id	sid	tid	token	lemma	pos
american_scientific_journal-11608	1	1	325	325	NUM
american_scientific_journal-11608	1	2	american	american	ADJ
american_scientific_journal-11608	1	3	academic	academic	ADJ
american_scientific_journal-11608	1	4	scientific	scientific	ADJ
american_scientific_journal-11608	1	5	research	research	NOUN
american_scientific_journal-11608	1	6	journal	journal	NOUN
american_scientific_journal-11608	1	7	for	for	ADP
american_scientific_journal-11608	1	8	engineering	engineering	NOUN
american_scientific_journal-11608	1	9	,	,	PUNCT
american_scientific_journal-11608	1	10	technology	technology	NOUN
american_scientific_journal-11608	1	11	,	,	PUNCT
american_scientific_journal-11608	1	12	and	and	CCONJ
american_scientific_journal-11608	1	13	sciences	sciences	PROPN
american_scientific_journal-11608	1	14	issn	issn	PROPN
american_scientific_journal-11608	1	15	(	(	PUNCT
american_scientific_journal-11608	1	16	print	print	NOUN
american_scientific_journal-11608	1	17	)	)	PUNCT
american_scientific_journal-11608	1	18	2313	2313	NUM
american_scientific_journal-11608	1	19	-	-	SYM
american_scientific_journal-11608	1	20	4410	4410	NUM
american_scientific_journal-11608	1	21	,	,	PUNCT
american_scientific_journal-11608	1	22	issn	issn	PROPN
american_scientific_journal-11608	1	23	(	(	PUNCT
american_scientific_journal-11608	1	24	online	online	ADJ
american_scientific_journal-11608	1	25	)	)	PUNCT
american_scientific_journal-11608	1	26	2313	2313	NUM
american_scientific_journal-11608	1	27	-	-	SYM
american_scientific_journal-11608	1	28	4402	4402	NUM
american_scientific_journal-11608	1	29	https://asrjetsjournal.org/index.php/american_scientific_journal/index	https://asrjetsjournal.org/index.php/american_scientific_journal/index	NOUN
american_scientific_journal-11608	1	30	novel	novel	NOUN
american_scientific_journal-11608	1	31	machine	machine	NOUN
american_scientific_journal-11608	1	32	learning	learn	VERB
american_scientific_journal-11608	1	33	approach	approach	NOUN
american_scientific_journal-11608	1	34	for	for	ADP
american_scientific_journal-11608	1	35	defect	defect	NOUN
american_scientific_journal-11608	1	36	detection	detection	NOUN
american_scientific_journal-11608	1	37	in	in	ADP
american_scientific_journal-11608	1	38	dft	dft	PROPN
american_scientific_journal-11608	1	39	processes	process	NOUN
american_scientific_journal-11608	1	40	vijayaprabhuvel	vijayaprabhuvel	NOUN
american_scientific_journal-11608	1	41	rajavel	rajavel	NOUN
american_scientific_journal-11608	1	42	*	*	PUNCT
american_scientific_journal-11608	1	43	semiconductor	semiconductor	NOUN
american_scientific_journal-11608	1	44	design	design	NOUN
american_scientific_journal-11608	1	45	&	&	CCONJ
american_scientific_journal-11608	1	46	test	test	PROPN
american_scientific_journal-11608	1	47	engineering	engineering	PROPN
american_scientific_journal-11608	1	48	specialist	specialist	NOUN
american_scientific_journal-11608	1	49	,	,	PUNCT
american_scientific_journal-11608	1	50	california	california	PROPN
american_scientific_journal-11608	1	51	,	,	PUNCT
american_scientific_journal-11608	1	52	usa	usa	PROPN
american_scientific_journal-11608	1	53	email	email	NOUN
american_scientific_journal-11608	1	54	:	:	PUNCT
american_scientific_journal-11608	1	55	vijayscholarly@gmail.com	vijayscholarly@gmail.com	X
american_scientific_journal-11608	1	56	abstract	abstract	ADJ
american_scientific_journal-11608	1	57	recent	recent	ADJ
american_scientific_journal-11608	1	58	advances	advance	NOUN
american_scientific_journal-11608	1	59	in	in	ADP
american_scientific_journal-11608	1	60	semiconductor	semiconductor	NOUN
american_scientific_journal-11608	1	61	technology	technology	NOUN
american_scientific_journal-11608	1	62	have	have	AUX
american_scientific_journal-11608	1	63	highlighted	highlight	VERB
american_scientific_journal-11608	1	64	significant	significant	ADJ
american_scientific_journal-11608	1	65	challenges	challenge	NOUN
american_scientific_journal-11608	1	66	in	in	ADP
american_scientific_journal-11608	1	67	effectively	effectively	ADV
american_scientific_journal-11608	1	68	testing	test	VERB
american_scientific_journal-11608	1	69	modern	modern	ADJ
american_scientific_journal-11608	1	70	integrated	integrate	VERB
american_scientific_journal-11608	1	71	circuits	circuit	NOUN
american_scientific_journal-11608	1	72	(	(	PUNCT
american_scientific_journal-11608	1	73	ics	ics	NOUN
american_scientific_journal-11608	1	74	)	)	PUNCT
american_scientific_journal-11608	1	75	.	.	PUNCT
american_scientific_journal-11608	2	1	as	as	SCONJ
american_scientific_journal-11608	2	2	device	device	NOUN
american_scientific_journal-11608	2	3	densities	density	NOUN
american_scientific_journal-11608	2	4	increase	increase	VERB
american_scientific_journal-11608	2	5	and	and	CCONJ
american_scientific_journal-11608	2	6	defect	defect	VERB
american_scientific_journal-11608	2	7	mechanisms	mechanism	NOUN
american_scientific_journal-11608	2	8	become	become	VERB
american_scientific_journal-11608	2	9	more	more	ADV
american_scientific_journal-11608	2	10	diverse	diverse	ADJ
american_scientific_journal-11608	2	11	,	,	PUNCT
american_scientific_journal-11608	2	12	conventional	conventional	ADJ
american_scientific_journal-11608	2	13	design	design	NOUN
american_scientific_journal-11608	2	14	for	for	ADP
american_scientific_journal-11608	2	15	testability	testability	NOUN
american_scientific_journal-11608	2	16	(	(	PUNCT
american_scientific_journal-11608	2	17	dft	dft	NOUN
american_scientific_journal-11608	2	18	)	)	PUNCT
american_scientific_journal-11608	2	19	methodologies	methodology	NOUN
american_scientific_journal-11608	2	20	–	–	PUNCT
american_scientific_journal-11608	2	21	while	while	SCONJ
american_scientific_journal-11608	2	22	indispensable	indispensable	ADJ
american_scientific_journal-11608	2	23	–	–	PUNCT
american_scientific_journal-11608	2	24	must	must	AUX
american_scientific_journal-11608	2	25	contend	contend	VERB
american_scientific_journal-11608	2	26	with	with	ADP
american_scientific_journal-11608	2	27	exponential	exponential	ADJ
american_scientific_journal-11608	2	28	growth	growth	NOUN
american_scientific_journal-11608	2	29	in	in	ADP
american_scientific_journal-11608	2	30	test	test	NOUN
american_scientific_journal-11608	2	31	complexity	complexity	NOUN
american_scientific_journal-11608	2	32	.	.	PUNCT
american_scientific_journal-11608	3	1	this	this	DET
american_scientific_journal-11608	3	2	paper	paper	NOUN
american_scientific_journal-11608	3	3	reviews	review	VERB
american_scientific_journal-11608	3	4	the	the	DET
american_scientific_journal-11608	3	5	essential	essential	ADJ
american_scientific_journal-11608	3	6	dft	dft	NOUN
american_scientific_journal-11608	3	7	practices	practice	NOUN
american_scientific_journal-11608	3	8	,	,	PUNCT
american_scientific_journal-11608	3	9	including	include	VERB
american_scientific_journal-11608	3	10	scan	scan	NOUN
american_scientific_journal-11608	3	11	-	-	PUNCT
american_scientific_journal-11608	3	12	based	base	VERB
american_scientific_journal-11608	3	13	structures	structure	NOUN
american_scientific_journal-11608	3	14	,	,	PUNCT
american_scientific_journal-11608	3	15	boundary	boundary	ADJ
american_scientific_journal-11608	3	16	scan	scan	NOUN
american_scientific_journal-11608	3	17	,	,	PUNCT
american_scientific_journal-11608	3	18	and	and	CCONJ
american_scientific_journal-11608	3	19	built	build	VERB
american_scientific_journal-11608	3	20	-	-	PUNCT
american_scientific_journal-11608	3	21	in	in	ADP
american_scientific_journal-11608	3	22	self	self	NOUN
american_scientific_journal-11608	3	23	-	-	PUNCT
american_scientific_journal-11608	3	24	test	test	NOUN
american_scientific_journal-11608	3	25	(	(	PUNCT
american_scientific_journal-11608	3	26	bist	bist	NOUN
american_scientific_journal-11608	3	27	)	)	PUNCT
american_scientific_journal-11608	3	28	,	,	PUNCT
american_scientific_journal-11608	3	29	and	and	CCONJ
american_scientific_journal-11608	3	30	examines	examine	VERB
american_scientific_journal-11608	3	31	how	how	SCONJ
american_scientific_journal-11608	3	32	these	these	DET
american_scientific_journal-11608	3	33	practices	practice	NOUN
american_scientific_journal-11608	3	34	address	address	VERB
american_scientific_journal-11608	3	35	a	a	DET
american_scientific_journal-11608	3	36	variety	variety	NOUN
american_scientific_journal-11608	3	37	of	of	ADP
american_scientific_journal-11608	3	38	logical	logical	ADJ
american_scientific_journal-11608	3	39	fault	fault	NOUN
american_scientific_journal-11608	3	40	models	model	NOUN
american_scientific_journal-11608	3	41	.	.	PUNCT
american_scientific_journal-11608	4	1	it	it	PRON
american_scientific_journal-11608	4	2	further	far	ADV
american_scientific_journal-11608	4	3	explores	explore	VERB
american_scientific_journal-11608	4	4	machine	machine	NOUN
american_scientific_journal-11608	4	5	learning	learning	NOUN
american_scientific_journal-11608	4	6	(	(	PUNCT
american_scientific_journal-11608	4	7	ml	ml	NOUN
american_scientific_journal-11608	4	8	)	)	PUNCT
american_scientific_journal-11608	4	9	techniques	technique	NOUN
american_scientific_journal-11608	4	10	as	as	ADP
american_scientific_journal-11608	4	11	valuable	valuable	ADJ
american_scientific_journal-11608	4	12	tools	tool	NOUN
american_scientific_journal-11608	4	13	for	for	ADP
american_scientific_journal-11608	4	14	enhancing	enhance	VERB
american_scientific_journal-11608	4	15	defect	defect	NOUN
american_scientific_journal-11608	4	16	detection	detection	NOUN
american_scientific_journal-11608	4	17	and	and	CCONJ
american_scientific_journal-11608	4	18	diagnosis	diagnosis	NOUN
american_scientific_journal-11608	4	19	.	.	PUNCT
american_scientific_journal-11608	5	1	by	by	ADP
american_scientific_journal-11608	5	2	leveraging	leverage	VERB
american_scientific_journal-11608	5	3	classification	classification	NOUN
american_scientific_journal-11608	5	4	algorithms	algorithm	NOUN
american_scientific_journal-11608	5	5	such	such	ADJ
american_scientific_journal-11608	5	6	as	as	ADP
american_scientific_journal-11608	5	7	support	support	NOUN
american_scientific_journal-11608	5	8	vector	vector	NOUN
american_scientific_journal-11608	5	9	machines	machine	NOUN
american_scientific_journal-11608	5	10	and	and	CCONJ
american_scientific_journal-11608	5	11	neural	neural	ADJ
american_scientific_journal-11608	5	12	networks	network	NOUN
american_scientific_journal-11608	5	13	,	,	PUNCT
american_scientific_journal-11608	5	14	ml	ml	NOUN
american_scientific_journal-11608	5	15	-	-	PUNCT
american_scientific_journal-11608	5	16	driven	drive	VERB
american_scientific_journal-11608	5	17	approaches	approach	NOUN
american_scientific_journal-11608	5	18	can	can	AUX
american_scientific_journal-11608	5	19	reduce	reduce	VERB
american_scientific_journal-11608	5	20	test	test	NOUN
american_scientific_journal-11608	5	21	pattern	pattern	NOUN
american_scientific_journal-11608	5	22	generation	generation	NOUN
american_scientific_journal-11608	5	23	time	time	NOUN
american_scientific_journal-11608	5	24	,	,	PUNCT
american_scientific_journal-11608	5	25	improve	improve	VERB
american_scientific_journal-11608	5	26	bridging	bridging	NOUN
american_scientific_journal-11608	5	27	-	-	PUNCT
american_scientific_journal-11608	5	28	fault	fault	NOUN
american_scientific_journal-11608	5	29	coverage	coverage	NOUN
american_scientific_journal-11608	5	30	,	,	PUNCT
american_scientific_journal-11608	5	31	and	and	CCONJ
american_scientific_journal-11608	5	32	streamline	streamline	VERB
american_scientific_journal-11608	5	33	boardor	boardor	ADJ
american_scientific_journal-11608	5	34	wafer	wafer	NOUN
american_scientific_journal-11608	5	35	-	-	PUNCT
american_scientific_journal-11608	5	36	level	level	NOUN
american_scientific_journal-11608	5	37	screening	screening	NOUN
american_scientific_journal-11608	5	38	.	.	PUNCT
american_scientific_journal-11608	6	1	collectively	collectively	ADV
american_scientific_journal-11608	6	2	,	,	PUNCT
american_scientific_journal-11608	6	3	this	this	DET
american_scientific_journal-11608	6	4	paper	paper	NOUN
american_scientific_journal-11608	6	5	underscores	underscore	VERB
american_scientific_journal-11608	6	6	how	how	SCONJ
american_scientific_journal-11608	6	7	strategic	strategic	ADJ
american_scientific_journal-11608	6	8	synergy	synergy	NOUN
american_scientific_journal-11608	6	9	between	between	ADP
american_scientific_journal-11608	6	10	dft	dft	PROPN
american_scientific_journal-11608	6	11	and	and	CCONJ
american_scientific_journal-11608	6	12	ml	ml	AUX
american_scientific_journal-11608	6	13	can	can	AUX
american_scientific_journal-11608	6	14	raise	raise	VERB
american_scientific_journal-11608	6	15	fault	fault	NOUN
american_scientific_journal-11608	6	16	coverage	coverage	NOUN
american_scientific_journal-11608	6	17	,	,	PUNCT
american_scientific_journal-11608	6	18	improve	improve	VERB
american_scientific_journal-11608	6	19	diagnostic	diagnostic	ADJ
american_scientific_journal-11608	6	20	precision	precision	NOUN
american_scientific_journal-11608	6	21	,	,	PUNCT
american_scientific_journal-11608	6	22	and	and	CCONJ
american_scientific_journal-11608	6	23	contain	contain	VERB
american_scientific_journal-11608	6	24	testing	testing	NOUN
american_scientific_journal-11608	6	25	costs	cost	NOUN
american_scientific_journal-11608	6	26	in	in	ADP
american_scientific_journal-11608	6	27	the	the	DET
american_scientific_journal-11608	6	28	face	face	NOUN
american_scientific_journal-11608	6	29	of	of	ADP
american_scientific_journal-11608	6	30	ongoing	ongoing	ADJ
american_scientific_journal-11608	6	31	technology	technology	NOUN
american_scientific_journal-11608	6	32	scaling	scaling	NOUN
american_scientific_journal-11608	6	33	.	.	PUNCT
american_scientific_journal-11608	7	1	keywords	keyword	NOUN
american_scientific_journal-11608	7	2	:	:	PUNCT
american_scientific_journal-11608	7	3	design	design	NOUN
american_scientific_journal-11608	7	4	for	for	ADP
american_scientific_journal-11608	7	5	testability	testability	NOUN
american_scientific_journal-11608	7	6	(	(	PUNCT
american_scientific_journal-11608	7	7	dft	dft	PROPN
american_scientific_journal-11608	7	8	)	)	PUNCT
american_scientific_journal-11608	7	9	;	;	PUNCT
american_scientific_journal-11608	7	10	machine	machine	NOUN
american_scientific_journal-11608	7	11	learning	learning	NOUN
american_scientific_journal-11608	7	12	(	(	PUNCT
american_scientific_journal-11608	7	13	ml	ml	NOUN
american_scientific_journal-11608	7	14	)	)	PUNCT
american_scientific_journal-11608	7	15	;	;	PUNCT
american_scientific_journal-11608	7	16	scan	scan	ADJ
american_scientific_journal-11608	7	17	testing	testing	NOUN
american_scientific_journal-11608	7	18	;	;	PUNCT
american_scientific_journal-11608	7	19	bridging	bridge	VERB
american_scientific_journal-11608	7	20	faults	fault	NOUN
american_scientific_journal-11608	7	21	;	;	PUNCT
american_scientific_journal-11608	7	22	open	open	ADJ
american_scientific_journal-11608	7	23	/	/	SYM
american_scientific_journal-11608	7	24	short	short	ADJ
american_scientific_journal-11608	7	25	defects	defect	NOUN
american_scientific_journal-11608	7	26	;	;	PUNCT
american_scientific_journal-11608	7	27	built	build	VERB
american_scientific_journal-11608	7	28	-	-	PUNCT
american_scientific_journal-11608	7	29	in	in	ADP
american_scientific_journal-11608	7	30	self	self	NOUN
american_scientific_journal-11608	7	31	-	-	PUNCT
american_scientific_journal-11608	7	32	test	test	NOUN
american_scientific_journal-11608	7	33	(	(	PUNCT
american_scientific_journal-11608	7	34	bist	bist	NOUN
american_scientific_journal-11608	7	35	)	)	PUNCT
american_scientific_journal-11608	7	36	;	;	PUNCT
american_scientific_journal-11608	7	37	automatic	automatic	ADJ
american_scientific_journal-11608	7	38	test	test	NOUN
american_scientific_journal-11608	7	39	pattern	pattern	NOUN
american_scientific_journal-11608	7	40	generation	generation	NOUN
american_scientific_journal-11608	7	41	(	(	PUNCT
american_scientific_journal-11608	7	42	atpg	atpg	PROPN
american_scientific_journal-11608	7	43	)	)	PUNCT
american_scientific_journal-11608	7	44	;	;	PUNCT
american_scientific_journal-11608	7	45	semiconductor	semiconductor	NOUN
american_scientific_journal-11608	7	46	yield	yield	NOUN
american_scientific_journal-11608	7	47	.	.	PUNCT
american_scientific_journal-11608	8	1	1	1	X
american_scientific_journal-11608	8	2	.	.	X
american_scientific_journal-11608	8	3	introduction	introduction	NOUN
american_scientific_journal-11608	8	4	design	design	NOUN
american_scientific_journal-11608	8	5	for	for	ADP
american_scientific_journal-11608	8	6	testability	testability	NOUN
american_scientific_journal-11608	8	7	(	(	PUNCT
american_scientific_journal-11608	8	8	dft	dft	NOUN
american_scientific_journal-11608	8	9	)	)	PUNCT
american_scientific_journal-11608	8	10	encompasses	encompass	VERB
american_scientific_journal-11608	8	11	a	a	DET
american_scientific_journal-11608	8	12	suite	suite	NOUN
american_scientific_journal-11608	8	13	of	of	ADP
american_scientific_journal-11608	8	14	architectural	architectural	ADJ
american_scientific_journal-11608	8	15	enhancements	enhancement	NOUN
american_scientific_journal-11608	8	16	and	and	CCONJ
american_scientific_journal-11608	8	17	methodologies	methodology	NOUN
american_scientific_journal-11608	8	18	–	–	PUNCT
american_scientific_journal-11608	8	19	such	such	ADJ
american_scientific_journal-11608	8	20	as	as	ADP
american_scientific_journal-11608	8	21	scan	scan	ADJ
american_scientific_journal-11608	8	22	chains	chain	NOUN
american_scientific_journal-11608	8	23	,	,	PUNCT
american_scientific_journal-11608	8	24	built‑in	built‑in	NOUN
american_scientific_journal-11608	8	25	self‑test	self‑test	ADV
american_scientific_journal-11608	8	26	(	(	PUNCT
american_scientific_journal-11608	8	27	bist	bist	NOUN
american_scientific_journal-11608	8	28	)	)	PUNCT
american_scientific_journal-11608	8	29	,	,	PUNCT
american_scientific_journal-11608	8	30	and	and	CCONJ
american_scientific_journal-11608	8	31	boundary	boundary	ADJ
american_scientific_journal-11608	8	32	scan	scan	PROPN
american_scientific_journal-11608	8	33	–	–	PUNCT
american_scientific_journal-11608	8	34	that	that	PRON
american_scientific_journal-11608	8	35	simplify	simplify	VERB
american_scientific_journal-11608	8	36	the	the	DET
american_scientific_journal-11608	8	37	testing	testing	NOUN
american_scientific_journal-11608	8	38	of	of	ADP
american_scientific_journal-11608	8	39	integrated	integrated	ADJ
american_scientific_journal-11608	8	40	circuits	circuit	NOUN
american_scientific_journal-11608	8	41	(	(	PUNCT
american_scientific_journal-11608	8	42	ics	ic	NOUN
american_scientific_journal-11608	8	43	)	)	PUNCT
american_scientific_journal-11608	8	44	by	by	ADP
american_scientific_journal-11608	8	45	improving	improve	VERB
american_scientific_journal-11608	8	46	internal	internal	ADJ
american_scientific_journal-11608	8	47	observability	observability	NOUN
american_scientific_journal-11608	8	48	and	and	CCONJ
american_scientific_journal-11608	8	49	controllability	controllability	NOUN
american_scientific_journal-11608	8	50	while	while	SCONJ
american_scientific_journal-11608	8	51	reducing	reduce	VERB
american_scientific_journal-11608	8	52	the	the	DET
american_scientific_journal-11608	8	53	number	number	NOUN
american_scientific_journal-11608	8	54	of	of	ADP
american_scientific_journal-11608	8	55	required	require	VERB
american_scientific_journal-11608	8	56	test	test	NOUN
american_scientific_journal-11608	8	57	patterns	pattern	NOUN
american_scientific_journal-11608	9	1	[	[	X
american_scientific_journal-11608	9	2	1	1	NUM
american_scientific_journal-11608	9	3	,	,	PUNCT
american_scientific_journal-11608	9	4	2	2	NUM
american_scientific_journal-11608	9	5	]	]	PUNCT
american_scientific_journal-11608	9	6	.	.	PUNCT
american_scientific_journal-11608	10	1	as	as	SCONJ
american_scientific_journal-11608	10	2	semiconductor	semiconductor	NOUN
american_scientific_journal-11608	10	3	technologies	technology	NOUN
american_scientific_journal-11608	10	4	advance	advance	VERB
american_scientific_journal-11608	10	5	into	into	ADP
american_scientific_journal-11608	10	6	deep‑	deep‑	PROPN
american_scientific_journal-11608	10	7	and	and	CCONJ
american_scientific_journal-11608	10	8	sub‑nanometer	sub‑nanometer	NOUN
american_scientific_journal-11608	10	9	nodes	node	NOUN
american_scientific_journal-11608	10	10	,	,	PUNCT
american_scientific_journal-11608	10	11	modern	modern	ADJ
american_scientific_journal-11608	10	12	socs	soc	NOUN
american_scientific_journal-11608	10	13	now	now	ADV
american_scientific_journal-11608	10	14	integrate	integrate	VERB
american_scientific_journal-11608	10	15	billions	billion	NOUN
american_scientific_journal-11608	10	16	of	of	ADP
american_scientific_journal-11608	10	17	transistors	transistor	NOUN
american_scientific_journal-11608	10	18	,	,	PUNCT
american_scientific_journal-11608	10	19	rendering	render	VERB
american_scientific_journal-11608	10	20	conventional	conventional	ADJ
american_scientific_journal-11608	10	21	testing	testing	NOUN
american_scientific_journal-11608	10	22	approaches	approach	NOUN
american_scientific_journal-11608	10	23	(	(	PUNCT
american_scientific_journal-11608	10	24	e.g.	e.g.	ADV
american_scientific_journal-11608	10	25	,	,	PUNCT
american_scientific_journal-11608	10	26	deterministic	deterministic	ADJ
american_scientific_journal-11608	10	27	automatic	automatic	ADJ
american_scientific_journal-11608	10	28	test	test	NOUN
american_scientific_journal-11608	10	29	pattern	pattern	NOUN
american_scientific_journal-11608	10	30	generation	generation	NOUN
american_scientific_journal-11608	10	31	,	,	PUNCT
american_scientific_journal-11608	10	32	atpg	atpg	NOUN
american_scientific_journal-11608	10	33	)	)	PUNCT
american_scientific_journal-11608	10	34	increasingly	increasingly	ADV
american_scientific_journal-11608	10	35	intractable	intractable	ADJ
american_scientific_journal-11608	10	36	due	due	ADP
american_scientific_journal-11608	10	37	to	to	ADP
american_scientific_journal-11608	10	38	near‑exponential	near‑exponential	ADJ
american_scientific_journal-11608	10	39	growth	growth	NOUN
american_scientific_journal-11608	10	40	in	in	ADP
american_scientific_journal-11608	10	41	pattern‑generation	pattern‑generation	NOUN
american_scientific_journal-11608	10	42	complexity	complexity	NOUN
american_scientific_journal-11608	10	43	and	and	CCONJ
american_scientific_journal-11608	10	44	fault‑diagnosis	fault‑diagnosis	NUM
american_scientific_journal-11608	10	45	overhead	overhead	NOUN
american_scientific_journal-11608	10	46	[	[	X
american_scientific_journal-11608	10	47	3	3	NUM
american_scientific_journal-11608	10	48	]	]	PUNCT
american_scientific_journal-11608	10	49	.	.	PUNCT
american_scientific_journal-11608	11	1	-----------------------------------------------------------------------	-----------------------------------------------------------------------	PUNCT
american_scientific_journal-11608	11	2	received	receive	VERB
american_scientific_journal-11608	11	3	:	:	PUNCT
american_scientific_journal-11608	11	4	2/27/2025	2/27/2025	NUM
american_scientific_journal-11608	11	5	accepted	accept	VERB
american_scientific_journal-11608	11	6	:	:	PUNCT
american_scientific_journal-11608	11	7	3/28/2025	3/28/2025	NUM
american_scientific_journal-11608	11	8	published	publish	VERB
american_scientific_journal-11608	11	9	:	:	PUNCT
american_scientific_journal-11608	11	10	4/22/2025	4/22/2025	NUM
american_scientific_journal-11608	11	11	-----------------------------------------------------------------------	-----------------------------------------------------------------------	PUNCT
american_scientific_journal-11608	11	12	*	*	PUNCT
american_scientific_journal-11608	11	13	corresponding	correspond	VERB
american_scientific_journal-11608	11	14	author	author	NOUN
american_scientific_journal-11608	11	15	.	.	PUNCT
american_scientific_journal-11608	12	1	https://asrjetsjournal.org/index.php/american_scientific_journal/index	https://asrjetsjournal.org/index.php/american_scientific_journal/index	NOUN
american_scientific_journal-11608	12	2	american	american	PROPN
american_scientific_journal-11608	12	3	academic	academic	PROPN
american_scientific_journal-11608	12	4	scientific	scientific	ADJ
american_scientific_journal-11608	12	5	research	research	NOUN
american_scientific_journal-11608	12	6	journal	journal	NOUN
american_scientific_journal-11608	12	7	for	for	ADP
american_scientific_journal-11608	12	8	engineering	engineering	NOUN
american_scientific_journal-11608	12	9	,	,	PUNCT
american_scientific_journal-11608	12	10	technology	technology	NOUN
american_scientific_journal-11608	12	11	,	,	PUNCT
american_scientific_journal-11608	12	12	and	and	CCONJ
american_scientific_journal-11608	12	13	sciences	science	NOUN
american_scientific_journal-11608	12	14	(	(	PUNCT
american_scientific_journal-11608	12	15	asrjets	asrjet	NOUN
american_scientific_journal-11608	12	16	)	)	PUNCT
american_scientific_journal-11608	12	17	volume	volume	NOUN
american_scientific_journal-11608	12	18	101	101	NUM
american_scientific_journal-11608	12	19	,	,	PUNCT
american_scientific_journal-11608	12	20	no	no	DET
american_scientific_journal-11608	12	21	1	1	NUM
american_scientific_journal-11608	12	22	,	,	PUNCT
american_scientific_journal-11608	12	23	pp	pp	ADV
american_scientific_journal-11608	12	24	325	325	NUM
american_scientific_journal-11608	12	25	-	-	SYM
american_scientific_journal-11608	12	26	334	334	NUM
american_scientific_journal-11608	12	27	326	326	NUM
american_scientific_journal-11608	12	28	driven	drive	VERB
american_scientific_journal-11608	12	29	by	by	ADP
american_scientific_journal-11608	12	30	moore	moore	PROPN
american_scientific_journal-11608	12	31	’s	’s	PART
american_scientific_journal-11608	12	32	law	law	NOUN
american_scientific_journal-11608	13	1	[	[	X
american_scientific_journal-11608	13	2	4	4	NUM
american_scientific_journal-11608	13	3	]	]	PUNCT
american_scientific_journal-11608	13	4	,	,	PUNCT
american_scientific_journal-11608	13	5	device	device	NOUN
american_scientific_journal-11608	13	6	scaling	scaling	NOUN
american_scientific_journal-11608	13	7	has	have	AUX
american_scientific_journal-11608	13	8	also	also	ADV
american_scientific_journal-11608	13	9	introduced	introduce	VERB
american_scientific_journal-11608	13	10	a	a	DET
american_scientific_journal-11608	13	11	proliferation	proliferation	NOUN
american_scientific_journal-11608	13	12	of	of	ADP
american_scientific_journal-11608	13	13	subtle	subtle	ADJ
american_scientific_journal-11608	13	14	defect	defect	NOUN
american_scientific_journal-11608	13	15	modes	mode	NOUN
american_scientific_journal-11608	13	16	:	:	PUNCT
american_scientific_journal-11608	13	17	besides	besides	SCONJ
american_scientific_journal-11608	13	18	classic	classic	ADJ
american_scientific_journal-11608	13	19	stuck‑at	stuck‑at	ADJ
american_scientific_journal-11608	13	20	faults	fault	NOUN
american_scientific_journal-11608	13	21	,	,	PUNCT
american_scientific_journal-11608	13	22	advanced	advanced	ADJ
american_scientific_journal-11608	13	23	processes	process	NOUN
american_scientific_journal-11608	13	24	exhibit	exhibit	VERB
american_scientific_journal-11608	13	25	open	open	ADJ
american_scientific_journal-11608	13	26	/	/	SYM
american_scientific_journal-11608	13	27	short	short	ADJ
american_scientific_journal-11608	13	28	bridging	bridging	NOUN
american_scientific_journal-11608	13	29	failures	failure	NOUN
american_scientific_journal-11608	13	30	,	,	PUNCT
american_scientific_journal-11608	13	31	parametric	parametric	ADJ
american_scientific_journal-11608	13	32	drifts	drift	NOUN
american_scientific_journal-11608	13	33	,	,	PUNCT
american_scientific_journal-11608	13	34	and	and	CCONJ
american_scientific_journal-11608	13	35	intermittent	intermittent	ADJ
american_scientific_journal-11608	13	36	anomalies	anomaly	NOUN
american_scientific_journal-11608	13	37	that	that	PRON
american_scientific_journal-11608	13	38	can	can	AUX
american_scientific_journal-11608	13	39	evade	evade	VERB
american_scientific_journal-11608	13	40	standard	standard	ADJ
american_scientific_journal-11608	13	41	test	test	NOUN
american_scientific_journal-11608	13	42	vectors	vector	NOUN
american_scientific_journal-11608	13	43	[	[	X
american_scientific_journal-11608	13	44	5	5	NUM
american_scientific_journal-11608	13	45	]	]	PUNCT
american_scientific_journal-11608	13	46	.	.	PUNCT
american_scientific_journal-11608	14	1	while	while	SCONJ
american_scientific_journal-11608	14	2	augmented	augment	VERB
american_scientific_journal-11608	14	3	dft	dft	NOUN
american_scientific_journal-11608	14	4	techniques	technique	NOUN
american_scientific_journal-11608	14	5	–	–	PUNCT
american_scientific_journal-11608	14	6	such	such	ADJ
american_scientific_journal-11608	14	7	as	as	ADP
american_scientific_journal-11608	14	8	boundary	boundary	ADJ
american_scientific_journal-11608	14	9	scan	scan	NOUN
american_scientific_journal-11608	14	10	at	at	ADP
american_scientific_journal-11608	14	11	the	the	DET
american_scientific_journal-11608	14	12	board	board	NOUN
american_scientific_journal-11608	14	13	level	level	NOUN
american_scientific_journal-11608	14	14	or	or	CCONJ
american_scientific_journal-11608	14	15	in‑field	in‑field	NOUN
american_scientific_journal-11608	14	16	bist	bist	NOUN
american_scientific_journal-11608	14	17	–	–	PUNCT
american_scientific_journal-11608	14	18	capture	capture	VERB
american_scientific_journal-11608	14	19	a	a	DET
american_scientific_journal-11608	14	20	broader	broad	ADJ
american_scientific_journal-11608	14	21	fault	fault	NOUN
american_scientific_journal-11608	14	22	spectrum	spectrum	NOUN
american_scientific_journal-11608	14	23	,	,	PUNCT
american_scientific_journal-11608	14	24	they	they	PRON
american_scientific_journal-11608	14	25	add	add	VERB
american_scientific_journal-11608	14	26	significant	significant	ADJ
american_scientific_journal-11608	14	27	area	area	NOUN
american_scientific_journal-11608	14	28	and	and	CCONJ
american_scientific_journal-11608	14	29	timing	timing	NOUN
american_scientific_journal-11608	14	30	overhead	overhead	ADV
american_scientific_journal-11608	14	31	,	,	PUNCT
american_scientific_journal-11608	14	32	may	may	AUX
american_scientific_journal-11608	14	33	obscure	obscure	VERB
american_scientific_journal-11608	14	34	complex	complex	ADJ
american_scientific_journal-11608	14	35	failure	failure	NOUN
american_scientific_journal-11608	14	36	signatures	signature	NOUN
american_scientific_journal-11608	14	37	,	,	PUNCT
american_scientific_journal-11608	14	38	and	and	CCONJ
american_scientific_journal-11608	14	39	still	still	ADV
american_scientific_journal-11608	14	40	rely	rely	VERB
american_scientific_journal-11608	14	41	on	on	ADP
american_scientific_journal-11608	14	42	robust	robust	ADJ
american_scientific_journal-11608	14	43	diagnostic	diagnostic	ADJ
american_scientific_journal-11608	14	44	algorithms	algorithm	NOUN
american_scientific_journal-11608	14	45	to	to	PART
american_scientific_journal-11608	14	46	resolve	resolve	VERB
american_scientific_journal-11608	14	47	ambiguous	ambiguous	ADJ
american_scientific_journal-11608	14	48	symptoms	symptom	NOUN
american_scientific_journal-11608	14	49	.	.	PUNCT
american_scientific_journal-11608	15	1	moreover	moreover	ADV
american_scientific_journal-11608	15	2	,	,	PUNCT
american_scientific_journal-11608	15	3	random‑pattern‑resistant	random‑pattern‑resistant	ADJ
american_scientific_journal-11608	15	4	or	or	CCONJ
american_scientific_journal-11608	15	5	hard‑to‑detect	hard‑to‑detect	ADJ
american_scientific_journal-11608	15	6	faults	fault	NOUN
american_scientific_journal-11608	15	7	demand	demand	VERB
american_scientific_journal-11608	15	8	highly	highly	ADV
american_scientific_journal-11608	15	9	targeted	target	VERB
american_scientific_journal-11608	15	10	atpg	atpg	NOUN
american_scientific_journal-11608	15	11	strategies	strategy	NOUN
american_scientific_journal-11608	15	12	to	to	PART
american_scientific_journal-11608	15	13	achieve	achieve	VERB
american_scientific_journal-11608	15	14	acceptable	acceptable	ADJ
american_scientific_journal-11608	15	15	coverage	coverage	NOUN
american_scientific_journal-11608	16	1	[	[	X
american_scientific_journal-11608	16	2	1	1	NUM
american_scientific_journal-11608	16	3	,	,	PUNCT
american_scientific_journal-11608	16	4	6	6	NUM
american_scientific_journal-11608	16	5	]	]	PUNCT
american_scientific_journal-11608	16	6	.	.	PUNCT
american_scientific_journal-11608	17	1	in	in	ADP
american_scientific_journal-11608	17	2	parallel	parallel	NOUN
american_scientific_journal-11608	17	3	,	,	PUNCT
american_scientific_journal-11608	17	4	machine	machine	NOUN
american_scientific_journal-11608	17	5	learning	learning	NOUN
american_scientific_journal-11608	17	6	(	(	PUNCT
american_scientific_journal-11608	17	7	ml	ml	NOUN
american_scientific_journal-11608	17	8	)	)	PUNCT
american_scientific_journal-11608	17	9	has	have	AUX
american_scientific_journal-11608	17	10	emerged	emerge	VERB
american_scientific_journal-11608	17	11	as	as	ADP
american_scientific_journal-11608	17	12	a	a	DET
american_scientific_journal-11608	17	13	powerful	powerful	ADJ
american_scientific_journal-11608	17	14	tool	tool	NOUN
american_scientific_journal-11608	17	15	in	in	ADP
american_scientific_journal-11608	17	16	electronic	electronic	ADJ
american_scientific_journal-11608	17	17	design	design	NOUN
american_scientific_journal-11608	17	18	automation	automation	NOUN
american_scientific_journal-11608	17	19	and	and	CCONJ
american_scientific_journal-11608	17	20	data	data	NOUN
american_scientific_journal-11608	17	21	analytics	analytic	NOUN
american_scientific_journal-11608	17	22	[	[	X
american_scientific_journal-11608	17	23	7	7	NUM
american_scientific_journal-11608	17	24	,	,	PUNCT
american_scientific_journal-11608	17	25	8	8	NUM
american_scientific_journal-11608	17	26	]	]	PUNCT
american_scientific_journal-11608	17	27	.	.	PUNCT
american_scientific_journal-11608	18	1	initial	initial	ADJ
american_scientific_journal-11608	18	2	applications	application	NOUN
american_scientific_journal-11608	18	3	in	in	ADP
american_scientific_journal-11608	18	4	ic	ic	PROPN
american_scientific_journal-11608	18	5	testing	testing	NOUN
american_scientific_journal-11608	18	6	demonstrate	demonstrate	VERB
american_scientific_journal-11608	18	7	substantial	substantial	ADJ
american_scientific_journal-11608	18	8	benefits	benefit	NOUN
american_scientific_journal-11608	18	9	:	:	PUNCT
american_scientific_journal-11608	18	10	roy	roy	PROPN
american_scientific_journal-11608	18	11	and	and	CCONJ
american_scientific_journal-11608	18	12	his	his	PRON
american_scientific_journal-11608	18	13	colleagues	colleague	NOUN
american_scientific_journal-11608	19	1	[	[	X
american_scientific_journal-11608	19	2	11	11	NUM
american_scientific_journal-11608	19	3	]	]	PUNCT
american_scientific_journal-11608	19	4	reported	report	VERB
american_scientific_journal-11608	19	5	a	a	DET
american_scientific_journal-11608	19	6	20–30	20–30	NUM
american_scientific_journal-11608	19	7	%	%	NOUN
american_scientific_journal-11608	19	8	reduction	reduction	NOUN
american_scientific_journal-11608	19	9	in	in	ADP
american_scientific_journal-11608	19	10	podem	podem	PROPN
american_scientific_journal-11608	19	11	backtracks	backtrack	VERB
american_scientific_journal-11608	19	12	–	–	PUNCT
american_scientific_journal-11608	19	13	equating	equate	VERB
american_scientific_journal-11608	19	14	to	to	PART
american_scientific_journal-11608	19	15	roughly	roughly	ADV
american_scientific_journal-11608	19	16	25	25	NUM
american_scientific_journal-11608	19	17	%	%	NOUN
american_scientific_journal-11608	19	18	faster	fast	ADV
american_scientific_journal-11608	19	19	test‑pattern	test‑pattern	ADJ
american_scientific_journal-11608	19	20	generation	generation	NOUN
american_scientific_journal-11608	19	21	–	–	PUNCT
american_scientific_journal-11608	19	22	when	when	SCONJ
american_scientific_journal-11608	19	23	using	use	VERB
american_scientific_journal-11608	19	24	neural‑network	neural‑network	NOUN
american_scientific_journal-11608	19	25	–	–	PUNCT
american_scientific_journal-11608	19	26	guided	guide	VERB
american_scientific_journal-11608	19	27	heuristics	heuristic	NOUN
american_scientific_journal-11608	19	28	;	;	PUNCT
american_scientific_journal-11608	19	29	huang	huang	PROPN
american_scientific_journal-11608	19	30	and	and	CCONJ
american_scientific_journal-11608	19	31	his	his	PRON
american_scientific_journal-11608	19	32	colleagues	colleague	NOUN
american_scientific_journal-11608	20	1	[	[	X
american_scientific_journal-11608	20	2	5	5	NUM
american_scientific_journal-11608	20	3	]	]	PUNCT
american_scientific_journal-11608	20	4	achieved	achieve	VERB
american_scientific_journal-11608	20	5	up	up	ADP
american_scientific_journal-11608	20	6	to	to	PART
american_scientific_journal-11608	20	7	92	92	NUM
american_scientific_journal-11608	20	8	%	%	NOUN
american_scientific_journal-11608	20	9	accuracy	accuracy	NOUN
american_scientific_journal-11608	20	10	in	in	ADP
american_scientific_journal-11608	20	11	scan‑chain	scan‑chain	NOUN
american_scientific_journal-11608	20	12	defect	defect	VERB
american_scientific_journal-11608	20	13	classification	classification	NOUN
american_scientific_journal-11608	20	14	via	via	ADP
american_scientific_journal-11608	20	15	support	support	NOUN
american_scientific_journal-11608	20	16	vector	vector	NOUN
american_scientific_journal-11608	20	17	machines	machine	NOUN
american_scientific_journal-11608	20	18	and	and	CCONJ
american_scientific_journal-11608	20	19	multi‑stage	multi‑stage	NOUN
american_scientific_journal-11608	20	20	anns	ann	NOUN
american_scientific_journal-11608	20	21	;	;	PUNCT
american_scientific_journal-11608	20	22	xanthopoulos	xanthopoulos	PROPN
american_scientific_journal-11608	20	23	and	and	CCONJ
american_scientific_journal-11608	20	24	his	his	PRON
american_scientific_journal-11608	20	25	colleagues	colleague	NOUN
american_scientific_journal-11608	21	1	[	[	X
