id	sid	tid	token	lemma	pos
ap-9354	1	1	acta	acta	PROPN
ap-9354	1	2	polytechnica	polytechnica	PROPN
ap-9354	1	3	https://doi.org/10.14311/ap.2023.63.0430	https://doi.org/10.14311/ap.2023.63.0430	PROPN
ap-9354	1	4	acta	acta	PROPN
ap-9354	1	5	polytechnica	polytechnica	PROPN
ap-9354	1	6	63(6):430–438	63(6):430–438	PROPN
ap-9354	1	7	,	,	PUNCT
ap-9354	1	8	2023	2023	NUM
ap-9354	1	9	©	©	ADP
ap-9354	1	10	2023	2023	NUM
ap-9354	1	11	the	the	DET
ap-9354	1	12	author(s	author(s	NOUN
ap-9354	1	13	)	)	PUNCT
ap-9354	1	14	.	.	PUNCT
ap-9354	2	1	licensed	license	VERB
ap-9354	2	2	under	under	ADP
ap-9354	2	3	a	a	DET
ap-9354	2	4	cc	cc	NOUN
ap-9354	2	5	-	-	PUNCT
ap-9354	2	6	by	by	ADP
ap-9354	2	7	4.0	4.0	NUM
ap-9354	2	8	licence	licence	NOUN
ap-9354	2	9	published	publish	VERB
ap-9354	2	10	by	by	ADP
ap-9354	2	11	the	the	DET
ap-9354	2	12	czech	czech	PROPN
ap-9354	2	13	technical	technical	PROPN
ap-9354	2	14	university	university	PROPN
ap-9354	2	15	in	in	ADP
ap-9354	2	16	prague	prague	PROPN
ap-9354	2	17	prediction	prediction	NOUN
ap-9354	2	18	of	of	ADP
ap-9354	2	19	temperature	temperature	NOUN
ap-9354	2	20	field	field	NOUN
ap-9354	2	21	distribution	distribution	NOUN
ap-9354	2	22	in	in	ADP
ap-9354	2	23	a	a	DET
ap-9354	2	24	gas	gas	NOUN
ap-9354	2	25	turbine	turbine	NOUN
ap-9354	2	26	using	use	VERB
ap-9354	2	27	a	a	DET
ap-9354	2	28	higher	high	ADJ
ap-9354	2	29	order	order	NOUN
ap-9354	2	30	neural	neural	ADJ
ap-9354	2	31	network	network	NOUN
ap-9354	2	32	jan	jan	PROPN
ap-9354	2	33	pařez∗	pařez∗	PROPN
ap-9354	2	34	,	,	PUNCT
ap-9354	2	35	patrik	patrik	PROPN
ap-9354	2	36	kovář	kovář	NOUN
ap-9354	2	37	,	,	PUNCT
ap-9354	2	38	adam	adam	PROPN
ap-9354	2	39	tater	tater	PROPN
ap-9354	2	40	czech	czech	PROPN
ap-9354	2	41	technical	technical	PROPN
ap-9354	2	42	university	university	PROPN
ap-9354	2	43	in	in	ADP
ap-9354	2	44	prague	prague	PROPN
ap-9354	2	45	,	,	PUNCT
ap-9354	2	46	faculty	faculty	NOUN
ap-9354	2	47	of	of	ADP
ap-9354	2	48	mechanical	mechanical	ADJ
ap-9354	2	49	engineering	engineering	NOUN
ap-9354	2	50	,	,	PUNCT
ap-9354	2	51	center	center	NOUN
ap-9354	2	52	of	of	ADP
ap-9354	2	53	aviation	aviation	NOUN
ap-9354	2	54	and	and	CCONJ
ap-9354	2	55	space	space	NOUN
ap-9354	2	56	research	research	NOUN
ap-9354	2	57	,	,	PUNCT
ap-9354	2	58	technická	technická	NOUN
ap-9354	2	59	4	4	NUM
ap-9354	2	60	,	,	PUNCT
ap-9354	2	61	prague	prague	NOUN
ap-9354	2	62	6	6	NUM
ap-9354	2	63	,	,	PUNCT
ap-9354	2	64	czech	czech	PROPN
ap-9354	2	65	republic	republic	NOUN
ap-9354	2	66	∗	∗	NOUN
ap-9354	2	67	corresponding	correspond	VERB
ap-9354	2	68	author	author	NOUN
ap-9354	2	69	:	:	PUNCT
ap-9354	2	70	jan.parez@fs.cvut.cz	jan.parez@fs.cvut.cz	NOUN
ap-9354	2	71	abstract	abstract	NOUN
ap-9354	2	72	.	.	PUNCT
ap-9354	3	1	this	this	DET
ap-9354	3	2	paper	paper	NOUN
ap-9354	3	3	presents	present	VERB
ap-9354	3	4	the	the	DET
ap-9354	3	5	prediction	prediction	NOUN
ap-9354	3	6	of	of	ADP
ap-9354	3	7	temperature	temperature	NOUN
ap-9354	3	8	field	field	NOUN
ap-9354	3	9	distribution	distribution	NOUN
ap-9354	3	10	in	in	ADP
ap-9354	3	11	a	a	DET
ap-9354	3	12	single	single	ADJ
ap-9354	3	13	annular	annular	ADJ
ap-9354	3	14	section	section	NOUN
ap-9354	3	15	using	use	VERB
ap-9354	3	16	an	an	DET
ap-9354	3	17	artificial	artificial	ADJ
ap-9354	3	18	neural	neural	ADJ
ap-9354	3	19	network	network	NOUN
ap-9354	3	20	(	(	PUNCT
ap-9354	3	21	ann	ann	PROPN
ap-9354	3	22	)	)	PUNCT
ap-9354	3	23	.	.	PUNCT
ap-9354	4	1	this	this	DET
ap-9354	4	2	temperature	temperature	NOUN
ap-9354	4	3	distribution	distribution	NOUN
ap-9354	4	4	is	be	AUX
ap-9354	4	5	non	non	ADJ
ap-9354	4	6	-	-	ADJ
ap-9354	4	7	uniform	uniform	ADJ
ap-9354	4	8	on	on	ADP
ap-9354	4	9	the	the	DET
ap-9354	4	10	outer	outer	ADJ
ap-9354	4	11	tube	tube	NOUN
ap-9354	4	12	due	due	ADP
ap-9354	4	13	to	to	ADP
ap-9354	4	14	continuous	continuous	ADJ
ap-9354	4	15	natural	natural	ADJ
ap-9354	4	16	convection	convection	NOUN
ap-9354	4	17	and	and	CCONJ
ap-9354	4	18	radiation	radiation	NOUN
ap-9354	4	19	caused	cause	VERB
ap-9354	4	20	by	by	ADP
ap-9354	4	21	the	the	DET
ap-9354	4	22	homogeneous	homogeneous	ADJ
ap-9354	4	23	steady	steady	ADJ
ap-9354	4	24	-	-	PUNCT
ap-9354	4	25	state	state	NOUN
ap-9354	4	26	heating	heating	NOUN
ap-9354	4	27	of	of	ADP
ap-9354	4	28	the	the	DET
ap-9354	4	29	inner	inner	ADJ
ap-9354	4	30	tube	tube	NOUN
ap-9354	4	31	,	,	PUNCT
ap-9354	4	32	which	which	PRON
ap-9354	4	33	represents	represent	VERB
ap-9354	4	34	the	the	DET
ap-9354	4	35	hot	hot	ADJ
ap-9354	4	36	gas	gas	NOUN
ap-9354	4	37	flow	flow	NOUN
ap-9354	4	38	path	path	NOUN
ap-9354	4	39	through	through	ADP
ap-9354	4	40	the	the	DET
ap-9354	4	41	turbine	turbine	NOUN
ap-9354	4	42	.	.	PUNCT
ap-9354	5	1	the	the	DET
ap-9354	5	2	outer	outer	ADJ
ap-9354	5	3	tube	tube	NOUN
ap-9354	5	4	represents	represent	VERB
ap-9354	5	5	the	the	DET
ap-9354	5	6	case	case	NOUN
ap-9354	5	7	of	of	ADP
ap-9354	5	8	a	a	DET
ap-9354	5	9	gas	gas	NOUN
ap-9354	5	10	turbine	turbine	NOUN
ap-9354	5	11	.	.	PUNCT
ap-9354	6	1	this	this	DET
ap-9354	6	2	temperature	temperature	NOUN
ap-9354	6	3	is	be	AUX
ap-9354	6	4	important	important	ADJ
ap-9354	6	5	for	for	ADP
ap-9354	6	6	the	the	DET
ap-9354	6	7	electronic	electronic	ADJ
ap-9354	6	8	components	component	NOUN
ap-9354	6	9	attached	attach	VERB
ap-9354	6	10	to	to	ADP
ap-9354	6	11	the	the	DET
ap-9354	6	12	engine	engine	NOUN
ap-9354	6	13	or	or	CCONJ
ap-9354	6	14	the	the	DET
ap-9354	6	15	overall	overall	ADJ
ap-9354	6	16	engine	engine	NOUN
ap-9354	6	17	deformation	deformation	NOUN
ap-9354	6	18	.	.	PUNCT
ap-9354	7	1	the	the	DET
ap-9354	7	2	presented	present	VERB
ap-9354	7	3	approach	approach	NOUN
ap-9354	7	4	allows	allow	VERB
ap-9354	7	5	for	for	ADP
ap-9354	7	6	a	a	DET
ap-9354	7	7	quick	quick	ADJ
ap-9354	7	8	estimation	estimation	NOUN
ap-9354	7	9	of	of	ADP
ap-9354	7	10	the	the	DET
ap-9354	7	11	temperature	temperature	NOUN
ap-9354	7	12	distribution	distribution	NOUN
ap-9354	7	13	without	without	ADP
ap-9354	7	14	the	the	DET
ap-9354	7	15	need	need	NOUN
ap-9354	7	16	to	to	PART
ap-9354	7	17	perform	perform	VERB
ap-9354	7	18	time	time	NOUN
ap-9354	7	19	consuming	consume	VERB
ap-9354	7	20	computational	computational	ADJ
ap-9354	7	21	fluid	fluid	ADJ
ap-9354	7	22	dynamics	dynamic	NOUN
ap-9354	7	23	(	(	PUNCT
ap-9354	7	24	cfd	cfd	NOUN
ap-9354	7	25	)	)	PUNCT
ap-9354	7	26	simulations	simulation	NOUN
ap-9354	7	27	.	.	PUNCT
ap-9354	8	1	this	this	PRON
ap-9354	8	2	can	can	AUX
ap-9354	8	3	greatly	greatly	ADV
ap-9354	8	4	accelerate	accelerate	VERB
ap-9354	8	5	the	the	DET
ap-9354	8	6	design	design	NOUN
ap-9354	8	7	and	and	CCONJ
ap-9354	8	8	development	development	NOUN
ap-9354	8	9	of	of	ADP
ap-9354	8	10	gas	gas	NOUN
ap-9354	8	11	turbines	turbine	NOUN
ap-9354	8	12	.	.	PUNCT
ap-9354	9	1	a	a	DET
ap-9354	9	2	machine	machine	NOUN
ap-9354	9	3	learning	learn	VERB
ap-9354	9	4	approach	approach	NOUN
ap-9354	9	5	is	be	AUX
ap-9354	9	6	applied	apply	VERB
ap-9354	9	7	to	to	ADP
ap-9354	9	8	an	an	DET
ap-9354	9	9	extensive	extensive	ADJ
ap-9354	9	10	set	set	NOUN
ap-9354	9	11	of	of	ADP
ap-9354	9	12	cfd	cfd	NOUN
ap-9354	9	13	simulations	simulation	NOUN
ap-9354	9	14	under	under	ADP
ap-9354	9	15	different	different	ADJ
ap-9354	9	16	operating	operating	NOUN
ap-9354	9	17	conditions	condition	NOUN
ap-9354	9	18	and	and	CCONJ
ap-9354	9	19	geometry	geometry	NOUN
ap-9354	9	20	setups	setup	NOUN
ap-9354	9	21	.	.	PUNCT
ap-9354	10	1	keywords	keyword	NOUN
ap-9354	10	2	:	:	PUNCT
ap-9354	10	3	gas	gas	NOUN
ap-9354	10	4	turbine	turbine	NOUN
ap-9354	10	5	cooling	cooling	NOUN
ap-9354	10	6	,	,	PUNCT
ap-9354	10	7	heat	heat	NOUN
ap-9354	10	8	transfer	transfer	NOUN
ap-9354	10	9	,	,	PUNCT
ap-9354	10	10	artificial	artificial	ADJ
ap-9354	10	11	neural	neural	ADJ
ap-9354	10	12	network	network	NOUN
ap-9354	10	13	,	,	PUNCT
ap-9354	10	14	natural	natural	ADJ
ap-9354	10	15	convection	convection	NOUN
ap-9354	10	16	.	.	PUNCT
ap-9354	11	1	1	1	X
ap-9354	11	2	.	.	X
ap-9354	11	3	introduction	introduction	NOUN
ap-9354	11	4	the	the	DET
ap-9354	11	5	cooling	cool	VERB
ap-9354	11	6	process	process	NOUN
ap-9354	11	7	and	and	CCONJ
ap-9354	11	8	temperature	temperature	NOUN
ap-9354	11	9	distribution	distribution	NOUN
ap-9354	11	10	of	of	ADP
ap-9354	11	11	solid	solid	ADJ
ap-9354	11	12	parts	part	NOUN
ap-9354	11	13	in	in	ADP
ap-9354	11	14	gas	gas	NOUN
ap-9354	11	15	turbines	turbine	NOUN
ap-9354	11	16	is	be	AUX
ap-9354	11	17	critical	critical	ADJ
ap-9354	11	18	to	to	ADP
ap-9354	11	19	their	their	PRON
ap-9354	11	20	reliable	reliable	ADJ
ap-9354	11	21	operation	operation	NOUN
ap-9354	11	22	and	and	CCONJ
ap-9354	11	23	maximum	maximum	ADJ
ap-9354	11	24	performance	performance	NOUN
ap-9354	11	25	.	.	PUNCT
ap-9354	12	1	high	high	ADJ
ap-9354	12	2	temperatures	temperature	NOUN
ap-9354	12	3	in	in	ADP
ap-9354	12	4	the	the	DET
ap-9354	12	5	combustion	combustion	NOUN
ap-9354	12	6	chambers	chamber	NOUN
ap-9354	12	7	and	and	CCONJ
ap-9354	12	8	hot	hot	ADJ
ap-9354	12	9	section	section	NOUN
ap-9354	12	10	of	of	ADP
ap-9354	12	11	the	the	DET
ap-9354	12	12	engine	engine	NOUN
ap-9354	12	13	can	can	AUX
ap-9354	12	14	adversely	adversely	ADV
ap-9354	12	15	affect	affect	VERB
ap-9354	12	16	the	the	DET
ap-9354	12	17	lifespan	lifespan	NOUN
ap-9354	12	18	of	of	ADP
ap-9354	12	19	parts	part	NOUN
ap-9354	12	20	and	and	CCONJ
ap-9354	12	21	accessories	accessory	NOUN
ap-9354	12	22	,	,	PUNCT
ap-9354	12	23	trend	trend	NOUN
ap-9354	12	24	/	/	SYM
ap-9354	12	25	health	health	NOUN
ap-9354	12	26	monitoring	monitoring	NOUN
ap-9354	12	27	,	,	PUNCT
ap-9354	12	28	and	and	CCONJ
ap-9354	12	29	electronic	electronic	ADJ
ap-9354	12	30	control	control	NOUN
ap-9354	12	31	system	system	NOUN
ap-9354	12	32	components	component	NOUN
ap-9354	12	33	.	.	PUNCT
ap-9354	13	1	therefore	therefore	ADV
ap-9354	13	2	,	,	PUNCT
ap-9354	13	3	it	it	PRON
ap-9354	13	4	is	be	AUX
ap-9354	13	5	important	important	ADJ
ap-9354	13	6	to	to	PART
ap-9354	13	7	design	design	VERB
ap-9354	13	8	and	and	CCONJ
ap-9354	13	9	implement	implement	VERB
ap-9354	13	10	cooling	cool	VERB
ap-9354	13	11	systems	system	NOUN
ap-9354	13	12	that	that	PRON
ap-9354	13	13	ensure	ensure	VERB
ap-9354	13	14	optimal	optimal	ADJ
ap-9354	13	15	temperature	temperature	NOUN
ap-9354	13	16	conditions	condition	NOUN
ap-9354	13	17	and	and	CCONJ
ap-9354	13	18	protect	protect	VERB
ap-9354	13	19	key	key	ADJ
ap-9354	13	20	components	component	NOUN
ap-9354	13	21	attached	attach	VERB
ap-9354	13	22	to	to	ADP
ap-9354	13	23	the	the	DET
ap-9354	13	24	engine	engine	NOUN
ap-9354	13	25	case	case	NOUN
ap-9354	13	26	.	.	PUNCT
ap-9354	14	1	these	these	DET
ap-9354	14	2	components	component	NOUN
ap-9354	14	3	have	have	VERB
ap-9354	14	4	maximum	maximum	ADJ
ap-9354	14	5	temperature	temperature	NOUN
ap-9354	14	6	limits	limit	NOUN
ap-9354	14	7	,	,	PUNCT
ap-9354	14	8	and	and	CCONJ
ap-9354	14	9	exceeding	exceed	VERB
ap-9354	14	10	these	these	DET
ap-9354	14	11	limits	limit	NOUN
ap-9354	14	12	can	can	AUX
ap-9354	14	13	cause	cause	VERB
ap-9354	14	14	damage	damage	NOUN
ap-9354	14	15	and	and	CCONJ
ap-9354	14	16	affect	affect	VERB
ap-9354	14	17	engine	engine	NOUN
ap-9354	14	18	operation	operation	NOUN
ap-9354	14	19	.	.	PUNCT
ap-9354	15	1	nakayama	nakayama	PROPN
ap-9354	16	1	[	[	X
ap-9354	16	2	1	1	X
ap-9354	16	3	]	]	PUNCT
ap-9354	16	4	introduced	introduce	VERB
ap-9354	16	5	the	the	DET
ap-9354	16	6	issue	issue	NOUN
ap-9354	16	7	of	of	ADP
ap-9354	16	8	maximum	maximum	ADJ
ap-9354	16	9	temperature	temperature	NOUN
ap-9354	16	10	for	for	ADP
ap-9354	16	11	electronic	electronic	ADJ
ap-9354	16	12	devices	device	NOUN
ap-9354	16	13	attached	attach	VERB
ap-9354	16	14	to	to	ADP
ap-9354	16	15	gas	gas	NOUN
ap-9354	16	16	turbines	turbine	NOUN
ap-9354	16	17	.	.	PUNCT
ap-9354	17	1	a	a	DET
ap-9354	17	2	significant	significant	ADJ
ap-9354	17	3	problem	problem	NOUN
ap-9354	17	4	is	be	AUX
ap-9354	17	5	the	the	DET
ap-9354	17	6	temperature	temperature	NOUN
ap-9354	17	7	sensitivity	sensitivity	NOUN
ap-9354	17	8	of	of	ADP
ap-9354	17	9	the	the	DET
ap-9354	17	10	gas	gas	NOUN
ap-9354	17	11	turbine	turbine	NOUN
ap-9354	17	12	rotor	rotor	NOUN
ap-9354	17	13	,	,	PUNCT
ap-9354	17	14	which	which	PRON
ap-9354	17	15	affects	affect	VERB
ap-9354	17	16	the	the	DET
ap-9354	17	17	dynamic	dynamic	ADJ
ap-9354	17	18	behaviour	behaviour	NOUN
ap-9354	17	19	of	of	ADP
ap-9354	17	20	the	the	DET
ap-9354	17	21	engine	engine	NOUN
ap-9354	17	22	,	,	PUNCT
ap-9354	17	23	or	or	CCONJ
ap-9354	17	24	in	in	ADP
ap-9354	17	25	the	the	DET
ap-9354	17	26	worst	bad	ADJ
ap-9354	17	27	case	case	NOUN
ap-9354	17	28	,	,	PUNCT
ap-9354	17	29	rotor	rotor	NOUN
ap-9354	17	30	thermal	thermal	ADJ
ap-9354	17	31	lock	lock	NOUN
ap-9354	17	32	.	.	PUNCT
ap-9354	18	1	uneven	uneven	ADJ
ap-9354	18	2	cooling	cool	VERB
ap-9354	18	3	can	can	AUX
ap-9354	18	4	cause	cause	VERB
ap-9354	18	5	shaft	shaft	NOUN
ap-9354	18	6	deflection	deflection	NOUN
ap-9354	18	7	known	know	VERB
ap-9354	18	8	as	as	ADP
ap-9354	18	9	rotor	rotor	NOUN
ap-9354	18	10	thermal	thermal	ADJ
ap-9354	18	11	bow	bow	NOUN
ap-9354	18	12	.	.	PUNCT
ap-9354	19	1	many	many	ADJ
ap-9354	19	2	papers	paper	NOUN
ap-9354	19	3	have	have	AUX
ap-9354	19	4	addressed	address	VERB
ap-9354	19	5	the	the	DET
ap-9354	19	6	problem	problem	NOUN
ap-9354	19	7	of	of	ADP
ap-9354	19	8	rotor	rotor	NOUN
ap-9354	19	9	thermal	thermal	ADJ
ap-9354	19	10	deformation	deformation	NOUN
ap-9354	19	11	.	.	PUNCT
ap-9354	20	1	chatterton	chatterton	NOUN
ap-9354	21	1	[	[	X
ap-9354	21	2	2	2	X
ap-9354	21	3	]	]	PUNCT
ap-9354	21	4	presented	present	VERB
ap-9354	21	5	the	the	DET
ap-9354	21	6	results	result	NOUN
ap-9354	21	7	of	of	ADP
ap-9354	21	8	a	a	DET
ap-9354	21	9	diagnostic	diagnostic	ADJ
ap-9354	21	10	method	method	NOUN
ap-9354	21	11	of	of	ADP
ap-9354	21	12	multiple	multiple	ADJ
ap-9354	21	13	linear	linear	ADJ
ap-9354	21	14	regression	regression	NOUN
ap-9354	21	15	models	model	NOUN
ap-9354	21	16	for	for	ADP
ap-9354	21	17	temperature	temperature	NOUN
ap-9354	21	18	field	field	NOUN
ap-9354	21	19	prediction	prediction	NOUN
ap-9354	21	20	and	and	CCONJ
ap-9354	21	21	analysis	analysis	NOUN
ap-9354	21	22	that	that	PRON
ap-9354	21	23	can	can	AUX
ap-9354	21	24	be	be	AUX
ap-9354	21	25	very	very	ADV
ap-9354	21	26	useful	useful	ADJ
ap-9354	21	27	for	for	ADP
ap-9354	21	28	maintenance	maintenance	NOUN
ap-9354	21	29	prediction	prediction	NOUN
ap-9354	21	30	.	.	PUNCT
ap-9354	22	1	uneven	uneven	ADJ
ap-9354	22	2	temperature	temperature	NOUN
ap-9354	22	3	distribution	distribution	NOUN
ap-9354	22	4	during	during	ADP
ap-9354	22	5	post	post	NOUN
ap-9354	22	6	shutdown	shutdown	NOUN
ap-9354	22	7	cooling	cool	VERB
ap-9354	22	8	on	on	ADP
ap-9354	22	9	the	the	DET
ap-9354	22	10	engine	engine	NOUN
ap-9354	22	11	casing	casing	NOUN
ap-9354	22	12	has	have	AUX
ap-9354	22	13	been	be	AUX
ap-9354	22	14	studied	study	VERB
ap-9354	22	15	by	by	ADP
ap-9354	22	16	yu	yu	PROPN
ap-9354	22	17	et	et	PROPN
ap-9354	22	18	al	al	PROPN
ap-9354	22	19	.	.	PUNCT
ap-9354	23	1	[	[	X
ap-9354	23	2	3	3	NUM
ap-9354	23	3	]	]	PUNCT
ap-9354	23	4	,	,	PUNCT
ap-9354	23	5	resulting	result	VERB
ap-9354	23	6	in	in	ADP
ap-9354	23	7	deformation	deformation	NOUN
ap-9354	23	8	of	of	ADP
ap-9354	23	9	the	the	DET
ap-9354	23	10	rotor	rotor	NOUN
ap-9354	23	11	system	system	NOUN
ap-9354	23	12	.	.	PUNCT
ap-9354	24	1	different	different	ADJ
ap-9354	24	2	geometry	geometry	NOUN
ap-9354	24	3	and	and	CCONJ
ap-9354	24	4	environmental	environmental	ADJ
ap-9354	24	5	settings	setting	NOUN
ap-9354	24	6	on	on	ADP
ap-9354	24	7	the	the	DET
ap-9354	24	8	temperature	temperature	NOUN
ap-9354	24	9	field	field	NOUN
ap-9354	24	10	distribution	distribution	NOUN
ap-9354	24	11	were	be	AUX
ap-9354	24	12	experimentally	experimentally	ADV
ap-9354	24	13	verified	verify	VERB
ap-9354	24	14	.	.	PUNCT
ap-9354	25	1	the	the	DET
ap-9354	25	2	temperatures	temperature	NOUN
ap-9354	25	3	cause	cause	VERB
ap-9354	25	4	structural	structural	ADJ
ap-9354	25	5	deformation	deformation	NOUN
ap-9354	25	6	and	and	CCONJ
ap-9354	25	7	cause	cause	VERB
ap-9354	25	8	mass	mass	ADJ
ap-9354	25	9	non	non	NOUN
ap-9354	25	10	-	-	NOUN
ap-9354	25	11	uniformities	uniformity	NOUN
ap-9354	25	12	,	,	PUNCT
ap-9354	25	13	resulting	result	VERB
ap-9354	25	14	in	in	ADP
ap-9354	25	15	vibrations	vibration	NOUN
ap-9354	25	16	.	.	PUNCT
ap-9354	26	1	peng	peng	PROPN
ap-9354	27	1	[	[	X
ap-9354	27	2	4	4	X
ap-9354	27	3	]	]	PUNCT
ap-9354	27	4	presented	present	VERB
ap-9354	27	5	extensive	extensive	ADJ
ap-9354	27	6	experimental	experimental	ADJ
ap-9354	27	7	measurements	measurement	NOUN
ap-9354	27	8	with	with	ADP
ap-9354	27	9	heat	heat	NOUN
ap-9354	27	10	distribution	distribution	NOUN
ap-9354	27	11	on	on	ADP
ap-9354	27	12	the	the	DET
ap-9354	27	13	rotor	rotor	NOUN
ap-9354	27	14	during	during	ADP
ap-9354	27	15	cooling	cool	VERB
ap-9354	27	16	and	and	CCONJ
ap-9354	27	17	thermal	thermal	ADJ
ap-9354	27	18	deflection	deflection	NOUN
ap-9354	27	19	prediction	prediction	NOUN
ap-9354	27	20	.	.	PUNCT
ap-9354	28	1	a	a	DET
ap-9354	28	2	computationally	computationally	ADV
ap-9354	28	3	intensive	intensive	ADJ
ap-9354	28	4	simulation	simulation	NOUN
ap-9354	28	5	was	be	AUX
ap-9354	28	6	performed	perform	VERB
ap-9354	28	7	by	by	ADP
ap-9354	28	8	padilla	padilla	PROPN
ap-9354	29	1	[	[	X
ap-9354	29	2	5	5	NUM
ap-9354	29	3	]	]	PUNCT
ap-9354	29	4	using	use	VERB
ap-9354	29	5	the	the	DET
ap-9354	29	6	large	large	ADJ
ap-9354	29	7	eddy	eddy	NOUN
ap-9354	29	8	simulation	simulation	NOUN
ap-9354	29	9	(	(	PUNCT
ap-9354	29	10	les	les	PROPN
ap-9354	29	11	)	)	PUNCT
ap-9354	29	12	for	for	ADP
ap-9354	29	13	the	the	DET
ap-9354	29	14	transient	transient	ADJ
ap-9354	29	15	and	and	CCONJ
ap-9354	29	16	turbulent	turbulent	ADJ
ap-9354	29	17	flow	flow	NOUN
ap-9354	29	18	region	region	NOUN
ap-9354	29	19	.	.	PUNCT
ap-9354	30	1	improvement	improvement	NOUN
ap-9354	30	2	of	of	ADP
ap-9354	30	3	the	the	DET
ap-9354	30	4	numerical	numerical	ADJ
ap-9354	30	5	prediction	prediction	NOUN
ap-9354	30	6	of	of	ADP
ap-9354	30	7	rans	ran	NOUN
ap-9354	30	8	using	use	VERB
ap-9354	30	9	the	the	DET
ap-9354	30	10	natural	natural	ADJ
ap-9354	30	11	convection	convection	NOUN
ap-9354	30	12	heat	heat	NOUN
ap-9354	30	13	transfer	transfer	NOUN
ap-9354	30	14	method	method	NOUN
ap-9354	30	15	in	in	ADP
ap-9354	30	16	gas	gas	NOUN
ap-9354	30	17	turbines	turbine	NOUN
ap-9354	30	18	was	be	AUX
