10	5	do	do	AUX
ajst-23804	10	6	not	not	PART
ajst-23804	10	7	rely	rely	VERB
ajst-23804	10	8	on	on	ADP
ajst-23804	10	9	cameras	camera	NOUN
ajst-23804	10	10	,	,	PUNCT
ajst-23804	10	11	offer	offer	VERB
ajst-23804	10	12	significant	significant	ADJ
ajst-23804	10	13	advantages	advantage	NOUN
ajst-23804	10	14	,	,	PUNCT
ajst-23804	10	15	including	include	VERB
ajst-23804	10	16	enhanced	enhance	VERB
ajst-23804	10	17	comfort	comfort	NOUN
ajst-23804	10	18	and	and	CCONJ
ajst-23804	10	19	privacy	privacy	NOUN
ajst-23804	10	20	for	for	ADP
ajst-23804	10	21	users	user	NOUN
ajst-23804	10	22	.	.	PUNCT
ajst-23804	11	1	by	by	ADP
ajst-23804	11	2	seamlessly	seamlessly	ADV
ajst-23804	11	3	integrating	integrate	VERB
ajst-23804	11	4	into	into	ADP
ajst-23804	11	5	the	the	DET
ajst-23804	11	6	environment	environment	NOUN
ajst-23804	11	7	without	without	ADP
ajst-23804	11	8	requiring	require	VERB
ajst-23804	11	9	direct	direct	ADJ
ajst-23804	11	10	interaction	interaction	NOUN
ajst-23804	11	11	or	or	CCONJ
ajst-23804	11	12	visible	visible	ADJ
ajst-23804	11	13	placement	placement	NOUN
ajst-23804	11	14	,	,	PUNCT
ajst-23804	11	15	they	they	PRON
ajst-23804	11	16	minimize	minimize	VERB
ajst-23804	11	17	aesthetic	aesthetic	ADJ
ajst-23804	11	18	and	and	CCONJ
ajst-23804	11	19	social	social	ADJ
ajst-23804	11	20	intrusiveness[7	intrusiveness[7	NOUN
ajst-23804	11	21	]	]	PUNCT
ajst-23804	11	22	.	.	PUNCT
ajst-23804	12	1	additionally	additionally	ADV
ajst-23804	12	2	,	,	PUNCT
ajst-23804	12	3	non	non	ADJ
ajst-23804	12	4	-	-	ADJ
ajst-23804	12	5	intrusive	intrusive	ADJ
ajst-23804	12	6	sensors	sensor	NOUN
ajst-23804	12	7	reduce	reduce	VERB
ajst-23804	12	8	deployment	deployment	NOUN
ajst-23804	12	9	and	and	CCONJ
ajst-23804	12	10	maintenance	maintenance	NOUN
ajst-23804	12	11	efforts	effort	NOUN
ajst-23804	12	12	,	,	PUNCT
ajst-23804	12	13	leveraging	leverage	VERB
ajst-23804	12	14	existing	exist	VERB
ajst-23804	12	15	infrastructure	infrastructure	NOUN
ajst-23804	12	16	and	and	CCONJ
ajst-23804	12	17	eliminating	eliminate	VERB
ajst-23804	12	18	the	the	DET
ajst-23804	12	19	need	need	NOUN
ajst-23804	12	20	for	for	ADP
ajst-23804	12	21	frequent	frequent	ADJ
ajst-23804	12	22	battery	battery	NOUN
ajst-23804	12	23	replacements[17	replacements[17	VERB
ajst-23804	12	24	]	]	PUNCT
ajst-23804	12	25	.	.	PUNCT
ajst-23804	13	1	this	this	DET
ajst-23804	13	2	ease	ease	NOUN
ajst-23804	13	3	of	of	ADP
ajst-23804	13	4	installation	installation	NOUN
ajst-23804	13	5	and	and	CCONJ
ajst-23804	13	6	low	low	ADJ
ajst-23804	13	7	maintenance	maintenance	NOUN
ajst-23804	13	8	makes	make	VERB
ajst-23804	13	9	them	they	PRON
ajst-23804	13	10	practical	practical	ADJ
ajst-23804	13	11	for	for	ADP
ajst-23804	13	12	long	long	ADJ
ajst-23804	13	13	-	-	PUNCT
ajst-23804	13	14	term	term	NOUN
ajst-23804	13	15	use	use	NOUN
ajst-23804	13	16	.	.	PUNCT
ajst-23804	14	1	furthermore	furthermore	ADV
ajst-23804	14	2	,	,	PUNCT
ajst-23804	14	3	they	they	PRON
ajst-23804	14	4	provide	provide	VERB
ajst-23804	14	5	flexibility	flexibility	NOUN
ajst-23804	14	6	and	and	CCONJ
ajst-23804	14	7	scalability	scalability	NOUN
ajst-23804	14	8	in	in	ADP
ajst-23804	14	9	sensing	sense	VERB
ajst-23804	14	10	applications	application	NOUN
ajst-23804	14	11	,	,	PUNCT
ajst-23804	14	12	capturing	capture	VERB
ajst-23804	14	13	a	a	DET
ajst-23804	14	14	broad	broad	ADJ
ajst-23804	14	15	range	range	NOUN
ajst-23804	14	16	of	of	ADP
ajst-23804	14	17	environmental	environmental	ADJ
ajst-23804	14	18	data	datum	NOUN
ajst-23804	14	19	indirectly	indirectly	ADV
ajst-23804	14	20	,	,	PUNCT
ajst-23804	14	21	thus	thus	ADV
ajst-23804	14	22	enabling	enable	VERB
ajst-23804	14	23	comprehensive	comprehensive	ADJ
ajst-23804	14	24	monitoring	monitoring	NOUN
ajst-23804	14	25	across	across	ADP
ajst-23804	14	26	diverse	diverse	ADJ
ajst-23804	14	27	contexts	contexts	NOUN
ajst-23804	14	28	.	.	PUNCT
ajst-23804	15	1	in	in	ADP
ajst-23804	15	2	this	this	DET
ajst-23804	15	3	work	work	NOUN
ajst-23804	15	4	,	,	PUNCT
ajst-23804	15	5	we	we	PRON
ajst-23804	15	6	build	build	VERB
ajst-23804	15	7	a	a	DET
ajst-23804	15	8	non	non	ADJ
ajst-23804	15	9	-	-	ADJ
ajst-23804	15	10	intrusive	intrusive	ADJ
ajst-23804	15	11	smart	smart	ADJ
ajst-23804	15	12	sensing	sense	VERB
ajst-23804	15	13	system	system	NOUN
ajst-23804	15	14	that	that	PRON
ajst-23804	15	15	relies	rely	VERB
ajst-23804	15	16	on	on	ADP
ajst-23804	15	17	the	the	DET
ajst-23804	15	18	reasoning	reasoning	NOUN
ajst-23804	15	19	ability	ability	NOUN
ajst-23804	15	20	of	of	ADP
ajst-23804	15	21	large	large	ADJ
ajst-23804	15	22	language	language	NOUN
ajst-23804	15	23	models	model	NOUN
ajst-23804	15	24	(	(	PUNCT
ajst-23804	15	25	llms	llm	NOUN
ajst-23804	15	26	)	)	PUNCT
ajst-23804	15	27	to	to	PART
ajst-23804	15	28	assist	assist	VERB
ajst-23804	15	29	in	in	ADP
ajst-23804	15	30	elderly	elderly	ADJ
ajst-23804	15	31	care	care	NOUN
ajst-23804	15	32	.	.	PUNCT
ajst-23804	16	1	the	the	DET
ajst-23804	16	2	system	system	NOUN
ajst-23804	16	3	can	can	AUX
ajst-23804	16	4	detect	detect	VERB
ajst-23804	16	5	complex	complex	ADJ
ajst-23804	16	6	activities	activity	NOUN
ajst-23804	16	7	composed	compose	VERB
ajst-23804	16	8	of	of	ADP
ajst-23804	16	9	more	more	ADJ
ajst-23804	16	10	than	than	ADP
ajst-23804	16	11	two	two	NUM
ajst-23804	16	12	atomic	atomic	ADJ
ajst-23804	16	13	activities	activity	NOUN
ajst-23804	16	14	.	.	PUNCT
ajst-23804	17	1	an	an	DET
ajst-23804	17	2	atomic	atomic	ADJ
ajst-23804	17	3	activity	activity	NOUN
ajst-23804	17	4	refers	refer	VERB
ajst-23804	17	5	to	to	ADP
ajst-23804	17	6	unit	unit	NOUN
ajst-23804	17	7	-	-	PUNCT
ajst-23804	17	8	level	level	NOUN
ajst-23804	17	9	activities	activity	NOUN
ajst-23804	17	10	that	that	PRON
ajst-23804	17	11	can	can	AUX
ajst-23804	17	12	be	be	AUX
ajst-23804	17	13	captured	capture	VERB
ajst-23804	17	14	by	by	ADP
ajst-23804	17	15	sensors	sensor	NOUN
ajst-23804	17	16	within	within	ADP
ajst-23804	17	17	a	a	DET
ajst-23804	17	18	short	short	ADJ
ajst-23804	17	19	time	time	NOUN
ajst-23804	17	20	window	window	NOUN
ajst-23804	17	21	and	and	CCONJ
ajst-23804	17	22	can	can	AUX
ajst-23804	17	23	not	not	PART
ajst-23804	17	24	be	be	AUX
ajst-23804	17	25	broken	break	VERB
ajst-23804	17	26	down	down	ADP
ajst-23804	17	27	further	far	ADV
ajst-23804	17	28	.	.	PUNCT
ajst-23804	18	1	besides	besides	SCONJ
ajst-23804	18	2	detecting	detect	VERB
ajst-23804	18	3	normal	normal	ADJ
ajst-23804	18	4	atomic	atomic	ADJ
ajst-23804	18	5	activities	activity	NOUN
ajst-23804	18	6	,	,	PUNCT
ajst-23804	18	7	we	we	PRON
ajst-23804	18	8	also	also	ADV
ajst-23804	18	9	use	use	VERB
ajst-23804	18	10	llms	llm	NOUN
ajst-23804	18	11	for	for	ADP
ajst-23804	18	12	high	high	ADJ
ajst-23804	18	13	-	-	PUNCT
ajst-23804	18	14	level	level	NOUN
ajst-23804	18	15	explanations	explanation	NOUN
ajst-23804	18	16	and	and	CCONJ
ajst-23804	18	17	reasoning	reasoning	NOUN
ajst-23804	18	18	.	.	PUNCT
ajst-23804	19	1	to	to	PART
ajst-23804	19	2	adapt	adapt	VERB
ajst-23804	19	3	to	to	ADP
ajst-23804	19	4	the	the	DET
ajst-23804	19	5	memory	memory	NOUN
ajst-23804	19	6	constraints	constraint	NOUN
ajst-23804	19	7	of	of	ADP
ajst-23804	19	8	our	our	PRON
ajst-23804	19	9	edge	edge	NOUN
ajst-23804	19	10	devices	device	NOUN
ajst-23804	19	11	,	,	PUNCT
ajst-23804	19	12	we	we	PRON
ajst-23804	19	13	employ	employ	VERB
ajst-23804	19	14	a	a	DET
ajst-23804	19	15	local	local	ADJ
ajst-23804	19	16	inference	inference	NOUN
ajst-23804	19	17	model	model	NOUN
ajst-23804	19	18	on	on	ADP
ajst-23804	19	19	the	the	DET
ajst-23804	19	20	iot	iot	PROPN
ajst-23804	19	21	devices	device	NOUN
ajst-23804	19	22	before	before	ADP
ajst-23804	19	23	sending	send	VERB
ajst-23804	19	24	the	the	DET
ajst-23804	19	25	data	datum	NOUN
ajst-23804	19	26	to	to	ADP
ajst-23804	19	27	the	the	DET
ajst-23804	19	28	llm	llm	NOUN
ajst-23804	19	29	.	.	PUNCT
ajst-23804	20	1	this	this	DET
ajst-23804	20	2	approach	approach	NOUN
ajst-23804	20	3	reduces	reduce	VERB
ajst-23804	20	4	the	the	DET
ajst-23804	20	5	transmission	transmission	NOUN
ajst-23804	20	6	burden	burden	NOUN
ajst-23804	20	7	via	via	ADP
ajst-23804	20	8	the	the	DET
ajst-23804	20	9	wireless	wireless	ADJ
ajst-23804	20	10	network	network	NOUN
ajst-23804	20	11	,	,	PUNCT
ajst-23804	20	12	ensuring	ensure	VERB
ajst-23804	20	13	efficient	efficient	ADJ
ajst-23804	20	14	and	and	CCONJ
ajst-23804	20	15	real	real	ADJ
ajst-23804	20	16	-	-	PUNCT
ajst-23804	20	17	time	time	NOUN
ajst-23804	20	18	processing	processing	NOUN
ajst-23804	20	19	.	.	PUNCT
ajst-23804	21	1	2	2	X
ajst-23804	21	2	.	.	X
ajst-23804	21	3	llm	llm	NOUN
ajst-23804	21	4	and	and	CCONJ
ajst-23804	21	5	complex	complex	ADJ
ajst-23804	21	6	reasoning	reasoning	NOUN
ajst-23804	21	7	our	our	PRON
ajst-23804	21	8	system	system	NOUN
ajst-23804	21	9	first	first	ADV
ajst-23804	21	10	collects	collect	VERB
ajst-23804	21	11	non	non	ADJ
ajst-23804	21	12	-	-	ADJ
ajst-23804	21	13	intrusive	intrusive	ADJ
ajst-23804	21	14	sensor	sensor	NOUN
ajst-23804	21	15	data	datum	NOUN
ajst-23804	21	16	from	from	ADP
ajst-23804	21	17	ambient	ambient	ADJ
ajst-23804	21	18	sensors	sensor	NOUN
ajst-23804	21	19	.	.	PUNCT
ajst-23804	22	1	these	these	DET
ajst-23804	22	2	sensors	sensor	NOUN
ajst-23804	22	3	detect	detect	VERB
ajst-23804	22	4	atomic	atomic	ADJ
ajst-23804	22	5	-	-	PUNCT
ajst-23804	22	6	level	level	NOUN
ajst-23804	22	7	activities	activity	NOUN
ajst-23804	22	8	.	.	PUNCT
ajst-23804	23	1	due	due	ADP
ajst-23804	23	2	to	to	ADP
ajst-23804	23	3	the	the	DET
ajst-23804	23	4	limited	limited	ADJ
ajst-23804	23	5	memory	memory	NOUN
ajst-23804	23	6	capacity	capacity	NOUN
ajst-23804	23	7	of	of	ADP
ajst-23804	23	8	the	the	DET
ajst-23804	23	9	sensors	sensor	NOUN
ajst-23804	23	10	,	,	PUNCT
ajst-23804	23	11	a	a	DET
ajst-23804	23	12	small	small	ADJ
ajst-23804	23	13	model	model	NOUN
ajst-23804	23	14	runs	run	VERB
ajst-23804	23	15	locally	locally	ADV
ajst-23804	23	16	to	to	PART
ajst-23804	23	17	perform	perform	VERB
ajst-23804	23	18	initial	initial	ADJ
ajst-23804	23	19	inferences	inference	NOUN
ajst-23804	23	20	.	.	PUNCT
ajst-23804	24	1	deploying	deploy	VERB
ajst-23804	24	2	a	a	DET
ajst-23804	24	3	small	small	ADJ
ajst-23804	24	4	model	model	NOUN
ajst-23804	24	5	locally	locally	ADV
ajst-23804	24	6	allows	allow	VERB
ajst-23804	24	7	for	for	ADP
ajst-23804	24	8	real	real	ADJ
ajst-23804	24	9	-	-	PUNCT
ajst-23804	24	10	time	time	NOUN
ajst-23804	24	11	processing	processing	NOUN
ajst-23804	24	12	,	,	PUNCT
ajst-23804	24	13	reducing	reduce	VERB
ajst-23804	24	14	latency	latency	NOUN
ajst-23804	24	15	and	and	CCONJ
ajst-23804	24	16	ensuring	ensure	VERB
ajst-23804	24	17	immediate	immediate	ADJ
ajst-23804	24	18	response	response	NOUN
ajst-23804	24	19	to	to	ADP
ajst-23804	24	20	critical	critical	ADJ
ajst-23804	24	21	activities	activity	NOUN
ajst-23804	24	22	.	.	PUNCT
ajst-23804	25	1	additionally	additionally	ADV
ajst-23804	25	2	,	,	PUNCT
ajst-23804	25	3	local	local	ADJ
ajst-23804	25	4	processing	processing	NOUN
ajst-23804	25	5	minimizes	minimize	VERB
ajst-23804	25	6	the	the	DET
ajst-23804	25	7	amount	amount	NOUN
ajst-23804	25	8	of	of	ADP
ajst-23804	25	9	data	datum	NOUN
ajst-23804	25	10	transmitted	transmit	VERB
ajst-23804	25	11	to	to	ADP
ajst-23804	25	12	the	the	DET
ajst-23804	25	13	cloud	cloud	NOUN
ajst-23804	25	14	,	,	PUNCT
ajst-23804	25	15	enhancing	enhance	VERB
ajst-23804	25	16	privacy	privacy	NOUN
ajst-23804	25	17	and	and	CCONJ
ajst-23804	25	18	reducing	reduce	VERB
ajst-23804	25	19	bandwidth	bandwidth	ADJ
ajst-23804	25	20	usage	usage	NOUN
ajst-23804	25	21	.	.	PUNCT
ajst-23804	26	1	once	once	ADV
ajst-23804	26	2	an	an	DET
ajst-23804	26	3	atomic	atomic	ADJ
ajst-23804	26	4	activity	activity	NOUN
ajst-23804	26	5	is	be	AUX
ajst-23804	26	6	detected	detect	VERB
ajst-23804	26	7	,	,	PUNCT
ajst-23804	26	8	it	it	PRON
ajst-23804	26	9	is	be	AUX
ajst-23804	26	10	sent	send	VERB
ajst-23804	26	11	to	to	ADP
ajst-23804	26	12	a	a	DET