american_scientific_journal-11608	21	2	14	14	NUM
american_scientific_journal-11608	21	3	]	]	PUNCT
american_scientific_journal-11608	21	4	improved	improve	VERB
american_scientific_journal-11608	21	5	wafer‑map	wafer‑map	PROPN
american_scientific_journal-11608	21	6	die	die	VERB
american_scientific_journal-11608	21	7	inking	ink	VERB
american_scientific_journal-11608	21	8	precision	precision	NOUN
american_scientific_journal-11608	21	9	by	by	ADP
american_scientific_journal-11608	21	10	applying	apply	VERB
american_scientific_journal-11608	21	11	rbf‑svm	rbf‑svm	NOUN
american_scientific_journal-11608	21	12	clustering	clustering	NOUN
american_scientific_journal-11608	21	13	;	;	PUNCT
american_scientific_journal-11608	21	14	and	and	CCONJ
american_scientific_journal-11608	21	15	sun	sun	NOUN
american_scientific_journal-11608	21	16	and	and	CCONJ
american_scientific_journal-11608	21	17	his	his	PRON
american_scientific_journal-11608	21	18	colleagues	colleague	NOUN
american_scientific_journal-11608	22	1	[	[	X
american_scientific_journal-11608	22	2	10	10	NUM
american_scientific_journal-11608	22	3	]	]	PUNCT
american_scientific_journal-11608	22	4	nearly	nearly	ADV
american_scientific_journal-11608	22	5	doubled	double	VERB
american_scientific_journal-11608	22	6	diagnostic	diagnostic	ADJ
american_scientific_journal-11608	22	7	resolution	resolution	NOUN
american_scientific_journal-11608	22	8	in	in	ADP
american_scientific_journal-11608	22	9	volume	volume	NOUN
american_scientific_journal-11608	22	10	diagnosis	diagnosis	NOUN
american_scientific_journal-11608	22	11	by	by	ADP
american_scientific_journal-11608	22	12	merging	merge	VERB
american_scientific_journal-11608	22	13	syndrome	syndrome	NOUN
american_scientific_journal-11608	22	14	data	datum	NOUN
american_scientific_journal-11608	22	15	with	with	ADP
american_scientific_journal-11608	22	16	statistical	statistical	ADJ
american_scientific_journal-11608	22	17	learning	learning	NOUN
american_scientific_journal-11608	22	18	.	.	PUNCT
american_scientific_journal-11608	23	1	these	these	DET
american_scientific_journal-11608	23	2	successes	success	NOUN
american_scientific_journal-11608	23	3	,	,	PUNCT
american_scientific_journal-11608	23	4	however	however	ADV
american_scientific_journal-11608	23	5	,	,	PUNCT
american_scientific_journal-11608	23	6	depend	depend	VERB
american_scientific_journal-11608	23	7	on	on	ADP
american_scientific_journal-11608	23	8	large	large	ADJ
american_scientific_journal-11608	23	9	volumes	volume	NOUN
american_scientific_journal-11608	23	10	of	of	ADP
american_scientific_journal-11608	23	11	accurately	accurately	ADV
american_scientific_journal-11608	23	12	labeled	label	VERB
american_scientific_journal-11608	23	13	failure	failure	NOUN
american_scientific_journal-11608	23	14	logs	log	NOUN
american_scientific_journal-11608	23	15	,	,	PUNCT
american_scientific_journal-11608	23	16	sensitive	sensitive	ADJ
american_scientific_journal-11608	23	17	feature	feature	NOUN
american_scientific_journal-11608	23	18	engineering	engineering	NOUN
american_scientific_journal-11608	23	19	(	(	PUNCT
american_scientific_journal-11608	23	20	e.g.	e.g.	ADV
american_scientific_journal-11608	23	21	,	,	PUNCT
american_scientific_journal-11608	23	22	scoap	scoap	NOUN
american_scientific_journal-11608	23	23	metrics	metric	NOUN
american_scientific_journal-11608	23	24	,	,	PUNCT
american_scientific_journal-11608	23	25	logic	logic	NOUN
american_scientific_journal-11608	23	26	depth	depth	NOUN
american_scientific_journal-11608	23	27	,	,	PUNCT
american_scientific_journal-11608	23	28	adjacency	adjacency	NOUN
american_scientific_journal-11608	23	29	indices	index	NOUN
american_scientific_journal-11608	23	30	)	)	PUNCT
american_scientific_journal-11608	23	31	,	,	PUNCT
american_scientific_journal-11608	23	32	and	and	CCONJ
american_scientific_journal-11608	23	33	careful	careful	ADJ
american_scientific_journal-11608	23	34	integration	integration	NOUN
american_scientific_journal-11608	23	35	with	with	ADP
american_scientific_journal-11608	23	36	existing	exist	VERB
american_scientific_journal-11608	23	37	dft	dft	PROPN
american_scientific_journal-11608	23	38	and	and	CCONJ
american_scientific_journal-11608	23	39	eda	eda	PROPN
american_scientific_journal-11608	23	40	toolchains	toolchain	VERB
american_scientific_journal-11608	23	41	–	–	PUNCT
american_scientific_journal-11608	23	42	constraints	constraint	NOUN
american_scientific_journal-11608	23	43	that	that	PRON
american_scientific_journal-11608	23	44	can	can	AUX
american_scientific_journal-11608	23	45	limit	limit	VERB
american_scientific_journal-11608	23	46	practical	practical	ADJ
american_scientific_journal-11608	23	47	adoption	adoption	NOUN
american_scientific_journal-11608	23	48	.	.	PUNCT
american_scientific_journal-11608	24	1	given	give	VERB
american_scientific_journal-11608	24	2	this	this	DET
american_scientific_journal-11608	24	3	landscape	landscape	NOUN
american_scientific_journal-11608	24	4	,	,	PUNCT
american_scientific_journal-11608	24	5	there	there	PRON
american_scientific_journal-11608	24	6	is	be	VERB
american_scientific_journal-11608	24	7	mounting	mount	VERB
american_scientific_journal-11608	24	8	interest	interest	NOUN
american_scientific_journal-11608	24	9	in	in	ADP
american_scientific_journal-11608	24	10	marrying	marry	VERB
american_scientific_journal-11608	24	11	data‑driven	data‑driven	ADJ
american_scientific_journal-11608	24	12	,	,	PUNCT
american_scientific_journal-11608	24	13	statistical	statistical	ADJ
american_scientific_journal-11608	24	14	learning	learning	NOUN
american_scientific_journal-11608	24	15	methods	method	NOUN
american_scientific_journal-11608	24	16	with	with	ADP
american_scientific_journal-11608	24	17	established	establish	VERB
american_scientific_journal-11608	24	18	dft	dft	NOUN
american_scientific_journal-11608	24	19	flows	flow	NOUN
american_scientific_journal-11608	24	20	to	to	PART
american_scientific_journal-11608	24	21	address	address	VERB
american_scientific_journal-11608	24	22	soaring	soar	VERB
american_scientific_journal-11608	24	23	complexity	complexity	NOUN
american_scientific_journal-11608	24	24	and	and	CCONJ
american_scientific_journal-11608	24	25	defect	defect	VERB
american_scientific_journal-11608	24	26	diversity	diversity	NOUN
american_scientific_journal-11608	24	27	without	without	ADP
american_scientific_journal-11608	24	28	resorting	resort	VERB
american_scientific_journal-11608	24	29	to	to	ADP
american_scientific_journal-11608	24	30	brute‑force	brute‑force	NOUN
american_scientific_journal-11608	24	31	pattern	pattern	NOUN
american_scientific_journal-11608	24	32	enumeration	enumeration	NOUN
american_scientific_journal-11608	24	33	.	.	PUNCT
american_scientific_journal-11608	25	1	by	by	ADP
american_scientific_journal-11608	25	2	leveraging	leverage	VERB
american_scientific_journal-11608	25	3	predictive	predictive	ADJ
american_scientific_journal-11608	25	4	models	model	NOUN
american_scientific_journal-11608	25	5	and	and	CCONJ
american_scientific_journal-11608	25	6	adaptable	adaptable	ADJ
american_scientific_journal-11608	25	7	classification	classification	NOUN
american_scientific_journal-11608	25	8	algorithms	algorithm	NOUN
american_scientific_journal-11608	25	9	,	,	PUNCT
american_scientific_journal-11608	25	10	test	test	NOUN
american_scientific_journal-11608	25	11	engineers	engineer	NOUN
american_scientific_journal-11608	25	12	can	can	AUX
american_scientific_journal-11608	25	13	focus	focus	VERB
american_scientific_journal-11608	25	14	physical	physical	ADJ
american_scientific_journal-11608	25	15	failure	failure	NOUN
american_scientific_journal-11608	25	16	analysis	analysis	NOUN
american_scientific_journal-11608	25	17	(	(	PUNCT
american_scientific_journal-11608	25	18	pfa	pfa	NOUN
american_scientific_journal-11608	25	19	)	)	PUNCT
american_scientific_journal-11608	25	20	,	,	PUNCT
american_scientific_journal-11608	25	21	accelerate	accelerate	VERB
american_scientific_journal-11608	25	22	test‑pattern	test‑pattern	ADJ
american_scientific_journal-11608	25	23	generation	generation	NOUN
american_scientific_journal-11608	25	24	,	,	PUNCT
american_scientific_journal-11608	25	25	and	and	CCONJ
american_scientific_journal-11608	25	26	reduce	reduce	VERB
american_scientific_journal-11608	25	27	test	test	NOUN
american_scientific_journal-11608	25	28	escapes	escape	VERB
american_scientific_journal-11608	25	29	.	.	PUNCT
american_scientific_journal-11608	26	1	the	the	DET
american_scientific_journal-11608	26	2	remainder	remainder	NOUN
american_scientific_journal-11608	26	3	of	of	ADP
american_scientific_journal-11608	26	4	this	this	DET
american_scientific_journal-11608	26	5	paper	paper	NOUN
american_scientific_journal-11608	26	6	provides	provide	VERB
american_scientific_journal-11608	26	7	(	(	PUNCT
american_scientific_journal-11608	26	8	1	1	NUM
american_scientific_journal-11608	26	9	)	)	PUNCT
american_scientific_journal-11608	26	10	an	an	DET
american_scientific_journal-11608	26	11	overview	overview	NOUN
american_scientific_journal-11608	26	12	of	of	ADP
american_scientific_journal-11608	26	13	contemporary	contemporary	ADJ
american_scientific_journal-11608	26	14	dft	dft	NOUN
american_scientific_journal-11608	26	15	strategies	strategy	NOUN
american_scientific_journal-11608	26	16	and	and	CCONJ
american_scientific_journal-11608	26	17	their	their	PRON
american_scientific_journal-11608	26	18	challenges	challenge	NOUN
american_scientific_journal-11608	26	19	;	;	PUNCT
american_scientific_journal-11608	26	20	(	(	PUNCT
american_scientific_journal-11608	26	21	2	2	X
american_scientific_journal-11608	26	22	)	)	PUNCT
american_scientific_journal-11608	26	23	a	a	DET
american_scientific_journal-11608	26	24	survey	survey	NOUN
american_scientific_journal-11608	26	25	of	of	ADP
american_scientific_journal-11608	26	26	ml	ml	NOUN
american_scientific_journal-11608	26	27	’s	’s	PART
american_scientific_journal-11608	26	28	role	role	NOUN
american_scientific_journal-11608	26	29	in	in	ADP
american_scientific_journal-11608	26	30	enhancing	enhance	VERB
american_scientific_journal-11608	26	31	test	test	NOUN
american_scientific_journal-11608	26	32	coverage	coverage	NOUN
american_scientific_journal-11608	26	33	and	and	CCONJ
american_scientific_journal-11608	26	34	diagnosis	diagnosis	NOUN
american_scientific_journal-11608	26	35	;	;	PUNCT
american_scientific_journal-11608	26	36	and	and	CCONJ
american_scientific_journal-11608	26	37	(	(	PUNCT
american_scientific_journal-11608	26	38	3	3	X
american_scientific_journal-11608	26	39	)	)	PUNCT
american_scientific_journal-11608	26	40	a	a	DET
american_scientific_journal-11608	26	41	conceptual	conceptual	ADJ
american_scientific_journal-11608	26	42	,	,	PUNCT
american_scientific_journal-11608	26	43	scalable	scalable	ADJ
american_scientific_journal-11608	26	44	pipeline	pipeline	NOUN
american_scientific_journal-11608	26	45	for	for	ADP
american_scientific_journal-11608	26	46	integrating	integrate	VERB
american_scientific_journal-11608	26	47	svms	svms	NOUN
american_scientific_journal-11608	26	48	,	,	PUNCT
american_scientific_journal-11608	26	49	anns	ann	NOUN
american_scientific_journal-11608	26	50	,	,	PUNCT
american_scientific_journal-11608	26	51	and	and	CCONJ
american_scientific_journal-11608	26	52	feature‑driven	feature‑driven	VERB
american_scientific_journal-11608	26	53	heuristics	heuristic	NOUN
american_scientific_journal-11608	26	54	into	into	ADP
american_scientific_journal-11608	26	55	structural	structural	ADJ
american_scientific_journal-11608	26	56	test	test	NOUN
american_scientific_journal-11608	26	57	processes	process	NOUN
american_scientific_journal-11608	26	58	.	.	PUNCT
american_scientific_journal-11608	27	1	2	2	X
american_scientific_journal-11608	27	2	.	.	X
american_scientific_journal-11608	27	3	overview	overview	NOUN
american_scientific_journal-11608	27	4	of	of	ADP
american_scientific_journal-11608	27	5	contemporary	contemporary	ADJ
american_scientific_journal-11608	27	6	dft	dft	PROPN
american_scientific_journal-11608	27	7	methods	method	NOUN
american_scientific_journal-11608	27	8	and	and	CCONJ
american_scientific_journal-11608	27	9	the	the	DET
american_scientific_journal-11608	27	10	role	role	NOUN
american_scientific_journal-11608	27	11	of	of	ADP
american_scientific_journal-11608	27	12	machine	machine	NOUN
american_scientific_journal-11608	27	13	learning	learn	VERB
american_scientific_journal-11608	27	14	design	design	NOUN
american_scientific_journal-11608	27	15	for	for	ADP
american_scientific_journal-11608	27	16	testability	testability	NOUN
american_scientific_journal-11608	27	17	(	(	PUNCT
american_scientific_journal-11608	27	18	dft	dft	NOUN
american_scientific_journal-11608	27	19	)	)	PUNCT
american_scientific_journal-11608	27	20	refers	refer	VERB
american_scientific_journal-11608	27	21	to	to	ADP
american_scientific_journal-11608	27	22	a	a	DET
american_scientific_journal-11608	27	23	suite	suite	NOUN
american_scientific_journal-11608	27	24	of	of	ADP
american_scientific_journal-11608	27	25	architectural	architectural	ADJ
american_scientific_journal-11608	27	26	and	and	CCONJ
american_scientific_journal-11608	27	27	methodological	methodological	ADJ
american_scientific_journal-11608	27	28	enhancements	enhancement	NOUN
american_scientific_journal-11608	27	29	integrated	integrate	VERB
american_scientific_journal-11608	27	30	into	into	ADP
american_scientific_journal-11608	27	31	an	an	DET
american_scientific_journal-11608	27	32	integrated	integrated	ADJ
american_scientific_journal-11608	27	33	circuit	circuit	NOUN
american_scientific_journal-11608	27	34	(	(	PUNCT
american_scientific_journal-11608	27	35	ic	ic	NUM
american_scientific_journal-11608	27	36	)	)	PUNCT
american_scientific_journal-11608	27	37	design	design	NOUN
american_scientific_journal-11608	27	38	with	with	ADP
american_scientific_journal-11608	27	39	the	the	DET
american_scientific_journal-11608	27	40	primary	primary	ADJ
american_scientific_journal-11608	27	41	goal	goal	NOUN
american_scientific_journal-11608	27	42	of	of	ADP
american_scientific_journal-11608	27	43	simplifying	simplify	VERB
american_scientific_journal-11608	27	44	test	test	NOUN
american_scientific_journal-11608	27	45	generation	generation	NOUN
american_scientific_journal-11608	27	46	,	,	PUNCT
american_scientific_journal-11608	27	47	execution	execution	NOUN
american_scientific_journal-11608	27	48	,	,	PUNCT
american_scientific_journal-11608	27	49	and	and	CCONJ
american_scientific_journal-11608	27	50	diagnosis	diagnosis	NOUN
american_scientific_journal-11608	27	51	[	[	X
american_scientific_journal-11608	27	52	1	1	NUM
american_scientific_journal-11608	27	53	,	,	PUNCT
american_scientific_journal-11608	27	54	2	2	NUM
american_scientific_journal-11608	27	55	]	]	PUNCT
american_scientific_journal-11608	27	56	.	.	PUNCT
american_scientific_journal-11608	28	1	among	among	ADP
american_scientific_journal-11608	28	2	the	the	DET
american_scientific_journal-11608	28	3	principal	principal	ADJ
american_scientific_journal-11608	28	4	dft	dft	PROPN
american_scientific_journal-11608	28	5	techniques	technique	NOUN
american_scientific_journal-11608	28	6	are	be	AUX
american_scientific_journal-11608	28	7	the	the	DET
american_scientific_journal-11608	28	8	following	following	NOUN
american_scientific_journal-11608	28	9	:	:	PUNCT
american_scientific_journal-11608	28	10	1	1	X
american_scientific_journal-11608	28	11	.	.	X
american_scientific_journal-11608	28	12	scan	scan	ADJ
american_scientific_journal-11608	28	13	test	test	NOUN
american_scientific_journal-11608	28	14	and	and	CCONJ
american_scientific_journal-11608	28	15	automatic	automatic	ADJ
american_scientific_journal-11608	28	16	test	test	NOUN
american_scientific_journal-11608	28	17	pattern	pattern	NOUN
american_scientific_journal-11608	28	18	generation	generation	NOUN
american_scientific_journal-11608	28	19	(	(	PUNCT
american_scientific_journal-11608	28	20	atpg	atpg	PROPN
american_scientific_journal-11608	28	21	)	)	PUNCT
american_scientific_journal-11608	28	22	.	.	PUNCT
american_scientific_journal-11608	29	1	in	in	ADP
american_scientific_journal-11608	29	2	a	a	DET
american_scientific_journal-11608	29	3	scan	scan	NOUN
american_scientific_journal-11608	29	4	-	-	PUNCT
american_scientific_journal-11608	29	5	based	base	VERB
american_scientific_journal-11608	29	6	design	design	NOUN
american_scientific_journal-11608	29	7	,	,	PUNCT
american_scientific_journal-11608	29	8	most	most	ADV
american_scientific_journal-11608	29	9	sequential	sequential	ADJ
american_scientific_journal-11608	29	10	elements	element	NOUN
american_scientific_journal-11608	29	11	(	(	PUNCT
american_scientific_journal-11608	29	12	flip	flip	NOUN
american_scientific_journal-11608	29	13	-	-	PUNCT
american_scientific_journal-11608	29	14	flops	flop	NOUN
american_scientific_journal-11608	29	15	or	or	CCONJ
american_scientific_journal-11608	29	16	latches	latch	NOUN
american_scientific_journal-11608	29	17	)	)	PUNCT
american_scientific_journal-11608	29	18	are	be	AUX
american_scientific_journal-11608	29	19	arranged	arrange	VERB
american_scientific_journal-11608	29	20	into	into	ADP
american_scientific_journal-11608	29	21	one	one	NUM
american_scientific_journal-11608	29	22	or	or	CCONJ
american_scientific_journal-11608	29	23	more	more	ADJ
american_scientific_journal-11608	29	24	shift	shift	NOUN
american_scientific_journal-11608	29	25	-	-	PUNCT
american_scientific_journal-11608	29	26	register	register	NOUN
american_scientific_journal-11608	29	27	chains	chain	NOUN
american_scientific_journal-11608	29	28	,	,	PUNCT
american_scientific_journal-11608	29	29	known	know	VERB
american_scientific_journal-11608	29	30	as	as	ADP
american_scientific_journal-11608	29	31	scan	scan	ADJ
american_scientific_journal-11608	29	32	chains	chain	NOUN
american_scientific_journal-11608	29	33	.	.	PUNCT
american_scientific_journal-11608	30	1	during	during	ADP
american_scientific_journal-11608	30	2	test	test	NOUN
american_scientific_journal-11608	30	3	mode	mode	NOUN
american_scientific_journal-11608	30	4	,	,	PUNCT
american_scientific_journal-11608	30	5	each	each	DET
american_scientific_journal-11608	30	6	chain	chain	NOUN
american_scientific_journal-11608	30	7	shifts	shift	NOUN
american_scientific_journal-11608	30	8	in	in	ADP
american_scientific_journal-11608	30	9	test	test	NOUN
american_scientific_journal-11608	30	10	data	datum	NOUN
american_scientific_journal-11608	30	11	and	and	CCONJ
american_scientific_journal-11608	30	12	shifts	shift	NOUN
american_scientific_journal-11608	30	13	out	out	ADP
american_scientific_journal-11608	30	14	captured	capture	VERB
american_scientific_journal-11608	30	15	responses	response	NOUN
american_scientific_journal-11608	30	16	,	,	PUNCT
american_scientific_journal-11608	30	17	enabling	enable	VERB
american_scientific_journal-11608	30	18	precise	precise	ADJ
american_scientific_journal-11608	30	19	control	control	NOUN
american_scientific_journal-11608	30	20	and	and	CCONJ
american_scientific_journal-11608	30	21	observation	observation	NOUN
american_scientific_journal-11608	30	22	of	of	ADP
american_scientific_journal-11608	30	23	internal	internal	ADJ
american_scientific_journal-11608	30	24	circuit	circuit	NOUN
american_scientific_journal-11608	30	25	nodes	node	NOUN
american_scientific_journal-11608	30	26	[	[	X
american_scientific_journal-11608	30	27	12	12	NUM
american_scientific_journal-11608	30	28	]	]	PUNCT
american_scientific_journal-11608	30	29	.	.	PUNCT
american_scientific_journal-11608	31	1	this	this	DET
american_scientific_journal-11608	31	2	structural	structural	ADJ
american_scientific_journal-11608	31	3	test	test	NOUN
american_scientific_journal-11608	31	4	approach	approach	NOUN
american_scientific_journal-11608	31	5	largely	largely	ADV
american_scientific_journal-11608	31	6	relies	rely	VERB
american_scientific_journal-11608	31	7	on	on	ADP
american_scientific_journal-11608	31	8	atpg	atpg	PROPN
american_scientific_journal-11608	31	9	,	,	PUNCT
american_scientific_journal-11608	31	10	which	which	PRON
american_scientific_journal-11608	31	11	algorithmically	algorithmically	ADV
american_scientific_journal-11608	31	12	generates	generate	VERB
american_scientific_journal-11608	31	13	input	input	NOUN
american_scientific_journal-11608	31	14	patterns	pattern	NOUN
american_scientific_journal-11608	31	15	to	to	PART
american_scientific_journal-11608	31	16	detect	detect	VERB
american_scientific_journal-11608	31	17	modeled	model	VERB
american_scientific_journal-11608	31	18	faults	fault	NOUN
american_scientific_journal-11608	31	19	(	(	PUNCT
american_scientific_journal-11608	31	20	e.g.	e.g.	ADV
american_scientific_journal-11608	31	21	,	,	PUNCT
american_scientific_journal-11608	31	22	stuck	stick	VERB
american_scientific_journal-11608	31	23	-	-	PUNCT
american_scientific_journal-11608	31	24	at	at	NOUN
american_scientific_journal-11608	31	25	,	,	PUNCT
american_scientific_journal-11608	31	26	bridging	bridging	NOUN
american_scientific_journal-11608	31	27	)	)	PUNCT
american_scientific_journal-11608	31	28	at	at	ADP
american_scientific_journal-11608	31	29	high	high	ADJ
american_scientific_journal-11608	31	30	coverage	coverage	NOUN
american_scientific_journal-11608	31	31	.	.	PUNCT
american_scientific_journal-11608	32	1	however	however	ADV
american_scientific_journal-11608	32	2	,	,	PUNCT
american_scientific_journal-11608	32	3	as	as	ADP
american_scientific_journal-11608	32	4	circuit	circuit	NOUN
american_scientific_journal-11608	32	5	complexity	complexity	NOUN
american_scientific_journal-11608	32	6	soars	soar	NOUN
american_scientific_journal-11608	32	7	,	,	PUNCT
american_scientific_journal-11608	32	8	conventional	conventional	ADJ
american_scientific_journal-11608	32	9	atpg	atpg	NOUN
american_scientific_journal-11608	32	10	must	must	AUX
american_scientific_journal-11608	32	11	explore	explore	VERB
american_scientific_journal-11608	32	12	exponentially	exponentially	ADV
american_scientific_journal-11608	32	13	growing	grow	VERB
american_scientific_journal-11608	32	14	input	input	NOUN
american_scientific_journal-11608	32	15	spaces	space	NOUN
american_scientific_journal-11608	32	16	,	,	PUNCT
american_scientific_journal-11608	32	17	often	often	ADV
american_scientific_journal-11608	32	18	leading	lead	VERB
american_scientific_journal-11608	32	19	to	to	ADP
american_scientific_journal-11608	32	20	significant	significant	ADJ
american_scientific_journal-11608	32	21	computational	computational	ADJ
american_scientific_journal-11608	32	22	burdens	burden	NOUN
american_scientific_journal-11608	32	23	.	.	PUNCT
american_scientific_journal-11608	33	1	2	2	X
american_scientific_journal-11608	33	2	.	.	NUM
american_scientific_journal-11608	33	3	built	build	VERB
american_scientific_journal-11608	33	4	-	-	PUNCT
american_scientific_journal-11608	33	5	in	in	ADP
american_scientific_journal-11608	33	6	self	self	NOUN
american_scientific_journal-11608	33	7	-	-	PUNCT
american_scientific_journal-11608	33	8	test	test	NOUN
american_scientific_journal-11608	33	9	(	(	PUNCT
american_scientific_journal-11608	33	10	bist	bist	NOUN
american_scientific_journal-11608	33	11	)	)	PUNCT
american_scientific_journal-11608	33	12	.	.	PUNCT
american_scientific_journal-11608	34	1	bist	bist	PROPN
american_scientific_journal-11608	34	2	endows	endow	VERB
american_scientific_journal-11608	34	3	the	the	DET
american_scientific_journal-11608	34	4	chip	chip	NOUN
american_scientific_journal-11608	34	5	with	with	ADP
american_scientific_journal-11608	34	6	hardware	hardware	NOUN
american_scientific_journal-11608	34	7	to	to	PART
american_scientific_journal-11608	34	8	generate	generate	VERB
american_scientific_journal-11608	34	9	test	test	NOUN
american_scientific_journal-11608	34	10	stimuli	stimulus	NOUN
american_scientific_journal-11608	34	11	and	and	CCONJ
american_scientific_journal-11608	34	12	analyze	analyze	VERB
american_scientific_journal-11608	34	13	american	american	ADJ
american_scientific_journal-11608	34	14	academic	academic	ADJ
american_scientific_journal-11608	34	15	scientific	scientific	ADJ
american_scientific_journal-11608	34	16	research	research	NOUN
american_scientific_journal-11608	34	17	journal	journal	NOUN
american_scientific_journal-11608	34	18	for	for	ADP
american_scientific_journal-11608	34	19	engineering	engineering	NOUN
american_scientific_journal-11608	34	20	,	,	PUNCT
american_scientific_journal-11608	34	21	technology	technology	NOUN
american_scientific_journal-11608	34	22	,	,	PUNCT
american_scientific_journal-11608	34	23	and	and	CCONJ
american_scientific_journal-11608	34	24	sciences	science	NOUN
american_scientific_journal-11608	34	25	(	(	PUNCT
american_scientific_journal-11608	34	26	asrjets	asrjet	NOUN
american_scientific_journal-11608	34	27	)	)	PUNCT
american_scientific_journal-11608	34	28	volume	volume	NOUN
american_scientific_journal-11608	34	29	101	101	NUM
american_scientific_journal-11608	34	30	,	,	PUNCT
american_scientific_journal-11608	34	31	no	no	DET
american_scientific_journal-11608	34	32	1	1	NUM
american_scientific_journal-11608	34	33	,	,	PUNCT
american_scientific_journal-11608	34	34	pp	pp	ADV
american_scientific_journal-11608	34	35	325	325	NUM
american_scientific_journal-11608	34	36	-	-	SYM
american_scientific_journal-11608	34	37	334	334	NUM
american_scientific_journal-11608	34	38	327	327	NUM
american_scientific_journal-11608	34	39	outputs	output	NOUN
american_scientific_journal-11608	34	40	internally	internally	ADV
american_scientific_journal-11608	34	41	,	,	PUNCT
american_scientific_journal-11608	34	42	thereby	thereby	ADV
american_scientific_journal-11608	34	43	reducing	reduce	VERB
american_scientific_journal-11608	34	44	reliance	reliance	NOUN
american_scientific_journal-11608	34	45	on	on	ADP
american_scientific_journal-11608	34	46	external	external	ADJ
american_scientific_journal-11608	34	47	automated	automate	VERB
american_scientific_journal-11608	34	48	test	test	NOUN
american_scientific_journal-11608	34	49	equipment	equipment	NOUN
american_scientific_journal-11608	34	50	(	(	PUNCT
american_scientific_journal-11608	34	51	ate	ate	NOUN
american_scientific_journal-11608	34	52	)	)	PUNCT
american_scientific_journal-11608	35	1	[	[	X
american_scientific_journal-11608	35	2	13	13	NUM
american_scientific_journal-11608	35	3	]	]	PUNCT
american_scientific_journal-11608	35	4	.	.	PUNCT
american_scientific_journal-11608	36	1	typical	typical	ADJ
american_scientific_journal-11608	36	2	bist	bist	ADJ
american_scientific_journal-11608	36	3	logic	logic	NOUN
american_scientific_journal-11608	36	4	includes	include	VERB
american_scientific_journal-11608	36	5	a	a	DET
american_scientific_journal-11608	36	6	linear	linear	ADJ
american_scientific_journal-11608	36	7	feedback	feedback	NOUN
american_scientific_journal-11608	36	8	shift	shift	NOUN
american_scientific_journal-11608	36	9	register	register	NOUN
american_scientific_journal-11608	36	10	(	(	PUNCT
american_scientific_journal-11608	36	11	lfsr	lfsr	X
american_scientific_journal-11608	36	12	)	)	PUNCT
american_scientific_journal-11608	36	13	for	for	ADP
american_scientific_journal-11608	36	14	pseudo	pseudo	NOUN
american_scientific_journal-11608	36	15	-	-	ADJ
american_scientific_journal-11608	36	16	random	random	ADJ
american_scientific_journal-11608	36	17	pattern	pattern	NOUN
american_scientific_journal-11608	36	18	generation	generation	NOUN
american_scientific_journal-11608	36	19	and	and	CCONJ
american_scientific_journal-11608	36	20	a	a	DET
american_scientific_journal-11608	36	21	multiple	multiple	ADJ
american_scientific_journal-11608	36	22	-	-	PUNCT
american_scientific_journal-11608	36	23	input	input	NOUN
american_scientific_journal-11608	36	24	signature	signature	NOUN
american_scientific_journal-11608	36	25	register	register	NOUN
american_scientific_journal-11608	36	26	(	(	PUNCT
american_scientific_journal-11608	36	27	misr	misr	NOUN
american_scientific_journal-11608	36	28	)	)	PUNCT
american_scientific_journal-11608	36	29	for	for	ADP
american_scientific_journal-11608	36	30	response	response	NOUN
american_scientific_journal-11608	36	31	compaction	compaction	NOUN
american_scientific_journal-11608	36	32	.	.	PUNCT
american_scientific_journal-11608	37	1	by	by	ADP
american_scientific_journal-11608	37	2	localizing	localize	VERB
american_scientific_journal-11608	37	3	the	the	DET
american_scientific_journal-11608	37	4	test	test	NOUN
american_scientific_journal-11608	37	5	generation	generation	NOUN
american_scientific_journal-11608	37	6	and	and	CCONJ
american_scientific_journal-11608	37	7	analysis	analysis	NOUN
american_scientific_journal-11608	37	8	on	on	ADP
american_scientific_journal-11608	37	9	-	-	PUNCT
american_scientific_journal-11608	37	10	chip	chip	NOUN
american_scientific_journal-11608	37	11	,	,	PUNCT
american_scientific_journal-11608	37	12	bist	bist	NOUN
american_scientific_journal-11608	37	13	enables	enable	VERB
american_scientific_journal-11608	37	14	at	at	ADP
american_scientific_journal-11608	37	15	-	-	PUNCT
american_scientific_journal-11608	37	16	speed	speed	NOUN
american_scientific_journal-11608	37	17	testing	testing	NOUN
american_scientific_journal-11608	37	18	and	and	CCONJ
american_scientific_journal-11608	37	19	can	can	AUX
american_scientific_journal-11608	37	20	detect	detect	VERB
american_scientific_journal-11608	37	21	delay	delay	NOUN
american_scientific_journal-11608	37	22	faults	fault	NOUN
american_scientific_journal-11608	37	23	missed	miss	VERB
american_scientific_journal-11608	37	24	by	by	ADP
american_scientific_journal-11608	37	25	slower	slow	ADJ
american_scientific_journal-11608	37	26	external	external	ADJ
american_scientific_journal-11608	37	27	testers	tester	NOUN
american_scientific_journal-11608	37	28	.	.	PUNCT
american_scientific_journal-11608	38	1	bist	bist	NOUN
american_scientific_journal-11608	38	2	is	be	AUX
american_scientific_journal-11608	38	3	extensively	extensively	ADV
american_scientific_journal-11608	38	4	employed	employ	VERB
american_scientific_journal-11608	38	5	in	in	ADP
american_scientific_journal-11608	38	6	memory	memory	NOUN
american_scientific_journal-11608	38	7	subsystems	subsystem	NOUN
american_scientific_journal-11608	38	8	(	(	PUNCT
american_scientific_journal-11608	38	9	self	self	NOUN
american_scientific_journal-11608	38	10	-	-	PUNCT
american_scientific_journal-11608	38	11	repair	repair	NOUN
american_scientific_journal-11608	38	12	strategies	strategy	NOUN
american_scientific_journal-11608	38	13	)	)	PUNCT
american_scientific_journal-11608	38	14	and	and	CCONJ
american_scientific_journal-11608	38	15	increasingly	increasingly	ADV
american_scientific_journal-11608	38	16	in	in	ADP
american_scientific_journal-11608	38	17	high	high	ADJ
american_scientific_journal-11608	38	18	-	-	PUNCT
american_scientific_journal-11608	38	19	speed	speed	NOUN
american_scientific_journal-11608	38	20	soc	soc	NOUN
american_scientific_journal-11608	38	21	blocks	block	NOUN
american_scientific_journal-11608	38	22	.	.	PUNCT
american_scientific_journal-11608	39	1	3	3	X
american_scientific_journal-11608	39	2	.	.	X
american_scientific_journal-11608	39	3	boundary	boundary	ADJ
american_scientific_journal-11608	39	4	scan	scan	PROPN
american_scientific_journal-11608	39	5	and	and	CCONJ
american_scientific_journal-11608	39	6	board	board	NOUN
american_scientific_journal-11608	39	7	-	-	PUNCT
american_scientific_journal-11608	39	8	level	level	NOUN
american_scientific_journal-11608	39	9	testing	testing	NOUN
american_scientific_journal-11608	39	10	.	.	PUNCT
american_scientific_journal-11608	40	1	the	the	DET
american_scientific_journal-11608	40	2	boundary	boundary	ADJ
american_scientific_journal-11608	40	3	scan	scan	PROPN
american_scientific_journal-11608	40	4	standard	standard	NOUN
american_scientific_journal-11608	40	5	(	(	PUNCT
american_scientific_journal-11608	40	6	ieee	ieee	NOUN
american_scientific_journal-11608	40	7	1149.1	1149.1	NUM
american_scientific_journal-11608	40	8	)	)	PUNCT
american_scientific_journal-11608	40	9	allows	allow	VERB
american_scientific_journal-11608	40	10	for	for	ADP
american_scientific_journal-11608	40	11	a	a	DET
american_scientific_journal-11608	40	12	daisychained	daisychained	ADJ
american_scientific_journal-11608	40	13	control	control	NOUN
american_scientific_journal-11608	40	14	of	of	ADP
american_scientific_journal-11608	40	15	ic	ic	PROPN
american_scientific_journal-11608	40	16	i	i	PROPN
american_scientific_journal-11608	40	17	/	/	SYM
american_scientific_journal-11608	40	18	os	os	NOUN
american_scientific_journal-11608	40	19	via	via	ADP
american_scientific_journal-11608	40	20	a	a	DET
american_scientific_journal-11608	40	21	test	test	NOUN
american_scientific_journal-11608	40	22	access	access	NOUN
american_scientific_journal-11608	40	23	port	port	NOUN
american_scientific_journal-11608	40	24	(	(	PUNCT
american_scientific_journal-11608	40	25	tap	tap	NOUN
american_scientific_journal-11608	40	26	)	)	PUNCT
american_scientific_journal-11608	40	27	,	,	PUNCT
american_scientific_journal-11608	40	28	providing	provide	VERB
american_scientific_journal-11608	40	29	effective	effective	ADJ
american_scientific_journal-11608	40	30	board	board	NOUN
american_scientific_journal-11608	40	31	-	-	PUNCT
american_scientific_journal-11608	40	32	level	level	NOUN
american_scientific_journal-11608	40	33	diagnosis	diagnosis	NOUN
american_scientific_journal-11608	40	34	without	without	ADP
american_scientific_journal-11608	40	35	physical	physical	ADJ
american_scientific_journal-11608	40	36	probing	probing	NOUN
american_scientific_journal-11608	40	37	.	.	PUNCT
american_scientific_journal-11608	41	1	this	this	DET
american_scientific_journal-11608	41	2	methodology	methodology	NOUN
american_scientific_journal-11608	41	3	plays	play	VERB
american_scientific_journal-11608	41	4	a	a	DET
american_scientific_journal-11608	41	5	crucial	crucial	ADJ
american_scientific_journal-11608	41	6	role	role	NOUN
american_scientific_journal-11608	41	7	in	in	ADP
american_scientific_journal-11608	41	8	swiftly	swiftly	ADV
american_scientific_journal-11608	41	9	localizing	localize	VERB
american_scientific_journal-11608	41	10	interconnect	interconnect	NOUN
american_scientific_journal-11608	41	11	defects	defect	NOUN
american_scientific_journal-11608	41	12	on	on	ADP
american_scientific_journal-11608	41	13	complex	complex	ADJ
american_scientific_journal-11608	41	14	multi	multi	ADJ
american_scientific_journal-11608	41	15	-	-	ADJ
american_scientific_journal-11608	41	16	layer	layer	ADJ
american_scientific_journal-11608	41	17	printed	print	VERB
american_scientific_journal-11608	41	18	circuit	circuit	NOUN
american_scientific_journal-11608	41	19	boards	board	NOUN
american_scientific_journal-11608	41	20	(	(	PUNCT
american_scientific_journal-11608	41	21	pcbs	pcbs	PROPN
american_scientific_journal-11608	41	22	)	)	PUNCT
american_scientific_journal-11608	41	23	,	,	PUNCT
american_scientific_journal-11608	41	24	especially	especially	ADV
american_scientific_journal-11608	41	25	when	when	SCONJ
american_scientific_journal-11608	41	26	physical	physical	ADJ
american_scientific_journal-11608	41	27	access	access	NOUN
american_scientific_journal-11608	41	28	is	be	AUX
american_scientific_journal-11608	41	29	limited	limit	VERB
american_scientific_journal-11608	41	30	[	[	X
american_scientific_journal-11608	41	31	1	1	NUM
american_scientific_journal-11608	41	32	]	]	PUNCT
american_scientific_journal-11608	41	33	.	.	PUNCT
american_scientific_journal-11608	42	1	4	4	X
american_scientific_journal-11608	42	2	.	.	X
american_scientific_journal-11608	42	3	memory	memory	NOUN
american_scientific_journal-11608	42	4	and	and	CCONJ
american_scientific_journal-11608	42	5	analog	analog	ADJ
american_scientific_journal-11608	42	6	bist	bist	NOUN
american_scientific_journal-11608	42	7	.	.	PUNCT
american_scientific_journal-11608	43	1	memory	memory	NOUN
american_scientific_journal-11608	43	2	bist	bist	NOUN
american_scientific_journal-11608	43	3	targets	target	NOUN
american_scientific_journal-11608	43	4	on	on	ADP
american_scientific_journal-11608	43	5	-	-	PUNCT
american_scientific_journal-11608	43	6	chip	chip	NOUN
american_scientific_journal-11608	43	7	static	static	ADJ
american_scientific_journal-11608	43	8	ram	ram	NOUN
american_scientific_journal-11608	43	9	(	(	PUNCT
american_scientific_journal-11608	43	10	sram	sram	PROPN
american_scientific_journal-11608	43	11	)	)	PUNCT
american_scientific_journal-11608	43	12	,	,	PUNCT
american_scientific_journal-11608	43	13	dynamic	dynamic	ADJ
american_scientific_journal-11608	43	14	ram	ram	NOUN
american_scientific_journal-11608	43	15	(	(	PUNCT
american_scientific_journal-11608	43	16	dram	dram	PROPN
american_scientific_journal-11608	43	17	)	)	PUNCT
american_scientific_journal-11608	43	18	,	,	PUNCT
american_scientific_journal-11608	43	19	or	or	CCONJ
american_scientific_journal-11608	43	20	embedded	embed	VERB
american_scientific_journal-11608	43	21	flash	flash	NOUN
american_scientific_journal-11608	43	22	arrays	array	VERB
american_scientific_journal-11608	43	23	through	through	ADP
american_scientific_journal-11608	43	24	specialized	specialized	ADJ
american_scientific_journal-11608	43	25	march	march	PROPN
american_scientific_journal-11608	43	26	algorithms	algorithm	NOUN
american_scientific_journal-11608	43	27	and	and	CCONJ
american_scientific_journal-11608	43	28	redundancy	redundancy	NOUN
american_scientific_journal-11608	43	29	repair	repair	NOUN
american_scientific_journal-11608	43	30	logics	logic	NOUN
american_scientific_journal-11608	43	31	(	(	PUNCT
american_scientific_journal-11608	43	32	daher	daher	PROPN
american_scientific_journal-11608	43	33	,	,	PUNCT
american_scientific_journal-11608	43	34	nassar	nassar	PROPN
american_scientific_journal-11608	43	35	,	,	PUNCT
american_scientific_journal-11608	43	36	&	&	CCONJ
american_scientific_journal-11608	43	37	youssef	youssef	PROPN
american_scientific_journal-11608	43	38	,	,	PUNCT