ap-9354	30	19	also	also	ADV
ap-9354	30	20	presented	present	VERB
ap-9354	30	21	by	by	ADP
ap-9354	30	22	pilkington	pilkington	PROPN
ap-9354	30	23	[	[	X
ap-9354	30	24	6	6	NUM
ap-9354	30	25	]	]	PUNCT
ap-9354	30	26	who	who	PRON
ap-9354	30	27	also	also	ADV
ap-9354	30	28	performed	perform	VERB
ap-9354	30	29	measurements	measurement	NOUN
ap-9354	30	30	on	on	ADP
ap-9354	30	31	a	a	DET
ap-9354	30	32	large	large	ADJ
ap-9354	30	33	gas	gas	NOUN
ap-9354	30	34	turbine	turbine	NOUN
ap-9354	30	35	test	test	NOUN
ap-9354	30	36	rig	rig	NOUN
ap-9354	30	37	.	.	PUNCT
ap-9354	31	1	in	in	ADP
ap-9354	31	2	his	his	PRON
ap-9354	31	3	work	work	NOUN
ap-9354	31	4	,	,	PUNCT
ap-9354	31	5	he	he	PRON
ap-9354	31	6	compared	compare	VERB
ap-9354	31	7	several	several	ADJ
ap-9354	31	8	models	model	NOUN
ap-9354	31	9	and	and	CCONJ
ap-9354	31	10	proposed	propose	VERB
ap-9354	31	11	a	a	DET
ap-9354	31	12	modification	modification	NOUN
ap-9354	31	13	of	of	ADP
ap-9354	31	14	the	the	DET
ap-9354	31	15	ggdh	ggdh	ADJ
ap-9354	31	16	model	model	NOUN
ap-9354	31	17	,	,	PUNCT
ap-9354	31	18	which	which	PRON
ap-9354	31	19	he	he	PRON
ap-9354	31	20	called	call	VERB
ap-9354	31	21	ggdh+	ggdh+	PROPN
ap-9354	31	22	,	,	PUNCT
ap-9354	31	23	that	that	PRON
ap-9354	31	24	takes	take	VERB
ap-9354	31	25	into	into	ADP
ap-9354	31	26	account	account	NOUN
ap-9354	31	27	the	the	DET
ap-9354	31	28	buoyancy	buoyancy	NOUN
ap-9354	31	29	effects	effect	NOUN
ap-9354	31	30	on	on	ADP
ap-9354	31	31	the	the	DET
ap-9354	31	32	turbulent	turbulent	ADJ
ap-9354	31	33	heat	heat	NOUN
ap-9354	31	34	flux	flux	NOUN
ap-9354	31	35	and	and	CCONJ
ap-9354	31	36	is	be	AUX
ap-9354	31	37	comparable	comparable	ADJ
ap-9354	31	38	to	to	ADP
ap-9354	31	39	the	the	DET
ap-9354	31	40	les	le	NOUN
ap-9354	31	41	results	result	NOUN
ap-9354	31	42	.	.	PUNCT
ap-9354	32	1	there	there	PRON
ap-9354	32	2	are	be	VERB
ap-9354	32	3	several	several	ADJ
ap-9354	32	4	heat	heat	NOUN
ap-9354	32	5	management	management	NOUN
ap-9354	32	6	methods	method	NOUN
ap-9354	32	7	of	of	ADP
ap-9354	32	8	cooling	cool	VERB
ap-9354	32	9	gas	gas	NOUN
ap-9354	32	10	turbines	turbine	NOUN
ap-9354	32	11	.	.	PUNCT
ap-9354	33	1	these	these	PRON
ap-9354	33	2	include	include	VERB
ap-9354	33	3	internal	internal	ADJ
ap-9354	33	4	cooling	cooling	NOUN
ap-9354	33	5	,	,	PUNCT
ap-9354	33	6	where	where	SCONJ
ap-9354	33	7	a	a	DET
ap-9354	33	8	coolant	coolant	NOUN
ap-9354	33	9	(	(	PUNCT
ap-9354	33	10	typically	typically	ADV
ap-9354	33	11	air	air	NOUN
ap-9354	33	12	or	or	CCONJ
ap-9354	33	13	liquid	liquid	NOUN
ap-9354	33	14	)	)	PUNCT
ap-9354	33	15	is	be	AUX
ap-9354	33	16	directly	directly	ADV
ap-9354	33	17	supplied	supply	VERB
ap-9354	33	18	to	to	ADP
ap-9354	33	19	cavities	cavity	NOUN
ap-9354	33	20	within	within	ADP
ap-9354	33	21	the	the	DET
ap-9354	33	22	turbine	turbine	NOUN
ap-9354	33	23	’s	’s	PART
ap-9354	33	24	internal	internal	ADJ
ap-9354	33	25	structure	structure	NOUN
ap-9354	33	26	[	[	X
ap-9354	33	27	7	7	NUM
ap-9354	33	28	]	]	PUNCT
ap-9354	33	29	,	,	PUNCT
ap-9354	33	30	and	and	CCONJ
ap-9354	33	31	external	external	ADJ
ap-9354	33	32	cooling	cooling	NOUN
ap-9354	33	33	,	,	PUNCT
ap-9354	33	34	which	which	PRON
ap-9354	33	35	utilises	utilise	VERB
ap-9354	33	36	the	the	DET
ap-9354	33	37	flow	flow	NOUN
ap-9354	33	38	of	of	ADP
ap-9354	33	39	coolant	coolant	NOUN
ap-9354	33	40	around	around	ADP
ap-9354	33	41	the	the	DET
ap-9354	33	42	surface	surface	NOUN
ap-9354	33	43	of	of	ADP
ap-9354	33	44	turbine	turbine	NOUN
ap-9354	33	45	components	component	NOUN
ap-9354	33	46	[	[	X
ap-9354	33	47	8	8	NUM
ap-9354	33	48	]	]	PUNCT
ap-9354	33	49	.	.	PUNCT
ap-9354	34	1	another	another	DET
ap-9354	34	2	technique	technique	NOUN
ap-9354	34	3	is	be	AUX
ap-9354	34	4	film	film	NOUN
ap-9354	34	5	cooling	cooling	NOUN
ap-9354	34	6	,	,	PUNCT
ap-9354	34	7	where	where	SCONJ
ap-9354	34	8	a	a	DET
ap-9354	34	9	thin	thin	ADJ
ap-9354	34	10	layer	layer	NOUN
ap-9354	34	11	of	of	ADP
ap-9354	34	12	coolant	coolant	NOUN
ap-9354	34	13	is	be	AUX
ap-9354	34	14	applied	apply	VERB
ap-9354	34	15	to	to	ADP
ap-9354	34	16	the	the	DET
ap-9354	34	17	surface	surface	NOUN
ap-9354	34	18	of	of	ADP
ap-9354	34	19	the	the	DET
ap-9354	34	20	components	component	NOUN
ap-9354	34	21	to	to	PART
ap-9354	34	22	reduce	reduce	VERB
ap-9354	34	23	their	their	PRON
ap-9354	34	24	temperature	temperature	NOUN
ap-9354	34	25	[	[	X
ap-9354	34	26	9	9	NUM
ap-9354	34	27	]	]	PUNCT
ap-9354	34	28	.	.	PUNCT
ap-9354	35	1	these	these	DET
ap-9354	35	2	methods	method	NOUN
ap-9354	35	3	are	be	AUX
ap-9354	35	4	combined	combine	VERB
ap-9354	35	5	and	and	CCONJ
ap-9354	35	6	optimised	optimise	VERB
ap-9354	35	7	to	to	PART
ap-9354	35	8	achieve	achieve	VERB
ap-9354	35	9	the	the	DET
ap-9354	35	10	best	good	ADJ
ap-9354	35	11	cooling	cool	VERB
ap-9354	35	12	effect	effect	NOUN
ap-9354	35	13	and	and	CCONJ
ap-9354	35	14	minimise	minimise	NOUN
ap-9354	35	15	thermal	thermal	ADJ
ap-9354	35	16	stress	stress	NOUN
ap-9354	35	17	on	on	ADP
ap-9354	35	18	turbine	turbine	NOUN
ap-9354	35	19	components	component	NOUN
ap-9354	35	20	.	.	PUNCT
ap-9354	36	1	in	in	ADP
ap-9354	36	2	addition	addition	NOUN
ap-9354	36	3	,	,	PUNCT
ap-9354	36	4	there	there	PRON
ap-9354	36	5	are	be	VERB
ap-9354	36	6	areas	area	NOUN
ap-9354	36	7	within	within	ADP
ap-9354	36	8	the	the	DET
ap-9354	36	9	engine	engine	NOUN
ap-9354	36	10	where	where	SCONJ
ap-9354	36	11	spontaneous	spontaneous	ADJ
ap-9354	36	12	natural	natural	ADJ
ap-9354	36	13	convection	convection	NOUN
ap-9354	36	14	occurs	occur	VERB
ap-9354	36	15	.	.	PUNCT
ap-9354	37	1	this	this	PRON
ap-9354	37	2	has	have	VERB
ap-9354	37	3	a	a	DET
ap-9354	37	4	significant	significant	ADJ
ap-9354	37	5	effect	effect	NOUN
ap-9354	37	6	on	on	ADP
ap-9354	37	7	the	the	DET
ap-9354	37	8	temperature	temperature	NOUN
ap-9354	37	9	distribution	distribution	NOUN
ap-9354	37	10	on	on	ADP
ap-9354	37	11	the	the	DET
ap-9354	37	12	engine	engine	NOUN
ap-9354	37	13	case	case	NOUN
ap-9354	37	14	.	.	PUNCT
ap-9354	38	1	earlier	early	ADJ
ap-9354	38	2	research	research	NOUN
ap-9354	38	3	by	by	ADP
ap-9354	38	4	pařez	pařez	NOUN
ap-9354	38	5	et	et	PROPN
ap-9354	38	6	al	al	PROPN
ap-9354	38	7	.	.	PUNCT
ap-9354	39	1	[	[	X
ap-9354	39	2	10–12	10–12	NUM
ap-9354	39	3	]	]	PUNCT
ap-9354	39	4	was	be	AUX
ap-9354	39	5	also	also	ADV
ap-9354	39	6	focused	focus	VERB
ap-9354	39	7	on	on	ADP
ap-9354	39	8	a	a	DET
ap-9354	39	9	numerical	numerical	ADJ
ap-9354	39	10	study	study	NOUN
ap-9354	39	11	of	of	ADP
ap-9354	39	12	the	the	DET
ap-9354	39	13	effect	effect	NOUN
ap-9354	39	14	of	of	ADP
ap-9354	39	15	heat	heat	NOUN
ap-9354	39	16	transfer	transfer	NOUN
ap-9354	39	17	in	in	ADP
ap-9354	39	18	a	a	DET
ap-9354	39	19	double	double	ADJ
ap-9354	39	20	annulus	annulus	NOUN
ap-9354	39	21	.	.	PUNCT
ap-9354	40	1	methods	method	NOUN
ap-9354	40	2	to	to	PART
ap-9354	40	3	improve	improve	VERB
ap-9354	40	4	the	the	DET
ap-9354	40	5	uniformity	uniformity	NOUN
ap-9354	40	6	of	of	ADP
ap-9354	40	7	the	the	DET
ap-9354	40	8	temperature	temperature	NOUN
ap-9354	40	9	field	field	NOUN
ap-9354	40	10	were	be	AUX
ap-9354	40	11	proposed	propose	VERB
ap-9354	40	12	and	and	CCONJ
ap-9354	40	13	the	the	DET
ap-9354	40	14	numerical	numerical	ADJ
ap-9354	40	15	model	model	NOUN
ap-9354	40	16	was	be	AUX
ap-9354	40	17	experimentally	experimentally	ADV
ap-9354	40	18	verified	verify	VERB
ap-9354	40	19	on	on	ADP
ap-9354	40	20	several	several	ADJ
ap-9354	40	21	geometries	geometry	NOUN
ap-9354	40	22	at	at	ADP
ap-9354	40	23	different	different	ADJ
ap-9354	40	24	temperature	temperature	NOUN
ap-9354	40	25	settings	setting	NOUN
ap-9354	40	26	.	.	PUNCT
ap-9354	41	1	proper	proper	ADJ
ap-9354	41	2	temperature	temperature	NOUN
ap-9354	41	3	distribution	distribution	NOUN
ap-9354	41	4	and	and	CCONJ
ap-9354	41	5	effective	effective	ADJ
ap-9354	41	6	cooling	cool	VERB
ap-9354	41	7	430	430	NUM
ap-9354	41	8	https://doi.org/10.14311/ap.2023.63.0430	https://doi.org/10.14311/ap.2023.63.0430	PROPN
ap-9354	41	9	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
ap-9354	41	10	https://www.cvut.cz/en	https://www.cvut.cz/en	PROPN
ap-9354	41	11	vol	vol	NOUN
ap-9354	41	12	.	.	PROPN
ap-9354	42	1	63	63	NUM
ap-9354	42	2	no	no	NOUN
ap-9354	42	3	.	.	PUNCT
ap-9354	43	1	6/2023	6/2023	NUM
ap-9354	43	2	prediction	prediction	NOUN
ap-9354	43	3	of	of	ADP
ap-9354	43	4	temperature	temperature	NOUN
ap-9354	43	5	distribution	distribution	NOUN
ap-9354	43	6	in	in	ADP
ap-9354	43	7	a	a	DET
ap-9354	43	8	gas	gas	NOUN
ap-9354	43	9	turbine	turbine	NOUN
ap-9354	43	10	using	use	VERB
ap-9354	43	11	a	a	DET
ap-9354	43	12	honn	honn	NOUN
ap-9354	43	13	are	be	AUX
ap-9354	43	14	crucial	crucial	ADJ
ap-9354	43	15	for	for	ADP
ap-9354	43	16	achieving	achieve	VERB
ap-9354	43	17	long	long	ADJ
ap-9354	43	18	life	life	NOUN
ap-9354	43	19	and	and	CCONJ
ap-9354	43	20	reliability	reliability	NOUN
ap-9354	43	21	of	of	ADP
ap-9354	43	22	gas	gas	NOUN
ap-9354	43	23	turbines	turbine	NOUN
ap-9354	43	24	.	.	PUNCT
ap-9354	44	1	therefore	therefore	ADV
ap-9354	44	2	,	,	PUNCT
ap-9354	44	3	a	a	DET
ap-9354	44	4	considerable	considerable	ADJ
ap-9354	44	5	attention	attention	NOUN
ap-9354	44	6	is	be	AUX
ap-9354	44	7	given	give	VERB
ap-9354	44	8	to	to	ADP
ap-9354	44	9	the	the	DET
ap-9354	44	10	design	design	NOUN
ap-9354	44	11	and	and	CCONJ
ap-9354	44	12	optimisation	optimisation	NOUN
ap-9354	44	13	of	of	ADP
ap-9354	44	14	cooling	cool	VERB
ap-9354	44	15	systems	system	NOUN
ap-9354	44	16	to	to	PART
ap-9354	44	17	minimise	minimise	VERB
ap-9354	44	18	the	the	DET
ap-9354	44	19	risk	risk	NOUN
ap-9354	44	20	of	of	ADP
ap-9354	44	21	overheating	overheat	VERB
ap-9354	44	22	and	and	CCONJ
ap-9354	44	23	ensure	ensure	VERB
ap-9354	44	24	optimum	optimum	ADJ
ap-9354	44	25	operating	operating	NOUN
ap-9354	44	26	temperatures	temperature	NOUN
ap-9354	44	27	.	.	PUNCT
ap-9354	45	1	this	this	PRON
ap-9354	45	2	increases	increase	VERB
ap-9354	45	3	the	the	DET
ap-9354	45	4	performance	performance	NOUN
ap-9354	45	5	and	and	CCONJ
ap-9354	45	6	lifespan	lifespan	NOUN
ap-9354	45	7	of	of	ADP
ap-9354	45	8	turbines	turbine	NOUN
ap-9354	45	9	and	and	CCONJ
ap-9354	45	10	ensures	ensure	VERB
ap-9354	45	11	reliability	reliability	NOUN
ap-9354	45	12	in	in	ADP
ap-9354	45	13	various	various	ADJ
ap-9354	45	14	industrial	industrial	ADJ
ap-9354	45	15	applications	application	NOUN
ap-9354	45	16	.	.	PUNCT
ap-9354	46	1	however	however	ADV
ap-9354	46	2	,	,	PUNCT
ap-9354	46	3	the	the	DET
ap-9354	46	4	problem	problem	NOUN
ap-9354	46	5	of	of	ADP
ap-9354	46	6	predicting	predict	VERB
ap-9354	46	7	non	non	ADJ
ap-9354	46	8	-	-	ADJ
ap-9354	46	9	uniform	uniform	ADJ
ap-9354	46	10	temperature	temperature	NOUN
ap-9354	46	11	fields	field	NOUN
ap-9354	46	12	arises	arise	VERB
ap-9354	46	13	from	from	ADP
ap-9354	46	14	their	their	PRON
ap-9354	46	15	computational	computational	ADJ
ap-9354	46	16	complexity	complexity	NOUN
ap-9354	46	17	.	.	PUNCT
ap-9354	47	1	therefore	therefore	ADV
ap-9354	47	2	,	,	PUNCT
ap-9354	47	3	it	it	PRON
ap-9354	47	4	is	be	AUX
ap-9354	47	5	necessary	necessary	ADJ
ap-9354	47	6	to	to	PART
ap-9354	47	7	find	find	VERB
ap-9354	47	8	an	an	DET
ap-9354	47	9	efficient	efficient	ADJ
ap-9354	47	10	tool	tool	NOUN
ap-9354	47	11	for	for	ADP
ap-9354	47	12	fast	fast	ADJ
ap-9354	47	13	and	and	CCONJ
ap-9354	47	14	accurate	accurate	ADJ
ap-9354	47	15	prediction	prediction	NOUN
ap-9354	47	16	of	of	ADP
ap-9354	47	17	temperature	temperature	NOUN
ap-9354	47	18	distribution	distribution	NOUN
ap-9354	47	19	in	in	ADP
ap-9354	47	20	different	different	ADJ
ap-9354	47	21	engine	engine	NOUN
ap-9354	47	22	modes	mode	NOUN
ap-9354	47	23	,	,	PUNCT
ap-9354	47	24	which	which	PRON
ap-9354	47	25	is	be	AUX
ap-9354	47	26	the	the	DET
ap-9354	47	27	scope	scope	NOUN
ap-9354	47	28	of	of	ADP
ap-9354	47	29	this	this	DET
ap-9354	47	30	paper	paper	NOUN
ap-9354	47	31	.	.	PUNCT
ap-9354	48	1	an	an	DET
ap-9354	48	2	extensive	extensive	ADJ
ap-9354	48	3	set	set	NOUN
ap-9354	48	4	of	of	ADP
ap-9354	48	5	cfd	cfd	NOUN
ap-9354	48	6	simulations	simulation	NOUN
ap-9354	48	7	under	under	ADP
ap-9354	48	8	different	different	ADJ
ap-9354	48	9	operating	operating	NOUN
ap-9354	48	10	conditions	condition	NOUN
ap-9354	48	11	and	and	CCONJ
ap-9354	48	12	geometrical	geometrical	ADJ
ap-9354	48	13	setups	setup	NOUN
ap-9354	48	14	was	be	AUX
ap-9354	48	15	performed	perform	VERB
ap-9354	48	16	in	in	ADP
ap-9354	48	17	order	order	NOUN
ap-9354	48	18	to	to	PART
ap-9354	48	19	obtain	obtain	VERB
ap-9354	48	20	a	a	DET
ap-9354	48	21	training	training	NOUN
ap-9354	48	22	data	datum	NOUN
ap-9354	48	23	set	set	VERB
ap-9354	48	24	for	for	ADP
ap-9354	48	25	the	the	DET
ap-9354	48	26	machine	machine	NOUN
ap-9354	48	27	learning	learning	NOUN
ap-9354	48	28	approach	approach	NOUN
ap-9354	48	29	.	.	PUNCT
ap-9354	49	1	a	a	DET
ap-9354	49	2	higher	high	ADJ
ap-9354	49	3	order	order	NOUN
ap-9354	49	4	neural	neural	ADJ
ap-9354	49	5	network	network	NOUN
ap-9354	49	6	(	(	PUNCT
ap-9354	49	7	honn	honn	ADJ
ap-9354	49	8	)	)	PUNCT
ap-9354	49	9	was	be	AUX
ap-9354	49	10	chosen	choose	VERB
ap-9354	49	11	as	as	ADP
ap-9354	49	12	the	the	DET
ap-9354	49	13	approximator	approximator	NOUN
ap-9354	49	14	for	for	ADP
ap-9354	49	15	the	the	DET
ap-9354	49	16	task	task	NOUN
ap-9354	49	17	.	.	PUNCT
ap-9354	50	1	its	its	PRON
ap-9354	50	2	advantage	advantage	NOUN
ap-9354	50	3	is	be	AUX
ap-9354	50	4	that	that	SCONJ
ap-9354	50	5	it	it	PRON
ap-9354	50	6	has	have	VERB
ap-9354	50	7	fewer	few	ADJ
ap-9354	50	8	degrees	degree	NOUN
ap-9354	50	9	of	of	ADP
ap-9354	50	10	freedom	freedom	NOUN
ap-9354	50	11	and	and	CCONJ
ap-9354	50	12	therefore	therefore	ADV
ap-9354	50	13	fewer	few	ADJ
ap-9354	50	14	parameters	parameter	NOUN
ap-9354	50	15	to	to	PART
ap-9354	50	16	optimise	optimise	VERB
ap-9354	50	17	during	during	ADP
ap-9354	50	18	the	the	DET
ap-9354	50	19	learning	learning	NOUN
ap-9354	50	20	process	process	NOUN
ap-9354	50	21	.	.	PUNCT
ap-9354	51	1	other	other	ADJ
ap-9354	51	2	advantages	advantage	NOUN
ap-9354	51	3	include	include	VERB
ap-9354	51	4	faster	fast	ADJ
ap-9354	51	5	convergence	convergence	NOUN
ap-9354	51	6	and	and	CCONJ
ap-9354	51	7	more	more	ADV
ap-9354	51	8	accurate	accurate	ADJ
ap-9354	51	9	results	result	NOUN
ap-9354	51	10	due	due	ADP
ap-9354	51	11	to	to	ADP
ap-9354	51	12	its	its	PRON
ap-9354	51	13	non	non	ADJ
ap-9354	51	14	-	-	ADJ
ap-9354	51	15	linear	linear	ADJ
ap-9354	51	16	nature	nature	NOUN
ap-9354	51	17	as	as	SCONJ
ap-9354	51	18	it	it	PRON
ap-9354	51	19	was	be	AUX
ap-9354	51	20	presented	present	VERB
ap-9354	51	21	in	in	ADP
ap-9354	51	22	[	[	X
ap-9354	51	23	13–15	13–15	NUM
ap-9354	51	24	]	]	PUNCT
ap-9354	51	25	.	.	PUNCT
ap-9354	52	1	2	2	X
ap-9354	52	2	.	.	X
ap-9354	52	3	task	task	NOUN
ap-9354	52	4	the	the	DET
ap-9354	52	5	case	case	NOUN
ap-9354	52	6	presented	present	VERB
ap-9354	52	7	is	be	AUX
ap-9354	52	8	considered	consider	VERB
ap-9354	52	9	to	to	PART
ap-9354	52	10	be	be	AUX
ap-9354	52	11	the	the	DET
ap-9354	52	12	temperature	temperature	NOUN
ap-9354	52	13	field	field	NOUN
ap-9354	52	14	distribution	distribution	NOUN
ap-9354	52	15	at	at	ADP
ap-9354	52	16	steady	steady	ADJ
ap-9354	52	17	-	-	PUNCT
ap-9354	52	18	state	state	NOUN
ap-9354	52	19	engine	engine	NOUN
ap-9354	52	20	operation	operation	NOUN
ap-9354	52	21	.	.	PUNCT
ap-9354	53	1	the	the	DET
ap-9354	53	2	temperature	temperature	NOUN
ap-9354	53	3	field	field	NOUN
ap-9354	53	4	distribution	distribution	NOUN
ap-9354	53	5	depends	depend	VERB
ap-9354	53	6	only	only	ADV
ap-9354	53	7	on	on	ADP
ap-9354	53	8	the	the	DET
ap-9354	53	9	temperature	temperature	NOUN
ap-9354	53	10	in	in	ADP
ap-9354	53	11	the	the	DET
ap-9354	53	12	current	current	ADJ
ap-9354	53	13	flow	flow	NOUN
ap-9354	53	14	path	path	NOUN
ap-9354	53	15	due	due	ADP
ap-9354	53	16	to	to	ADP
ap-9354	53	17	operating	operating	NOUN
ap-9354	53	18	conditions	condition	NOUN
ap-9354	53	19	.	.	PUNCT
ap-9354	54	1	a	a	DET
ap-9354	54	2	uniform	uniform	ADJ
ap-9354	54	3	temperature	temperature	NOUN
ap-9354	54	4	distribution	distribution	NOUN
ap-9354	54	5	in	in	ADP
ap-9354	54	6	the	the	DET
ap-9354	54	7	flow	flow	NOUN
ap-9354	54	8	path	path	NOUN
ap-9354	54	9	is	be	AUX
ap-9354	54	10	considered	consider	VERB
ap-9354	54	11	,	,	PUNCT
ap-9354	54	12	thus	thus	ADV
ap-9354	54	13	giving	give	VERB
ap-9354	54	14	a	a	DET
ap-9354	54	15	boundary	boundary	ADJ
ap-9354	54	16	condition	condition	NOUN
ap-9354	54	17	of	of	ADP
ap-9354	54	18	constant	constant	ADJ
ap-9354	54	19	temperature	temperature	NOUN
ap-9354	54	20	at	at	ADP
ap-9354	54	21	the	the	DET
ap-9354	54	22	inner	inner	ADJ
ap-9354	54	23	edge	edge	NOUN
ap-9354	54	24	of	of	ADP
ap-9354	54	25	the	the	DET
ap-9354	54	26	inner	inner	ADJ
ap-9354	54	27	tube	tube	NOUN
ap-9354	54	28	.	.	PUNCT
ap-9354	55	1	the	the	DET
ap-9354	55	2	geometry	geometry	NOUN
ap-9354	55	3	of	of	ADP
ap-9354	55	4	this	this	DET
ap-9354	55	5	case	case	NOUN
ap-9354	55	6	is	be	AUX
ap-9354	55	7	then	then	ADV
ap-9354	55	8	simplified	simplified	ADJ
ap-9354	55	9	to	to	ADP
ap-9354	55	10	a	a	DET
ap-9354	55	11	single	single	ADJ
ap-9354	55	12	annulus	annulus	NOUN
ap-9354	55	13	between	between	ADP
ap-9354	55	14	the	the	DET
ap-9354	55	15	inner	inner	ADJ
ap-9354	55	16	and	and	CCONJ
ap-9354	55	17	outer	outer	ADJ
ap-9354	55	18	tube	tube	NOUN
ap-9354	55	19	as	as	SCONJ
ap-9354	55	20	it	it	PRON
ap-9354	55	21	can	can	AUX
ap-9354	55	22	be	be	AUX
ap-9354	55	23	seen	see	VERB
ap-9354	55	24	in	in	ADP
ap-9354	55	25	figure	figure	NOUN
ap-9354	55	26	1	1	NUM
ap-9354	55	27	.	.	PUNCT
ap-9354	56	1	due	due	ADP
ap-9354	56	2	to	to	ADP
ap-9354	56	3	the	the	DET
ap-9354	56	4	constant	constant	ADJ
ap-9354	56	5	temperature	temperature	NOUN
ap-9354	56	6	at	at	ADP
ap-9354	56	7	the	the	DET
ap-9354	56	8	edge	edge	NOUN
ap-9354	56	9	of	of	ADP
ap-9354	56	10	the	the	DET
ap-9354	56	11	inner	inner	ADJ
ap-9354	56	12	tube	tube	NOUN
ap-9354	56	13	,	,	PUNCT
ap-9354	56	14	a	a	DET
ap-9354	56	15	steady	steady	ADJ
ap-9354	56	16	-	-	PUNCT
ap-9354	56	17	state	state	NOUN
ap-9354	56	18	temperature	temperature	NOUN
ap-9354	56	19	distribution	distribution	NOUN
ap-9354	56	20	is	be	AUX
ap-9354	56	21	sought	seek	VERB
ap-9354	56	22	on	on	ADP
ap-9354	56	23	the	the	DET
ap-9354	56	24	outer	outer	ADJ
ap-9354	56	25	tube	tube	NOUN
ap-9354	56	26	.	.	PUNCT
ap-9354	57	1	figure	figure	NOUN
ap-9354	57	2	1	1	NUM
ap-9354	57	3	.	.	PUNCT
ap-9354	57	4	natural	natural	ADJ