ajst-23804	26	13	cloud	cloud	ADJ
ajst-23804	26	14	server	server	NOUN
ajst-23804	26	15	where	where	SCONJ
ajst-23804	26	16	an	an	DET
ajst-23804	26	17	llm	llm	NOUN
ajst-23804	26	18	is	be	AUX
ajst-23804	26	19	deployed	deploy	VERB
ajst-23804	26	20	.	.	PUNCT
ajst-23804	27	1	the	the	DET
ajst-23804	27	2	llm	llm	PROPN
ajst-23804	27	3	applies	apply	VERB
ajst-23804	27	4	its	its	PRON
ajst-23804	27	5	reasoning	reasoning	NOUN
ajst-23804	27	6	and	and	CCONJ
ajst-23804	27	7	interaction	interaction	NOUN
ajst-23804	27	8	capabilities	capability	NOUN
ajst-23804	27	9	with	with	ADP
ajst-23804	27	10	the	the	DET
ajst-23804	27	11	user	user	NOUN
ajst-23804	27	12	.	.	PUNCT
ajst-23804	28	1	for	for	ADP
ajst-23804	28	2	instance	instance	NOUN
ajst-23804	28	3	,	,	PUNCT
ajst-23804	28	4	if	if	SCONJ
ajst-23804	28	5	the	the	DET
ajst-23804	28	6	sequence	sequence	NOUN
ajst-23804	28	7	of	of	ADP
ajst-23804	28	8	activities	activity	NOUN
ajst-23804	28	9	indicates	indicate	VERB
ajst-23804	28	10	eating	eat	VERB
ajst-23804	28	11	and	and	CCONJ
ajst-23804	28	12	drinking	drink	VERB
ajst-23804	28	13	without	without	ADP
ajst-23804	28	14	sanitizing	sanitizing	NOUN
ajst-23804	28	15	,	,	PUNCT
ajst-23804	28	16	the	the	DET
ajst-23804	28	17	system	system	NOUN
ajst-23804	28	18	can	can	AUX
ajst-23804	28	19	remind	remind	VERB
ajst-23804	28	20	the	the	DET
ajst-23804	28	21	user	user	NOUN
ajst-23804	28	22	to	to	PART
ajst-23804	28	23	wash	wash	VERB
ajst-23804	28	24	their	their	PRON
ajst-23804	28	25	hands	hand	NOUN
ajst-23804	28	26	.	.	PUNCT
ajst-23804	29	1	another	another	DET
ajst-23804	29	2	example	example	NOUN
ajst-23804	29	3	is	be	AUX
ajst-23804	29	4	if	if	SCONJ
ajst-23804	29	5	the	the	DET
ajst-23804	29	6	user	user	NOUN
ajst-23804	29	7	drinks	drink	VERB
ajst-23804	29	8	water	water	NOUN
ajst-23804	29	9	but	but	CCONJ
ajst-23804	29	10	forgets	forget	VERB
ajst-23804	29	11	to	to	PART
ajst-23804	29	12	take	take	VERB
ajst-23804	29	13	their	their	PRON
ajst-23804	29	14	pills	pill	NOUN
ajst-23804	29	15	;	;	PUNCT
ajst-23804	29	16	the	the	DET
ajst-23804	29	17	llm	llm	NOUN
ajst-23804	29	18	will	will	AUX
ajst-23804	29	19	interact	interact	VERB
ajst-23804	29	20	with	with	ADP
ajst-23804	29	21	the	the	DET
ajst-23804	29	22	user	user	NOUN
ajst-23804	29	23	to	to	PART
ajst-23804	29	24	remind	remind	VERB
ajst-23804	29	25	them	they	PRON
ajst-23804	29	26	to	to	PART
ajst-23804	29	27	take	take	VERB
ajst-23804	29	28	their	their	PRON
ajst-23804	29	29	medication	medication	NOUN
ajst-23804	29	30	.	.	PUNCT
ajst-23804	30	1	additionally	additionally	ADV
ajst-23804	30	2	,	,	PUNCT
ajst-23804	30	3	if	if	SCONJ
ajst-23804	30	4	a	a	DET
ajst-23804	30	5	user	user	NOUN
ajst-23804	30	6	is	be	AUX
ajst-23804	30	7	detected	detect	VERB
ajst-23804	30	8	as	as	ADP
ajst-23804	30	9	getting	get	VERB
ajst-23804	30	10	dressed	dress	VERB
ajst-23804	30	11	but	but	CCONJ
ajst-23804	30	12	skipping	skip	VERB
ajst-23804	30	13	a	a	DET
ajst-23804	30	14	critical	critical	ADJ
ajst-23804	30	15	item	item	NOUN
ajst-23804	30	16	like	like	ADP
ajst-23804	30	17	a	a	DET
ajst-23804	30	18	coat	coat	NOUN
ajst-23804	30	19	on	on	ADP
ajst-23804	30	20	a	a	DET
ajst-23804	30	21	cold	cold	ADJ
ajst-23804	30	22	day	day	NOUN
ajst-23804	30	23	,	,	PUNCT
ajst-23804	30	24	the	the	DET
ajst-23804	30	25	llm	llm	NOUN
ajst-23804	30	26	can	can	AUX
ajst-23804	30	27	prompt	prompt	VERB
ajst-23804	30	28	them	they	PRON
ajst-23804	30	29	to	to	PART
ajst-23804	30	30	wear	wear	VERB
ajst-23804	30	31	it	it	PRON
ajst-23804	30	32	,	,	PUNCT
ajst-23804	30	33	ensuring	ensure	VERB
ajst-23804	30	34	their	their	PRON
ajst-23804	30	35	well	well	ADV
ajst-23804	30	36	-	-	PUNCT
ajst-23804	30	37	being	being	NOUN
ajst-23804	30	38	.	.	PUNCT
ajst-23804	31	1	furthermore	furthermore	ADV
ajst-23804	31	2	,	,	PUNCT
ajst-23804	31	3	in	in	ADP
ajst-23804	31	4	the	the	DET
ajst-23804	31	5	event	event	NOUN
ajst-23804	31	6	of	of	ADP
ajst-23804	31	7	a	a	DET
ajst-23804	31	8	medical	medical	ADJ
ajst-23804	31	9	emergency	emergency	NOUN
ajst-23804	31	10	,	,	PUNCT
ajst-23804	31	11	the	the	DET
ajst-23804	31	12	system	system	NOUN
ajst-23804	31	13	can	can	AUX
ajst-23804	31	14	recognize	recognize	VERB
ajst-23804	31	15	distress	distress	NOUN
ajst-23804	31	16	signals	signal	NOUN
ajst-23804	31	17	or	or	CCONJ
ajst-23804	31	18	calls	call	NOUN
ajst-23804	31	19	for	for	ADP
ajst-23804	31	20	help	help	NOUN
ajst-23804	31	21	,	,	PUNCT
ajst-23804	31	22	and	and	CCONJ
ajst-23804	31	23	promptly	promptly	ADV
ajst-23804	31	24	alert	alert	VERB
ajst-23804	31	25	emergency	emergency	NOUN
ajst-23804	31	26	services	service	NOUN
ajst-23804	31	27	,	,	PUNCT
ajst-23804	31	28	providing	provide	VERB
ajst-23804	31	29	vital	vital	ADJ
ajst-23804	31	30	assistance	assistance	NOUN
ajst-23804	31	31	when	when	SCONJ
ajst-23804	31	32	needed	need	VERB
ajst-23804	31	33	.	.	PUNCT
ajst-23804	32	1	fig	fig	PROPN
ajst-23804	32	2	1	1	NUM
ajst-23804	32	3	.	.	PUNCT
ajst-23804	33	1	the	the	DET
ajst-23804	33	2	system	system	NOUN
ajst-23804	33	3	employs	employ	VERB
ajst-23804	33	4	both	both	DET
ajst-23804	33	5	local	local	ADJ
ajst-23804	33	6	inferences	inference	NOUN
ajst-23804	33	7	using	use	VERB
ajst-23804	33	8	ambient	ambient	ADJ
ajst-23804	33	9	sensors	sensor	NOUN
ajst-23804	33	10	and	and	CCONJ
ajst-23804	33	11	reasoning	reasoning	NOUN
ajst-23804	33	12	via	via	ADP
ajst-23804	33	13	a	a	DET
ajst-23804	33	14	cloud	cloud	NOUN
ajst-23804	33	15	-	-	PUNCT
ajst-23804	33	16	based	base	VERB
ajst-23804	33	17	llm	llm	NOUN
ajst-23804	33	18	.	.	PUNCT
ajst-23804	34	1	the	the	DET
ajst-23804	34	2	sensors	sensor	NOUN
ajst-23804	34	3	detect	detect	VERB
ajst-23804	34	4	atomic	atomic	ADJ
ajst-23804	34	5	activities	activity	NOUN
ajst-23804	34	6	,	,	PUNCT
ajst-23804	34	7	and	and	CCONJ
ajst-23804	34	8	the	the	DET
ajst-23804	34	9	cloud	cloud	NOUN
ajst-23804	34	10	server	server	NOUN
ajst-23804	34	11	receives	receive	VERB
ajst-23804	34	12	these	these	DET
ajst-23804	34	13	activity	activity	NOUN
ajst-23804	34	14	sequences	sequence	NOUN
ajst-23804	34	15	as	as	ADP
ajst-23804	34	16	context	context	NOUN
ajst-23804	34	17	to	to	PART
ajst-23804	34	18	further	far	ADV
ajst-23804	34	19	detect	detect	VERB
ajst-23804	34	20	higher	high	ADJ
ajst-23804	34	21	-	-	PUNCT
ajst-23804	34	22	level	level	NOUN
ajst-23804	34	23	meanings	meaning	NOUN
ajst-23804	34	24	,	,	PUNCT
ajst-23804	34	25	make	make	VERB
ajst-23804	34	26	decisions	decision	NOUN
ajst-23804	34	27	,	,	PUNCT
ajst-23804	34	28	and	and	CCONJ
ajst-23804	34	29	interact	interact	VERB
ajst-23804	34	30	with	with	ADP
ajst-23804	34	31	the	the	DET
ajst-23804	34	32	user	user	NOUN
ajst-23804	34	33	.	.	PUNCT
ajst-23804	35	1	3	3	X
ajst-23804	35	2	.	.	X
ajst-23804	35	3	sensor	sensor	NOUN
ajst-23804	35	4	board	board	NOUN
ajst-23804	35	5	setup	setup	NOUN
ajst-23804	35	6	our	our	PRON
ajst-23804	35	7	goal	goal	NOUN
ajst-23804	35	8	is	be	AUX
ajst-23804	35	9	to	to	PART
ajst-23804	35	10	construct	construct	VERB
ajst-23804	35	11	a	a	DET
ajst-23804	35	12	device	device	NOUN
ajst-23804	35	13	that	that	PRON
ajst-23804	35	14	enhances	enhance	VERB
ajst-23804	35	15	the	the	DET
ajst-23804	35	16	generalizability	generalizability	NOUN
ajst-23804	35	17	of	of	ADP
ajst-23804	35	18	sensor	sensor	NOUN
ajst-23804	35	19	data	datum	NOUN
ajst-23804	35	20	explanation	explanation	NOUN
ajst-23804	35	21	while	while	SCONJ
ajst-23804	35	22	safeguarding	safeguard	VERB
ajst-23804	35	23	user	user	NOUN
ajst-23804	35	24	privacy	privacy	NOUN
ajst-23804	35	25	.	.	PUNCT
ajst-23804	36	1	the	the	DET
ajst-23804	36	2	device	device	NOUN
ajst-23804	36	3	(	(	PUNCT
ajst-23804	36	4	figure	figure	NOUN
ajst-23804	36	5	3	3	NUM
ajst-23804	36	6	)	)	PUNCT
ajst-23804	36	7	,	,	PUNCT
ajst-23804	36	8	installed	instal	VERB
ajst-23804	36	9	in	in	ADP
ajst-23804	36	10	the	the	DET
ajst-23804	36	11	environment	environment	NOUN
ajst-23804	36	12	,	,	PUNCT
ajst-23804	36	13	utilizes	utilize	VERB
ajst-23804	36	14	non	non	ADJ
ajst-23804	36	15	-	-	ADJ
ajst-23804	36	16	invasive	invasive	ADJ
ajst-23804	36	17	sensors	sensor	NOUN
ajst-23804	36	18	to	to	PART
ajst-23804	36	19	detect	detect	VERB
ajst-23804	36	20	human	human	ADJ
ajst-23804	36	21	activities	activity	NOUN
ajst-23804	36	22	.	.	PUNCT
ajst-23804	37	1	these	these	DET
ajst-23804	37	2	sensors	sensor	NOUN
ajst-23804	37	3	include	include	VERB
ajst-23804	37	4	pir	pir	PROPN
ajst-23804	37	5	(	(	PUNCT
ajst-23804	37	6	motion	motion	NOUN
ajst-23804	37	7	)	)	PUNCT
ajst-23804	37	8	,	,	PUNCT
ajst-23804	37	9	imu	imu	X
ajst-23804	37	10	(	(	PUNCT
ajst-23804	37	11	accelerometers	accelerometer	NOUN
ajst-23804	37	12	)	)	PUNCT
ajst-23804	37	13	,	,	PUNCT
ajst-23804	37	14	audio	audio	NOUN
ajst-23804	37	15	,	,	PUNCT
ajst-23804	37	16	rgb	rgb	PROPN
ajst-23804	37	17	,	,	PUNCT
ajst-23804	37	18	pressure	pressure	NOUN
ajst-23804	37	19	,	,	PUNCT
ajst-23804	37	20	humidity	humidity	NOUN
ajst-23804	37	21	,	,	PUNCT
ajst-23804	37	22	magnetometer	magnetometer	NOUN
ajst-23804	37	23	,	,	PUNCT
ajst-23804	37	24	gas	gas	NOUN
ajst-23804	37	25	,	,	PUNCT
ajst-23804	37	26	and	and	CCONJ
ajst-23804	37	27	temperature	temperature	NOUN
ajst-23804	37	28	sensors	sensor	NOUN
ajst-23804	37	29	.	.	PUNCT
ajst-23804	38	1	they	they	PRON
ajst-23804	38	2	are	be	AUX
ajst-23804	38	3	widely	widely	ADV
ajst-23804	38	4	available	available	ADJ
ajst-23804	38	5	and	and	CCONJ
ajst-23804	38	6	well	well	ADV
ajst-23804	38	7	-	-	PUNCT
ajst-23804	38	8	suited	suited	ADJ
ajst-23804	38	9	for	for	ADP
ajst-23804	38	10	generalizing	generalize	VERB
ajst-23804	38	11	smart	smart	ADJ
ajst-23804	38	12	space	space	NOUN
ajst-23804	38	13	sensing	sense	VERB
ajst-23804	38	14	capabilities	capability	NOUN
ajst-23804	38	15	.	.	PUNCT
ajst-23804	39	1	278	278	NUM
ajst-23804	39	2	smart	smart	ADJ
ajst-23804	39	3	space	space	NOUN
ajst-23804	39	4	sensors	sensor	NOUN
ajst-23804	39	5	produce	produce	VERB
ajst-23804	39	6	two	two	NUM
ajst-23804	39	7	types	type	NOUN
ajst-23804	39	8	of	of	ADP
ajst-23804	39	9	outputs	output	NOUN
ajst-23804	39	10	:	:	PUNCT
ajst-23804	39	11	binary	binary	NOUN
ajst-23804	39	12	and	and	CCONJ
ajst-23804	39	13	continuous	continuous	ADJ
ajst-23804	39	14	.	.	PUNCT
ajst-23804	40	1	binary	binary	ADJ
ajst-23804	40	2	sensors	sensor	NOUN
ajst-23804	40	3	,	,	PUNCT
ajst-23804	40	4	like	like	ADP
ajst-23804	40	5	pir	pir	PROPN
ajst-23804	40	6	motion	motion	NOUN
ajst-23804	40	7	sensors	sensor	NOUN
ajst-23804	40	8	,	,	PUNCT
ajst-23804	40	9	provide	provide	VERB
ajst-23804	40	10	"	"	PUNCT
ajst-23804	40	11	on	on	ADP
ajst-23804	40	12	"	"	PUNCT
ajst-23804	40	13	and	and	CCONJ
ajst-23804	40	14	"	"	PUNCT
ajst-23804	40	15	off	off	ADJ
ajst-23804	40	16	"	"	PUNCT
ajst-23804	40	17	states	state	NOUN
ajst-23804	40	18	.	.	PUNCT
ajst-23804	41	1	although	although	SCONJ
ajst-23804	41	2	useful	useful	ADJ
ajst-23804	41	3	for	for	ADP
ajst-23804	41	4	indicating	indicate	VERB
ajst-23804	41	5	environmental	environmental	ADJ
ajst-23804	41	6	status	status	NOUN
ajst-23804	41	7	,	,	PUNCT
ajst-23804	41	8	they	they	PRON
ajst-23804	41	9	may	may	AUX
ajst-23804	41	10	be	be	AUX
ajst-23804	41	11	inadequate	inadequate	ADJ
ajst-23804	41	12	for	for	ADP
ajst-23804	41	13	analyzing	analyze	VERB
ajst-23804	41	14	complex	complex	ADJ
ajst-23804	41	15	activities	activity	NOUN
ajst-23804	41	16	[	[	X
ajst-23804	41	17	8	8	NUM
ajst-23804	41	18	,	,	PUNCT
ajst-23804	41	19	2	2	NUM
ajst-23804	41	20	]	]	PUNCT
ajst-23804	41	21	.	.	PUNCT
ajst-23804	42	1	our	our	PRON
ajst-23804	42	2	device	device	NOUN
ajst-23804	42	3	uses	use	VERB
ajst-23804	42	4	pir	pir	PROPN
ajst-23804	42	5	sensors	sensor	NOUN
ajst-23804	42	6	for	for	ADP
ajst-23804	42	7	motion	motion	NOUN
ajst-23804	42	8	detection	detection	NOUN
ajst-23804	42	9	,	,	PUNCT
ajst-23804	42	10	transmitting	transmit	VERB
ajst-23804	42	11	"	"	PUNCT
ajst-23804	42	12	on	on	ADP
ajst-23804	42	13	"	"	PUNCT
ajst-23804	42	14	and	and	CCONJ
ajst-23804	42	15	"	"	PUNCT
ajst-23804	42	16	off	off	ADJ