american_scientific_journal-11608	43	39	2019	2019	NUM
american_scientific_journal-11608	43	40	)	)	PUNCT
american_scientific_journal-11608	43	41	.	.	PUNCT
american_scientific_journal-11608	44	1	similarly	similarly	ADV
american_scientific_journal-11608	44	2	,	,	PUNCT
american_scientific_journal-11608	44	3	for	for	ADP
american_scientific_journal-11608	44	4	analog	analog	NOUN
american_scientific_journal-11608	44	5	or	or	CCONJ
american_scientific_journal-11608	44	6	mixed	mixed	ADJ
american_scientific_journal-11608	44	7	-	-	PUNCT
american_scientific_journal-11608	44	8	signal	signal	NOUN
american_scientific_journal-11608	44	9	blocks	block	NOUN
american_scientific_journal-11608	44	10	,	,	PUNCT
american_scientific_journal-11608	44	11	a	a	DET
american_scientific_journal-11608	44	12	suite	suite	NOUN
american_scientific_journal-11608	44	13	of	of	ADP
american_scientific_journal-11608	44	14	alternate	alternate	ADJ
american_scientific_journal-11608	44	15	test	test	NOUN
american_scientific_journal-11608	44	16	or	or	CCONJ
american_scientific_journal-11608	44	17	sensor	sensor	NOUN
american_scientific_journal-11608	44	18	-	-	PUNCT
american_scientific_journal-11608	44	19	based	base	VERB
american_scientific_journal-11608	44	20	bist	bist	NOUN
american_scientific_journal-11608	44	21	has	have	AUX
american_scientific_journal-11608	44	22	emerged	emerge	VERB
american_scientific_journal-11608	44	23	–	–	PUNCT
american_scientific_journal-11608	44	24	though	though	SCONJ
american_scientific_journal-11608	44	25	these	these	DET
american_scientific_journal-11608	44	26	test	test	NOUN
american_scientific_journal-11608	44	27	insertions	insertion	NOUN
american_scientific_journal-11608	44	28	often	often	ADV
american_scientific_journal-11608	44	29	demand	demand	VERB
american_scientific_journal-11608	44	30	custom	custom	NOUN
american_scientific_journal-11608	44	31	analog	analog	NOUN
american_scientific_journal-11608	44	32	front	front	NOUN
american_scientific_journal-11608	44	33	-	-	PUNCT
american_scientific_journal-11608	44	34	ends	end	NOUN
american_scientific_journal-11608	45	1	[	[	X
american_scientific_journal-11608	45	2	9	9	NUM
american_scientific_journal-11608	45	3	]	]	PUNCT
american_scientific_journal-11608	45	4	.	.	PUNCT
american_scientific_journal-11608	46	1	incorporating	incorporate	VERB
american_scientific_journal-11608	46	2	these	these	DET
american_scientific_journal-11608	46	3	dft	dft	PROPN
american_scientific_journal-11608	46	4	structures	structure	NOUN
american_scientific_journal-11608	46	5	provides	provide	VERB
american_scientific_journal-11608	46	6	strong	strong	ADJ
american_scientific_journal-11608	46	7	observability	observability	NOUN
american_scientific_journal-11608	46	8	and	and	CCONJ
american_scientific_journal-11608	46	9	controllability	controllability	NOUN
american_scientific_journal-11608	46	10	essential	essential	ADJ
american_scientific_journal-11608	46	11	for	for	ADP
american_scientific_journal-11608	46	12	diagnosing	diagnose	VERB
american_scientific_journal-11608	46	13	faults	fault	NOUN
american_scientific_journal-11608	46	14	,	,	PUNCT
american_scientific_journal-11608	46	15	but	but	CCONJ
american_scientific_journal-11608	46	16	it	it	PRON
american_scientific_journal-11608	46	17	also	also	ADV
american_scientific_journal-11608	46	18	introduces	introduce	VERB
american_scientific_journal-11608	46	19	design	design	NOUN
american_scientific_journal-11608	46	20	overhead	overhead	ADV
american_scientific_journal-11608	46	21	(	(	PUNCT
american_scientific_journal-11608	46	22	area	area	NOUN
american_scientific_journal-11608	46	23	/	/	SYM
american_scientific_journal-11608	46	24	time	time	NOUN
american_scientific_journal-11608	46	25	)	)	PUNCT
american_scientific_journal-11608	46	26	.	.	PUNCT
american_scientific_journal-11608	47	1	as	as	SCONJ
american_scientific_journal-11608	47	2	highlighted	highlight	VERB
american_scientific_journal-11608	47	3	in	in	ADP
american_scientific_journal-11608	47	4	[	[	X
american_scientific_journal-11608	47	5	9	9	NUM
american_scientific_journal-11608	47	6	]	]	PUNCT
american_scientific_journal-11608	47	7	,	,	PUNCT
american_scientific_journal-11608	47	8	the	the	DET
american_scientific_journal-11608	47	9	continual	continual	ADJ
american_scientific_journal-11608	47	10	rise	rise	NOUN
american_scientific_journal-11608	47	11	in	in	ADP
american_scientific_journal-11608	47	12	transistor	transistor	NOUN
american_scientific_journal-11608	47	13	count	count	NOUN
american_scientific_journal-11608	47	14	and	and	CCONJ
american_scientific_journal-11608	47	15	advanced	advanced	ADJ
american_scientific_journal-11608	47	16	packaging	packaging	NOUN
american_scientific_journal-11608	47	17	(	(	PUNCT
american_scientific_journal-11608	47	18	e.g.	e.g.	ADV
american_scientific_journal-11608	47	19	,	,	PUNCT
american_scientific_journal-11608	47	20	multi	multi	ADJ
american_scientific_journal-11608	47	21	-	-	ADJ
american_scientific_journal-11608	47	22	die	die	ADJ
american_scientific_journal-11608	47	23	systems	system	NOUN
american_scientific_journal-11608	47	24	)	)	PUNCT
american_scientific_journal-11608	47	25	prompts	prompt	NOUN
american_scientific_journal-11608	47	26	re	re	NOUN
american_scientific_journal-11608	47	27	-	-	NOUN
american_scientific_journal-11608	47	28	evaluation	evaluation	NOUN
american_scientific_journal-11608	47	29	of	of	ADP
american_scientific_journal-11608	47	30	classical	classical	ADJ
american_scientific_journal-11608	47	31	dft	dft	NOUN
american_scientific_journal-11608	47	32	flows	flow	NOUN
american_scientific_journal-11608	47	33	,	,	PUNCT
american_scientific_journal-11608	47	34	particularly	particularly	ADV
american_scientific_journal-11608	47	35	in	in	ADP
american_scientific_journal-11608	47	36	the	the	DET
american_scientific_journal-11608	47	37	face	face	NOUN
american_scientific_journal-11608	47	38	of	of	ADP
american_scientific_journal-11608	47	39	novel	novel	ADJ
american_scientific_journal-11608	47	40	defect	defect	NOUN
american_scientific_journal-11608	47	41	mechanisms	mechanism	NOUN
american_scientific_journal-11608	47	42	and	and	CCONJ
american_scientific_journal-11608	47	43	cost	cost	NOUN
american_scientific_journal-11608	47	44	constraints	constraint	NOUN
american_scientific_journal-11608	47	45	.	.	PUNCT
american_scientific_journal-11608	48	1	as	as	SCONJ
american_scientific_journal-11608	48	2	illustrated	illustrate	VERB
american_scientific_journal-11608	48	3	in	in	ADP
american_scientific_journal-11608	48	4	thakur	thakur	PROPN
american_scientific_journal-11608	48	5	and	and	CCONJ
american_scientific_journal-11608	48	6	his	his	PRON
american_scientific_journal-11608	48	7	colleagues	colleague	NOUN
american_scientific_journal-11608	48	8	[	[	X
american_scientific_journal-11608	48	9	9	9	NUM
american_scientific_journal-11608	48	10	]	]	PUNCT
american_scientific_journal-11608	48	11	(	(	PUNCT
american_scientific_journal-11608	48	12	fig	fig	NOUN
american_scientific_journal-11608	48	13	.	.	PUNCT
american_scientific_journal-11608	49	1	1	1	NUM
american_scientific_journal-11608	49	2	)	)	PUNCT
american_scientific_journal-11608	49	3	,	,	PUNCT
american_scientific_journal-11608	49	4	one	one	NUM
american_scientific_journal-11608	49	5	example	example	NOUN
american_scientific_journal-11608	49	6	of	of	ADP
american_scientific_journal-11608	49	7	a	a	DET
american_scientific_journal-11608	49	8	bridging	bridging	NOUN
american_scientific_journal-11608	49	9	-	-	PUNCT
american_scientific_journal-11608	49	10	defect	defect	NOUN
american_scientific_journal-11608	49	11	classification	classification	NOUN
american_scientific_journal-11608	49	12	flow	flow	NOUN
american_scientific_journal-11608	49	13	under	under	ADP
american_scientific_journal-11608	49	14	a	a	DET
american_scientific_journal-11608	49	15	structural	structural	ADJ
american_scientific_journal-11608	49	16	test	test	NOUN
american_scientific_journal-11608	49	17	approach	approach	NOUN
american_scientific_journal-11608	49	18	involves	involve	VERB
american_scientific_journal-11608	49	19	combining	combine	VERB
american_scientific_journal-11608	49	20	the	the	DET
american_scientific_journal-11608	49	21	structural	structural	ADJ
american_scientific_journal-11608	49	22	netlist	netlist	NOUN
american_scientific_journal-11608	49	23	,	,	PUNCT
american_scientific_journal-11608	49	24	simulation	simulation	NOUN
american_scientific_journal-11608	49	25	-	-	PUNCT
american_scientific_journal-11608	49	26	based	base	VERB
american_scientific_journal-11608	49	27	fault	fault	NOUN
american_scientific_journal-11608	49	28	analysis	analysis	NOUN
american_scientific_journal-11608	49	29	,	,	PUNCT
american_scientific_journal-11608	49	30	and	and	CCONJ
american_scientific_journal-11608	49	31	dedicated	dedicate	VERB
american_scientific_journal-11608	49	32	dft	dft	PROPN
american_scientific_journal-11608	49	33	hooks	hook	NOUN
american_scientific_journal-11608	49	34	(	(	PUNCT
american_scientific_journal-11608	49	35	e.g.	e.g.	ADV
american_scientific_journal-11608	49	36	,	,	PUNCT
american_scientific_journal-11608	49	37	scan	scan	ADJ
american_scientific_journal-11608	49	38	paths	path	NOUN
american_scientific_journal-11608	49	39	,	,	PUNCT
american_scientific_journal-11608	49	40	controllability	controllability	NOUN
american_scientific_journal-11608	49	41	/	/	SYM
american_scientific_journal-11608	49	42	observability	observability	NOUN
american_scientific_journal-11608	49	43	points	point	NOUN
american_scientific_journal-11608	49	44	)	)	PUNCT
american_scientific_journal-11608	49	45	.	.	PUNCT
american_scientific_journal-11608	50	1	this	this	DET
american_scientific_journal-11608	50	2	flow	flow	NOUN
american_scientific_journal-11608	50	3	leads	lead	VERB
american_scientific_journal-11608	50	4	into	into	ADP
american_scientific_journal-11608	50	5	a	a	DET
american_scientific_journal-11608	50	6	classification	classification	NOUN
american_scientific_journal-11608	50	7	stage	stage	NOUN
american_scientific_journal-11608	50	8	,	,	PUNCT
american_scientific_journal-11608	50	9	which	which	PRON
american_scientific_journal-11608	50	10	can	can	AUX
american_scientific_journal-11608	50	11	be	be	AUX
american_scientific_journal-11608	50	12	augmented	augment	VERB
american_scientific_journal-11608	50	13	by	by	ADP
american_scientific_journal-11608	50	14	pattern	pattern	NOUN
american_scientific_journal-11608	50	15	recognition	recognition	NOUN
american_scientific_journal-11608	50	16	or	or	CCONJ
american_scientific_journal-11608	50	17	machine	machine	NOUN
american_scientific_journal-11608	50	18	learning	learn	VERB
american_scientific_journal-11608	50	19	subroutines	subroutine	NOUN
american_scientific_journal-11608	50	20	.	.	PUNCT
american_scientific_journal-11608	51	1	such	such	DET
american_scientific_journal-11608	51	2	an	an	DET
american_scientific_journal-11608	51	3	approach	approach	NOUN
american_scientific_journal-11608	51	4	underscores	underscore	VERB
american_scientific_journal-11608	51	5	the	the	DET
american_scientific_journal-11608	51	6	central	central	ADJ
american_scientific_journal-11608	51	7	position	position	NOUN
american_scientific_journal-11608	51	8	of	of	ADP
american_scientific_journal-11608	51	9	dft	dft	NOUN
american_scientific_journal-11608	51	10	-	-	PUNCT
american_scientific_journal-11608	51	11	based	base	VERB
american_scientific_journal-11608	51	12	instrumentation	instrumentation	NOUN
american_scientific_journal-11608	51	13	and	and	CCONJ
american_scientific_journal-11608	51	14	data	datum	NOUN
american_scientific_journal-11608	51	15	collection	collection	NOUN
american_scientific_journal-11608	51	16	in	in	ADP
american_scientific_journal-11608	51	17	modern	modern	ADJ
american_scientific_journal-11608	51	18	test	test	NOUN
american_scientific_journal-11608	51	19	methodology	methodology	NOUN
american_scientific_journal-11608	51	20	.	.	PUNCT
american_scientific_journal-11608	52	1	figure	figure	NOUN
american_scientific_journal-11608	52	2	1	1	NUM
american_scientific_journal-11608	52	3	:	:	PUNCT
american_scientific_journal-11608	52	4	flow	flow	NOUN
american_scientific_journal-11608	52	5	for	for	ADP
american_scientific_journal-11608	52	6	the	the	DET
american_scientific_journal-11608	52	7	classification	classification	NOUN
american_scientific_journal-11608	52	8	of	of	ADP
american_scientific_journal-11608	52	9	bridging	bridge	VERB
american_scientific_journal-11608	52	10	defects	defect	NOUN
american_scientific_journal-11608	52	11	[	[	X
american_scientific_journal-11608	52	12	9	9	NUM
american_scientific_journal-11608	52	13	,	,	PUNCT
american_scientific_journal-11608	52	14	15	15	NUM
american_scientific_journal-11608	52	15	]	]	PUNCT
american_scientific_journal-11608	52	16	in	in	ADP
american_scientific_journal-11608	52	17	that	that	DET
american_scientific_journal-11608	52	18	figure	figure	NOUN
american_scientific_journal-11608	52	19	1	1	NUM
american_scientific_journal-11608	53	1	[	[	X
american_scientific_journal-11608	53	2	9	9	NUM
american_scientific_journal-11608	53	3	]	]	PUNCT
american_scientific_journal-11608	53	4	,	,	PUNCT
american_scientific_journal-11608	53	5	logical	logical	ADJ
american_scientific_journal-11608	53	6	and	and	CCONJ
american_scientific_journal-11608	53	7	physical	physical	ADJ
american_scientific_journal-11608	53	8	information	information	NOUN
american_scientific_journal-11608	53	9	about	about	ADP
american_scientific_journal-11608	53	10	potential	potential	ADJ
american_scientific_journal-11608	53	11	bridging	bridging	NOUN
american_scientific_journal-11608	53	12	paths	path	NOUN
american_scientific_journal-11608	53	13	is	be	AUX
american_scientific_journal-11608	53	14	integrated	integrate	VERB
american_scientific_journal-11608	53	15	with	with	ADP
american_scientific_journal-11608	53	16	output	output	NOUN
american_scientific_journal-11608	53	17	american	american	ADJ
american_scientific_journal-11608	53	18	academic	academic	PROPN
american_scientific_journal-11608	53	19	scientific	scientific	ADJ
american_scientific_journal-11608	53	20	research	research	NOUN
american_scientific_journal-11608	53	21	journal	journal	NOUN
american_scientific_journal-11608	53	22	for	for	ADP
american_scientific_journal-11608	53	23	engineering	engineering	NOUN
american_scientific_journal-11608	53	24	,	,	PUNCT
american_scientific_journal-11608	53	25	technology	technology	NOUN
american_scientific_journal-11608	53	26	,	,	PUNCT
american_scientific_journal-11608	53	27	and	and	CCONJ
american_scientific_journal-11608	53	28	sciences	science	NOUN
american_scientific_journal-11608	53	29	(	(	PUNCT
american_scientific_journal-11608	53	30	asrjets	asrjet	NOUN
american_scientific_journal-11608	53	31	)	)	PUNCT
american_scientific_journal-11608	53	32	volume	volume	NOUN
american_scientific_journal-11608	53	33	101	101	NUM
american_scientific_journal-11608	53	34	,	,	PUNCT
american_scientific_journal-11608	53	35	no	no	DET
american_scientific_journal-11608	53	36	1	1	NUM
american_scientific_journal-11608	53	37	,	,	PUNCT
american_scientific_journal-11608	53	38	pp	pp	ADV
american_scientific_journal-11608	53	39	325	325	NUM
american_scientific_journal-11608	53	40	-	-	SYM
american_scientific_journal-11608	53	41	334	334	NUM
american_scientific_journal-11608	53	42	328	328	NUM
american_scientific_journal-11608	53	43	responses	response	NOUN
american_scientific_journal-11608	53	44	from	from	ADP
american_scientific_journal-11608	53	45	scan	scan	NOUN
american_scientific_journal-11608	53	46	-	-	PUNCT
american_scientific_journal-11608	53	47	based	base	VERB
american_scientific_journal-11608	53	48	tests	test	NOUN
american_scientific_journal-11608	53	49	,	,	PUNCT
american_scientific_journal-11608	53	50	forming	form	VERB
american_scientific_journal-11608	53	51	a	a	DET
american_scientific_journal-11608	53	52	more	more	ADV
american_scientific_journal-11608	53	53	holistic	holistic	ADJ
american_scientific_journal-11608	53	54	framework	framework	NOUN
american_scientific_journal-11608	53	55	for	for	ADP
american_scientific_journal-11608	53	56	defect	defect	NOUN
american_scientific_journal-11608	53	57	detection	detection	NOUN
american_scientific_journal-11608	53	58	and	and	CCONJ
american_scientific_journal-11608	53	59	resolution	resolution	NOUN
american_scientific_journal-11608	53	60	.	.	PUNCT
american_scientific_journal-11608	54	1	introducing	introduce	VERB
american_scientific_journal-11608	54	2	machine	machine	NOUN
american_scientific_journal-11608	54	3	learning	learning	NOUN
american_scientific_journal-11608	54	4	can	can	AUX
american_scientific_journal-11608	54	5	further	far	ADV
american_scientific_journal-11608	54	6	refine	refine	VERB
american_scientific_journal-11608	54	7	the	the	DET
american_scientific_journal-11608	54	8	classification	classification	NOUN
american_scientific_journal-11608	54	9	steps	step	NOUN
american_scientific_journal-11608	54	10	,	,	PUNCT
american_scientific_journal-11608	54	11	especially	especially	ADV
american_scientific_journal-11608	54	12	under	under	ADP
american_scientific_journal-11608	54	13	large	large	ADJ
american_scientific_journal-11608	54	14	-	-	PUNCT
american_scientific_journal-11608	54	15	scale	scale	NOUN
american_scientific_journal-11608	54	16	failure	failure	NOUN
american_scientific_journal-11608	54	17	logs	log	NOUN
american_scientific_journal-11608	54	18	and	and	CCONJ
american_scientific_journal-11608	54	19	diverse	diverse	ADJ
american_scientific_journal-11608	54	20	fault	fault	NOUN
american_scientific_journal-11608	54	21	models	model	NOUN
american_scientific_journal-11608	54	22	.	.	PUNCT
american_scientific_journal-11608	55	1	in	in	ADP
american_scientific_journal-11608	55	2	the	the	DET
american_scientific_journal-11608	55	3	realm	realm	NOUN
american_scientific_journal-11608	55	4	of	of	ADP
american_scientific_journal-11608	55	5	semiconductor	semiconductor	NOUN
american_scientific_journal-11608	55	6	manufacturing	manufacturing	NOUN
american_scientific_journal-11608	55	7	,	,	PUNCT
american_scientific_journal-11608	55	8	a	a	DET
american_scientific_journal-11608	55	9	“	"	PUNCT
american_scientific_journal-11608	55	10	defect	defect	NOUN
american_scientific_journal-11608	55	11	”	"	PUNCT
american_scientific_journal-11608	55	12	generally	generally	ADV
american_scientific_journal-11608	55	13	refers	refer	VERB
american_scientific_journal-11608	55	14	to	to	ADP
american_scientific_journal-11608	55	15	any	any	DET
american_scientific_journal-11608	55	16	physical	physical	ADJ
american_scientific_journal-11608	55	17	fault	fault	NOUN
american_scientific_journal-11608	55	18	in	in	ADP
american_scientific_journal-11608	55	19	the	the	DET
american_scientific_journal-11608	55	20	silicon	silicon	NOUN
american_scientific_journal-11608	55	21	or	or	CCONJ
american_scientific_journal-11608	55	22	interconnect	interconnect	VERB
american_scientific_journal-11608	55	23	layers	layer	NOUN
american_scientific_journal-11608	55	24	–	–	PUNCT
american_scientific_journal-11608	55	25	bridging	bridging	NOUN
american_scientific_journal-11608	55	26	shorts	short	NOUN
american_scientific_journal-11608	55	27	,	,	PUNCT
american_scientific_journal-11608	55	28	open	open	ADJ
american_scientific_journal-11608	55	29	vias	via	NOUN
american_scientific_journal-11608	55	30	,	,	PUNCT
american_scientific_journal-11608	55	31	gate	gate	NOUN
american_scientific_journal-11608	55	32	oxide	oxide	NOUN
american_scientific_journal-11608	55	33	breakdowns	breakdown	NOUN
american_scientific_journal-11608	55	34	,	,	PUNCT
american_scientific_journal-11608	55	35	or	or	CCONJ
american_scientific_journal-11608	55	36	parametric	parametric	ADJ
american_scientific_journal-11608	55	37	variations	variation	NOUN
american_scientific_journal-11608	55	38	–	–	PUNCT
american_scientific_journal-11608	55	39	that	that	PRON
american_scientific_journal-11608	55	40	,	,	PUNCT
american_scientific_journal-11608	55	41	at	at	ADP
american_scientific_journal-11608	55	42	the	the	DET
american_scientific_journal-11608	55	43	logical	logical	ADJ
american_scientific_journal-11608	55	44	level	level	NOUN
american_scientific_journal-11608	55	45	,	,	PUNCT
american_scientific_journal-11608	55	46	manifest	manifest	NOUN
american_scientific_journal-11608	55	47	as	as	ADP
american_scientific_journal-11608	55	48	anomalies	anomaly	NOUN
american_scientific_journal-11608	55	49	(	(	PUNCT
american_scientific_journal-11608	55	50	stuck	stick	VERB
american_scientific_journal-11608	55	51	-	-	PUNCT
american_scientific_journal-11608	55	52	at	at	ADP
american_scientific_journal-11608	55	53	faults	fault	NOUN
american_scientific_journal-11608	55	54	,	,	PUNCT
american_scientific_journal-11608	55	55	timing	time	VERB
american_scientific_journal-11608	55	56	hazards	hazard	NOUN
american_scientific_journal-11608	55	57	,	,	PUNCT
american_scientific_journal-11608	55	58	bridging	bridge	VERB
american_scientific_journal-11608	55	59	errors	error	NOUN
american_scientific_journal-11608	55	60	,	,	PUNCT
american_scientific_journal-11608	55	61	and	and	CCONJ
american_scientific_journal-11608	55	62	so	so	ADV
american_scientific_journal-11608	55	63	forth	forth	ADV
american_scientific_journal-11608	55	64	)	)	PUNCT
american_scientific_journal-11608	56	1	[	[	X
american_scientific_journal-11608	56	2	6	6	NUM
american_scientific_journal-11608	56	3	,	,	PUNCT
american_scientific_journal-11608	56	4	9	9	NUM
american_scientific_journal-11608	56	5	]	]	PUNCT
american_scientific_journal-11608	56	6	.	.	PUNCT
american_scientific_journal-11608	57	1	these	these	DET
american_scientific_journal-11608	57	2	logical	logical	ADJ
american_scientific_journal-11608	57	3	fault	fault	NOUN
american_scientific_journal-11608	57	4	models	model	NOUN
american_scientific_journal-11608	57	5	guide	guide	VERB
american_scientific_journal-11608	57	6	test	test	NOUN
american_scientific_journal-11608	57	7	generation	generation	NOUN
american_scientific_journal-11608	57	8	and	and	CCONJ
american_scientific_journal-11608	57	9	failure	failure	NOUN
american_scientific_journal-11608	57	10	analysis	analysis	NOUN
american_scientific_journal-11608	57	11	,	,	PUNCT
american_scientific_journal-11608	57	12	but	but	CCONJ
american_scientific_journal-11608	57	13	the	the	DET
american_scientific_journal-11608	57	14	mapping	mapping	NOUN
american_scientific_journal-11608	57	15	from	from	ADP
american_scientific_journal-11608	57	16	physical	physical	ADJ
american_scientific_journal-11608	57	17	defect	defect	NOUN
american_scientific_journal-11608	57	18	to	to	ADP
american_scientific_journal-11608	57	19	logical	logical	ADJ
american_scientific_journal-11608	57	20	symptom	symptom	NOUN
american_scientific_journal-11608	57	21	is	be	AUX
american_scientific_journal-11608	57	22	often	often	ADV
american_scientific_journal-11608	57	23	non	non	ADJ
american_scientific_journal-11608	57	24	-	-	ADJ
american_scientific_journal-11608	57	25	trivial	trivial	ADJ
american_scientific_journal-11608	57	26	.	.	PUNCT
american_scientific_journal-11608	58	1	one	one	NUM
american_scientific_journal-11608	58	2	widely	widely	ADV
american_scientific_journal-11608	58	3	used	use	VERB
american_scientific_journal-11608	58	4	source	source	NOUN
american_scientific_journal-11608	58	5	of	of	ADP
american_scientific_journal-11608	58	6	diagnostic	diagnostic	ADJ
american_scientific_journal-11608	58	7	information	information	NOUN
american_scientific_journal-11608	58	8	is	be	AUX
american_scientific_journal-11608	58	9	the	the	DET
american_scientific_journal-11608	58	10	failure	failure	NOUN
american_scientific_journal-11608	58	11	log	log	NOUN
american_scientific_journal-11608	58	12	,	,	PUNCT
american_scientific_journal-11608	58	13	produced	produce	VERB
american_scientific_journal-11608	58	14	either	either	CCONJ
american_scientific_journal-11608	58	15	by	by	ADP
american_scientific_journal-11608	58	16	on	on	ADP
american_scientific_journal-11608	58	17	-	-	PUNCT
american_scientific_journal-11608	58	18	tester	tester	NOUN
american_scientific_journal-11608	58	19	data	datum	NOUN
american_scientific_journal-11608	58	20	collection	collection	NOUN
american_scientific_journal-11608	58	21	(	(	PUNCT
american_scientific_journal-11608	58	22	e.g.	e.g.	ADV
american_scientific_journal-11608	58	23	,	,	PUNCT
american_scientific_journal-11608	58	24	partial	partial	ADJ
american_scientific_journal-11608	58	25	responses	response	NOUN
american_scientific_journal-11608	58	26	on	on	ADP
american_scientific_journal-11608	58	27	a	a	DET
american_scientific_journal-11608	58	28	failing	fail	VERB
american_scientific_journal-11608	58	29	scan	scan	NOUN
american_scientific_journal-11608	58	30	vector	vector	NOUN
american_scientific_journal-11608	58	31	)	)	PUNCT
american_scientific_journal-11608	58	32	or	or	CCONJ
american_scientific_journal-11608	58	33	built	build	VERB
american_scientific_journal-11608	58	34	-	-	PUNCT
american_scientific_journal-11608	58	35	in	in	ADP
american_scientific_journal-11608	58	36	test	test	NOUN
american_scientific_journal-11608	58	37	hardware	hardware	NOUN
american_scientific_journal-11608	58	38	.	.	PUNCT
american_scientific_journal-11608	59	1	diagnosticians	diagnostician	NOUN
american_scientific_journal-11608	59	2	may	may	AUX
american_scientific_journal-11608	59	3	correlate	correlate	VERB
american_scientific_journal-11608	59	4	repeated	repeat	VERB
american_scientific_journal-11608	59	5	fail	fail	ADJ
american_scientific_journal-11608	59	6	signatures	signature	NOUN
american_scientific_journal-11608	59	7	to	to	ADP
american_scientific_journal-11608	59	8	specific	specific	ADJ
american_scientific_journal-11608	59	9	defect	defect	NOUN
american_scientific_journal-11608	59	10	sites	site	NOUN
american_scientific_journal-11608	59	11	or	or	CCONJ
american_scientific_journal-11608	59	12	defect	defect	NOUN
american_scientific_journal-11608	59	13	classes	class	NOUN
american_scientific_journal-11608	59	14	[	[	X
american_scientific_journal-11608	59	15	10	10	NUM
american_scientific_journal-11608	59	16	]	]	PUNCT
american_scientific_journal-11608	59	17	.	.	PUNCT
american_scientific_journal-11608	60	1	moreover	moreover	ADV
american_scientific_journal-11608	60	2	,	,	PUNCT
american_scientific_journal-11608	60	3	simulation	simulation	NOUN
american_scientific_journal-11608	60	4	-	-	PUNCT
american_scientific_journal-11608	60	5	based	base	VERB
american_scientific_journal-11608	60	6	fault	fault	NOUN
american_scientific_journal-11608	60	7	injection	injection	NOUN
american_scientific_journal-11608	60	8	(	(	PUNCT
american_scientific_journal-11608	60	9	i.e.	i.e.	X
american_scientific_journal-11608	60	10	,	,	PUNCT
american_scientific_journal-11608	60	11	injecting	inject	VERB
american_scientific_journal-11608	60	12	hypothetical	hypothetical	ADJ
american_scientific_journal-11608	60	13	opens	open	NOUN
american_scientific_journal-11608	60	14	/	/	SYM
american_scientific_journal-11608	60	15	bridges	bridge	NOUN
american_scientific_journal-11608	60	16	in	in	ADP
american_scientific_journal-11608	60	17	a	a	DET
american_scientific_journal-11608	60	18	circuit	circuit	NOUN
american_scientific_journal-11608	60	19	netlist	netlist	NOUN
american_scientific_journal-11608	60	20	)	)	PUNCT
american_scientific_journal-11608	60	21	allows	allow	VERB
american_scientific_journal-11608	60	22	engineers	engineer	NOUN
american_scientific_journal-11608	60	23	to	to	ADP
american_scientific_journal-11608	60	24	cross	cross	ADJ
american_scientific_journal-11608	60	25	-	-	ADJ
american_scientific_journal-11608	60	26	reference	reference	ADJ
american_scientific_journal-11608	60	27	real	real	ADJ
american_scientific_journal-11608	60	28	failing	fail	VERB
american_scientific_journal-11608	60	29	patterns	pattern	NOUN
american_scientific_journal-11608	60	30	with	with	ADP
american_scientific_journal-11608	60	31	precomputed	precompute	VERB
american_scientific_journal-11608	60	32	signatures	signature	NOUN
american_scientific_journal-11608	60	33	,	,	PUNCT
american_scientific_journal-11608	60	34	thus	thus	ADV
american_scientific_journal-11608	60	35	forming	form	VERB
american_scientific_journal-11608	60	36	the	the	DET
american_scientific_journal-11608	60	37	basis	basis	NOUN
american_scientific_journal-11608	60	38	of	of	ADP
american_scientific_journal-11608	60	39	volume	volume	NOUN
american_scientific_journal-11608	60	40	diagnosis	diagnosis	NOUN
american_scientific_journal-11608	60	41	and	and	CCONJ
american_scientific_journal-11608	60	42	yield	yield	NOUN
american_scientific_journal-11608	60	43	learning	learn	VERB
american_scientific_journal-11608	60	44	[	[	X
american_scientific_journal-11608	60	45	14	14	NUM
american_scientific_journal-11608	60	46	]	]	PUNCT
american_scientific_journal-11608	60	47	.	.	PUNCT
american_scientific_journal-11608	61	1	nevertheless	nevertheless	ADV
american_scientific_journal-11608	61	2	,	,	PUNCT
american_scientific_journal-11608	61	3	the	the	DET
american_scientific_journal-11608	61	4	major	major	ADJ
american_scientific_journal-11608	61	5	impediments	impediment	NOUN
american_scientific_journal-11608	61	6	in	in	ADP
american_scientific_journal-11608	61	7	defect	defect	NOUN
american_scientific_journal-11608	61	8	detection	detection	NOUN
american_scientific_journal-11608	61	9	include	include	VERB
american_scientific_journal-11608	61	10	:	:	PUNCT
american_scientific_journal-11608	61	11	●	●	NUM
american_scientific_journal-11608	61	12	data	datum	NOUN
american_scientific_journal-11608	61	13	volume	volume	NOUN
american_scientific_journal-11608	61	14	and	and	CCONJ
american_scientific_journal-11608	61	15	complexity	complexity	NOUN
american_scientific_journal-11608	61	16	.	.	PUNCT
american_scientific_journal-11608	62	1	modern	modern	ADJ
american_scientific_journal-11608	62	2	socs	soc	NOUN
american_scientific_journal-11608	62	3	produce	produce	VERB
american_scientific_journal-11608	62	4	vast	vast	ADJ
american_scientific_journal-11608	62	5	logs	log	NOUN
american_scientific_journal-11608	62	6	(	(	PUNCT
american_scientific_journal-11608	62	7	gigabytes	gigabyte	NOUN
american_scientific_journal-11608	62	8	)	)	PUNCT
american_scientific_journal-11608	62	9	of	of	ADP
american_scientific_journal-11608	62	10	test	test	NOUN
american_scientific_journal-11608	62	11	responses	response	NOUN
american_scientific_journal-11608	62	12	,	,	PUNCT
american_scientific_journal-11608	62	13	exacerbating	exacerbate	VERB
american_scientific_journal-11608	62	14	the	the	DET
american_scientific_journal-11608	62	15	time	time	NOUN
american_scientific_journal-11608	62	16	needed	need	VERB
american_scientific_journal-11608	62	17	for	for	ADP
american_scientific_journal-11608	62	18	offline	offline	ADJ
american_scientific_journal-11608	62	19	analysis	analysis	NOUN
american_scientific_journal-11608	62	20	.	.	PUNCT
american_scientific_journal-11608	63	1	●	●	PUNCT
american_scientific_journal-11608	63	2	diagnostic	diagnostic	ADJ
american_scientific_journal-11608	63	3	ambiguity	ambiguity	NOUN
american_scientific_journal-11608	63	4	.	.	PUNCT
american_scientific_journal-11608	64	1	physical	physical	ADJ
american_scientific_journal-11608	64	2	defects	defect	NOUN
american_scientific_journal-11608	64	3	may	may	AUX
american_scientific_journal-11608	64	4	create	create	VERB
american_scientific_journal-11608	64	5	multiple	multiple	ADJ
american_scientific_journal-11608	64	6	symptom	symptom	NOUN
american_scientific_journal-11608	64	7	overlaps	overlap	NOUN
american_scientific_journal-11608	64	8	,	,	PUNCT
american_scientific_journal-11608	64	9	and	and	CCONJ
american_scientific_journal-11608	64	10	limited	limited	ADJ
american_scientific_journal-11608	64	11	scan	scan	ADJ
american_scientific_journal-11608	64	12	channels	channel	NOUN
american_scientific_journal-11608	64	13	can	can	AUX
american_scientific_journal-11608	64	14	obscure	obscure	VERB
american_scientific_journal-11608	64	15	root	root	NOUN
american_scientific_journal-11608	64	16	causes	cause	NOUN
american_scientific_journal-11608	64	17	,	,	PUNCT
american_scientific_journal-11608	64	18	leading	lead	VERB
american_scientific_journal-11608	64	19	to	to	ADP
american_scientific_journal-11608	64	20	suboptimal	suboptimal	ADJ
american_scientific_journal-11608	64	21	resolution	resolution	NOUN
american_scientific_journal-11608	64	22	[	[	X
american_scientific_journal-11608	64	23	6	6	NUM
american_scientific_journal-11608	64	24	]	]	PUNCT
american_scientific_journal-11608	64	25	.	.	PUNCT
american_scientific_journal-11608	65	1	●	●	PUNCT
american_scientific_journal-11608	65	2	lack	lack	NOUN
american_scientific_journal-11608	65	3	of	of	ADP
american_scientific_journal-11608	65	4	definitive	definitive	ADJ
american_scientific_journal-11608	65	5	fault	fault	NOUN
american_scientific_journal-11608	65	6	models	model	NOUN
american_scientific_journal-11608	65	7	.	.	PUNCT
american_scientific_journal-11608	66	1	variability	variability	NOUN
american_scientific_journal-11608	66	2	,	,	PUNCT
american_scientific_journal-11608	66	3	especially	especially	ADV
american_scientific_journal-11608	66	4	at	at	ADP
american_scientific_journal-11608	66	5	advanced	advanced	ADJ
american_scientific_journal-11608	66	6	nodes	node	NOUN
american_scientific_journal-11608	66	7	(	(	PUNCT
american_scientific_journal-11608	66	8	<	<	X
american_scientific_journal-11608	66	9	7	7	NUM
american_scientific_journal-11608	66	10	nm	nm	NOUN
american_scientific_journal-11608	66	11	)	)	PUNCT
american_scientific_journal-11608	66	12	,	,	PUNCT
american_scientific_journal-11608	66	13	spawns	spawn	VERB
american_scientific_journal-11608	66	14	partial	partial	ADJ
american_scientific_journal-11608	66	15	defects	defect	NOUN
american_scientific_journal-11608	66	16	,	,	PUNCT
american_scientific_journal-11608	66	17	intermittent	intermittent	ADJ
american_scientific_journal-11608	66	18	behaviors	behavior	NOUN
american_scientific_journal-11608	66	19	,	,	PUNCT
american_scientific_journal-11608	66	20	and	and	CCONJ
american_scientific_journal-11608	66	21	soft	soft	ADJ
american_scientific_journal-11608	66	22	failures	failure	NOUN
american_scientific_journal-11608	66	23	that	that	SCONJ
american_scientific_journal-11608	66	24	conventional	conventional	ADJ
american_scientific_journal-11608	66	25	stuck	stuck	NOUN
american_scientific_journal-11608	66	26	-	-	PUNCT
american_scientific_journal-11608	66	27	at	at	NOUN
american_scientific_journal-11608	66	28	or	or	CCONJ
american_scientific_journal-11608	66	29	bridging	bridging	NOUN
american_scientific_journal-11608	66	30	models	model	NOUN
american_scientific_journal-11608	66	31	do	do	AUX
american_scientific_journal-11608	66	32	not	not	PART
american_scientific_journal-11608	66	33	fully	fully	ADV
american_scientific_journal-11608	66	34	capture	capture	VERB
american_scientific_journal-11608	66	35	[	[	X
american_scientific_journal-11608	66	36	5	5	NUM
american_scientific_journal-11608	66	37	]	]	PUNCT
american_scientific_journal-11608	66	38	.	.	PUNCT
american_scientific_journal-11608	67	1	●	●	PUNCT
american_scientific_journal-11608	67	2	localization	localization	NOUN
american_scientific_journal-11608	67	3	vs.	vs.	ADP
american_scientific_journal-11608	67	4	repair	repair	NOUN
american_scientific_journal-11608	67	5	.	.	PUNCT
american_scientific_journal-11608	68	1	identifying	identify	VERB
american_scientific_journal-11608	68	2	a	a	DET
american_scientific_journal-11608	68	3	single	single	ADJ
american_scientific_journal-11608	68	4	defect	defect	NOUN
american_scientific_journal-11608	68	5	among	among	ADP
american_scientific_journal-11608	68	6	billions	billion	NOUN
american_scientific_journal-11608	68	7	of	of	ADP
american_scientific_journal-11608	68	8	transistors	transistor	NOUN
american_scientific_journal-11608	68	9	is	be	AUX
american_scientific_journal-11608	68	10	daunting	daunt	VERB
american_scientific_journal-11608	68	11	,	,	PUNCT
american_scientific_journal-11608	68	12	and	and	CCONJ
american_scientific_journal-11608	68	13	postdiagnosis	postdiagnosis	NOUN
american_scientific_journal-11608	68	14	steps	step	NOUN
american_scientific_journal-11608	68	15	(	(	PUNCT
american_scientific_journal-11608	68	16	e.g.	e.g.	ADV
american_scientific_journal-11608	68	17	,	,	PUNCT
american_scientific_journal-11608	68	18	memory	memory	NOUN
american_scientific_journal-11608	68	19	row	row	NOUN
american_scientific_journal-11608	68	20	/	/	SYM
american_scientific_journal-11608	68	21	column	column	NOUN
american_scientific_journal-11608	68	22	redundancy	redundancy	NOUN
american_scientific_journal-11608	68	23	,	,	PUNCT
american_scientific_journal-11608	68	24	device	device	NOUN
american_scientific_journal-11608	68	25	-	-	PUNCT
american_scientific_journal-11608	68	26	level	level	NOUN
american_scientific_journal-11608	68	27	reconfiguration	reconfiguration	NOUN
american_scientific_journal-11608	68	28	)	)	PUNCT
american_scientific_journal-11608	68	29	further	far	ADV
american_scientific_journal-11608	68	30	elevate	elevate	VERB
american_scientific_journal-11608	68	31	the	the	DET
american_scientific_journal-11608	68	32	engineering	engineering	NOUN
american_scientific_journal-11608	68	33	effort	effort	NOUN
american_scientific_journal-11608	68	34	[	[	X
american_scientific_journal-11608	68	35	6	6	NUM
american_scientific_journal-11608	68	36	]	]	PUNCT
american_scientific_journal-11608	68	37	.	.	PUNCT
american_scientific_journal-11608	69	1	such	such	ADJ
american_scientific_journal-11608	69	2	complexity	complexity	NOUN
american_scientific_journal-11608	69	3	calls	call	VERB
american_scientific_journal-11608	69	4	for	for	ADP
american_scientific_journal-11608	69	5	solutions	solution	NOUN
american_scientific_journal-11608	69	6	transcending	transcend	VERB
american_scientific_journal-11608	69	7	purely	purely	ADV
american_scientific_journal-11608	69	8	algorithmic	algorithmic	ADJ
american_scientific_journal-11608	69	9	or	or	CCONJ
american_scientific_journal-11608	69	10	brute	brute	ADJ
american_scientific_journal-11608	69	11	-	-	PUNCT
american_scientific_journal-11608	69	12	force	force	NOUN