ap-9354	57	5	convection	convection	NOUN
ap-9354	57	6	in	in	ADP
ap-9354	57	7	aircraft	aircraft	NOUN
ap-9354	57	8	engine	engine	NOUN
ap-9354	57	9	.	.	PUNCT
ap-9354	58	1	2.1	2.1	NUM
ap-9354	58	2	.	.	PUNCT
ap-9354	58	3	geometry	geometry	NOUN
ap-9354	58	4	the	the	DET
ap-9354	58	5	computational	computational	ADJ
ap-9354	58	6	geometry	geometry	NOUN
ap-9354	58	7	is	be	AUX
ap-9354	58	8	based	base	VERB
ap-9354	58	9	on	on	ADP
ap-9354	58	10	a	a	DET
ap-9354	58	11	2d	2d	NUM
ap-9354	58	12	crosssection	crosssection	NOUN
ap-9354	58	13	of	of	ADP
ap-9354	58	14	a	a	DET
ap-9354	58	15	turboprop	turboprop	NOUN
ap-9354	58	16	engine	engine	NOUN
ap-9354	58	17	.	.	PUNCT
ap-9354	59	1	it	it	PRON
ap-9354	59	2	consists	consist	VERB
ap-9354	59	3	of	of	ADP
ap-9354	59	4	an	an	DET
ap-9354	59	5	inner	inner	ADJ
ap-9354	59	6	tube	tube	NOUN
ap-9354	59	7	representing	represent	VERB
ap-9354	59	8	the	the	DET
ap-9354	59	9	flow	flow	NOUN
ap-9354	59	10	path	path	NOUN
ap-9354	59	11	boundary	boundary	NOUN
ap-9354	59	12	of	of	ADP
ap-9354	59	13	the	the	DET
ap-9354	59	14	running	running	NOUN
ap-9354	59	15	engine	engine	NOUN
ap-9354	59	16	,	,	PUNCT
ap-9354	59	17	labelled	label	VERB
ap-9354	59	18	tube	tube	NOUN
ap-9354	59	19	1	1	NUM
ap-9354	59	20	in	in	ADP
ap-9354	59	21	figure	figure	NOUN
ap-9354	59	22	2	2	NUM
ap-9354	59	23	,	,	PUNCT
ap-9354	59	24	and	and	CCONJ
ap-9354	59	25	an	an	DET
ap-9354	59	26	outer	outer	ADJ
ap-9354	59	27	engine	engine	NOUN
ap-9354	59	28	case	case	NOUN
ap-9354	59	29	,	,	PUNCT
ap-9354	59	30	labelled	label	VERB
ap-9354	59	31	tube	tube	NOUN
ap-9354	59	32	2	2	NUM
ap-9354	59	33	in	in	ADP
ap-9354	59	34	figure	figure	NOUN
ap-9354	59	35	2	2	NUM
ap-9354	59	36	.	.	PUNCT
ap-9354	60	1	the	the	DET
ap-9354	60	2	outer	outer	ADJ
ap-9354	60	3	diameter	diameter	NOUN
ap-9354	60	4	d2	d2	PROPN
ap-9354	60	5	is	be	AUX
ap-9354	60	6	constant	constant	ADJ
ap-9354	60	7	for	for	ADP
ap-9354	60	8	all	all	DET
ap-9354	60	9	the	the	DET
ap-9354	60	10	calculated	calculated	ADJ
ap-9354	60	11	cases	case	NOUN
ap-9354	60	12	.	.	PUNCT
ap-9354	61	1	the	the	DET
ap-9354	61	2	inner	inner	ADJ
ap-9354	61	3	diameter	diameter	NOUN
ap-9354	61	4	d1	d1	PROPN
ap-9354	61	5	is	be	AUX
ap-9354	61	6	varied	varied	ADJ
ap-9354	61	7	according	accord	VERB
ap-9354	61	8	to	to	ADP
ap-9354	61	9	the	the	DET
ap-9354	61	10	values	value	NOUN
ap-9354	61	11	in	in	ADP
ap-9354	61	12	table	table	NOUN
ap-9354	61	13	1	1	NUM
ap-9354	61	14	.	.	PUNCT
ap-9354	62	1	the	the	DET
ap-9354	62	2	thickness	thickness	NOUN
ap-9354	62	3	of	of	ADP
ap-9354	62	4	the	the	DET
ap-9354	62	5	outer	outer	ADJ
ap-9354	62	6	tube	tube	NOUN
ap-9354	62	7	t2	t2	NOUN
ap-9354	62	8	is	be	AUX
ap-9354	62	9	chosen	choose	VERB
ap-9354	62	10	in	in	ADP
ap-9354	62	11	the	the	DET
ap-9354	62	12	range	range	NOUN
ap-9354	62	13	given	give	VERB
ap-9354	62	14	in	in	ADP
ap-9354	62	15	table	table	NOUN
ap-9354	62	16	1	1	NUM
ap-9354	62	17	.	.	PUNCT
ap-9354	63	1	the	the	DET
ap-9354	63	2	thickness	thickness	NOUN
ap-9354	63	3	of	of	ADP
ap-9354	63	4	the	the	DET
ap-9354	63	5	inner	inner	ADJ
ap-9354	63	6	tube	tube	NOUN
ap-9354	63	7	is	be	AUX
ap-9354	63	8	assumed	assume	VERB
ap-9354	63	9	to	to	PART
ap-9354	63	10	be	be	AUX
ap-9354	63	11	constant	constant	ADJ
ap-9354	63	12	t1	t1	NOUN
ap-9354	63	13	=	=	SYM
ap-9354	63	14	1	1	NUM
ap-9354	63	15	mm	mm	NOUN
ap-9354	63	16	.	.	PUNCT
ap-9354	63	17	figure	figure	NOUN
ap-9354	63	18	2	2	NUM
ap-9354	63	19	.	.	PUNCT
ap-9354	63	20	scheme	scheme	NOUN
ap-9354	63	21	of	of	ADP
ap-9354	63	22	the	the	DET
ap-9354	63	23	physical	physical	ADJ
ap-9354	63	24	domain	domain	NOUN
ap-9354	63	25	with	with	ADP
ap-9354	63	26	its	its	PRON
ap-9354	63	27	parameters	parameter	NOUN
ap-9354	63	28	.	.	PUNCT
ap-9354	64	1	dimension	dimension	NOUN
ap-9354	64	2	value	value	NOUN
ap-9354	64	3	unit	unit	NOUN
ap-9354	64	4	d2	d2	NOUN
ap-9354	64	5	400	400	NUM
ap-9354	65	1	[	[	X
ap-9354	65	2	mm	mm	X
ap-9354	65	3	]	]	X
ap-9354	65	4	t2	t2	NOUN
ap-9354	65	5	{	{	PUNCT
ap-9354	65	6	1	1	NUM
ap-9354	65	7	,	,	PUNCT
ap-9354	65	8	2	2	NUM
ap-9354	65	9	,	,	PUNCT
ap-9354	65	10	3	3	NUM
ap-9354	65	11	}	}	PUNCT
ap-9354	65	12	[	[	X
ap-9354	65	13	mm	mm	X
ap-9354	65	14	]	]	X
ap-9354	65	15	d1	d1	PROPN
ap-9354	65	16	/	/	SYM
ap-9354	65	17	d2	d2	PROPN
ap-9354	65	18	{	{	PUNCT
ap-9354	65	19	0.5	0.5	NUM
ap-9354	65	20	,	,	PUNCT
ap-9354	65	21	0.6	0.6	NUM
ap-9354	65	22	,	,	PUNCT
ap-9354	65	23	0.7	0.7	NUM
ap-9354	65	24	,	,	PUNCT
ap-9354	65	25	0.8	0.8	NUM
ap-9354	65	26	,	,	PUNCT
ap-9354	65	27	0.9	0.9	NUM
ap-9354	65	28	}	}	PUNCT
ap-9354	65	29	[	[	X
ap-9354	65	30	1	1	NUM
ap-9354	65	31	]	]	PUNCT
ap-9354	65	32	td1	td1	X
ap-9354	65	33	{	{	PUNCT
ap-9354	65	34	773.15	773.15	NUM
ap-9354	65	35	,	,	PUNCT
ap-9354	65	36	873.15	873.15	NUM
ap-9354	65	37	,	,	PUNCT
ap-9354	65	38	973.15	973.15	NUM
ap-9354	65	39	}	}	PUNCT
ap-9354	66	1	[	[	X
ap-9354	66	2	k	k	X
ap-9354	66	3	]	]	X
ap-9354	66	4	table	table	NOUN
ap-9354	66	5	1	1	NUM
ap-9354	66	6	.	.	PUNCT
ap-9354	66	7	operating	operate	VERB
ap-9354	66	8	parameters	parameter	NOUN
ap-9354	66	9	.	.	PUNCT
ap-9354	67	1	2.2	2.2	NUM
ap-9354	67	2	.	.	PUNCT
ap-9354	68	1	operational	operational	ADJ
ap-9354	68	2	conditions	condition	NOUN
ap-9354	68	3	the	the	DET
ap-9354	68	4	operating	operating	NOUN
ap-9354	68	5	conditions	condition	NOUN
ap-9354	68	6	and	and	CCONJ
ap-9354	68	7	engine	engine	NOUN
ap-9354	68	8	modes	mode	NOUN
ap-9354	68	9	define	define	VERB
ap-9354	68	10	the	the	DET
ap-9354	68	11	temperature	temperature	NOUN
ap-9354	68	12	field	field	NOUN
ap-9354	68	13	for	for	ADP
ap-9354	68	14	the	the	DET
ap-9354	68	15	worst	bad	ADJ
ap-9354	68	16	case	case	NOUN
ap-9354	68	17	,	,	PUNCT
ap-9354	68	18	namely	namely	ADV
ap-9354	68	19	the	the	DET
ap-9354	68	20	turbine	turbine	NOUN
ap-9354	68	21	section	section	NOUN
ap-9354	68	22	.	.	PUNCT
ap-9354	69	1	the	the	DET
ap-9354	69	2	temperatures	temperature	NOUN
ap-9354	69	3	are	be	AUX
ap-9354	69	4	based	base	VERB
ap-9354	69	5	on	on	ADP
ap-9354	69	6	steadystate	steadystate	ADJ
ap-9354	69	7	operating	operating	NOUN
ap-9354	69	8	conditions	condition	NOUN
ap-9354	69	9	in	in	ADP
ap-9354	69	10	the	the	DET
ap-9354	69	11	three	three	NUM
ap-9354	69	12	engine	engine	NOUN
ap-9354	69	13	modes	mode	NOUN
ap-9354	69	14	generalised	generalise	VERB
ap-9354	69	15	and	and	CCONJ
ap-9354	69	16	rounded	round	VERB
ap-9354	69	17	to	to	ADP
ap-9354	69	18	the	the	DET
ap-9354	69	19	nearest	near	ADJ
ap-9354	69	20	hundred	hundred	NUM
ap-9354	69	21	celsius	celsius	NOUN
ap-9354	69	22	degrees	degree	NOUN
ap-9354	69	23	.	.	PUNCT
ap-9354	70	1	the	the	DET
ap-9354	70	2	first	first	ADJ
ap-9354	70	3	mode	mode	NOUN
ap-9354	70	4	is	be	AUX
ap-9354	70	5	the	the	DET
ap-9354	70	6	idle	idle	ADJ
ap-9354	70	7	mode	mode	NOUN
ap-9354	70	8	,	,	PUNCT
ap-9354	70	9	the	the	DET
ap-9354	70	10	next	next	ADJ
ap-9354	70	11	is	be	AUX
ap-9354	70	12	the	the	DET
ap-9354	70	13	cruise	cruise	NOUN
ap-9354	70	14	mode	mode	NOUN
ap-9354	70	15	and	and	CCONJ
ap-9354	70	16	the	the	DET
ap-9354	70	17	last	last	ADJ
ap-9354	70	18	is	be	AUX
ap-9354	70	19	the	the	DET
ap-9354	70	20	maximum	maximum	ADJ
ap-9354	70	21	take	take	VERB
ap-9354	70	22	-	-	PUNCT
ap-9354	70	23	off	off	ADP
ap-9354	70	24	mode	mode	NOUN
ap-9354	70	25	.	.	PUNCT
ap-9354	71	1	the	the	DET
ap-9354	71	2	steady	steady	ADJ
ap-9354	71	3	-	-	PUNCT
ap-9354	71	4	state	state	NOUN
ap-9354	71	5	uniform	uniform	ADJ
ap-9354	71	6	temperature	temperature	NOUN
ap-9354	71	7	values	value	NOUN
ap-9354	71	8	for	for	ADP
ap-9354	71	9	the	the	DET
ap-9354	71	10	flow	flow	NOUN
ap-9354	71	11	path	path	NOUN
ap-9354	71	12	are	be	AUX
ap-9354	71	13	marked	mark	VERB
ap-9354	71	14	as	as	ADP
ap-9354	71	15	td1	td1	NOUN
ap-9354	71	16	in	in	ADP
ap-9354	71	17	table	table	NOUN
ap-9354	71	18	1	1	NUM
ap-9354	71	19	and	and	CCONJ
ap-9354	71	20	remain	remain	VERB
ap-9354	71	21	constant	constant	ADJ
ap-9354	71	22	throughout	throughout	ADP
ap-9354	71	23	the	the	DET
ap-9354	71	24	calculation	calculation	NOUN
ap-9354	71	25	.	.	PUNCT
ap-9354	72	1	the	the	DET
ap-9354	72	2	temperature	temperature	NOUN
ap-9354	72	3	response	response	NOUN
ap-9354	72	4	of	of	ADP
ap-9354	72	5	the	the	DET
ap-9354	72	6	temperature	temperature	NOUN
ap-9354	72	7	distribution	distribution	NOUN
ap-9354	72	8	on	on	ADP
ap-9354	72	9	the	the	DET
ap-9354	72	10	outer	outer	ADJ
ap-9354	72	11	case	case	NOUN
ap-9354	72	12	of	of	ADP
ap-9354	72	13	the	the	DET
ap-9354	72	14	engine	engine	NOUN
ap-9354	72	15	is	be	AUX
ap-9354	72	16	marked	mark	VERB
ap-9354	72	17	as	as	ADP
ap-9354	72	18	td2	td2	PROPN
ap-9354	72	19	.	.	PUNCT
ap-9354	73	1	referring	refer	VERB
ap-9354	73	2	to	to	ADP
ap-9354	73	3	previous	previous	ADJ
ap-9354	73	4	considerations	consideration	NOUN
ap-9354	73	5	,	,	PUNCT
ap-9354	73	6	the	the	DET
ap-9354	73	7	desired	desire	VERB
ap-9354	73	8	function	function	NOUN
ap-9354	73	9	represented	represent	VERB
ap-9354	73	10	by	by	ADP
ap-9354	73	11	neural	neural	ADJ
ap-9354	73	12	network	network	NOUN
ap-9354	73	13	n	n	CCONJ
ap-9354	73	14	(	(	PUNCT
ap-9354	73	15	•	•	NUM
ap-9354	73	16	)	)	PUNCT
ap-9354	73	17	is	be	AUX
ap-9354	73	18	assumed	assume	VERB
ap-9354	73	19	in	in	ADP
ap-9354	73	20	the	the	DET
ap-9354	73	21	form	form	NOUN
ap-9354	73	22	n	n	CCONJ
ap-9354	73	23	(	(	PUNCT
ap-9354	73	24	•	•	NOUN
ap-9354	73	25	)	)	PUNCT
ap-9354	73	26	≈	≈	PROPN
ap-9354	73	27	td2	td2	PROPN
ap-9354	73	28	=	=	ADJ
ap-9354	73	29	f(d1	f(d1	NOUN
ap-9354	73	30	/	/	SYM
ap-9354	73	31	d2	d2	PROPN
ap-9354	73	32	,	,	PUNCT
ap-9354	73	33	t2	t2	NOUN
ap-9354	73	34	,	,	PUNCT
ap-9354	73	35	td1	td1	PROPN
ap-9354	73	36	,	,	PUNCT
ap-9354	73	37	φ	φ	NUM
ap-9354	73	38	)	)	PUNCT
ap-9354	73	39	.	.	PUNCT
ap-9354	74	1	(	(	PUNCT
ap-9354	74	2	1	1	X
ap-9354	74	3	)	)	PUNCT
ap-9354	74	4	2.3	2.3	NUM
ap-9354	74	5	.	.	PUNCT
ap-9354	75	1	computational	computational	ADJ
ap-9354	75	2	methods	method	NOUN
ap-9354	75	3	and	and	CCONJ
ap-9354	75	4	domain	domain	NOUN
ap-9354	75	5	description	description	NOUN
ap-9354	75	6	in	in	ADP
ap-9354	75	7	this	this	DET
ap-9354	75	8	section	section	NOUN
ap-9354	75	9	,	,	PUNCT
ap-9354	75	10	we	we	PRON
ap-9354	75	11	focus	focus	VERB
ap-9354	75	12	on	on	ADP
ap-9354	75	13	computational	computational	ADJ
ap-9354	75	14	techniques	technique	NOUN
ap-9354	75	15	,	,	PUNCT
ap-9354	75	16	the	the	DET
ap-9354	75	17	specific	specific	ADJ
ap-9354	75	18	domain	domain	NOUN
ap-9354	75	19	under	under	ADP
ap-9354	75	20	consideration	consideration	NOUN
ap-9354	75	21	,	,	PUNCT
ap-9354	75	22	meshing	meshing	NOUN
ap-9354	75	23	,	,	PUNCT
ap-9354	75	24	and	and	CCONJ
ap-9354	75	25	the	the	DET
ap-9354	75	26	associated	associated	ADJ
ap-9354	75	27	spatial	spatial	ADJ
ap-9354	75	28	discretisation	discretisation	NOUN
ap-9354	75	29	error	error	NOUN
ap-9354	75	30	.	.	PUNCT
ap-9354	76	1	all	all	DET
ap-9354	76	2	calculations	calculation	NOUN
ap-9354	76	3	were	be	AUX
ap-9354	76	4	carried	carry	VERB
ap-9354	76	5	out	out	ADP
ap-9354	76	6	using	use	VERB
ap-9354	76	7	the	the	DET
ap-9354	76	8	ansys	ansys	PROPN
ap-9354	76	9	®	®	PROPN
ap-9354	76	10	fluent	fluent	ADJ
ap-9354	76	11	software	software	NOUN
ap-9354	76	12	,	,	PUNCT
ap-9354	76	13	using	use	VERB
ap-9354	76	14	fully	fully	ADV
ap-9354	76	15	structured	structured	ADJ
ap-9354	76	16	meshes	mesh	NOUN
ap-9354	76	17	generated	generate	VERB
ap-9354	76	18	through	through	ADP
ap-9354	76	19	the	the	DET
ap-9354	76	20	blockmesh	blockmesh	ADJ
ap-9354	76	21	utility	utility	NOUN
ap-9354	76	22	available	available	ADJ
ap-9354	76	23	in	in	ADP
ap-9354	76	24	the	the	DET
ap-9354	76	25	openfoam	openfoam	PROPN
ap-9354	76	26	®	®	NOUN
ap-9354	76	27	431	431	NUM
ap-9354	76	28	j.	j.	PROPN
ap-9354	76	29	pařez	pařez	NOUN
ap-9354	76	30	,	,	PUNCT
ap-9354	77	1	p.	p.	NOUN
ap-9354	77	2	kovář	kovář	PROPN
ap-9354	77	3	,	,	PUNCT
ap-9354	77	4	a.	a.	NOUN
ap-9354	77	5	tater	tater	NOUN
ap-9354	77	6	acta	acta	PROPN
ap-9354	77	7	polytechnica	polytechnica	PROPN
ap-9354	77	8	package	package	NOUN
ap-9354	77	9	.	.	PUNCT
ap-9354	78	1	the	the	DET
ap-9354	78	2	computational	computational	ADJ
ap-9354	78	3	mesh	mesh	NOUN
ap-9354	78	4	is	be	AUX
ap-9354	78	5	shown	show	VERB
ap-9354	78	6	in	in	ADP
ap-9354	78	7	figure	figure	NOUN
ap-9354	78	8	3	3	NUM
ap-9354	78	9	.	.	PUNCT
ap-9354	78	10	figure	figure	NOUN
ap-9354	78	11	3	3	NUM
ap-9354	78	12	.	.	PUNCT
ap-9354	78	13	computational	computational	ADJ
ap-9354	78	14	mesh	mesh	NOUN
ap-9354	78	15	with	with	ADP
ap-9354	78	16	detail	detail	NOUN
ap-9354	78	17	on	on	ADP
ap-9354	78	18	the	the	DET
ap-9354	78	19	refinement	refinement	NOUN
ap-9354	78	20	near	near	ADP
ap-9354	78	21	walls	wall	NOUN
ap-9354	78	22	.	.	PUNCT
ap-9354	79	1	in	in	ADP
ap-9354	79	2	order	order	NOUN
ap-9354	79	3	to	to	PART
ap-9354	79	4	effectively	effectively	ADV
ap-9354	79	5	model	model	VERB
ap-9354	79	6	turbulent	turbulent	ADJ
ap-9354	79	7	flow	flow	NOUN
ap-9354	79	8	in	in	ADP
ap-9354	79	9	practical	practical	ADJ
ap-9354	79	10	engineering	engineering	NOUN
ap-9354	79	11	scenarios	scenario	NOUN
ap-9354	79	12	,	,	PUNCT
ap-9354	79	13	the	the	DET
ap-9354	79	14	navier	navier	NOUN
ap-9354	79	15	-	-	PUNCT
ap-9354	79	16	stokes	stokes	PROPN
ap-9354	79	17	equations	equation	NOUN
ap-9354	79	18	necessitate	necessitate	ADJ
ap-9354	79	19	the	the	DET
ap-9354	79	20	implementation	implementation	NOUN
ap-9354	79	21	of	of	ADP
ap-9354	79	22	reynolds	reynold	NOUN
ap-9354	79	23	and	and	CCONJ
ap-9354	79	24	favres	favre	NOUN
ap-9354	79	25	averaging	average	VERB
ap-9354	79	26	.	.	PUNCT
ap-9354	80	1	this	this	DET
ap-9354	80	2	procedure	procedure	NOUN
ap-9354	80	3	results	result	VERB
ap-9354	80	4	in	in	ADP
ap-9354	80	5	the	the	DET
ap-9354	80	6	formulation	formulation	NOUN
ap-9354	80	7	of	of	ADP
ap-9354	80	8	the	the	DET
ap-9354	80	9	unsteady	unsteady	ADJ
ap-9354	80	10	reynolds	reynold	NOUN
ap-9354	80	11	-	-	PUNCT
ap-9354	80	12	averaged	average	VERB
ap-9354	80	13	navier	navier	NOUN
ap-9354	80	14	-	-	PUNCT
ap-9354	80	15	stokes	stokes	PROPN
ap-9354	80	16	(	(	PUNCT
ap-9354	80	17	urans	uran	NOUN
ap-9354	80	18	)	)	PUNCT
ap-9354	80	19	equations	equation	NOUN
ap-9354	80	20	,	,	PUNCT
ap-9354	80	21	as	as	SCONJ
ap-9354	80	22	elucidated	elucidate	VERB
ap-9354	80	23	by	by	ADP
ap-9354	80	24	wilcox	wilcox	PROPN
ap-9354	80	25	[	[	X
ap-9354	80	26	16	16	NUM
ap-9354	80	27	]	]	PUNCT
ap-9354	80	28	.	.	PUNCT
ap-9354	81	1	these	these	DET
ap-9354	81	2	urans	uran	NOUN
ap-9354	81	3	equations	equation	NOUN
ap-9354	81	4	encompass	encompass	VERB
ap-9354	81	5	the	the	DET
ap-9354	81	6	reynolds	reynolds	PROPN
ap-9354	81	7	stress	stress	PROPN
ap-9354	81	8	tensor	tensor	NOUN
ap-9354	81	9	,	,	PUNCT
ap-9354	81	10	necessitating	necessitate	VERB
ap-9354	81	11	a	a	DET
ap-9354	81	12	supplementary	supplementary	ADJ
ap-9354	81	13	closure	closure	NOUN
ap-9354	81	14	.	.	PUNCT
ap-9354	82	1	consequently	consequently	ADV
ap-9354	82	2	,	,	PUNCT
ap-9354	82	3	we	we	PRON
ap-9354	82	4	adopt	adopt	VERB
ap-9354	82	5	the	the	DET
ap-9354	82	6	two	two	NUM
ap-9354	82	7	-	-	PUNCT
ap-9354	82	8	equation	equation	NOUN
ap-9354	82	9	generalised	generalise	VERB
ap-9354	82	10	k	k	PROPN
ap-9354	82	11	−	−	PROPN
ap-9354	82	12	ω	ω	PROPN
ap-9354	82	13	(	(	PUNCT
ap-9354	82	14	geko	geko	ADJ
ap-9354	82	15	)	)	PUNCT
ap-9354	82	16	turbulence	turbulence	NOUN
ap-9354	82	17	model	model	NOUN
ap-9354	82	18	[	[	X
ap-9354	82	19	17	17	NUM
ap-9354	82	20	]	]	PUNCT
ap-9354	82	21	.	.	PUNCT
ap-9354	83	1	these	these	DET
ap-9354	83	2	equations	equation	NOUN
ap-9354	83	3	can	can	AUX
ap-9354	83	4	be	be	AUX
ap-9354	83	5	written	write	VERB
ap-9354	83	6	as	as	ADP
ap-9354	83	7	∂ρ	∂ρ	PROPN
ap-9354	83	8	∂t	∂t	PROPN
ap-9354	83	9	+	+	CCONJ
ap-9354	83	10	∇	∇	X
ap-9354	83	11	·	·	PUNCT
ap-9354	83	12	(	(	PUNCT
ap-9354	83	13	ρ	ρ	NOUN
ap-9354	83	14	#	#	NOUN
ap-9354	83	15	–	–	PUNCT
ap-9354	83	16	u	u	NOUN
ap-9354	83	17	)	)	PUNCT
ap-9354	83	18	=	=	SYM
ap-9354	83	19	0	0	NUM
ap-9354	83	20	,	,	PUNCT
ap-9354	83	21	∂(ρ	∂(ρ	NOUN
ap-9354	83	22	#	#	NOUN
ap-9354	83	23	–	–	PUNCT
ap-9354	83	24	u	u	NOUN
ap-9354	83	25	)	)	PUNCT
ap-9354	83	26	∂t	∂t	PROPN
ap-9354	83	27	+	+	CCONJ
ap-9354	83	28	∇	∇	X
ap-9354	83	29	·	·	PUNCT
ap-9354	83	30	(	(	PUNCT
ap-9354	83	31	ρ	ρ	NOUN
ap-9354	83	32	#	#	NOUN
ap-9354	83	33	–	–	PUNCT
ap-9354	83	34	u	u	NOUN
ap-9354	83	35	⊗	⊗	PROPN
ap-9354	83	36	#	#	NOUN
ap-9354	83	37	–	–	PUNCT
ap-9354	83	38	u	u	NOUN
ap-9354	83	39	)	)	PUNCT
ap-9354	83	40	+	+	CCONJ
ap-9354	84	1	∇p	∇p	ADV
ap-9354	84	2	−	−	PROPN
ap-9354	84	3	∇	∇	X
ap-9354	84	4	·	·	PUNCT
ap-9354	84	5	#	#	NOUN
ap-9354	84	6	–	–	PUNCT
ap-9354	84	7	#	#	SYM
ap-9354	84	8	–	–	PUNCT
ap-9354	84	9	τ	τ	X
ap-9354	84	10	=	=	SYM
ap-9354	84	11	ρ	ρ	PROPN
ap-9354	84	12	#	#	NOUN
ap-9354	84	13	–	–	PUNCT
ap-9354	84	14	g	g	NOUN
ap-9354	84	15	,	,	PUNCT
ap-9354	84	16	∂(ρe	∂(ρe	NOUN
ap-9354	84	17	)	)	PUNCT
ap-9354	85	1	∂t	∂t	PROPN
ap-9354	85	2	+	+	CCONJ
ap-9354	85	3	∇	∇	X
ap-9354	85	4	·	·	PUNCT
ap-9354	85	5	(	(	PUNCT
ap-9354	85	6	(	(	PUNCT
ap-9354	85	7	ρe	ρe	X
ap-9354	85	8	+	+	CCONJ
ap-9354	85	9	p	p	X
ap-9354	85	10	)	)	PUNCT
ap-9354	85	11	#	#	SYM
ap-9354	85	12	–	–	PUNCT
ap-9354	85	13	u	u	NOUN
ap-9354	85	14	−	−	NOUN
ap-9354	85	15	#	#	SYM
ap-9354	85	16	–	–	PUNCT
ap-9354	85	17	#	#	SYM
ap-9354	85	18	–	–	PUNCT
ap-9354	85	19	τ	τ	X
ap-9354	85	20	·	·	PUNCT
ap-9354	85	21	#	#	NOUN
ap-9354	85	22	–	–	PUNCT
ap-9354	85	23	u	u	NOUN
ap-9354	85	24	)	)	PUNCT
ap-9354	85	25	=	=	SYM
ap-9354	85	26	−∇	−∇	NOUN
ap-9354	85	27	·	·	PUNCT
ap-9354	85	28	#	#	NOUN
ap-9354	85	29	–	–	PUNCT
ap-9354	85	30	q	q	NOUN
ap-9354	85	31	,	,	PUNCT
ap-9354	85	32	(	(	PUNCT
ap-9354	85	33	2	2	X
ap-9354	85	34	)	)	PUNCT
ap-9354	85	35	where	where	SCONJ
ap-9354	85	36	the	the	DET
ap-9354	85	37	heat	heat	NOUN
ap-9354	85	38	flux	flux	NOUN
ap-9354	85	39	#	#	NOUN
ap-9354	85	40	–	–	PUNCT
ap-9354	85	41	q	q	PUNCT
ap-9354	85	42	is	be	AUX
ap-9354	85	43	composed	compose	VERB
ap-9354	85	44	of	of	ADP
ap-9354	85	45	the	the	DET
ap-9354	85	46	conduction	conduction	NOUN
ap-9354	85	47	part	part	NOUN
ap-9354	85	48	#	#	SYM
ap-9354	85	49	–	–	PUNCT
ap-9354	85	50	q	q	PROPN
ap-9354	85	51	c	c	NOUN
ap-9354	85	52	and	and	CCONJ
ap-9354	85	53	the	the	DET
ap-9354	85	54	radiation	radiation	NOUN
ap-9354	85	55	part	part	NOUN
ap-9354	85	56	#	#	NOUN
ap-9354	85	57	–	–	PUNCT
ap-9354	85	58	q	q	PROPN
ap-9354	85	59	r.	r.	NOUN
ap-9354	85	60	to	to	PART
ap-9354	85	61	address	address	VERB
ap-9354	85	62	the	the	DET
ap-9354	85	63	radiation	radiation	NOUN