ajst-23804	42	17	"	"	PUNCT
ajst-23804	42	18	signals	signal	NOUN
ajst-23804	42	19	.	.	PUNCT
ajst-23804	43	1	in	in	ADP
ajst-23804	43	2	contrast	contrast	NOUN
ajst-23804	43	3	,	,	PUNCT
ajst-23804	43	4	accelerometers	accelerometer	NOUN
ajst-23804	43	5	offer	offer	VERB
ajst-23804	43	6	continuous	continuous	ADJ
ajst-23804	43	7	outputs	output	NOUN
ajst-23804	43	8	,	,	PUNCT
ajst-23804	43	9	tracking	tracking	NOUN
ajst-23804	43	10	movement	movement	NOUN
ajst-23804	43	11	along	along	ADP
ajst-23804	43	12	the	the	DET
ajst-23804	43	13	x	x	PROPN
ajst-23804	43	14	,	,	PUNCT
ajst-23804	43	15	y	y	PROPN
ajst-23804	43	16	,	,	PUNCT
ajst-23804	43	17	and	and	CCONJ
ajst-23804	43	18	z	z	NOUN
ajst-23804	43	19	axes	axis	NOUN
ajst-23804	43	20	.	.	PUNCT
ajst-23804	44	1	we	we	PRON
ajst-23804	44	2	utilize	utilize	VERB
ajst-23804	44	3	them	they	PRON
ajst-23804	44	4	to	to	PART
ajst-23804	44	5	detect	detect	VERB
ajst-23804	44	6	environmental	environmental	ADJ
ajst-23804	44	7	vibrations	vibration	NOUN
ajst-23804	44	8	,	,	PUNCT
ajst-23804	44	9	such	such	ADJ
ajst-23804	44	10	as	as	ADP
ajst-23804	44	11	different	different	ADJ
ajst-23804	44	12	vibration	vibration	NOUN
ajst-23804	44	13	frequencies	frequency	NOUN
ajst-23804	44	14	for	for	ADP
ajst-23804	44	15	pouring	pour	VERB
ajst-23804	44	16	water	water	NOUN
ajst-23804	44	17	versus	versus	ADP
ajst-23804	44	18	running	run	VERB
ajst-23804	44	19	[	[	X
ajst-23804	44	20	1	1	NUM
ajst-23804	44	21	,	,	PUNCT
ajst-23804	44	22	16	16	NUM
ajst-23804	44	23	,	,	PUNCT
ajst-23804	44	24	14	14	NUM
ajst-23804	44	25	]	]	PUNCT
ajst-23804	44	26	.	.	PUNCT
ajst-23804	45	1	the	the	DET
ajst-23804	45	2	rgb	rgb	PROPN
ajst-23804	45	3	sensor	sensor	NOUN
ajst-23804	45	4	detects	detect	VERB
ajst-23804	45	5	colors	color	NOUN
ajst-23804	45	6	within	within	ADP
ajst-23804	45	7	a	a	DET
ajst-23804	45	8	specific	specific	ADJ
ajst-23804	45	9	range	range	NOUN
ajst-23804	45	10	,	,	PUNCT
ajst-23804	45	11	identifying	identify	VERB
ajst-23804	45	12	the	the	DET
ajst-23804	45	13	presence	presence	NOUN
ajst-23804	45	14	of	of	ADP
ajst-23804	45	15	colors	color	NOUN
ajst-23804	45	16	based	base	VERB
ajst-23804	45	17	on	on	ADP
ajst-23804	45	18	the	the	DET
ajst-23804	45	19	activated	activate	VERB
ajst-23804	45	20	channels	channel	NOUN
ajst-23804	45	21	.	.	PUNCT
ajst-23804	46	1	pressure	pressure	NOUN
ajst-23804	46	2	sensors	sensor	NOUN
ajst-23804	46	3	measure	measure	VERB
ajst-23804	46	4	barometric	barometric	ADJ
ajst-23804	46	5	pressure	pressure	NOUN
ajst-23804	46	6	,	,	PUNCT
ajst-23804	46	7	providing	provide	VERB
ajst-23804	46	8	insights	insight	NOUN
ajst-23804	46	9	into	into	ADP
ajst-23804	46	10	weather	weather	NOUN
ajst-23804	46	11	patterns	pattern	NOUN
ajst-23804	46	12	and	and	CCONJ
ajst-23804	46	13	indoor	indoor	ADJ
ajst-23804	46	14	air	air	NOUN
ajst-23804	46	15	quality	quality	NOUN
ajst-23804	46	16	,	,	PUNCT
ajst-23804	46	17	especially	especially	ADV
ajst-23804	46	18	in	in	ADP
ajst-23804	46	19	hvac	hvac	PROPN
ajst-23804	46	20	operations	operation	NOUN
ajst-23804	46	21	.	.	PUNCT
ajst-23804	47	1	magnetometers	magnetometer	NOUN
ajst-23804	47	2	detect	detect	VERB
ajst-23804	47	3	magnetic	magnetic	ADJ
ajst-23804	47	4	fields	field	NOUN
ajst-23804	47	5	,	,	PUNCT
ajst-23804	47	6	but	but	CCONJ
ajst-23804	47	7	readings	reading	NOUN
ajst-23804	47	8	can	can	AUX
ajst-23804	47	9	be	be	AUX
ajst-23804	47	10	influenced	influence	VERB
ajst-23804	47	11	by	by	ADP
ajst-23804	47	12	nearby	nearby	ADJ
ajst-23804	47	13	electronic	electronic	ADJ
ajst-23804	47	14	devices	device	NOUN
ajst-23804	47	15	and	and	CCONJ
ajst-23804	47	16	human	human	ADJ
ajst-23804	47	17	activity	activity	NOUN
ajst-23804	47	18	due	due	ADP
ajst-23804	47	19	to	to	ADP
ajst-23804	47	20	rf	rf	PRON
ajst-23804	47	21	electromagnetic	electromagnetic	ADJ
ajst-23804	47	22	fields	field	NOUN
ajst-23804	47	23	[	[	X
ajst-23804	47	24	12	12	NUM
ajst-23804	47	25	,	,	PUNCT
ajst-23804	47	26	5	5	NUM
ajst-23804	47	27	]	]	PUNCT
ajst-23804	47	28	.	.	PUNCT
ajst-23804	48	1	gas	gas	NOUN
ajst-23804	48	2	sensors	sensor	NOUN
ajst-23804	48	3	detect	detect	VERB
ajst-23804	48	4	substances	substance	NOUN
ajst-23804	48	5	like	like	ADP
ajst-23804	48	6	ethanol	ethanol	NOUN
ajst-23804	48	7	,	,	PUNCT
ajst-23804	48	8	alcohol	alcohol	NOUN
ajst-23804	48	9	,	,	PUNCT
ajst-23804	48	10	and	and	CCONJ
ajst-23804	48	11	carbon	carbon	NOUN
ajst-23804	48	12	monoxide	monoxide	NOUN
ajst-23804	48	13	,	,	PUNCT
ajst-23804	48	14	useful	useful	ADJ
ajst-23804	48	15	for	for	ADP
ajst-23804	48	16	monitoring	monitor	VERB
ajst-23804	48	17	air	air	NOUN
ajst-23804	48	18	quality	quality	NOUN
ajst-23804	48	19	changes	change	NOUN
ajst-23804	48	20	due	due	ADJ
ajst-23804	48	21	to	to	ADP
ajst-23804	48	22	activities	activity	NOUN
ajst-23804	48	23	such	such	ADJ
ajst-23804	48	24	as	as	ADP
ajst-23804	48	25	heavy	heavy	ADJ
ajst-23804	48	26	running	running	NOUN
ajst-23804	48	27	.	.	PUNCT
ajst-23804	49	1	fig	fig	NOUN
ajst-23804	49	2	2	2	NUM
ajst-23804	49	3	.	.	PUNCT
ajst-23804	50	1	the	the	DET
ajst-23804	50	2	non	non	ADJ
ajst-23804	50	3	-	-	ADJ
ajst-23804	50	4	intrusive	intrusive	ADJ
ajst-23804	50	5	sensor	sensor	NOUN
ajst-23804	50	6	board	board	NOUN
ajst-23804	50	7	we	we	PRON
ajst-23804	50	8	design	design	VERB
ajst-23804	50	9	for	for	ADP
ajst-23804	50	10	our	our	PRON
ajst-23804	50	11	system	system	NOUN
ajst-23804	50	12	the	the	DET
ajst-23804	50	13	raspberry	raspberry	NOUN
ajst-23804	50	14	pi	pi	NOUN
ajst-23804	50	15	model	model	NOUN
ajst-23804	50	16	b+	b+	ADV
ajst-23804	50	17	(	(	PUNCT
ajst-23804	50	18	figure	figure	NOUN
ajst-23804	50	19	3	3	NUM
ajst-23804	50	20	)	)	PUNCT
ajst-23804	50	21	serves	serve	VERB
ajst-23804	50	22	as	as	ADP
ajst-23804	50	23	the	the	DET
ajst-23804	50	24	central	central	ADJ
ajst-23804	50	25	processing	processing	NOUN
ajst-23804	50	26	unit	unit	NOUN
ajst-23804	50	27	,	,	PUNCT
ajst-23804	50	28	interfacing	interface	VERB
ajst-23804	50	29	with	with	ADP
ajst-23804	50	30	a	a	DET
ajst-23804	50	31	custom	custom	NOUN
ajst-23804	50	32	sensor	sensor	NOUN
ajst-23804	50	33	board	board	NOUN
ajst-23804	50	34	via	via	ADP
ajst-23804	50	35	gpio	gpio	NOUN
ajst-23804	50	36	pins	pin	NOUN
ajst-23804	50	37	.	.	PUNCT
ajst-23804	51	1	the	the	DET
ajst-23804	51	2	sensor	sensor	PROPN
ajst-23804	51	3	board	board	NOUN
ajst-23804	51	4	,	,	PUNCT
ajst-23804	51	5	equipped	equip	VERB
ajst-23804	51	6	with	with	ADP
ajst-23804	51	7	various	various	ADJ
ajst-23804	51	8	ambient	ambient	ADJ
ajst-23804	51	9	sensors	sensor	NOUN
ajst-23804	51	10	,	,	PUNCT
ajst-23804	51	11	collects	collect	VERB
ajst-23804	51	12	data	datum	NOUN
ajst-23804	51	13	such	such	ADJ
ajst-23804	51	14	as	as	ADP
ajst-23804	51	15	temperature	temperature	NOUN
ajst-23804	51	16	,	,	PUNCT
ajst-23804	51	17	humidity	humidity	NOUN
ajst-23804	51	18	,	,	PUNCT
ajst-23804	51	19	and	and	CCONJ
ajst-23804	51	20	motion	motion	NOUN
ajst-23804	51	21	.	.	PUNCT
ajst-23804	52	1	the	the	DET
ajst-23804	52	2	raspberry	raspberry	PROPN
ajst-23804	52	3	pi	pi	NOUN
ajst-23804	52	4	,	,	PUNCT
ajst-23804	52	5	powered	power	VERB
ajst-23804	52	6	by	by	ADP
ajst-23804	52	7	a	a	DET
ajst-23804	52	8	broadcom	broadcom	NOUN
ajst-23804	52	9	bcm2837b0	bcm2837b0	PRON
ajst-23804	52	10	quad	quad	ADJ
ajst-23804	52	11	-	-	PUNCT
ajst-23804	52	12	core	core	NOUN
ajst-23804	52	13	arm	arm	NOUN
ajst-23804	52	14	cortex	cortex	NOUN
ajst-23804	52	15	-	-	PUNCT
ajst-23804	52	16	a53	a53	PROPN
ajst-23804	52	17	64	64	NUM
ajst-23804	52	18	-	-	PUNCT
ajst-23804	52	19	bit	bit	NOUN
ajst-23804	52	20	soc	soc	NOUN
ajst-23804	52	21	at	at	ADP
ajst-23804	52	22	1.4ghz	1.4ghz	NUM
ajst-23804	52	23	with	with	ADP
ajst-23804	52	24	1	1	NUM
ajst-23804	52	25	gb	gb	PROPN
ajst-23804	52	26	lpddr2	lpddr2	PROPN
ajst-23804	52	27	sdram	sdram	NOUN
ajst-23804	52	28	,	,	PUNCT
ajst-23804	52	29	runs	run	VERB
ajst-23804	52	30	a	a	DET
ajst-23804	52	31	python	python	NOUN
ajst-23804	52	32	script	script	NOUN
ajst-23804	52	33	to	to	PART
ajst-23804	52	34	read	read	VERB
ajst-23804	52	35	sensor	sensor	NOUN
ajst-23804	52	36	values	value	NOUN
ajst-23804	52	37	at	at	ADP
ajst-23804	52	38	regular	regular	ADJ
ajst-23804	52	39	intervals	interval	NOUN
ajst-23804	52	40	,	,	PUNCT
ajst-23804	52	41	process	process	VERB
ajst-23804	52	42	the	the	DET
ajst-23804	52	43	data	datum	NOUN
ajst-23804	52	44	,	,	PUNCT
ajst-23804	52	45	and	and	CCONJ
ajst-23804	52	46	store	store	VERB
ajst-23804	52	47	it	it	PRON
ajst-23804	52	48	for	for	ADP
ajst-23804	52	49	further	further	ADJ
ajst-23804	52	50	analysis	analysis	NOUN
ajst-23804	52	51	.	.	PUNCT
ajst-23804	53	1	this	this	DET
ajst-23804	53	2	setup	setup	NOUN
ajst-23804	53	3	,	,	PUNCT
ajst-23804	53	4	featuring	feature	VERB
ajst-23804	53	5	dual	dual	ADJ
ajst-23804	53	6	-	-	PUNCT
ajst-23804	53	7	band	band	NOUN
ajst-23804	53	8	802.11ac	802.11ac	NUM
ajst-23804	53	9	wireless	wireless	PROPN
ajst-23804	53	10	lan	lan	PROPN
ajst-23804	53	11	,	,	PUNCT
ajst-23804	53	12	bluetooth	bluetooth	NOUN
ajst-23804	53	13	4.2	4.2	NUM
ajst-23804	53	14	,	,	PUNCT
ajst-23804	53	15	gigabit	gigabit	NOUN
ajst-23804	53	16	ethernet	ethernet	NOUN
ajst-23804	53	17	,	,	PUNCT
ajst-23804	53	18	and	and	CCONJ
ajst-23804	53	19	multiple	multiple	ADJ
ajst-23804	53	20	usb	usb	NOUN
ajst-23804	53	21	ports	port	NOUN
ajst-23804	53	22	,	,	PUNCT
ajst-23804	53	23	enables	enable	VERB
ajst-23804	53	24	real	real	ADJ
ajst-23804	53	25	-	-	PUNCT
ajst-23804	53	26	time	time	NOUN
ajst-23804	53	27	monitoring	monitoring	NOUN
ajst-23804	53	28	and	and	CCONJ
ajst-23804	53	29	data	datum	NOUN
ajst-23804	53	30	collection	collection	NOUN
ajst-23804	53	31	essential	essential	ADJ
ajst-23804	53	32	for	for	ADP
ajst-23804	53	33	elderly	elderly	ADJ
ajst-23804	53	34	care	care	NOUN
ajst-23804	53	35	assistance	assistance	NOUN
ajst-23804	53	36	and	and	CCONJ
ajst-23804	53	37	activity	activity	NOUN
ajst-23804	53	38	tracking	tracking	NOUN
ajst-23804	53	39	.	.	PUNCT
ajst-23804	54	1	although	although	SCONJ
ajst-23804	54	2	our	our	PRON
ajst-23804	54	3	current	current	ADJ
ajst-23804	54	4	sensor	sensor	NOUN
ajst-23804	54	5	setup	setup	NOUN
ajst-23804	54	6	is	be	AUX
ajst-23804	54	7	insufficient	insufficient	ADJ
ajst-23804	54	8	to	to	PART
ajst-23804	54	9	run	run	VERB
ajst-23804	54	10	a	a	DET
ajst-23804	54	11	model	model	NOUN
ajst-23804	54	12	for	for	ADP
ajst-23804	54	13	data	datum	NOUN
ajst-23804	54	14	embedding	embed	VERB
ajst-23804	54	15	locally	locally	ADV
ajst-23804	54	16	,	,	PUNCT
ajst-23804	54	17	we	we	PRON
ajst-23804	54	18	plan	plan	VERB
ajst-23804	54	19	to	to	PART
ajst-23804	54	20	implement	implement	VERB
ajst-23804	54	21	local	local	ADJ
ajst-23804	54	22	atomic	atomic	ADJ
ajst-23804	54	23	activity	activity	NOUN
ajst-23804	54	24	detection	detection	NOUN
ajst-23804	54	25	in	in	ADP
ajst-23804	54	26	the	the	DET
ajst-23804	54	27	next	next	ADJ
ajst-23804	54	28	stage	stage	NOUN
ajst-23804	54	29	of	of	ADP
ajst-23804	54	30	this	this	DET
ajst-23804	54	31	work	work	NOUN
ajst-23804	54	32	.	.	PUNCT
ajst-23804	55	1	4	4	X
ajst-23804	55	2	.	.	X
ajst-23804	55	3	initial	initial	ADJ
ajst-23804	55	4	experiment	experiment	NOUN
ajst-23804	55	5	in	in	ADP
ajst-23804	55	6	our	our	PRON
ajst-23804	55	7	initial	initial	ADJ
ajst-23804	55	8	experiment	experiment	NOUN
ajst-23804	55	9	,	,	PUNCT
ajst-23804	55	10	we	we	PRON
ajst-23804	55	11	will	will	AUX
ajst-23804	55	12	use	use	VERB
ajst-23804	55	13	the	the	DET
ajst-23804	55	14	ambient	ambient	ADJ
ajst-23804	55	15	sensor	sensor	NOUN
ajst-23804	55	16	to	to	PART
ajst-23804	55	17	collect	collect	VERB
ajst-23804	55	18	atomic	atomic	ADJ
ajst-23804	55	19	activities	activity	NOUN
ajst-23804	55	20	and	and	CCONJ
ajst-23804	55	21	test	test	VERB
ajst-23804	55	22	the	the	DET
ajst-23804	55	23	llm	llm	PROPN
ajst-23804	55	24	model	model	NOUN
ajst-23804	55	25	on	on	ADP
ajst-23804	55	26	the	the	DET
ajst-23804	55	27	cloud	cloud	NOUN
ajst-23804	55	28	.	.	PUNCT
ajst-23804	56	1	the	the	DET