american_scientific_journal-11608	69	13	approaches	approach	NOUN
american_scientific_journal-11608	69	14	.	.	PUNCT
american_scientific_journal-11608	70	1	here	here	ADV
american_scientific_journal-11608	70	2	,	,	PUNCT
american_scientific_journal-11608	70	3	learningbased	learningbase	VERB
american_scientific_journal-11608	70	4	methods	method	NOUN
american_scientific_journal-11608	70	5	prove	prove	VERB
american_scientific_journal-11608	70	6	beneficial	beneficial	ADJ
american_scientific_journal-11608	70	7	:	:	PUNCT
american_scientific_journal-11608	70	8	they	they	PRON
american_scientific_journal-11608	70	9	can	can	AUX
american_scientific_journal-11608	70	10	extract	extract	VERB
american_scientific_journal-11608	70	11	patterns	pattern	NOUN
american_scientific_journal-11608	70	12	in	in	ADP
american_scientific_journal-11608	70	13	fail	fail	ADJ
american_scientific_journal-11608	70	14	logs	log	NOUN
american_scientific_journal-11608	70	15	,	,	PUNCT
american_scientific_journal-11608	70	16	systematically	systematically	ADV
american_scientific_journal-11608	70	17	rank	rank	VERB
american_scientific_journal-11608	70	18	suspicious	suspicious	ADJ
american_scientific_journal-11608	70	19	regions	region	NOUN
american_scientific_journal-11608	70	20	,	,	PUNCT
american_scientific_journal-11608	70	21	and	and	CCONJ
american_scientific_journal-11608	70	22	adapt	adapt	VERB
american_scientific_journal-11608	70	23	over	over	ADP
american_scientific_journal-11608	70	24	time	time	NOUN
american_scientific_journal-11608	70	25	to	to	ADP
american_scientific_journal-11608	70	26	new	new	ADJ
american_scientific_journal-11608	70	27	,	,	PUNCT
american_scientific_journal-11608	70	28	emerging	emerge	VERB
american_scientific_journal-11608	70	29	defect	defect	NOUN
american_scientific_journal-11608	70	30	behaviors	behavior	NOUN
american_scientific_journal-11608	70	31	.	.	PUNCT
american_scientific_journal-11608	71	1	recent	recent	ADJ
american_scientific_journal-11608	71	2	literature	literature	NOUN
american_scientific_journal-11608	71	3	extensively	extensively	ADV
american_scientific_journal-11608	71	4	documents	document	VERB
american_scientific_journal-11608	71	5	a	a	DET
american_scientific_journal-11608	71	6	variety	variety	NOUN
american_scientific_journal-11608	71	7	of	of	ADP
american_scientific_journal-11608	71	8	machine	machine	NOUN
american_scientific_journal-11608	71	9	learning	learning	NOUN
american_scientific_journal-11608	71	10	(	(	PUNCT
american_scientific_journal-11608	71	11	ml	ml	NOUN
american_scientific_journal-11608	71	12	)	)	PUNCT
american_scientific_journal-11608	71	13	models	model	NOUN
american_scientific_journal-11608	71	14	–	–	PUNCT
american_scientific_journal-11608	71	15	such	such	ADJ
american_scientific_journal-11608	71	16	as	as	ADP
american_scientific_journal-11608	71	17	support	support	NOUN
american_scientific_journal-11608	71	18	vector	vector	NOUN
american_scientific_journal-11608	71	19	machines	machine	NOUN
american_scientific_journal-11608	71	20	(	(	PUNCT
american_scientific_journal-11608	71	21	svms	svms	NOUN
american_scientific_journal-11608	71	22	)	)	PUNCT
american_scientific_journal-11608	71	23	,	,	PUNCT
american_scientific_journal-11608	71	24	random	random	ADJ
american_scientific_journal-11608	71	25	forests	forest	NOUN
american_scientific_journal-11608	71	26	,	,	PUNCT
american_scientific_journal-11608	71	27	decision	decision	NOUN
american_scientific_journal-11608	71	28	trees	tree	NOUN
american_scientific_journal-11608	71	29	,	,	PUNCT
american_scientific_journal-11608	71	30	artificial	artificial	ADJ
american_scientific_journal-11608	71	31	neural	neural	ADJ
american_scientific_journal-11608	71	32	networks	network	NOUN
american_scientific_journal-11608	71	33	(	(	PUNCT
american_scientific_journal-11608	71	34	anns	anns	NOUN
american_scientific_journal-11608	71	35	)	)	PUNCT
american_scientific_journal-11608	71	36	,	,	PUNCT
american_scientific_journal-11608	71	37	and	and	CCONJ
american_scientific_journal-11608	71	38	bayesian	bayesian	NOUN
american_scientific_journal-11608	71	39	classifiers	classifier	NOUN
american_scientific_journal-11608	71	40	–	–	PUNCT
american_scientific_journal-11608	71	41	employed	employ	VERB
american_scientific_journal-11608	71	42	for	for	ADP
american_scientific_journal-11608	71	43	diverse	diverse	ADJ
american_scientific_journal-11608	71	44	testing	testing	NOUN
american_scientific_journal-11608	71	45	tasks	task	NOUN
american_scientific_journal-11608	71	46	[	[	X
american_scientific_journal-11608	71	47	6	6	NUM
american_scientific_journal-11608	71	48	,	,	PUNCT
american_scientific_journal-11608	71	49	7	7	NUM
american_scientific_journal-11608	71	50	]	]	PUNCT
american_scientific_journal-11608	71	51	.	.	PUNCT
american_scientific_journal-11608	72	1	table	table	NOUN
american_scientific_journal-11608	72	2	1	1	NUM
american_scientific_journal-11608	72	3	provides	provide	VERB
american_scientific_journal-11608	72	4	a	a	DET
american_scientific_journal-11608	72	5	concise	concise	ADJ
american_scientific_journal-11608	72	6	mapping	mapping	NOUN
american_scientific_journal-11608	72	7	of	of	ADP
american_scientific_journal-11608	72	8	common	common	ADJ
american_scientific_journal-11608	72	9	test	test	NOUN
american_scientific_journal-11608	72	10	/	/	SYM
american_scientific_journal-11608	72	11	diagnosis	diagnosis	NOUN
american_scientific_journal-11608	72	12	objectives	objective	NOUN
american_scientific_journal-11608	72	13	to	to	ADP
american_scientific_journal-11608	72	14	corresponding	correspond	VERB
american_scientific_journal-11608	72	15	ml	ml	ADP
american_scientific_journal-11608	72	16	algorithms	algorithm	NOUN
american_scientific_journal-11608	72	17	,	,	PUNCT
american_scientific_journal-11608	72	18	drawing	draw	VERB
american_scientific_journal-11608	72	19	upon	upon	SCONJ
american_scientific_journal-11608	72	20	both	both	PRON
american_scientific_journal-11608	72	21	[	[	X
american_scientific_journal-11608	72	22	6	6	NUM
american_scientific_journal-11608	72	23	]	]	PUNCT
american_scientific_journal-11608	72	24	and	and	CCONJ
american_scientific_journal-11608	72	25	complementary	complementary	ADJ
american_scientific_journal-11608	72	26	reviews	review	NOUN
american_scientific_journal-11608	72	27	.	.	PUNCT
american_scientific_journal-11608	73	1	american	american	ADJ
american_scientific_journal-11608	73	2	academic	academic	ADJ
american_scientific_journal-11608	73	3	scientific	scientific	ADJ
american_scientific_journal-11608	73	4	research	research	NOUN
american_scientific_journal-11608	73	5	journal	journal	NOUN
american_scientific_journal-11608	73	6	for	for	ADP
american_scientific_journal-11608	73	7	engineering	engineering	NOUN
american_scientific_journal-11608	73	8	,	,	PUNCT
american_scientific_journal-11608	73	9	technology	technology	NOUN
american_scientific_journal-11608	73	10	,	,	PUNCT
american_scientific_journal-11608	73	11	and	and	CCONJ
american_scientific_journal-11608	73	12	sciences	science	NOUN
american_scientific_journal-11608	73	13	(	(	PUNCT
american_scientific_journal-11608	73	14	asrjets	asrjet	NOUN
american_scientific_journal-11608	73	15	)	)	PUNCT
american_scientific_journal-11608	73	16	volume	volume	NOUN
american_scientific_journal-11608	73	17	101	101	NUM
american_scientific_journal-11608	73	18	,	,	PUNCT
american_scientific_journal-11608	73	19	no	no	DET
american_scientific_journal-11608	73	20	1	1	NUM
american_scientific_journal-11608	73	21	,	,	PUNCT
american_scientific_journal-11608	73	22	pp	pp	ADV
american_scientific_journal-11608	73	23	325	325	NUM
american_scientific_journal-11608	73	24	-	-	SYM
american_scientific_journal-11608	73	25	334	334	NUM
american_scientific_journal-11608	73	26	329	329	NUM
american_scientific_journal-11608	73	27	table	table	NOUN
american_scientific_journal-11608	73	28	1	1	NUM
american_scientific_journal-11608	73	29	:	:	PUNCT
american_scientific_journal-11608	73	30	selected	select	VERB
american_scientific_journal-11608	73	31	ml	ml	NOUN
american_scientific_journal-11608	73	32	techniques	technique	NOUN
american_scientific_journal-11608	73	33	and	and	CCONJ
american_scientific_journal-11608	73	34	their	their	PRON
american_scientific_journal-11608	73	35	typical	typical	ADJ
american_scientific_journal-11608	73	36	applications	application	NOUN
american_scientific_journal-11608	73	37	in	in	ADP
american_scientific_journal-11608	73	38	electronic	electronic	ADJ
american_scientific_journal-11608	73	39	testing	testing	NOUN
american_scientific_journal-11608	74	1	[	[	X
american_scientific_journal-11608	74	2	6	6	NUM
american_scientific_journal-11608	74	3	,	,	PUNCT
american_scientific_journal-11608	74	4	7	7	NUM
american_scientific_journal-11608	74	5	,	,	PUNCT
american_scientific_journal-11608	74	6	9	9	NUM
american_scientific_journal-11608	74	7	]	]	PUNCT
american_scientific_journal-11608	74	8	.	.	PUNCT
american_scientific_journal-11608	75	1	testing	testing	NOUN
american_scientific_journal-11608	75	2	/	/	SYM
american_scientific_journal-11608	75	3	diagnosis	diagnosis	NOUN
american_scientific_journal-11608	75	4	objective	objective	ADJ
american_scientific_journal-11608	75	5	representative	representative	NOUN
american_scientific_journal-11608	75	6	ml	ml	NOUN
american_scientific_journal-11608	75	7	method	method	NOUN
american_scientific_journal-11608	75	8	advantages	advantage	NOUN
american_scientific_journal-11608	75	9	potential	potential	ADJ
american_scientific_journal-11608	75	10	limitations	limitation	NOUN
american_scientific_journal-11608	75	11	board	board	NOUN
american_scientific_journal-11608	75	12	-	-	PUNCT
american_scientific_journal-11608	75	13	level	level	NOUN
american_scientific_journal-11608	75	14	functional	functional	ADJ
american_scientific_journal-11608	75	15	fault	fault	NOUN
american_scientific_journal-11608	75	16	diagnosis	diagnosis	NOUN
american_scientific_journal-11608	75	17	decision	decision	NOUN
american_scientific_journal-11608	75	18	trees	tree	NOUN
american_scientific_journal-11608	75	19	,	,	PUNCT
american_scientific_journal-11608	75	20	random	random	ADJ
american_scientific_journal-11608	75	21	forests	forest	NOUN
american_scientific_journal-11608	75	22	fast	fast	VERB
american_scientific_journal-11608	75	23	classification	classification	NOUN
american_scientific_journal-11608	75	24	;	;	PUNCT
american_scientific_journal-11608	75	25	handles	handle	NOUN
american_scientific_journal-11608	75	26	missing	miss	VERB
american_scientific_journal-11608	75	27	syndromes	syndrome	NOUN
american_scientific_journal-11608	75	28	prone	prone	ADJ
american_scientific_journal-11608	75	29	to	to	ADP
american_scientific_journal-11608	75	30	overfitting	overfitte	VERB
american_scientific_journal-11608	75	31	if	if	SCONJ
american_scientific_journal-11608	75	32	feature	feature	NOUN
american_scientific_journal-11608	75	33	engineering	engineering	NOUN
american_scientific_journal-11608	75	34	is	be	AUX
american_scientific_journal-11608	75	35	insufficient	insufficient	ADJ
american_scientific_journal-11608	75	36	wafer	wafer	NOUN
american_scientific_journal-11608	75	37	-	-	PUNCT
american_scientific_journal-11608	75	38	level	level	NOUN
american_scientific_journal-11608	75	39	clustering	clustering	NOUN
american_scientific_journal-11608	75	40	&	&	CCONJ
american_scientific_journal-11608	75	41	die	die	AUX
american_scientific_journal-11608	75	42	inking	ink	VERB
american_scientific_journal-11608	75	43	k	k	PROPN
american_scientific_journal-11608	75	44	-	-	PUNCT
american_scientific_journal-11608	75	45	means	means	ADJ
american_scientific_journal-11608	75	46	,	,	PUNCT
american_scientific_journal-11608	75	47	svm	svm	PROPN
american_scientific_journal-11608	75	48	(	(	PUNCT
american_scientific_journal-11608	75	49	with	with	ADP
american_scientific_journal-11608	75	50	rbf	rbf	PROPN
american_scientific_journal-11608	75	51	kernel	kernel	PROPN
american_scientific_journal-11608	75	52	)	)	PUNCT
american_scientific_journal-11608	75	53	good	good	ADJ
american_scientific_journal-11608	75	54	at	at	ADP
american_scientific_journal-11608	75	55	identifying	identify	VERB
american_scientific_journal-11608	75	56	defect	defect	NOUN
american_scientific_journal-11608	75	57	groupings	grouping	NOUN
american_scientific_journal-11608	75	58	on	on	ADP
american_scientific_journal-11608	75	59	wafer	wafer	NOUN
american_scientific_journal-11608	75	60	maps	map	NOUN
american_scientific_journal-11608	75	61	sensitivity	sensitivity	NOUN
american_scientific_journal-11608	75	62	to	to	ADP
american_scientific_journal-11608	75	63	kernel	kernel	PROPN
american_scientific_journal-11608	75	64	parameters	parameter	NOUN
american_scientific_journal-11608	75	65	;	;	PUNCT
american_scientific_journal-11608	75	66	requires	require	VERB
american_scientific_journal-11608	75	67	tuning	tune	VERB
american_scientific_journal-11608	75	68	scan	scan	ADJ
american_scientific_journal-11608	75	69	chain	chain	NOUN
american_scientific_journal-11608	75	70	defect	defect	VERB
american_scientific_journal-11608	75	71	classification	classification	NOUN
american_scientific_journal-11608	75	72	(	(	PUNCT
american_scientific_journal-11608	75	73	logic	logic	NOUN
american_scientific_journal-11608	75	74	level	level	NOUN
american_scientific_journal-11608	75	75	)	)	PUNCT
american_scientific_journal-11608	75	76	multi	multi	ADJ
american_scientific_journal-11608	75	77	-	-	ADJ
american_scientific_journal-11608	75	78	stage	stage	ADJ
american_scientific_journal-11608	75	79	ann	ann	PROPN
american_scientific_journal-11608	75	80	,	,	PUNCT
american_scientific_journal-11608	75	81	bayesian	bayesian	NOUN
american_scientific_journal-11608	75	82	inference	inference	NOUN
american_scientific_journal-11608	75	83	high	high	ADJ
american_scientific_journal-11608	75	84	resolution	resolution	NOUN
american_scientific_journal-11608	75	85	for	for	ADP
american_scientific_journal-11608	75	86	intermittent	intermittent	ADJ
american_scientific_journal-11608	75	87	fault	fault	NOUN
american_scientific_journal-11608	75	88	localization	localization	NOUN
american_scientific_journal-11608	75	89	complex	complex	ADJ
american_scientific_journal-11608	75	90	training	training	NOUN
american_scientific_journal-11608	75	91	procedure	procedure	NOUN
american_scientific_journal-11608	75	92	;	;	PUNCT
american_scientific_journal-11608	75	93	large	large	ADJ
american_scientific_journal-11608	75	94	dataset	dataset	NOUN
american_scientific_journal-11608	75	95	needed	need	VERB
american_scientific_journal-11608	75	96	test	test	NOUN
american_scientific_journal-11608	75	97	-	-	PUNCT
american_scientific_journal-11608	75	98	cost	cost	NOUN
american_scientific_journal-11608	75	99	optimization	optimization	NOUN
american_scientific_journal-11608	75	100	in	in	ADP
american_scientific_journal-11608	75	101	scan	scan	ADJ
american_scientific_journal-11608	75	102	compression	compression	NOUN
american_scientific_journal-11608	75	103	support	support	NOUN
american_scientific_journal-11608	75	104	vector	vector	NOUN
american_scientific_journal-11608	75	105	regression	regression	NOUN
american_scientific_journal-11608	75	106	(	(	PUNCT
american_scientific_journal-11608	75	107	svr	svr	PROPN
american_scientific_journal-11608	75	108	)	)	PUNCT
american_scientific_journal-11608	75	109	reduces	reduce	VERB
american_scientific_journal-11608	75	110	test	test	NOUN
american_scientific_journal-11608	75	111	time	time	NOUN
american_scientific_journal-11608	75	112	by	by	ADP
american_scientific_journal-11608	75	113	modeling	model	VERB
american_scientific_journal-11608	75	114	cost	cost	NOUN
american_scientific_journal-11608	75	115	vs.	vs.	ADP
american_scientific_journal-11608	75	116	compression	compression	NOUN
american_scientific_journal-11608	75	117	performance	performance	NOUN
american_scientific_journal-11608	75	118	depends	depend	VERB
american_scientific_journal-11608	75	119	on	on	ADP
american_scientific_journal-11608	75	120	accurate	accurate	ADJ
american_scientific_journal-11608	75	121	cost	cost	NOUN
american_scientific_journal-11608	75	122	labeling	labeling	NOUN
american_scientific_journal-11608	75	123	;	;	PUNCT
american_scientific_journal-11608	75	124	risk	risk	NOUN
american_scientific_journal-11608	75	125	of	of	ADP
american_scientific_journal-11608	75	126	local	local	ADJ
american_scientific_journal-11608	75	127	minima	minima	ADJ
american_scientific_journal-11608	75	128	ml	ml	NOUN
american_scientific_journal-11608	75	129	-	-	PUNCT
american_scientific_journal-11608	75	130	based	base	VERB
american_scientific_journal-11608	75	131	atpg	atpg	PROPN
american_scientific_journal-11608	75	132	acceleration	acceleration	NOUN
american_scientific_journal-11608	75	133	neural	neural	ADJ
american_scientific_journal-11608	75	134	networks	network	NOUN
american_scientific_journal-11608	75	135	,	,	PUNCT
american_scientific_journal-11608	75	136	pca	pca	NOUN
american_scientific_journal-11608	75	137	-	-	PUNCT
american_scientific_journal-11608	75	138	driven	drive	VERB
american_scientific_journal-11608	75	139	search	search	NOUN
american_scientific_journal-11608	75	140	fewer	few	ADJ
american_scientific_journal-11608	75	141	backtracks	backtrack	NOUN
american_scientific_journal-11608	75	142	,	,	PUNCT
american_scientific_journal-11608	75	143	improved	improved	ADJ
american_scientific_journal-11608	75	144	coverage	coverage	NOUN
american_scientific_journal-11608	75	145	/	/	SYM
american_scientific_journal-11608	75	146	time	time	NOUN
american_scientific_journal-11608	75	147	trade	trade	NOUN
american_scientific_journal-11608	75	148	-	-	PUNCT
american_scientific_journal-11608	75	149	off	off	NOUN
american_scientific_journal-11608	75	150	must	must	AUX
american_scientific_journal-11608	75	151	integrate	integrate	VERB
american_scientific_journal-11608	75	152	with	with	ADP
american_scientific_journal-11608	75	153	existing	exist	VERB
american_scientific_journal-11608	75	154	atpg	atpg	NOUN
american_scientific_journal-11608	75	155	flow	flow	NOUN
american_scientific_journal-11608	75	156	;	;	PUNCT
american_scientific_journal-11608	75	157	overhead	overhead	ADV
american_scientific_journal-11608	75	158	in	in	ADP
american_scientific_journal-11608	75	159	building	build	VERB
american_scientific_journal-11608	75	160	training	training	NOUN
american_scientific_journal-11608	75	161	set	set	VERB
american_scientific_journal-11608	75	162	systematic	systematic	ADJ
american_scientific_journal-11608	75	163	defect	defect	NOUN
american_scientific_journal-11608	75	164	detection	detection	NOUN
american_scientific_journal-11608	75	165	(	(	PUNCT
american_scientific_journal-11608	75	166	volume	volume	NOUN
american_scientific_journal-11608	75	167	diagnosis	diagnosis	NOUN
american_scientific_journal-11608	75	168	)	)	PUNCT
american_scientific_journal-11608	75	169	clustering	cluster	VERB
american_scientific_journal-11608	75	170	+	+	CCONJ
american_scientific_journal-11608	75	171	supervised	supervised	ADJ
american_scientific_journal-11608	75	172	classification	classification	NOUN
american_scientific_journal-11608	75	173	identifies	identify	VERB
american_scientific_journal-11608	75	174	yield	yield	NOUN
american_scientific_journal-11608	75	175	-	-	PUNCT
american_scientific_journal-11608	75	176	limiting	limit	VERB
american_scientific_journal-11608	75	177	root	root	NOUN
american_scientific_journal-11608	75	178	causes	cause	NOUN
american_scientific_journal-11608	75	179	quickly	quickly	ADV
american_scientific_journal-11608	75	180	may	may	AUX
american_scientific_journal-11608	75	181	miss	miss	VERB
american_scientific_journal-11608	75	182	rare	rare	ADJ
american_scientific_journal-11608	75	183	fault	fault	NOUN
american_scientific_journal-11608	75	184	modes	mode	NOUN
american_scientific_journal-11608	75	185	if	if	SCONJ
american_scientific_journal-11608	75	186	underrepresented	underrepresente	VERB
american_scientific_journal-11608	75	187	in	in	ADP
american_scientific_journal-11608	75	188	training	training	NOUN
american_scientific_journal-11608	75	189	data	datum	NOUN
american_scientific_journal-11608	75	190	several	several	ADJ
american_scientific_journal-11608	75	191	practical	practical	ADJ
american_scientific_journal-11608	75	192	applications	application	NOUN
american_scientific_journal-11608	75	193	highlight	highlight	VERB
american_scientific_journal-11608	75	194	how	how	SCONJ
american_scientific_journal-11608	75	195	machine	machine	NOUN
american_scientific_journal-11608	75	196	learning	learning	NOUN
american_scientific_journal-11608	75	197	(	(	PUNCT
american_scientific_journal-11608	75	198	ml	ml	NOUN
american_scientific_journal-11608	75	199	)	)	PUNCT
american_scientific_journal-11608	75	200	can	can	AUX
american_scientific_journal-11608	75	201	reinforce	reinforce	VERB
american_scientific_journal-11608	75	202	various	various	ADJ
american_scientific_journal-11608	75	203	aspects	aspect	NOUN
american_scientific_journal-11608	75	204	of	of	ADP
american_scientific_journal-11608	75	205	test	test	NOUN
american_scientific_journal-11608	75	206	and	and	CCONJ
american_scientific_journal-11608	75	207	diagnosis	diagnosis	NOUN
american_scientific_journal-11608	75	208	.	.	PUNCT
american_scientific_journal-11608	76	1	at	at	ADP
american_scientific_journal-11608	76	2	the	the	DET
american_scientific_journal-11608	76	3	board	board	NOUN
american_scientific_journal-11608	76	4	or	or	CCONJ
american_scientific_journal-11608	76	5	wafer	wafer	NOUN
american_scientific_journal-11608	76	6	level	level	NOUN
american_scientific_journal-11608	76	7	,	,	PUNCT
american_scientific_journal-11608	76	8	ml	ml	NOUN
american_scientific_journal-11608	76	9	-	-	PUNCT
american_scientific_journal-11608	76	10	based	base	VERB
american_scientific_journal-11608	76	11	classification	classification	NOUN
american_scientific_journal-11608	76	12	has	have	AUX
american_scientific_journal-11608	76	13	been	be	AUX
american_scientific_journal-11608	76	14	employed	employ	VERB
american_scientific_journal-11608	76	15	to	to	PART
american_scientific_journal-11608	76	16	automate	automate	VERB
american_scientific_journal-11608	76	17	die	die	NOUN
american_scientific_journal-11608	76	18	inking	inking	NOUN
american_scientific_journal-11608	76	19	;	;	PUNCT
american_scientific_journal-11608	76	20	for	for	ADP
american_scientific_journal-11608	76	21	instance	instance	NOUN
american_scientific_journal-11608	76	22	,	,	PUNCT
american_scientific_journal-11608	76	23	xanthopoulos	xanthopoulos	PROPN
american_scientific_journal-11608	76	24	and	and	CCONJ
american_scientific_journal-11608	76	25	his	his	PRON
american_scientific_journal-11608	76	26	colleagues	colleague	NOUN
american_scientific_journal-11608	77	1	[	[	X
american_scientific_journal-11608	77	2	14	14	NUM
american_scientific_journal-11608	77	3	]	]	PUNCT
american_scientific_journal-11608	77	4	describe	describe	VERB
american_scientific_journal-11608	77	5	a	a	DET
american_scientific_journal-11608	77	6	pattern	pattern	NOUN
american_scientific_journal-11608	77	7	recognition	recognition	NOUN
american_scientific_journal-11608	77	8	-	-	PUNCT
american_scientific_journal-11608	77	9	driven	drive	VERB
american_scientific_journal-11608	77	10	procedure	procedure	NOUN
american_scientific_journal-11608	77	11	that	that	PRON
american_scientific_journal-11608	77	12	clusters	cluster	NOUN
american_scientific_journal-11608	77	13	and	and	CCONJ
american_scientific_journal-11608	77	14	validates	validate	VERB
american_scientific_journal-11608	77	15	failing	fail	VERB
american_scientific_journal-11608	77	16	dies	die	VERB
american_scientific_journal-11608	77	17	spatially	spatially	ADV
american_scientific_journal-11608	77	18	.	.	PUNCT
american_scientific_journal-11608	78	1	moreover	moreover	ADV
american_scientific_journal-11608	78	2	,	,	PUNCT
american_scientific_journal-11608	78	3	both	both	PRON
american_scientific_journal-11608	78	4	unsupervised	unsupervised	ADJ
american_scientific_journal-11608	78	5	and	and	CCONJ
american_scientific_journal-11608	78	6	supervised	supervised	ADJ
american_scientific_journal-11608	78	7	methods	method	NOUN
american_scientific_journal-11608	78	8	have	have	AUX
american_scientific_journal-11608	78	9	expedited	expedite	VERB
american_scientific_journal-11608	78	10	physical	physical	ADJ
american_scientific_journal-11608	78	11	failure	failure	NOUN
american_scientific_journal-11608	78	12	analysis	analysis	NOUN
american_scientific_journal-11608	78	13	,	,	PUNCT
american_scientific_journal-11608	78	14	as	as	SCONJ
american_scientific_journal-11608	78	15	noted	note	VERB
american_scientific_journal-11608	78	16	by	by	ADP
american_scientific_journal-11608	78	17	huang	huang	PROPN
american_scientific_journal-11608	78	18	and	and	CCONJ
american_scientific_journal-11608	78	19	his	his	PRON
american_scientific_journal-11608	78	20	colleagues	colleague	NOUN
american_scientific_journal-11608	78	21	[	[	X
american_scientific_journal-11608	78	22	5	5	NUM
american_scientific_journal-11608	78	23	]	]	PUNCT
american_scientific_journal-11608	78	24	.	.	PUNCT
american_scientific_journal-11608	79	1	with	with	ADP
american_scientific_journal-11608	79	2	respect	respect	NOUN
american_scientific_journal-11608	79	3	to	to	PART
american_scientific_journal-11608	79	4	accelerated	accelerate	VERB
american_scientific_journal-11608	79	5	atpg	atpg	PROPN
american_scientific_journal-11608	79	6	,	,	PUNCT
american_scientific_journal-11608	79	7	roy	roy	PROPN
american_scientific_journal-11608	79	8	and	and	CCONJ
american_scientific_journal-11608	79	9	his	his	PRON
american_scientific_journal-11608	79	10	colleagues	colleague	NOUN
american_scientific_journal-11608	79	11	[	[	X
american_scientific_journal-11608	79	12	6	6	NUM
american_scientific_journal-11608	79	13	]	]	PUNCT
american_scientific_journal-11608	79	14	demonstrate	demonstrate	VERB
american_scientific_journal-11608	79	15	that	that	SCONJ
american_scientific_journal-11608	79	16	neural	neural	ADJ
american_scientific_journal-11608	79	17	networks	network	NOUN
american_scientific_journal-11608	79	18	,	,	PUNCT
american_scientific_journal-11608	79	19	trained	train	VERB
american_scientific_journal-11608	79	20	on	on	ADP
american_scientific_journal-11608	79	21	partial	partial	ADJ
american_scientific_journal-11608	79	22	atpg	atpg	PROPN
american_scientific_journal-11608	79	23	logs	log	NOUN
american_scientific_journal-11608	79	24	,	,	PUNCT
american_scientific_journal-11608	79	25	can	can	AUX
american_scientific_journal-11608	79	26	reduce	reduce	VERB
american_scientific_journal-11608	79	27	the	the	DET
american_scientific_journal-11608	79	28	exponential	exponential	ADJ
american_scientific_journal-11608	79	29	search	search	NOUN
american_scientific_journal-11608	79	30	for	for	ADP
american_scientific_journal-11608	79	31	test	test	NOUN
american_scientific_journal-11608	79	32	vectors	vector	NOUN
american_scientific_journal-11608	79	33	by	by	ADP
american_scientific_journal-11608	79	34	steering	steer	VERB
american_scientific_journal-11608	79	35	the	the	DET
american_scientific_journal-11608	79	36	backtracking	backtrack	VERB
american_scientific_journal-11608	79	37	algorithm	algorithm	NOUN
american_scientific_journal-11608	79	38	toward	toward	ADP
american_scientific_journal-11608	79	39	more	more	ADJ
american_scientific_journal-11608	79	40	promising	promising	ADJ
american_scientific_journal-11608	79	41	decisions	decision	NOUN
american_scientific_journal-11608	79	42	.	.	PUNCT
american_scientific_journal-11608	80	1	additionally	additionally	ADV
american_scientific_journal-11608	80	2	,	,	PUNCT
american_scientific_journal-11608	80	3	principal	principal	ADJ
american_scientific_journal-11608	80	4	component	component	NOUN
american_scientific_journal-11608	80	5	analysis	analysis	NOUN
american_scientific_journal-11608	80	6	(	(	PUNCT
american_scientific_journal-11608	80	7	pca	pca	NOUN
american_scientific_journal-11608	80	8	)	)	PUNCT
american_scientific_journal-11608	80	9	allows	allow	VERB
american_scientific_journal-11608	80	10	multiple	multiple	ADJ
american_scientific_journal-11608	80	11	testability	testability	NOUN
american_scientific_journal-11608	80	12	metrics	metric	NOUN
american_scientific_journal-11608	80	13	to	to	PART
american_scientific_journal-11608	80	14	be	be	AUX
american_scientific_journal-11608	80	15	consolidated	consolidate	VERB
american_scientific_journal-11608	80	16	into	into	ADP
american_scientific_journal-11608	80	17	a	a	DET
american_scientific_journal-11608	80	18	single	single	ADJ
american_scientific_journal-11608	80	19	guiding	guide	VERB
american_scientific_journal-11608	80	20	heuristic	heuristic	NOUN
american_scientific_journal-11608	80	21	[	[	X
american_scientific_journal-11608	80	22	11	11	NUM
american_scientific_journal-11608	80	23	]	]	PUNCT
american_scientific_journal-11608	80	24	.	.	PUNCT
american_scientific_journal-11608	81	1	in	in	ADP
american_scientific_journal-11608	81	2	the	the	DET
american_scientific_journal-11608	81	3	context	context	NOUN
american_scientific_journal-11608	81	4	of	of	ADP
american_scientific_journal-11608	81	5	built	build	VERB
american_scientific_journal-11608	81	6	-	-	PUNCT
american_scientific_journal-11608	81	7	in	in	ADP
american_scientific_journal-11608	81	8	self	self	NOUN
american_scientific_journal-11608	81	9	-	-	PUNCT
american_scientific_journal-11608	81	10	test	test	NOUN
american_scientific_journal-11608	81	11	(	(	PUNCT
american_scientific_journal-11608	81	12	bist	bist	NOUN
american_scientific_journal-11608	81	13	)	)	PUNCT
american_scientific_journal-11608	81	14	,	,	PUNCT
american_scientific_journal-11608	81	15	structural	structural	ADJ
american_scientific_journal-11608	81	16	signatures	signature	NOUN
american_scientific_journal-11608	81	17	gathered	gather	VERB
american_scientific_journal-11608	81	18	through	through	ADP
american_scientific_journal-11608	81	19	on	on	ADP
american_scientific_journal-11608	81	20	-	-	PUNCT
american_scientific_journal-11608	81	21	chip	chip	NOUN
american_scientific_journal-11608	81	22	compression	compression	NOUN
american_scientific_journal-11608	81	23	–	–	PUNCT
american_scientific_journal-11608	81	24	typically	typically	ADV
american_scientific_journal-11608	81	25	via	via	ADP
american_scientific_journal-11608	81	26	multiple	multiple	ADJ
american_scientific_journal-11608	81	27	input	input	NOUN
american_scientific_journal-11608	81	28	signature	signature	NOUN
american_scientific_journal-11608	81	29	registers	register	NOUN
american_scientific_journal-11608	81	30	(	(	PUNCT
american_scientific_journal-11608	81	31	misr	misr	NOUN
american_scientific_journal-11608	81	32	)	)	PUNCT
american_scientific_journal-11608	81	33	–	–	PUNCT
american_scientific_journal-11608	81	34	may	may	AUX
american_scientific_journal-11608	81	35	be	be	AUX
american_scientific_journal-11608	81	36	fed	feed	VERB
american_scientific_journal-11608	81	37	into	into	ADP
american_scientific_journal-11608	81	38	machine	machine	NOUN
american_scientific_journal-11608	81	39	learning	learn	VERB
american_scientific_journal-11608	81	40	modules	module	NOUN
american_scientific_journal-11608	81	41	,	,	PUNCT
american_scientific_journal-11608	81	42	which	which	PRON
american_scientific_journal-11608	81	43	can	can	AUX
american_scientific_journal-11608	81	44	detect	detect	VERB
american_scientific_journal-11608	81	45	subtle	subtle	ADJ
american_scientific_journal-11608	81	46	or	or	CCONJ
american_scientific_journal-11608	81	47	parametric	parametric	ADJ
american_scientific_journal-11608	81	48	defects	defect	NOUN
american_scientific_journal-11608	81	49	overlooked	overlook	VERB
american_scientific_journal-11608	81	50	by	by	ADP
american_scientific_journal-11608	81	51	random	random	ADJ
american_scientific_journal-11608	81	52	test	test	NOUN
american_scientific_journal-11608	81	53	sequences	sequence	NOUN
american_scientific_journal-11608	82	1	[	[	X
american_scientific_journal-11608	82	2	13	13	NUM
american_scientific_journal-11608	82	3	]	]	PUNCT
american_scientific_journal-11608	82	4	.	.	PUNCT
american_scientific_journal-11608	83	1	this	this	DET
american_scientific_journal-11608	83	2	last	last	ADJ
american_scientific_journal-11608	83	3	approach	approach	NOUN
american_scientific_journal-11608	83	4	proves	prove	VERB
american_scientific_journal-11608	83	5	especially	especially	ADV
american_scientific_journal-11608	83	6	american	american	ADJ
american_scientific_journal-11608	83	7	academic	academic	ADJ
american_scientific_journal-11608	83	8	scientific	scientific	ADJ
american_scientific_journal-11608	83	9	research	research	NOUN
american_scientific_journal-11608	83	10	journal	journal	NOUN
american_scientific_journal-11608	83	11	for	for	ADP
american_scientific_journal-11608	83	12	engineering	engineering	NOUN
american_scientific_journal-11608	83	13	,	,	PUNCT
american_scientific_journal-11608	83	14	technology	technology	NOUN
american_scientific_journal-11608	83	15	,	,	PUNCT
american_scientific_journal-11608	83	16	and	and	CCONJ
american_scientific_journal-11608	83	17	sciences	science	NOUN
american_scientific_journal-11608	83	18	(	(	PUNCT
american_scientific_journal-11608	83	19	asrjets	asrjet	NOUN
american_scientific_journal-11608	83	20	)	)	PUNCT
american_scientific_journal-11608	83	21	volume	volume	NOUN
american_scientific_journal-11608	83	22	101	101	NUM
american_scientific_journal-11608	83	23	,	,	PUNCT
american_scientific_journal-11608	83	24	no	no	DET
american_scientific_journal-11608	83	25	1	1	NUM
american_scientific_journal-11608	83	26	,	,	PUNCT
american_scientific_journal-11608	83	27	pp	pp	ADV
american_scientific_journal-11608	83	28	325	325	NUM
american_scientific_journal-11608	83	29	-	-	SYM
american_scientific_journal-11608	83	30	334	334	NUM
american_scientific_journal-11608	83	31	330	330	NUM
american_scientific_journal-11608	83	32	effective	effective	ADJ
american_scientific_journal-11608	83	33	for	for	ADP
american_scientific_journal-11608	83	34	memory	memory	NOUN
american_scientific_journal-11608	83	35	bist	bist	NOUN
american_scientific_journal-11608	83	36	,	,	PUNCT
american_scientific_journal-11608	83	37	where	where	SCONJ
american_scientific_journal-11608	83	38	the	the	DET
american_scientific_journal-11608	83	39	ml	ml	PROPN
american_scientific_journal-11608	83	40	model	model	NOUN
american_scientific_journal-11608	83	41	rapidly	rapidly	ADV
american_scientific_journal-11608	83	42	isolates	isolate	VERB
american_scientific_journal-11608	83	43	anomalies	anomaly	NOUN
american_scientific_journal-11608	83	44	that	that	PRON
american_scientific_journal-11608	83	45	arise	arise	VERB
american_scientific_journal-11608	83	46	in	in	ADP
american_scientific_journal-11608	83	47	small	small	ADJ
american_scientific_journal-11608	83	48	-	-	PUNCT
american_scientific_journal-11608	83	49	delay	delay	NOUN
american_scientific_journal-11608	83	50	failure	failure	NOUN
american_scientific_journal-11608	83	51	scenarios	scenario	NOUN
american_scientific_journal-11608	83	52	.	.	PUNCT
american_scientific_journal-11608	84	1	overall	overall	ADJ
american_scientific_journal-11608	84	2	,	,	PUNCT
american_scientific_journal-11608	84	3	these	these	DET
american_scientific_journal-11608	84	4	ml	ml	VERB
american_scientific_journal-11608	84	5	-	-	PUNCT
american_scientific_journal-11608	84	6	driven	drive	VERB
american_scientific_journal-11608	84	7	strategies	strategy	NOUN
american_scientific_journal-11608	84	8	suggest	suggest	VERB
american_scientific_journal-11608	84	9	that	that	SCONJ
american_scientific_journal-11608	84	10	static	static	NOUN
american_scientific_journal-11608	84	11	,	,	PUNCT
american_scientific_journal-11608	84	12	rule	rule	NOUN
american_scientific_journal-11608	84	13	-	-	PUNCT
american_scientific_journal-11608	84	14	based	base	VERB
american_scientific_journal-11608	84	15	methods	method	NOUN
american_scientific_journal-11608	84	16	are	be	AUX
american_scientific_journal-11608	84	17	frequently	frequently	ADV
american_scientific_journal-11608	84	18	inadequate	inadequate	ADJ
american_scientific_journal-11608	84	19	when	when	SCONJ
american_scientific_journal-11608	84	20	confronted	confront	VERB
american_scientific_journal-11608	84	21	with	with	ADP
american_scientific_journal-11608	84	22	dynamically	dynamically	ADV
american_scientific_journal-11608	84	23	shifting	shift	VERB
american_scientific_journal-11608	84	24	defect	defect	NOUN
american_scientific_journal-11608	84	25	environments	environment	NOUN
american_scientific_journal-11608	84	26	and	and	CCONJ
american_scientific_journal-11608	84	27	massive	massive	ADJ
american_scientific_journal-11608	84	28	test	test	NOUN
american_scientific_journal-11608	84	29	data	datum	NOUN
american_scientific_journal-11608	84	30	.	.	PUNCT
american_scientific_journal-11608	85	1	by	by	ADP
american_scientific_journal-11608	85	2	contrast	contrast	NOUN
american_scientific_journal-11608	85	3	,	,	PUNCT
american_scientific_journal-11608	85	4	machine	machine	NOUN
american_scientific_journal-11608	85	5	learning	learning	NOUN
american_scientific_journal-11608	85	6	’s	’s	PART
american_scientific_journal-11608	85	7	ability	ability	NOUN
american_scientific_journal-11608	85	8	to	to	PART
american_scientific_journal-11608	85	9	adapt	adapt	VERB
american_scientific_journal-11608	85	10	and	and	CCONJ
american_scientific_journal-11608	85	11	scale	scale	NOUN
american_scientific_journal-11608	85	12	renders	render	VERB
american_scientific_journal-11608	85	13	it	it	PRON
american_scientific_journal-11608	85	14	as	as	ADP
american_scientific_journal-11608	85	15	a	a	DET
american_scientific_journal-11608	85	16	vital	vital	ADJ
american_scientific_journal-11608	85	17	component	component	NOUN
american_scientific_journal-11608	85	18	of	of	ADP
american_scientific_journal-11608	85	19	emerging	emerge	VERB
american_scientific_journal-11608	85	20	dft	dft	NOUN
american_scientific_journal-11608	85	21	solutions	solution	NOUN
american_scientific_journal-11608	85	22	.	.	PUNCT
american_scientific_journal-11608	86	1	3	3	X
american_scientific_journal-11608	86	2	.	.	NUM
american_scientific_journal-11608	86	3	proposed	propose	VERB