ap-9354	85	64	part	part	NOUN
ap-9354	85	65	,	,	PUNCT
ap-9354	85	66	we	we	PRON
ap-9354	85	67	introduce	introduce	VERB
ap-9354	85	68	an	an	DET
ap-9354	85	69	extra	extra	ADJ
ap-9354	85	70	radiative	radiative	ADJ
ap-9354	85	71	transfer	transfer	NOUN
ap-9354	85	72	equation	equation	NOUN
ap-9354	85	73	into	into	ADP
ap-9354	85	74	the	the	DET
ap-9354	85	75	simulation	simulation	NOUN
ap-9354	85	76	.	.	PUNCT
ap-9354	86	1	given	give	VERB
ap-9354	86	2	that	that	SCONJ
ap-9354	86	3	the	the	DET
ap-9354	86	4	system	system	NOUN
ap-9354	86	5	pertains	pertain	VERB
ap-9354	86	6	to	to	ADP
ap-9354	86	7	surfaces	surface	NOUN
ap-9354	86	8	that	that	PRON
ap-9354	86	9	are	be	AUX
ap-9354	86	10	gray	gray	ADJ
ap-9354	86	11	and	and	CCONJ
ap-9354	86	12	diffuse	diffuse	VERB
ap-9354	86	13	,	,	PUNCT
ap-9354	86	14	the	the	DET
ap-9354	86	15	heat	heat	NOUN
ap-9354	86	16	exchange	exchange	NOUN
ap-9354	86	17	between	between	ADP
ap-9354	86	18	these	these	DET
ap-9354	86	19	surfaces	surface	NOUN
ap-9354	86	20	depends	depend	VERB
ap-9354	86	21	on	on	ADP
ap-9354	86	22	factors	factor	NOUN
ap-9354	86	23	such	such	ADJ
ap-9354	86	24	as	as	ADP
ap-9354	86	25	their	their	PRON
ap-9354	86	26	dimensions	dimension	NOUN
ap-9354	86	27	,	,	PUNCT
ap-9354	86	28	separation	separation	NOUN
ap-9354	86	29	distance	distance	NOUN
ap-9354	86	30	,	,	PUNCT
ap-9354	86	31	and	and	CCONJ
ap-9354	86	32	orientation	orientation	NOUN
ap-9354	86	33	.	.	PUNCT
ap-9354	87	1	moreover	moreover	ADV
ap-9354	87	2	,	,	PUNCT
ap-9354	87	3	we	we	PRON
ap-9354	87	4	consider	consider	VERB
ap-9354	87	5	processes	process	NOUN
ap-9354	87	6	like	like	ADP
ap-9354	87	7	absorption	absorption	NOUN
ap-9354	87	8	,	,	PUNCT
ap-9354	87	9	emission	emission	NOUN
ap-9354	87	10	,	,	PUNCT
ap-9354	87	11	and	and	CCONJ
ap-9354	87	12	scattering	scatter	VERB
ap-9354	87	13	of	of	ADP
ap-9354	87	14	radiation	radiation	NOUN
ap-9354	87	15	.	.	PUNCT
ap-9354	88	1	in	in	ADP
ap-9354	88	2	this	this	DET
ap-9354	88	3	context	context	NOUN
ap-9354	88	4	,	,	PUNCT
ap-9354	88	5	we	we	PRON
ap-9354	88	6	implement	implement	VERB
ap-9354	88	7	the	the	DET
ap-9354	88	8	discrete	discrete	ADJ
ap-9354	88	9	ordinates	ordinate	NOUN
ap-9354	88	10	(	(	PUNCT
ap-9354	88	11	do	do	AUX
ap-9354	88	12	)	)	PUNCT
ap-9354	88	13	radiation	radiation	NOUN
ap-9354	88	14	model	model	NOUN
ap-9354	88	15	[	[	X
ap-9354	88	16	18	18	NUM
ap-9354	88	17	]	]	PUNCT
ap-9354	88	18	.	.	PUNCT
ap-9354	89	1	this	this	PRON
ap-9354	89	2	results	result	VERB
ap-9354	89	3	in	in	ADP
ap-9354	89	4	a	a	DET
ap-9354	89	5	system	system	NOUN
ap-9354	89	6	of	of	ADP
ap-9354	89	7	seven	seven	NUM
ap-9354	89	8	partial	partial	ADJ
ap-9354	89	9	differential	differential	NOUN
ap-9354	89	10	equations	equation	NOUN
ap-9354	89	11	.	.	PUNCT
ap-9354	90	1	four	four	NUM
ap-9354	90	2	of	of	ADP
ap-9354	90	3	these	these	DET
ap-9354	90	4	equations	equation	NOUN
ap-9354	90	5	come	come	VERB
ap-9354	90	6	from	from	ADP
ap-9354	90	7	system	system	NOUN
ap-9354	90	8	(	(	PUNCT
ap-9354	90	9	2	2	NUM
ap-9354	90	10	)	)	PUNCT
ap-9354	90	11	,	,	PUNCT
ap-9354	90	12	another	another	DET
ap-9354	90	13	two	two	NUM
ap-9354	90	14	equations	equation	NOUN
ap-9354	90	15	modelling	model	VERB
ap-9354	90	16	the	the	DET
ap-9354	90	17	transport	transport	NOUN
ap-9354	90	18	of	of	ADP
ap-9354	90	19	turbulent	turbulent	ADJ
ap-9354	90	20	kinetic	kinetic	ADJ
ap-9354	90	21	energy	energy	NOUN
ap-9354	90	22	and	and	CCONJ
ap-9354	90	23	the	the	DET
ap-9354	90	24	specific	specific	ADJ
ap-9354	90	25	dissipation	dissipation	NOUN
ap-9354	90	26	of	of	ADP
ap-9354	90	27	turbulent	turbulent	ADJ
ap-9354	90	28	kinetic	kinetic	ADJ
ap-9354	90	29	energy	energy	NOUN
ap-9354	90	30	come	come	VERB
ap-9354	90	31	from	from	ADP
ap-9354	90	32	the	the	DET
ap-9354	90	33	turbulence	turbulence	NOUN
ap-9354	90	34	model	model	NOUN
ap-9354	90	35	and	and	CCONJ
ap-9354	90	36	the	the	DET
ap-9354	90	37	last	last	ADJ
ap-9354	90	38	equation	equation	NOUN
ap-9354	90	39	models	model	VERB
ap-9354	90	40	the	the	DET
ap-9354	90	41	radiation	radiation	NOUN
ap-9354	90	42	.	.	PUNCT
ap-9354	91	1	to	to	PART
ap-9354	91	2	finally	finally	ADV
ap-9354	91	3	close	close	VERB
ap-9354	91	4	the	the	DET
ap-9354	91	5	governing	govern	VERB
ap-9354	91	6	equations	equation	NOUN
ap-9354	91	7	modelling	model	VERB
ap-9354	91	8	the	the	DET
ap-9354	91	9	natural	natural	ADJ
ap-9354	91	10	convection	convection	NOUN
ap-9354	91	11	as	as	SCONJ
ap-9354	91	12	discussed	discuss	VERB
ap-9354	91	13	earlier	early	ADV
ap-9354	91	14	,	,	PUNCT
ap-9354	91	15	we	we	PRON
ap-9354	91	16	can	can	AUX
ap-9354	91	17	use	use	VERB
ap-9354	91	18	a	a	DET
ap-9354	91	19	selection	selection	NOUN
ap-9354	91	20	of	of	ADP
ap-9354	91	21	equations	equation	NOUN
ap-9354	91	22	of	of	ADP
ap-9354	91	23	state	state	NOUN
ap-9354	91	24	.	.	PUNCT
ap-9354	92	1	one	one	NUM
ap-9354	92	2	such	such	ADJ
ap-9354	92	3	approach	approach	NOUN
ap-9354	92	4	is	be	AUX
ap-9354	92	5	the	the	DET
ap-9354	92	6	boussinesq	boussinesq	ADJ
ap-9354	92	7	approximation	approximation	NOUN
ap-9354	92	8	[	[	X
ap-9354	92	9	19	19	NUM
ap-9354	92	10	]	]	PUNCT
ap-9354	92	11	,	,	PUNCT
ap-9354	92	12	which	which	PRON
ap-9354	92	13	postulates	postulate	VERB
ap-9354	92	14	that	that	SCONJ
ap-9354	92	15	density	density	NOUN
ap-9354	92	16	is	be	AUX
ap-9354	92	17	contingent	contingent	ADJ
ap-9354	92	18	upon	upon	SCONJ
ap-9354	92	19	temperature	temperature	NOUN
ap-9354	92	20	in	in	ADP
ap-9354	92	21	the	the	DET
ap-9354	92	22	following	follow	VERB
ap-9354	92	23	manner	manner	NOUN
ap-9354	92	24	ρ	ρ	PROPN
ap-9354	93	1	≈	≈	PROPN
ap-9354	93	2	ρ0	ρ0	PROPN
ap-9354	93	3	+	+	PROPN
ap-9354	93	4	∂ρ	∂ρ	PROPN
ap-9354	93	5	∂t	∂t	PROPN
ap-9354	93	6	∣∣∣∣	∣∣∣∣	PROPN
ap-9354	93	7	t0	t0	PROPN
ap-9354	93	8	(	(	PUNCT
ap-9354	93	9	t	t	PROPN
ap-9354	93	10	−	−	PROPN
ap-9354	93	11	t0	t0	PROPN
ap-9354	93	12	)	)	PUNCT
ap-9354	93	13	.	.	PUNCT
ap-9354	94	1	(	(	PUNCT
ap-9354	94	2	3	3	X
ap-9354	94	3	)	)	PUNCT
ap-9354	94	4	in	in	ADP
ap-9354	94	5	certain	certain	ADJ
ap-9354	94	6	cases	case	NOUN
ap-9354	94	7	,	,	PUNCT
ap-9354	94	8	this	this	DET
ap-9354	94	9	method	method	NOUN
ap-9354	94	10	loses	lose	VERB
ap-9354	94	11	its	its	PRON
ap-9354	94	12	validity	validity	NOUN
ap-9354	94	13	,	,	PUNCT
ap-9354	94	14	particularly	particularly	ADV
ap-9354	94	15	when	when	SCONJ
ap-9354	94	16	dealing	deal	VERB
ap-9354	94	17	with	with	ADP
ap-9354	94	18	substantial	substantial	ADJ
ap-9354	94	19	temperature	temperature	NOUN
ap-9354	94	20	differentials	differential	NOUN
ap-9354	94	21	where	where	SCONJ
ap-9354	94	22	linearisation	linearisation	NOUN
ap-9354	94	23	becomes	become	VERB
ap-9354	94	24	inadequate	inadequate	ADJ
ap-9354	94	25	.	.	PUNCT
ap-9354	95	1	in	in	ADP
ap-9354	95	2	such	such	ADJ
ap-9354	95	3	instances	instance	NOUN
ap-9354	95	4	,	,	PUNCT
ap-9354	95	5	a	a	DET
ap-9354	95	6	more	more	ADV
ap-9354	95	7	precise	precise	ADJ
ap-9354	95	8	approach	approach	NOUN
ap-9354	95	9	is	be	AUX
ap-9354	95	10	employed	employ	VERB
ap-9354	95	11	to	to	PART
ap-9354	95	12	ascertain	ascertain	VERB
ap-9354	95	13	the	the	DET
ap-9354	95	14	relationship	relationship	NOUN
ap-9354	95	15	between	between	ADP
ap-9354	95	16	the	the	DET
ap-9354	95	17	density	density	NOUN
ap-9354	95	18	and	and	CCONJ
ap-9354	95	19	the	the	DET
ap-9354	95	20	temperature	temperature	NOUN
ap-9354	95	21	.	.	PUNCT
ap-9354	96	1	an	an	DET
ap-9354	96	2	appropriate	appropriate	ADJ
ap-9354	96	3	closure	closure	NOUN
ap-9354	96	4	formula	formula	NOUN
ap-9354	96	5	for	for	ADP
ap-9354	96	6	describing	describe	VERB
ap-9354	96	7	natural	natural	ADJ
ap-9354	96	8	convection	convection	NOUN
ap-9354	96	9	with	with	ADP
ap-9354	96	10	significant	significant	ADJ
ap-9354	96	11	temperature	temperature	NOUN
ap-9354	96	12	gradients	gradient	NOUN
ap-9354	96	13	,	,	PUNCT
ap-9354	96	14	as	as	SCONJ
ap-9354	96	15	outlined	outline	VERB
ap-9354	96	16	in	in	ADP
ap-9354	96	17	the	the	DET
ap-9354	96	18	work	work	NOUN
ap-9354	96	19	by	by	ADP
ap-9354	96	20	mayeli	mayeli	NOUN
ap-9354	96	21	[	[	X
ap-9354	96	22	20	20	NUM
ap-9354	96	23	]	]	PUNCT
ap-9354	96	24	,	,	PUNCT
ap-9354	96	25	involves	involve	VERB
ap-9354	96	26	the	the	DET
ap-9354	96	27	utilisation	utilisation	NOUN
ap-9354	96	28	of	of	ADP
ap-9354	96	29	the	the	DET
ap-9354	96	30	weakly	weakly	ADJ
ap-9354	96	31	compressible	compressible	ADJ
ap-9354	96	32	gas	gas	NOUN
ap-9354	96	33	equation	equation	NOUN
ap-9354	96	34	of	of	ADP
ap-9354	96	35	state	state	NOUN
ap-9354	96	36	,	,	PUNCT
ap-9354	96	37	which	which	PRON
ap-9354	96	38	is	be	AUX
ap-9354	96	39	defined	define	VERB
ap-9354	96	40	as	as	SCONJ
ap-9354	96	41	follows	follow	VERB
ap-9354	96	42	ρ	ρ	PROPN
ap-9354	96	43	=	=	SYM
ap-9354	96	44	pref	pref	PROPN
ap-9354	96	45	rt	rt	PROPN
ap-9354	96	46	,	,	PUNCT
ap-9354	96	47	(	(	PUNCT
ap-9354	96	48	4	4	X
ap-9354	96	49	)	)	PUNCT
ap-9354	97	1	where	where	SCONJ
ap-9354	97	2	pref	pref	NOUN
ap-9354	97	3	=	=	PUNCT
ap-9354	97	4	101	101	NUM
ap-9354	97	5	325	325	NUM
ap-9354	97	6	pa	pa	PROPN
ap-9354	97	7	is	be	AUX
ap-9354	97	8	the	the	DET
ap-9354	97	9	reference	reference	NOUN
ap-9354	97	10	pressure	pressure	NOUN
ap-9354	97	11	,	,	PUNCT
ap-9354	97	12	which	which	PRON
ap-9354	97	13	stays	stay	VERB
ap-9354	97	14	constant	constant	ADJ
ap-9354	97	15	throughout	throughout	ADP
ap-9354	97	16	the	the	DET
ap-9354	97	17	simulation	simulation	NOUN
ap-9354	97	18	.	.	PUNCT
ap-9354	98	1	therefore	therefore	ADV
ap-9354	98	2	,	,	PUNCT
ap-9354	98	3	density	density	NOUN
ap-9354	98	4	ρ	ρ	PROPN
ap-9354	98	5	is	be	AUX
ap-9354	98	6	only	only	ADV
ap-9354	98	7	a	a	DET
ap-9354	98	8	function	function	NOUN
ap-9354	98	9	of	of	ADP
ap-9354	98	10	temperature	temperature	NOUN
ap-9354	98	11	.	.	PUNCT
ap-9354	99	1	this	this	DET
ap-9354	99	2	equation	equation	NOUN
ap-9354	99	3	of	of	ADP
ap-9354	99	4	state	state	NOUN
ap-9354	99	5	was	be	AUX
ap-9354	99	6	used	use	VERB
ap-9354	99	7	in	in	ADP
ap-9354	99	8	all	all	DET
ap-9354	99	9	simulations	simulation	NOUN
ap-9354	99	10	.	.	PUNCT
ap-9354	100	1	for	for	ADP
ap-9354	100	2	the	the	DET
ap-9354	100	3	solution	solution	NOUN
ap-9354	100	4	of	of	ADP
ap-9354	100	5	the	the	DET
ap-9354	100	6	equations	equation	NOUN
ap-9354	100	7	governing	govern	VERB
ap-9354	100	8	natural	natural	ADJ
ap-9354	100	9	convection	convection	NOUN
ap-9354	100	10	including	include	VERB
ap-9354	100	11	turbulence	turbulence	NOUN
ap-9354	100	12	and	and	CCONJ
ap-9354	100	13	radiation	radiation	NOUN
ap-9354	100	14	as	as	SCONJ
ap-9354	100	15	described	describe	VERB
ap-9354	100	16	earlier	early	ADV
ap-9354	100	17	,	,	PUNCT
ap-9354	100	18	we	we	PRON
ap-9354	100	19	opted	opt	VERB
ap-9354	100	20	for	for	ADP
ap-9354	100	21	the	the	DET
ap-9354	100	22	finite	finite	PROPN
ap-9354	100	23	volume	volume	NOUN
ap-9354	100	24	method	method	NOUN
ap-9354	100	25	.	.	PUNCT
ap-9354	101	1	within	within	ADP
ap-9354	101	2	this	this	DET
ap-9354	101	3	ansys	ansys	PROPN
ap-9354	101	4	®	®	NOUN
ap-9354	101	5	fluent	fluent	ADJ
ap-9354	101	6	framework	framework	NOUN
ap-9354	101	7	,	,	PUNCT
ap-9354	101	8	we	we	PRON
ap-9354	101	9	have	have	AUX
ap-9354	101	10	chosen	choose	VERB
ap-9354	101	11	the	the	DET
ap-9354	101	12	pressure	pressure	NOUN
ap-9354	101	13	-	-	PUNCT
ap-9354	101	14	based	base	VERB
ap-9354	101	15	approach	approach	NOUN
ap-9354	101	16	using	use	VERB
ap-9354	101	17	the	the	DET
ap-9354	101	18	rhi	rhi	PROPN
ap-9354	101	19	-	-	PUNCT
ap-9354	101	20	chow	chow	PROPN
ap-9354	101	21	numerical	numerical	PROPN
ap-9354	101	22	flux	flux	PROPN
ap-9354	102	1	[	[	X
ap-9354	102	2	21	21	NUM
ap-9354	102	3	]	]	X
ap-9354	102	4	,	,	PUNCT
ap-9354	102	5	over	over	ADP
ap-9354	102	6	the	the	DET
ap-9354	102	7	density	density	NOUN
ap-9354	102	8	-	-	PUNCT
ap-9354	102	9	based	base	VERB
ap-9354	102	10	approach	approach	NOUN
ap-9354	102	11	which	which	PRON
ap-9354	102	12	uses	use	VERB
ap-9354	102	13	numerical	numerical	ADJ
ap-9354	102	14	fluxes	flux	NOUN
ap-9354	102	15	from	from	ADP
ap-9354	102	16	ausm	ausm	PROPN
ap-9354	102	17	[	[	X
ap-9354	102	18	22	22	NUM
ap-9354	102	19	]	]	PUNCT
ap-9354	102	20	,	,	PUNCT
ap-9354	102	21	hll	hll	PROPN
ap-9354	103	1	[	[	X
ap-9354	103	2	23	23	NUM
ap-9354	103	3	]	]	PUNCT
ap-9354	103	4	or	or	CCONJ
ap-9354	103	5	rotated	rotate	VERB
ap-9354	103	6	-	-	PUNCT
ap-9354	103	7	hybrid	hybrid	ADJ
ap-9354	103	8	[	[	NOUN
ap-9354	103	9	24	24	NUM
ap-9354	103	10	]	]	PUNCT
ap-9354	103	11	riemann	riemann	PROPN
ap-9354	103	12	solver	solver	PROPN
ap-9354	103	13	families	family	NOUN
ap-9354	103	14	.	.	PUNCT
ap-9354	104	1	next	next	ADV
ap-9354	104	2	,	,	PUNCT
ap-9354	104	3	a	a	DET
ap-9354	104	4	“	"	PUNCT
ap-9354	104	5	coupled	couple	VERB
ap-9354	104	6	”	"	PUNCT
ap-9354	104	7	.	.	PUNCT
ap-9354	105	1	scheme	scheme	NOUN
ap-9354	105	2	was	be	AUX
ap-9354	105	3	applied	apply	VERB
ap-9354	105	4	to	to	PART
ap-9354	105	5	handle	handle	VERB
ap-9354	105	6	the	the	DET
ap-9354	105	7	pressure	pressure	NOUN
ap-9354	105	8	-	-	PUNCT
ap-9354	105	9	velocity	velocity	NOUN
ap-9354	105	10	coupling	coupling	NOUN
ap-9354	105	11	.	.	PUNCT
ap-9354	106	1	gradients	gradient	NOUN
ap-9354	106	2	were	be	AUX
ap-9354	106	3	calculated	calculate	VERB
ap-9354	106	4	using	use	VERB
ap-9354	106	5	the	the	DET
ap-9354	106	6	cell	cell	NOUN
ap-9354	106	7	-	-	PUNCT
ap-9354	106	8	based	base	VERB
ap-9354	106	9	least	least	ADJ
ap-9354	106	10	squares	square	NOUN
ap-9354	106	11	approach	approach	NOUN
ap-9354	106	12	.	.	PUNCT
ap-9354	107	1	throughout	throughout	ADP
ap-9354	107	2	the	the	DET
ap-9354	107	3	simulations	simulation	NOUN
ap-9354	107	4	,	,	PUNCT
ap-9354	107	5	all	all	DET
ap-9354	107	6	spatial	spatial	ADJ
ap-9354	107	7	discretisation	discretisation	NOUN
ap-9354	107	8	schemes	scheme	NOUN
ap-9354	107	9	were	be	AUX
ap-9354	107	10	configured	configure	VERB
ap-9354	107	11	to	to	PART
ap-9354	107	12	achieve	achieve	VERB
ap-9354	107	13	second	second	ADJ
ap-9354	107	14	-	-	PUNCT
ap-9354	107	15	order	order	NOUN
ap-9354	107	16	accuracy	accuracy	NOUN
ap-9354	107	17	.	.	PUNCT
ap-9354	108	1	furthermore	furthermore	ADV
ap-9354	108	2	,	,	PUNCT
ap-9354	108	3	we	we	PRON
ap-9354	108	4	employed	employ	VERB
ap-9354	108	5	a	a	DET
ap-9354	108	6	second	second	ADJ
ap-9354	108	7	-	-	PUNCT
ap-9354	108	8	order	order	NOUN
ap-9354	108	9	implicit	implicit	ADJ
ap-9354	108	10	pseudo	pseudo	NOUN
ap-9354	108	11	transient	transient	NOUN
ap-9354	108	12	time	time	NOUN
ap-9354	108	13	formulation	formulation	NOUN
ap-9354	108	14	.	.	PUNCT
ap-9354	109	1	all	all	DET
ap-9354	109	2	simulations	simulation	NOUN
ap-9354	109	3	were	be	AUX
ap-9354	109	4	performed	perform	VERB
ap-9354	109	5	until	until	SCONJ
ap-9354	109	6	steady	steady	ADJ
ap-9354	109	7	states	state	NOUN
ap-9354	109	8	were	be	AUX
ap-9354	109	9	reached	reach	VERB
ap-9354	109	10	.	.	PUNCT
ap-9354	110	1	the	the	DET
ap-9354	110	2	schematically	schematically	NOUN
ap-9354	110	3	pictured	picture	VERB
ap-9354	110	4	computational	computational	ADJ
ap-9354	110	5	task	task	NOUN
ap-9354	110	6	can	can	AUX
ap-9354	110	7	be	be	AUX
ap-9354	110	8	seen	see	VERB
ap-9354	110	9	in	in	ADP
ap-9354	110	10	figure	figure	NOUN
ap-9354	110	11	4	4	NUM
ap-9354	110	12	.	.	PUNCT
ap-9354	111	1	this	this	DET
ap-9354	111	2	representation	representation	NOUN
ap-9354	111	3	is	be	AUX
ap-9354	111	4	misleading	mislead	VERB
ap-9354	111	5	in	in	ADP
ap-9354	111	6	terms	term	NOUN
ap-9354	111	7	of	of	ADP
ap-9354	111	8	dimensions	dimension	NOUN
ap-9354	111	9	.	.	PUNCT
ap-9354	112	1	in	in	ADP
ap-9354	112	2	reality	reality	NOUN
ap-9354	112	3	,	,	PUNCT
ap-9354	112	4	the	the	DET
ap-9354	112	5	side	side	NOUN
ap-9354	112	6	of	of	ADP
ap-9354	112	7	the	the	DET
ap-9354	112	8	square	square	NOUN
ap-9354	112	9	is	be	AUX
ap-9354	112	10	approximately	approximately	ADV
ap-9354	112	11	12	12	NUM
ap-9354	112	12	times	time	NOUN
ap-9354	112	13	greater	great	ADJ
ap-9354	112	14	than	than	ADP
ap-9354	112	15	the	the	DET
ap-9354	112	16	large	large	ADJ
ap-9354	112	17	diameter	diameter	NOUN
ap-9354	112	18	of	of	ADP
ap-9354	112	19	the	the	DET
ap-9354	112	20	outer	outer	ADJ
ap-9354	112	21	tube	tube	NOUN
ap-9354	112	22	.	.	PUNCT
ap-9354	113	1	tubes	tube	NOUN
ap-9354	113	2	’	'	PUNCT
ap-9354	113	3	thicknesses	thickness	NOUN
ap-9354	113	4	are	be	AUX
ap-9354	113	5	also	also	ADV
ap-9354	113	6	enlarged	enlarge	VERB
ap-9354	113	7	in	in	ADP
ap-9354	113	8	figure	figure	NOUN
ap-9354	113	9	4	4	NUM
ap-9354	113	10	.	.	PUNCT
ap-9354	113	11	figure	figure	VERB
ap-9354	113	12	4	4	NUM
ap-9354	113	13	.	.	PUNCT
ap-9354	114	1	schematic	schematic	ADJ
ap-9354	114	2	computational	computational	ADJ
ap-9354	114	3	domains	domain	NOUN
ap-9354	114	4	with	with	ADP
ap-9354	114	5	marked	mark	VERB
ap-9354	114	6	boundary	boundary	ADJ
ap-9354	114	7	conditions	condition	NOUN
ap-9354	114	8	.	.	PUNCT
ap-9354	115	1	432	432	NUM
ap-9354	115	2	vol	vol	NOUN
ap-9354	115	3	.	.	PUNCT
ap-9354	115	4	63	63	NUM
ap-9354	115	5	no	no	NOUN
ap-9354	115	6	.	.	PUNCT
ap-9354	116	1	6/2023	6/2023	NUM
ap-9354	116	2	prediction	prediction	NOUN
ap-9354	116	3	of	of	ADP
ap-9354	116	4	temperature	temperature	NOUN
ap-9354	116	5	distribution	distribution	NOUN
ap-9354	116	6	in	in	ADP
ap-9354	116	7	a	a	DET
ap-9354	116	8	gas	gas	NOUN
ap-9354	116	9	turbine	turbine	NOUN
ap-9354	116	10	using	use	VERB
ap-9354	116	11	a	a	DET
ap-9354	116	12	honn	honn	NOUN
ap-9354	116	13	the	the	DET
ap-9354	116	14	whole	whole	ADJ
ap-9354	116	15	computational	computational	ADJ
ap-9354	116	16	task	task	NOUN
ap-9354	116	17	is	be	AUX
ap-9354	116	18	composed	compose	VERB
ap-9354	116	19	of	of	ADP
ap-9354	116	20	four	four	NUM
ap-9354	116	21	subdomains	subdomain	NOUN
ap-9354	116	22	.	.	PUNCT
ap-9354	117	1	two	two	NUM
ap-9354	117	2	of	of	ADP
ap-9354	117	3	them	they	PRON
ap-9354	117	4	,	,	PUNCT
ap-9354	117	5	coloured	coloured	ADJ
ap-9354	117	6	blue	blue	NOUN
ap-9354	117	7	,	,	PUNCT
ap-9354	117	8	model	model	NOUN
ap-9354	117	9	air	air	NOUN
ap-9354	117	10	as	as	ADP
ap-9354	117	11	a	a	DET
ap-9354	117	12	fluid	fluid	NOUN
ap-9354	117	13	.	.	PUNCT
ap-9354	118	1	the	the	DET
ap-9354	118	2	other	other	ADJ
ap-9354	118	3	two	two	NUM
ap-9354	118	4	,	,	PUNCT
ap-9354	118	5	coloured	colour	VERB
ap-9354	118	6	in	in	ADP
ap-9354	118	7	grey	grey	PROPN
ap-9354	118	8	,	,	PUNCT
ap-9354	118	9	model	model	NOUN
ap-9354	118	10	steel	steel	NOUN
ap-9354	118	11	tubes	tube	NOUN
ap-9354	118	12	as	as	ADP
ap-9354	118	13	a	a	DET
ap-9354	118	14	solid	solid	NOUN