ajst-23804	56	2	target	target	NOUN
ajst-23804	56	3	is	be	AUX
ajst-23804	56	4	to	to	PART
ajst-23804	56	5	determine	determine	VERB
ajst-23804	56	6	if	if	SCONJ
ajst-23804	56	7	it	it	PRON
ajst-23804	56	8	possesses	possess	VERB
ajst-23804	56	9	the	the	DET
ajst-23804	56	10	reasoning	reasoning	NOUN
ajst-23804	56	11	capabilities	capability	NOUN
ajst-23804	56	12	that	that	PRON
ajst-23804	56	13	can	can	AUX
ajst-23804	56	14	assist	assist	VERB
ajst-23804	56	15	in	in	ADP
ajst-23804	56	16	the	the	DET
ajst-23804	56	17	daily	daily	ADJ
ajst-23804	56	18	lives	life	NOUN
ajst-23804	56	19	of	of	ADP
ajst-23804	56	20	elderly	elderly	ADJ
ajst-23804	56	21	individuals	individual	NOUN
ajst-23804	56	22	.	.	PUNCT
ajst-23804	57	1	fig	fig	NOUN
ajst-23804	57	2	3	3	NUM
ajst-23804	57	3	.	.	PUNCT
ajst-23804	57	4	raspberry	raspberry	NOUN
ajst-23804	57	5	pi	pi	PROPN
ajst-23804	57	6	model	model	NOUN
ajst-23804	57	7	b+	b+	PUNCT
ajst-23804	57	8	used	use	VERB
ajst-23804	57	9	in	in	ADP
ajst-23804	57	10	our	our	PRON
ajst-23804	57	11	ambient	ambient	ADJ
ajst-23804	57	12	sensor	sensor	NOUN
ajst-23804	57	13	setup	setup	NOUN
ajst-23804	57	14	,	,	PUNCT
ajst-23804	57	15	facilitating	facilitate	VERB
ajst-23804	57	16	seamless	seamless	ADJ
ajst-23804	57	17	integration	integration	NOUN
ajst-23804	57	18	for	for	ADP
ajst-23804	57	19	elderly	elderly	ADJ
ajst-23804	57	20	care	care	NOUN
ajst-23804	57	21	assistance	assistance	NOUN
ajst-23804	57	22	and	and	CCONJ
ajst-23804	57	23	activity	activity	NOUN
ajst-23804	57	24	tracking	track	VERB
ajst-23804	57	25	4.1	4.1	NUM
ajst-23804	57	26	.	.	PUNCT
ajst-23804	58	1	data	datum	NOUN
ajst-23804	58	2	collection	collection	NOUN
ajst-23804	58	3	the	the	DET
ajst-23804	58	4	atomic	atomic	ADJ
ajst-23804	58	5	level	level	NOUN
ajst-23804	58	6	activities	activity	NOUN
ajst-23804	58	7	we	we	PRON
ajst-23804	58	8	collect	collect	VERB
ajst-23804	58	9	include	include	VERB
ajst-23804	58	10	20	20	NUM
ajst-23804	58	11	activities	activity	NOUN
ajst-23804	58	12	:	:	PUNCT
ajst-23804	58	13	eat	eat	NOUN
ajst-23804	58	14	,	,	PUNCT
ajst-23804	58	15	paperdis	paperdi	NOUN
ajst-23804	58	16	,	,	PUNCT
ajst-23804	58	17	write	write	NOUN
ajst-23804	58	18	,	,	PUNCT
ajst-23804	58	19	chop	chop	NOUN
ajst-23804	58	20	,	,	PUNCT
ajst-23804	58	21	hand	hand	NOUN
ajst-23804	58	22	wash	wash	NOUN
ajst-23804	58	23	,	,	PUNCT
ajst-23804	58	24	pour	pour	NOUN
ajst-23804	58	25	water	water	NOUN
ajst-23804	58	26	,	,	PUNCT
ajst-23804	58	27	clean	clean	ADJ
ajst-23804	58	28	floor	floor	NOUN
ajst-23804	58	29	,	,	PUNCT
ajst-23804	58	30	knock	knock	NOUN
ajst-23804	58	31	,	,	PUNCT
ajst-23804	58	32	run	run	NOUN
ajst-23804	58	33	,	,	PUNCT
ajst-23804	58	34	curtain	curtain	NOUN
ajst-23804	58	35	,	,	PUNCT
ajst-23804	58	36	light	light	ADJ
ajst-23804	58	37	switch	switch	NOUN
ajst-23804	58	38	,	,	PUNCT
ajst-23804	58	39	type	type	NOUN
ajst-23804	58	40	,	,	PUNCT
ajst-23804	58	41	door	door	NOUN
ajst-23804	58	42	pass	pass	NOUN
ajst-23804	58	43	,	,	PUNCT
ajst-23804	58	44	wipe	wipe	NOUN
ajst-23804	58	45	desk	desk	NOUN
ajst-23804	58	46	,	,	PUNCT
ajst-23804	58	47	chat	chat	NOUN
ajst-23804	58	48	,	,	PUNCT
ajst-23804	58	49	basketball	basketball	NOUN
ajst-23804	58	50	,	,	PUNCT
ajst-23804	58	51	saw	see	VERB
ajst-23804	58	52	,	,	PUNCT
ajst-23804	58	53	shave	shave	NOUN
ajst-23804	58	54	,	,	PUNCT
ajst-23804	58	55	wash	wash	NOUN
ajst-23804	58	56	dish	dish	NOUN
ajst-23804	58	57	,	,	PUNCT
ajst-23804	58	58	and	and	CCONJ
ajst-23804	58	59	brusing	brusing	NOUN
ajst-23804	58	60	teeth	tooth	NOUN
ajst-23804	58	61	.	.	PUNCT
ajst-23804	59	1	the	the	DET
ajst-23804	59	2	sampling	sample	VERB
ajst-23804	59	3	frequency	frequency	NOUN
ajst-23804	59	4	is	be	AUX
ajst-23804	59	5	90hz	90hz	ADJ
ajst-23804	59	6	for	for	ADP
ajst-23804	59	7	each	each	DET
ajst-23804	59	8	sensor	sensor	NOUN
ajst-23804	59	9	channel	channel	NOUN
ajst-23804	59	10	.	.	PUNCT
ajst-23804	60	1	there	there	PRON
ajst-23804	60	2	are	be	VERB
ajst-23804	60	3	discussions	discussion	NOUN
ajst-23804	60	4	about	about	ADP
ajst-23804	60	5	whether	whether	SCONJ
ajst-23804	60	6	the	the	DET
ajst-23804	60	7	high	high	ADJ
ajst-23804	60	8	-	-	PUNCT
ajst-23804	60	9	fidelity	fidelity	NOUN
ajst-23804	60	10	audio	audio	NOUN
ajst-23804	60	11	sensor	sensor	NOUN
ajst-23804	60	12	channel	channel	NOUN
ajst-23804	60	13	[	[	X
ajst-23804	60	14	10	10	NUM
ajst-23804	60	15	]	]	PUNCT
ajst-23804	60	16	is	be	AUX
ajst-23804	60	17	the	the	DET
ajst-23804	60	18	main	main	ADJ
ajst-23804	60	19	channel	channel	NOUN
ajst-23804	60	20	for	for	ADP
ajst-23804	60	21	detecting	detect	VERB
ajst-23804	60	22	patterns	pattern	NOUN
ajst-23804	60	23	.	.	PUNCT
ajst-23804	61	1	audio	audio	ADJ
ajst-23804	61	2	data	datum	NOUN
ajst-23804	61	3	can	can	AUX
ajst-23804	61	4	also	also	ADV
ajst-23804	61	5	be	be	AUX
ajst-23804	61	6	intrusive	intrusive	ADJ
ajst-23804	61	7	[	[	X
ajst-23804	61	8	3	3	NUM
ajst-23804	61	9	,	,	PUNCT
ajst-23804	61	10	15	15	NUM
ajst-23804	61	11	]	]	PUNCT
ajst-23804	61	12	.	.	PUNCT
ajst-23804	62	1	to	to	PART
ajst-23804	62	2	avoid	avoid	VERB
ajst-23804	62	3	privacy	privacy	NOUN
ajst-23804	62	4	issues	issue	NOUN
ajst-23804	62	5	associated	associate	VERB
ajst-23804	62	6	with	with	ADP
ajst-23804	62	7	the	the	DET
ajst-23804	62	8	audio	audio	ADJ
ajst-23804	62	9	channel	channel	NOUN
ajst-23804	62	10	,	,	PUNCT
ajst-23804	62	11	its	its	PRON
ajst-23804	62	12	frequency	frequency	NOUN
ajst-23804	62	13	is	be	AUX
ajst-23804	62	14	decreased	decrease	VERB
ajst-23804	62	15	from	from	ADP
ajst-23804	62	16	16khz	16khz	NOUN
ajst-23804	62	17	to	to	PART
ajst-23804	62	18	90khz	90khz	PROPN
ajst-23804	62	19	.	.	PUNCT
ajst-23804	63	1	according	accord	VERB
ajst-23804	63	2	to	to	ADP
ajst-23804	63	3	shannon	shannon	PROPN
ajst-23804	63	4	’s	’s	PART
ajst-23804	63	5	sampling	sampling	NOUN
ajst-23804	63	6	theorem	theorem	NOUN
ajst-23804	63	7	,	,	PUNCT
ajst-23804	63	8	information	information	NOUN
ajst-23804	63	9	contained	contain	VERB
ajst-23804	63	10	in	in	ADP
ajst-23804	63	11	frequencies	frequency	NOUN
ajst-23804	63	12	greater	great	ADJ
ajst-23804	63	13	than	than	SCONJ
ajst-23804	63	14	half	half	DET
ajst-23804	63	15	the	the	DET
ajst-23804	63	16	sampling	sample	VERB
ajst-23804	63	17	rate	rate	NOUN
ajst-23804	63	18	can	can	AUX
ajst-23804	63	19	not	not	PART
ajst-23804	63	20	be	be	AUX
ajst-23804	63	21	recovered	recover	VERB
ajst-23804	63	22	[	[	PUNCT
ajst-23804	63	23	13	13	NUM
ajst-23804	63	24	,	,	PUNCT
ajst-23804	63	25	9	9	NUM
ajst-23804	63	26	,	,	PUNCT
ajst-23804	63	27	4	4	NUM
ajst-23804	63	28	]	]	PUNCT
ajst-23804	63	29	.	.	PUNCT
ajst-23804	64	1	figure	figure	NOUN
ajst-23804	64	2	4	4	NUM
ajst-23804	64	3	visualizes	visualize	VERB
ajst-23804	64	4	the	the	DET
ajst-23804	64	5	sensor	sensor	NOUN
ajst-23804	64	6	data	datum	NOUN
ajst-23804	64	7	collected	collect	VERB
ajst-23804	64	8	during	during	ADP
ajst-23804	64	9	eating	eat	VERB
ajst-23804	64	10	activities	activity	NOUN
ajst-23804	64	11	.	.	PUNCT
ajst-23804	65	1	figure	figure	NOUN
ajst-23804	65	2	5	5	NUM
ajst-23804	65	3	visualizes	visualize	VERB
ajst-23804	65	4	the	the	DET
ajst-23804	65	5	data	datum	NOUN
ajst-23804	65	6	collected	collect	VERB
ajst-23804	65	7	during	during	ADP
ajst-23804	65	8	chopping	chop	VERB
ajst-23804	65	9	activities	activity	NOUN
ajst-23804	65	10	.	.	PUNCT
ajst-23804	66	1	4.2	4.2	NUM
ajst-23804	66	2	.	.	PUNCT
ajst-23804	66	3	initial	initial	ADJ
ajst-23804	66	4	results	result	NOUN
ajst-23804	66	5	we	we	PRON
ajst-23804	66	6	developed	develop	VERB
ajst-23804	66	7	a	a	DET
ajst-23804	66	8	data	data	NOUN
ajst-23804	66	9	encoder	encoder	NOUN
ajst-23804	66	10	to	to	PART
ajst-23804	66	11	process	process	VERB
ajst-23804	66	12	the	the	DET
ajst-23804	66	13	sensor	sensor	NOUN
ajst-23804	66	14	data	datum	NOUN
ajst-23804	66	15	before	before	ADP
ajst-23804	66	16	sending	send	VERB
ajst-23804	66	17	it	it	PRON
ajst-23804	66	18	to	to	ADP
ajst-23804	66	19	the	the	DET
ajst-23804	66	20	llm	llm	NOUN
ajst-23804	66	21	.	.	PUNCT
ajst-23804	67	1	our	our	PRON
ajst-23804	67	2	model	model	NOUN
ajst-23804	67	3	primarily	primarily	ADV
ajst-23804	67	4	uses	use	VERB
ajst-23804	67	5	a	a	DET
ajst-23804	67	6	channel	channel	NOUN
ajst-23804	67	7	-	-	PUNCT
ajst-23804	67	8	wise	wise	ADJ
ajst-23804	67	9	mlp	mlp	NOUN
ajst-23804	67	10	to	to	PART
ajst-23804	67	11	extract	extract	VERB
ajst-23804	67	12	features	feature	NOUN
ajst-23804	67	13	from	from	ADP
ajst-23804	67	14	each	each	DET
ajst-23804	67	15	channel	channel	NOUN
ajst-23804	67	16	,	,	PUNCT
ajst-23804	67	17	followed	follow	VERB
ajst-23804	67	18	by	by	ADP
ajst-23804	67	19	a	a	DET
ajst-23804	67	20	sensor	sensor	NOUN
ajst-23804	67	21	fusion	fusion	NOUN
ajst-23804	67	22	module	module	NOUN
ajst-23804	67	23	also	also	ADV
ajst-23804	67	24	based	base	VERB
ajst-23804	67	25	on	on	ADP
ajst-23804	67	26	mlp	mlp	PROPN
ajst-23804	67	27	.	.	PUNCT
ajst-23804	68	1	additionally	additionally	ADV
ajst-23804	68	2	,	,	PUNCT
ajst-23804	68	3	we	we	PRON
ajst-23804	68	4	incorporated	incorporate	VERB
ajst-23804	68	5	a	a	DET
ajst-23804	68	6	fast	fast	ADJ
ajst-23804	68	7	fourier	fourier	NOUN
ajst-23804	68	8	convolution	convolution	NOUN
ajst-23804	68	9	module	module	NOUN
ajst-23804	68	10	[	[	X
ajst-23804	68	11	6	6	NUM
ajst-23804	68	12	]	]	PUNCT
ajst-23804	68	13	to	to	PART
ajst-23804	68	14	improve	improve	VERB
ajst-23804	68	15	the	the	DET
ajst-23804	68	16	accuracy	accuracy	NOUN
ajst-23804	68	17	rate	rate	NOUN
ajst-23804	68	18	.	.	PUNCT
ajst-23804	69	1	table	table	NOUN
ajst-23804	69	2	1	1	NUM
ajst-23804	69	3	presents	present	VERB
ajst-23804	69	4	the	the	DET
ajst-23804	69	5	initial	initial	ADJ
ajst-23804	69	6	results	result	NOUN
ajst-23804	69	7	of	of	ADP
ajst-23804	69	8	f1	f1	NOUN
ajst-23804	69	9	scores	score	NOUN
ajst-23804	69	10	,	,	PUNCT
ajst-23804	69	11	precision	precision	NOUN
ajst-23804	69	12	,	,	PUNCT
ajst-23804	69	13	and	and	CCONJ
ajst-23804	69	14	recall	recall	VERB
ajst-23804	69	15	for	for	ADP
ajst-23804	69	16	detecting	detect	VERB
ajst-23804	69	17	various	various	ADJ
ajst-23804	69	18	activities	activity	NOUN
ajst-23804	69	19	using	use	VERB
ajst-23804	69	20	the	the	DET
ajst-23804	69	21	model	model	NOUN
ajst-23804	69	22	.	.	PUNCT
ajst-23804	70	1	most	most	ADJ
ajst-23804	70	2	activities	activity	NOUN
ajst-23804	70	3	,	,	PUNCT
ajst-23804	70	4	such	such	ADJ
ajst-23804	70	5	as	as	ADP
ajst-23804	70	6	’	'	PUNCT
ajst-23804	70	7	eat	eat	NOUN
ajst-23804	70	8	’	'	PUNCT
ajst-23804	70	9	,	,	PUNCT
ajst-23804	70	10	’	'	PUNCT
ajst-23804	70	11	write	write	VERB
ajst-23804	70	12	’	'	PUNCT
ajst-23804	70	13	,	,	PUNCT
ajst-23804	70	14	’	'	PUNCT
ajst-23804	70	15	chop	chop	PROPN
ajst-23804	70	16	’	'	PUNCT
ajst-23804	70	17	,	,	PUNCT
ajst-23804	70	18	’	'	PUNCT
ajst-23804	70	19	hand	hand	NOUN
ajst-23804	70	20	wash	wash	NOUN
ajst-23804	70	21	’	'	PUNCT
ajst-23804	70	22	,	,	PUNCT
ajst-23804	70	23	’	'	PUNCT
ajst-23804	70	24	clean	clean	ADJ
ajst-23804	70	25	floor	floor	NOUN
ajst-23804	70	26	’	'	PUNCT
ajst-23804	70	27	,	,	PUNCT
ajst-23804	70	28	’	'	PUNCT
ajst-23804	70	29	knock	knock	VERB
ajst-23804	70	30	’	'	PUNCT
ajst-23804	70	31	,	,	PUNCT
ajst-23804	70	32	’	'	PUNCT
ajst-23804	70	33	run	run	VERB
ajst-23804	70	34	’	'	PUNCT
ajst-23804	70	35	,	,	PUNCT
ajst-23804	70	36	’	'	PUNCT
ajst-23804	70	37	curtain	curtain	NOUN
ajst-23804	70	38	’	'	PUNCT
ajst-23804	70	39	,	,	PUNCT
ajst-23804	70	40	’	'	PUNCT
ajst-23804	70	41	light	light	ADJ
ajst-23804	70	42	switch	switch	NOUN
ajst-23804	70	43	’	'	PUNCT
ajst-23804	70	44	,	,	PUNCT
ajst-23804	70	45	’	'	PUNCT
ajst-23804	70	46	type	type	NOUN
ajst-23804	70	47	’	'	PUNCT
ajst-23804	70	48	,	,	PUNCT
ajst-23804	70	49	’	'	PUNCT
ajst-23804	70	50	door	door	NOUN
ajst-23804	70	51	pass	pass	NOUN
ajst-23804	70	52	’	'	PUNCT
ajst-23804	70	53	,	,	PUNCT
ajst-23804	70	54	’	'	PUNCT
ajst-23804	70	55	wipe	wipe	NOUN
ajst-23804	70	56	desk	desk	NOUN
ajst-23804	70	57	’	'	PUNCT
ajst-23804	70	58	,	,	PUNCT