american_scientific_journal-11608	86	4	ml	ml	VERB
american_scientific_journal-11608	86	5	-	-	PUNCT
american_scientific_journal-11608	86	6	enhanced	enhance	VERB
american_scientific_journal-11608	86	7	approach	approach	NOUN
american_scientific_journal-11608	86	8	for	for	ADP
american_scientific_journal-11608	86	9	defect	defect	NOUN
american_scientific_journal-11608	86	10	detection	detection	NOUN
american_scientific_journal-11608	86	11	in	in	ADP
american_scientific_journal-11608	86	12	contemporary	contemporary	ADJ
american_scientific_journal-11608	86	13	semiconductor	semiconductor	NOUN
american_scientific_journal-11608	86	14	manufacturing	manufacturing	NOUN
american_scientific_journal-11608	86	15	,	,	PUNCT
american_scientific_journal-11608	86	16	bridging	bridging	NOUN
american_scientific_journal-11608	86	17	,	,	PUNCT
american_scientific_journal-11608	86	18	open	open	ADJ
american_scientific_journal-11608	86	19	,	,	PUNCT
american_scientific_journal-11608	86	20	and	and	CCONJ
american_scientific_journal-11608	86	21	stuck	stick	VERB
american_scientific_journal-11608	86	22	-	-	PUNCT
american_scientific_journal-11608	86	23	at	at	ADP
american_scientific_journal-11608	86	24	defects	defect	NOUN
american_scientific_journal-11608	86	25	frequently	frequently	ADV
american_scientific_journal-11608	86	26	arise	arise	VERB
american_scientific_journal-11608	86	27	during	during	ADP
american_scientific_journal-11608	86	28	scan	scan	NOUN
american_scientific_journal-11608	86	29	-	-	PUNCT
american_scientific_journal-11608	86	30	based	base	VERB
american_scientific_journal-11608	86	31	structural	structural	ADJ
american_scientific_journal-11608	86	32	testing	testing	NOUN
american_scientific_journal-11608	86	33	at	at	ADP
american_scientific_journal-11608	86	34	the	the	DET
american_scientific_journal-11608	86	35	wafer	wafer	NOUN
american_scientific_journal-11608	86	36	sort	sort	NOUN
american_scientific_journal-11608	86	37	stage	stage	NOUN
american_scientific_journal-11608	86	38	[	[	X
american_scientific_journal-11608	86	39	9	9	NUM
american_scientific_journal-11608	86	40	]	]	PUNCT
american_scientific_journal-11608	86	41	.	.	PUNCT
american_scientific_journal-11608	87	1	this	this	DET
american_scientific_journal-11608	87	2	phase	phase	NOUN
american_scientific_journal-11608	87	3	of	of	ADP
american_scientific_journal-11608	87	4	production	production	NOUN
american_scientific_journal-11608	87	5	typically	typically	ADV
american_scientific_journal-11608	87	6	yields	yield	VERB
american_scientific_journal-11608	87	7	detailed	detailed	ADJ
american_scientific_journal-11608	87	8	logs	log	NOUN
american_scientific_journal-11608	87	9	of	of	ADP
american_scientific_journal-11608	87	10	passing	pass	VERB
american_scientific_journal-11608	87	11	and	and	CCONJ
american_scientific_journal-11608	87	12	failing	fail	VERB
american_scientific_journal-11608	87	13	test	test	NOUN
american_scientific_journal-11608	87	14	patterns	pattern	NOUN
american_scientific_journal-11608	87	15	,	,	PUNCT
american_scientific_journal-11608	87	16	partial	partial	ADJ
american_scientific_journal-11608	87	17	debug	debug	NOUN
american_scientific_journal-11608	87	18	outputs	output	NOUN
american_scientific_journal-11608	87	19	,	,	PUNCT
american_scientific_journal-11608	87	20	and	and	CCONJ
american_scientific_journal-11608	87	21	signature	signature	NOUN
american_scientific_journal-11608	87	22	-	-	PUNCT
american_scientific_journal-11608	87	23	based	base	VERB
american_scientific_journal-11608	87	24	summaries	summary	NOUN
american_scientific_journal-11608	87	25	,	,	PUNCT
american_scientific_journal-11608	87	26	making	make	VERB
american_scientific_journal-11608	87	27	it	it	PRON
american_scientific_journal-11608	87	28	an	an	DET
american_scientific_journal-11608	87	29	advantageous	advantageous	ADJ
american_scientific_journal-11608	87	30	point	point	NOUN
american_scientific_journal-11608	87	31	for	for	ADP
american_scientific_journal-11608	87	32	early	early	ADJ
american_scientific_journal-11608	87	33	defect	defect	NOUN
american_scientific_journal-11608	87	34	detection	detection	NOUN
american_scientific_journal-11608	87	35	.	.	PUNCT
american_scientific_journal-11608	88	1	detecting	detect	VERB
american_scientific_journal-11608	88	2	defective	defective	ADJ
american_scientific_journal-11608	88	3	dies	die	NOUN
american_scientific_journal-11608	88	4	at	at	ADP
american_scientific_journal-11608	88	5	wafer	wafer	NOUN
american_scientific_journal-11608	88	6	sort	sort	NOUN
american_scientific_journal-11608	88	7	reduces	reduce	VERB
american_scientific_journal-11608	88	8	overall	overall	ADJ
american_scientific_journal-11608	88	9	manufacturing	manufacturing	NOUN
american_scientific_journal-11608	88	10	costs	cost	NOUN
american_scientific_journal-11608	88	11	by	by	ADP
american_scientific_journal-11608	88	12	ensuring	ensure	VERB
american_scientific_journal-11608	88	13	that	that	SCONJ
american_scientific_journal-11608	88	14	inevitably	inevitably	ADV
american_scientific_journal-11608	88	15	failing	fail	VERB
american_scientific_journal-11608	88	16	chips	chip	NOUN
american_scientific_journal-11608	88	17	do	do	AUX
american_scientific_journal-11608	88	18	not	not	PART
american_scientific_journal-11608	88	19	advance	advance	VERB
american_scientific_journal-11608	88	20	further	far	ADV
american_scientific_journal-11608	88	21	into	into	ADP
american_scientific_journal-11608	88	22	packaging	packaging	NOUN
american_scientific_journal-11608	88	23	and	and	CCONJ
american_scientific_journal-11608	88	24	final	final	ADJ
american_scientific_journal-11608	88	25	test	test	NOUN
american_scientific_journal-11608	88	26	[	[	X
american_scientific_journal-11608	88	27	6	6	NUM
american_scientific_journal-11608	88	28	]	]	PUNCT
american_scientific_journal-11608	88	29	.	.	PUNCT
american_scientific_journal-11608	89	1	the	the	DET
american_scientific_journal-11608	89	2	core	core	NOUN
american_scientific_journal-11608	89	3	data	datum	NOUN
american_scientific_journal-11608	89	4	for	for	ADP
american_scientific_journal-11608	89	5	such	such	DET
american_scientific_journal-11608	89	6	an	an	DET
american_scientific_journal-11608	89	7	approach	approach	NOUN
american_scientific_journal-11608	89	8	usually	usually	ADV
american_scientific_journal-11608	89	9	incorporates	incorporate	VERB
american_scientific_journal-11608	89	10	failure	failure	NOUN
american_scientific_journal-11608	89	11	logs	log	NOUN
american_scientific_journal-11608	89	12	associated	associate	VERB
american_scientific_journal-11608	89	13	with	with	ADP
american_scientific_journal-11608	89	14	pass	pass	NOUN
american_scientific_journal-11608	89	15	/	/	SYM
american_scientific_journal-11608	89	16	fail	fail	ADJ
american_scientific_journal-11608	89	17	outcomes	outcome	NOUN
american_scientific_journal-11608	89	18	of	of	ADP
american_scientific_journal-11608	89	19	scanbased	scanbase	VERB
american_scientific_journal-11608	89	20	tests	test	NOUN
american_scientific_journal-11608	89	21	,	,	PUNCT
american_scientific_journal-11608	89	22	as	as	ADV
american_scientific_journal-11608	89	23	well	well	ADV
american_scientific_journal-11608	89	24	as	as	ADP
american_scientific_journal-11608	89	25	test	test	NOUN
american_scientific_journal-11608	89	26	pattern	pattern	NOUN
american_scientific_journal-11608	89	27	information	information	NOUN
american_scientific_journal-11608	89	28	generated	generate	VERB
american_scientific_journal-11608	89	29	by	by	ADP
american_scientific_journal-11608	89	30	automatic	automatic	ADJ
american_scientific_journal-11608	89	31	test	test	NOUN
american_scientific_journal-11608	89	32	pattern	pattern	NOUN
american_scientific_journal-11608	89	33	generation	generation	NOUN
american_scientific_journal-11608	89	34	(	(	PUNCT
american_scientific_journal-11608	89	35	atpg	atpg	PROPN
american_scientific_journal-11608	89	36	)	)	PUNCT
american_scientific_journal-11608	89	37	or	or	CCONJ
american_scientific_journal-11608	89	38	builtin	builtin	NOUN
american_scientific_journal-11608	89	39	self	self	NOUN
american_scientific_journal-11608	89	40	-	-	PUNCT
american_scientific_journal-11608	89	41	test	test	NOUN
american_scientific_journal-11608	89	42	(	(	PUNCT
american_scientific_journal-11608	89	43	bist	bist	NOUN
american_scientific_journal-11608	89	44	)	)	PUNCT
american_scientific_journal-11608	89	45	.	.	PUNCT
american_scientific_journal-11608	90	1	additional	additional	ADJ
american_scientific_journal-11608	90	2	design	design	NOUN
american_scientific_journal-11608	90	3	context	context	NOUN
american_scientific_journal-11608	90	4	,	,	PUNCT
american_scientific_journal-11608	90	5	which	which	PRON
american_scientific_journal-11608	90	6	includes	include	VERB
american_scientific_journal-11608	90	7	netlist	netlist	ADJ
american_scientific_journal-11608	90	8	structure	structure	NOUN
american_scientific_journal-11608	90	9	,	,	PUNCT
american_scientific_journal-11608	90	10	scan	scan	ADJ
american_scientific_journal-11608	90	11	-	-	PUNCT
american_scientific_journal-11608	90	12	chain	chain	NOUN
american_scientific_journal-11608	90	13	parameters	parameter	NOUN
american_scientific_journal-11608	90	14	,	,	PUNCT
american_scientific_journal-11608	90	15	and	and	CCONJ
american_scientific_journal-11608	90	16	any	any	DET
american_scientific_journal-11608	90	17	specialized	specialized	ADJ
american_scientific_journal-11608	90	18	controllability	controllability	NOUN
american_scientific_journal-11608	90	19	/	/	SYM
american_scientific_journal-11608	90	20	observability	observability	NOUN
american_scientific_journal-11608	90	21	inserts	insert	NOUN
american_scientific_journal-11608	90	22	,	,	PUNCT
american_scientific_journal-11608	90	23	often	often	ADV
american_scientific_journal-11608	90	24	complements	complement	VERB
american_scientific_journal-11608	90	25	these	these	DET
american_scientific_journal-11608	90	26	test	test	NOUN
american_scientific_journal-11608	90	27	logs	log	NOUN
american_scientific_journal-11608	90	28	[	[	X
american_scientific_journal-11608	90	29	1	1	NUM
american_scientific_journal-11608	90	30	]	]	PUNCT
american_scientific_journal-11608	90	31	.	.	PUNCT
american_scientific_journal-11608	91	1	despite	despite	SCONJ
american_scientific_journal-11608	91	2	the	the	DET
american_scientific_journal-11608	91	3	utility	utility	NOUN
american_scientific_journal-11608	91	4	of	of	ADP
american_scientific_journal-11608	91	5	this	this	DET
american_scientific_journal-11608	91	6	data	datum	NOUN
american_scientific_journal-11608	91	7	,	,	PUNCT
american_scientific_journal-11608	91	8	its	its	PRON
american_scientific_journal-11608	91	9	sheer	sheer	ADJ
american_scientific_journal-11608	91	10	scale	scale	NOUN
american_scientific_journal-11608	91	11	and	and	CCONJ
american_scientific_journal-11608	91	12	heterogeneous	heterogeneous	ADJ
american_scientific_journal-11608	91	13	nature	nature	NOUN
american_scientific_journal-11608	91	14	call	call	NOUN
american_scientific_journal-11608	91	15	for	for	ADP
american_scientific_journal-11608	91	16	robust	robust	ADJ
american_scientific_journal-11608	91	17	machine	machine	NOUN
american_scientific_journal-11608	91	18	learning	learning	NOUN
american_scientific_journal-11608	91	19	(	(	PUNCT
american_scientific_journal-11608	91	20	ml	ml	NOUN
american_scientific_journal-11608	91	21	)	)	PUNCT
american_scientific_journal-11608	91	22	methods	method	NOUN
american_scientific_journal-11608	91	23	that	that	PRON
american_scientific_journal-11608	91	24	can	can	AUX
american_scientific_journal-11608	91	25	adapt	adapt	VERB
american_scientific_journal-11608	91	26	to	to	ADP
american_scientific_journal-11608	91	27	varying	vary	VERB
american_scientific_journal-11608	91	28	fault	fault	NOUN
american_scientific_journal-11608	91	29	profiles	profile	NOUN
american_scientific_journal-11608	91	30	.	.	PUNCT
american_scientific_journal-11608	92	1	a	a	DET
american_scientific_journal-11608	92	2	dual	dual	ADJ
american_scientific_journal-11608	92	3	or	or	CCONJ
american_scientific_journal-11608	92	4	hybrid	hybrid	ADJ
american_scientific_journal-11608	92	5	machine	machine	NOUN
american_scientific_journal-11608	92	6	learning	learning	NOUN
american_scientific_journal-11608	92	7	strategy	strategy	NOUN
american_scientific_journal-11608	92	8	can	can	AUX
american_scientific_journal-11608	92	9	be	be	AUX
american_scientific_journal-11608	92	10	valuable	valuable	ADJ
american_scientific_journal-11608	92	11	in	in	ADP
american_scientific_journal-11608	92	12	these	these	DET
american_scientific_journal-11608	92	13	settings	setting	NOUN
american_scientific_journal-11608	92	14	.	.	PUNCT
american_scientific_journal-11608	93	1	one	one	NUM
american_scientific_journal-11608	93	2	possibility	possibility	NOUN
american_scientific_journal-11608	93	3	involves	involve	VERB
american_scientific_journal-11608	93	4	support	support	NOUN
american_scientific_journal-11608	93	5	vector	vector	NOUN
american_scientific_journal-11608	93	6	machines	machine	NOUN
american_scientific_journal-11608	93	7	(	(	PUNCT
american_scientific_journal-11608	93	8	svms	svms	NOUN
american_scientific_journal-11608	93	9	)	)	PUNCT
american_scientific_journal-11608	93	10	for	for	ADP
american_scientific_journal-11608	93	11	multi	multi	ADJ
american_scientific_journal-11608	93	12	-	-	ADJ
american_scientific_journal-11608	93	13	class	class	ADJ
american_scientific_journal-11608	93	14	classification	classification	NOUN
american_scientific_journal-11608	93	15	tasks	task	NOUN
american_scientific_journal-11608	93	16	,	,	PUNCT
american_scientific_journal-11608	93	17	especially	especially	ADV
american_scientific_journal-11608	93	18	when	when	SCONJ
american_scientific_journal-11608	93	19	distinguishing	distinguish	VERB
american_scientific_journal-11608	93	20	bridging	bridging	NOUN
american_scientific_journal-11608	93	21	or	or	CCONJ
american_scientific_journal-11608	93	22	open	open	ADJ
american_scientific_journal-11608	93	23	/	/	SYM
american_scientific_journal-11608	93	24	short	short	ADJ
american_scientific_journal-11608	93	25	faults	fault	NOUN
american_scientific_journal-11608	93	26	in	in	ADP
american_scientific_journal-11608	93	27	high	high	ADJ
american_scientific_journal-11608	93	28	-	-	PUNCT
american_scientific_journal-11608	93	29	dimensional	dimensional	ADJ
american_scientific_journal-11608	93	30	feature	feature	NOUN
american_scientific_journal-11608	93	31	spaces	space	NOUN
american_scientific_journal-11608	93	32	[	[	X
american_scientific_journal-11608	93	33	6	6	NUM
american_scientific_journal-11608	93	34	]	]	PUNCT
american_scientific_journal-11608	93	35	.	.	PUNCT
american_scientific_journal-11608	94	1	additionally	additionally	ADV
american_scientific_journal-11608	94	2	,	,	PUNCT
american_scientific_journal-11608	94	3	artificial	artificial	ADJ
american_scientific_journal-11608	94	4	neural	neural	ADJ
american_scientific_journal-11608	94	5	networks	network	NOUN
american_scientific_journal-11608	94	6	(	(	PUNCT
american_scientific_journal-11608	94	7	anns	anns	PROPN
american_scientific_journal-11608	94	8	)	)	PUNCT
american_scientific_journal-11608	94	9	may	may	AUX
american_scientific_journal-11608	94	10	refine	refine	VERB
american_scientific_journal-11608	94	11	scan	scan	ADJ
american_scientific_journal-11608	94	12	-	-	PUNCT
american_scientific_journal-11608	94	13	test	test	NOUN
american_scientific_journal-11608	94	14	pattern	pattern	NOUN
american_scientific_journal-11608	94	15	generation	generation	NOUN
american_scientific_journal-11608	94	16	or	or	CCONJ
american_scientific_journal-11608	94	17	localize	localize	VERB
american_scientific_journal-11608	94	18	subtle	subtle	ADJ
american_scientific_journal-11608	94	19	and	and	CCONJ
american_scientific_journal-11608	94	20	intermittent	intermittent	ADJ
american_scientific_journal-11608	94	21	defects	defect	NOUN
american_scientific_journal-11608	94	22	more	more	ADV
american_scientific_journal-11608	94	23	effectively	effectively	ADV
american_scientific_journal-11608	94	24	.	.	PUNCT
american_scientific_journal-11608	95	1	certain	certain	ADJ
american_scientific_journal-11608	95	2	prior	prior	ADJ
american_scientific_journal-11608	95	3	works	work	NOUN
american_scientific_journal-11608	95	4	demonstrate	demonstrate	VERB
american_scientific_journal-11608	95	5	that	that	SCONJ
american_scientific_journal-11608	95	6	neural	neural	ADJ
american_scientific_journal-11608	95	7	networks	network	NOUN
american_scientific_journal-11608	95	8	can	can	AUX
american_scientific_journal-11608	95	9	guide	guide	VERB
american_scientific_journal-11608	95	10	or	or	CCONJ
american_scientific_journal-11608	95	11	prioritize	prioritize	VERB
american_scientific_journal-11608	95	12	suspicious	suspicious	ADJ
american_scientific_journal-11608	95	13	nodes	node	NOUN
american_scientific_journal-11608	95	14	for	for	ADP
american_scientific_journal-11608	95	15	test	test	NOUN
american_scientific_journal-11608	95	16	generation	generation	NOUN
american_scientific_journal-11608	95	17	,	,	PUNCT
american_scientific_journal-11608	95	18	thereby	thereby	ADV
american_scientific_journal-11608	95	19	reducing	reduce	VERB
american_scientific_journal-11608	95	20	algorithmic	algorithmic	ADJ
american_scientific_journal-11608	95	21	search	search	NOUN
american_scientific_journal-11608	95	22	overhead	overhead	ADV
american_scientific_journal-11608	96	1	[	[	X
american_scientific_journal-11608	96	2	11	11	NUM
american_scientific_journal-11608	96	3	]	]	PUNCT
american_scientific_journal-11608	96	4	.	.	PUNCT
american_scientific_journal-11608	97	1	while	while	SCONJ
american_scientific_journal-11608	97	2	other	other	ADJ
american_scientific_journal-11608	97	3	algorithms	algorithm	NOUN
american_scientific_journal-11608	97	4	(	(	PUNCT
american_scientific_journal-11608	97	5	such	such	ADJ
american_scientific_journal-11608	97	6	as	as	ADP
american_scientific_journal-11608	97	7	decision	decision	NOUN
american_scientific_journal-11608	97	8	trees	tree	NOUN
american_scientific_journal-11608	97	9	or	or	CCONJ
american_scientific_journal-11608	97	10	random	random	ADJ
american_scientific_journal-11608	97	11	forests	forest	NOUN
american_scientific_journal-11608	97	12	)	)	PUNCT
american_scientific_journal-11608	97	13	remain	remain	VERB
american_scientific_journal-11608	97	14	viable	viable	ADJ
american_scientific_journal-11608	97	15	,	,	PUNCT
american_scientific_journal-11608	97	16	svms	svms	NOUN
american_scientific_journal-11608	97	17	and	and	CCONJ
american_scientific_journal-11608	97	18	anns	anns	PROPN
american_scientific_journal-11608	97	19	show	show	VERB
american_scientific_journal-11608	97	20	particular	particular	ADJ
american_scientific_journal-11608	97	21	promise	promise	NOUN
american_scientific_journal-11608	97	22	in	in	ADP
american_scientific_journal-11608	97	23	bridging	bridging	NOUN
american_scientific_journal-11608	97	24	-	-	PUNCT
american_scientific_journal-11608	97	25	fault	fault	NOUN
american_scientific_journal-11608	97	26	detection	detection	NOUN
american_scientific_journal-11608	97	27	,	,	PUNCT
american_scientific_journal-11608	97	28	runtime	runtime	NOUN
american_scientific_journal-11608	97	29	improvements	improvement	NOUN
american_scientific_journal-11608	97	30	for	for	ADP
american_scientific_journal-11608	97	31	atpg	atpg	NOUN
american_scientific_journal-11608	97	32	,	,	PUNCT
american_scientific_journal-11608	97	33	and	and	CCONJ
american_scientific_journal-11608	97	34	incremental	incremental	ADJ
american_scientific_journal-11608	97	35	learning	learning	NOUN
american_scientific_journal-11608	97	36	of	of	ADP
american_scientific_journal-11608	97	37	new	new	ADJ
american_scientific_journal-11608	97	38	fail	fail	ADJ
american_scientific_journal-11608	97	39	modes	mode	NOUN
american_scientific_journal-11608	97	40	[	[	X
american_scientific_journal-11608	97	41	9	9	NUM
american_scientific_journal-11608	97	42	]	]	PUNCT
american_scientific_journal-11608	97	43	.	.	PUNCT
american_scientific_journal-11608	98	1	in	in	ADP
american_scientific_journal-11608	98	2	practice	practice	NOUN
american_scientific_journal-11608	98	3	,	,	PUNCT
american_scientific_journal-11608	98	4	various	various	ADJ
american_scientific_journal-11608	98	5	authors	author	NOUN
american_scientific_journal-11608	98	6	[	[	X
american_scientific_journal-11608	98	7	6	6	NUM
american_scientific_journal-11608	98	8	]	]	PUNCT
american_scientific_journal-11608	98	9	have	have	AUX
american_scientific_journal-11608	98	10	proposed	propose	VERB
american_scientific_journal-11608	98	11	conceptual	conceptual	ADJ
american_scientific_journal-11608	98	12	pipelines	pipeline	NOUN
american_scientific_journal-11608	98	13	integrating	integrate	VERB
american_scientific_journal-11608	98	14	machine	machine	NOUN
american_scientific_journal-11608	98	15	learning	learn	VERB
american_scientific_journal-11608	98	16	with	with	ADP
american_scientific_journal-11608	98	17	scanbased	scanbase	VERB
american_scientific_journal-11608	98	18	dft	dft	PROPN
american_scientific_journal-11608	98	19	flows	flow	NOUN
american_scientific_journal-11608	98	20	.	.	PUNCT
american_scientific_journal-11608	99	1	although	although	SCONJ
american_scientific_journal-11608	99	2	specific	specific	ADJ
american_scientific_journal-11608	99	3	implementation	implementation	NOUN
american_scientific_journal-11608	99	4	details	detail	NOUN
american_scientific_journal-11608	99	5	vary	vary	VERB
american_scientific_journal-11608	99	6	,	,	PUNCT
american_scientific_journal-11608	99	7	the	the	DET
american_scientific_journal-11608	99	8	sequence	sequence	NOUN
american_scientific_journal-11608	99	9	of	of	ADP
american_scientific_journal-11608	99	10	steps	step	NOUN
american_scientific_journal-11608	99	11	follows	follow	VERB
american_scientific_journal-11608	99	12	a	a	DET
american_scientific_journal-11608	99	13	coherent	coherent	ADJ
american_scientific_journal-11608	99	14	flow	flow	NOUN
american_scientific_journal-11608	99	15	from	from	ADP
american_scientific_journal-11608	99	16	raw	raw	ADJ
american_scientific_journal-11608	99	17	data	datum	NOUN
american_scientific_journal-11608	99	18	collection	collection	NOUN
american_scientific_journal-11608	99	19	and	and	CCONJ
american_scientific_journal-11608	99	20	feature	feature	NOUN
american_scientific_journal-11608	99	21	engineering	engineering	NOUN
american_scientific_journal-11608	99	22	to	to	ADP
american_scientific_journal-11608	99	23	the	the	DET
american_scientific_journal-11608	99	24	development	development	NOUN
american_scientific_journal-11608	99	25	of	of	ADP
american_scientific_journal-11608	99	26	machine	machine	NOUN
american_scientific_journal-11608	99	27	learning	learning	NOUN
american_scientific_journal-11608	99	28	models	model	NOUN
american_scientific_journal-11608	99	29	and	and	CCONJ
american_scientific_journal-11608	99	30	subsequent	subsequent	ADJ
american_scientific_journal-11608	99	31	integration	integration	NOUN
american_scientific_journal-11608	99	32	with	with	ADP
american_scientific_journal-11608	99	33	standard	standard	PROPN
american_scientific_journal-11608	99	34	dft	dft	PROPN
american_scientific_journal-11608	99	35	.	.	PUNCT
american_scientific_journal-11608	100	1	one	one	NUM
american_scientific_journal-11608	100	2	essential	essential	ADJ
american_scientific_journal-11608	100	3	starting	starting	NOUN
american_scientific_journal-11608	100	4	point	point	NOUN
american_scientific_journal-11608	100	5	is	be	AUX
american_scientific_journal-11608	100	6	data	data	NOUN
american_scientific_journal-11608	100	7	consolidation	consolidation	NOUN
american_scientific_journal-11608	100	8	,	,	PUNCT
american_scientific_journal-11608	100	9	where	where	SCONJ
american_scientific_journal-11608	100	10	raw	raw	ADJ
american_scientific_journal-11608	100	11	failure	failure	NOUN
american_scientific_journal-11608	100	12	logs	log	VERB
american_scientific_journal-11608	100	13	from	from	ADP
american_scientific_journal-11608	100	14	automated	automate	VERB
american_scientific_journal-11608	100	15	test	test	NOUN
american_scientific_journal-11608	100	16	equipment	equipment	NOUN
american_scientific_journal-11608	100	17	(	(	PUNCT
american_scientific_journal-11608	100	18	ate	ate	NOUN
american_scientific_journal-11608	100	19	)	)	PUNCT
american_scientific_journal-11608	100	20	at	at	ADP
american_scientific_journal-11608	100	21	wafer	wafer	NOUN
american_scientific_journal-11608	100	22	sort	sort	NOUN
american_scientific_journal-11608	100	23	are	be	AUX
american_scientific_journal-11608	100	24	collected	collect	VERB
american_scientific_journal-11608	100	25	.	.	PUNCT
american_scientific_journal-11608	101	1	these	these	DET
american_scientific_journal-11608	101	2	logs	log	NOUN
american_scientific_journal-11608	101	3	often	often	ADV
american_scientific_journal-11608	101	4	map	map	VERB
american_scientific_journal-11608	101	5	pass	pass	VERB
american_scientific_journal-11608	101	6	/	/	SYM
american_scientific_journal-11608	101	7	fail	fail	ADJ
american_scientific_journal-11608	101	8	status	status	NOUN
american_scientific_journal-11608	101	9	to	to	ADP
american_scientific_journal-11608	101	10	specific	specific	ADJ
american_scientific_journal-11608	101	11	test	test	NOUN
american_scientific_journal-11608	101	12	patterns	pattern	NOUN
american_scientific_journal-11608	101	13	,	,	PUNCT
american_scientific_journal-11608	101	14	but	but	CCONJ
american_scientific_journal-11608	101	15	they	they	PRON
american_scientific_journal-11608	101	16	can	can	AUX
american_scientific_journal-11608	101	17	also	also	ADV
american_scientific_journal-11608	101	18	be	be	AUX
american_scientific_journal-11608	101	19	augmented	augment	VERB
american_scientific_journal-11608	101	20	with	with	ADP
american_scientific_journal-11608	101	21	partial	partial	ADJ
american_scientific_journal-11608	101	22	bist	bist	ADJ
american_scientific_journal-11608	101	23	readings	reading	NOUN
american_scientific_journal-11608	101	24	or	or	CCONJ
american_scientific_journal-11608	101	25	boundary	boundary	ADJ
american_scientific_journal-11608	101	26	scan	scan	PROPN
american_scientific_journal-11608	101	27	data	datum	NOUN
american_scientific_journal-11608	101	28	when	when	SCONJ
american_scientific_journal-11608	101	29	available	available	ADJ
american_scientific_journal-11608	101	30	[	[	PUNCT
american_scientific_journal-11608	101	31	13	13	NUM
american_scientific_journal-11608	101	32	]	]	PUNCT
american_scientific_journal-11608	101	33	.	.	PUNCT
american_scientific_journal-11608	102	1	this	this	DET
american_scientific_journal-11608	102	2	consolidated	consolidated	ADJ
american_scientific_journal-11608	102	3	dataset	dataset	NOUN
american_scientific_journal-11608	102	4	includes	include	VERB
american_scientific_journal-11608	102	5	design	design	NOUN
american_scientific_journal-11608	102	6	metadata	metadata	NOUN
american_scientific_journal-11608	102	7	,	,	PUNCT
american_scientific_journal-11608	102	8	such	such	ADJ
american_scientific_journal-11608	102	9	as	as	ADP
american_scientific_journal-11608	102	10	scan	scan	NOUN
american_scientific_journal-11608	102	11	-	-	PUNCT
american_scientific_journal-11608	102	12	chain	chain	NOUN
american_scientific_journal-11608	102	13	configurations	configuration	NOUN
american_scientific_journal-11608	102	14	or	or	CCONJ
american_scientific_journal-11608	102	15	controllability	controllability	NOUN
american_scientific_journal-11608	102	16	/	/	SYM
american_scientific_journal-11608	102	17	observability	observability	NOUN
american_scientific_journal-11608	102	18	points	point	NOUN
american_scientific_journal-11608	102	19	,	,	PUNCT
american_scientific_journal-11608	102	20	which	which	PRON
american_scientific_journal-11608	102	21	are	be	AUX
american_scientific_journal-11608	102	22	crucial	crucial	ADJ
american_scientific_journal-11608	102	23	for	for	ADP
american_scientific_journal-11608	102	24	analyzing	analyze	VERB
american_scientific_journal-11608	102	25	complex	complex	ADJ
american_scientific_journal-11608	102	26	fault	fault	NOUN
american_scientific_journal-11608	102	27	scenarios	scenario	NOUN
american_scientific_journal-11608	102	28	.	.	PUNCT
american_scientific_journal-11608	103	1	american	american	ADJ
american_scientific_journal-11608	103	2	academic	academic	ADJ
american_scientific_journal-11608	103	3	scientific	scientific	ADJ
american_scientific_journal-11608	103	4	research	research	NOUN
american_scientific_journal-11608	103	5	journal	journal	NOUN
american_scientific_journal-11608	103	6	for	for	ADP
american_scientific_journal-11608	103	7	engineering	engineering	NOUN
american_scientific_journal-11608	103	8	,	,	PUNCT
american_scientific_journal-11608	103	9	technology	technology	NOUN
american_scientific_journal-11608	103	10	,	,	PUNCT
american_scientific_journal-11608	103	11	and	and	CCONJ
american_scientific_journal-11608	103	12	sciences	science	NOUN
american_scientific_journal-11608	103	13	(	(	PUNCT
american_scientific_journal-11608	103	14	asrjets	asrjet	NOUN
american_scientific_journal-11608	103	15	)	)	PUNCT
american_scientific_journal-11608	103	16	volume	volume	NOUN
american_scientific_journal-11608	103	17	101	101	NUM
american_scientific_journal-11608	103	18	,	,	PUNCT
american_scientific_journal-11608	103	19	no	no	DET
american_scientific_journal-11608	103	20	1	1	NUM
american_scientific_journal-11608	103	21	,	,	PUNCT
american_scientific_journal-11608	103	22	pp	pp	ADV
american_scientific_journal-11608	103	23	325	325	NUM
american_scientific_journal-11608	103	24	-	-	SYM
american_scientific_journal-11608	103	25	334	334	NUM
american_scientific_journal-11608	103	26	331	331	NUM
american_scientific_journal-11608	103	27	an	an	DET
american_scientific_journal-11608	103	28	equally	equally	ADV
american_scientific_journal-11608	103	29	important	important	ADJ
american_scientific_journal-11608	103	30	step	step	NOUN
american_scientific_journal-11608	103	31	is	be	AUX
american_scientific_journal-11608	103	32	preprocessing	preprocesse	VERB
american_scientific_journal-11608	103	33	and	and	CCONJ
american_scientific_journal-11608	103	34	feature	feature	NOUN
american_scientific_journal-11608	103	35	engineering	engineering	NOUN
american_scientific_journal-11608	103	36	,	,	PUNCT
american_scientific_journal-11608	103	37	which	which	PRON
american_scientific_journal-11608	103	38	involves	involve	VERB
american_scientific_journal-11608	103	39	parsing	parse	VERB
american_scientific_journal-11608	103	40	the	the	DET
american_scientific_journal-11608	103	41	fail	fail	ADJ
american_scientific_journal-11608	103	42	logs	log	NOUN
american_scientific_journal-11608	103	43	to	to	PART
american_scientific_journal-11608	103	44	align	align	VERB
american_scientific_journal-11608	103	45	them	they	PRON
american_scientific_journal-11608	103	46	with	with	ADP
american_scientific_journal-11608	103	47	relevant	relevant	ADJ
american_scientific_journal-11608	103	48	structural	structural	ADJ
american_scientific_journal-11608	103	49	details	detail	NOUN
american_scientific_journal-11608	103	50	,	,	PUNCT
american_scientific_journal-11608	103	51	such	such	ADJ
american_scientific_journal-11608	103	52	as	as	ADP
american_scientific_journal-11608	103	53	gate	gate	NOUN
american_scientific_journal-11608	103	54	-	-	PUNCT
american_scientific_journal-11608	103	55	level	level	NOUN
american_scientific_journal-11608	103	56	netlists	netlist	NOUN
american_scientific_journal-11608	103	57	or	or	CCONJ
american_scientific_journal-11608	103	58	adjacency	adjacency	NOUN
american_scientific_journal-11608	103	59	-	-	PUNCT
american_scientific_journal-11608	103	60	based	base	VERB
american_scientific_journal-11608	103	61	bridging	bridging	NOUN
american_scientific_journal-11608	103	62	indices	index	NOUN
american_scientific_journal-11608	104	1	[	[	X
american_scientific_journal-11608	104	2	1	1	NUM
american_scientific_journal-11608	104	3	]	]	PUNCT
american_scientific_journal-11608	104	4	.	.	PUNCT
american_scientific_journal-11608	104	5	controllability	controllability	NOUN
american_scientific_journal-11608	104	6	/	/	SYM
american_scientific_journal-11608	104	7	observability	observability	NOUN
american_scientific_journal-11608	104	8	metrics	metric	NOUN
american_scientific_journal-11608	104	9	,	,	PUNCT
american_scientific_journal-11608	104	10	such	such	ADJ
american_scientific_journal-11608	104	11	as	as	ADP
american_scientific_journal-11608	104	12	scoap	scoap	NOUN
american_scientific_journal-11608	104	13	values	value	NOUN
american_scientific_journal-11608	104	14	and	and	CCONJ
american_scientific_journal-11608	104	15	logic	logic	NOUN
american_scientific_journal-11608	104	16	depth	depth	NOUN
american_scientific_journal-11608	104	17	,	,	PUNCT
american_scientific_journal-11608	104	18	can	can	AUX
american_scientific_journal-11608	104	19	be	be	AUX
american_scientific_journal-11608	104	20	fused	fuse	VERB
american_scientific_journal-11608	104	21	into	into	ADP
american_scientific_journal-11608	104	22	numeric	numeric	ADJ
american_scientific_journal-11608	104	23	feature	feature	NOUN
american_scientific_journal-11608	104	24	vectors	vector	NOUN
american_scientific_journal-11608	104	25	that	that	PRON
american_scientific_journal-11608	104	26	capture	capture	VERB
american_scientific_journal-11608	104	27	the	the	DET
american_scientific_journal-11608	104	28	relative	relative	ADJ
american_scientific_journal-11608	104	29	difficulty	difficulty	NOUN
american_scientific_journal-11608	104	30	of	of	ADP
american_scientific_journal-11608	104	31	driving	drive	VERB
american_scientific_journal-11608	104	32	or	or	CCONJ
american_scientific_journal-11608	104	33	observing	observe	VERB
american_scientific_journal-11608	104	34	certain	certain	ADJ
american_scientific_journal-11608	104	35	nodes	node	NOUN
american_scientific_journal-11608	104	36	.	.	PUNCT
american_scientific_journal-11608	105	1	in	in	ADP
american_scientific_journal-11608	105	2	scenarios	scenario	NOUN
american_scientific_journal-11608	105	3	with	with	ADP
american_scientific_journal-11608	105	4	large	large	ADJ
american_scientific_journal-11608	105	5	volumes	volume	NOUN
american_scientific_journal-11608	105	6	of	of	ADP
american_scientific_journal-11608	105	7	data	datum	NOUN
american_scientific_journal-11608	105	8	,	,	PUNCT
american_scientific_journal-11608	105	9	dimensionality	dimensionality	NOUN
american_scientific_journal-11608	105	10	reduction	reduction	NOUN
american_scientific_journal-11608	105	11	(	(	PUNCT
american_scientific_journal-11608	105	12	for	for	ADP
american_scientific_journal-11608	105	13	instance	instance	NOUN
american_scientific_journal-11608	105	14	,	,	PUNCT
american_scientific_journal-11608	105	15	principal	principal	ADJ
american_scientific_journal-11608	105	16	component	component	NOUN
american_scientific_journal-11608	105	17	analysis	analysis	NOUN
american_scientific_journal-11608	105	18	)	)	PUNCT
american_scientific_journal-11608	105	19	may	may	AUX
american_scientific_journal-11608	105	20	be	be	AUX
american_scientific_journal-11608	105	21	used	use	VERB
american_scientific_journal-11608	105	22	to	to	PART
american_scientific_journal-11608	105	23	ensure	ensure	VERB
american_scientific_journal-11608	105	24	that	that	SCONJ
american_scientific_journal-11608	105	25	the	the	DET
american_scientific_journal-11608	105	26	final	final	ADJ
american_scientific_journal-11608	105	27	ml	ml	X
american_scientific_journal-11608	105	28	inputs	input	NOUN
american_scientific_journal-11608	105	29	remain	remain	VERB
american_scientific_journal-11608	105	30	tractable	tractable	ADJ
american_scientific_journal-11608	105	31	[	[	X
american_scientific_journal-11608	105	32	7	7	NUM
american_scientific_journal-11608	105	33	]	]	PUNCT
american_scientific_journal-11608	105	34	.	.	PUNCT
american_scientific_journal-11608	106	1	the	the	DET
american_scientific_journal-11608	106	2	model	model	PROPN
american_scientific_journal-11608	106	3	development	development	NOUN
american_scientific_journal-11608	106	4	process	process	NOUN
american_scientific_journal-11608	106	5	usually	usually	ADV
american_scientific_journal-11608	106	6	centers	center	VERB
american_scientific_journal-11608	106	7	on	on	ADP
american_scientific_journal-11608	106	8	configuring	configure	VERB
american_scientific_journal-11608	106	9	an	an	DET
american_scientific_journal-11608	106	10	svm	svm	NOUN
american_scientific_journal-11608	106	11	or	or	CCONJ
american_scientific_journal-11608	106	12	ann	ann	PROPN
american_scientific_journal-11608	106	13	to	to	PART
american_scientific_journal-11608	106	14	detect	detect	VERB
american_scientific_journal-11608	106	15	or	or	CCONJ
american_scientific_journal-11608	106	16	classify	classify	VERB
american_scientific_journal-11608	106	17	bridging	bridging	NOUN
american_scientific_journal-11608	106	18	versus	versus	ADP
american_scientific_journal-11608	106	19	open	open	ADJ
american_scientific_journal-11608	106	20	or	or	CCONJ
american_scientific_journal-11608	106	21	stuck	stick	VERB
american_scientific_journal-11608	106	22	-	-	PUNCT
american_scientific_journal-11608	106	23	at	at	ADP
american_scientific_journal-11608	106	24	defects	defect	NOUN
american_scientific_journal-11608	106	25	.	.	PUNCT
american_scientific_journal-11608	107	1	svm	svm	ADJ
american_scientific_journal-11608	107	2	hyperparameters	hyperparameter	NOUN
american_scientific_journal-11608	107	3	can	can	AUX
american_scientific_journal-11608	107	4	be	be	AUX
american_scientific_journal-11608	107	5	tuned	tune	VERB
american_scientific_journal-11608	107	6	using	use	VERB
american_scientific_journal-11608	107	7	systematic	systematic	ADJ
american_scientific_journal-11608	107	8	search	search	NOUN
american_scientific_journal-11608	107	9	procedures	procedure	NOUN
american_scientific_journal-11608	107	10	,	,	PUNCT
american_scientific_journal-11608	107	11	while	while	SCONJ
american_scientific_journal-11608	107	12	neural	neural	ADJ
american_scientific_journal-11608	107	13	networks	network	NOUN
american_scientific_journal-11608	107	14	are	be	AUX