ap-9354	118	15	.	.	PUNCT
ap-9354	119	1	these	these	DET
ap-9354	119	2	subdomains	subdomain	NOUN
ap-9354	119	3	are	be	AUX
ap-9354	119	4	connected	connect	VERB
ap-9354	119	5	with	with	ADP
ap-9354	119	6	coupled	couple	VERB
ap-9354	119	7	walls	wall	NOUN
ap-9354	119	8	and	and	CCONJ
ap-9354	119	9	the	the	DET
ap-9354	119	10	heat	heat	NOUN
ap-9354	119	11	conduction	conduction	NOUN
ap-9354	119	12	through	through	ADP
ap-9354	119	13	the	the	DET
ap-9354	119	14	tubes	tube	NOUN
ap-9354	119	15	is	be	AUX
ap-9354	119	16	fully	fully	ADV
ap-9354	119	17	modelled	model	VERB
ap-9354	119	18	.	.	PUNCT
ap-9354	120	1	the	the	DET
ap-9354	120	2	square	square	ADV
ap-9354	120	3	-	-	PUNCT
ap-9354	120	4	shaped	shape	VERB
ap-9354	120	5	subdomain	subdomain	NOUN
ap-9354	120	6	represents	represent	VERB
ap-9354	120	7	the	the	DET
ap-9354	120	8	atmosphere	atmosphere	NOUN
ap-9354	120	9	with	with	ADP
ap-9354	120	10	inlet	inlet	NOUN
ap-9354	120	11	and	and	CCONJ
ap-9354	120	12	outlet	outlet	NOUN
ap-9354	120	13	boundary	boundary	ADJ
ap-9354	120	14	conditions	condition	NOUN
ap-9354	120	15	.	.	PUNCT
ap-9354	121	1	the	the	DET
ap-9354	121	2	variables	variable	NOUN
ap-9354	121	3	prescribed	prescribe	VERB
ap-9354	121	4	at	at	ADP
ap-9354	121	5	the	the	DET
ap-9354	121	6	inlet	inlet	NOUN
ap-9354	121	7	were	be	AUX
ap-9354	121	8	the	the	DET
ap-9354	121	9	total	total	ADJ
ap-9354	121	10	pressure	pressure	NOUN
ap-9354	121	11	,	,	PUNCT
ap-9354	121	12	temperature	temperature	NOUN
ap-9354	121	13	,	,	PUNCT
ap-9354	121	14	and	and	CCONJ
ap-9354	121	15	angle	angle	NOUN
ap-9354	121	16	of	of	ADP
ap-9354	121	17	the	the	DET
ap-9354	121	18	velocity	velocity	NOUN
ap-9354	121	19	vector	vector	NOUN
ap-9354	121	20	,	,	PUNCT
ap-9354	121	21	101	101	NUM
ap-9354	121	22	325	325	NUM
ap-9354	121	23	pa	pa	PROPN
ap-9354	121	24	,	,	PUNCT
ap-9354	121	25	293.15	293.15	NUM
ap-9354	121	26	k	k	NOUN
ap-9354	121	27	,	,	PUNCT
ap-9354	121	28	and	and	CCONJ
ap-9354	121	29	perpendicular	perpendicular	ADJ
ap-9354	121	30	to	to	ADP
ap-9354	121	31	the	the	DET
ap-9354	121	32	boundary	boundary	NOUN
ap-9354	121	33	,	,	PUNCT
ap-9354	121	34	respectively	respectively	ADV
ap-9354	121	35	.	.	PUNCT
ap-9354	122	1	the	the	DET
ap-9354	122	2	variable	variable	NOUN
ap-9354	122	3	prescribed	prescribe	VERB
ap-9354	122	4	at	at	ADP
ap-9354	122	5	the	the	DET
ap-9354	122	6	outlet	outlet	NOUN
ap-9354	122	7	was	be	AUX
ap-9354	122	8	the	the	DET
ap-9354	122	9	static	static	ADJ
ap-9354	122	10	pressure	pressure	NOUN
ap-9354	122	11	with	with	ADP
ap-9354	122	12	a	a	DET
ap-9354	122	13	value	value	NOUN
ap-9354	122	14	of	of	ADP
ap-9354	122	15	101	101	NUM
ap-9354	122	16	325	325	NUM
ap-9354	122	17	pa	pa	PROPN
ap-9354	122	18	.	.	PUNCT
ap-9354	123	1	constant	constant	ADJ
ap-9354	123	2	temperature	temperature	NOUN
ap-9354	123	3	td1	td1	PROPN
ap-9354	123	4	was	be	AUX
ap-9354	123	5	prescribed	prescribe	VERB
ap-9354	123	6	at	at	ADP
ap-9354	123	7	the	the	DET
ap-9354	123	8	inner	inner	ADJ
ap-9354	123	9	edge	edge	NOUN
ap-9354	123	10	of	of	ADP
ap-9354	123	11	the	the	DET
ap-9354	123	12	inner	inner	ADJ
ap-9354	123	13	tube	tube	NOUN
ap-9354	123	14	.	.	PUNCT
ap-9354	124	1	zero	zero	NUM
ap-9354	124	2	velocity	velocity	NOUN
ap-9354	124	3	magnitude	magnitude	NOUN
ap-9354	124	4	was	be	AUX
ap-9354	124	5	also	also	ADV
ap-9354	124	6	specified	specify	VERB
ap-9354	124	7	on	on	ADP
ap-9354	124	8	all	all	DET
ap-9354	124	9	walls	wall	NOUN
ap-9354	124	10	.	.	PUNCT
ap-9354	125	1	the	the	DET
ap-9354	125	2	distribution	distribution	NOUN
ap-9354	125	3	of	of	ADP
ap-9354	125	4	the	the	DET
ap-9354	125	5	temperature	temperature	NOUN
ap-9354	125	6	and	and	CCONJ
ap-9354	125	7	velocity	velocity	NOUN
ap-9354	125	8	magnitude	magnitude	NOUN
ap-9354	125	9	field	field	NOUN
ap-9354	125	10	calculated	calculate	VERB
ap-9354	125	11	using	use	VERB
ap-9354	125	12	cfd	cfd	NOUN
ap-9354	125	13	in	in	ADP
ap-9354	125	14	the	the	DET
ap-9354	125	15	single	single	ADJ
ap-9354	125	16	annulus	annulus	NOUN
ap-9354	125	17	due	due	ADP
ap-9354	125	18	to	to	ADP
ap-9354	125	19	natural	natural	ADJ
ap-9354	125	20	convection	convection	NOUN
ap-9354	125	21	and	and	CCONJ
ap-9354	125	22	radiation	radiation	NOUN
ap-9354	125	23	is	be	AUX
ap-9354	125	24	shown	show	VERB
ap-9354	125	25	in	in	ADP
ap-9354	125	26	figure	figure	NOUN
ap-9354	125	27	5	5	NUM
ap-9354	125	28	and	and	CCONJ
ap-9354	125	29	figure	figure	VERB
ap-9354	125	30	6	6	NUM
ap-9354	125	31	.	.	PUNCT
ap-9354	125	32	figure	figure	NOUN
ap-9354	125	33	5	5	NUM
ap-9354	125	34	.	.	PUNCT
ap-9354	125	35	temperature	temperature	NOUN
ap-9354	125	36	field	field	NOUN
ap-9354	125	37	distribution	distribution	NOUN
ap-9354	125	38	for	for	ADP
ap-9354	125	39	case	case	NOUN
ap-9354	125	40	d1	d1	NOUN
ap-9354	125	41	/	/	SYM
ap-9354	125	42	d2	d2	NOUN
ap-9354	125	43	=	=	SYM
ap-9354	125	44	0.5	0.5	NUM
ap-9354	125	45	,	,	PUNCT
ap-9354	125	46	t2	t2	NOUN
ap-9354	125	47	=	=	SYM
ap-9354	125	48	1	1	NUM
ap-9354	125	49	mm	mm	NOUN
ap-9354	125	50	,	,	PUNCT
ap-9354	125	51	td1	td1	PROPN
ap-9354	125	52	=	=	SYM
ap-9354	125	53	973.15	973.15	NUM
ap-9354	125	54	k.	k.	NOUN
ap-9354	125	55	figure	figure	NOUN
ap-9354	125	56	6	6	NUM
ap-9354	125	57	.	.	PUNCT
ap-9354	125	58	velocity	velocity	NOUN
ap-9354	125	59	magnitude	magnitude	NOUN
ap-9354	125	60	field	field	NOUN
ap-9354	125	61	distribution	distribution	NOUN
ap-9354	125	62	for	for	ADP
ap-9354	125	63	case	case	NOUN
ap-9354	125	64	d1	d1	NOUN
ap-9354	125	65	/	/	SYM
ap-9354	125	66	d2	d2	NOUN
ap-9354	125	67	=	=	SYM
ap-9354	125	68	0.5	0.5	NUM
ap-9354	125	69	,	,	PUNCT
ap-9354	125	70	t2	t2	NOUN
ap-9354	125	71	=	=	SYM
ap-9354	125	72	1	1	NUM
ap-9354	125	73	mm	mm	NOUN
ap-9354	125	74	,	,	PUNCT
ap-9354	125	75	td1	td1	PROPN
ap-9354	125	76	=	=	SYM
ap-9354	126	1	973.15	973.15	NUM
ap-9354	126	2	k.	k.	NOUN
ap-9354	126	3	2.3.1	2.3.1	NUM
ap-9354	126	4	.	.	PUNCT
ap-9354	126	5	grid	grid	NOUN
ap-9354	126	6	convergence	convergence	NOUN
ap-9354	126	7	study	study	NOUN
ap-9354	126	8	analysing	analyse	VERB
ap-9354	126	9	mesh	mesh	NOUN
ap-9354	126	10	convergence	convergence	NOUN
ap-9354	126	11	in	in	ADP
ap-9354	126	12	a	a	DET
ap-9354	126	13	simulation	simulation	NOUN
ap-9354	126	14	is	be	AUX
ap-9354	126	15	a	a	DET
ap-9354	126	16	straightforward	straightforward	ADJ
ap-9354	126	17	approach	approach	NOUN
ap-9354	126	18	to	to	PART
ap-9354	126	19	gauge	gauge	VERB
ap-9354	126	20	the	the	DET
ap-9354	126	21	level	level	NOUN
ap-9354	126	22	of	of	ADP
ap-9354	126	23	discretisation	discretisation	NOUN
ap-9354	126	24	error	error	NOUN
ap-9354	126	25	within	within	ADP
ap-9354	126	26	a	a	DET
ap-9354	126	27	numerical	numerical	ADJ
ap-9354	126	28	simulation	simulation	NOUN
ap-9354	126	29	.	.	PUNCT
ap-9354	127	1	this	this	DET
ap-9354	127	2	method	method	NOUN
ap-9354	127	3	entails	entail	VERB
ap-9354	127	4	conducting	conduct	VERB
ap-9354	127	5	the	the	DET
ap-9354	127	6	simulation	simulation	NOUN
ap-9354	127	7	on	on	ADP
ap-9354	127	8	progressively	progressively	ADV
ap-9354	127	9	finer	fine	ADJ
ap-9354	127	10	meshes	mesh	NOUN
ap-9354	127	11	.	.	PUNCT
ap-9354	128	1	as	as	SCONJ
ap-9354	128	2	the	the	DET
ap-9354	128	3	mesh	mesh	NOUN
ap-9354	128	4	becomes	become	VERB
ap-9354	128	5	more	more	ADV
ap-9354	128	6	refined	refined	ADJ
ap-9354	128	7	,	,	PUNCT
ap-9354	128	8	spatial	spatial	ADJ
ap-9354	128	9	discretisation	discretisation	NOUN
ap-9354	128	10	errors	error	NOUN
ap-9354	128	11	should	should	AUX
ap-9354	128	12	gradually	gradually	ADV
ap-9354	128	13	diminish	diminish	VERB
ap-9354	128	14	,	,	PUNCT
ap-9354	128	15	asymptotically	asymptotically	ADV
ap-9354	128	16	approaching	approach	VERB
ap-9354	128	17	zero	zero	NUM
ap-9354	128	18	,	,	PUNCT
ap-9354	128	19	except	except	SCONJ
ap-9354	128	20	for	for	ADP
ap-9354	128	21	negligible	negligible	ADJ
ap-9354	128	22	computer	computer	NOUN
ap-9354	128	23	rounding	round	VERB
ap-9354	128	24	errors	error	NOUN
ap-9354	128	25	.	.	PUNCT
ap-9354	129	1	for	for	ADP
ap-9354	129	2	the	the	DET
ap-9354	129	3	scope	scope	NOUN
ap-9354	129	4	of	of	ADP
ap-9354	129	5	this	this	DET
ap-9354	129	6	study	study	NOUN
ap-9354	129	7	,	,	PUNCT
ap-9354	129	8	it	it	PRON
ap-9354	129	9	is	be	AUX
ap-9354	129	10	necessary	necessary	ADJ
ap-9354	129	11	to	to	PART
ap-9354	129	12	designate	designate	VERB
ap-9354	129	13	a	a	DET
ap-9354	129	14	specific	specific	ADJ
ap-9354	129	15	scalar	scalar	ADJ
ap-9354	129	16	quantity	quantity	NOUN
ap-9354	129	17	.	.	PUNCT
ap-9354	130	1	in	in	ADP
ap-9354	130	2	this	this	DET
ap-9354	130	3	instance	instance	NOUN
ap-9354	130	4	,	,	PUNCT
ap-9354	130	5	we	we	PRON
ap-9354	130	6	have	have	AUX
ap-9354	130	7	selected	select	VERB
ap-9354	130	8	the	the	DET
ap-9354	130	9	volume	volume	NOUN
ap-9354	130	10	average	average	NOUN
ap-9354	130	11	of	of	ADP
ap-9354	130	12	temperature	temperature	NOUN
ap-9354	130	13	on	on	ADP
ap-9354	130	14	the	the	DET
ap-9354	130	15	outer	outer	ADJ
ap-9354	130	16	tube	tube	NOUN
ap-9354	130	17	,	,	PUNCT
ap-9354	130	18	denoted	denote	VERB
ap-9354	130	19	as	as	ADP
ap-9354	130	20	t	t	PROPN
ap-9354	130	21	,	,	PUNCT
ap-9354	130	22	to	to	PART
ap-9354	130	23	serve	serve	VERB
ap-9354	130	24	this	this	DET
ap-9354	130	25	purpose	purpose	NOUN
ap-9354	130	26	.	.	PUNCT
ap-9354	131	1	we	we	PRON
ap-9354	131	2	generated	generate	VERB
ap-9354	131	3	three	three	NUM
ap-9354	131	4	progressively	progressively	ADV
ap-9354	131	5	finer	fine	ADJ
ap-9354	131	6	meshes	mesh	NOUN
ap-9354	131	7	,	,	PUNCT
ap-9354	131	8	maintaining	maintain	VERB
ap-9354	131	9	a	a	DET
ap-9354	131	10	refinement	refinement	NOUN
ap-9354	131	11	ratio	ratio	NOUN
ap-9354	131	12	of	of	ADP
ap-9354	131	13	r	r	NOUN
ap-9354	131	14	=	=	SYM
ap-9354	131	15	2	2	NUM
ap-9354	131	16	.	.	PUNCT
ap-9354	132	1	this	this	PRON
ap-9354	132	2	means	mean	VERB
ap-9354	132	3	that	that	SCONJ
ap-9354	132	4	the	the	DET
ap-9354	132	5	finer	fine	ADJ
ap-9354	132	6	mesh	mesh	NOUN
ap-9354	132	7	contains	contain	VERB
ap-9354	132	8	twice	twice	ADV
ap-9354	132	9	as	as	ADV
ap-9354	132	10	many	many	ADJ
ap-9354	132	11	cells	cell	NOUN
ap-9354	132	12	as	as	ADP
ap-9354	132	13	the	the	DET
ap-9354	132	14	coarser	coarse	ADJ
ap-9354	132	15	mesh	mesh	NOUN
ap-9354	132	16	in	in	ADP
ap-9354	132	17	both	both	CCONJ
ap-9354	132	18	spatial	spatial	ADJ
ap-9354	132	19	directions	direction	NOUN
ap-9354	132	20	.	.	PUNCT
ap-9354	133	1	table	table	NOUN
ap-9354	133	2	2	2	NUM
ap-9354	133	3	provides	provide	VERB
ap-9354	133	4	a	a	DET
ap-9354	133	5	comprehensive	comprehensive	ADJ
ap-9354	133	6	listing	listing	NOUN
ap-9354	133	7	of	of	ADP
ap-9354	133	8	all	all	DET
ap-9354	133	9	three	three	NUM
ap-9354	133	10	meshes	mesh	NOUN
ap-9354	133	11	,	,	PUNCT
ap-9354	133	12	along	along	ADP
ap-9354	133	13	with	with	ADP
ap-9354	133	14	their	their	PRON
ap-9354	133	15	respective	respective	ADJ
ap-9354	133	16	cell	cell	NOUN
ap-9354	133	17	counts	count	NOUN
ap-9354	133	18	.	.	PUNCT
ap-9354	134	1	mesh	mesh	NOUN
ap-9354	134	2	label	label	NOUN
ap-9354	134	3	“	"	PUNCT
ap-9354	134	4	1	1	NUM
ap-9354	134	5	”	"	PUNCT
ap-9354	134	6	“	"	PUNCT
ap-9354	134	7	2	2	NUM
ap-9354	134	8	”	"	PUNCT
ap-9354	134	9	“	"	PUNCT
ap-9354	134	10	3	3	NUM
ap-9354	134	11	”	"	PUNCT
ap-9354	134	12	normalised	normalise	VERB
ap-9354	134	13	mesh	mesh	NOUN
ap-9354	134	14	spacing	space	VERB
ap-9354	134	15	4	4	NUM
ap-9354	134	16	2	2	NUM
ap-9354	134	17	1	1	NUM
ap-9354	134	18	number	number	NOUN
ap-9354	134	19	of	of	ADP
ap-9354	134	20	cells	cell	NOUN
ap-9354	134	21	53	53	NUM
ap-9354	134	22	504	504	NUM
ap-9354	134	23	214	214	NUM
ap-9354	134	24	016	016	NUM
ap-9354	134	25	856	856	NUM
ap-9354	134	26	064	064	NUM
ap-9354	134	27	table	table	NOUN
ap-9354	134	28	2	2	NUM
ap-9354	134	29	.	.	PUNCT
ap-9354	135	1	parameters	parameter	NOUN
ap-9354	135	2	of	of	ADP
ap-9354	135	3	meshes	mesh	NOUN
ap-9354	135	4	generated	generate	VERB
ap-9354	135	5	and	and	CCONJ
ap-9354	135	6	used	use	VERB
ap-9354	135	7	in	in	ADP
ap-9354	135	8	convergence	convergence	NOUN
ap-9354	135	9	study	study	NOUN
ap-9354	135	10	.	.	PUNCT
ap-9354	136	1	given	give	VERB
ap-9354	136	2	that	that	SCONJ
ap-9354	136	3	the	the	DET
ap-9354	136	4	parameter	parameter	NOUN
ap-9354	136	5	r	r	NOUN
ap-9354	136	6	remains	remain	VERB
ap-9354	136	7	constant	constant	ADJ
ap-9354	136	8	,	,	PUNCT
ap-9354	136	9	we	we	PRON
ap-9354	136	10	can	can	AUX
ap-9354	136	11	determine	determine	VERB
ap-9354	136	12	the	the	DET
ap-9354	136	13	order	order	NOUN
ap-9354	136	14	of	of	ADP
ap-9354	136	15	convergence	convergence	NOUN
ap-9354	136	16	o	o	NOUN
ap-9354	136	17	shown	show	VERB
ap-9354	136	18	in	in	ADP
ap-9354	136	19	equation	equation	NOUN
ap-9354	136	20	(	(	PUNCT
ap-9354	136	21	5	5	X
ap-9354	136	22	)	)	PUNCT
ap-9354	136	23	using	use	VERB
ap-9354	136	24	roache	roache	NOUN
ap-9354	136	25	’s	’s	PART
ap-9354	136	26	method	method	NOUN
ap-9354	136	27	,	,	PUNCT
ap-9354	136	28	as	as	SCONJ
ap-9354	136	29	described	describe	VERB
ap-9354	136	30	in	in	ADP
ap-9354	136	31	[	[	X
ap-9354	136	32	25	25	NUM
ap-9354	136	33	]	]	PUNCT
ap-9354	136	34	,	,	PUNCT
ap-9354	136	35	by	by	ADP
ap-9354	136	36	directly	directly	ADV
ap-9354	136	37	utilising	utilise	VERB
ap-9354	136	38	three	three	NUM
ap-9354	136	39	solutions	solution	NOUN
ap-9354	136	40	in	in	ADP
ap-9354	136	41	the	the	DET
ap-9354	136	42	following	follow	VERB
ap-9354	136	43	manner	manner	NOUN
ap-9354	136	44	o	o	NOUN
ap-9354	137	1	=	=	PUNCT
ap-9354	137	2	ln	ln	ADJ
ap-9354	137	3	(	(	PUNCT
ap-9354	137	4	t1−t2	t1−t2	NUM
ap-9354	137	5	t2−t3	t2−t3	NUM
ap-9354	137	6	)	)	PUNCT
ap-9354	137	7	ln(r	ln(r	NOUN
ap-9354	137	8	)	)	PUNCT
ap-9354	137	9	.	.	PUNCT
ap-9354	138	1	(	(	PUNCT
ap-9354	138	2	5	5	X
ap-9354	138	3	)	)	PUNCT
ap-9354	138	4	once	once	SCONJ
ap-9354	138	5	the	the	DET
ap-9354	138	6	convergence	convergence	NOUN
ap-9354	138	7	order	order	NOUN
ap-9354	138	8	has	have	AUX
ap-9354	138	9	been	be	AUX
ap-9354	138	10	assessed	assess	VERB
ap-9354	138	11	,	,	PUNCT
ap-9354	138	12	we	we	PRON
ap-9354	138	13	can	can	AUX
ap-9354	138	14	proceed	proceed	VERB
ap-9354	138	15	to	to	PART
ap-9354	138	16	apply	apply	VERB
ap-9354	138	17	richardson	richardson	PROPN
ap-9354	138	18	extrapolation	extrapolation	NOUN
ap-9354	138	19	,	,	PUNCT
ap-9354	138	20	as	as	SCONJ
ap-9354	138	21	elucidated	elucidate	VERB
ap-9354	138	22	by	by	ADP
ap-9354	138	23	zlatev	zlatev	PROPN
ap-9354	138	24	et	et	PROPN
ap-9354	138	25	al	al	PROPN
ap-9354	138	26	.	.	PUNCT
ap-9354	139	1	[	[	X
ap-9354	139	2	26	26	NUM
ap-9354	139	3	]	]	PUNCT
ap-9354	139	4	,	,	PUNCT
ap-9354	139	5	to	to	ADP
ap-9354	139	6	the	the	DET
ap-9354	139	7	two	two	NUM
ap-9354	139	8	most	most	ADV
ap-9354	139	9	refined	refined	ADJ
ap-9354	139	10	meshes	mesh	NOUN
ap-9354	139	11	.	.	PUNCT
ap-9354	140	1	this	this	DET
ap-9354	140	2	method	method	NOUN
ap-9354	140	3	leverages	leverage	VERB
ap-9354	140	4	these	these	DET
ap-9354	140	5	meshes	mesh	NOUN
ap-9354	140	6	to	to	PART
ap-9354	140	7	derive	derive	VERB
ap-9354	140	8	an	an	DET
ap-9354	140	9	estimate	estimate	NOUN
ap-9354	140	10	for	for	ADP
ap-9354	140	11	the	the	DET
ap-9354	140	12	“	"	PUNCT
ap-9354	140	13	exact	exact	ADJ
ap-9354	140	14	”	"	PUNCT
ap-9354	140	15	solution	solution	NOUN
ap-9354	140	16	at	at	ADP
ap-9354	140	17	zero	zero	NUM
ap-9354	140	18	mesh	mesh	NOUN
ap-9354	140	19	spacing	spacing	NOUN
ap-9354	140	20	,	,	PUNCT
ap-9354	140	21	represented	represent	VERB
ap-9354	140	22	as	as	ADP
ap-9354	140	23	equation	equation	NOUN
ap-9354	140	24	(	(	PUNCT
ap-9354	140	25	6	6	NUM
ap-9354	140	26	)	)	PUNCT
ap-9354	140	27	text	text	NOUN
ap-9354	140	28	=	=	SYM
ap-9354	140	29	t3	t3	PROPN
ap-9354	141	1	+	+	CCONJ
ap-9354	141	2	t3	t3	PROPN
ap-9354	141	3	−	−	PROPN
ap-9354	141	4	t2	t2	PROPN
ap-9354	141	5	ro	ro	NOUN
ap-9354	141	6	−	−	PROPN
ap-9354	141	7	1	1	NUM
ap-9354	141	8	.	.	PUNCT
ap-9354	142	1	(	(	PUNCT
ap-9354	142	2	6	6	NUM
ap-9354	142	3	)	)	PUNCT
ap-9354	142	4	as	as	ADP
ap-9354	142	5	per	per	ADP
ap-9354	142	6	roache	roache	NOUN
ap-9354	142	7	’s	’s	PART
ap-9354	142	8	guidance	guidance	NOUN
ap-9354	142	9	mentioned	mention	VERB
ap-9354	142	10	in	in	ADP
ap-9354	142	11	[	[	X
ap-9354	142	12	25	25	NUM
ap-9354	142	13	]	]	PUNCT
ap-9354	142	14	,	,	PUNCT
ap-9354	142	15	the	the	DET
ap-9354	142	16	grid	grid	NOUN
ap-9354	142	17	convergence	convergence	NOUN
ap-9354	142	18	index	index	NOUN
ap-9354	142	19	(	(	PUNCT
ap-9354	142	20	gci	gci	PROPN
ap-9354	142	21	)	)	PUNCT
ap-9354	142	22	stands	stand	VERB
ap-9354	142	23	out	out	ADP
ap-9354	142	24	as	as	ADP
ap-9354	142	25	a	a	DET
ap-9354	142	26	favoured	favour	VERB
ap-9354	142	27	means	mean	NOUN
ap-9354	142	28	of	of	ADP
ap-9354	142	29	approximating	approximate	VERB
ap-9354	142	30	discretisation	discretisation	NOUN
ap-9354	142	31	errors	error	NOUN
ap-9354	142	32	.	.	PUNCT
ap-9354	143	1	it	it	PRON
ap-9354	143	2	quantifies	quantify	VERB
ap-9354	143	3	the	the	DET
ap-9354	143	4	percentage	percentage	NOUN
ap-9354	143	5	by	by	ADP
ap-9354	143	6	which	which	PRON
ap-9354	143	7	the	the	DET
ap-9354	143	8	computed	computed	ADJ
ap-9354	143	9	value	value	NOUN
ap-9354	143	10	deviates	deviate	VERB
ap-9354	143	11	from	from	ADP
ap-9354	143	12	the	the	DET
ap-9354	143	13	asymptotic	asymptotic	ADJ
ap-9354	143	14	numerical	numerical	ADJ
ap-9354	143	15	value	value	NOUN
ap-9354	143	16	,	,	PUNCT
ap-9354	143	17	essentially	essentially	ADV
ap-9354	143	18	delineating	delineate	VERB
ap-9354	143	19	an	an	DET
ap-9354	143	20	error	error	NOUN
ap-9354	143	21	margin	margin	NOUN
ap-9354	143	22	for	for	ADP
ap-9354	143	23	the	the	DET
ap-9354	143	24	solution	solution	NOUN
ap-9354	143	25	’s	’s	PART
ap-9354	143	26	proximity	proximity	NOUN
ap-9354	143	27	to	to	ADP
ap-9354	143	28	the	the	DET
ap-9354	143	29	asymptotic	asymptotic	ADJ
ap-9354	143	30	value	value	NOUN
ap-9354	143	31	.	.	PUNCT
ap-9354	144	1	additionally	additionally	ADV
ap-9354	144	2	,	,	PUNCT
ap-9354	144	3	it	it	PRON
ap-9354	144	4	provides	provide	VERB
ap-9354	144	5	insight	insight	NOUN
ap-9354	144	6	into	into	ADP
ap-9354	144	7	how	how	SCONJ
ap-9354	144	8	the	the	DET
ap-9354	144	9	solution	solution	NOUN
ap-9354	144	10	might	might	AUX
ap-9354	144	11	alter	alter	VERB
ap-9354	144	12	with	with	ADP
ap-9354	144	13	further	further	ADJ
ap-9354	144	14	grid	grid	NOUN
ap-9354	144	15	refinement	refinement	NOUN
ap-9354	144	16	.	.	PUNCT
ap-9354	145	1	a	a	DET
ap-9354	145	2	diminutive	diminutive	ADJ
ap-9354	145	3	gci	gci	NOUN
ap-9354	145	4	value	value	NOUN