ajst-23804	70	59	’	'	PUNCT
ajst-23804	70	60	basketball	basketball	NOUN
ajst-23804	70	61	’	'	PUNCT
ajst-23804	70	62	,	,	PUNCT
ajst-23804	70	63	’	'	PUNCT
ajst-23804	70	64	saw	see	VERB
ajst-23804	70	65	’	'	PUNCT
ajst-23804	70	66	,	,	PUNCT
ajst-23804	70	67	’	'	PUNCT
ajst-23804	70	68	shave	shave	NOUN
ajst-23804	70	69	’	'	PUNCT
ajst-23804	70	70	,	,	PUNCT
ajst-23804	70	71	’	'	PUNCT
ajst-23804	70	72	wash	wash	VERB
ajst-23804	70	73	dish	dish	NOUN
ajst-23804	70	74	’	'	PUNCT
ajst-23804	70	75	,	,	PUNCT
ajst-23804	70	76	and	and	CCONJ
ajst-23804	70	77	’	'	PUNCT
ajst-23804	70	78	teeth	tooth	NOUN
ajst-23804	70	79	’	'	PUNCT
ajst-23804	70	80	,	,	PUNCT
ajst-23804	70	81	achieve	achieve	VERB
ajst-23804	70	82	perfect	perfect	ADJ
ajst-23804	70	83	scores	score	NOUN
ajst-23804	70	84	of	of	ADP
ajst-23804	70	85	1.00	1.00	NUM
ajst-23804	70	86	across	across	ADP
ajst-23804	70	87	all	all	DET
ajst-23804	70	88	metrics	metric	NOUN
ajst-23804	70	89	.	.	PUNCT
ajst-23804	71	1	however	however	ADV
ajst-23804	71	2	,	,	PUNCT
ajst-23804	71	3	’	'	PUNCT
ajst-23804	71	4	paperdis	paperdis	ADJ
ajst-23804	71	5	’	'	PUNCT
ajst-23804	71	6	,	,	PUNCT
ajst-23804	71	7	’	'	PUNCT
ajst-23804	71	8	pour	pour	NOUN
ajst-23804	71	9	water	water	NOUN
ajst-23804	71	10	’	'	PUNCT
ajst-23804	71	11	,	,	PUNCT
ajst-23804	71	12	and	and	CCONJ
ajst-23804	71	13	’	'	PUNCT
ajst-23804	71	14	chat	chat	PROPN
ajst-23804	71	15	’	'	PUNCT
ajst-23804	71	16	show	show	VERB
ajst-23804	71	17	lower	low	ADJ
ajst-23804	71	18	performance	performance	NOUN
ajst-23804	71	19	with	with	ADP
ajst-23804	71	20	f1	f1	PROPN
ajst-23804	71	21	scores	score	NOUN
ajst-23804	71	22	of	of	ADP
ajst-23804	71	23	0.43	0.43	NUM
ajst-23804	71	24	,	,	PUNCT
ajst-23804	71	25	0.48	0.48	NUM
ajst-23804	71	26	,	,	PUNCT
ajst-23804	71	27	and	and	CCONJ
ajst-23804	71	28	0.32	0.32	NUM
ajst-23804	71	29	,	,	PUNCT
ajst-23804	71	30	respectively	respectively	ADV
ajst-23804	71	31	.	.	PUNCT
ajst-23804	72	1	these	these	DET
ajst-23804	72	2	variations	variation	NOUN
ajst-23804	72	3	indicate	indicate	VERB
ajst-23804	72	4	that	that	SCONJ
ajst-23804	72	5	while	while	SCONJ
ajst-23804	72	6	the	the	DET
ajst-23804	72	7	model	model	NOUN
ajst-23804	72	8	performs	perform	VERB
ajst-23804	72	9	exceptionally	exceptionally	ADV
ajst-23804	72	10	well	well	ADV
ajst-23804	72	11	for	for	ADP
ajst-23804	72	12	most	most	ADJ
ajst-23804	72	13	activities	activity	NOUN
ajst-23804	72	14	,	,	PUNCT
ajst-23804	72	15	there	there	PRON
ajst-23804	72	16	is	be	VERB
ajst-23804	72	17	room	room	NOUN
ajst-23804	72	18	for	for	ADP
ajst-23804	72	19	improvement	improvement	NOUN
ajst-23804	72	20	in	in	ADP
ajst-23804	72	21	detecting	detect	VERB
ajst-23804	72	22	certain	certain	ADJ
ajst-23804	72	23	activities	activity	NOUN
ajst-23804	72	24	.	.	PUNCT
ajst-23804	73	1	we	we	PRON
ajst-23804	73	2	also	also	ADV
ajst-23804	73	3	demonstrate	demonstrate	VERB
ajst-23804	73	4	the	the	DET
ajst-23804	73	5	robustness	robustness	NOUN
ajst-23804	73	6	of	of	ADP
ajst-23804	73	7	our	our	PRON
ajst-23804	73	8	model	model	NOUN
ajst-23804	73	9	when	when	SCONJ
ajst-23804	73	10	the	the	DET
ajst-23804	73	11	noise	noise	NOUN
ajst-23804	73	12	level	level	NOUN
ajst-23804	73	13	7	7	NUM
ajst-23804	73	14	and	and	CCONJ
ajst-23804	73	15	frequency6	frequency6	NOUN
ajst-23804	73	16	of	of	ADP
ajst-23804	73	17	the	the	DET
ajst-23804	73	18	data	datum	NOUN
ajst-23804	73	19	vary	vary	VERB
ajst-23804	73	20	.	.	PUNCT
ajst-23804	74	1	4.3	4.3	NUM
ajst-23804	74	2	.	.	PUNCT
ajst-23804	74	3	applying	apply	VERB
ajst-23804	74	4	llms	llm	NOUN
ajst-23804	74	5	to	to	ADP
ajst-23804	74	6	sequence	sequence	NOUN
ajst-23804	74	7	detection	detection	NOUN
ajst-23804	74	8	and	and	CCONJ
ajst-23804	74	9	complex	complex	ADJ
ajst-23804	74	10	activity	activity	NOUN
ajst-23804	74	11	recognition	recognition	NOUN
ajst-23804	74	12	after	after	ADP
ajst-23804	74	13	detecting	detect	VERB
ajst-23804	74	14	atomic	atomic	ADJ
ajst-23804	74	15	activities	activity	NOUN
ajst-23804	74	16	,	,	PUNCT
ajst-23804	74	17	we	we	PRON
ajst-23804	74	18	send	send	VERB
ajst-23804	74	19	the	the	DET
ajst-23804	74	20	sequence	sequence	NOUN
ajst-23804	74	21	of	of	ADP
ajst-23804	74	22	detected	detect	VERB
ajst-23804	74	23	activities	activity	NOUN
ajst-23804	74	24	to	to	ADP
ajst-23804	74	25	the	the	DET
ajst-23804	74	26	llm	llm	NOUN
ajst-23804	74	27	.	.	PUNCT
ajst-23804	75	1	for	for	ADP
ajst-23804	75	2	example	example	NOUN
ajst-23804	75	3	,	,	PUNCT
ajst-23804	75	4	to	to	PART
ajst-23804	75	5	remind	remind	VERB
ajst-23804	75	6	elderly	elderly	ADJ
ajst-23804	75	7	people	people	NOUN
ajst-23804	75	8	to	to	PART
ajst-23804	75	9	take	take	VERB
ajst-23804	75	10	medication	medication	NOUN
ajst-23804	75	11	before	before	ADP
ajst-23804	75	12	eating	eat	VERB
ajst-23804	75	13	,	,	PUNCT
ajst-23804	75	14	we	we	PRON
ajst-23804	75	15	send	send	VERB
ajst-23804	75	16	a	a	DET
ajst-23804	75	17	sequence	sequence	NOUN
ajst-23804	75	18	of	of	ADP
ajst-23804	75	19	activities	activity	NOUN
ajst-23804	75	20	such	such	ADJ
ajst-23804	75	21	as	as	ADP
ajst-23804	75	22	"	"	PUNCT
ajst-23804	75	23	brushing	brush	VERB
ajst-23804	75	24	teeth	tooth	NOUN
ajst-23804	75	25	→	→	SYM
ajst-23804	75	26	hand	hand	NOUN
ajst-23804	75	27	wash	wash	NOUN
ajst-23804	75	28	→	→	SYM
ajst-23804	75	29	pour	pour	NOUN
ajst-23804	75	30	water	water	NOUN
ajst-23804	75	31	→	→	SYM
ajst-23804	75	32	eat	eat	VERB
ajst-23804	75	33	"	"	PUNCT
ajst-23804	75	34	.	.	PUNCT
ajst-23804	76	1	the	the	DET
ajst-23804	76	2	corrected	correct	VERB
ajst-23804	76	3	sequence	sequence	NOUN
ajst-23804	76	4	from	from	ADP
ajst-23804	76	5	the	the	DET
ajst-23804	76	6	llm	llm	NOUN
ajst-23804	76	7	is	be	AUX
ajst-23804	76	8	"	"	PUNCT
ajst-23804	76	9	brushing	brush	VERB
ajst-23804	76	10	teeth	tooth	NOUN
ajst-23804	76	11	→	→	SYM
ajst-23804	76	12	hand	hand	NOUN
ajst-23804	76	13	wash	wash	NOUN
ajst-23804	76	14	→	→	SYM
ajst-23804	76	15	take	take	VERB
ajst-23804	76	16	medication	medication	NOUN
ajst-23804	76	17	→	→	SYM
ajst-23804	76	18	pour	pour	NOUN
ajst-23804	76	19	water→	water→	NOUN
ajst-23804	76	20	eat	eat	NOUN
ajst-23804	76	21	"	"	PUNCT
ajst-23804	76	22	,	,	PUNCT
ajst-23804	76	23	recognizing	recognize	VERB
ajst-23804	76	24	the	the	DET
ajst-23804	76	25	complex	complex	ADJ
ajst-23804	76	26	activity	activity	NOUN
ajst-23804	76	27	as	as	ADP
ajst-23804	76	28	"	"	PUNCT
ajst-23804	76	29	forgetting	forget	VERB
ajst-23804	76	30	medication	medication	NOUN
ajst-23804	76	31	"	"	PUNCT
ajst-23804	76	32	.	.	PUNCT
ajst-23804	77	1	279	279	NUM
ajst-23804	77	2	if	if	SCONJ
ajst-23804	77	3	the	the	DET
ajst-23804	77	4	original	original	ADJ
ajst-23804	77	5	order	order	NOUN
ajst-23804	77	6	detected	detect	VERB
ajst-23804	77	7	is	be	AUX
ajst-23804	77	8	"	"	PUNCT
ajst-23804	77	9	eat	eat	VERB
ajst-23804	77	10	→	→	SYM
ajst-23804	77	11	basketball	basketball	NOUN
ajst-23804	77	12	→	→	SYM
ajst-23804	77	13	brush	brush	NOUN
ajst-23804	77	14	teeth	tooth	NOUN
ajst-23804	77	15	"	"	PUNCT
ajst-23804	77	16	,	,	PUNCT
ajst-23804	77	17	the	the	DET
ajst-23804	77	18	llm	llm	NOUN
ajst-23804	77	19	will	will	AUX
ajst-23804	77	20	suggest	suggest	VERB
ajst-23804	77	21	"	"	PUNCT
ajst-23804	77	22	brush	brush	ADJ
ajst-23804	77	23	teeth	tooth	NOUN
ajst-23804	77	24	→	→	PUNCT
ajst-23804	77	25	wash	wash	VERB
ajst-23804	77	26	hands	hand	NOUN
ajst-23804	77	27	→	→	SYM
ajst-23804	77	28	eat	eat	NOUN
ajst-23804	77	29	→	→	SYM
ajst-23804	77	30	basketball	basketball	NOUN
ajst-23804	77	31	"	"	PUNCT
ajst-23804	77	32	to	to	PART
ajst-23804	77	33	ensure	ensure	VERB
ajst-23804	77	34	proper	proper	ADJ
ajst-23804	77	35	hygiene	hygiene	NOUN
ajst-23804	77	36	before	before	ADP
ajst-23804	77	37	eating	eat	VERB
ajst-23804	77	38	,	,	PUNCT
ajst-23804	77	39	recognizing	recognize	VERB
ajst-23804	77	40	the	the	DET
ajst-23804	77	41	complex	complex	ADJ
ajst-23804	77	42	activity	activity	NOUN
ajst-23804	77	43	as	as	ADP
ajst-23804	77	44	"	"	PUNCT
ajst-23804	77	45	unhygienic	unhygienic	ADJ
ajst-23804	77	46	behavior	behavior	NOUN
ajst-23804	77	47	"	"	PUNCT
ajst-23804	77	48	.	.	PUNCT
ajst-23804	78	1	we	we	PRON
ajst-23804	78	2	use	use	VERB
ajst-23804	78	3	gpt-4	gpt-4	NOUN
ajst-23804	78	4	to	to	PART
ajst-23804	78	5	implement	implement	VERB
ajst-23804	78	6	sequence	sequence	NOUN
ajst-23804	78	7	verification	verification	NOUN
ajst-23804	78	8	and	and	CCONJ
ajst-23804	78	9	reminders	reminder	NOUN
ajst-23804	78	10	.	.	PUNCT
ajst-23804	79	1	for	for	ADP
ajst-23804	79	2	instance	instance	NOUN
ajst-23804	79	3	,	,	PUNCT
ajst-23804	79	4	if	if	SCONJ
ajst-23804	79	5	the	the	DET
ajst-23804	79	6	input	input	NOUN
ajst-23804	79	7	sequence	sequence	NOUN
ajst-23804	79	8	is	be	AUX
ajst-23804	79	9	"	"	PUNCT
ajst-23804	79	10	door	door	NOUN
ajst-23804	79	11	pass	pass	NOUN
ajst-23804	79	12	→	→	SYM
ajst-23804	79	13	using	use	VERB
ajst-23804	79	14	paper	paper	NOUN
ajst-23804	79	15	dispenser	dispenser	NOUN
ajst-23804	79	16	"	"	PUNCT
ajst-23804	79	17	,	,	PUNCT
ajst-23804	79	18	the	the	DET
ajst-23804	79	19	llm	llm	NOUN
ajst-23804	79	20	suggests	suggest	VERB
ajst-23804	79	21	"	"	PUNCT
ajst-23804	79	22	door	door	NOUN
ajst-23804	79	23	pass	pass	NOUN
ajst-23804	79	24	→	→	PUNCT
ajst-23804	79	25	turn	turn	VERB
ajst-23804	79	26	the	the	DET
ajst-23804	79	27	switch	switch	NOUN
ajst-23804	79	28	→	→	SYM
ajst-23804	79	29	paper	paper	NOUN
ajst-23804	79	30	dispenser	dispenser	NOUN
ajst-23804	79	31	"	"	PUNCT
ajst-23804	79	32	to	to	PART
ajst-23804	79	33	remind	remind	VERB
ajst-23804	79	34	the	the	DET
ajst-23804	79	35	user	user	NOUN
ajst-23804	79	36	to	to	PART
ajst-23804	79	37	turn	turn	VERB
ajst-23804	79	38	on	on	ADP
ajst-23804	79	39	the	the	DET
ajst-23804	79	40	light	light	NOUN
ajst-23804	79	41	,	,	PUNCT
ajst-23804	79	42	identifying	identify	VERB
ajst-23804	79	43	the	the	DET
ajst-23804	79	44	complex	complex	ADJ
ajst-23804	79	45	activity	activity	NOUN
ajst-23804	79	46	as	as	ADP
ajst-23804	79	47	"	"	PUNCT
ajst-23804	79	48	preventing	prevent	VERB
ajst-23804	79	49	slipping	slipping	NOUN
ajst-23804	79	50	"	"	PUNCT
ajst-23804	79	51	.	.	PUNCT
ajst-23804	80	1	the	the	DET
ajst-23804	80	2	order	order	NOUN
ajst-23804	80	3	rules	rule	NOUN
ajst-23804	80	4	can	can	AUX
ajst-23804	80	5	be	be	AUX
ajst-23804	80	6	configured	configure	VERB
ajst-23804	80	7	in	in	ADP
ajst-23804	80	8	the	the	DET
ajst-23804	80	9	prompt	prompt	NOUN
ajst-23804	80	10	to	to	PART
ajst-23804	80	11	meet	meet	VERB
ajst-23804	80	12	detailed	detailed	ADJ
ajst-23804	80	13	requirements	requirement	NOUN
ajst-23804	80	14	.	.	PUNCT
ajst-23804	81	1	our	our	PRON
ajst-23804	81	2	current	current	ADJ
ajst-23804	81	3	results	result	NOUN
ajst-23804	81	4	demonstrate	demonstrate	VERB
ajst-23804	81	5	an	an	DET
ajst-23804	81	6	implementable	implementable	ADJ
ajst-23804	81	7	framework	framework	NOUN
ajst-23804	81	8	that	that	PRON
ajst-23804	81	9	can	can	AUX
ajst-23804	81	10	help	help	VERB
ajst-23804	81	11	elderly	elderly	ADJ
ajst-23804	81	12	people	people	NOUN
ajst-23804	81	13	,	,	PUNCT
ajst-23804	81	14	especially	especially	ADV
ajst-23804	81	15	those	those	PRON
ajst-23804	81	16	with	with	ADP
ajst-23804	81	17	memory	memory	NOUN
ajst-23804	81	18	issues	issue	NOUN
ajst-23804	81	19	,	,	PUNCT
ajst-23804	81	20	to	to	PART
ajst-23804	81	21	live	live	VERB
ajst-23804	81	22	a	a	DET
ajst-23804	81	23	high	high	ADJ
ajst-23804	81	24	-	-	PUNCT
ajst-23804	81	25	quality	quality	NOUN
ajst-23804	81	26	life	life	NOUN
ajst-23804	81	27	.	.	PUNCT
ajst-23804	82	1	all	all	DET
ajst-23804	82	2	sensor	sensor	NOUN
ajst-23804	82	3	signals	signal	NOUN
ajst-23804	82	4	over	over	ADP
ajst-23804	82	5	time	time	NOUN
ajst-23804	82	6	(	(	PUNCT
ajst-23804	82	7	filtered	filter	VERB
ajst-23804	82	8	)	)	PUNCT
ajst-23804	82	9	fig	fig	NOUN
ajst-23804	82	10	4	4	NUM
ajst-23804	82	11	.	.	PUNCT
ajst-23804	82	12	eating	eat	VERB
ajst-23804	82	13	activity	activity	NOUN
ajst-23804	82	14	collected	collect	VERB
ajst-23804	82	15	by	by	ADP