american_scientific_journal-11608	107	15	often	often	ADV
american_scientific_journal-11608	107	16	optimized	optimize	VERB
american_scientific_journal-11608	107	17	via	via	ADP
american_scientific_journal-11608	107	18	standard	standard	ADJ
american_scientific_journal-11608	107	19	backpropagation	backpropagation	NOUN
american_scientific_journal-11608	107	20	with	with	ADP
american_scientific_journal-11608	107	21	one	one	NUM
american_scientific_journal-11608	107	22	or	or	CCONJ
american_scientific_journal-11608	107	23	more	more	ADV
american_scientific_journal-11608	107	24	hidden	hidden	ADJ
american_scientific_journal-11608	107	25	layers	layer	NOUN
american_scientific_journal-11608	108	1	[	[	X
american_scientific_journal-11608	108	2	6	6	NUM
american_scientific_journal-11608	108	3	]	]	PUNCT
american_scientific_journal-11608	108	4	.	.	PUNCT
american_scientific_journal-11608	109	1	the	the	DET
american_scientific_journal-11608	109	2	training	training	NOUN
american_scientific_journal-11608	109	3	/	/	SYM
american_scientific_journal-11608	109	4	validation	validation	NOUN
american_scientific_journal-11608	109	5	split	split	NOUN
american_scientific_journal-11608	109	6	can	can	AUX
american_scientific_journal-11608	109	7	follow	follow	VERB
american_scientific_journal-11608	109	8	the	the	DET
american_scientific_journal-11608	109	9	familiar	familiar	ADJ
american_scientific_journal-11608	109	10	70%–15%–15	70%–15%–15	NUM
american_scientific_journal-11608	109	11	%	%	NOUN
american_scientific_journal-11608	109	12	(	(	PUNCT
american_scientific_journal-11608	109	13	training	training	NOUN
american_scientific_journal-11608	109	14	–	–	PUNCT
american_scientific_journal-11608	109	15	validation	validation	NOUN
american_scientific_journal-11608	109	16	–	–	PUNCT
american_scientific_journal-11608	109	17	test	test	NOUN
american_scientific_journal-11608	109	18	)	)	PUNCT
american_scientific_journal-11608	109	19	approach	approach	NOUN
american_scientific_journal-11608	109	20	,	,	PUNCT
american_scientific_journal-11608	109	21	though	though	SCONJ
american_scientific_journal-11608	109	22	it	it	PRON
american_scientific_journal-11608	109	23	may	may	AUX
american_scientific_journal-11608	109	24	shift	shift	VERB
american_scientific_journal-11608	109	25	depending	depend	VERB
american_scientific_journal-11608	109	26	on	on	ADP
american_scientific_journal-11608	109	27	the	the	DET
american_scientific_journal-11608	109	28	size	size	NOUN
american_scientific_journal-11608	109	29	and	and	CCONJ
american_scientific_journal-11608	109	30	uniformity	uniformity	NOUN
american_scientific_journal-11608	109	31	of	of	ADP
american_scientific_journal-11608	109	32	the	the	DET
american_scientific_journal-11608	109	33	dataset	dataset	NOUN
american_scientific_journal-11608	109	34	.	.	PUNCT
american_scientific_journal-11608	110	1	model	model	NOUN
american_scientific_journal-11608	110	2	adaptation	adaptation	NOUN
american_scientific_journal-11608	110	3	over	over	ADP
american_scientific_journal-11608	110	4	time	time	NOUN
american_scientific_journal-11608	110	5	is	be	AUX
american_scientific_journal-11608	110	6	also	also	ADV
american_scientific_journal-11608	110	7	possible	possible	ADJ
american_scientific_journal-11608	110	8	when	when	SCONJ
american_scientific_journal-11608	110	9	new	new	ADJ
american_scientific_journal-11608	110	10	fail	fail	ADJ
american_scientific_journal-11608	110	11	signatures	signature	NOUN
american_scientific_journal-11608	110	12	or	or	CCONJ
american_scientific_journal-11608	110	13	updated	update	VERB
american_scientific_journal-11608	110	14	logs	log	NOUN
american_scientific_journal-11608	110	15	become	become	VERB
american_scientific_journal-11608	110	16	available	available	ADJ
american_scientific_journal-11608	110	17	.	.	PUNCT
american_scientific_journal-11608	111	1	finally	finally	ADV
american_scientific_journal-11608	111	2	,	,	PUNCT
american_scientific_journal-11608	111	3	integration	integration	NOUN
american_scientific_journal-11608	111	4	with	with	ADP
american_scientific_journal-11608	111	5	dft	dft	PROPN
american_scientific_journal-11608	111	6	flows	flow	NOUN
american_scientific_journal-11608	111	7	ensures	ensure	VERB
american_scientific_journal-11608	111	8	that	that	SCONJ
american_scientific_journal-11608	111	9	ml	ml	AUX
american_scientific_journal-11608	111	10	outcomes	outcome	NOUN
american_scientific_journal-11608	111	11	inform	inform	VERB
american_scientific_journal-11608	111	12	or	or	CCONJ
american_scientific_journal-11608	111	13	improve	improve	VERB
american_scientific_journal-11608	111	14	the	the	DET
american_scientific_journal-11608	111	15	standard	standard	ADJ
american_scientific_journal-11608	111	16	test	test	NOUN
american_scientific_journal-11608	111	17	process	process	NOUN
american_scientific_journal-11608	111	18	.	.	PUNCT
american_scientific_journal-11608	112	1	for	for	ADP
american_scientific_journal-11608	112	2	instance	instance	NOUN
american_scientific_journal-11608	112	3	,	,	PUNCT
american_scientific_journal-11608	112	4	an	an	DET
american_scientific_journal-11608	112	5	ann	ann	PROPN
american_scientific_journal-11608	112	6	might	might	AUX
american_scientific_journal-11608	112	7	guide	guide	VERB
american_scientific_journal-11608	112	8	an	an	DET
american_scientific_journal-11608	112	9	atpg	atpg	NOUN
american_scientific_journal-11608	112	10	engine	engine	NOUN
american_scientific_journal-11608	112	11	by	by	ADP
american_scientific_journal-11608	112	12	assigning	assign	VERB
american_scientific_journal-11608	112	13	higher	high	ADJ
american_scientific_journal-11608	112	14	priority	priority	NOUN
american_scientific_journal-11608	112	15	to	to	ADP
american_scientific_journal-11608	112	16	nodes	node	NOUN
american_scientific_journal-11608	112	17	suspected	suspect	VERB
american_scientific_journal-11608	112	18	of	of	ADP
american_scientific_journal-11608	112	19	harboring	harbor	VERB
american_scientific_journal-11608	112	20	bridging	bridging	NOUN
american_scientific_journal-11608	112	21	faults	fault	NOUN
american_scientific_journal-11608	112	22	[	[	X
american_scientific_journal-11608	112	23	11	11	NUM
american_scientific_journal-11608	112	24	]	]	PUNCT
american_scientific_journal-11608	112	25	.	.	PUNCT
american_scientific_journal-11608	113	1	alternatively	alternatively	ADV
american_scientific_journal-11608	113	2	,	,	PUNCT
american_scientific_journal-11608	113	3	a	a	DET
american_scientific_journal-11608	113	4	trained	train	VERB
american_scientific_journal-11608	113	5	classifier	classifier	NOUN
american_scientific_journal-11608	113	6	can	can	AUX
american_scientific_journal-11608	113	7	flag	flag	VERB
american_scientific_journal-11608	113	8	at	at	ADP
american_scientific_journal-11608	113	9	-	-	PUNCT
american_scientific_journal-11608	113	10	risk	risk	NOUN
american_scientific_journal-11608	113	11	dies	die	NOUN
american_scientific_journal-11608	113	12	based	base	VERB
american_scientific_journal-11608	113	13	on	on	ADP
american_scientific_journal-11608	113	14	their	their	PRON
american_scientific_journal-11608	113	15	compressed	compress	VERB
american_scientific_journal-11608	113	16	signatures	signature	NOUN
american_scientific_journal-11608	113	17	,	,	PUNCT
american_scientific_journal-11608	113	18	facilitating	facilitate	VERB
american_scientific_journal-11608	113	19	early	early	ADJ
american_scientific_journal-11608	113	20	wafer	wafer	NOUN
american_scientific_journal-11608	113	21	sort	sort	NOUN
american_scientific_journal-11608	113	22	rejection	rejection	NOUN
american_scientific_journal-11608	113	23	or	or	CCONJ
american_scientific_journal-11608	113	24	more	more	ADV
american_scientific_journal-11608	113	25	detailed	detailed	ADJ
american_scientific_journal-11608	113	26	analysis	analysis	NOUN
american_scientific_journal-11608	113	27	.	.	PUNCT
american_scientific_journal-11608	114	1	table	table	NOUN
american_scientific_journal-11608	114	2	2	2	NUM
american_scientific_journal-11608	114	3	summarizes	summarize	NOUN
american_scientific_journal-11608	114	4	key	key	ADJ
american_scientific_journal-11608	114	5	inputs	input	NOUN
american_scientific_journal-11608	114	6	,	,	PUNCT
american_scientific_journal-11608	114	7	tasks	task	NOUN
american_scientific_journal-11608	114	8	,	,	PUNCT
american_scientific_journal-11608	114	9	and	and	CCONJ
american_scientific_journal-11608	114	10	outputs	output	NOUN
american_scientific_journal-11608	114	11	at	at	ADP
american_scientific_journal-11608	114	12	each	each	DET
american_scientific_journal-11608	114	13	stage	stage	NOUN
american_scientific_journal-11608	114	14	in	in	ADP
american_scientific_journal-11608	114	15	this	this	DET
american_scientific_journal-11608	114	16	conceptual	conceptual	ADJ
american_scientific_journal-11608	114	17	pipeline	pipeline	NOUN
american_scientific_journal-11608	114	18	.	.	PUNCT
american_scientific_journal-11608	115	1	table	table	NOUN
american_scientific_journal-11608	115	2	2	2	NUM
american_scientific_journal-11608	115	3	:	:	PUNCT
american_scientific_journal-11608	115	4	overview	overview	NOUN
american_scientific_journal-11608	115	5	of	of	ADP
american_scientific_journal-11608	115	6	an	an	DET
american_scientific_journal-11608	115	7	ml	ml	ADV
american_scientific_journal-11608	115	8	-	-	PUNCT
american_scientific_journal-11608	115	9	driven	drive	VERB
american_scientific_journal-11608	115	10	methodology	methodology	NOUN
american_scientific_journal-11608	115	11	integrated	integrate	VERB
american_scientific_journal-11608	115	12	with	with	ADP
american_scientific_journal-11608	115	13	standard	standard	ADJ
american_scientific_journal-11608	115	14	dft	dft	NOUN
american_scientific_journal-11608	115	15	steps	step	NOUN
american_scientific_journal-11608	115	16	.	.	PUNCT
american_scientific_journal-11608	116	1	stage	stage	NOUN
american_scientific_journal-11608	116	2	input	input	NOUN
american_scientific_journal-11608	116	3	ml	ml	ADP
american_scientific_journal-11608	116	4	task	task	PROPN
american_scientific_journal-11608	116	5	output	output	PROPN
american_scientific_journal-11608	116	6	data	data	PROPN
american_scientific_journal-11608	116	7	consolidation	consolidation	NOUN
american_scientific_journal-11608	116	8	raw	raw	ADJ
american_scientific_journal-11608	116	9	fail	fail	NOUN
american_scientific_journal-11608	116	10	logs	log	NOUN
american_scientific_journal-11608	116	11	,	,	PUNCT
american_scientific_journal-11608	116	12	netlists	netlist	NOUN
american_scientific_journal-11608	116	13	,	,	PUNCT
american_scientific_journal-11608	116	14	optional	optional	ADJ
american_scientific_journal-11608	116	15	bist	bist	NOUN
american_scientific_journal-11608	116	16	–	–	PUNCT
american_scientific_journal-11608	116	17	unified	unify	VERB
american_scientific_journal-11608	116	18	dataset	dataset	NOUN
american_scientific_journal-11608	116	19	of	of	ADP
american_scientific_journal-11608	116	20	test	test	NOUN
american_scientific_journal-11608	116	21	logs	log	NOUN
american_scientific_journal-11608	116	22	+	+	CCONJ
american_scientific_journal-11608	116	23	design	design	NOUN
american_scientific_journal-11608	116	24	features	feature	VERB
american_scientific_journal-11608	116	25	feature	feature	NOUN
american_scientific_journal-11608	116	26	engineering	engineering	NOUN
american_scientific_journal-11608	116	27	scoap	scoap	NOUN
american_scientific_journal-11608	116	28	metrics	metric	NOUN
american_scientific_journal-11608	116	29	,	,	PUNCT
american_scientific_journal-11608	116	30	adjacency	adjacency	NOUN
american_scientific_journal-11608	116	31	,	,	PUNCT
american_scientific_journal-11608	116	32	logic	logic	NOUN
american_scientific_journal-11608	116	33	depth	depth	NOUN
american_scientific_journal-11608	116	34	–	–	PUNCT
american_scientific_journal-11608	116	35	cleaned	clean	VERB
american_scientific_journal-11608	116	36	feature	feature	NOUN
american_scientific_journal-11608	116	37	vectors	vector	NOUN
american_scientific_journal-11608	116	38	(	(	PUNCT
american_scientific_journal-11608	116	39	per	per	ADP
american_scientific_journal-11608	116	40	die	die	NOUN
american_scientific_journal-11608	116	41	/	/	SYM
american_scientific_journal-11608	116	42	test	test	NOUN
american_scientific_journal-11608	116	43	pattern	pattern	NOUN
american_scientific_journal-11608	116	44	)	)	PUNCT
american_scientific_journal-11608	116	45	model	model	NOUN
american_scientific_journal-11608	116	46	development	development	NOUN
american_scientific_journal-11608	116	47	training	training	NOUN
american_scientific_journal-11608	116	48	set	set	NOUN
american_scientific_journal-11608	116	49	of	of	ADP
american_scientific_journal-11608	116	50	labeled	label	VERB
american_scientific_journal-11608	116	51	defect	defect	NOUN
american_scientific_journal-11608	116	52	samples	sample	NOUN
american_scientific_journal-11608	116	53	svm	svm	ADJ
american_scientific_journal-11608	116	54	/	/	SYM
american_scientific_journal-11608	116	55	ann	ann	NOUN
american_scientific_journal-11608	116	56	classification	classification	NOUN
american_scientific_journal-11608	116	57	or	or	CCONJ
american_scientific_journal-11608	116	58	regression	regression	NOUN
american_scientific_journal-11608	116	59	optimized	optimize	VERB
american_scientific_journal-11608	116	60	model(s	model(s	NOUN
american_scientific_journal-11608	116	61	)	)	PUNCT
american_scientific_journal-11608	116	62	for	for	ADP
american_scientific_journal-11608	116	63	wafer	wafer	NOUN
american_scientific_journal-11608	116	64	-	-	PUNCT
american_scientific_journal-11608	116	65	level	level	NOUN
american_scientific_journal-11608	116	66	defect	defect	NOUN
american_scientific_journal-11608	116	67	detection	detection	NOUN
american_scientific_journal-11608	116	68	dft	dft	NOUN
american_scientific_journal-11608	116	69	integration	integration	NOUN
american_scientific_journal-11608	116	70	fresh	fresh	ADJ
american_scientific_journal-11608	116	71	fail	fail	NOUN
american_scientific_journal-11608	116	72	logs	log	NOUN
american_scientific_journal-11608	116	73	+	+	CCONJ
american_scientific_journal-11608	116	74	model	model	NOUN
american_scientific_journal-11608	116	75	predictions	prediction	NOUN
american_scientific_journal-11608	116	76	ann	ann	PROPN
american_scientific_journal-11608	116	77	-	-	PUNCT
american_scientific_journal-11608	116	78	based	base	VERB
american_scientific_journal-11608	116	79	atpg	atpg	PROPN
american_scientific_journal-11608	116	80	guidance	guidance	NOUN
american_scientific_journal-11608	116	81	,	,	PUNCT
american_scientific_journal-11608	116	82	svm	svm	ADJ
american_scientific_journal-11608	116	83	tagging	tag	VERB
american_scientific_journal-11608	116	84	refined	refined	ADJ
american_scientific_journal-11608	116	85	test	test	NOUN
american_scientific_journal-11608	116	86	vectors	vector	NOUN
american_scientific_journal-11608	116	87	,	,	PUNCT
american_scientific_journal-11608	116	88	suspect	suspect	PROPN
american_scientific_journal-11608	116	89	dies	die	VERB
american_scientific_journal-11608	116	90	for	for	ADP
american_scientific_journal-11608	116	91	deeper	deep	ADJ
american_scientific_journal-11608	116	92	analysis	analysis	NOUN
american_scientific_journal-11608	116	93	previous	previous	ADJ
american_scientific_journal-11608	116	94	reports	report	NOUN
american_scientific_journal-11608	116	95	have	have	AUX
american_scientific_journal-11608	116	96	shown	show	VERB
american_scientific_journal-11608	116	97	that	that	SCONJ
american_scientific_journal-11608	116	98	bridging	bridging	NOUN
american_scientific_journal-11608	116	99	-	-	PUNCT
american_scientific_journal-11608	116	100	fault	fault	NOUN
american_scientific_journal-11608	116	101	detection	detection	NOUN
american_scientific_journal-11608	116	102	often	often	ADV
american_scientific_journal-11608	116	103	improves	improve	VERB
american_scientific_journal-11608	116	104	when	when	SCONJ
american_scientific_journal-11608	116	105	adjacency	adjacency	NOUN
american_scientific_journal-11608	116	106	-	-	PUNCT
american_scientific_journal-11608	116	107	based	base	VERB
american_scientific_journal-11608	116	108	features	feature	NOUN
american_scientific_journal-11608	116	109	are	be	AUX
american_scientific_journal-11608	116	110	included	include	VERB
american_scientific_journal-11608	116	111	[	[	X
american_scientific_journal-11608	116	112	6	6	NUM
american_scientific_journal-11608	116	113	,	,	PUNCT
american_scientific_journal-11608	116	114	9	9	NUM
american_scientific_journal-11608	116	115	]	]	PUNCT
american_scientific_journal-11608	116	116	.	.	PUNCT
american_scientific_journal-11608	117	1	svm	svm	PROPN
american_scientific_journal-11608	117	2	or	or	CCONJ
american_scientific_journal-11608	117	3	ann	ann	PROPN
american_scientific_journal-11608	117	4	classifiers	classifier	NOUN
american_scientific_journal-11608	117	5	that	that	PRON
american_scientific_journal-11608	117	6	incorporate	incorporate	VERB
american_scientific_journal-11608	117	7	net	net	ADJ
american_scientific_journal-11608	117	8	proximity	proximity	NOUN
american_scientific_journal-11608	117	9	indicators	indicator	NOUN
american_scientific_journal-11608	117	10	have	have	AUX
american_scientific_journal-11608	117	11	demonstrated	demonstrate	VERB
american_scientific_journal-11608	117	12	a	a	DET
american_scientific_journal-11608	117	13	higher	high	ADJ
american_scientific_journal-11608	117	14	recall	recall	NOUN
american_scientific_journal-11608	117	15	of	of	ADP
american_scientific_journal-11608	117	16	bridging	bridge	VERB
american_scientific_journal-11608	117	17	defects	defect	NOUN
american_scientific_journal-11608	117	18	.	.	PUNCT
american_scientific_journal-11608	118	1	in	in	ADP
american_scientific_journal-11608	118	2	addition	addition	NOUN
american_scientific_journal-11608	118	3	,	,	PUNCT
american_scientific_journal-11608	118	4	neural	neural	ADJ
american_scientific_journal-11608	118	5	network	network	NOUN
american_scientific_journal-11608	118	6	models	model	NOUN
american_scientific_journal-11608	118	7	integrated	integrate	VERB
american_scientific_journal-11608	118	8	into	into	ADP
american_scientific_journal-11608	118	9	atpg	atpg	PROPN
american_scientific_journal-11608	118	10	flows	flow	NOUN
american_scientific_journal-11608	118	11	indicate	indicate	VERB
american_scientific_journal-11608	118	12	that	that	SCONJ
american_scientific_journal-11608	118	13	testpattern	testpattern	ADJ
american_scientific_journal-11608	118	14	generation	generation	NOUN
american_scientific_journal-11608	118	15	may	may	AUX
american_scientific_journal-11608	118	16	be	be	AUX
american_scientific_journal-11608	118	17	shortened	shorten	VERB
american_scientific_journal-11608	118	18	by	by	ADP
american_scientific_journal-11608	118	19	reducing	reduce	VERB
american_scientific_journal-11608	118	20	unproductive	unproductive	ADJ
american_scientific_journal-11608	118	21	backtracking	backtracking	NOUN
american_scientific_journal-11608	118	22	,	,	PUNCT
american_scientific_journal-11608	118	23	as	as	SCONJ
american_scientific_journal-11608	118	24	highlighted	highlight	VERB
american_scientific_journal-11608	118	25	by	by	ADP
american_scientific_journal-11608	118	26	roy	roy	PROPN
american_scientific_journal-11608	118	27	,	,	PUNCT
american_scientific_journal-11608	118	28	millican	millican	NOUN
american_scientific_journal-11608	118	29	,	,	PUNCT
american_scientific_journal-11608	118	30	american	american	ADJ
american_scientific_journal-11608	118	31	academic	academic	ADJ
american_scientific_journal-11608	118	32	scientific	scientific	ADJ
american_scientific_journal-11608	118	33	research	research	NOUN
american_scientific_journal-11608	118	34	journal	journal	NOUN
american_scientific_journal-11608	118	35	for	for	ADP
american_scientific_journal-11608	118	36	engineering	engineering	NOUN
american_scientific_journal-11608	118	37	,	,	PUNCT
american_scientific_journal-11608	118	38	technology	technology	NOUN
american_scientific_journal-11608	118	39	,	,	PUNCT
american_scientific_journal-11608	118	40	and	and	CCONJ
american_scientific_journal-11608	118	41	sciences	science	NOUN
american_scientific_journal-11608	118	42	(	(	PUNCT
american_scientific_journal-11608	118	43	asrjets	asrjet	NOUN
american_scientific_journal-11608	118	44	)	)	PUNCT
american_scientific_journal-11608	118	45	volume	volume	NOUN
american_scientific_journal-11608	118	46	101	101	NUM
american_scientific_journal-11608	118	47	,	,	PUNCT
american_scientific_journal-11608	118	48	no	no	DET
american_scientific_journal-11608	118	49	1	1	NUM
american_scientific_journal-11608	118	50	,	,	PUNCT
american_scientific_journal-11608	118	51	pp	pp	ADV
american_scientific_journal-11608	118	52	325	325	NUM
american_scientific_journal-11608	118	53	-	-	SYM
american_scientific_journal-11608	118	54	334	334	NUM
american_scientific_journal-11608	118	55	332	332	NUM
american_scientific_journal-11608	118	56	and	and	CCONJ
american_scientific_journal-11608	118	57	agrawal	agrawal	PROPN
american_scientific_journal-11608	119	1	[	[	X
american_scientific_journal-11608	119	2	11	11	NUM
american_scientific_journal-11608	119	3	]	]	PUNCT
american_scientific_journal-11608	119	4	.	.	PUNCT
american_scientific_journal-11608	120	1	furthermore	furthermore	ADV
american_scientific_journal-11608	120	2	,	,	PUNCT
american_scientific_journal-11608	120	3	classification	classification	NOUN
american_scientific_journal-11608	120	4	-	-	PUNCT
american_scientific_journal-11608	120	5	based	base	VERB
american_scientific_journal-11608	120	6	analysis	analysis	NOUN
american_scientific_journal-11608	120	7	of	of	ADP
american_scientific_journal-11608	120	8	scan	scan	NOUN
american_scientific_journal-11608	120	9	-	-	PUNCT
american_scientific_journal-11608	120	10	chain	chain	NOUN
american_scientific_journal-11608	120	11	fail	fail	NOUN
american_scientific_journal-11608	120	12	logs	log	NOUN
american_scientific_journal-11608	120	13	can	can	AUX
american_scientific_journal-11608	120	14	improve	improve	VERB
american_scientific_journal-11608	120	15	resolution	resolution	NOUN
american_scientific_journal-11608	120	16	between	between	ADP
american_scientific_journal-11608	120	17	bridging	bridging	NOUN
american_scientific_journal-11608	120	18	and	and	CCONJ
american_scientific_journal-11608	120	19	open	open	ADJ
american_scientific_journal-11608	120	20	/	/	SYM
american_scientific_journal-11608	120	21	short	short	ADJ
american_scientific_journal-11608	120	22	defects	defect	NOUN
american_scientific_journal-11608	120	23	[	[	X
american_scientific_journal-11608	120	24	5	5	NUM
american_scientific_journal-11608	120	25	]	]	PUNCT
american_scientific_journal-11608	120	26	,	,	PUNCT
american_scientific_journal-11608	120	27	thereby	thereby	ADV
american_scientific_journal-11608	120	28	helping	help	VERB
american_scientific_journal-11608	120	29	practitioners	practitioner	NOUN
american_scientific_journal-11608	120	30	focus	focus	VERB
american_scientific_journal-11608	120	31	their	their	PRON
american_scientific_journal-11608	120	32	physical	physical	ADJ
american_scientific_journal-11608	120	33	failure	failure	NOUN
american_scientific_journal-11608	120	34	analysis	analysis	NOUN
american_scientific_journal-11608	120	35	(	(	PUNCT
american_scientific_journal-11608	120	36	pfa	pfa	NOUN
american_scientific_journal-11608	120	37	)	)	PUNCT
american_scientific_journal-11608	120	38	resources	resource	NOUN
american_scientific_journal-11608	120	39	.	.	PUNCT
american_scientific_journal-11608	121	1	recent	recent	ADJ
american_scientific_journal-11608	121	2	work	work	NOUN
american_scientific_journal-11608	121	3	underlines	underline	VERB
american_scientific_journal-11608	121	4	the	the	DET
american_scientific_journal-11608	121	5	potential	potential	NOUN
american_scientific_journal-11608	121	6	for	for	ADP
american_scientific_journal-11608	121	7	incrementally	incrementally	ADV
american_scientific_journal-11608	121	8	boosting	boost	VERB
american_scientific_journal-11608	121	9	bridging	bridging	NOUN
american_scientific_journal-11608	121	10	-	-	PUNCT
american_scientific_journal-11608	121	11	fault	fault	NOUN
american_scientific_journal-11608	121	12	detection	detection	NOUN
american_scientific_journal-11608	121	13	by	by	ADP
american_scientific_journal-11608	121	14	leveraging	leverage	VERB
american_scientific_journal-11608	121	15	ml	ml	NOUN
american_scientific_journal-11608	121	16	enhancements	enhancement	NOUN
american_scientific_journal-11608	121	17	,	,	PUNCT
american_scientific_journal-11608	121	18	relative	relative	ADJ
american_scientific_journal-11608	121	19	to	to	PART
american_scientific_journal-11608	121	20	baseline	baseline	VERB
american_scientific_journal-11608	121	21	dft	dft	PROPN
american_scientific_journal-11608	121	22	approaches	approach	NOUN
american_scientific_journal-11608	121	23	without	without	ADP
american_scientific_journal-11608	121	24	such	such	ADJ
american_scientific_journal-11608	121	25	methods	method	NOUN
american_scientific_journal-11608	121	26	[	[	X
american_scientific_journal-11608	121	27	6	6	NUM
american_scientific_journal-11608	121	28	]	]	PUNCT
american_scientific_journal-11608	121	29	.	.	PUNCT
american_scientific_journal-11608	122	1	although	although	SCONJ
american_scientific_journal-11608	122	2	the	the	DET
american_scientific_journal-11608	122	3	scale	scale	NOUN
american_scientific_journal-11608	122	4	of	of	ADP
american_scientific_journal-11608	122	5	improvement	improvement	NOUN
american_scientific_journal-11608	122	6	may	may	AUX
american_scientific_journal-11608	122	7	vary	vary	VERB
american_scientific_journal-11608	122	8	across	across	ADP
american_scientific_journal-11608	122	9	designs	design	NOUN
american_scientific_journal-11608	122	10	,	,	PUNCT
american_scientific_journal-11608	122	11	the	the	DET
american_scientific_journal-11608	122	12	consensus	consensus	NOUN
american_scientific_journal-11608	122	13	is	be	AUX
american_scientific_journal-11608	122	14	that	that	SCONJ
american_scientific_journal-11608	122	15	earlier	early	ADJ
american_scientific_journal-11608	122	16	identification	identification	NOUN
american_scientific_journal-11608	122	17	of	of	ADP
american_scientific_journal-11608	122	18	subtle	subtle	ADJ
american_scientific_journal-11608	122	19	defect	defect	NOUN
american_scientific_journal-11608	122	20	modes	mode	NOUN
american_scientific_journal-11608	122	21	,	,	PUNCT
american_scientific_journal-11608	122	22	especially	especially	ADV
american_scientific_journal-11608	122	23	at	at	ADP
american_scientific_journal-11608	122	24	wafer	wafer	NOUN
american_scientific_journal-11608	122	25	sort	sort	NOUN
american_scientific_journal-11608	122	26	,	,	PUNCT
american_scientific_journal-11608	122	27	is	be	AUX
american_scientific_journal-11608	122	28	achievable	achievable	ADJ
american_scientific_journal-11608	122	29	.	.	PUNCT
american_scientific_journal-11608	123	1	moreover	moreover	ADV
american_scientific_journal-11608	123	2	,	,	PUNCT
american_scientific_journal-11608	123	3	combining	combine	VERB
american_scientific_journal-11608	123	4	svms	svms	NOUN
american_scientific_journal-11608	123	5	,	,	PUNCT
american_scientific_journal-11608	123	6	anns	ann	NOUN
american_scientific_journal-11608	123	7	,	,	PUNCT
american_scientific_journal-11608	123	8	or	or	CCONJ
american_scientific_journal-11608	123	9	other	other	ADJ
american_scientific_journal-11608	123	10	ml	ml	NOUN
american_scientific_journal-11608	123	11	models	model	NOUN
american_scientific_journal-11608	123	12	with	with	ADP
american_scientific_journal-11608	123	13	scan	scan	NOUN
american_scientific_journal-11608	123	14	-	-	PUNCT
american_scientific_journal-11608	123	15	based	base	VERB
american_scientific_journal-11608	123	16	data	datum	NOUN
american_scientific_journal-11608	123	17	and	and	CCONJ
american_scientific_journal-11608	123	18	structural	structural	ADJ
american_scientific_journal-11608	123	19	insights	insight	NOUN
american_scientific_journal-11608	123	20	can	can	AUX
american_scientific_journal-11608	123	21	yield	yield	VERB
american_scientific_journal-11608	123	22	focused	focused	ADJ
american_scientific_journal-11608	123	23	test	test	NOUN
american_scientific_journal-11608	123	24	strategies	strategy	NOUN
american_scientific_journal-11608	123	25	,	,	PUNCT
american_scientific_journal-11608	123	26	accelerated	accelerate	VERB
american_scientific_journal-11608	123	27	pattern	pattern	NOUN
american_scientific_journal-11608	123	28	generation	generation	NOUN
american_scientific_journal-11608	123	29	,	,	PUNCT
american_scientific_journal-11608	123	30	and	and	CCONJ
american_scientific_journal-11608	123	31	fewer	few	ADJ
american_scientific_journal-11608	123	32	test	test	NOUN
american_scientific_journal-11608	123	33	escapes	escape	VERB
american_scientific_journal-11608	123	34	.	.	PUNCT
american_scientific_journal-11608	124	1	these	these	DET
american_scientific_journal-11608	124	2	conclusions	conclusion	NOUN
american_scientific_journal-11608	124	3	,	,	PUNCT
american_scientific_journal-11608	124	4	gleaned	glean	VERB
american_scientific_journal-11608	124	5	from	from	ADP
american_scientific_journal-11608	124	6	multiple	multiple	ADJ
american_scientific_journal-11608	124	7	sources	source	NOUN
american_scientific_journal-11608	124	8	,	,	PUNCT
american_scientific_journal-11608	124	9	underscore	underscore	VERB
american_scientific_journal-11608	124	10	the	the	DET
american_scientific_journal-11608	124	11	growing	grow	VERB
american_scientific_journal-11608	124	12	preference	preference	NOUN
american_scientific_journal-11608	124	13	for	for	ADP
american_scientific_journal-11608	124	14	data	data	NOUN
american_scientific_journal-11608	124	15	-	-	PUNCT
american_scientific_journal-11608	124	16	driven	drive	VERB
american_scientific_journal-11608	124	17	tactics	tactic	NOUN
american_scientific_journal-11608	124	18	in	in	ADP
american_scientific_journal-11608	124	19	a	a	DET
american_scientific_journal-11608	124	20	domain	domain	NOUN
american_scientific_journal-11608	124	21	constrained	constrain	VERB
american_scientific_journal-11608	124	22	by	by	ADP
american_scientific_journal-11608	124	23	tight	tight	ADJ
american_scientific_journal-11608	124	24	cost	cost	NOUN
american_scientific_journal-11608	124	25	margins	margin	NOUN
american_scientific_journal-11608	124	26	,	,	PUNCT
american_scientific_journal-11608	124	27	expansive	expansive	ADJ
american_scientific_journal-11608	124	28	fail	fail	ADJ
american_scientific_journal-11608	124	29	logs	log	NOUN
american_scientific_journal-11608	124	30	,	,	PUNCT
american_scientific_journal-11608	124	31	and	and	CCONJ
american_scientific_journal-11608	124	32	complex	complex	ADJ
american_scientific_journal-11608	124	33	defect	defect	NOUN
american_scientific_journal-11608	124	34	behaviors	behavior	NOUN
american_scientific_journal-11608	124	35	[	[	X
american_scientific_journal-11608	124	36	9	9	NUM
american_scientific_journal-11608	124	37	]	]	PUNCT
american_scientific_journal-11608	124	38	.	.	PUNCT
american_scientific_journal-11608	125	1	the	the	DET
american_scientific_journal-11608	125	2	overall	overall	ADJ
american_scientific_journal-11608	125	3	methodological	methodological	ADJ
american_scientific_journal-11608	125	4	outline	outline	NOUN
american_scientific_journal-11608	125	5	described	describe	VERB
american_scientific_journal-11608	125	6	here	here	ADV
american_scientific_journal-11608	125	7	provides	provide	VERB
american_scientific_journal-11608	125	8	a	a	DET
american_scientific_journal-11608	125	9	flexible	flexible	ADJ
american_scientific_journal-11608	125	10	blueprint	blueprint	NOUN
american_scientific_journal-11608	125	11	for	for	ADP
american_scientific_journal-11608	125	12	industrial	industrial	ADJ
american_scientific_journal-11608	125	13	implementations	implementation	NOUN
american_scientific_journal-11608	125	14	and	and	CCONJ
american_scientific_journal-11608	125	15	further	further	ADJ
american_scientific_journal-11608	125	16	scholarly	scholarly	ADJ
american_scientific_journal-11608	125	17	research	research	NOUN
american_scientific_journal-11608	125	18	into	into	ADP
american_scientific_journal-11608	125	19	ml	ml	ADV
american_scientific_journal-11608	125	20	-	-	PUNCT
american_scientific_journal-11608	125	21	based	base	VERB
american_scientific_journal-11608	125	22	test	test	NOUN
american_scientific_journal-11608	125	23	optimizations	optimization	NOUN
american_scientific_journal-11608	125	24	.	.	PUNCT
american_scientific_journal-11608	126	1	4	4	X
american_scientific_journal-11608	126	2	.	.	X
american_scientific_journal-11608	126	3	discussion	discussion	NOUN
american_scientific_journal-11608	126	4	this	this	DET
american_scientific_journal-11608	126	5	work	work	NOUN
american_scientific_journal-11608	126	6	has	have	AUX
american_scientific_journal-11608	126	7	synthesized	synthesize	VERB
american_scientific_journal-11608	126	8	insights	insight	NOUN
american_scientific_journal-11608	126	9	from	from	ADP
american_scientific_journal-11608	126	10	several	several	ADJ
american_scientific_journal-11608	126	11	key	key	ADJ
american_scientific_journal-11608	126	12	prior	prior	ADJ
american_scientific_journal-11608	126	13	studies	study	NOUN
american_scientific_journal-11608	126	14	to	to	PART
american_scientific_journal-11608	126	15	outline	outline	VERB
american_scientific_journal-11608	126	16	a	a	DET
american_scientific_journal-11608	126	17	conceptual	conceptual	ADJ
american_scientific_journal-11608	126	18	pipeline	pipeline	NOUN
american_scientific_journal-11608	126	19	for	for	ADP
american_scientific_journal-11608	126	20	integrating	integrate	VERB
american_scientific_journal-11608	126	21	machine	machine	NOUN
american_scientific_journal-11608	126	22	learning	learning	NOUN
american_scientific_journal-11608	126	23	(	(	PUNCT
american_scientific_journal-11608	126	24	ml	ml	NOUN
american_scientific_journal-11608	126	25	)	)	PUNCT
american_scientific_journal-11608	126	26	into	into	ADP
american_scientific_journal-11608	126	27	design	design	NOUN
american_scientific_journal-11608	126	28	for	for	ADP
american_scientific_journal-11608	126	29	testability	testability	NOUN
american_scientific_journal-11608	126	30	(	(	PUNCT
american_scientific_journal-11608	126	31	dft	dft	NOUN
american_scientific_journal-11608	126	32	)	)	PUNCT
american_scientific_journal-11608	126	33	flows	flow	NOUN
american_scientific_journal-11608	126	34	.	.	PUNCT
american_scientific_journal-11608	127	1	roy	roy	PROPN
american_scientific_journal-11608	127	2	and	and	CCONJ
american_scientific_journal-11608	127	3	his	his	PRON
american_scientific_journal-11608	127	4	colleagues	colleague	NOUN
american_scientific_journal-11608	128	1	[	[	X
american_scientific_journal-11608	128	2	11	11	NUM
american_scientific_journal-11608	128	3	]	]	PUNCT
american_scientific_journal-11608	128	4	demonstrated	demonstrate	VERB
american_scientific_journal-11608	128	5	that	that	SCONJ
american_scientific_journal-11608	128	6	artificial	artificial	ADJ
american_scientific_journal-11608	128	7	neural	neural	ADJ
american_scientific_journal-11608	128	8	network	network	NOUN
american_scientific_journal-11608	128	9	(	(	PUNCT
american_scientific_journal-11608	128	10	ann)–guided	ann)–guide	VERB
american_scientific_journal-11608	128	11	heuristics	heuristic	NOUN
american_scientific_journal-11608	128	12	can	can	AUX
american_scientific_journal-11608	128	13	reduce	reduce	VERB
american_scientific_journal-11608	128	14	podem	podem	NOUN
american_scientific_journal-11608	128	15	backtracks	backtrack	NOUN
american_scientific_journal-11608	128	16	by	by	ADP
american_scientific_journal-11608	128	17	20–30	20–30	NUM
american_scientific_journal-11608	128	18	%	%	NOUN
american_scientific_journal-11608	128	19	,	,	PUNCT
american_scientific_journal-11608	128	20	corresponding	correspond	VERB
american_scientific_journal-11608	128	21	to	to	ADP
american_scientific_journal-11608	128	22	an	an	DET
american_scientific_journal-11608	128	23	approximate	approximate	ADJ
american_scientific_journal-11608	128	24	25	25	NUM
american_scientific_journal-11608	128	25	%	%	NOUN
american_scientific_journal-11608	128	26	speed‑up	speed‑up	VERB
american_scientific_journal-11608	128	27	in	in	ADP
american_scientific_journal-11608	128	28	test‑pattern	test‑pattern	ADJ
american_scientific_journal-11608	128	29	generation	generation	NOUN
american_scientific_journal-11608	128	30	.	.	PUNCT
american_scientific_journal-11608	129	1	huang	huang	PROPN
american_scientific_journal-11608	129	2	and	and	CCONJ
american_scientific_journal-11608	129	3	his	his	PRON
american_scientific_journal-11608	129	4	colleagues	colleague	NOUN
american_scientific_journal-11608	130	1	[	[	X
american_scientific_journal-11608	130	2	5	5	NUM
american_scientific_journal-11608	130	3	]	]	PUNCT
american_scientific_journal-11608	130	4	reported	report	VERB
american_scientific_journal-11608	130	5	up	up	ADP
american_scientific_journal-11608	130	6	to	to	PART
american_scientific_journal-11608	130	7	92	92	NUM
american_scientific_journal-11608	130	8	%	%	NOUN
american_scientific_journal-11608	130	9	accuracy	accuracy	NOUN
american_scientific_journal-11608	130	10	in	in	ADP
american_scientific_journal-11608	130	11	scan‑chain	scan‑chain	NOUN
american_scientific_journal-11608	130	12	defect	defect	VERB
american_scientific_journal-11608	130	13	classification	classification	NOUN
american_scientific_journal-11608	130	14	using	use	VERB
american_scientific_journal-11608	130	15	support	support	NOUN
american_scientific_journal-11608	130	16	vector	vector	NOUN
american_scientific_journal-11608	130	17	machines	machine	NOUN
american_scientific_journal-11608	130	18	(	(	PUNCT
american_scientific_journal-11608	130	19	svm	svm	PROPN
american_scientific_journal-11608	130	20	)	)	PUNCT
american_scientific_journal-11608	130	21	and	and	CCONJ
american_scientific_journal-11608	130	22	multi‑stage	multi‑stage	NOUN
american_scientific_journal-11608	130	23	anns	ann	NOUN
american_scientific_journal-11608	130	24	.	.	PUNCT
american_scientific_journal-11608	131	1	xanthopoulos	xanthopoulos	PROPN