ap-9354	145	5	suggests	suggest	VERB
ap-9354	145	6	that	that	SCONJ
ap-9354	145	7	the	the	DET
ap-9354	145	8	computation	computation	NOUN
ap-9354	145	9	resides	reside	VERB
ap-9354	145	10	within	within	ADP
ap-9354	145	11	the	the	DET
ap-9354	145	12	asymptotic	asymptotic	ADJ
ap-9354	145	13	range	range	NOUN
ap-9354	145	14	.	.	PUNCT
ap-9354	146	1	the	the	DET
ap-9354	146	2	computation	computation	NOUN
ap-9354	146	3	of	of	ADP
ap-9354	146	4	gci	gci	PROPN
ap-9354	146	5	can	can	AUX
ap-9354	146	6	be	be	AUX
ap-9354	146	7	performed	perform	VERB
ap-9354	146	8	using	use	VERB
ap-9354	146	9	equation	equation	NOUN
ap-9354	146	10	(	(	PUNCT
ap-9354	146	11	7	7	X
ap-9354	146	12	)	)	PUNCT
ap-9354	146	13	gci	gci	NOUN
ap-9354	146	14	=	=	PUNCT
ap-9354	146	15	fs|ϵ|	fs|ϵ|	NOUN
ap-9354	147	1	ro	ro	NOUN
ap-9354	147	2	−	−	PROPN
ap-9354	147	3	1	1	NUM
ap-9354	147	4	·	·	SYM
ap-9354	147	5	100	100	NUM
ap-9354	147	6	,	,	PUNCT
ap-9354	147	7	ϵ	ϵ	NOUN
ap-9354	147	8	=	=	NOUN
ap-9354	147	9	tfiner	tfiner	NOUN
ap-9354	147	10	−	−	PROPN
ap-9354	147	11	tcoarser	tcoarser	PROPN
ap-9354	147	12	tfiner	tfiner	NOUN
ap-9354	147	13	.	.	PUNCT
ap-9354	148	1	(	(	PUNCT
ap-9354	148	2	7	7	X
ap-9354	148	3	)	)	PUNCT
ap-9354	148	4	433	433	NUM
ap-9354	148	5	j.	j.	PROPN
ap-9354	148	6	pařez	pařez	NOUN
ap-9354	148	7	,	,	PUNCT
ap-9354	148	8	p.	p.	NOUN
ap-9354	148	9	kovář	kovář	PROPN
ap-9354	148	10	,	,	PUNCT
ap-9354	148	11	a.	a.	NOUN
ap-9354	148	12	tater	tater	NOUN
ap-9354	148	13	acta	acta	PROPN
ap-9354	148	14	polytechnica	polytechnica	PROPN
ap-9354	148	15	in	in	ADP
ap-9354	148	16	accordance	accordance	NOUN
ap-9354	148	17	with	with	ADP
ap-9354	148	18	wilcox	wilcox	PROPN
ap-9354	148	19	’s	’s	PART
ap-9354	148	20	recommendation	recommendation	NOUN
ap-9354	149	1	[	[	X
ap-9354	149	2	16	16	NUM
ap-9354	149	3	]	]	X
ap-9354	149	4	,	,	PUNCT
ap-9354	149	5	a	a	DET
ap-9354	149	6	safety	safety	NOUN
ap-9354	149	7	factor	factor	NOUN
ap-9354	149	8	denoted	denote	VERB
ap-9354	149	9	as	as	SCONJ
ap-9354	149	10	fs	f	NOUN
ap-9354	149	11	is	be	AUX
ap-9354	149	12	advised	advise	VERB
ap-9354	149	13	to	to	PART
ap-9354	149	14	be	be	AUX
ap-9354	149	15	set	set	VERB
ap-9354	149	16	at	at	ADP
ap-9354	149	17	fs	fs	X
ap-9354	149	18	=	=	SYM
ap-9354	149	19	1.25	1.25	NUM
ap-9354	149	20	when	when	SCONJ
ap-9354	149	21	employing	employ	VERB
ap-9354	149	22	three	three	NUM
ap-9354	149	23	or	or	CCONJ
ap-9354	149	24	more	more	ADJ
ap-9354	149	25	grids	grid	NOUN
ap-9354	149	26	.	.	PUNCT
ap-9354	150	1	from	from	ADP
ap-9354	150	2	the	the	DET
ap-9354	150	3	utilisation	utilisation	NOUN
ap-9354	150	4	of	of	ADP
ap-9354	150	5	three	three	NUM
ap-9354	150	6	meshes	mesh	NOUN
ap-9354	150	7	,	,	PUNCT
ap-9354	150	8	we	we	PRON
ap-9354	150	9	can	can	AUX
ap-9354	150	10	derive	derive	VERB
ap-9354	150	11	two	two	NUM
ap-9354	150	12	grid	grid	NOUN
ap-9354	150	13	convergence	convergence	NOUN
ap-9354	150	14	indexes	index	NOUN
ap-9354	150	15	,	,	PUNCT
ap-9354	150	16	denoted	denote	VERB
ap-9354	150	17	as	as	ADP
ap-9354	150	18	gci12	gci12	ADV
ap-9354	150	19	and	and	CCONJ
ap-9354	150	20	gci23	gci23	PROPN
ap-9354	150	21	.	.	PUNCT
ap-9354	151	1	the	the	DET
ap-9354	151	2	results	result	NOUN
ap-9354	151	3	of	of	ADP
ap-9354	151	4	the	the	DET
ap-9354	151	5	mesh	mesh	NOUN
ap-9354	151	6	convergence	convergence	NOUN
ap-9354	151	7	study	study	NOUN
ap-9354	151	8	are	be	AUX
ap-9354	151	9	listed	list	VERB
ap-9354	151	10	in	in	ADP
ap-9354	151	11	table	table	NOUN
ap-9354	151	12	3	3	NUM
ap-9354	151	13	.	.	PUNCT
ap-9354	152	1	these	these	DET
ap-9354	152	2	results	result	NOUN
ap-9354	152	3	were	be	AUX
ap-9354	152	4	obtained	obtain	VERB
ap-9354	152	5	for	for	ADP
ap-9354	152	6	the	the	DET
ap-9354	152	7	case	case	NOUN
ap-9354	152	8	d1	d1	NOUN
ap-9354	152	9	/	/	SYM
ap-9354	152	10	d2	d2	NOUN
ap-9354	152	11	=	=	SYM
ap-9354	152	12	0.5	0.5	NUM
ap-9354	152	13	,	,	PUNCT
ap-9354	152	14	td1	td1	X
ap-9354	152	15	=	=	SYM
ap-9354	152	16	973.15	973.15	NUM
ap-9354	152	17	k	k	NOUN
ap-9354	152	18	and	and	CCONJ
ap-9354	152	19	t1	t1	NOUN
ap-9354	152	20	=	=	SYM
ap-9354	152	21	1	1	NUM
ap-9354	152	22	mm	mm	NOUN
ap-9354	152	23	.	.	PUNCT
ap-9354	153	1	t1	t1	PROPN
ap-9354	153	2	t2	t2	PROPN
ap-9354	153	3	t3	t3	PROPN
ap-9354	153	4	687.569	687.569	NUM
ap-9354	153	5	685.805	685.805	NUM
ap-9354	153	6	685.274	685.274	NUM
ap-9354	153	7	o	o	NOUN
ap-9354	153	8	gci12	gci12	INTJ
ap-9354	153	9	gci23	gci23	NOUN
ap-9354	153	10	1.73	1.73	NUM
ap-9354	153	11	1.4	1.4	NUM
ap-9354	153	12	%	%	NOUN
ap-9354	153	13	0.4	0.4	NUM
ap-9354	153	14	%	%	NOUN
ap-9354	153	15	table	table	NOUN
ap-9354	153	16	3	3	NUM
ap-9354	153	17	.	.	PUNCT
ap-9354	153	18	results	result	NOUN
ap-9354	153	19	of	of	ADP
ap-9354	153	20	the	the	DET
ap-9354	153	21	mesh	mesh	NOUN
ap-9354	153	22	convergence	convergence	NOUN
ap-9354	153	23	study	study	NOUN
ap-9354	153	24	.	.	PUNCT
ap-9354	154	1	based	base	VERB
ap-9354	154	2	on	on	ADP
ap-9354	154	3	these	these	DET
ap-9354	154	4	results	result	NOUN
ap-9354	154	5	,	,	PUNCT
ap-9354	154	6	the	the	DET
ap-9354	154	7	mesh	mesh	NOUN
ap-9354	154	8	labeled	label	VERB
ap-9354	154	9	as	as	ADP
ap-9354	154	10	“	"	PUNCT
ap-9354	154	11	1	1	NUM
ap-9354	154	12	”	"	PUNCT
ap-9354	154	13	was	be	AUX
ap-9354	154	14	chosen	choose	VERB
ap-9354	154	15	for	for	ADP
ap-9354	154	16	further	further	ADJ
ap-9354	154	17	computations	computation	NOUN
ap-9354	154	18	as	as	SCONJ
ap-9354	154	19	the	the	DET
ap-9354	154	20	discretisation	discretisation	NOUN
ap-9354	154	21	error	error	NOUN
ap-9354	154	22	is	be	AUX
ap-9354	154	23	sufficiently	sufficiently	ADV
ap-9354	154	24	low	low	ADJ
ap-9354	154	25	.	.	PUNCT
ap-9354	155	1	thus	thus	ADV
ap-9354	155	2	,	,	PUNCT
ap-9354	155	3	the	the	DET
ap-9354	155	4	error	error	NOUN
ap-9354	155	5	band	band	NOUN
ap-9354	155	6	is	be	AUX
ap-9354	155	7	approximately	approximately	ADV
ap-9354	155	8	±	±	NUM
ap-9354	155	9	9.6	9.6	NUM
ap-9354	155	10	k	k	NOUN
ap-9354	155	11	around	around	ADP
ap-9354	155	12	the	the	DET
ap-9354	155	13	t1	t1	NOUN
ap-9354	155	14	value	value	NOUN
ap-9354	155	15	.	.	PUNCT
ap-9354	156	1	2.4	2.4	NUM
ap-9354	156	2	.	.	PUNCT
ap-9354	157	1	temperature	temperature	NOUN
ap-9354	157	2	fields	field	NOUN
ap-9354	157	3	in	in	ADP
ap-9354	157	4	order	order	NOUN
ap-9354	157	5	to	to	PART
ap-9354	157	6	obtain	obtain	VERB
ap-9354	157	7	the	the	DET
ap-9354	157	8	training	training	NOUN
ap-9354	157	9	data	datum	NOUN
ap-9354	157	10	set	set	VERB
ap-9354	157	11	for	for	ADP
ap-9354	157	12	neural	neural	ADJ
ap-9354	157	13	network	network	NOUN
ap-9354	157	14	and	and	CCONJ
ap-9354	157	15	replace	replace	VERB
ap-9354	157	16	experimental	experimental	ADJ
ap-9354	157	17	measurement	measurement	NOUN
ap-9354	157	18	,	,	PUNCT
ap-9354	157	19	various	various	ADJ
ap-9354	157	20	numerical	numerical	ADJ
ap-9354	157	21	simulations	simulation	NOUN
ap-9354	157	22	with	with	ADP
ap-9354	157	23	different	different	ADJ
ap-9354	157	24	geometrical	geometrical	ADJ
ap-9354	157	25	setups	setup	NOUN
ap-9354	157	26	and	and	CCONJ
ap-9354	157	27	boundary	boundary	ADJ
ap-9354	157	28	conditions	condition	NOUN
ap-9354	157	29	on	on	ADP
ap-9354	157	30	the	the	DET
ap-9354	157	31	inner	inner	ADJ
ap-9354	157	32	tube	tube	NOUN
ap-9354	157	33	were	be	AUX
ap-9354	157	34	performed	perform	VERB
ap-9354	157	35	as	as	SCONJ
ap-9354	157	36	listed	list	VERB
ap-9354	157	37	in	in	ADP
ap-9354	157	38	table	table	NOUN
ap-9354	157	39	1	1	NUM
ap-9354	157	40	.	.	PUNCT
ap-9354	158	1	trends	trend	NOUN
ap-9354	158	2	of	of	ADP
ap-9354	158	3	the	the	DET
ap-9354	158	4	temperature	temperature	NOUN
ap-9354	158	5	field	field	NOUN
ap-9354	158	6	distributions	distribution	NOUN
ap-9354	158	7	around	around	ADP
ap-9354	158	8	the	the	DET
ap-9354	158	9	outer	outer	ADJ
ap-9354	158	10	tube	tube	NOUN
ap-9354	158	11	were	be	AUX
ap-9354	158	12	observed	observe	VERB
ap-9354	158	13	on	on	ADP
ap-9354	158	14	both	both	CCONJ
ap-9354	158	15	inner	inner	ADJ
ap-9354	158	16	and	and	CCONJ
ap-9354	158	17	outer	outer	ADJ
ap-9354	158	18	surfaces	surface	NOUN
ap-9354	158	19	.	.	PUNCT
ap-9354	159	1	the	the	DET
ap-9354	159	2	setup	setup	NOUN
ap-9354	159	3	with	with	ADP
ap-9354	159	4	ratio	ratio	NOUN
ap-9354	159	5	d1	d1	NOUN
ap-9354	159	6	/	/	SYM
ap-9354	159	7	d2	d2	PROPN
ap-9354	159	8	=	=	SYM
ap-9354	159	9	0.8	0.8	NUM
ap-9354	159	10	,	,	PUNCT
ap-9354	159	11	t2	t2	NOUN
ap-9354	159	12	=	=	SYM
ap-9354	159	13	1	1	NUM
ap-9354	159	14	mm	mm	NOUN
ap-9354	159	15	and	and	CCONJ
ap-9354	159	16	td1	td1	NOUN
ap-9354	159	17	=	=	SYM
ap-9354	160	1	873.15	873.15	NUM
ap-9354	160	2	k	k	NOUN
ap-9354	160	3	is	be	AUX
ap-9354	160	4	shown	show	VERB
ap-9354	160	5	in	in	ADP
ap-9354	160	6	figure	figure	NOUN
ap-9354	160	7	7	7	NUM
ap-9354	160	8	.	.	PUNCT
ap-9354	160	9	temperature	temperature	NOUN
ap-9354	160	10	distribution	distribution	NOUN
ap-9354	160	11	is	be	AUX
ap-9354	160	12	a	a	DET
ap-9354	160	13	function	function	NOUN
ap-9354	160	14	of	of	ADP
ap-9354	160	15	the	the	DET
ap-9354	160	16	angle	angle	NOUN
ap-9354	160	17	φ	φ	X
ap-9354	160	18	where	where	SCONJ
ap-9354	160	19	0	0	NUM
ap-9354	160	20	indicates	indicate	VERB
ap-9354	160	21	the	the	DET
ap-9354	160	22	highest	high	ADJ
ap-9354	160	23	point	point	NOUN
ap-9354	160	24	of	of	ADP
ap-9354	160	25	the	the	DET
ap-9354	160	26	investigated	investigated	ADJ
ap-9354	160	27	geometry	geometry	NOUN
ap-9354	160	28	(	(	PUNCT
ap-9354	160	29	see	see	VERB
ap-9354	160	30	figure	figure	NOUN
ap-9354	160	31	2	2	NUM
ap-9354	160	32	)	)	PUNCT
ap-9354	160	33	.	.	PUNCT
ap-9354	161	1	figure	figure	VERB
ap-9354	161	2	7	7	NUM
ap-9354	161	3	.	.	PUNCT
ap-9354	161	4	results	result	NOUN
ap-9354	161	5	of	of	ADP
ap-9354	161	6	the	the	DET
ap-9354	161	7	cfd	cfd	NOUN
ap-9354	161	8	:	:	PUNCT
ap-9354	161	9	temperature	temperature	NOUN
ap-9354	161	10	field	field	NOUN
ap-9354	161	11	distribution	distribution	NOUN
ap-9354	161	12	observed	observe	VERB
ap-9354	161	13	at	at	ADP
ap-9354	161	14	the	the	DET
ap-9354	161	15	surfaces	surface	NOUN
ap-9354	161	16	of	of	ADP
ap-9354	161	17	the	the	DET
ap-9354	161	18	inner	inner	ADJ
ap-9354	161	19	tube	tube	NOUN
ap-9354	161	20	.	.	PUNCT
ap-9354	162	1	to	to	PART
ap-9354	162	2	simplify	simplify	VERB
ap-9354	162	3	the	the	DET
ap-9354	162	4	task	task	NOUN
ap-9354	162	5	,	,	PUNCT
ap-9354	162	6	some	some	DET
ap-9354	162	7	assumptions	assumption	NOUN
ap-9354	162	8	were	be	AUX
ap-9354	162	9	accepted	accept	VERB
ap-9354	162	10	.	.	PUNCT
ap-9354	163	1	firstly	firstly	ADV
ap-9354	163	2	,	,	PUNCT
ap-9354	163	3	the	the	DET
ap-9354	163	4	temperature	temperature	NOUN
ap-9354	163	5	is	be	AUX
ap-9354	163	6	assumed	assume	VERB
ap-9354	163	7	to	to	PART
ap-9354	163	8	be	be	AUX
ap-9354	163	9	symmetrical	symmetrical	ADJ
ap-9354	163	10	along	along	ADP
ap-9354	163	11	the	the	DET
ap-9354	163	12	vertical	vertical	ADJ
ap-9354	163	13	axis	axis	NOUN
ap-9354	163	14	,	,	PUNCT
ap-9354	163	15	thus	thus	ADV
ap-9354	163	16	the	the	DET
ap-9354	163	17	data	datum	NOUN
ap-9354	163	18	with	with	ADP
ap-9354	163	19	corresponding	correspond	VERB
ap-9354	163	20	angular	angular	ADJ
ap-9354	163	21	coordinate	coordinate	NOUN
ap-9354	163	22	are	be	AUX
ap-9354	163	23	averaged	average	VERB
ap-9354	163	24	.	.	PUNCT
ap-9354	164	1	and	and	CCONJ
ap-9354	164	2	secondly	secondly	ADV
ap-9354	164	3	,	,	PUNCT
ap-9354	164	4	due	due	ADP
ap-9354	164	5	to	to	ADP
ap-9354	164	6	small	small	ADJ
ap-9354	164	7	temperature	temperature	NOUN
ap-9354	164	8	differences	difference	NOUN
ap-9354	164	9	on	on	ADP
ap-9354	164	10	the	the	DET
ap-9354	164	11	inner	inner	ADJ
ap-9354	164	12	and	and	CCONJ
ap-9354	164	13	outer	outer	ADJ
ap-9354	164	14	edge	edge	NOUN
ap-9354	164	15	of	of	ADP
ap-9354	164	16	the	the	DET
ap-9354	164	17	outer	outer	ADJ
ap-9354	164	18	tube	tube	NOUN
ap-9354	164	19	and	and	CCONJ
ap-9354	164	20	due	due	ADP
ap-9354	164	21	to	to	ADP
ap-9354	164	22	error	error	NOUN
ap-9354	164	23	band	band	NOUN
ap-9354	164	24	arising	arise	VERB
ap-9354	164	25	from	from	ADP
ap-9354	164	26	the	the	DET
ap-9354	164	27	cfd	cfd	NOUN
ap-9354	164	28	discretisation	discretisation	NOUN
ap-9354	164	29	error	error	NOUN
ap-9354	164	30	(	(	PUNCT
ap-9354	164	31	see	see	VERB
ap-9354	164	32	table	table	NOUN
ap-9354	164	33	3	3	NUM
ap-9354	164	34	)	)	PUNCT
ap-9354	164	35	,	,	PUNCT
ap-9354	164	36	it	it	PRON
ap-9354	164	37	is	be	AUX
ap-9354	164	38	assumed	assume	VERB
ap-9354	164	39	that	that	SCONJ
ap-9354	164	40	the	the	DET
ap-9354	164	41	influence	influence	NOUN
ap-9354	164	42	of	of	ADP
ap-9354	164	43	the	the	DET
ap-9354	164	44	inner	inner	ADJ
ap-9354	164	45	tube	tube	NOUN
ap-9354	164	46	thickness	thickness	NOUN
ap-9354	164	47	can	can	AUX
ap-9354	164	48	be	be	AUX
ap-9354	164	49	neglected	neglect	VERB
ap-9354	164	50	,	,	PUNCT
ap-9354	164	51	so	so	SCONJ
ap-9354	164	52	that	that	SCONJ
ap-9354	164	53	temperatures	temperature	NOUN
ap-9354	164	54	on	on	ADP
ap-9354	164	55	these	these	DET
ap-9354	164	56	edges	edge	NOUN
ap-9354	164	57	are	be	AUX
ap-9354	164	58	also	also	ADV
ap-9354	164	59	averaged	average	VERB
ap-9354	164	60	.	.	PUNCT
ap-9354	165	1	part	part	NOUN
ap-9354	165	2	of	of	ADP
ap-9354	165	3	the	the	DET
ap-9354	165	4	training	training	NOUN
ap-9354	165	5	data	datum	NOUN
ap-9354	165	6	set	set	VERB
ap-9354	165	7	,	,	PUNCT
ap-9354	165	8	representing	represent	VERB
ap-9354	165	9	one	one	NUM
ap-9354	165	10	batch	batch	NOUN
ap-9354	165	11	of	of	ADP
ap-9354	165	12	d1	d1	NOUN
ap-9354	165	13	/	/	SYM
ap-9354	165	14	d2	d2	NOUN
ap-9354	165	15	ratios	ratio	NOUN
ap-9354	165	16	and	and	CCONJ
ap-9354	165	17	boundary	boundary	ADJ
ap-9354	165	18	conditions	condition	NOUN
ap-9354	165	19	td1	td1	NUM
ap-9354	165	20	prescribed	prescribe	VERB
ap-9354	165	21	on	on	ADP
ap-9354	165	22	the	the	DET
ap-9354	165	23	inner	inner	ADJ
ap-9354	165	24	tube	tube	NOUN
ap-9354	165	25	permutations	permutation	NOUN
ap-9354	165	26	with	with	ADP
ap-9354	165	27	constant	constant	ADJ
ap-9354	165	28	thickness	thickness	NOUN
ap-9354	165	29	t2	t2	NOUN
ap-9354	165	30	,	,	PUNCT
ap-9354	165	31	is	be	AUX
ap-9354	165	32	shown	show	VERB
ap-9354	165	33	in	in	ADP
ap-9354	165	34	figure	figure	NOUN
ap-9354	165	35	8	8	NUM
ap-9354	165	36	.	.	PUNCT
ap-9354	166	1	the	the	DET
ap-9354	166	2	directions	direction	NOUN
ap-9354	166	3	of	of	ADP
ap-9354	166	4	individual	individual	ADJ
ap-9354	166	5	parameter	parameter	NOUN
ap-9354	166	6	value	value	NOUN
ap-9354	166	7	growth	growth	NOUN
ap-9354	166	8	are	be	AUX
ap-9354	166	9	indicated	indicate	VERB
ap-9354	166	10	by	by	ADP
ap-9354	166	11	arrows	arrow	NOUN
ap-9354	166	12	,	,	PUNCT
ap-9354	166	13	while	while	SCONJ
ap-9354	166	14	the	the	DET
ap-9354	166	15	resulting	result	VERB
ap-9354	166	16	part	part	NOUN
ap-9354	166	17	of	of	ADP
ap-9354	166	18	the	the	DET
ap-9354	166	19	training	training	NOUN
ap-9354	166	20	data	datum	NOUN
ap-9354	166	21	set	set	VERB
ap-9354	166	22	is	be	AUX
ap-9354	166	23	visualised	visualise	VERB
ap-9354	166	24	against	against	ADP
ap-9354	166	25	the	the	DET
ap-9354	166	26	number	number	NOUN
ap-9354	166	27	of	of	ADP
ap-9354	166	28	the	the	DET
ap-9354	166	29	sample	sample	NOUN
ap-9354	166	30	.	.	PUNCT
ap-9354	167	1	each	each	DET
ap-9354	167	2	cluster	cluster	NOUN
ap-9354	167	3	of	of	ADP
ap-9354	167	4	data	datum	NOUN
ap-9354	167	5	represents	represent	VERB
ap-9354	167	6	a	a	DET
ap-9354	167	7	single	single	ADJ
ap-9354	167	8	cfd	cfd	NOUN
ap-9354	167	9	simulation	simulation	NOUN
ap-9354	167	10	.	.	PUNCT
ap-9354	168	1	as	as	SCONJ
ap-9354	168	2	one	one	PRON
ap-9354	168	3	can	can	AUX
ap-9354	168	4	see	see	VERB
ap-9354	168	5	,	,	PUNCT
ap-9354	168	6	the	the	DET
ap-9354	168	7	behaviour	behaviour	NOUN
ap-9354	168	8	is	be	AUX
ap-9354	168	9	non	non	ADJ
ap-9354	168	10	-	-	ADJ
ap-9354	168	11	linear	linear	ADJ
ap-9354	168	12	,	,	PUNCT
ap-9354	168	13	which	which	PRON
ap-9354	168	14	is	be	AUX
ap-9354	168	15	a	a	DET
ap-9354	168	16	suitable	suitable	ADJ
ap-9354	168	17	task	task	NOUN
ap-9354	168	18	for	for	ADP
ap-9354	168	19	the	the	DET
ap-9354	168	20	neural	neural	ADJ
ap-9354	168	21	network	network	NOUN
ap-9354	168	22	learning	learning	PROPN
ap-9354	168	23	.	.	PUNCT
ap-9354	169	1	figure	figure	VERB
ap-9354	169	2	8	8	NUM
ap-9354	169	3	.	.	PUNCT
ap-9354	170	1	part	part	NOUN
ap-9354	170	2	of	of	ADP
ap-9354	170	3	the	the	DET
ap-9354	170	4	training	training	NOUN
ap-9354	170	5	data	datum	NOUN
ap-9354	170	6	set	set	VERB
ap-9354	170	7	with	with	ADP
ap-9354	170	8	accepted	accepted	ADJ
ap-9354	170	9	simplifications	simplification	NOUN
ap-9354	170	10	.	.	PUNCT
ap-9354	171	1	2.5	2.5	NUM
ap-9354	171	2	.	.	PUNCT
ap-9354	172	1	cfd	cfd	NOUN
ap-9354	172	2	experimental	experimental	ADJ
ap-9354	172	3	validation	validation	PROPN
ap-9354	172	4	the	the	DET
ap-9354	172	5	accuracy	accuracy	NOUN
ap-9354	172	6	of	of	ADP
ap-9354	172	7	the	the	DET
ap-9354	172	8	proposed	propose	VERB
ap-9354	172	9	numerical	numerical	PROPN
ap-9354	172	10	cfd	cfd	PROPN
ap-9354	172	11	model	model	NOUN
ap-9354	172	12	was	be	AUX
ap-9354	172	13	verified	verify	VERB
ap-9354	172	14	and	and	CCONJ
ap-9354	172	15	validated	validate	VERB
ap-9354	172	16	experimentally	experimentally	ADV
ap-9354	172	17	using	use	VERB
ap-9354	172	18	an	an	DET
ap-9354	172	19	experimental	experimental	ADJ
ap-9354	172	20	setup	setup	NOUN
ap-9354	172	21	.	.	PUNCT
ap-9354	173	1	the	the	DET
ap-9354	173	2	time	time	NOUN
ap-9354	173	3	dependence	dependence	NOUN
ap-9354	173	4	of	of	ADP
ap-9354	173	5	the	the	DET
ap-9354	173	6	temperature	temperature	NOUN
ap-9354	173	7	fields	field	NOUN
ap-9354	173	8	was	be	AUX
ap-9354	173	9	observed	observe	VERB
ap-9354	173	10	and	and	CCONJ
ap-9354	173	11	compared	compare	VERB
ap-9354	173	12	with	with	ADP
ap-9354	173	13	the	the	DET
ap-9354	173	14	computational	computational	ADJ
ap-9354	173	15	model	model	NOUN
ap-9354	173	16	.	.	PUNCT
ap-9354	174	1	the	the	DET
ap-9354	174	2	results	result	NOUN
ap-9354	174	3	of	of	ADP
ap-9354	174	4	this	this	DET
ap-9354	174	5	experiment	experiment	NOUN
ap-9354	174	6	and	and	CCONJ
ap-9354	174	7	validation	validation	NOUN
ap-9354	174	8	were	be	AUX
ap-9354	174	9	presented	present	VERB
ap-9354	174	10	by	by	ADP
ap-9354	174	11	authors	author	NOUN
ap-9354	174	12	in	in	ADP
ap-9354	174	13	[	[	X
ap-9354	174	14	10	10	NUM
ap-9354	174	15	,	,	PUNCT
ap-9354	174	16	12	12	NUM
ap-9354	174	17	]	]	PUNCT
ap-9354	174	18	.	.	PUNCT
ap-9354	175	1	the	the	DET
ap-9354	175	2	same	same	ADJ
ap-9354	175	3	cfd	cfd	NOUN