ajst-23804	82	16	the	the	DET
ajst-23804	82	17	ambient	ambient	ADJ
ajst-23804	82	18	sensor	sensor	NOUN
ajst-23804	82	19	all	all	DET
ajst-23804	82	20	sensor	sensor	NOUN
ajst-23804	82	21	signals	signal	NOUN
ajst-23804	82	22	over	over	ADP
ajst-23804	82	23	time	time	NOUN
ajst-23804	82	24	(	(	PUNCT
ajst-23804	82	25	filtered	filter	VERB
ajst-23804	82	26	)	)	PUNCT
ajst-23804	82	27	fig	fig	NOUN
ajst-23804	82	28	5	5	NUM
ajst-23804	82	29	.	.	PUNCT
ajst-23804	82	30	data	datum	NOUN
ajst-23804	82	31	collected	collect	VERB
ajst-23804	82	32	from	from	ADP
ajst-23804	82	33	chopping	chop	VERB
ajst-23804	82	34	activities	activity	NOUN
ajst-23804	82	35	fig	fig	NOUN
ajst-23804	82	36	6	6	NUM
ajst-23804	82	37	.	.	PUNCT
ajst-23804	82	38	model	model	NOUN
ajst-23804	82	39	robustness	robustness	NOUN
ajst-23804	82	40	in	in	ADP
ajst-23804	82	41	detecting	detect	VERB
ajst-23804	82	42	data	datum	NOUN
ajst-23804	82	43	at	at	ADP
ajst-23804	82	44	different	different	ADJ
ajst-23804	82	45	frequencies	frequency	NOUN
ajst-23804	82	46	280	280	NUM
ajst-23804	82	47	fig	fig	NOUN
ajst-23804	82	48	7	7	NUM
ajst-23804	82	49	.	.	PUNCT
ajst-23804	82	50	model	model	NOUN
ajst-23804	82	51	robustness	robustness	NOUN
ajst-23804	82	52	with	with	ADP
ajst-23804	82	53	varying	vary	VERB
ajst-23804	82	54	levels	level	NOUN
ajst-23804	82	55	of	of	ADP
ajst-23804	82	56	noise	noise	NOUN
ajst-23804	82	57	in	in	ADP
ajst-23804	82	58	the	the	DET
ajst-23804	82	59	sensor	sensor	NOUN
ajst-23804	82	60	data	datum	NOUN
ajst-23804	82	61	5	5	NUM
ajst-23804	82	62	.	.	PUNCT
ajst-23804	82	63	conclusion	conclusion	NOUN
ajst-23804	82	64	and	and	CCONJ
ajst-23804	82	65	future	future	ADJ
ajst-23804	82	66	work	work	NOUN
ajst-23804	82	67	in	in	ADP
ajst-23804	82	68	this	this	DET
ajst-23804	82	69	work	work	NOUN
ajst-23804	83	1	,	,	PUNCT
ajst-23804	83	2	we	we	PRON
ajst-23804	83	3	designed	design	VERB
ajst-23804	83	4	a	a	DET
ajst-23804	83	5	framework	framework	NOUN
ajst-23804	83	6	leveraging	leverage	VERB
ajst-23804	83	7	iot	iot	NOUN
ajst-23804	83	8	and	and	CCONJ
ajst-23804	83	9	llms	llm	NOUN
ajst-23804	83	10	to	to	PART
ajst-23804	83	11	assist	assist	VERB
ajst-23804	83	12	elderly	elderly	ADJ
ajst-23804	83	13	people	people	NOUN
ajst-23804	83	14	and	and	CCONJ
ajst-23804	83	15	enhance	enhance	VERB
ajst-23804	83	16	their	their	PRON
ajst-23804	83	17	quality	quality	NOUN
ajst-23804	83	18	of	of	ADP
ajst-23804	83	19	life	life	NOUN
ajst-23804	83	20	.	.	PUNCT
ajst-23804	84	1	we	we	PRON
ajst-23804	84	2	employed	employ	VERB
ajst-23804	84	3	a	a	DET
ajst-23804	84	4	board	board	NOUN
ajst-23804	84	5	with	with	ADP
ajst-23804	84	6	non	non	ADJ
ajst-23804	84	7	-	-	ADJ
ajst-23804	84	8	intrusive	intrusive	ADJ
ajst-23804	84	9	sensors	sensor	NOUN
ajst-23804	84	10	to	to	PART
ajst-23804	84	11	avoid	avoid	VERB
ajst-23804	84	12	discomfort	discomfort	NOUN
ajst-23804	84	13	for	for	ADP
ajst-23804	84	14	the	the	DET
ajst-23804	84	15	elderly	elderly	ADJ
ajst-23804	84	16	while	while	SCONJ
ajst-23804	84	17	monitoring	monitor	VERB
ajst-23804	84	18	their	their	PRON
ajst-23804	84	19	behavior	behavior	NOUN
ajst-23804	84	20	to	to	PART
ajst-23804	84	21	provide	provide	VERB
ajst-23804	84	22	assistance	assistance	NOUN
ajst-23804	84	23	.	.	PUNCT
ajst-23804	85	1	we	we	PRON
ajst-23804	85	2	implemented	implement	VERB
ajst-23804	85	3	a	a	DET
ajst-23804	85	4	low	low	ADJ
ajst-23804	85	5	-	-	PUNCT
ajst-23804	85	6	frequency	frequency	NOUN
ajst-23804	85	7	sensor	sensor	NOUN
ajst-23804	85	8	sampling	sample	VERB
ajst-23804	85	9	strategy	strategy	NOUN
ajst-23804	85	10	,	,	PUNCT
ajst-23804	85	11	particularly	particularly	ADV
ajst-23804	85	12	for	for	ADP
ajst-23804	85	13	the	the	DET
ajst-23804	85	14	microphone	microphone	NOUN
ajst-23804	85	15	channel	channel	NOUN
ajst-23804	85	16	,	,	PUNCT
ajst-23804	85	17	using	use	VERB
ajst-23804	85	18	an	an	DET
ajst-23804	85	19	unrecoverable	unrecoverable	ADJ
ajst-23804	85	20	sampling	sampling	NOUN
ajst-23804	85	21	rate	rate	NOUN
ajst-23804	85	22	that	that	PRON
ajst-23804	85	23	can	can	AUX
ajst-23804	85	24	not	not	PART
ajst-23804	85	25	reproduce	reproduce	VERB
ajst-23804	85	26	the	the	DET
ajst-23804	85	27	original	original	ADJ
ajst-23804	85	28	sound	sound	NOUN
ajst-23804	85	29	information	information	NOUN
ajst-23804	85	30	.	.	PUNCT
ajst-23804	86	1	a	a	DET
ajst-23804	86	2	smart	smart	ADJ
ajst-23804	86	3	iot	iot	PROPN
ajst-23804	86	4	box	box	PROPN
ajst-23804	86	5	was	be	AUX
ajst-23804	86	6	built	build	VERB
ajst-23804	86	7	to	to	PART
ajst-23804	86	8	collect	collect	VERB
ajst-23804	86	9	initial	initial	ADJ
ajst-23804	86	10	data	datum	NOUN
ajst-23804	86	11	for	for	ADP
ajst-23804	86	12	experimentation	experimentation	NOUN
ajst-23804	86	13	.	.	PUNCT
ajst-23804	87	1	our	our	PRON
ajst-23804	87	2	initial	initial	ADJ
ajst-23804	87	3	results	result	NOUN
ajst-23804	87	4	demonstrate	demonstrate	VERB
ajst-23804	87	5	that	that	SCONJ
ajst-23804	87	6	our	our	PRON
ajst-23804	87	7	model	model	NOUN
ajst-23804	87	8	can	can	AUX
ajst-23804	87	9	successfully	successfully	ADV
ajst-23804	87	10	identify	identify	VERB
ajst-23804	87	11	daily	daily	ADJ
ajst-23804	87	12	activities	activity	NOUN
ajst-23804	87	13	from	from	ADP
ajst-23804	87	14	the	the	DET
ajst-23804	87	15	sensor	sensor	NOUN
ajst-23804	87	16	data	datum	NOUN
ajst-23804	87	17	.	.	PUNCT
ajst-23804	88	1	we	we	PRON
ajst-23804	88	2	further	far	ADV
ajst-23804	88	3	utilized	utilize	VERB
ajst-23804	88	4	the	the	DET
ajst-23804	88	5	gpt-4	gpt-4	ADJ
ajst-23804	88	6	interface	interface	NOUN
ajst-23804	88	7	to	to	PART
ajst-23804	88	8	test	test	VERB
ajst-23804	88	9	the	the	DET
ajst-23804	88	10	reasoning	reasoning	NOUN
ajst-23804	88	11	and	and	CCONJ
ajst-23804	88	12	complex	complex	ADJ
ajst-23804	88	13	activity	activity	NOUN
ajst-23804	88	14	detection	detection	NOUN
ajst-23804	88	15	capabilities	capability	NOUN
ajst-23804	88	16	,	,	PUNCT
ajst-23804	88	17	showcasing	showcase	VERB
ajst-23804	88	18	a	a	DET
ajst-23804	88	19	promising	promising	ADJ
ajst-23804	88	20	framework	framework	NOUN
ajst-23804	88	21	that	that	PRON
ajst-23804	88	22	can	can	AUX
ajst-23804	88	23	assist	assist	VERB
ajst-23804	88	24	elderly	elderly	ADJ
ajst-23804	88	25	individuals	individual	NOUN
ajst-23804	88	26	.	.	PUNCT
ajst-23804	89	1	table	table	NOUN
ajst-23804	89	2	1	1	NUM
ajst-23804	89	3	.	.	PUNCT
ajst-23804	89	4	initial	initial	ADJ
ajst-23804	89	5	results	result	NOUN
ajst-23804	89	6	of	of	ADP
ajst-23804	89	7	f1	f1	NOUN
ajst-23804	89	8	scores	score	NOUN
ajst-23804	89	9	for	for	ADP
ajst-23804	89	10	each	each	DET
ajst-23804	89	11	activity	activity	NOUN
ajst-23804	89	12	activity	activity	NOUN
ajst-23804	89	13	name	name	NOUN
ajst-23804	89	14	f1	f1	PROPN
ajst-23804	89	15	precision	precision	NOUN
ajst-23804	89	16	recall	recall	NOUN
ajst-23804	89	17	eat	eat	VERB
ajst-23804	89	18	1.00	1.00	NUM
ajst-23804	89	19	1.00	1.00	NUM
ajst-23804	89	20	1.00	1.00	NUM
ajst-23804	89	21	paperdis	paperdi	NOUN
ajst-23804	89	22	0.43	0.43	NUM
ajst-23804	89	23	0.50	0.50	NUM
ajst-23804	89	24	0.38	0.38	NUM
ajst-23804	89	25	write	write	VERB
ajst-23804	89	26	1.00	1.00	NUM
ajst-23804	89	27	1.00	1.00	NUM
ajst-23804	89	28	1.00	1.00	NUM
ajst-23804	89	29	chop	chop	NOUN
ajst-23804	89	30	1.00	1.00	NUM
ajst-23804	89	31	1.00	1.00	NUM
ajst-23804	89	32	1.00	1.00	NUM
ajst-23804	89	33	hand	hand	NOUN
ajst-23804	89	34	wash	wash	NOUN
ajst-23804	89	35	1.00	1.00	NUM
ajst-23804	89	36	1.00	1.00	NUM
ajst-23804	89	37	1.00	1.00	NUM
ajst-23804	89	38	pour	pour	NOUN
ajst-23804	89	39	water	water	NOUN
ajst-23804	89	40	0.48	0.48	NUM
ajst-23804	89	41	0.50	0.50	NUM
ajst-23804	89	42	0.47	0.47	NUM
ajst-23804	89	43	clean	clean	ADJ
ajst-23804	89	44	floor	floor	NOUN
ajst-23804	89	45	1.00	1.00	NUM
ajst-23804	89	46	1.00	1.00	NUM
ajst-23804	89	47	1.00	1.00	NUM
ajst-23804	89	48	knock	knock	VERB
ajst-23804	89	49	1.00	1.00	NUM
ajst-23804	89	50	1.00	1.00	NUM
ajst-23804	89	51	1.00	1.00	NUM
ajst-23804	89	52	run	run	VERB
ajst-23804	89	53	1.00	1.00	NUM
ajst-23804	89	54	1.00	1.00	NUM
ajst-23804	89	55	1.00	1.00	NUM
ajst-23804	89	56	curtain	curtain	NOUN
ajst-23804	89	57	1.00	1.00	NUM
ajst-23804	89	58	1.00	1.00	NUM
ajst-23804	89	59	1.00	1.00	NUM
ajst-23804	89	60	light	light	NOUN
ajst-23804	89	61	switch	switch	VERB
ajst-23804	89	62	1.00	1.00	NUM
ajst-23804	89	63	1.00	1.00	NUM
ajst-23804	89	64	1.00	1.00	NUM
ajst-23804	89	65	type	type	NOUN
ajst-23804	89	66	1.00	1.00	NUM
ajst-23804	89	67	1.00	1.00	NUM
ajst-23804	89	68	1.00	1.00	NUM
ajst-23804	89	69	door	door	NOUN
ajst-23804	89	70	pass	pass	VERB
ajst-23804	89	71	1.00	1.00	NUM
ajst-23804	89	72	1.00	1.00	NUM
ajst-23804	89	73	1.00	1.00	NUM
ajst-23804	89	74	wipe	wipe	NOUN
ajst-23804	89	75	desk	desk	NOUN
ajst-23804	89	76	1.00	1.00	NUM
ajst-23804	89	77	1.00	1.00	NUM
ajst-23804	89	78	1.00	1.00	NUM
ajst-23804	89	79	chat	chat	NOUN
ajst-23804	89	80	0.32	0.32	NUM
ajst-23804	89	81	0.33	0.33	NUM
ajst-23804	89	82	0.31	0.31	NUM
ajst-23804	89	83	basketball	basketball	NOUN
ajst-23804	89	84	1.00	1.00	NUM
ajst-23804	89	85	1.00	1.00	NUM
ajst-23804	89	86	1.00	1.00	NUM
ajst-23804	89	87	saw	see	VERB
ajst-23804	89	88	1.00	1.00	NUM
ajst-23804	89	89	1.00	1.00	NUM
ajst-23804	89	90	1.00	1.00	NUM
ajst-23804	89	91	shave	shave	NOUN
ajst-23804	89	92	1.00	1.00	NUM
ajst-23804	89	93	1.00	1.00	NUM
ajst-23804	89	94	1.00	1.00	NUM
ajst-23804	89	95	wash	wash	NOUN
ajst-23804	89	96	dish	dish	NOUN
ajst-23804	89	97	1.00	1.00	NUM
ajst-23804	89	98	1.00	1.00	NUM
ajst-23804	89	99	1.00	1.00	NUM
ajst-23804	89	100	teeth	tooth	NOUN
ajst-23804	89	101	1.00	1.00	NUM
ajst-23804	89	102	1.00	1.00	NUM
ajst-23804	89	103	1.00	1.00	NUM
ajst-23804	89	104	however	however	ADV
ajst-23804	89	105	,	,	PUNCT
ajst-23804	89	106	the	the	DET
ajst-23804	89	107	current	current	ADJ
ajst-23804	89	108	smart	smart	ADJ
ajst-23804	89	109	sensor	sensor	NOUN
ajst-23804	89	110	setup	setup	NOUN
ajst-23804	89	111	uses	use	VERB
ajst-23804	89	112	an	an	DET
ajst-23804	89	113	older	old	ADJ
ajst-23804	89	114	version	version	NOUN
ajst-23804	89	115	of	of	ADP
ajst-23804	89	116	the	the	DET
ajst-23804	89	117	raspberry	raspberry	NOUN
ajst-23804	89	118	pi	pi	NOUN
ajst-23804	89	119	.	.	PUNCT
ajst-23804	90	1	we	we	PRON
ajst-23804	90	2	plan	plan	VERB
ajst-23804	90	3	to	to	PART
ajst-23804	90	4	use	use	VERB
ajst-23804	90	5	a	a	DET
ajst-23804	90	6	higher	high	ADJ
ajst-23804	90	7	version	version	NOUN
ajst-23804	90	8	of	of	ADP
ajst-23804	90	9	the	the	DET
ajst-23804	90	10	raspberry	raspberry	NOUN
ajst-23804	90	11	pi	pi	NOUN
ajst-23804	90	12	to	to	PART
ajst-23804	90	13	enable	enable	VERB
ajst-23804	90	14	real	real	ADJ
ajst-23804	90	15	-	-	PUNCT
ajst-23804	90	16	time	time	NOUN
ajst-23804	90	17	inference	inference	NOUN
ajst-23804	90	18	on	on	ADP
ajst-23804	90	19	the	the	DET
ajst-23804	90	20	edge	edge	NOUN
ajst-23804	90	21	device	device	NOUN
ajst-23804	90	22	.	.	PUNCT
ajst-23804	91	1	additionally	additionally	ADV
ajst-23804	91	2	,	,	PUNCT
ajst-23804	91	3	we	we	PRON
ajst-23804	91	4	will	will	AUX
ajst-23804	91	5	conduct	conduct	VERB
ajst-23804	91	6	user	user	NOUN
ajst-23804	91	7	studies	study	NOUN
ajst-23804	91	8	with	with	ADP
ajst-23804	91	9	more	more	ADJ
ajst-23804	91	10	participants	participant	NOUN
ajst-23804	91	11	to	to	PART
ajst-23804	91	12	interact	interact	VERB
ajst-23804	91	13	with	with	ADP
ajst-23804	91	14	our	our	PRON
ajst-23804	91	15	system	system	NOUN
ajst-23804	91	16	,	,	PUNCT
ajst-23804	91	17	helping	help	VERB
ajst-23804	91	18	us	we	PRON
ajst-23804	91	19	evaluate	evaluate	VERB
ajst-23804	91	20	the	the	DET
ajst-23804	91	21	design	design	NOUN
ajst-23804	91	22	and	and	CCONJ
ajst-23804	91	23	implementation	implementation	NOUN
ajst-23804	91	24	of	of	ADP
ajst-23804	91	25	the	the	DET
ajst-23804	91	26	system	system	NOUN
ajst-23804	91	27	.	.	PUNCT
ajst-23804	92	1	references	reference	NOUN
ajst-23804	92	2	[	[	X
ajst-23804	92	3	1	1	NUM
ajst-23804	92	4	]	]	X