american_scientific_journal-11608	131	2	and	and	CCONJ
american_scientific_journal-11608	131	3	his	his	PRON
american_scientific_journal-11608	131	4	colleagues	colleague	NOUN
american_scientific_journal-11608	131	5	[	[	X
american_scientific_journal-11608	131	6	14	14	NUM
american_scientific_journal-11608	131	7	]	]	PUNCT
american_scientific_journal-11608	131	8	improved	improve	VERB
american_scientific_journal-11608	131	9	die‑inking	die‑inke	VERB
american_scientific_journal-11608	131	10	precision	precision	NOUN
american_scientific_journal-11608	131	11	by	by	ADP
american_scientific_journal-11608	131	12	applying	apply	VERB
american_scientific_journal-11608	131	13	rbf‑svm	rbf‑svm	NOUN
american_scientific_journal-11608	131	14	clustering	cluster	VERB
american_scientific_journal-11608	131	15	to	to	ADP
american_scientific_journal-11608	131	16	wafer‑map	wafer‑map	ADJ
american_scientific_journal-11608	131	17	failure	failure	NOUN
american_scientific_journal-11608	131	18	patterns	pattern	NOUN
american_scientific_journal-11608	131	19	,	,	PUNCT
american_scientific_journal-11608	131	20	and	and	CCONJ
american_scientific_journal-11608	131	21	sun	sun	NOUN
american_scientific_journal-11608	131	22	and	and	CCONJ
american_scientific_journal-11608	131	23	his	his	PRON
american_scientific_journal-11608	131	24	colleagues	colleague	NOUN
american_scientific_journal-11608	132	1	[	[	X
american_scientific_journal-11608	132	2	10	10	NUM
american_scientific_journal-11608	132	3	]	]	PUNCT
american_scientific_journal-11608	132	4	achieved	achieve	VERB
american_scientific_journal-11608	132	5	nearly	nearly	ADV
american_scientific_journal-11608	132	6	a	a	DET
american_scientific_journal-11608	132	7	two‑fold	two‑fold	NOUN
american_scientific_journal-11608	132	8	increase	increase	NOUN
american_scientific_journal-11608	132	9	in	in	ADP
american_scientific_journal-11608	132	10	diagnostic	diagnostic	ADJ
american_scientific_journal-11608	132	11	resolution	resolution	NOUN
american_scientific_journal-11608	132	12	for	for	ADP
american_scientific_journal-11608	132	13	volume	volume	NOUN
american_scientific_journal-11608	132	14	diagnosis	diagnosis	NOUN
american_scientific_journal-11608	132	15	by	by	ADP
american_scientific_journal-11608	132	16	merging	merge	VERB
american_scientific_journal-11608	132	17	syndrome	syndrome	NOUN
american_scientific_journal-11608	132	18	data	datum	NOUN
american_scientific_journal-11608	132	19	with	with	ADP
american_scientific_journal-11608	132	20	statistical	statistical	ADJ
american_scientific_journal-11608	132	21	learning	learning	NOUN
american_scientific_journal-11608	132	22	.	.	PUNCT
american_scientific_journal-11608	133	1	our	our	PRON
american_scientific_journal-11608	133	2	proposed	propose	VERB
american_scientific_journal-11608	133	3	framework	framework	NOUN
american_scientific_journal-11608	133	4	unites	unite	VERB
american_scientific_journal-11608	133	5	these	these	DET
american_scientific_journal-11608	133	6	advances	advance	NOUN
american_scientific_journal-11608	133	7	by	by	ADP
american_scientific_journal-11608	133	8	consolidating	consolidate	VERB
american_scientific_journal-11608	133	9	raw	raw	ADJ
american_scientific_journal-11608	133	10	failure	failure	NOUN
american_scientific_journal-11608	133	11	logs	log	NOUN
american_scientific_journal-11608	133	12	and	and	CCONJ
american_scientific_journal-11608	133	13	dft	dft	PROPN
american_scientific_journal-11608	133	14	metadata	metadata	NOUN
american_scientific_journal-11608	133	15	,	,	PUNCT
american_scientific_journal-11608	133	16	extracting	extract	VERB
american_scientific_journal-11608	133	17	predictive	predictive	ADJ
american_scientific_journal-11608	133	18	features	feature	NOUN
american_scientific_journal-11608	133	19	(	(	PUNCT
american_scientific_journal-11608	133	20	e.g.	e.g.	ADV
american_scientific_journal-11608	133	21	,	,	PUNCT
american_scientific_journal-11608	133	22	scoap	scoap	NOUN
american_scientific_journal-11608	133	23	values	value	NOUN
american_scientific_journal-11608	133	24	,	,	PUNCT
american_scientific_journal-11608	133	25	logic	logic	NOUN
american_scientific_journal-11608	133	26	depth	depth	NOUN
american_scientific_journal-11608	133	27	,	,	PUNCT
american_scientific_journal-11608	133	28	adjacency	adjacency	NOUN
american_scientific_journal-11608	133	29	metrics	metric	NOUN
american_scientific_journal-11608	133	30	)	)	PUNCT
american_scientific_journal-11608	133	31	,	,	PUNCT
american_scientific_journal-11608	133	32	training	training	NOUN
american_scientific_journal-11608	133	33	svm	svm	PROPN
american_scientific_journal-11608	133	34	/	/	SYM
american_scientific_journal-11608	133	35	ann	ann	PROPN
american_scientific_journal-11608	133	36	classifiers	classifier	NOUN
american_scientific_journal-11608	133	37	,	,	PUNCT
american_scientific_journal-11608	133	38	and	and	CCONJ
american_scientific_journal-11608	133	39	feeding	feed	VERB
american_scientific_journal-11608	133	40	their	their	PRON
american_scientific_journal-11608	133	41	inferences	inference	NOUN
american_scientific_journal-11608	133	42	back	back	ADV
american_scientific_journal-11608	133	43	into	into	ADP
american_scientific_journal-11608	133	44	scan‑based	scan‑base	VERB
american_scientific_journal-11608	133	45	atpg	atpg	NOUN
american_scientific_journal-11608	133	46	or	or	CCONJ
american_scientific_journal-11608	133	47	yield‑management	yield‑management	NOUN
american_scientific_journal-11608	133	48	systems	system	NOUN
american_scientific_journal-11608	133	49	.	.	PUNCT
american_scientific_journal-11608	134	1	in	in	ADP
american_scientific_journal-11608	134	2	doing	do	VERB
american_scientific_journal-11608	134	3	so	so	ADV
american_scientific_journal-11608	134	4	,	,	PUNCT
american_scientific_journal-11608	134	5	it	it	PRON
american_scientific_journal-11608	134	6	offers	offer	VERB
american_scientific_journal-11608	134	7	a	a	DET
american_scientific_journal-11608	134	8	unified	unified	ADJ
american_scientific_journal-11608	134	9	,	,	PUNCT
american_scientific_journal-11608	134	10	scalable	scalable	ADJ
american_scientific_journal-11608	134	11	approach	approach	NOUN
american_scientific_journal-11608	134	12	that	that	PRON
american_scientific_journal-11608	134	13	can	can	AUX
american_scientific_journal-11608	134	14	adapt	adapt	VERB
american_scientific_journal-11608	134	15	to	to	PART
american_scientific_journal-11608	134	16	diverse	diverse	VERB
american_scientific_journal-11608	134	17	fault	fault	NOUN
american_scientific_journal-11608	134	18	models	model	NOUN
american_scientific_journal-11608	134	19	without	without	ADP
american_scientific_journal-11608	134	20	exhaustive	exhaustive	ADJ
american_scientific_journal-11608	134	21	pattern	pattern	NOUN
american_scientific_journal-11608	134	22	enumeration	enumeration	NOUN
american_scientific_journal-11608	134	23	–	–	PUNCT
american_scientific_journal-11608	134	24	addressing	address	VERB
american_scientific_journal-11608	134	25	the	the	DET
american_scientific_journal-11608	134	26	computational	computational	ADJ
american_scientific_journal-11608	134	27	burdens	burden	NOUN
american_scientific_journal-11608	134	28	of	of	ADP
american_scientific_journal-11608	134	29	conventional	conventional	ADJ
american_scientific_journal-11608	134	30	atpg	atpg	NOUN
american_scientific_journal-11608	135	1	[	[	X
american_scientific_journal-11608	135	2	3	3	NUM
american_scientific_journal-11608	135	3	]	]	PUNCT
american_scientific_journal-11608	135	4	.	.	PUNCT
american_scientific_journal-11608	136	1	however	however	ADV
american_scientific_journal-11608	136	2	,	,	PUNCT
american_scientific_journal-11608	136	3	several	several	ADJ
american_scientific_journal-11608	136	4	limitations	limitation	NOUN
american_scientific_journal-11608	136	5	and	and	CCONJ
american_scientific_journal-11608	136	6	constraints	constraint	NOUN
american_scientific_journal-11608	136	7	warrant	warrant	VERB
american_scientific_journal-11608	136	8	careful	careful	ADJ
american_scientific_journal-11608	136	9	consideration	consideration	NOUN
american_scientific_journal-11608	136	10	:	:	PUNCT
american_scientific_journal-11608	136	11	1	1	X
american_scientific_journal-11608	136	12	.	.	PUNCT
american_scientific_journal-11608	136	13	conceptual	conceptual	ADJ
american_scientific_journal-11608	136	14	scope	scope	NOUN
american_scientific_journal-11608	136	15	.	.	PUNCT
american_scientific_journal-11608	137	1	the	the	DET
american_scientific_journal-11608	137	2	present	present	ADJ
american_scientific_journal-11608	137	3	work	work	NOUN
american_scientific_journal-11608	137	4	remains	remain	VERB
american_scientific_journal-11608	137	5	a	a	DET
american_scientific_journal-11608	137	6	high‑level	high‑level	NOUN
american_scientific_journal-11608	137	7	framework	framework	NOUN
american_scientific_journal-11608	137	8	without	without	ADP
american_scientific_journal-11608	137	9	new	new	ADJ
american_scientific_journal-11608	137	10	empirical	empirical	ADJ
american_scientific_journal-11608	137	11	validation	validation	NOUN
american_scientific_journal-11608	137	12	on	on	ADP
american_scientific_journal-11608	137	13	industrial‑scale	industrial‑scale	PROPN
american_scientific_journal-11608	137	14	datasets	dataset	NOUN
american_scientific_journal-11608	137	15	.	.	PUNCT
american_scientific_journal-11608	138	1	its	its	PRON
american_scientific_journal-11608	138	2	efficacy	efficacy	NOUN
american_scientific_journal-11608	138	3	must	must	AUX
american_scientific_journal-11608	138	4	be	be	AUX
american_scientific_journal-11608	138	5	confirmed	confirm	VERB
american_scientific_journal-11608	138	6	through	through	ADP
american_scientific_journal-11608	138	7	pilot	pilot	NOUN
american_scientific_journal-11608	138	8	studies	study	NOUN
american_scientific_journal-11608	138	9	using	use	VERB
american_scientific_journal-11608	138	10	real	real	ADJ
american_scientific_journal-11608	138	11	wafer‑sort	wafer‑sort	NUM
american_scientific_journal-11608	138	12	logs	log	NOUN
american_scientific_journal-11608	138	13	and	and	CCONJ
american_scientific_journal-11608	138	14	scan‑chain	scan‑chain	NOUN
american_scientific_journal-11608	138	15	data	datum	NOUN
american_scientific_journal-11608	138	16	.	.	PUNCT
american_scientific_journal-11608	139	1	2	2	X
american_scientific_journal-11608	139	2	.	.	X
american_scientific_journal-11608	139	3	data	datum	NOUN
american_scientific_journal-11608	139	4	availability	availability	NOUN
american_scientific_journal-11608	139	5	and	and	CCONJ
american_scientific_journal-11608	139	6	label	label	NOUN
american_scientific_journal-11608	139	7	scarcity	scarcity	NOUN
american_scientific_journal-11608	139	8	.	.	PUNCT
american_scientific_journal-11608	140	1	robust	robust	ADJ
american_scientific_journal-11608	140	2	ml	ml	NOUN
american_scientific_journal-11608	140	3	training	training	NOUN
american_scientific_journal-11608	140	4	requires	require	VERB
american_scientific_journal-11608	140	5	large	large	ADJ
american_scientific_journal-11608	140	6	volumes	volume	NOUN
american_scientific_journal-11608	140	7	of	of	ADP
american_scientific_journal-11608	140	8	accurately	accurately	ADV
american_scientific_journal-11608	140	9	labeled	label	VERB
american_scientific_journal-11608	140	10	failure	failure	NOUN
american_scientific_journal-11608	140	11	logs	log	NOUN
american_scientific_journal-11608	140	12	.	.	PUNCT
american_scientific_journal-11608	141	1	in	in	ADP
american_scientific_journal-11608	141	2	many	many	ADJ
american_scientific_journal-11608	141	3	production	production	NOUN
american_scientific_journal-11608	141	4	environments	environment	NOUN
american_scientific_journal-11608	141	5	,	,	PUNCT
american_scientific_journal-11608	141	6	such	such	ADJ
american_scientific_journal-11608	141	7	labels	label	NOUN
american_scientific_journal-11608	141	8	may	may	AUX
american_scientific_journal-11608	141	9	be	be	AUX
american_scientific_journal-11608	141	10	sparse	sparse	ADJ
american_scientific_journal-11608	141	11	or	or	CCONJ
american_scientific_journal-11608	141	12	inconsistently	inconsistently	ADV
american_scientific_journal-11608	141	13	recorded	record	VERB
american_scientific_journal-11608	141	14	,	,	PUNCT
american_scientific_journal-11608	141	15	necessitating	necessitate	VERB
american_scientific_journal-11608	141	16	semi‑supervised	semi‑supervised	ADJ
american_scientific_journal-11608	141	17	or	or	CCONJ
american_scientific_journal-11608	141	18	data‑augmentation	data‑augmentation	NOUN
american_scientific_journal-11608	141	19	techniques	technique	NOUN
american_scientific_journal-11608	141	20	.	.	PUNCT
american_scientific_journal-11608	142	1	3	3	X
american_scientific_journal-11608	142	2	.	.	X
american_scientific_journal-11608	142	3	feature‑engineering	feature‑engineere	VERB
american_scientific_journal-11608	142	4	sensitivity	sensitivity	NOUN
american_scientific_journal-11608	142	5	.	.	PUNCT
american_scientific_journal-11608	143	1	the	the	DET
american_scientific_journal-11608	143	2	predictive	predictive	ADJ
american_scientific_journal-11608	143	3	power	power	NOUN
american_scientific_journal-11608	143	4	of	of	ADP
american_scientific_journal-11608	143	5	svm	svm	PROPN
american_scientific_journal-11608	143	6	and	and	CCONJ
american_scientific_journal-11608	143	7	ann	ann	PROPN
american_scientific_journal-11608	143	8	models	model	NOUN
american_scientific_journal-11608	143	9	depends	depend	VERB
american_scientific_journal-11608	143	10	critically	critically	ADV
american_scientific_journal-11608	143	11	on	on	ADP
american_scientific_journal-11608	143	12	american	american	ADJ
american_scientific_journal-11608	143	13	academic	academic	ADJ
american_scientific_journal-11608	143	14	scientific	scientific	ADJ
american_scientific_journal-11608	143	15	research	research	NOUN
american_scientific_journal-11608	143	16	journal	journal	NOUN
american_scientific_journal-11608	143	17	for	for	ADP
american_scientific_journal-11608	143	18	engineering	engineering	NOUN
american_scientific_journal-11608	143	19	,	,	PUNCT
american_scientific_journal-11608	143	20	technology	technology	NOUN
american_scientific_journal-11608	143	21	,	,	PUNCT
american_scientific_journal-11608	143	22	and	and	CCONJ
american_scientific_journal-11608	143	23	sciences	science	NOUN
american_scientific_journal-11608	143	24	(	(	PUNCT
american_scientific_journal-11608	143	25	asrjets	asrjet	NOUN
american_scientific_journal-11608	143	26	)	)	PUNCT
american_scientific_journal-11608	143	27	volume	volume	NOUN
american_scientific_journal-11608	143	28	101	101	NUM
american_scientific_journal-11608	143	29	,	,	PUNCT
american_scientific_journal-11608	143	30	no	no	DET
american_scientific_journal-11608	143	31	1	1	NUM
american_scientific_journal-11608	143	32	,	,	PUNCT
american_scientific_journal-11608	143	33	pp	pp	ADV
american_scientific_journal-11608	143	34	325	325	NUM
american_scientific_journal-11608	143	35	-	-	SYM
american_scientific_journal-11608	143	36	334	334	NUM
american_scientific_journal-11608	143	37	333	333	NUM
american_scientific_journal-11608	143	38	quality	quality	NOUN
american_scientific_journal-11608	143	39	features	feature	NOUN
american_scientific_journal-11608	143	40	.	.	PUNCT
american_scientific_journal-11608	144	1	while	while	SCONJ
american_scientific_journal-11608	144	2	scoap	scoap	NOUN
american_scientific_journal-11608	144	3	,	,	PUNCT
american_scientific_journal-11608	144	4	logic	logic	NOUN
american_scientific_journal-11608	144	5	depth	depth	NOUN
american_scientific_journal-11608	144	6	,	,	PUNCT
american_scientific_journal-11608	144	7	and	and	CCONJ
american_scientific_journal-11608	144	8	adjacency	adjacency	NOUN
american_scientific_journal-11608	144	9	metrics	metric	NOUN
american_scientific_journal-11608	144	10	are	be	AUX
american_scientific_journal-11608	144	11	proven	prove	VERB
american_scientific_journal-11608	144	12	starting	start	VERB
american_scientific_journal-11608	144	13	points	point	NOUN
american_scientific_journal-11608	145	1	[	[	X
american_scientific_journal-11608	145	2	9	9	NUM
american_scientific_journal-11608	145	3	]	]	PUNCT
american_scientific_journal-11608	145	4	,	,	PUNCT
american_scientific_journal-11608	145	5	emerging	emerge	VERB
american_scientific_journal-11608	145	6	defect	defect	NOUN
american_scientific_journal-11608	145	7	modes	mode	NOUN
american_scientific_journal-11608	145	8	at	at	ADP
american_scientific_journal-11608	145	9	sub‑7	sub‑7	PROPN
american_scientific_journal-11608	146	1	nm	nm	PROPN
american_scientific_journal-11608	146	2	nodes	node	NOUN
american_scientific_journal-11608	146	3	may	may	AUX
american_scientific_journal-11608	146	4	require	require	VERB
american_scientific_journal-11608	146	5	novel	novel	ADJ
american_scientific_journal-11608	146	6	topology‑	topology‑	NOUN
american_scientific_journal-11608	146	7	or	or	CCONJ
american_scientific_journal-11608	146	8	layout‑based	layout‑base	VERB
american_scientific_journal-11608	146	9	descriptors	descriptor	NOUN
american_scientific_journal-11608	146	10	.	.	PUNCT
american_scientific_journal-11608	147	1	4	4	X
american_scientific_journal-11608	147	2	.	.	X
american_scientific_journal-11608	147	3	integration	integration	NOUN
american_scientific_journal-11608	147	4	overhead	overhead	ADV
american_scientific_journal-11608	147	5	.	.	PUNCT
american_scientific_journal-11608	148	1	embedding	embed	VERB
american_scientific_journal-11608	148	2	ml	ml	ADP
american_scientific_journal-11608	148	3	modules	module	NOUN
american_scientific_journal-11608	148	4	into	into	ADP
american_scientific_journal-11608	148	5	existing	exist	VERB
american_scientific_journal-11608	148	6	eda	eda	PROPN
american_scientific_journal-11608	148	7	toolchains	toolchain	NOUN
american_scientific_journal-11608	148	8	and	and	CCONJ
american_scientific_journal-11608	148	9	dft	dft	PROPN
american_scientific_journal-11608	148	10	architectures	architecture	NOUN
american_scientific_journal-11608	148	11	introduces	introduce	VERB
american_scientific_journal-11608	148	12	both	both	DET
american_scientific_journal-11608	148	13	area	area	NOUN
american_scientific_journal-11608	148	14	and	and	CCONJ
american_scientific_journal-11608	148	15	runtime	runtime	NOUN
american_scientific_journal-11608	148	16	costs	cost	NOUN
american_scientific_journal-11608	148	17	.	.	PUNCT
american_scientific_journal-11608	149	1	real‑time	real‑time	NOUN
american_scientific_journal-11608	149	2	or	or	CCONJ
american_scientific_journal-11608	149	3	in‑field	in‑field	ADJ
american_scientific_journal-11608	149	4	applications	application	NOUN
american_scientific_journal-11608	149	5	(	(	PUNCT
american_scientific_journal-11608	149	6	e.g.	e.g.	ADV
american_scientific_journal-11608	149	7	,	,	PUNCT
american_scientific_journal-11608	149	8	bist‑based	bist‑base	VERB
american_scientific_journal-11608	149	9	anomaly	anomaly	NOUN
american_scientific_journal-11608	149	10	detection	detection	NOUN
american_scientific_journal-11608	149	11	)	)	PUNCT
american_scientific_journal-11608	149	12	must	must	AUX
american_scientific_journal-11608	149	13	balance	balance	VERB
american_scientific_journal-11608	149	14	model	model	NOUN
american_scientific_journal-11608	149	15	complexity	complexity	NOUN
american_scientific_journal-11608	149	16	against	against	ADP
american_scientific_journal-11608	149	17	on‑chip	on‑chip	NOUN
american_scientific_journal-11608	149	18	resource	resource	NOUN
american_scientific_journal-11608	149	19	constraints	constraint	NOUN
american_scientific_journal-11608	149	20	.	.	PUNCT
american_scientific_journal-11608	150	1	5	5	X
american_scientific_journal-11608	150	2	.	.	X
american_scientific_journal-11608	150	3	evolving	evolve	VERB
american_scientific_journal-11608	150	4	fault	fault	NOUN
american_scientific_journal-11608	150	5	signatures	signature	NOUN
american_scientific_journal-11608	150	6	.	.	PUNCT
american_scientific_journal-11608	151	1	semiconductor	semiconductor	NOUN
american_scientific_journal-11608	151	2	processes	process	NOUN
american_scientific_journal-11608	151	3	continually	continually	ADV
american_scientific_journal-11608	151	4	evolve	evolve	VERB
american_scientific_journal-11608	151	5	,	,	PUNCT
american_scientific_journal-11608	151	6	producing	produce	VERB
american_scientific_journal-11608	151	7	new	new	ADJ
american_scientific_journal-11608	151	8	defect	defect	NOUN
american_scientific_journal-11608	151	9	mechanisms	mechanism	NOUN
american_scientific_journal-11608	151	10	.	.	PUNCT
american_scientific_journal-11608	152	1	ml	ml	NOUN
american_scientific_journal-11608	152	2	models	model	NOUN
american_scientific_journal-11608	152	3	must	must	AUX
american_scientific_journal-11608	152	4	be	be	AUX
american_scientific_journal-11608	152	5	periodically	periodically	ADV
american_scientific_journal-11608	152	6	retrained	retrain	VERB
american_scientific_journal-11608	152	7	or	or	CCONJ
american_scientific_journal-11608	152	8	extended	extend	VERB
american_scientific_journal-11608	152	9	to	to	PART
american_scientific_journal-11608	152	10	accommodate	accommodate	VERB
american_scientific_journal-11608	152	11	emerging	emerge	VERB
american_scientific_journal-11608	152	12	fault	fault	NOUN
american_scientific_journal-11608	152	13	classes	class	NOUN
american_scientific_journal-11608	152	14	,	,	PUNCT
american_scientific_journal-11608	152	15	which	which	PRON
american_scientific_journal-11608	152	16	implies	imply	VERB
american_scientific_journal-11608	152	17	an	an	DET
american_scientific_journal-11608	152	18	ongoing	ongoing	ADJ
american_scientific_journal-11608	152	19	maintenance	maintenance	NOUN
american_scientific_journal-11608	152	20	effort	effort	NOUN
american_scientific_journal-11608	152	21	.	.	PUNCT
american_scientific_journal-11608	153	1	by	by	ADP
american_scientific_journal-11608	153	2	candidly	candidly	ADV
american_scientific_journal-11608	153	3	acknowledging	acknowledge	VERB
american_scientific_journal-11608	153	4	these	these	DET
american_scientific_journal-11608	153	5	constraints	constraint	NOUN
american_scientific_journal-11608	153	6	,	,	PUNCT
american_scientific_journal-11608	153	7	we	we	PRON
american_scientific_journal-11608	153	8	aim	aim	VERB
american_scientific_journal-11608	153	9	to	to	PART
american_scientific_journal-11608	153	10	provide	provide	VERB
american_scientific_journal-11608	153	11	a	a	DET
american_scientific_journal-11608	153	12	realistic	realistic	ADJ
american_scientific_journal-11608	153	13	assessment	assessment	NOUN
american_scientific_journal-11608	153	14	of	of	ADP
american_scientific_journal-11608	153	15	the	the	DET
american_scientific_journal-11608	153	16	path	path	NOUN
american_scientific_journal-11608	153	17	forward	forward	ADV
american_scientific_journal-11608	153	18	.	.	PUNCT
american_scientific_journal-11608	154	1	our	our	PRON
american_scientific_journal-11608	154	2	survey	survey	NOUN
american_scientific_journal-11608	154	3	of	of	ADP
american_scientific_journal-11608	154	4	previous	previous	ADJ
american_scientific_journal-11608	154	5	results	result	NOUN
american_scientific_journal-11608	154	6	demonstrates	demonstrate	VERB
american_scientific_journal-11608	154	7	clear	clear	ADJ
american_scientific_journal-11608	154	8	potential	potential	NOUN
american_scientific_journal-11608	154	9	for	for	ADP
american_scientific_journal-11608	154	10	ml‑augmented	ml‑augmente	VERB
american_scientific_journal-11608	154	11	dft	dft	PROPN
american_scientific_journal-11608	154	12	,	,	PUNCT
american_scientific_journal-11608	154	13	yet	yet	ADV
american_scientific_journal-11608	154	14	underscores	underscore	VERB
american_scientific_journal-11608	154	15	the	the	DET
american_scientific_journal-11608	154	16	necessity	necessity	NOUN
american_scientific_journal-11608	154	17	of	of	ADP
american_scientific_journal-11608	154	18	targeted	target	VERB
american_scientific_journal-11608	154	19	validation	validation	NOUN
american_scientific_journal-11608	154	20	,	,	PUNCT
american_scientific_journal-11608	154	21	robust	robust	ADJ
american_scientific_journal-11608	154	22	data	datum	NOUN
american_scientific_journal-11608	154	23	pipelines	pipeline	NOUN
american_scientific_journal-11608	154	24	,	,	PUNCT
american_scientific_journal-11608	154	25	and	and	CCONJ
american_scientific_journal-11608	154	26	tight	tight	ADJ
american_scientific_journal-11608	154	27	integration	integration	NOUN
american_scientific_journal-11608	154	28	with	with	ADP
american_scientific_journal-11608	154	29	manufacturing	manufacturing	NOUN
american_scientific_journal-11608	154	30	test	test	NOUN
american_scientific_journal-11608	154	31	infrastructures	infrastructure	NOUN
american_scientific_journal-11608	154	32	.	.	PUNCT
american_scientific_journal-11608	155	1	5	5	X
american_scientific_journal-11608	155	2	.	.	X
american_scientific_journal-11608	155	3	conclusion	conclusion	NOUN
american_scientific_journal-11608	155	4	&	&	CCONJ
american_scientific_journal-11608	155	5	future	future	ADJ
american_scientific_journal-11608	155	6	work	work	NOUN
american_scientific_journal-11608	155	7	the	the	DET
american_scientific_journal-11608	155	8	relentless	relentless	ADJ
american_scientific_journal-11608	155	9	march	march	NOUN
american_scientific_journal-11608	155	10	of	of	ADP
american_scientific_journal-11608	155	11	technology	technology	NOUN
american_scientific_journal-11608	155	12	scaling	scale	VERB
american_scientific_journal-11608	155	13	and	and	CCONJ
american_scientific_journal-11608	155	14	the	the	DET
american_scientific_journal-11608	155	15	resulting	result	VERB
american_scientific_journal-11608	155	16	proliferation	proliferation	NOUN
american_scientific_journal-11608	155	17	of	of	ADP
american_scientific_journal-11608	155	18	intricate	intricate	ADJ
american_scientific_journal-11608	155	19	fault	fault	NOUN
american_scientific_journal-11608	155	20	modes	mode	NOUN
american_scientific_journal-11608	155	21	have	have	AUX
american_scientific_journal-11608	155	22	outpaced	outpace	VERB
american_scientific_journal-11608	155	23	the	the	DET
american_scientific_journal-11608	155	24	capabilities	capability	NOUN
american_scientific_journal-11608	155	25	of	of	ADP
american_scientific_journal-11608	155	26	purely	purely	ADV
american_scientific_journal-11608	155	27	heuristic‑based	heuristic‑based	ADJ
american_scientific_journal-11608	155	28	dft	dft	NOUN
american_scientific_journal-11608	155	29	methods	method	NOUN
american_scientific_journal-11608	155	30	.	.	PUNCT
american_scientific_journal-11608	156	1	while	while	SCONJ
american_scientific_journal-11608	156	2	scan	scan	ADJ
american_scientific_journal-11608	156	3	chains	chain	NOUN
american_scientific_journal-11608	156	4	,	,	PUNCT
american_scientific_journal-11608	156	5	boundary	boundary	ADJ
american_scientific_journal-11608	156	6	scan	scan	NOUN
american_scientific_journal-11608	156	7	,	,	PUNCT
american_scientific_journal-11608	156	8	and	and	CCONJ
american_scientific_journal-11608	156	9	bist	bist	NOUN
american_scientific_journal-11608	156	10	remain	remain	VERB
american_scientific_journal-11608	156	11	foundational	foundational	ADJ
american_scientific_journal-11608	156	12	,	,	PUNCT
american_scientific_journal-11608	156	13	their	their	PRON
american_scientific_journal-11608	156	14	efficacy	efficacy	NOUN
american_scientific_journal-11608	156	15	can	can	AUX
american_scientific_journal-11608	156	16	be	be	AUX
american_scientific_journal-11608	156	17	substantially	substantially	ADV
american_scientific_journal-11608	156	18	enhanced	enhance	VERB
american_scientific_journal-11608	156	19	through	through	ADP
american_scientific_journal-11608	156	20	data‑driven	data‑driven	VERB
american_scientific_journal-11608	156	21	ml	ml	NOUN
american_scientific_journal-11608	156	22	techniques	technique	NOUN
american_scientific_journal-11608	156	23	.	.	PUNCT
american_scientific_journal-11608	157	1	prior	prior	ADJ
american_scientific_journal-11608	157	2	studies	study	NOUN
american_scientific_journal-11608	157	3	–	–	PUNCT
american_scientific_journal-11608	157	4	spanning	span	VERB
american_scientific_journal-11608	157	5	ann‑guided	ann‑guide	VERB
american_scientific_journal-11608	157	6	atpg	atpg	NOUN
american_scientific_journal-11608	157	7	,	,	PUNCT
american_scientific_journal-11608	157	8	high‑accuracy	high‑accuracy	NUM
american_scientific_journal-11608	157	9	defect	defect	NOUN
american_scientific_journal-11608	157	10	classification	classification	NOUN
american_scientific_journal-11608	157	11	,	,	PUNCT
american_scientific_journal-11608	157	12	wafer‑map	wafer‑map	PROPN
american_scientific_journal-11608	157	13	clustering	clustering	NOUN
american_scientific_journal-11608	157	14	,	,	PUNCT
american_scientific_journal-11608	157	15	and	and	CCONJ
american_scientific_journal-11608	157	16	volume	volume	NOUN
american_scientific_journal-11608	157	17	diagnosis	diagnosis	NOUN
american_scientific_journal-11608	157	18	improvements	improvement	NOUN
american_scientific_journal-11608	157	19	–	–	PUNCT
american_scientific_journal-11608	157	20	validate	validate	VERB
american_scientific_journal-11608	157	21	the	the	DET
american_scientific_journal-11608	157	22	premise	premise	NOUN
american_scientific_journal-11608	157	23	that	that	SCONJ
american_scientific_journal-11608	157	24	learning‑based	learning‑base	VERB
american_scientific_journal-11608	157	25	models	model	NOUN
american_scientific_journal-11608	157	26	can	can	AUX
american_scientific_journal-11608	157	27	reduce	reduce	VERB
american_scientific_journal-11608	157	28	test	test	NOUN
american_scientific_journal-11608	157	29	time	time	NOUN
american_scientific_journal-11608	157	30	by	by	ADP
american_scientific_journal-11608	157	31	20–30	20–30	NUM
american_scientific_journal-11608	157	32	%	%	NOUN
american_scientific_journal-11608	157	33	,	,	PUNCT
american_scientific_journal-11608	157	34	achieve	achieve	VERB
american_scientific_journal-11608	157	35	over	over	ADP
american_scientific_journal-11608	157	36	90	90	NUM
american_scientific_journal-11608	157	37	%	%	NOUN
american_scientific_journal-11608	157	38	classification	classification	NOUN
american_scientific_journal-11608	157	39	accuracy	accuracy	NOUN
american_scientific_journal-11608	157	40	,	,	PUNCT
american_scientific_journal-11608	157	41	and	and	CCONJ
american_scientific_journal-11608	157	42	double	double	ADJ
american_scientific_journal-11608	157	43	diagnostic	diagnostic	ADJ
american_scientific_journal-11608	157	44	resolution	resolution	NOUN
american_scientific_journal-11608	157	45	.	.	PUNCT
american_scientific_journal-11608	158	1	our	our	PRON
american_scientific_journal-11608	158	2	conceptual	conceptual	ADJ
american_scientific_journal-11608	158	3	pipeline	pipeline	NOUN
american_scientific_journal-11608	158	4	integrates	integrate	VERB
american_scientific_journal-11608	158	5	these	these	DET
american_scientific_journal-11608	158	6	insights	insight	NOUN
american_scientific_journal-11608	158	7	into	into	ADP
american_scientific_journal-11608	158	8	a	a	DET
american_scientific_journal-11608	158	9	cohesive	cohesive	ADJ
american_scientific_journal-11608	158	10	workflow	workflow	NOUN
american_scientific_journal-11608	158	11	:	:	PUNCT
american_scientific_journal-11608	158	12	consolidating	consolidate	VERB
american_scientific_journal-11608	158	13	raw	raw	ADJ
american_scientific_journal-11608	158	14	fail	fail	NOUN
american_scientific_journal-11608	158	15	logs	log	NOUN
american_scientific_journal-11608	158	16	and	and	CCONJ
american_scientific_journal-11608	158	17	dft	dft	PROPN
american_scientific_journal-11608	158	18	metadata	metadata	NOUN
american_scientific_journal-11608	158	19	;	;	PUNCT
american_scientific_journal-11608	158	20	engineering	engineering	NOUN
american_scientific_journal-11608	158	21	features	feature	NOUN
american_scientific_journal-11608	158	22	reflective	reflective	ADJ
american_scientific_journal-11608	158	23	of	of	ADP
american_scientific_journal-11608	158	24	controllability	controllability	NOUN
american_scientific_journal-11608	158	25	,	,	PUNCT
american_scientific_journal-11608	158	26	observability	observability	NOUN
american_scientific_journal-11608	158	27	,	,	PUNCT
american_scientific_journal-11608	158	28	and	and	CCONJ
american_scientific_journal-11608	158	29	topology	topology	NOUN
american_scientific_journal-11608	158	30	;	;	PUNCT
american_scientific_journal-11608	158	31	training	training	NOUN
american_scientific_journal-11608	158	32	svm	svm	NOUN
american_scientific_journal-11608	158	33	and	and	CCONJ
american_scientific_journal-11608	158	34	ann	ann	PROPN
american_scientific_journal-11608	158	35	classifiers	classifier	NOUN
american_scientific_journal-11608	158	36	;	;	PUNCT
american_scientific_journal-11608	158	37	and	and	CCONJ
american_scientific_journal-11608	158	38	leveraging	leverage	VERB
american_scientific_journal-11608	158	39	their	their	PRON
american_scientific_journal-11608	158	40	outputs	output	NOUN
american_scientific_journal-11608	158	41	to	to	PART
american_scientific_journal-11608	158	42	guide	guide	VERB
american_scientific_journal-11608	158	43	atpg	atpg	NOUN
american_scientific_journal-11608	158	44	and	and	CCONJ
american_scientific_journal-11608	158	45	yield‑management	yield‑management	NOUN
american_scientific_journal-11608	158	46	decisions	decision	NOUN
american_scientific_journal-11608	158	47	.	.	PUNCT
american_scientific_journal-11608	159	1	this	this	DET
american_scientific_journal-11608	159	2	framework	framework	NOUN
american_scientific_journal-11608	159	3	promises	promise	VERB
american_scientific_journal-11608	159	4	more	more	ADV
american_scientific_journal-11608	159	5	targeted	targeted	ADJ
american_scientific_journal-11608	159	6	test	test	NOUN
american_scientific_journal-11608	159	7	vectors	vector	NOUN
american_scientific_journal-11608	159	8	,	,	PUNCT
american_scientific_journal-11608	159	9	accelerated	accelerate	VERB
american_scientific_journal-11608	159	10	pattern	pattern	NOUN
american_scientific_journal-11608	159	11	generation	generation	NOUN
american_scientific_journal-11608	159	12	,	,	PUNCT
american_scientific_journal-11608	159	13	and	and	CCONJ
american_scientific_journal-11608	159	14	fewer	few	ADJ
american_scientific_journal-11608	159	15	test	test	NOUN
american_scientific_journal-11608	159	16	escapes	escape	VERB
american_scientific_journal-11608	159	17	.	.	PUNCT
american_scientific_journal-11608	160	1	nevertheless	nevertheless	ADV
american_scientific_journal-11608	160	2	,	,	PUNCT
american_scientific_journal-11608	160	3	realizing	realize	VERB
american_scientific_journal-11608	160	4	this	this	DET
american_scientific_journal-11608	160	5	promise	promise	NOUN
american_scientific_journal-11608	160	6	in	in	ADP
american_scientific_journal-11608	160	7	production	production	NOUN
american_scientific_journal-11608	160	8	requires	require	VERB
american_scientific_journal-11608	160	9	overcoming	overcome	VERB
american_scientific_journal-11608	160	10	tangible	tangible	ADJ
american_scientific_journal-11608	160	11	challenges	challenge	NOUN
american_scientific_journal-11608	160	12	:	:	PUNCT
american_scientific_journal-11608	160	13	securing	secure	VERB
american_scientific_journal-11608	160	14	sufficiently	sufficiently	ADV
american_scientific_journal-11608	160	15	large	large	ADJ
american_scientific_journal-11608	160	16	and	and	CCONJ
american_scientific_journal-11608	160	17	accurately	accurately	ADV
american_scientific_journal-11608	160	18	labeled	label	VERB
american_scientific_journal-11608	160	19	log	log	NOUN
american_scientific_journal-11608	160	20	datasets	dataset	NOUN
american_scientific_journal-11608	160	21	;	;	PUNCT
american_scientific_journal-11608	160	22	engineering	engineering	NOUN
american_scientific_journal-11608	160	23	features	feature	NOUN
american_scientific_journal-11608	160	24	attuned	attune	VERB
american_scientific_journal-11608	160	25	to	to	ADP
american_scientific_journal-11608	160	26	novel	novel	ADJ
american_scientific_journal-11608	160	27	nanoscale	nanoscale	NOUN
american_scientific_journal-11608	160	28	defect	defect	NOUN
american_scientific_journal-11608	160	29	mechanisms	mechanism	NOUN
american_scientific_journal-11608	160	30	;	;	PUNCT
american_scientific_journal-11608	160	31	embedding	embed	VERB
american_scientific_journal-11608	160	32	ml	ml	ADP
american_scientific_journal-11608	160	33	modules	module	NOUN
american_scientific_journal-11608	160	34	within	within	ADP
american_scientific_journal-11608	160	35	area‑	area‑	PROPN
american_scientific_journal-11608	160	36	and	and	CCONJ
american_scientific_journal-11608	160	37	power‑constrained	power‑constrained	ADJ
american_scientific_journal-11608	160	38	environments	environment	NOUN
american_scientific_journal-11608	160	39	;	;	PUNCT
american_scientific_journal-11608	160	40	and	and	CCONJ
american_scientific_journal-11608	160	41	establishing	establish	VERB
american_scientific_journal-11608	160	42	processes	process	NOUN
american_scientific_journal-11608	160	43	for	for	ADP
american_scientific_journal-11608	160	44	ongoing	ongoing	ADJ
american_scientific_journal-11608	160	45	model	model	NOUN
american_scientific_journal-11608	160	46	retraining	retrain	VERB
american_scientific_journal-11608	160	47	as	as	SCONJ
american_scientific_journal-11608	160	48	fault	fault	NOUN
american_scientific_journal-11608	160	49	signatures	signature	NOUN
american_scientific_journal-11608	160	50	evolve	evolve	VERB
american_scientific_journal-11608	160	51	.	.	PUNCT
american_scientific_journal-11608	161	1	future	future	ADJ
american_scientific_journal-11608	161	2	research	research	NOUN
american_scientific_journal-11608	161	3	should	should	AUX
american_scientific_journal-11608	161	4	therefore	therefore	ADV
american_scientific_journal-11608	161	5	pursue	pursue	VERB
american_scientific_journal-11608	161	6	:	:	PUNCT
american_scientific_journal-11608	161	7	●	●	NUM
american_scientific_journal-11608	161	8	empirical	empirical	ADJ
american_scientific_journal-11608	161	9	validation	validation	NOUN
american_scientific_journal-11608	161	10	.	.	PUNCT