ap-9354	175	4	model	model	NOUN
ap-9354	175	5	was	be	AUX
ap-9354	175	6	used	use	VERB
ap-9354	175	7	in	in	ADP
ap-9354	175	8	the	the	DET
ap-9354	175	9	current	current	ADJ
ap-9354	175	10	calculation	calculation	NOUN
ap-9354	175	11	.	.	PUNCT
ap-9354	176	1	a	a	DET
ap-9354	176	2	good	good	ADJ
ap-9354	176	3	agreement	agreement	NOUN
ap-9354	176	4	between	between	ADP
ap-9354	176	5	the	the	DET
ap-9354	176	6	experiment	experiment	NOUN
ap-9354	176	7	and	and	CCONJ
ap-9354	176	8	the	the	DET
ap-9354	176	9	numerical	numerical	ADJ
ap-9354	176	10	model	model	NOUN
ap-9354	176	11	was	be	AUX
ap-9354	176	12	achieved	achieve	VERB
ap-9354	176	13	with	with	ADP
ap-9354	176	14	an	an	DET
ap-9354	176	15	error	error	NOUN
ap-9354	176	16	of	of	ADP
ap-9354	176	17	the	the	DET
ap-9354	176	18	order	order	NOUN
ap-9354	176	19	of	of	ADP
ap-9354	176	20	a	a	DET
ap-9354	176	21	few	few	ADJ
ap-9354	176	22	percent	percent	NOUN
ap-9354	176	23	.	.	PUNCT
ap-9354	177	1	3	3	X
ap-9354	177	2	.	.	X
ap-9354	177	3	neural	neural	ADJ
ap-9354	177	4	network	network	NOUN
ap-9354	177	5	approach	approach	NOUN
ap-9354	177	6	from	from	ADP
ap-9354	177	7	a	a	DET
ap-9354	177	8	mathematical	mathematical	ADJ
ap-9354	177	9	point	point	NOUN
ap-9354	177	10	of	of	ADP
ap-9354	177	11	view	view	NOUN
ap-9354	177	12	,	,	PUNCT
ap-9354	177	13	processing	process	VERB
ap-9354	177	14	the	the	DET
ap-9354	177	15	information	information	NOUN
ap-9354	177	16	within	within	ADP
ap-9354	177	17	neuron	neuron	NOUN
ap-9354	177	18	consists	consist	VERB
ap-9354	177	19	of	of	ADP
ap-9354	177	20	two	two	NUM
ap-9354	177	21	separate	separate	ADJ
ap-9354	177	22	mathematical	mathematical	ADJ
ap-9354	177	23	operations	operation	NOUN
ap-9354	177	24	[	[	X
ap-9354	177	25	27	27	NUM
ap-9354	177	26	]	]	PUNCT
ap-9354	177	27	.	.	PUNCT
ap-9354	178	1	the	the	DET
ap-9354	178	2	first	first	ADJ
ap-9354	178	3	,	,	PUNCT
ap-9354	178	4	synaptic	synaptic	ADJ
ap-9354	178	5	operation	operation	NOUN
ap-9354	178	6	,	,	PUNCT
ap-9354	178	7	contains	contain	VERB
ap-9354	178	8	weights	weight	NOUN
ap-9354	178	9	of	of	ADP
ap-9354	178	10	the	the	DET
ap-9354	178	11	synapse	synapse	NOUN
ap-9354	178	12	,	,	PUNCT
ap-9354	178	13	which	which	DET
ap-9354	178	14	434	434	NUM
ap-9354	178	15	vol	vol	NOUN
ap-9354	178	16	.	.	PUNCT
ap-9354	179	1	63	63	NUM
ap-9354	180	1	no	no	NOUN
ap-9354	180	2	.	.	PUNCT
ap-9354	181	1	6/2023	6/2023	NUM
ap-9354	181	2	prediction	prediction	NOUN
ap-9354	181	3	of	of	ADP
ap-9354	181	4	temperature	temperature	NOUN
ap-9354	181	5	distribution	distribution	NOUN
ap-9354	181	6	in	in	ADP
ap-9354	181	7	a	a	DET
ap-9354	181	8	gas	gas	NOUN
ap-9354	181	9	turbine	turbine	NOUN
ap-9354	181	10	using	use	VERB
ap-9354	181	11	a	a	DET
ap-9354	181	12	honn	honn	NOUN
ap-9354	181	13	represents	represent	VERB
ap-9354	181	14	storage	storage	NOUN
ap-9354	181	15	of	of	ADP
ap-9354	181	16	knowledge	knowledge	NOUN
ap-9354	181	17	and	and	CCONJ
ap-9354	181	18	thus	thus	ADV
ap-9354	181	19	the	the	DET
ap-9354	181	20	memory	memory	NOUN
ap-9354	181	21	from	from	ADP
ap-9354	181	22	previous	previous	ADJ
ap-9354	181	23	knowledge	knowledge	NOUN
ap-9354	181	24	.	.	PUNCT
ap-9354	182	1	the	the	DET
ap-9354	182	2	second	second	ADJ
ap-9354	182	3	is	be	AUX
ap-9354	182	4	somatic	somatic	ADJ
ap-9354	182	5	operation	operation	NOUN
ap-9354	182	6	,	,	PUNCT
ap-9354	182	7	which	which	PRON
ap-9354	182	8	provides	provide	VERB
ap-9354	182	9	various	various	ADJ
ap-9354	182	10	mathematical	mathematical	ADJ
ap-9354	182	11	operations	operation	NOUN
ap-9354	182	12	,	,	PUNCT
ap-9354	182	13	such	such	ADJ
ap-9354	182	14	as	as	ADP
ap-9354	182	15	thresholding	thresholde	VERB
ap-9354	182	16	,	,	PUNCT
ap-9354	182	17	non	non	ADJ
ap-9354	182	18	-	-	ADJ
ap-9354	182	19	linear	linear	ADJ
ap-9354	182	20	activation	activation	NOUN
ap-9354	182	21	,	,	PUNCT
ap-9354	182	22	aggregation	aggregation	NOUN
ap-9354	182	23	,	,	PUNCT
ap-9354	182	24	etc	etc	X
ap-9354	182	25	.	.	X
ap-9354	183	1	the	the	DET
ap-9354	183	2	neural	neural	ADJ
ap-9354	183	3	output	output	NOUN
ap-9354	183	4	of	of	ADP
ap-9354	183	5	the	the	DET
ap-9354	183	6	unit	unit	NOUN
ap-9354	183	7	ỹ	ỹ	PROPN
ap-9354	183	8	is	be	AUX
ap-9354	183	9	then	then	ADV
ap-9354	183	10	scalar	scalar	ADJ
ap-9354	183	11	as	as	SCONJ
ap-9354	183	12	it	it	PRON
ap-9354	183	13	is	be	AUX
ap-9354	183	14	indicated	indicate	VERB
ap-9354	183	15	in	in	ADP
ap-9354	183	16	figure	figure	NOUN
ap-9354	183	17	9	9	NUM
ap-9354	183	18	and	and	CCONJ
ap-9354	183	19	expressed	express	VERB
ap-9354	183	20	by	by	ADP
ap-9354	183	21	following	follow	VERB
ap-9354	183	22	equation	equation	NOUN
ap-9354	183	23	(	(	PUNCT
ap-9354	183	24	8)	8)	NUM
ap-9354	183	25	ỹ	ỹ	NOUN
ap-9354	183	26	=	=	SYM
ap-9354	183	27	σ(s	σ(s	PROPN
ap-9354	183	28	)	)	PUNCT
ap-9354	183	29	.	.	PUNCT
ap-9354	184	1	(	(	PUNCT
ap-9354	184	2	8)	8)	NUM
ap-9354	184	3	let	let	VERB
ap-9354	184	4	us	we	PRON
ap-9354	184	5	assume	assume	VERB
ap-9354	184	6	n	n	PRON
ap-9354	184	7	-th	-th	NOUN
ap-9354	184	8	order	order	NOUN
ap-9354	184	9	neural	neural	ADJ
ap-9354	184	10	unit	unit	NOUN
ap-9354	184	11	,	,	PUNCT
ap-9354	184	12	then	then	ADV
ap-9354	184	13	the	the	DET
ap-9354	184	14	product	product	NOUN
ap-9354	184	15	of	of	ADP
ap-9354	184	16	a	a	DET
ap-9354	184	17	synaptic	synaptic	ADJ
ap-9354	184	18	operation	operation	NOUN
ap-9354	184	19	can	can	AUX
ap-9354	184	20	be	be	AUX
ap-9354	184	21	written	write	VERB
ap-9354	184	22	as	as	ADP
ap-9354	184	23	equation	equation	NOUN
ap-9354	184	24	(	(	PUNCT
ap-9354	184	25	9	9	NUM
ap-9354	184	26	)	)	PUNCT
ap-9354	184	27	.	.	PUNCT
ap-9354	185	1	s	s	PART
ap-9354	186	1	=	=	PUNCT
ap-9354	186	2	w0x0	w0x0	PROPN
ap-9354	186	3	+	+	NUM
ap-9354	186	4	n∑	n∑	ADJ
ap-9354	186	5	i=1	i=1	PROPN
ap-9354	186	6	wixi	wixi	PROPN
ap-9354	187	1	+	+	CCONJ
ap-9354	188	1	n∑	n∑	PROPN
ap-9354	188	2	i=1	i=1	PROPN
ap-9354	188	3	n∑	n∑	PROPN
ap-9354	188	4	j	j	PROPN
ap-9354	189	1	=	=	PROPN
ap-9354	189	2	i	i	PROPN
ap-9354	189	3	wijxixj	wijxixj	VERB
ap-9354	189	4	+	+	X
ap-9354	189	5	.	.	PUNCT
ap-9354	189	6	.	.	PUNCT
ap-9354	189	7	.	.	PUNCT
ap-9354	190	1	+	+	CCONJ
ap-9354	190	2	n∑	n∑	PROPN
ap-9354	190	3	i1=1	i1=1	PROPN
ap-9354	190	4	·	·	PUNCT
ap-9354	190	5	·	·	PUNCT
ap-9354	190	6	·	·	PUNCT
ap-9354	191	1	n∑	n∑	ADV
ap-9354	191	2	in	in	ADP
ap-9354	191	3	=	=	PROPN
ap-9354	191	4	in−1	in−1	ADJ
ap-9354	191	5	wi1i2	wi1i2	PROPN
ap-9354	191	6	...	...	PUNCT
ap-9354	191	7	in	in	ADP
ap-9354	191	8	xi1xi2	xi1xi2	PROPN
ap-9354	191	9	.	.	PUNCT
ap-9354	191	10	.	.	PUNCT
ap-9354	191	11	.	.	PUNCT
ap-9354	192	1	xin	xin	PROPN
ap-9354	192	2	,	,	PUNCT
ap-9354	192	3	(	(	PUNCT
ap-9354	192	4	9	9	X
ap-9354	192	5	)	)	PUNCT
ap-9354	193	1	where	where	SCONJ
ap-9354	193	2	x0	x0	PROPN
ap-9354	193	3	=	=	SYM
ap-9354	193	4	1	1	NUM
ap-9354	193	5	denotes	denote	VERB
ap-9354	193	6	the	the	DET
ap-9354	193	7	threshold	threshold	NOUN
ap-9354	193	8	and	and	CCONJ
ap-9354	193	9	n	n	PRON
ap-9354	193	10	stands	stand	VERB
ap-9354	193	11	for	for	ADP
ap-9354	193	12	the	the	DET
ap-9354	193	13	length	length	NOUN
ap-9354	193	14	of	of	ADP
ap-9354	193	15	the	the	DET
ap-9354	193	16	input	input	NOUN
ap-9354	193	17	feature	feature	NOUN
ap-9354	193	18	vector	vector	NOUN
ap-9354	193	19	.	.	PUNCT
ap-9354	194	1	neural	neural	ADJ
ap-9354	194	2	unit	unit	NOUN
ap-9354	194	3			VERB
ap-9354	194	4			PROPN
ap-9354	194	5	x1	x1	PROPN
ap-9354	194	6	...	...	PUNCT
ap-9354	195	1	xi	xi	X
ap-9354	195	2	...	...	PUNCT
ap-9354	195	3	xn	xn	PROPN
ap-9354	196	1			PROPN
ap-9354	196	2			PROPN
ap-9354	196	3	inputs	input	VERB
ap-9354	196	4			NOUN
ap-9354	196	5			NOUN
ap-9354	196	6	w1	w1	NOUN
ap-9354	196	7	...	...	PUNCT
ap-9354	197	1	wi	wi	PROPN
ap-9354	197	2	...	...	PUNCT
ap-9354	198	1	wn	wn	PROPN
ap-9354	198	2			PROPN
ap-9354	198	3			PROPN
ap-9354	198	4	synapse	synapse	VERB
ap-9354	198	5	∑	∑	ADP
ap-9354	198	6	σ(s	σ(s	PROPN
ap-9354	198	7	)	)	PUNCT
ap-9354	198	8	soma	soma	PROPN
ap-9354	198	9	w0	w0	PROPN
ap-9354	198	10	threshold	threshold	NOUN
ap-9354	198	11	learning	learn	VERB
ap-9354	198	12	algorithm	algorithm	NOUN
ap-9354	198	13	s	s	PART
ap-9354	198	14	ỹ	ỹ	PROPN
ap-9354	198	15	∈	∈	NOUN
ap-9354	198	16	r	r	NOUN
ap-9354	198	17	figure	figure	NOUN
ap-9354	198	18	9	9	NUM
ap-9354	198	19	.	.	PUNCT
ap-9354	198	20	neural	neural	ADJ
ap-9354	198	21	network	network	NOUN
ap-9354	198	22	:	:	PUNCT
ap-9354	198	23	single	single	ADJ
ap-9354	198	24	neural	neural	ADJ
ap-9354	198	25	unit	unit	NOUN
ap-9354	198	26	.	.	PUNCT
ap-9354	199	1	since	since	SCONJ
ap-9354	199	2	the	the	DET
ap-9354	199	3	desired	desire	VERB
ap-9354	199	4	outputs	output	NOUN
ap-9354	199	5	are	be	AUX
ap-9354	199	6	predetermined	predetermine	VERB
ap-9354	199	7	,	,	PUNCT
ap-9354	199	8	the	the	DET
ap-9354	199	9	process	process	NOUN
ap-9354	199	10	of	of	ADP
ap-9354	199	11	machine	machine	NOUN
ap-9354	199	12	learning	learning	NOUN
ap-9354	199	13	is	be	AUX
ap-9354	199	14	termed	term	VERB
ap-9354	199	15	as	as	ADP
ap-9354	199	16	supervised	supervised	ADJ
ap-9354	199	17	learning	learning	NOUN
ap-9354	199	18	.	.	PUNCT
ap-9354	200	1	this	this	PRON
ap-9354	200	2	involves	involve	VERB
ap-9354	200	3	learning	learn	VERB
ap-9354	200	4	a	a	DET
ap-9354	200	5	function	function	NOUN
ap-9354	200	6	that	that	PRON
ap-9354	200	7	connects	connect	VERB
ap-9354	200	8	input	input	NOUN
ap-9354	200	9	to	to	ADP
ap-9354	200	10	output	output	NOUN
ap-9354	200	11	using	use	VERB
ap-9354	200	12	a	a	DET
ap-9354	200	13	cost	cost	NOUN
ap-9354	200	14	function	function	NOUN
ap-9354	200	15	#	#	NOUN
ap-9354	200	16	–	–	PUNCT
ap-9354	200	17	e	e	NOUN
ap-9354	200	18	.	.	PUNCT
ap-9354	201	1	as	as	SCONJ
ap-9354	201	2	we	we	PRON
ap-9354	201	3	can	can	AUX
ap-9354	201	4	see	see	VERB
ap-9354	201	5	,	,	PUNCT
ap-9354	201	6	the	the	DET
ap-9354	201	7	neural	neural	ADJ
ap-9354	201	8	output	output	NOUN
ap-9354	201	9	is	be	AUX
ap-9354	201	10	strongly	strongly	ADV
ap-9354	201	11	dependent	dependent	ADJ
ap-9354	201	12	on	on	ADP
ap-9354	201	13	the	the	DET
ap-9354	201	14	neural	neural	ADJ
ap-9354	201	15	memories	memory	NOUN
ap-9354	201	16	represented	represent	VERB
ap-9354	201	17	by	by	ADP
ap-9354	201	18	vector	vector	NOUN
ap-9354	201	19	of	of	ADP
ap-9354	201	20	the	the	DET
ap-9354	201	21	weights	weight	NOUN
ap-9354	201	22	#	#	NOUN
ap-9354	201	23	–	–	PUNCT
ap-9354	201	24	w	w	NOUN
ap-9354	201	25	.	.	PUNCT
ap-9354	202	1	so	so	ADV
ap-9354	202	2	,	,	PUNCT
ap-9354	202	3	to	to	PART
ap-9354	202	4	help	help	VERB
ap-9354	202	5	the	the	DET
ap-9354	202	6	neural	neural	ADJ
ap-9354	202	7	unit	unit	NOUN
ap-9354	202	8	learn	learn	VERB
ap-9354	202	9	,	,	PUNCT
ap-9354	202	10	the	the	DET
ap-9354	202	11	information	information	NOUN
ap-9354	202	12	processing	processing	NOUN
ap-9354	202	13	needs	need	VERB
ap-9354	202	14	to	to	PART
ap-9354	202	15	be	be	AUX
ap-9354	202	16	structured	structure	VERB
ap-9354	202	17	appropriately	appropriately	ADV
ap-9354	202	18	.	.	PUNCT
ap-9354	203	1	batch	batch	VERB
ap-9354	203	2	levenberg	levenberg	PROPN
ap-9354	203	3	-	-	PUNCT
ap-9354	203	4	marquardt	marquardt	PROPN
ap-9354	203	5	algorithm	algorithm	NOUN
ap-9354	203	6	for	for	ADP
ap-9354	203	7	updating	update	VERB
ap-9354	203	8	weights	weight	NOUN
ap-9354	203	9	[	[	X
ap-9354	203	10	27	27	NUM
ap-9354	203	11	]	]	PUNCT
ap-9354	203	12	is	be	AUX
ap-9354	203	13	utilised	utilise	VERB
ap-9354	203	14	in	in	ADP
ap-9354	203	15	present	present	ADJ
ap-9354	203	16	work	work	NOUN
ap-9354	203	17	#	#	NOUN
ap-9354	203	18	–	–	PUNCT
ap-9354	203	19	w	w	NOUN
ap-9354	203	20	=	=	SYM
ap-9354	203	21	#	#	NOUN
ap-9354	203	22	–	–	PUNCT
ap-9354	204	1	w	w	NOUN
ap-9354	204	2	+	+	CCONJ
ap-9354	204	3	∆	∆	X
ap-9354	204	4	#	#	NOUN
ap-9354	204	5	–	–	PUNCT
ap-9354	204	6	w	w	NOUN
ap-9354	204	7	,	,	PUNCT
ap-9354	204	8	(	(	PUNCT
ap-9354	204	9	10	10	NUM
ap-9354	204	10	)	)	PUNCT
ap-9354	205	1	where	where	SCONJ
ap-9354	205	2	∆	∆	VERB
ap-9354	205	3	#	#	NOUN
ap-9354	205	4	–	–	PUNCT
ap-9354	205	5	w	w	PROPN
ap-9354	205	6	t	t	NOUN
ap-9354	205	7	=	=	SYM
ap-9354	205	8	−	−	PROPN
ap-9354	205	9	(	(	PUNCT
ap-9354	205	10	#	#	NOUN
ap-9354	205	11	–	–	PUNCT
ap-9354	205	12	#	#	SYM
ap-9354	205	13	–	–	PUNCT
ap-9354	205	14	j	j	PROPN
ap-9354	205	15	t	t	PROPN
ap-9354	205	16	#	#	NOUN
ap-9354	205	17	–	–	PUNCT
ap-9354	205	18	#	#	SYM
ap-9354	205	19	–	–	PUNCT
ap-9354	205	20	j	j	NOUN
ap-9354	205	21	+	+	CCONJ
ap-9354	205	22	1	1	NUM
ap-9354	205	23	µ	µ	PRON
ap-9354	205	24	#	#	NOUN
ap-9354	205	25	–	–	PUNCT
ap-9354	205	26	#	#	SYM
ap-9354	205	27	–	–	PUNCT
ap-9354	205	28	i	i	NOUN
ap-9354	205	29	)	)	PUNCT
ap-9354	205	30	−1	−1	NOUN
ap-9354	205	31	#	#	NOUN
ap-9354	205	32	–	–	PUNCT
ap-9354	205	33	#	#	SYM
ap-9354	205	34	–	–	PUNCT
ap-9354	205	35	j	j	PROPN
ap-9354	205	36	t	t	PROPN
ap-9354	205	37	#	#	SYM
ap-9354	205	38	–	–	PUNCT
ap-9354	205	39	e	e	NOUN
ap-9354	205	40	.	.	PUNCT
ap-9354	206	1	(	(	PUNCT
ap-9354	206	2	11	11	NUM
ap-9354	206	3	)	)	PUNCT
ap-9354	206	4	coefficient	coefficient	NOUN
ap-9354	206	5	µ	µ	PRON
ap-9354	206	6	is	be	AUX
ap-9354	206	7	the	the	DET
ap-9354	206	8	learning	learning	NOUN
ap-9354	206	9	rate	rate	NOUN
ap-9354	206	10	,	,	PUNCT
ap-9354	206	11	#	#	NOUN
ap-9354	206	12	–	–	PUNCT
ap-9354	206	13	#	#	NOUN
ap-9354	206	14	–	–	PUNCT
ap-9354	206	15	i	i	PRON
ap-9354	206	16	is	be	AUX
ap-9354	206	17	nw	nw	PROPN
ap-9354	206	18	×	×	PROPN
ap-9354	206	19	nw	nw	NOUN
ap-9354	206	20	identity	identity	NOUN
ap-9354	206	21	matrix	matrix	NOUN
ap-9354	206	22	,	,	PUNCT
ap-9354	206	23	nw	nw	INTJ
ap-9354	206	24	the	the	DET
ap-9354	206	25	number	number	NOUN
ap-9354	206	26	of	of	ADP
ap-9354	206	27	weights	weight	NOUN
ap-9354	206	28	and	and	CCONJ
ap-9354	206	29	#	#	SYM
ap-9354	206	30	–	–	PUNCT
ap-9354	206	31	#	#	SYM
ap-9354	206	32	–	–	PUNCT
ap-9354	206	33	j	j	PROPN
ap-9354	206	34	represents	represent	VERB
ap-9354	206	35	n	n	PRON
ap-9354	206	36	×	×	PROPN
ap-9354	206	37	nw	nw	PROPN
ap-9354	206	38	jacobian	jacobian	PROPN
ap-9354	206	39	matrix	matrix	NOUN
ap-9354	206	40	.	.	PUNCT
ap-9354	207	1	usually	usually	ADV
ap-9354	207	2	,	,	PUNCT
ap-9354	207	3	the	the	DET
ap-9354	207	4	training	training	NOUN
ap-9354	207	5	data	datum	NOUN
ap-9354	207	6	set	set	VERB
ap-9354	207	7	is	be	AUX
ap-9354	207	8	divided	divide	VERB
ap-9354	207	9	into	into	ADP
ap-9354	207	10	three	three	NUM
ap-9354	207	11	subsets	subset	NOUN
ap-9354	207	12	.	.	PUNCT
ap-9354	208	1	the	the	DET
ap-9354	208	2	first	first	ADJ
ap-9354	208	3	,	,	PUNCT
ap-9354	208	4	training	training	NOUN
ap-9354	208	5	set	set	NOUN
ap-9354	208	6	,	,	PUNCT
ap-9354	208	7	which	which	PRON
ap-9354	208	8	serves	serve	VERB
ap-9354	208	9	for	for	ADP
ap-9354	208	10	learning	learn	VERB
ap-9354	208	11	and	and	CCONJ
ap-9354	208	12	updating	update	VERB
ap-9354	208	13	weights	weight	NOUN
ap-9354	208	14	.	.	PUNCT
ap-9354	209	1	the	the	DET
ap-9354	209	2	second	second	ADJ
ap-9354	209	3	is	be	AUX
ap-9354	209	4	the	the	DET
ap-9354	209	5	validating	validate	VERB
ap-9354	209	6	set	set	NOUN
ap-9354	209	7	.	.	PUNCT
ap-9354	210	1	after	after	ADP
ap-9354	210	2	each	each	DET
ap-9354	210	3	epoch	epoch	NOUN
ap-9354	210	4	of	of	ADP
ap-9354	210	5	the	the	DET
ap-9354	210	6	learning	learning	NOUN
ap-9354	210	7	algorithm	algorithm	NOUN
ap-9354	210	8	,	,	PUNCT
ap-9354	210	9	error	error	NOUN
ap-9354	210	10	estimation	estimation	NOUN
ap-9354	210	11	is	be	AUX
ap-9354	210	12	performed	perform	VERB
ap-9354	210	13	on	on	ADP
ap-9354	210	14	this	this	DET
ap-9354	210	15	subset	subset	NOUN
ap-9354	210	16	in	in	ADP
ap-9354	210	17	order	order	NOUN
ap-9354	210	18	to	to	PART
ap-9354	210	19	avoid	avoid	VERB
ap-9354	210	20	neural	neural	ADJ
ap-9354	210	21	unit	unit	NOUN
ap-9354	210	22	overfitting	overfitte	VERB
ap-9354	210	23	.	.	PUNCT
ap-9354	211	1	the	the	DET
ap-9354	211	2	training	training	NOUN
ap-9354	211	3	continues	continue	VERB
ap-9354	211	4	until	until	ADP
ap-9354	211	5	the	the	DET
ap-9354	211	6	validating	validate	VERB
ap-9354	211	7	error	error	NOUN
ap-9354	211	8	increases	increase	NOUN
ap-9354	211	9	.	.	PUNCT
ap-9354	212	1	the	the	DET
ap-9354	212	2	third	third	ADJ
ap-9354	212	3	part	part	NOUN
ap-9354	212	4	is	be	AUX
ap-9354	212	5	called	call	VERB
ap-9354	212	6	the	the	DET
ap-9354	212	7	testing	testing	NOUN
ap-9354	212	8	set	set	NOUN
ap-9354	212	9	,	,	PUNCT
ap-9354	212	10	which	which	PRON
ap-9354	212	11	measures	measure	VERB
ap-9354	212	12	the	the	DET
ap-9354	212	13	error	error	NOUN
ap-9354	212	14	after	after	SCONJ
ap-9354	212	15	learning	learn	VERB
ap-9354	212	16	is	be	AUX
ap-9354	212	17	terminated	terminate	VERB
ap-9354	212	18	.	.	PUNCT
ap-9354	213	1	according	accord	VERB
ap-9354	213	2	to	to	ADP
ap-9354	213	3	previous	previous	ADJ
ap-9354	213	4	considerations	consideration	NOUN
ap-9354	213	5	,	,	PUNCT
ap-9354	213	6	the	the	DET
ap-9354	213	7	desired	desire	VERB
ap-9354	213	8	function	function	NOUN
ap-9354	213	9	is	be	AUX
ap-9354	213	10	assumed	assume	VERB
ap-9354	213	11	in	in	ADP
ap-9354	213	12	a	a	DET
ap-9354	213	13	form	form	NOUN
ap-9354	213	14	of	of	ADP
ap-9354	213	15	equation	equation	NOUN
ap-9354	213	16	(	(	PUNCT
ap-9354	213	17	1	1	NUM
ap-9354	213	18	)	)	PUNCT
ap-9354	213	19	.	.	PUNCT
ap-9354	214	1	the	the	DET
ap-9354	214	2	neural	neural	ADJ
ap-9354	214	3	network	network	NOUN
ap-9354	214	4	was	be	AUX
ap-9354	214	5	assembled	assemble	VERB
ap-9354	214	6	by	by	ADP
ap-9354	214	7	five	five	NUM
ap-9354	214	8	neurons	neuron	NOUN
ap-9354	214	9	with	with	ADP
ap-9354	214	10	third	third	ADJ
ap-9354	214	11	order	order	NOUN
ap-9354	214	12	synaptic	synaptic	ADJ
ap-9354	214	13	operation	operation	NOUN
ap-9354	214	14	and	and	CCONJ
ap-9354	214	15	bipolar	bipolar	ADJ
ap-9354	214	16	sigmoid	sigmoid	NOUN
ap-9354	214	17	activation	activation	NOUN
ap-9354	214	18	in	in	ADP
ap-9354	214	19	the	the	DET
ap-9354	214	20	first	first	ADJ
ap-9354	214	21	layer	layer	NOUN
ap-9354	214	22	and	and	CCONJ
ap-9354	214	23	single	single	ADJ
ap-9354	214	24	second	second	ADJ
ap-9354	214	25	order	order	NOUN
ap-9354	214	26	neuron	neuron	NOUN
ap-9354	214	27	with	with	ADP
ap-9354	214	28	linear	linear	ADJ
ap-9354	214	29	activation	activation	NOUN
ap-9354	214	30	in	in	ADP
ap-9354	214	31	the	the	DET
ap-9354	214	32	output	output	NOUN
ap-9354	214	33	layer	layer	NOUN
ap-9354	214	34	as	as	SCONJ
ap-9354	214	35	it	it	PRON
ap-9354	214	36	can	can	AUX
ap-9354	214	37	be	be	AUX
ap-9354	214	38	seen	see	VERB
ap-9354	214	39	in	in	ADP
ap-9354	214	40	figure	figure	NOUN
ap-9354	214	41	10	10	NUM