ajst-23804	92	5	hamad	hamad	PROPN
ajst-23804	92	6	ahmed	ahmed	PROPN
ajst-23804	92	7	and	and	CCONJ
ajst-23804	92	8	muhammad	muhammad	PROPN
ajst-23804	92	9	tahir	tahir	PROPN
ajst-23804	92	10	.	.	PROPN
ajst-23804	92	11	2017	2017	NUM
ajst-23804	92	12	.	.	PUNCT
ajst-23804	93	1	improving	improve	VERB
ajst-23804	93	2	the	the	DET
ajst-23804	93	3	accuracy	accuracy	NOUN
ajst-23804	93	4	of	of	ADP
ajst-23804	93	5	human	human	ADJ
ajst-23804	93	6	body	body	NOUN
ajst-23804	93	7	orientation	orientation	NOUN
ajst-23804	93	8	estimation	estimation	NOUN
ajst-23804	93	9	with	with	ADP
ajst-23804	93	10	wearable	wearable	ADJ
ajst-23804	93	11	imu	imu	NOUN
ajst-23804	93	12	sensors	sensor	NOUN
ajst-23804	93	13	.	.	PUNCT
ajst-23804	94	1	ieee	ieee	NOUN
ajst-23804	94	2	transactions	transaction	NOUN
ajst-23804	94	3	on	on	ADP
ajst-23804	94	4	instrumentation	instrumentation	NOUN
ajst-23804	94	5	and	and	CCONJ
ajst-23804	94	6	measurement	measurement	NOUN
ajst-23804	94	7	,	,	PUNCT
ajst-23804	94	8	66	66	NUM
ajst-23804	94	9	,	,	PUNCT
ajst-23804	94	10	3	3	NUM
ajst-23804	94	11	,	,	PUNCT
ajst-23804	94	12	535–542	535–542	NUM
ajst-23804	94	13	.	.	PUNCT
ajst-23804	95	1	[	[	X
ajst-23804	95	2	2	2	X
ajst-23804	95	3	]	]	X
ajst-23804	95	4	luca	luca	PROPN
ajst-23804	95	5	arrotta	arrotta	PROPN
ajst-23804	95	6	,	,	PUNCT
ajst-23804	95	7	gabriele	gabriele	PROPN
ajst-23804	95	8	civitarese	civitarese	PROPN
ajst-23804	95	9	,	,	PUNCT
ajst-23804	95	10	and	and	CCONJ
ajst-23804	95	11	claudio	claudio	NOUN
ajst-23804	95	12	bettini	bettini	NOUN
ajst-23804	95	13	.	.	PUNCT
ajst-23804	95	14	2022	2022	NUM
ajst-23804	95	15	.	.	PUNCT
ajst-23804	96	1	dexar	dexar	NOUN
ajst-23804	96	2	:	:	PUNCT
ajst-23804	96	3	deep	deep	ADJ
ajst-23804	96	4	explainable	explainable	ADJ
ajst-23804	96	5	sensor	sensor	NOUN
ajst-23804	96	6	-	-	PUNCT
ajst-23804	96	7	based	base	VERB
ajst-23804	96	8	activity	activity	NOUN
ajst-23804	96	9	recognition	recognition	NOUN
ajst-23804	96	10	in	in	ADP
ajst-23804	96	11	smart	smart	ADJ
ajst-23804	96	12	-	-	PUNCT
ajst-23804	96	13	home	home	NOUN
ajst-23804	96	14	environmentsproceedings	environmentsproceeding	NOUN
ajst-23804	96	15	of	of	ADP
ajst-23804	96	16	the	the	DET
ajst-23804	96	17	acm	acm	NOUN
ajst-23804	96	18	on	on	ADP
ajst-23804	96	19	interactive	interactive	ADJ
ajst-23804	96	20	,	,	PUNCT
ajst-23804	96	21	mobile	mobile	ADJ
ajst-23804	96	22	,	,	PUNCT
ajst-23804	96	23	wearable	wearable	ADJ
ajst-23804	96	24	and	and	CCONJ
ajst-23804	96	25	ubiquitous	ubiquitous	ADJ
ajst-23804	96	26	technologies	technology	NOUN
ajst-23804	96	27	,	,	PUNCT
ajst-23804	96	28	6	6	NUM
ajst-23804	96	29	,	,	PUNCT
ajst-23804	96	30	1	1	NUM
ajst-23804	96	31	,	,	PUNCT
ajst-23804	96	32	1–30	1–30	NOUN
ajst-23804	96	33	.	.	PUNCT
ajst-23804	97	1	[	[	X
ajst-23804	97	2	3	3	X
ajst-23804	97	3	]	]	PUNCT
ajst-23804	97	4	amay	amay	PROPN
ajst-23804	97	5	j	j	PROPN
ajst-23804	97	6	bandodkar	bandodkar	PROPN
ajst-23804	97	7	and	and	CCONJ
ajst-23804	97	8	joseph	joseph	PROPN
ajst-23804	97	9	wang	wang	PROPN
ajst-23804	97	10	.	.	PUNCT
ajst-23804	98	1	2014	2014	NUM
ajst-23804	98	2	.	.	PUNCT
ajst-23804	99	1	non	non	ADJ
ajst-23804	99	2	-	-	ADJ
ajst-23804	99	3	invasive	invasive	ADJ
ajst-23804	99	4	wearable	wearable	ADJ
ajst-23804	99	5	electrochemical	electrochemical	ADJ
ajst-23804	99	6	sensors	sensor	NOUN
ajst-23804	99	7	:	:	PUNCT
ajst-23804	99	8	a	a	DET
ajst-23804	99	9	review	review	NOUN
ajst-23804	99	10	.	.	PUNCT
ajst-23804	100	1	trends	trend	NOUN
ajst-23804	100	2	in	in	ADP
ajst-23804	100	3	biotechnology	biotechnology	NOUN
ajst-23804	100	4	,	,	PUNCT
ajst-23804	100	5	32	32	NUM
ajst-23804	100	6	,	,	PUNCT
ajst-23804	100	7	7	7	NUM
ajst-23804	100	8	,	,	PUNCT
ajst-23804	100	9	363–371	363–371	NUM
ajst-23804	100	10	.	.	PUNCT
ajst-23804	101	1	[	[	X
ajst-23804	101	2	4	4	NUM
ajst-23804	101	3	]	]	X
ajst-23804	101	4	oresti	oresti	PROPN
ajst-23804	101	5	banos	banos	PROPN
ajst-23804	101	6	,	,	PUNCT
ajst-23804	101	7	juan	juan	PROPN
ajst-23804	101	8	-	-	PUNCT
ajst-23804	101	9	manuel	manuel	PROPN
ajst-23804	101	10	galvez	galvez	PROPN
ajst-23804	101	11	,	,	PUNCT
ajst-23804	101	12	miguel	miguel	PROPN
ajst-23804	101	13	damas	damas	PROPN
ajst-23804	101	14	,	,	PUNCT
ajst-23804	101	15	hector	hector	NOUN
ajst-23804	101	16	pomares	pomare	NOUN
ajst-23804	101	17	,	,	PUNCT
ajst-23804	101	18	and	and	CCONJ
ajst-23804	101	19	ignacio	ignacio	PROPN
ajst-23804	101	20	rojas	rojas	PROPN
ajst-23804	101	21	.	.	PROPN
ajst-23804	102	1	2014	2014	NUM
ajst-23804	102	2	.	.	PUNCT
ajst-23804	103	1	window	window	NOUN
ajst-23804	103	2	size	size	NOUN
ajst-23804	103	3	impact	impact	NOUN
ajst-23804	103	4	in	in	ADP
ajst-23804	103	5	human	human	ADJ
ajst-23804	103	6	activity	activity	NOUN
ajst-23804	103	7	recognition	recognition	NOUN
ajst-23804	103	8	.	.	PUNCT
ajst-23804	104	1	sensors	sensor	NOUN
ajst-23804	104	2	,	,	PUNCT
ajst-23804	104	3	14	14	NUM
ajst-23804	104	4	,	,	PUNCT
ajst-23804	104	5	4	4	NUM
ajst-23804	104	6	,	,	PUNCT
ajst-23804	104	7	6474–6499	6474–6499	NUM
ajst-23804	104	8	.	.	PUNCT
ajst-23804	105	1	[	[	X
ajst-23804	105	2	5	5	NUM
ajst-23804	105	3	]	]	X
ajst-23804	105	4	paolo	paolo	PROPN
ajst-23804	105	5	bernardi	bernardi	PROPN
ajst-23804	105	6	,	,	PUNCT
ajst-23804	105	7	marta	marta	PROPN
ajst-23804	105	8	cavagnaro	cavagnaro	PROPN
ajst-23804	105	9	,	,	PUNCT
ajst-23804	105	10	stefano	stefano	PROPN
ajst-23804	105	11	pisa	pisa	PROPN
ajst-23804	105	12	,	,	PUNCT
ajst-23804	105	13	and	and	CCONJ
ajst-23804	105	14	emanuele	emanuele	PROPN
ajst-23804	105	15	piuzzi	piuzzi	PROPN
ajst-23804	105	16	.	.	PUNCT
ajst-23804	106	1	2000	2000	NUM
ajst-23804	106	2	.	.	PUNCT
ajst-23804	107	1	specific	specific	ADJ
ajst-23804	107	2	absorption	absorption	NOUN
ajst-23804	107	3	rate	rate	NOUN
ajst-23804	107	4	and	and	CCONJ
ajst-23804	107	5	temperature	temperature	NOUN
ajst-23804	107	6	increases	increase	NOUN
ajst-23804	107	7	in	in	ADP
ajst-23804	107	8	the	the	DET
ajst-23804	107	9	head	head	NOUN
ajst-23804	107	10	of	of	ADP
ajst-23804	107	11	a	a	DET
ajst-23804	107	12	cellular	cellular	ADJ
ajst-23804	107	13	-	-	PUNCT
ajst-23804	107	14	phone	phone	NOUN
ajst-23804	107	15	user	user	NOUN
ajst-23804	107	16	.	.	PUNCT
ajst-23804	108	1	ieee	ieee	NOUN
ajst-23804	108	2	transactions	transaction	NOUN
ajst-23804	108	3	on	on	ADP
ajst-23804	108	4	microwave	microwave	NOUN
ajst-23804	108	5	theory	theory	NOUN
ajst-23804	108	6	and	and	CCONJ
ajst-23804	108	7	techniques	technique	NOUN
ajst-23804	108	8	,	,	PUNCT
ajst-23804	108	9	48	48	NUM
ajst-23804	108	10	,	,	PUNCT
ajst-23804	108	11	7	7	NUM
ajst-23804	108	12	,	,	PUNCT
ajst-23804	108	13	1118	1118	NUM
ajst-23804	108	14	–	–	PUNCT
ajst-23804	108	15	1126	1126	NUM
ajst-23804	108	16	.	.	PUNCT
ajst-23804	109	1	[	[	X
ajst-23804	109	2	6	6	NUM
ajst-23804	109	3	]	]	X
ajst-23804	109	4	lu	lu	PROPN
ajst-23804	109	5	chi	chi	PROPN
ajst-23804	109	6	,	,	PUNCT
ajst-23804	109	7	borui	borui	PROPN
ajst-23804	109	8	jiang	jiang	PROPN
ajst-23804	109	9	,	,	PUNCT
ajst-23804	109	10	and	and	CCONJ
ajst-23804	109	11	yadong	yadong	ADJ
ajst-23804	109	12	mu	mu	PROPN
ajst-23804	109	13	.	.	PROPN
ajst-23804	109	14	2020	2020	NUM
ajst-23804	109	15	.	.	PUNCT
ajst-23804	110	1	fast	fast	ADJ
ajst-23804	110	2	fourier	fourier	NOUN
ajst-23804	110	3	convolution	convolution	NOUN
ajst-23804	110	4	.	.	PUNCT
ajst-23804	111	1	advances	advance	NOUN
ajst-23804	111	2	in	in	ADP
ajst-23804	111	3	neural	neural	ADJ
ajst-23804	111	4	information	information	NOUN
ajst-23804	111	5	processing	processing	NOUN
ajst-23804	111	6	systems	system	NOUN
ajst-23804	111	7	,	,	PUNCT
ajst-23804	111	8	33	33	NUM
ajst-23804	111	9	,	,	PUNCT
ajst-23804	111	10	4479–4488	4479–4488	NUM
ajst-23804	111	11	.	.	PUNCT
ajst-23804	112	1	[	[	X
ajst-23804	112	2	7	7	NUM
ajst-23804	112	3	]	]	X
ajst-23804	112	4	veena	veena	PROPN
ajst-23804	112	5	chidurala	chidurala	PROPN
ajst-23804	112	6	,	,	PUNCT
ajst-23804	112	7	xiaodong	xiaodong	PROPN
ajst-23804	112	8	wang	wang	PROPN
ajst-23804	112	9	,	,	PUNCT
ajst-23804	112	10	xinrong	xinrong	PROPN
ajst-23804	112	11	li	li	PROPN
ajst-23804	112	12	,	,	PUNCT
ajst-23804	112	13	and	and	CCONJ
ajst-23804	112	14	jesse	jesse	PROPN
ajst-23804	112	15	hamner	hamner	PROPN
ajst-23804	112	16	.	.	PUNCT
ajst-23804	112	17	2022	2022	NUM
ajst-23804	112	18	.	.	PUNCT
ajst-23804	113	1	iot	iot	PROPN
ajst-23804	113	2	based	base	VERB
ajst-23804	113	3	sensor	sensor	NOUN
ajst-23804	113	4	system	system	NOUN
ajst-23804	113	5	design	design	NOUN
ajst-23804	113	6	for	for	ADP
ajst-23804	113	7	real	real	ADJ
ajst-23804	113	8	-	-	PUNCT
ajst-23804	113	9	time	time	NOUN
ajst-23804	113	10	non	non	ADJ
ajst-23804	113	11	-	-	ADJ
ajst-23804	113	12	intrusive	intrusive	ADJ
ajst-23804	113	13	occupancy	occupancy	NOUN
ajst-23804	113	14	monitoring	monitoring	NOUN
ajst-23804	113	15	.	.	PUNCT
ajst-23804	114	1	in	in	ADP
ajst-23804	114	2	2022	2022	NUM
ajst-23804	114	3	ieee	ieee	NOUN
ajst-23804	114	4	international	international	ADJ
ajst-23804	114	5	conference	conference	NOUN
ajst-23804	114	6	on	on	ADP
ajst-23804	114	7	internet	internet	NOUN
ajst-23804	114	8	of	of	ADP
ajst-23804	114	9	things	thing	NOUN
ajst-23804	114	10	and	and	CCONJ
ajst-23804	114	11	intelligence	intelligence	NOUN
ajst-23804	114	12	systems	system	NOUN
ajst-23804	114	13	(	(	PUNCT
ajst-23804	114	14	iotais	iotais	PROPN
ajst-23804	114	15	)	)	PUNCT
ajst-23804	114	16	.	.	PUNCT
ajst-23804	115	1	ieee	ieee	PROPN
ajst-23804	115	2	,	,	PUNCT
ajst-23804	115	3	252–257	252–257	NUM
ajst-23804	115	4	.	.	PUNCT
ajst-23804	116	1	[	[	X
ajst-23804	116	2	8	8	NUM
ajst-23804	116	3	]	]	X
ajst-23804	116	4	munkhjargal	munkhjargal	ADJ
ajst-23804	116	5	gochoo	gochoo	NOUN
ajst-23804	116	6	,	,	PUNCT
ajst-23804	116	7	tan	tan	PROPN
ajst-23804	116	8	-	-	PUNCT
ajst-23804	116	9	hsu	hsu	PROPN
ajst-23804	116	10	tan	tan	PROPN
ajst-23804	116	11	,	,	PUNCT
ajst-23804	116	12	shih	shih	NOUN
ajst-23804	116	13	-	-	PUNCT
ajst-23804	116	14	chia	chia	PROPN
ajst-23804	116	15	huang	huang	PROPN
ajst-23804	116	16	,	,	PUNCT
ajst-23804	116	17	shinghong	shinghong	PROPN
ajst-23804	116	18	liu	liu	PROPN
ajst-23804	116	19	,	,	PUNCT
ajst-23804	116	20	and	and	CCONJ
ajst-23804	116	21	fady	fady	PROPN
ajst-23804	116	22	s	s	PART
ajst-23804	116	23	alnajjar	alnajjar	PROPN
ajst-23804	116	24	.	.	PUNCT
ajst-23804	117	1	2017	2017	NUM
ajst-23804	117	2	.	.	PUNCT
ajst-23804	118	1	dcnn	dcnn	PROPN
ajst-23804	118	2	-	-	PUNCT
ajst-23804	118	3	based	base	VERB
ajst-23804	118	4	elderly	elderly	ADJ
ajst-23804	118	5	activity	activity	NOUN
ajst-23804	118	6	recognition	recognition	NOUN
ajst-23804	118	7	using	use	VERB
ajst-23804	118	8	binary	binary	ADJ
ajst-23804	118	9	sensors	sensor	NOUN
ajst-23804	118	10	.	.	PUNCT
ajst-23804	119	1	in	in	ADP
ajst-23804	119	2	2017	2017	NUM
ajst-23804	119	3	international	international	ADJ
ajst-23804	119	4	conference	conference	NOUN
ajst-23804	119	5	on	on	ADP
ajst-23804	119	6	electrical	electrical	ADJ
ajst-23804	119	7	and	and	CCONJ
ajst-23804	119	8	computing	computing	NOUN
ajst-23804	119	9	technologies	technology	NOUN
ajst-23804	119	10	and	and	CCONJ
ajst-23804	119	11	applications	application	NOUN
ajst-23804	119	12	(	(	PUNCT
ajst-23804	119	13	icecta	icecta	ADJ
ajst-23804	119	14	)	)	PUNCT
ajst-23804	119	15	.	.	PUNCT
ajst-23804	120	1	ieee	ieee	PROPN
ajst-23804	120	2	,	,	PUNCT
ajst-23804	120	3	1–5	1–5	NUM
ajst-23804	120	4	.	.	PUNCT
ajst-23804	121	1	[	[	X
ajst-23804	121	2	9	9	NUM
ajst-23804	121	3	]	]	PUNCT
ajst-23804	121	4	aftab	aftab	PROPN
ajst-23804	121	5	khan	khan	PROPN
ajst-23804	121	6	,	,	PUNCT
ajst-23804	121	7	nils	nils	PROPN
ajst-23804	121	8	hammerla	hammerla	PROPN
ajst-23804	121	9	,	,	PUNCT
ajst-23804	121	10	sebastian	sebastian	PROPN
ajst-23804	121	11	mellor	mellor	PROPN
ajst-23804	121	12	,	,	PUNCT
ajst-23804	121	13	and	and	CCONJ
ajst-23804	121	14	thomas	thomas	PROPN
ajst-23804	121	15	plötz	plötz	NOUN
ajst-23804	121	16	.	.	PUNCT
ajst-23804	122	1	2016	2016	NUM