american_scientific_journal-11608	162	1	implement	implement	VERB
american_scientific_journal-11608	162	2	the	the	DET
american_scientific_journal-11608	162	3	pipeline	pipeline	NOUN
american_scientific_journal-11608	162	4	on	on	ADP
american_scientific_journal-11608	162	5	industrial	industrial	ADJ
american_scientific_journal-11608	162	6	test	test	NOUN
american_scientific_journal-11608	162	7	benches	bench	NOUN
american_scientific_journal-11608	162	8	to	to	PART
american_scientific_journal-11608	162	9	quantify	quantify	VERB
american_scientific_journal-11608	162	10	gains	gain	NOUN
american_scientific_journal-11608	162	11	in	in	ADP
american_scientific_journal-11608	162	12	test	test	NOUN
american_scientific_journal-11608	162	13	time	time	NOUN
american_scientific_journal-11608	162	14	,	,	PUNCT
american_scientific_journal-11608	162	15	coverage	coverage	NOUN
american_scientific_journal-11608	162	16	,	,	PUNCT
american_scientific_journal-11608	162	17	and	and	CCONJ
american_scientific_journal-11608	162	18	diagnostic	diagnostic	ADJ
american_scientific_journal-11608	162	19	resolution	resolution	NOUN
american_scientific_journal-11608	162	20	.	.	PUNCT
american_scientific_journal-11608	163	1	●	●	PUNCT
american_scientific_journal-11608	163	2	advanced	advanced	ADJ
american_scientific_journal-11608	163	3	learning	learning	NOUN
american_scientific_journal-11608	163	4	architectures	architecture	NOUN
american_scientific_journal-11608	163	5	.	.	PUNCT
american_scientific_journal-11608	164	1	explore	explore	VERB
american_scientific_journal-11608	164	2	graph	graph	NOUN
american_scientific_journal-11608	164	3	neural	neural	ADJ
american_scientific_journal-11608	164	4	networks	network	NOUN
american_scientific_journal-11608	164	5	to	to	PART
american_scientific_journal-11608	164	6	natively	natively	ADV
american_scientific_journal-11608	164	7	capture	capture	VERB
american_scientific_journal-11608	164	8	circuit	circuit	NOUN
american_scientific_journal-11608	164	9	topology	topology	NOUN
american_scientific_journal-11608	164	10	,	,	PUNCT
american_scientific_journal-11608	164	11	and	and	CCONJ
american_scientific_journal-11608	164	12	deep	deep	ADJ
american_scientific_journal-11608	164	13	learning	learning	NOUN
american_scientific_journal-11608	164	14	for	for	ADP
american_scientific_journal-11608	164	15	end‑to‑end	end‑to‑end	NOUN
american_scientific_journal-11608	164	16	test	test	NOUN
american_scientific_journal-11608	164	17	optimization	optimization	NOUN
american_scientific_journal-11608	164	18	.	.	PUNCT
american_scientific_journal-11608	165	1	●	●	PUNCT
american_scientific_journal-11608	165	2	cross‑layer	cross‑layer	NOUN
american_scientific_journal-11608	165	3	co‑optimization	co‑optimization	NOUN
american_scientific_journal-11608	165	4	.	.	PUNCT
american_scientific_journal-11608	166	1	integrate	integrate	VERB
american_scientific_journal-11608	166	2	physical‑layout	physical‑layout	NOUN
american_scientific_journal-11608	166	3	awareness	awareness	NOUN
american_scientific_journal-11608	166	4	into	into	ADP
american_scientific_journal-11608	166	5	ml	ml	NOUN
american_scientific_journal-11608	166	6	features	feature	NOUN
american_scientific_journal-11608	166	7	,	,	PUNCT
american_scientific_journal-11608	166	8	enabling	enable	VERB
american_scientific_journal-11608	166	9	simultaneous	simultaneous	ADJ
american_scientific_journal-11608	166	10	optimization	optimization	NOUN
american_scientific_journal-11608	166	11	of	of	ADP
american_scientific_journal-11608	166	12	design	design	NOUN
american_scientific_journal-11608	166	13	and	and	CCONJ
american_scientific_journal-11608	166	14	test	test	NOUN
american_scientific_journal-11608	166	15	.	.	PUNCT
american_scientific_journal-11608	167	1	●	●	PUNCT
american_scientific_journal-11608	167	2	in‑field	in‑field	NOUN
american_scientific_journal-11608	167	3	adaptation	adaptation	NOUN
american_scientific_journal-11608	167	4	.	.	PUNCT
american_scientific_journal-11608	168	1	develop	develop	VERB
american_scientific_journal-11608	168	2	lightweight	lightweight	ADJ
american_scientific_journal-11608	168	3	,	,	PUNCT
american_scientific_journal-11608	168	4	on‑chip	on‑chip	NOUN
american_scientific_journal-11608	168	5	inference	inference	NOUN
american_scientific_journal-11608	168	6	engines	engine	NOUN
american_scientific_journal-11608	168	7	for	for	ADP
american_scientific_journal-11608	168	8	continuous	continuous	ADJ
american_scientific_journal-11608	168	9	bist‑driven	bist‑driven	NOUN
american_scientific_journal-11608	168	10	monitoring	monitoring	NOUN
american_scientific_journal-11608	168	11	and	and	CCONJ
american_scientific_journal-11608	168	12	anomaly	anomaly	NOUN
american_scientific_journal-11608	168	13	detection	detection	NOUN
american_scientific_journal-11608	168	14	.	.	PUNCT
american_scientific_journal-11608	169	1	american	american	ADJ
american_scientific_journal-11608	169	2	academic	academic	ADJ
american_scientific_journal-11608	169	3	scientific	scientific	ADJ
american_scientific_journal-11608	169	4	research	research	NOUN
american_scientific_journal-11608	169	5	journal	journal	NOUN
american_scientific_journal-11608	169	6	for	for	ADP
american_scientific_journal-11608	169	7	engineering	engineering	NOUN
american_scientific_journal-11608	169	8	,	,	PUNCT
american_scientific_journal-11608	169	9	technology	technology	NOUN
american_scientific_journal-11608	169	10	,	,	PUNCT
american_scientific_journal-11608	169	11	and	and	CCONJ
american_scientific_journal-11608	169	12	sciences	science	NOUN
american_scientific_journal-11608	169	13	(	(	PUNCT
american_scientific_journal-11608	169	14	asrjets	asrjet	NOUN
american_scientific_journal-11608	169	15	)	)	PUNCT
american_scientific_journal-11608	169	16	volume	volume	NOUN
american_scientific_journal-11608	169	17	101	101	NUM
american_scientific_journal-11608	169	18	,	,	PUNCT
american_scientific_journal-11608	169	19	no	no	DET
american_scientific_journal-11608	169	20	1	1	NUM
american_scientific_journal-11608	169	21	,	,	PUNCT
american_scientific_journal-11608	169	22	pp	pp	ADV
american_scientific_journal-11608	169	23	325	325	NUM
american_scientific_journal-11608	169	24	-	-	SYM
american_scientific_journal-11608	169	25	334	334	NUM
american_scientific_journal-11608	169	26	334	334	NUM
american_scientific_journal-11608	169	27	by	by	ADP
american_scientific_journal-11608	169	28	addressing	address	VERB
american_scientific_journal-11608	169	29	these	these	DET
american_scientific_journal-11608	169	30	directions	direction	NOUN
american_scientific_journal-11608	169	31	,	,	PUNCT
american_scientific_journal-11608	169	32	the	the	DET
american_scientific_journal-11608	169	33	ml‑guided	ml‑guided	ADJ
american_scientific_journal-11608	169	34	dft	dft	NOUN
american_scientific_journal-11608	169	35	paradigm	paradigm	NOUN
american_scientific_journal-11608	169	36	can	can	AUX
american_scientific_journal-11608	169	37	mature	mature	VERB
american_scientific_journal-11608	169	38	into	into	ADP
american_scientific_journal-11608	169	39	a	a	DET
american_scientific_journal-11608	169	40	robust	robust	ADJ
american_scientific_journal-11608	169	41	,	,	PUNCT
american_scientific_journal-11608	169	42	scalable	scalable	ADJ
american_scientific_journal-11608	169	43	solution	solution	NOUN
american_scientific_journal-11608	169	44	–	–	PUNCT
american_scientific_journal-11608	169	45	ensuring	ensure	VERB
american_scientific_journal-11608	169	46	that	that	SCONJ
american_scientific_journal-11608	169	47	test	test	NOUN
american_scientific_journal-11608	169	48	and	and	CCONJ
american_scientific_journal-11608	169	49	diagnosis	diagnosis	NOUN
american_scientific_journal-11608	169	50	keep	keep	VERB
american_scientific_journal-11608	169	51	pace	pace	NOUN
american_scientific_journal-11608	169	52	with	with	ADP
american_scientific_journal-11608	169	53	the	the	DET
american_scientific_journal-11608	169	54	growing	grow	VERB
american_scientific_journal-11608	169	55	complexity	complexity	NOUN
american_scientific_journal-11608	169	56	of	of	ADP
american_scientific_journal-11608	169	57	next‑generation	next‑generation	NOUN
american_scientific_journal-11608	169	58	semiconductor	semiconductor	NOUN
american_scientific_journal-11608	169	59	devices	device	NOUN
american_scientific_journal-11608	169	60	.	.	PUNCT
american_scientific_journal-11608	170	1	references	reference	NOUN
american_scientific_journal-11608	170	2	[	[	X
american_scientific_journal-11608	170	3	1	1	NUM
american_scientific_journal-11608	170	4	]	]	PUNCT
american_scientific_journal-11608	170	5	.	.	PUNCT
american_scientific_journal-11608	171	1	bushnell	bushnell	PROPN
american_scientific_journal-11608	171	2	,	,	PUNCT
american_scientific_journal-11608	171	3	m.	m.	NOUN
american_scientific_journal-11608	171	4	,	,	PUNCT
american_scientific_journal-11608	171	5	&	&	CCONJ
american_scientific_journal-11608	171	6	agrawal	agrawal	PROPN
american_scientific_journal-11608	171	7	,	,	PUNCT
american_scientific_journal-11608	171	8	v.	v.	PROPN
american_scientific_journal-11608	171	9	(	(	PUNCT
american_scientific_journal-11608	171	10	2004	2004	NUM
american_scientific_journal-11608	171	11	)	)	PUNCT
american_scientific_journal-11608	171	12	.	.	PUNCT
american_scientific_journal-11608	172	1	essentials	essential	NOUN
american_scientific_journal-11608	172	2	of	of	ADP
american_scientific_journal-11608	172	3	electronic	electronic	ADJ
american_scientific_journal-11608	172	4	testing	testing	NOUN
american_scientific_journal-11608	172	5	for	for	ADP
american_scientific_journal-11608	172	6	digital	digital	ADJ
american_scientific_journal-11608	172	7	,	,	PUNCT
american_scientific_journal-11608	172	8	memory	memory	NOUN
american_scientific_journal-11608	172	9	and	and	CCONJ
american_scientific_journal-11608	172	10	mixedsignal	mixedsignal	ADJ
american_scientific_journal-11608	172	11	vlsi	vlsi	PROPN
american_scientific_journal-11608	172	12	circuits	circuit	NOUN
american_scientific_journal-11608	172	13	(	(	PUNCT
american_scientific_journal-11608	172	14	vol	vol	NOUN
american_scientific_journal-11608	172	15	.	.	PROPN
american_scientific_journal-11608	172	16	17	17	NUM
american_scientific_journal-11608	172	17	)	)	PUNCT
american_scientific_journal-11608	172	18	.	.	PUNCT
american_scientific_journal-11608	173	1	springer	springer	PROPN
american_scientific_journal-11608	173	2	science	science	PROPN
american_scientific_journal-11608	173	3	&	&	CCONJ
american_scientific_journal-11608	173	4	business	business	NOUN
american_scientific_journal-11608	173	5	media	medium	NOUN
american_scientific_journal-11608	173	6	.	.	PUNCT
american_scientific_journal-11608	174	1	[	[	X
american_scientific_journal-11608	174	2	2	2	NUM
american_scientific_journal-11608	174	3	]	]	PUNCT
american_scientific_journal-11608	174	4	.	.	PUNCT
american_scientific_journal-11608	175	1	wang	wang	PROPN
american_scientific_journal-11608	175	2	,	,	PUNCT
american_scientific_journal-11608	175	3	l.	l.	PROPN
american_scientific_journal-11608	175	4	t.	t.	PROPN
american_scientific_journal-11608	175	5	,	,	PUNCT
american_scientific_journal-11608	175	6	wu	wu	PROPN
american_scientific_journal-11608	175	7	,	,	PUNCT
american_scientific_journal-11608	175	8	c.	c.	PROPN
american_scientific_journal-11608	175	9	w.	w.	PROPN
american_scientific_journal-11608	175	10	,	,	PUNCT
american_scientific_journal-11608	175	11	&	&	CCONJ
american_scientific_journal-11608	175	12	wen	wen	PROPN
american_scientific_journal-11608	175	13	,	,	PUNCT
american_scientific_journal-11608	175	14	x.	x.	NOUN
american_scientific_journal-11608	175	15	(	(	PUNCT
american_scientific_journal-11608	175	16	2006	2006	NUM
american_scientific_journal-11608	175	17	)	)	PUNCT
american_scientific_journal-11608	175	18	.	.	PUNCT
american_scientific_journal-11608	176	1	vlsi	vlsi	PROPN
american_scientific_journal-11608	176	2	test	test	NOUN
american_scientific_journal-11608	176	3	principles	principle	NOUN
american_scientific_journal-11608	176	4	and	and	CCONJ
american_scientific_journal-11608	176	5	architectures	architecture	NOUN
american_scientific_journal-11608	176	6	:	:	PUNCT
american_scientific_journal-11608	176	7	design	design	NOUN
american_scientific_journal-11608	176	8	for	for	ADP
american_scientific_journal-11608	176	9	testability	testability	NOUN
american_scientific_journal-11608	176	10	.	.	PUNCT
american_scientific_journal-11608	177	1	elsevier	elsevier	NOUN
american_scientific_journal-11608	177	2	.	.	PUNCT
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american_scientific_journal-11608	178	2	3	3	NUM
american_scientific_journal-11608	178	3	]	]	PUNCT
american_scientific_journal-11608	178	4	.	.	PUNCT
american_scientific_journal-11608	179	1	cheng	cheng	PROPN
american_scientific_journal-11608	179	2	,	,	PUNCT
american_scientific_journal-11608	179	3	k.	k.	PROPN
american_scientific_journal-11608	179	4	t.	t.	PROPN
american_scientific_journal-11608	179	5	,	,	PUNCT
american_scientific_journal-11608	179	6	&	&	CCONJ
american_scientific_journal-11608	179	7	agrawal	agrawal	PROPN
american_scientific_journal-11608	179	8	,	,	PUNCT
american_scientific_journal-11608	179	9	v.	v.	PROPN
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american_scientific_journal-11608	179	13	)	)	PUNCT
american_scientific_journal-11608	179	14	.	.	PUNCT
american_scientific_journal-11608	180	1	unified	unified	ADJ
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american_scientific_journal-11608	180	3	for	for	ADP
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american_scientific_journal-11608	180	6	and	and	CCONJ
american_scientific_journal-11608	180	7	test	test	NOUN
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american_scientific_journal-11608	180	9	.	.	PUNCT
american_scientific_journal-11608	181	1	kluwer	kluwer	NOUN
american_scientific_journal-11608	181	2	academic	academic	ADJ
american_scientific_journal-11608	181	3	publishers	publisher	NOUN
american_scientific_journal-11608	181	4	.	.	PUNCT
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american_scientific_journal-11608	182	2	4	4	NUM
american_scientific_journal-11608	182	3	]	]	PUNCT
american_scientific_journal-11608	182	4	.	.	PUNCT
american_scientific_journal-11608	182	5	moore	moore	PROPN
american_scientific_journal-11608	182	6	,	,	PUNCT
american_scientific_journal-11608	182	7	g.	g.	PROPN
american_scientific_journal-11608	182	8	e.	e.	PROPN
american_scientific_journal-11608	182	9	(	(	PUNCT
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american_scientific_journal-11608	182	11	)	)	PUNCT
american_scientific_journal-11608	182	12	.	.	PUNCT
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american_scientific_journal-11608	183	4	onto	onto	ADP
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american_scientific_journal-11608	183	7	.	.	PUNCT
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american_scientific_journal-11608	184	5	,	,	PUNCT
american_scientific_journal-11608	184	6	86(1	86(1	PROPN
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american_scientific_journal-11608	184	8	,	,	PUNCT
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american_scientific_journal-11608	184	10	-	-	SYM
american_scientific_journal-11608	184	11	85	85	NUM
american_scientific_journal-11608	184	12	.	.	PUNCT
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american_scientific_journal-11608	185	4	.	.	PUNCT
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american_scientific_journal-11608	186	2	,	,	PUNCT
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american_scientific_journal-11608	186	4	,	,	PUNCT
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american_scientific_journal-11608	186	6	,	,	PUNCT
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american_scientific_journal-11608	186	10	,	,	PUNCT
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american_scientific_journal-11608	186	14	,	,	PUNCT
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american_scientific_journal-11608	186	16	,	,	PUNCT
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american_scientific_journal-11608	186	18	,	,	PUNCT
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american_scientific_journal-11608	186	20	,	,	PUNCT
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american_scientific_journal-11608	186	28	,	,	PUNCT
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american_scientific_journal-11608	186	31	.	.	PUNCT
american_scientific_journal-11608	187	1	scan	scan	VERB
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american_scientific_journal-11608	187	4	based	base	VERB
american_scientific_journal-11608	187	5	on	on	ADP
american_scientific_journal-11608	187	6	unsupervised	unsupervised	ADJ
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american_scientific_journal-11608	187	9	.	.	PUNCT
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american_scientific_journal-11608	188	2	2017	2017	NUM
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american_scientific_journal-11608	188	4	26th	26th	ADJ
american_scientific_journal-11608	188	5	asian	asian	ADJ
american_scientific_journal-11608	188	6	test	test	NOUN
american_scientific_journal-11608	188	7	symposium	symposium	NOUN
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american_scientific_journal-11608	188	9	ats	ats	PROPN
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american_scientific_journal-11608	188	11	(	(	PUNCT
american_scientific_journal-11608	188	12	pp	pp	NOUN
american_scientific_journal-11608	188	13	.	.	PUNCT
american_scientific_journal-11608	188	14	225	225	NUM
american_scientific_journal-11608	188	15	-	-	SYM
american_scientific_journal-11608	188	16	230	230	NUM
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american_scientific_journal-11608	188	18	.	.	PUNCT
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american_scientific_journal-11608	189	2	.	.	PUNCT
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american_scientific_journal-11608	190	3	]	]	PUNCT
american_scientific_journal-11608	190	4	.	.	PUNCT
american_scientific_journal-11608	191	1	roy	roy	PROPN
american_scientific_journal-11608	191	2	,	,	PUNCT
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american_scientific_journal-11608	191	4	,	,	PUNCT
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american_scientific_journal-11608	191	6	,	,	PUNCT
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american_scientific_journal-11608	191	8	k.	k.	PROPN
american_scientific_journal-11608	191	9	,	,	PUNCT
american_scientific_journal-11608	191	10	&	&	CCONJ
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american_scientific_journal-11608	191	12	,	,	PUNCT
american_scientific_journal-11608	191	13	v.	v.	PROPN
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american_scientific_journal-11608	191	15	(	(	PUNCT
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american_scientific_journal-11608	191	17	)	)	PUNCT
american_scientific_journal-11608	191	18	.	.	PUNCT
american_scientific_journal-11608	192	1	a	a	DET
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american_scientific_journal-11608	192	3	and	and	CCONJ
american_scientific_journal-11608	192	4	recent	recent	ADJ
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american_scientific_journal-11608	192	6	:	:	PUNCT
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american_scientific_journal-11608	192	9	in	in	ADP
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american_scientific_journal-11608	192	11	testing	testing	NOUN
american_scientific_journal-11608	192	12	.	.	PUNCT
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american_scientific_journal-11608	193	2	of	of	ADP
american_scientific_journal-11608	193	3	electronic	electronic	ADJ
american_scientific_journal-11608	193	4	testing	testing	NOUN
american_scientific_journal-11608	193	5	,	,	PUNCT
american_scientific_journal-11608	193	6	40(2	40(2	NUM
american_scientific_journal-11608	193	7	)	)	PUNCT
american_scientific_journal-11608	193	8	,	,	PUNCT
american_scientific_journal-11608	193	9	139	139	NUM
american_scientific_journal-11608	193	10	-	-	SYM
american_scientific_journal-11608	193	11	158	158	NUM
american_scientific_journal-11608	193	12	.	.	PUNCT
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american_scientific_journal-11608	194	2	7	7	NUM
american_scientific_journal-11608	194	3	]	]	PUNCT
american_scientific_journal-11608	194	4	.	.	PUNCT
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american_scientific_journal-11608	195	2	,	,	PUNCT
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american_scientific_journal-11608	195	4	,	,	PUNCT
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american_scientific_journal-11608	195	8	,	,	PUNCT
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american_scientific_journal-11608	195	10	,	,	PUNCT
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american_scientific_journal-11608	195	20	2009	2009	NUM
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american_scientific_journal-11608	196	1	the	the	DET
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american_scientific_journal-11608	196	6	:	:	PUNCT
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american_scientific_journal-11608	196	9	,	,	PUNCT
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american_scientific_journal-11608	196	11	,	,	PUNCT
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american_scientific_journal-11608	197	1	1	1	NUM
american_scientific_journal-11608	197	2	-	-	NUM
american_scientific_journal-11608	197	3	758	758	NUM
american_scientific_journal-11608	197	4	)	)	PUNCT
american_scientific_journal-11608	197	5	.	.	PUNCT
american_scientific_journal-11608	198	1	new	new	PROPN
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american_scientific_journal-11608	198	3	:	:	PUNCT
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american_scientific_journal-11608	198	5	.	.	PUNCT
american_scientific_journal-11608	199	1	[	[	X
american_scientific_journal-11608	199	2	8	8	NUM
american_scientific_journal-11608	199	3	]	]	PUNCT
american_scientific_journal-11608	199	4	.	.	PUNCT
american_scientific_journal-11608	199	5	stratigopoulos	stratigopoulos	PROPN
american_scientific_journal-11608	199	6	,	,	PUNCT
american_scientific_journal-11608	199	7	h.	h.	PROPN
american_scientific_journal-11608	199	8	g.	g.	PROPN
american_scientific_journal-11608	199	9	(	(	PUNCT
american_scientific_journal-11608	199	10	2018	2018	NUM
american_scientific_journal-11608	199	11	,	,	PUNCT
american_scientific_journal-11608	199	12	may	may	AUX
american_scientific_journal-11608	199	13	)	)	PUNCT
american_scientific_journal-11608	199	14	.	.	PUNCT
american_scientific_journal-11608	200	1	machine	machine	NOUN
american_scientific_journal-11608	200	2	learning	learn	VERB
american_scientific_journal-11608	200	3	applications	application	NOUN
american_scientific_journal-11608	200	4	in	in	ADP
american_scientific_journal-11608	200	5	ic	ic	PROPN
american_scientific_journal-11608	200	6	testing	testing	NOUN
american_scientific_journal-11608	200	7	.	.	PUNCT
american_scientific_journal-11608	201	1	in	in	ADP
american_scientific_journal-11608	201	2	2018	2018	NUM
american_scientific_journal-11608	201	3	ieee	ieee	NOUN
american_scientific_journal-11608	201	4	23rd	23rd	ADJ
american_scientific_journal-11608	201	5	european	european	ADJ
american_scientific_journal-11608	201	6	test	test	NOUN
american_scientific_journal-11608	201	7	symposium	symposium	NOUN
american_scientific_journal-11608	201	8	(	(	PUNCT
american_scientific_journal-11608	201	9	ets)(pp	ets)(pp	NOUN
american_scientific_journal-11608	201	10	.	.	NOUN
american_scientific_journal-11608	201	11	1	1	NUM
american_scientific_journal-11608	201	12	-	-	SYM
american_scientific_journal-11608	201	13	10	10	NUM
american_scientific_journal-11608	201	14	)	)	PUNCT
american_scientific_journal-11608	201	15	.	.	PUNCT
american_scientific_journal-11608	202	1	ieee	ieee	NOUN
american_scientific_journal-11608	202	2	.	.	PUNCT
american_scientific_journal-11608	203	1	[	[	X
american_scientific_journal-11608	203	2	9	9	NUM
american_scientific_journal-11608	203	3	]	]	PUNCT
american_scientific_journal-11608	203	4	.	.	PUNCT
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american_scientific_journal-11608	204	2	,	,	PUNCT
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american_scientific_journal-11608	204	4	,	,	PUNCT
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american_scientific_journal-11608	204	6	,	,	PUNCT
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american_scientific_journal-11608	204	8	,	,	PUNCT
american_scientific_journal-11608	204	9	&	&	CCONJ
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american_scientific_journal-11608	204	11	,	,	PUNCT
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american_scientific_journal-11608	204	13	(	(	PUNCT
american_scientific_journal-11608	204	14	2022	2022	NUM
american_scientific_journal-11608	204	15	)	)	PUNCT
american_scientific_journal-11608	204	16	.	.	PUNCT
american_scientific_journal-11608	205	1	current	current	ADJ
american_scientific_journal-11608	205	2	issues	issue	NOUN
american_scientific_journal-11608	205	3	and	and	CCONJ
american_scientific_journal-11608	205	4	emerging	emerge	VERB
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american_scientific_journal-11608	205	6	for	for	ADP
american_scientific_journal-11608	205	7	vlsi	vlsi	PROPN
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american_scientific_journal-11608	205	9	-	-	PUNCT
american_scientific_journal-11608	205	10	a	a	DET
american_scientific_journal-11608	205	11	review	review	NOUN
american_scientific_journal-11608	205	12	☆	☆	NOUN
american_scientific_journal-11608	205	13	.	.	PUNCT
american_scientific_journal-11608	206	1	measurement	measurement	NOUN
american_scientific_journal-11608	206	2	:	:	PUNCT
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american_scientific_journal-11608	206	4	,	,	PUNCT
american_scientific_journal-11608	206	5	24	24	NUM
american_scientific_journal-11608	206	6	,	,	PUNCT
american_scientific_journal-11608	206	7	100497	100497	NUM
american_scientific_journal-11608	206	8	.	.	PUNCT
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american_scientific_journal-11608	207	4	.	.	PUNCT
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american_scientific_journal-11608	208	2	,	,	PUNCT
american_scientific_journal-11608	208	3	z.	z.	PROPN
american_scientific_journal-11608	208	4	,	,	PUNCT
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american_scientific_journal-11608	208	6	,	,	PUNCT
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american_scientific_journal-11608	208	8	,	,	PUNCT
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american_scientific_journal-11608	208	10	,	,	PUNCT
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american_scientific_journal-11608	208	12	,	,	PUNCT
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american_scientific_journal-11608	208	14	,	,	PUNCT
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american_scientific_journal-11608	208	16	,	,	PUNCT
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american_scientific_journal-11608	208	18	,	,	PUNCT
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american_scientific_journal-11608	208	20	,	,	PUNCT
american_scientific_journal-11608	208	21	&	&	CCONJ
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american_scientific_journal-11608	208	23	,	,	PUNCT
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american_scientific_journal-11608	208	25	(	(	PUNCT
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american_scientific_journal-11608	208	27	,	,	PUNCT
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american_scientific_journal-11608	208	30	.	.	PUNCT
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american_scientific_journal-11608	209	7	-	-	PUNCT
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american_scientific_journal-11608	209	15	.	.	PUNCT
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american_scientific_journal-11608	210	11	(	(	PUNCT
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american_scientific_journal-11608	210	13	.	.	PUNCT
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american_scientific_journal-11608	210	15	-	-	SYM
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american_scientific_journal-11608	210	18	.	.	PUNCT
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american_scientific_journal-11608	211	2	.	.	PUNCT
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american_scientific_journal-11608	212	4	.	.	PUNCT
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american_scientific_journal-11608	213	2	,	,	PUNCT
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american_scientific_journal-11608	213	4	,	,	PUNCT
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american_scientific_journal-11608	213	6	,	,	PUNCT
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american_scientific_journal-11608	213	9	,	,	PUNCT
american_scientific_journal-11608	213	10	&	&	CCONJ
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american_scientific_journal-11608	213	12	,	,	PUNCT
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american_scientific_journal-11608	213	18	may	may	AUX
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american_scientific_journal-11608	213	20	.	.	PUNCT
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american_scientific_journal-11608	214	10	.	.	PUNCT
american_scientific_journal-11608	215	1	in	in	ADP
american_scientific_journal-11608	215	2	2021	2021	NUM
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american_scientific_journal-11608	215	5	test	test	NOUN
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american_scientific_journal-11608	215	7	(	(	PUNCT
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american_scientific_journal-11608	215	9	)	)	PUNCT
american_scientific_journal-11608	215	10	(	(	PUNCT
american_scientific_journal-11608	215	11	pp	pp	X
american_scientific_journal-11608	215	12	.	.	PUNCT
american_scientific_journal-11608	215	13	1	1	NUM
american_scientific_journal-11608	215	14	-	-	SYM
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american_scientific_journal-11608	215	17	.	.	PUNCT
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american_scientific_journal-11608	216	2	.	.	PUNCT
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american_scientific_journal-11608	217	4	.	.	PUNCT
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american_scientific_journal-11608	218	4	,	,	PUNCT
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american_scientific_journal-11608	218	9	,	,	PUNCT
american_scientific_journal-11608	218	10	&	&	CCONJ
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american_scientific_journal-11608	218	12	,	,	PUNCT
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american_scientific_journal-11608	218	15	(	(	PUNCT
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american_scientific_journal-11608	218	17	)	)	PUNCT
american_scientific_journal-11608	218	18	.	.	PUNCT
american_scientific_journal-11608	219	1	digital	digital	PROPN
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american_scientific_journal-11608	219	5	testable	testable	ADJ
american_scientific_journal-11608	219	6	design	design	NOUN
american_scientific_journal-11608	219	7	(	(	PUNCT
american_scientific_journal-11608	219	8	vol	vol	NOUN
american_scientific_journal-11608	219	9	.	.	NOUN
american_scientific_journal-11608	219	10	2	2	NUM
american_scientific_journal-11608	219	11	,	,	PUNCT
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american_scientific_journal-11608	219	13	.	.	PUNCT
american_scientific_journal-11608	220	1	203	203	NUM
american_scientific_journal-11608	220	2	-	-	SYM
american_scientific_journal-11608	220	3	208	208	NUM
american_scientific_journal-11608	220	4	)	)	PUNCT
american_scientific_journal-11608	220	5	.	.	PUNCT
american_scientific_journal-11608	221	1	new	new	PROPN
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american_scientific_journal-11608	221	3	:	:	PUNCT
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american_scientific_journal-11608	221	7	.	.	PUNCT
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american_scientific_journal-11608	222	4	.	.	PUNCT
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american_scientific_journal-11608	223	2	,	,	PUNCT
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american_scientific_journal-11608	223	5	(	(	PUNCT
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american_scientific_journal-11608	224	10	-	-	PUNCT
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american_scientific_journal-11608	224	12	(	(	PUNCT
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american_scientific_journal-11608	225	3	&	&	CCONJ
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american_scientific_journal-11608	225	6	.	.	PUNCT
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american_scientific_journal-11608	226	4	.	.	PUNCT
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american_scientific_journal-11608	227	2	,	,	PUNCT
american_scientific_journal-11608	227	3	c.	c.	PROPN
american_scientific_journal-11608	227	4	,	,	PUNCT
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american_scientific_journal-11608	227	6	,	,	PUNCT
american_scientific_journal-11608	227	7	p.	p.	NOUN
american_scientific_journal-11608	227	8	,	,	PUNCT
american_scientific_journal-11608	227	9	reiter	reiter	PROPN
american_scientific_journal-11608	227	10	,	,	PUNCT
american_scientific_journal-11608	227	11	h.	h.	PROPN
american_scientific_journal-11608	227	12	,	,	PUNCT
american_scientific_journal-11608	227	13	&	&	CCONJ
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american_scientific_journal-11608	227	15	,	,	PUNCT
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american_scientific_journal-11608	227	17	(	(	PUNCT
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american_scientific_journal-11608	227	19	,	,	PUNCT
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american_scientific_journal-11608	227	22	.	.	PUNCT
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american_scientific_journal-11608	228	4	:	:	PUNCT
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american_scientific_journal-11608	228	8	-	-	PUNCT
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american_scientific_journal-11608	228	11	.	.	PUNCT
american_scientific_journal-11608	229	1	in	in	ADP
american_scientific_journal-11608	229	2	2017	2017	NUM
american_scientific_journal-11608	229	3	ieee	ieee	NOUN
american_scientific_journal-11608	229	4	international	international	ADJ
american_scientific_journal-11608	229	5	test	test	NOUN
american_scientific_journal-11608	229	6	conference	conference	NOUN
american_scientific_journal-11608	229	7	(	(	PUNCT
american_scientific_journal-11608	229	8	itc	itc	PROPN
american_scientific_journal-11608	229	9	)	)	PUNCT
american_scientific_journal-11608	229	10	(	(	PUNCT
american_scientific_journal-11608	229	11	pp	pp	X
american_scientific_journal-11608	229	12	.	.	PUNCT
american_scientific_journal-11608	230	1	1	1	NUM
american_scientific_journal-11608	230	2	-	-	SYM
american_scientific_journal-11608	230	3	6	6	NUM
american_scientific_journal-11608	230	4	)	)	PUNCT
american_scientific_journal-11608	230	5	.	.	PUNCT
american_scientific_journal-11608	231	1	ieee	ieee	NOUN
american_scientific_journal-11608	231	2	.	.	PUNCT
american_scientific_journal-11608	232	1	[	[	X
american_scientific_journal-11608	232	2	15	15	NUM
american_scientific_journal-11608	232	3	]	]	PUNCT
american_scientific_journal-11608	232	4	.	.	PUNCT
american_scientific_journal-11608	233	1	nelson	nelson	PROPN
american_scientific_journal-11608	233	2	,	,	PUNCT
american_scientific_journal-11608	233	3	j.	j.	PROPN
american_scientific_journal-11608	233	4	e.	e.	PROPN
american_scientific_journal-11608	233	5	,	,	PUNCT
american_scientific_journal-11608	233	6	tam	tam	PROPN
american_scientific_journal-11608	233	7	,	,	PUNCT
american_scientific_journal-11608	233	8	w.	w.	PROPN
american_scientific_journal-11608	233	9	c.	c.	PROPN
american_scientific_journal-11608	233	10	,	,	PUNCT
american_scientific_journal-11608	233	11	&	&	CCONJ
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american_scientific_journal-11608	233	13	,	,	PUNCT
american_scientific_journal-11608	233	14	r.	r.	PROPN
american_scientific_journal-11608	233	15	d.	d.	PROPN
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american_scientific_journal-11608	233	18	,	,	PUNCT
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american_scientific_journal-11608	233	21	.	.	PUNCT
american_scientific_journal-11608	234	1	automatic	automatic	ADJ
american_scientific_journal-11608	234	2	classification	classification	NOUN
american_scientific_journal-11608	234	3	of	of	ADP
american_scientific_journal-11608	234	4	bridge	bridge	NOUN
american_scientific_journal-11608	234	5	defects	defect	NOUN
american_scientific_journal-11608	234	6	.	.	PUNCT
american_scientific_journal-11608	235	1	in	in	ADP
american_scientific_journal-11608	235	2	2010	2010	NUM
american_scientific_journal-11608	235	3	ieee	ieee	NOUN
american_scientific_journal-11608	235	4	international	international	ADJ
american_scientific_journal-11608	235	5	test	test	NOUN
american_scientific_journal-11608	235	6	conference	conference	NOUN
american_scientific_journal-11608	235	7	(	(	PUNCT
american_scientific_journal-11608	235	8	pp	pp	ADJ
american_scientific_journal-11608	235	9	.	.	PUNCT
american_scientific_journal-11608	235	10	1	1	NUM
american_scientific_journal-11608	235	11	-	-	SYM
american_scientific_journal-11608	235	12	10	10	NUM
american_scientific_journal-11608	235	13	)	)	PUNCT
american_scientific_journal-11608	235	14	.	.	PUNCT
american_scientific_journal-11608	236	1	ieee	ieee	PROPN
american_scientific_journal-11608	236	2	.	.	PUNCT