ajst-23804	122	2	.	.	PUNCT
ajst-23804	123	1	optimising	optimise	VERB
ajst-23804	123	2	sampling	sample	VERB
ajst-23804	123	3	rates	rate	NOUN
ajst-23804	123	4	for	for	ADP
ajst-23804	123	5	accelerometerbased	accelerometerbase	VERB
ajst-23804	123	6	human	human	ADJ
ajst-23804	123	7	activity	activity	NOUN
ajst-23804	123	8	recognition	recognition	NOUN
ajst-23804	123	9	.	.	PUNCT
ajst-23804	124	1	pattern	pattern	NOUN
ajst-23804	124	2	recognition	recognition	NOUN
ajst-23804	124	3	letters	letter	NOUN
ajst-23804	124	4	,	,	PUNCT
ajst-23804	124	5	73	73	NUM
ajst-23804	124	6	,	,	PUNCT
ajst-23804	124	7	33–40	33–40	NUM
ajst-23804	124	8	.	.	PUNCT
ajst-23804	125	1	[	[	X
ajst-23804	125	2	10	10	NUM
ajst-23804	125	3	]	]	X
ajst-23804	125	4	gierad	gierad	PROPN
ajst-23804	125	5	laput	laput	PROPN
ajst-23804	125	6	,	,	PUNCT
ajst-23804	125	7	yang	yang	PROPN
ajst-23804	125	8	zhang	zhang	PROPN
ajst-23804	125	9	,	,	PUNCT
ajst-23804	125	10	and	and	CCONJ
ajst-23804	125	11	chris	chris	PROPN
ajst-23804	125	12	harrison	harrison	PROPN
ajst-23804	125	13	.	.	PROPN
ajst-23804	126	1	2017	2017	NUM
ajst-23804	126	2	.	.	PUNCT
ajst-23804	127	1	synthetic	synthetic	ADJ
ajst-23804	127	2	sensors	sensor	NOUN
ajst-23804	127	3	:	:	PUNCT
ajst-23804	127	4	towards	towards	ADP
ajst-23804	127	5	general	general	ADJ
ajst-23804	127	6	-	-	PUNCT
ajst-23804	127	7	purpose	purpose	NOUN
ajst-23804	127	8	sensing	sensing	NOUN
ajst-23804	127	9	.	.	PUNCT
ajst-23804	128	1	in	in	ADP
ajst-23804	128	2	proceedings	proceeding	NOUN
ajst-23804	128	3	of	of	ADP
ajst-23804	128	4	the	the	DET
ajst-23804	128	5	2017	2017	NUM
ajst-23804	128	6	chi	chi	PROPN
ajst-23804	128	7	conference	conference	NOUN
ajst-23804	128	8	on	on	ADP
ajst-23804	128	9	human	human	ADJ
ajst-23804	128	10	factors	factor	NOUN
ajst-23804	128	11	in	in	ADP
ajst-23804	128	12	computing	computing	NOUN
ajst-23804	128	13	systems	system	NOUN
ajst-23804	128	14	,	,	PUNCT
ajst-23804	128	15	3986–3999	3986–3999	NUM
ajst-23804	128	16	.	.	PUNCT
ajst-23804	129	1	[	[	X
ajst-23804	129	2	11	11	NUM
ajst-23804	129	3	]	]	PUNCT
ajst-23804	129	4	athanasios	athanasio	VERB
ajst-23804	129	5	lentzas	lentzas	PROPN
ajst-23804	129	6	and	and	CCONJ
ajst-23804	129	7	dimitris	dimitris	PROPN
ajst-23804	129	8	vrakas	vrakas	PROPN
ajst-23804	129	9	.	.	PUNCT
ajst-23804	130	1	2020	2020	NUM
ajst-23804	130	2	.	.	PUNCT
ajst-23804	131	1	non	non	ADJ
ajst-23804	131	2	-	-	ADJ
ajst-23804	131	3	intrusive	intrusive	ADJ
ajst-23804	131	4	human	human	ADJ
ajst-23804	131	5	activity	activity	NOUN
ajst-23804	131	6	recognition	recognition	NOUN
ajst-23804	131	7	and	and	CCONJ
ajst-23804	131	8	abnormal	abnormal	ADJ
ajst-23804	131	9	behavior	behavior	NOUN
ajst-23804	131	10	detection	detection	NOUN
ajst-23804	131	11	on	on	ADP
ajst-23804	131	12	elderly	elderly	ADJ
ajst-23804	131	13	people	people	NOUN
ajst-23804	131	14	:	:	PUNCT
ajst-23804	131	15	a	a	DET
ajst-23804	131	16	review	review	NOUN
ajst-23804	131	17	.	.	PUNCT
ajst-23804	132	1	artificial	artificial	ADJ
ajst-23804	132	2	intelligence	intelligence	NOUN
ajst-23804	132	3	review	review	NOUN
ajst-23804	132	4	,	,	PUNCT
ajst-23804	132	5	53	53	NUM
ajst-23804	132	6	,	,	PUNCT
ajst-23804	132	7	3	3	NUM
ajst-23804	132	8	,	,	PUNCT
ajst-23804	132	9	1975–2021	1975–2021	NUM
ajst-23804	132	10	.	.	PUNCT
ajst-23804	133	1	281	281	NUM
ajst-23804	134	1	[	[	X
ajst-23804	134	2	12	12	NUM
ajst-23804	134	3	]	]	X
ajst-23804	134	4	m	m	VERB
ajst-23804	134	5	martinez	martinez	PROPN
ajst-23804	134	6	-	-	PUNCT
ajst-23804	134	7	burdalo	burdalo	NOUN
ajst-23804	134	8	,	,	PUNCT
ajst-23804	134	9	a	a	DET
ajst-23804	134	10	martin	martin	PROPN
ajst-23804	134	11	,	,	PUNCT
ajst-23804	134	12	m	m	VERB
ajst-23804	134	13	anguiano	anguiano	NOUN
ajst-23804	134	14	,	,	PUNCT
ajst-23804	134	15	and	and	CCONJ
ajst-23804	134	16	r	r	PROPN
ajst-23804	134	17	villar	villar	PROPN
ajst-23804	134	18	.	.	PUNCT
ajst-23804	135	1	2004	2004	NUM
ajst-23804	135	2	.	.	PUNCT
ajst-23804	136	1	comparison	comparison	NOUN
ajst-23804	136	2	of	of	ADP
ajst-23804	136	3	fdtd	fdtd	ADV
ajst-23804	136	4	-	-	PUNCT
ajst-23804	136	5	calculated	calculate	VERB
ajst-23804	136	6	specific	specific	ADJ
ajst-23804	136	7	absorption	absorption	NOUN
ajst-23804	136	8	rate	rate	NOUN
ajst-23804	136	9	in	in	ADP
ajst-23804	136	10	adults	adult	NOUN
ajst-23804	136	11	and	and	CCONJ
ajst-23804	136	12	children	child	NOUN
ajst-23804	136	13	when	when	SCONJ
ajst-23804	136	14	using	use	VERB
ajst-23804	136	15	a	a	DET
ajst-23804	136	16	mobile	mobile	ADJ
ajst-23804	136	17	phone	phone	NOUN
ajst-23804	136	18	at	at	ADP
ajst-23804	136	19	900	900	NUM
ajst-23804	136	20	and	and	CCONJ
ajst-23804	136	21	1800	1800	NUM
ajst-23804	136	22	mhz	mhz	NOUN
ajst-23804	136	23	.	.	PUNCT
ajst-23804	137	1	physics	physics	PROPN
ajst-23804	137	2	in	in	ADP
ajst-23804	137	3	medicine	medicine	PROPN
ajst-23804	137	4	&	&	CCONJ
ajst-23804	137	5	biology	biology	NOUN
ajst-23804	137	6	,	,	PUNCT
ajst-23804	137	7	49	49	NUM
ajst-23804	137	8	,	,	PUNCT
ajst-23804	137	9	2	2	NUM
ajst-23804	137	10	,	,	PUNCT
ajst-23804	137	11	345	345	NUM
ajst-23804	137	12	.	.	PUNCT
ajst-23804	138	1	[	[	X
ajst-23804	138	2	13	13	NUM
ajst-23804	138	3	]	]	PUNCT
ajst-23804	138	4	anzah	anzah	PROPN
ajst-23804	138	5	h	h	PROPN
ajst-23804	138	6	niazi	niazi	PROPN
ajst-23804	138	7	,	,	PUNCT
ajst-23804	138	8	delaram	delaram	NOUN
ajst-23804	138	9	yazdansepas	yazdansepa	NOUN
ajst-23804	138	10	,	,	PUNCT
ajst-23804	138	11	jennifer	jennifer	PROPN
ajst-23804	138	12	l	l	PROPN
ajst-23804	138	13	gay	gay	PROPN
ajst-23804	138	14	,	,	PUNCT
ajst-23804	138	15	frederick	frederick	PROPN
ajst-23804	138	16	w	w	PROPN
ajst-23804	138	17	maier	maier	PROPN
ajst-23804	138	18	,	,	PUNCT
ajst-23804	138	19	lakshmish	lakshmish	PROPN
ajst-23804	138	20	ramaswamy	ramaswamy	PROPN
ajst-23804	138	21	,	,	PUNCT
ajst-23804	138	22	khaled	khaled	PROPN
ajst-23804	138	23	rasheed	rasheed	PROPN
ajst-23804	138	24	,	,	PUNCT
ajst-23804	138	25	and	and	CCONJ
ajst-23804	138	26	matthew	matthew	PROPN
ajst-23804	138	27	p	p	PROPN
ajst-23804	138	28	buman	buman	NOUN
ajst-23804	138	29	.	.	PUNCT
ajst-23804	139	1	2017	2017	NUM
ajst-23804	139	2	.	.	PUNCT
ajst-23804	140	1	statistical	statistical	ADJ
ajst-23804	140	2	analysis	analysis	NOUN
ajst-23804	140	3	of	of	ADP
ajst-23804	140	4	window	window	NOUN
ajst-23804	140	5	sizes	size	NOUN
ajst-23804	140	6	and	and	CCONJ
ajst-23804	140	7	sampling	sample	VERB
ajst-23804	140	8	rates	rate	NOUN
ajst-23804	140	9	in	in	ADP
ajst-23804	140	10	human	human	ADJ
ajst-23804	140	11	activity	activity	NOUN
ajst-23804	140	12	recognition	recognition	NOUN
ajst-23804	140	13	.	.	PUNCT
ajst-23804	141	1	in	in	ADP
ajst-23804	141	2	healthinf	healthinf	PROPN
ajst-23804	141	3	,	,	PUNCT
ajst-23804	141	4	319–325	319–325	NUM
ajst-23804	141	5	.	.	PUNCT
ajst-23804	142	1	[	[	X
ajst-23804	142	2	14	14	NUM
ajst-23804	142	3	]	]	X
ajst-23804	142	4	samir	samir	PROPN
ajst-23804	142	5	a	a	DET
ajst-23804	142	6	rawashdeh	rawashdeh	NOUN
ajst-23804	142	7	,	,	PUNCT
ajst-23804	142	8	derek	derek	PROPN
ajst-23804	142	9	a	a	DET
ajst-23804	142	10	rafeldt	rafeldt	PROPN
ajst-23804	142	11	,	,	PUNCT
ajst-23804	142	12	and	and	CCONJ
ajst-23804	142	13	timothy	timothy	PROPN
ajst-23804	142	14	l	l	PROPN
ajst-23804	142	15	uhl	uhl	PROPN
ajst-23804	142	16	.	.	PROPN
ajst-23804	142	17	2016	2016	NUM
ajst-23804	142	18	.	.	PUNCT
ajst-23804	143	1	wearable	wearable	ADJ
ajst-23804	143	2	imu	imu	NOUN
ajst-23804	143	3	for	for	ADP
ajst-23804	143	4	shoulder	shoulder	NOUN
ajst-23804	143	5	injury	injury	NOUN
ajst-23804	143	6	prevention	prevention	NOUN
ajst-23804	143	7	in	in	ADP
ajst-23804	143	8	overhead	overhead	ADJ
ajst-23804	143	9	sports	sport	NOUN
ajst-23804	143	10	.	.	PUNCT
ajst-23804	144	1	sensors	sensor	NOUN
ajst-23804	144	2	,	,	PUNCT
ajst-23804	144	3	16	16	NUM
ajst-23804	144	4	,	,	PUNCT
ajst-23804	144	5	11	11	NUM
ajst-23804	144	6	,	,	PUNCT
ajst-23804	144	7	1847	1847	NUM
ajst-23804	144	8	.	.	PUNCT
ajst-23804	145	1	[	[	X
ajst-23804	145	2	15	15	NUM
ajst-23804	145	3	]	]	X
ajst-23804	145	4	ioan	ioan	PROPN
ajst-23804	145	5	susnea	susnea	PROPN
ajst-23804	145	6	,	,	PUNCT
ajst-23804	145	7	luminita	luminita	PROPN
ajst-23804	145	8	dumitriu	dumitriu	PROPN
ajst-23804	145	9	,	,	PUNCT
ajst-23804	145	10	mihai	mihai	PROPN
ajst-23804	145	11	talmaciu	talmaciu	PROPN
ajst-23804	145	12	,	,	PUNCT
ajst-23804	145	13	emilia	emilia	PROPN
ajst-23804	145	14	pecheanu	pecheanu	PROPN
ajst-23804	145	15	,	,	PUNCT
ajst-23804	145	16	and	and	CCONJ
ajst-23804	145	17	dan	dan	PROPN
ajst-23804	145	18	munteanu	munteanu	PROPN
ajst-23804	145	19	.	.	PUNCT
ajst-23804	145	20	2019	2019	NUM
ajst-23804	145	21	.	.	PUNCT
ajst-23804	146	1	unobtrusive	unobtrusive	ADJ
ajst-23804	146	2	monitoring	monitor	VERB
ajst-23804	146	3	the	the	DET
ajst-23804	146	4	daily	daily	ADJ
ajst-23804	146	5	activity	activity	NOUN
ajst-23804	146	6	routine	routine	NOUN
ajst-23804	146	7	of	of	ADP
ajst-23804	146	8	elderly	elderly	ADJ
ajst-23804	146	9	people	people	NOUN
ajst-23804	146	10	living	live	VERB
ajst-23804	146	11	alone	alone	ADV
ajst-23804	146	12	,	,	PUNCT
ajst-23804	146	13	with	with	ADP
ajst-23804	146	14	low	low	ADJ
ajst-23804	146	15	-	-	PUNCT
ajst-23804	146	16	cost	cost	NOUN
ajst-23804	146	17	binary	binary	ADJ
ajst-23804	146	18	sensors	sensor	NOUN
ajst-23804	146	19	.	.	PUNCT
ajst-23804	147	1	sensors	sensor	NOUN
ajst-23804	147	2	,	,	PUNCT
ajst-23804	147	3	19	19	NUM
ajst-23804	147	4	,	,	PUNCT
ajst-23804	147	5	10	10	NUM
ajst-23804	147	6	,	,	PUNCT
ajst-23804	147	7	2264	2264	NUM
ajst-23804	147	8	.	.	PUNCT
ajst-23804	148	1	[	[	X
ajst-23804	148	2	16	16	NUM
ajst-23804	148	3	]	]	X
ajst-23804	148	4	xuzhong	xuzhong	PROPN
ajst-23804	148	5	yan	yan	PROPN
ajst-23804	148	6	,	,	PUNCT
ajst-23804	148	7	heng	heng	PROPN
ajst-23804	148	8	li	li	PROPN
ajst-23804	148	9	,	,	PUNCT
ajst-23804	148	10	angus	angus	PROPN
ajst-23804	148	11	r	r	PROPN
ajst-23804	148	12	li	li	PROPN
ajst-23804	148	13	,	,	PUNCT
ajst-23804	148	14	and	and	CCONJ
ajst-23804	148	15	hong	hong	PROPN
ajst-23804	148	16	zhang	zhang	PROPN
ajst-23804	148	17	.	.	PROPN
ajst-23804	148	18	2017	2017	NUM
ajst-23804	148	19	.	.	PUNCT
ajst-23804	149	1	wearable	wearable	ADJ
ajst-23804	149	2	imu	imu	NOUN
ajst-23804	149	3	-	-	PUNCT
ajst-23804	149	4	based	base	VERB
ajst-23804	149	5	real	real	ADJ
ajst-23804	149	6	-	-	PUNCT
ajst-23804	149	7	time	time	NOUN
ajst-23804	149	8	motion	motion	NOUN
ajst-23804	149	9	warning	warning	NOUN
ajst-23804	149	10	system	system	NOUN
ajst-23804	149	11	for	for	ADP
ajst-23804	149	12	construction	construction	NOUN
ajst-23804	149	13	workers	worker	NOUN
ajst-23804	149	14	’	’	PART
ajst-23804	149	15	musculoskeletal	musculoskeletal	ADJ
ajst-23804	149	16	disorders	disorder	NOUN
ajst-23804	149	17	prevention	prevention	NOUN
ajst-23804	149	18	.	.	PUNCT
ajst-23804	150	1	automation	automation	NOUN
ajst-23804	150	2	in	in	ADP
ajst-23804	150	3	construction	construction	NOUN
ajst-23804	150	4	,	,	PUNCT
ajst-23804	150	5	74	74	NUM
ajst-23804	150	6	,	,	PUNCT
ajst-23804	150	7	2–11	2–11	NOUN
ajst-23804	150	8	.	.	PUNCT
ajst-23804	151	1	[	[	X
ajst-23804	151	2	17	17	NUM
ajst-23804	151	3	]	]	X
ajst-23804	151	4	xin	xin	PROPN
ajst-23804	151	5	yu	yu	PROPN
ajst-23804	151	6	and	and	CCONJ
ajst-23804	151	7	panos	panos	PROPN
ajst-23804	151	8	d	d	PROPN
ajst-23804	151	9	prevedouros	prevedouro	NOUN
ajst-23804	151	10	.	.	PUNCT
ajst-23804	152	1	2013	2013	NUM
ajst-23804	152	2	.	.	PUNCT
ajst-23804	153	1	performance	performance	NOUN
ajst-23804	153	2	and	and	CCONJ
ajst-23804	153	3	challenges	challenge	NOUN
ajst-23804	153	4	in	in	ADP
ajst-23804	153	5	utilizing	utilize	VERB
ajst-23804	153	6	non	non	ADJ
ajst-23804	153	7	-	-	ADJ
ajst-23804	153	8	intrusive	intrusive	ADJ
ajst-23804	153	9	sensors	sensor	NOUN
ajst-23804	153	10	for	for	ADP
ajst-23804	153	11	traffic	traffic	NOUN
ajst-23804	153	12	data	datum	NOUN
ajst-23804	153	13	collection	collection	NOUN
ajst-23804	153	14	.	.	PUNCT