ap-9354	214	42	.	.	PUNCT
ap-9354	215	1	error	error	NOUN
ap-9354	215	2	propagation	propagation	NOUN
ap-9354	215	3	through	through	ADP
ap-9354	215	4	the	the	DET
ap-9354	215	5	network	network	NOUN
ap-9354	215	6	is	be	AUX
ap-9354	215	7	performed	perform	VERB
ap-9354	215	8	by	by	ADP
ap-9354	215	9	gupta	gupta	PROPN
ap-9354	215	10	et	et	PROPN
ap-9354	215	11	al	al	PROPN
ap-9354	215	12	.	.	PUNCT
ap-9354	216	1	[	[	X
ap-9354	216	2	28	28	NUM
ap-9354	216	3	]	]	X
ap-9354	216	4	using	use	VERB
ap-9354	216	5	multilayer	multilayer	ADJ
ap-9354	216	6	backpropagation	backpropagation	NOUN
ap-9354	216	7	algorithm	algorithm	NOUN
ap-9354	216	8	.	.	PUNCT
ap-9354	217	1			NOUN
ap-9354	217	2			NOUN
ap-9354	217	3	(	(	PUNCT
ap-9354	217	4	d1	d1	NOUN
ap-9354	217	5	/	/	SYM
ap-9354	217	6	d2	d2	PROPN
ap-9354	217	7	,	,	PUNCT
ap-9354	217	8	t2	t2	NOUN
ap-9354	217	9	,	,	PUNCT
ap-9354	217	10	td1	td1	X
ap-9354	217	11	,	,	PUNCT
ap-9354	217	12	φ)1	φ)1	PROPN
ap-9354	217	13	...	...	PUNCT
ap-9354	217	14	(	(	PUNCT
ap-9354	217	15	d1	d1	NOUN
ap-9354	217	16	/	/	SYM
ap-9354	217	17	d2	d2	PROPN
ap-9354	217	18	,	,	PUNCT
ap-9354	217	19	t2	t2	NOUN
ap-9354	217	20	,	,	PUNCT
ap-9354	217	21	td1	td1	PROPN
ap-9354	217	22	,	,	PUNCT
ap-9354	217	23	φ)i	φ)i	X
ap-9354	217	24	...	...	PUNCT
ap-9354	217	25	(	(	PUNCT
ap-9354	217	26	d1	d1	NOUN
ap-9354	217	27	/	/	SYM
ap-9354	217	28	d2	d2	PROPN
ap-9354	217	29	,	,	PUNCT
ap-9354	217	30	t2	t2	NOUN
ap-9354	217	31	,	,	PUNCT
ap-9354	217	32	td1	td1	NOUN
ap-9354	217	33	,	,	PUNCT
ap-9354	217	34	φ)n	φ)n	NOUN
ap-9354	217	35			PROPN
ap-9354	217	36			PROPN
ap-9354	217	37	inputs	input	VERB
ap-9354	217	38	nu	nu	INTJ
ap-9354	217	39	1	1	NUM
ap-9354	217	40	1	1	NUM
ap-9354	217	41	......	......	PUNCT
ap-9354	217	42	nu	nu	INTJ
ap-9354	217	43	5	5	NUM
ap-9354	217	44	1	1	NUM
ap-9354	217	45	1st	1st	NOUN
ap-9354	217	46	layer	layer	NOUN
ap-9354	217	47	nu	nu	NOUN
ap-9354	217	48	1	1	NUM
ap-9354	217	49	2	2	NUM
ap-9354	217	50	2nd	2nd	ADJ
ap-9354	217	51	layer	layer	NOUN
ap-9354	217	52			NOUN
ap-9354	217	53			NOUN
ap-9354	217	54	(	(	PUNCT
ap-9354	217	55	td2)1	td2)1	PROPN
ap-9354	217	56	...	...	PUNCT
ap-9354	217	57	(	(	PUNCT
ap-9354	217	58	td2)i	td2)i	NOUN
ap-9354	217	59	...	...	PUNCT
ap-9354	217	60	(	(	PUNCT
ap-9354	217	61	td2)n	td2)n	PROPN
ap-9354	217	62			PROPN
ap-9354	217	63			PROPN
ap-9354	217	64	outputs	output	NOUN
ap-9354	217	65	figure	figure	VERB
ap-9354	217	66	10	10	NUM
ap-9354	217	67	.	.	PUNCT
ap-9354	218	1	neural	neural	ADJ
ap-9354	218	2	network	network	NOUN
ap-9354	218	3	:	:	PUNCT
ap-9354	218	4	shallow	shallow	ADJ
ap-9354	218	5	neural	neural	ADJ
ap-9354	218	6	network	network	NOUN
ap-9354	218	7	.	.	PUNCT
ap-9354	219	1	4	4	X
ap-9354	219	2	.	.	NOUN
ap-9354	219	3	results	result	VERB
ap-9354	219	4	all	all	DET
ap-9354	219	5	samples	sample	NOUN
ap-9354	219	6	in	in	ADP
ap-9354	219	7	the	the	DET
ap-9354	219	8	obtained	obtain	VERB
ap-9354	219	9	data	data	NOUN
ap-9354	219	10	set	set	VERB
ap-9354	219	11	(	(	PUNCT
ap-9354	219	12	5	5	NUM
ap-9354	219	13	805	805	NUM
ap-9354	219	14	in	in	ADP
ap-9354	219	15	total	total	NOUN
ap-9354	219	16	)	)	PUNCT
ap-9354	219	17	were	be	AUX
ap-9354	219	18	normalised	normalise	VERB
ap-9354	219	19	using	use	VERB
ap-9354	219	20	the	the	DET
ap-9354	219	21	minmax	minmax	PROPN
ap-9354	219	22	method	method	NOUN
ap-9354	219	23	within	within	ADP
ap-9354	219	24	a	a	DET
ap-9354	219	25	range	range	NOUN
ap-9354	219	26	of	of	ADP
ap-9354	219	27	⟨0	⟨0	PROPN
ap-9354	219	28	;	;	PUNCT
ap-9354	219	29	1⟩	1⟩	NUM
ap-9354	219	30	learning	learning	NOUN
ap-9354	219	31	rate	rate	NOUN
ap-9354	219	32	was	be	AUX
ap-9354	219	33	set	set	VERB
ap-9354	219	34	to	to	ADP
ap-9354	219	35	a	a	DET
ap-9354	219	36	constant	constant	ADJ
ap-9354	219	37	value	value	NOUN
ap-9354	219	38	µ	µ	NOUN
ap-9354	219	39	=	=	SYM
ap-9354	219	40	0.2	0.2	NUM
ap-9354	219	41	and	and	CCONJ
ap-9354	219	42	the	the	DET
ap-9354	219	43	total	total	ADJ
ap-9354	219	44	number	number	NOUN
ap-9354	219	45	of	of	ADP
ap-9354	219	46	epochs	epoch	NOUN
ap-9354	219	47	was	be	AUX
ap-9354	219	48	set	set	VERB
ap-9354	219	49	to	to	ADP
ap-9354	219	50	1	1	NUM
ap-9354	219	51	000	000	NUM
ap-9354	219	52	.	.	PUNCT
ap-9354	220	1	in	in	ADP
ap-9354	220	2	figure	figure	NOUN
ap-9354	220	3	11	11	NUM
ap-9354	220	4	,	,	PUNCT
ap-9354	220	5	it	it	PRON
ap-9354	220	6	can	can	AUX
ap-9354	220	7	be	be	AUX
ap-9354	220	8	seen	see	VERB
ap-9354	220	9	that	that	SCONJ
ap-9354	220	10	the	the	DET
ap-9354	220	11	validation	validation	NOUN
ap-9354	220	12	error	error	NOUN
ap-9354	220	13	reached	reach	VERB
ap-9354	220	14	its	its	PRON
ap-9354	220	15	minimum	minimum	NOUN
ap-9354	220	16	at	at	ADP
ap-9354	220	17	48	48	NUM
ap-9354	220	18	-	-	PUNCT
ap-9354	220	19	th	th	X
ap-9354	220	20	epoch	epoch	NOUN
ap-9354	220	21	with	with	ADP
ap-9354	220	22	a	a	DET
ap-9354	220	23	test	test	NOUN
ap-9354	220	24	error	error	NOUN
ap-9354	220	25	of	of	ADP
ap-9354	220	26	2.1338e-5	2.1338e-5	NUM
ap-9354	220	27	in	in	ADP
ap-9354	220	28	the	the	DET
ap-9354	220	29	norm	norm	NOUN
ap-9354	220	30	space	space	NOUN
ap-9354	220	31	.	.	PUNCT
ap-9354	221	1	figure	figure	VERB
ap-9354	221	2	11	11	NUM
ap-9354	221	3	.	.	PUNCT
ap-9354	222	1	results	result	NOUN
ap-9354	222	2	:	:	PUNCT
ap-9354	222	3	progress	progress	NOUN
ap-9354	222	4	of	of	ADP
ap-9354	222	5	the	the	DET
ap-9354	222	6	learning	learning	NOUN
ap-9354	222	7	.	.	PUNCT
ap-9354	223	1	435	435	NUM
ap-9354	223	2	j.	j.	PROPN
ap-9354	223	3	pařez	pařez	NOUN
ap-9354	223	4	,	,	PUNCT
ap-9354	223	5	p.	p.	NOUN
ap-9354	223	6	kovář	kovář	PROPN
ap-9354	223	7	,	,	PUNCT
ap-9354	223	8	a.	a.	NOUN
ap-9354	223	9	tater	tater	PROPN
ap-9354	223	10	acta	acta	PROPN
ap-9354	223	11	polytechnica	polytechnica	PROPN
ap-9354	223	12	figure	figure	NOUN
ap-9354	223	13	12	12	NUM
ap-9354	223	14	.	.	PUNCT
ap-9354	224	1	results	result	NOUN
ap-9354	224	2	:	:	PUNCT
ap-9354	224	3	comparison	comparison	NOUN
ap-9354	224	4	of	of	ADP
ap-9354	224	5	neural	neural	ADJ
ap-9354	224	6	outputs	output	NOUN
ap-9354	224	7	against	against	ADP
ap-9354	224	8	training	training	NOUN
ap-9354	224	9	data	datum	NOUN
ap-9354	224	10	set	set	VERB
ap-9354	224	11	in	in	ADP
ap-9354	224	12	the	the	DET
ap-9354	224	13	sample	sample	NOUN
ap-9354	224	14	space	space	NOUN
ap-9354	224	15	.	.	PUNCT
ap-9354	225	1	figure	figure	NOUN
ap-9354	225	2	13	13	NUM
ap-9354	225	3	.	.	PUNCT
ap-9354	226	1	results	result	NOUN
ap-9354	226	2	:	:	PUNCT
ap-9354	226	3	comparison	comparison	NOUN
ap-9354	226	4	of	of	ADP
ap-9354	226	5	neural	neural	ADJ
ap-9354	226	6	outputs	output	NOUN
ap-9354	226	7	against	against	ADP
ap-9354	226	8	testing	testing	NOUN
ap-9354	226	9	data	datum	NOUN
ap-9354	226	10	set	set	VERB
ap-9354	226	11	obtained	obtain	VERB
ap-9354	226	12	using	use	VERB
ap-9354	226	13	lhs	lhs	PROPN
ap-9354	226	14	.	.	PUNCT
ap-9354	227	1	weights	weight	NOUN
ap-9354	227	2	set	set	VERB
ap-9354	227	3	in	in	ADP
ap-9354	227	4	this	this	DET
ap-9354	227	5	learning	learn	VERB
ap-9354	227	6	epoch	epoch	NOUN
ap-9354	227	7	were	be	AUX
ap-9354	227	8	evaluated	evaluate	VERB
ap-9354	227	9	as	as	ADP
ap-9354	227	10	the	the	DET
ap-9354	227	11	best	good	ADJ
ap-9354	227	12	approximation	approximation	NOUN
ap-9354	227	13	of	of	ADP
ap-9354	227	14	the	the	DET
ap-9354	227	15	task	task	NOUN
ap-9354	227	16	before	before	ADP
ap-9354	227	17	any	any	DET
ap-9354	227	18	possible	possible	ADJ
ap-9354	227	19	overfitting	overfitting	NOUN
ap-9354	227	20	.	.	PUNCT
ap-9354	228	1	there	there	PRON
ap-9354	228	2	is	be	VERB
ap-9354	228	3	a	a	DET
ap-9354	228	4	graphical	graphical	ADJ
ap-9354	228	5	comparison	comparison	NOUN
ap-9354	228	6	of	of	ADP
ap-9354	228	7	the	the	DET
ap-9354	228	8	neural	neural	ADJ
ap-9354	228	9	output	output	NOUN
ap-9354	228	10	against	against	ADP
ap-9354	228	11	the	the	DET
ap-9354	228	12	training	training	NOUN
ap-9354	228	13	data	datum	NOUN
ap-9354	228	14	set	set	VERB
ap-9354	228	15	shown	show	VERB
ap-9354	228	16	in	in	ADP
ap-9354	228	17	figure	figure	NOUN
ap-9354	228	18	12	12	NUM
ap-9354	228	19	.	.	PUNCT
ap-9354	229	1	it	it	PRON
ap-9354	229	2	can	can	AUX
ap-9354	229	3	be	be	AUX
ap-9354	229	4	seen	see	VERB
ap-9354	229	5	that	that	SCONJ
ap-9354	229	6	the	the	DET
ap-9354	229	7	neural	neural	ADJ
ap-9354	229	8	outputs	output	NOUN
ap-9354	229	9	are	be	AUX
ap-9354	229	10	in	in	ADP
ap-9354	229	11	good	good	ADJ
ap-9354	229	12	agreement	agreement	NOUN
ap-9354	229	13	with	with	ADP
ap-9354	229	14	the	the	DET
ap-9354	229	15	training	training	NOUN
ap-9354	229	16	data	datum	NOUN
ap-9354	229	17	set	set	VERB
ap-9354	229	18	.	.	PUNCT
ap-9354	230	1	the	the	DET
ap-9354	230	2	mean	mean	ADJ
ap-9354	230	3	squared	square	VERB
ap-9354	230	4	error	error	NOUN
ap-9354	230	5	(	(	PUNCT
ap-9354	230	6	mse	mse	NOUN
ap-9354	230	7	)	)	PUNCT
ap-9354	230	8	reached	reach	VERB
ap-9354	230	9	1.548	1.548	NUM
ap-9354	230	10	in	in	ADP
ap-9354	230	11	the	the	DET
ap-9354	230	12	sample	sample	NOUN
ap-9354	230	13	space	space	NOUN
ap-9354	230	14	,	,	PUNCT
ap-9354	230	15	i.e.	i.e.	X
ap-9354	230	16	not	not	PART
ap-9354	230	17	norm	norm	NOUN
ap-9354	230	18	space	space	NOUN
ap-9354	230	19	.	.	PUNCT
ap-9354	231	1	latin	latin	ADJ
ap-9354	231	2	hypercube	hypercube	NOUN
ap-9354	231	3	sampling	sample	VERB
ap-9354	231	4	(	(	PUNCT
ap-9354	231	5	lhs	lhs	PROPN
ap-9354	231	6	)	)	PUNCT
ap-9354	231	7	was	be	AUX
ap-9354	231	8	used	use	VERB
ap-9354	231	9	to	to	PART
ap-9354	231	10	generate	generate	VERB
ap-9354	231	11	the	the	DET
ap-9354	231	12	data	datum	NOUN
ap-9354	231	13	set	set	VERB
ap-9354	231	14	.	.	PUNCT
ap-9354	232	1	the	the	DET
ap-9354	232	2	strategy	strategy	NOUN
ap-9354	232	3	chosen	choose	VERB
ap-9354	232	4	was	be	AUX
ap-9354	232	5	16	16	NUM
ap-9354	232	6	samples	sample	NOUN
ap-9354	232	7	with	with	ADP
ap-9354	232	8	a	a	DET
ap-9354	232	9	maximum	maximum	ADJ
ap-9354	232	10	sum	sum	NOUN
ap-9354	232	11	of	of	ADP
ap-9354	232	12	distances	distance	NOUN
ap-9354	232	13	in	in	ADP
ap-9354	232	14	the	the	DET
ap-9354	232	15	sample	sample	NOUN
ap-9354	232	16	space	space	NOUN
ap-9354	232	17	[	[	X
ap-9354	232	18	29	29	NUM
ap-9354	232	19	]	]	PUNCT
ap-9354	232	20	.	.	PUNCT
ap-9354	233	1	a	a	DET
ap-9354	233	2	comparison	comparison	NOUN
ap-9354	233	3	of	of	ADP
ap-9354	233	4	the	the	DET
ap-9354	233	5	neural	neural	ADJ
ap-9354	233	6	outputs	output	NOUN
ap-9354	233	7	against	against	ADP
ap-9354	233	8	the	the	DET
ap-9354	233	9	testing	testing	NOUN
ap-9354	233	10	data	datum	NOUN
ap-9354	233	11	obtained	obtain	VERB
ap-9354	233	12	using	use	VERB
ap-9354	233	13	lhs	lhs	PROPN
ap-9354	233	14	is	be	AUX
ap-9354	233	15	shown	show	VERB
ap-9354	233	16	in	in	ADP
ap-9354	233	17	figure	figure	NOUN
ap-9354	233	18	13	13	NUM
ap-9354	233	19	.	.	PUNCT
ap-9354	234	1	figure	figure	VERB
ap-9354	234	2	14	14	NUM
ap-9354	234	3	.	.	PUNCT
ap-9354	235	1	results	result	NOUN
ap-9354	235	2	:	:	PUNCT
ap-9354	235	3	comparison	comparison	NOUN
ap-9354	235	4	of	of	ADP
ap-9354	235	5	neural	neural	ADJ
ap-9354	235	6	outputs	output	NOUN
ap-9354	235	7	against	against	ADP
ap-9354	235	8	testing	testing	NOUN
ap-9354	235	9	data	datum	NOUN
ap-9354	235	10	set	set	VERB
ap-9354	235	11	the	the	DET
ap-9354	235	12	best	good	ADJ
ap-9354	235	13	match	match	NOUN
ap-9354	235	14	.	.	PUNCT
ap-9354	236	1	figure	figure	NOUN
ap-9354	236	2	15	15	NUM
ap-9354	236	3	.	.	PUNCT
ap-9354	237	1	results	result	NOUN
ap-9354	237	2	:	:	PUNCT
ap-9354	237	3	detailed	detailed	ADJ
ap-9354	237	4	comparison	comparison	NOUN
ap-9354	237	5	of	of	ADP
ap-9354	237	6	neural	neural	ADJ
ap-9354	237	7	outputs	output	NOUN
ap-9354	237	8	against	against	ADP
ap-9354	237	9	testing	testing	NOUN
ap-9354	237	10	data	datum	NOUN
ap-9354	237	11	set	set	VERB
ap-9354	237	12	the	the	DET
ap-9354	237	13	worst	bad	ADJ
ap-9354	237	14	match	match	NOUN
ap-9354	237	15	.	.	PUNCT
ap-9354	238	1	the	the	DET
ap-9354	238	2	mse	mse	NOUN
ap-9354	238	3	for	for	ADP
ap-9354	238	4	the	the	DET
ap-9354	238	5	testing	testing	NOUN
ap-9354	238	6	data	datum	NOUN
ap-9354	238	7	was	be	AUX
ap-9354	238	8	2.41	2.41	NUM
ap-9354	238	9	.	.	PUNCT
ap-9354	239	1	in	in	ADP
ap-9354	239	2	figure	figure	NOUN
ap-9354	239	3	14	14	NUM
ap-9354	239	4	,	,	PUNCT
ap-9354	239	5	there	there	PRON
ap-9354	239	6	is	be	VERB
ap-9354	239	7	a	a	DET
ap-9354	239	8	graphical	graphical	ADJ
ap-9354	239	9	comparison	comparison	NOUN
ap-9354	239	10	of	of	ADP
ap-9354	239	11	the	the	DET
ap-9354	239	12	obtained	obtain	VERB
ap-9354	239	13	prediction	prediction	NOUN
ap-9354	239	14	using	use	VERB
ap-9354	239	15	neural	neural	ADJ
ap-9354	239	16	network	network	NOUN
ap-9354	239	17	.	.	PUNCT
ap-9354	240	1	it	it	PRON
ap-9354	240	2	can	can	AUX
ap-9354	240	3	be	be	AUX
ap-9354	240	4	seen	see	VERB
ap-9354	240	5	that	that	SCONJ
ap-9354	240	6	the	the	DET
ap-9354	240	7	trend	trend	NOUN
ap-9354	240	8	of	of	ADP
ap-9354	240	9	the	the	DET
ap-9354	240	10	temperature	temperature	NOUN
ap-9354	240	11	field	field	NOUN
ap-9354	240	12	copies	copy	VERB
ap-9354	240	13	the	the	DET
ap-9354	240	14	trend	trend	NOUN
ap-9354	240	15	of	of	ADP
ap-9354	240	16	the	the	DET
ap-9354	240	17	temperature	temperature	NOUN
ap-9354	240	18	distribution	distribution	NOUN
ap-9354	240	19	obtained	obtain	VERB
ap-9354	240	20	using	use	VERB
ap-9354	240	21	a	a	DET
ap-9354	240	22	standard	standard	ADJ
ap-9354	240	23	cfd	cfd	NOUN
ap-9354	240	24	approach	approach	NOUN
ap-9354	240	25	.	.	PUNCT
ap-9354	241	1	the	the	DET
ap-9354	241	2	maximum	maximum	ADJ
ap-9354	241	3	difference	difference	NOUN
ap-9354	241	4	between	between	ADP
ap-9354	241	5	the	the	DET
ap-9354	241	6	prediction	prediction	NOUN
ap-9354	241	7	and	and	CCONJ
ap-9354	241	8	the	the	DET
ap-9354	241	9	true	true	ADJ
ap-9354	241	10	distribution	distribution	NOUN
ap-9354	241	11	is	be	AUX
ap-9354	241	12	2.1	2.1	NUM
ap-9354	241	13	k	k	NOUN
ap-9354	241	14	,	,	PUNCT
ap-9354	241	15	which	which	PRON
ap-9354	241	16	is	be	AUX
ap-9354	241	17	in	in	ADP
ap-9354	241	18	a	a	DET
ap-9354	241	19	sufficient	sufficient	ADJ
ap-9354	241	20	error	error	NOUN
ap-9354	241	21	band	band	NOUN
ap-9354	241	22	,	,	PUNCT
ap-9354	241	23	according	accord	VERB
ap-9354	241	24	to	to	ADP
ap-9354	241	25	[	[	X
ap-9354	241	26	30	30	NUM
ap-9354	241	27	]	]	PUNCT
ap-9354	241	28	and	and	CCONJ
ap-9354	241	29	performed	perform	VERB
ap-9354	241	30	convergence	convergence	NOUN
ap-9354	241	31	grid	grid	NOUN
ap-9354	241	32	study	study	NOUN
ap-9354	241	33	.	.	PUNCT
ap-9354	242	1	the	the	DET
ap-9354	242	2	worst	bad	ADJ
ap-9354	242	3	case	case	NOUN
ap-9354	242	4	in	in	ADP
ap-9354	242	5	terms	term	NOUN
ap-9354	242	6	of	of	ADP
ap-9354	242	7	matching	match	VERB
ap-9354	242	8	the	the	DET
ap-9354	242	9	testing	testing	NOUN
ap-9354	242	10	data	datum	NOUN
ap-9354	242	11	set	set	VERB
ap-9354	242	12	is	be	AUX
ap-9354	242	13	shown	show	VERB
ap-9354	242	14	in	in	ADP
ap-9354	242	15	figure	figure	NOUN
ap-9354	242	16	15	15	NUM
ap-9354	242	17	.	.	PUNCT
ap-9354	243	1	it	it	PRON
ap-9354	243	2	is	be	AUX
ap-9354	243	3	the	the	DET
ap-9354	243	4	case	case	NOUN
ap-9354	243	5	when	when	SCONJ
ap-9354	243	6	the	the	DET
ap-9354	243	7	ratio	ratio	NOUN
ap-9354	243	8	d1	d1	NOUN
ap-9354	243	9	/	/	SYM
ap-9354	243	10	d2	d2	PROPN
ap-9354	243	11	=	=	PUNCT
ap-9354	243	12	0.826	0.826	NUM
ap-9354	243	13	and	and	CCONJ
ap-9354	243	14	the	the	DET
ap-9354	243	15	temperature	temperature	NOUN
ap-9354	243	16	at	at	ADP
ap-9354	243	17	the	the	DET
ap-9354	243	18	inner	inner	ADJ
ap-9354	243	19	tube	tube	NOUN
ap-9354	243	20	was	be	AUX
ap-9354	243	21	set	set	VERB
ap-9354	243	22	to	to	ADP
ap-9354	243	23	td2	td2	PROPN
ap-9354	243	24	=	=	PROPN
ap-9354	243	25	868.39	868.39	NUM
ap-9354	243	26	k.	k.	NOUN
ap-9354	243	27	436	436	NUM
ap-9354	243	28	vol	vol	NOUN
ap-9354	243	29	.	.	PUNCT
ap-9354	244	1	63	63	NUM
ap-9354	244	2	no	no	NOUN
ap-9354	244	3	.	.	PUNCT
ap-9354	245	1	6/2023	6/2023	NUM
ap-9354	245	2	prediction	prediction	NOUN
ap-9354	245	3	of	of	ADP
ap-9354	245	4	temperature	temperature	NOUN
ap-9354	245	5	distribution	distribution	NOUN
ap-9354	245	6	in	in	ADP
ap-9354	245	7	a	a	DET
ap-9354	245	8	gas	gas	NOUN
ap-9354	245	9	turbine	turbine	NOUN
ap-9354	245	10	using	use	VERB
ap-9354	245	11	a	a	DET
ap-9354	245	12	honn	honn	NOUN
ap-9354	245	13	the	the	DET
ap-9354	245	14	maximum	maximum	ADJ
ap-9354	245	15	difference	difference	NOUN
ap-9354	245	16	can	can	AUX
ap-9354	245	17	be	be	AUX
ap-9354	245	18	observed	observe	VERB
ap-9354	245	19	at	at	ADP
ap-9354	245	20	the	the	DET
ap-9354	245	21	top	top	NOUN
ap-9354	245	22	of	of	ADP
ap-9354	245	23	the	the	DET
ap-9354	245	24	inner	inner	ADJ
ap-9354	245	25	tube	tube	NOUN
ap-9354	245	26	,	,	PUNCT
ap-9354	245	27	i.e.	i.e.	X
ap-9354	245	28	at	at	ADP
ap-9354	245	29	φ	φ	PROPN
ap-9354	245	30	=	=	SYM
ap-9354	245	31	0	0	NUM
ap-9354	245	32	◦	◦	NOUN
ap-9354	245	33	,	,	PUNCT
ap-9354	245	34	where	where	SCONJ
ap-9354	245	35	the	the	DET
ap-9354	245	36	difference	difference	NOUN
ap-9354	245	37	between	between	ADP
ap-9354	245	38	the	the	DET
ap-9354	245	39	prediction	prediction	NOUN
ap-9354	245	40	and	and	CCONJ
ap-9354	245	41	the	the	DET
ap-9354	245	42	data	datum	NOUN
ap-9354	245	43	obtained	obtain	VERB
ap-9354	245	44	through	through	ADP
ap-9354	245	45	cfd	cfd	NOUN
ap-9354	245	46	reached	reach	VERB
ap-9354	245	47	4.3	4.3	NUM
ap-9354	245	48	k	k	NOUN
ap-9354	245	49	,	,	PUNCT
ap-9354	245	50	which	which	PRON
ap-9354	245	51	is	be	AUX
ap-9354	245	52	up	up	ADP
ap-9354	245	53	to	to	ADP
ap-9354	245	54	the	the	DET
ap-9354	245	55	measurement	measurement	NOUN
ap-9354	245	56	error	error	NOUN
ap-9354	245	57	limits	limit	NOUN
ap-9354	245	58	described	describe	VERB
ap-9354	245	59	in	in	ADP
ap-9354	245	60	[	[	X
ap-9354	245	61	30	30	NUM
ap-9354	245	62	]	]	PUNCT
ap-9354	245	63	but	but	CCONJ
ap-9354	245	64	still	still	ADV
ap-9354	245	65	within	within	ADP
ap-9354	245	66	the	the	DET
ap-9354	245	67	error	error	NOUN
ap-9354	245	68	band	band	NOUN
ap-9354	245	69	established	establish	VERB
ap-9354	245	70	by	by	ADP
ap-9354	245	71	gci	gci	PROPN
ap-9354	245	72	.	.	PUNCT
ap-9354	246	1	the	the	DET
ap-9354	246	2	oscilation	oscilation	NOUN
ap-9354	246	3	in	in	ADP
ap-9354	246	4	the	the	DET
ap-9354	246	5	area	area	NOUN
ap-9354	246	6	φ	φ	NOUN
ap-9354	246	7	=	=	SYM
ap-9354	246	8	⟨30	⟨30	PROPN
ap-9354	246	9	;	;	PUNCT
ap-9354	246	10	60⟩	60⟩	NUM
ap-9354	246	11	°	°	NUM
ap-9354	246	12	is	be	AUX
ap-9354	246	13	not	not	PART
ap-9354	246	14	correctly	correctly	ADV
ap-9354	246	15	captured	capture	VERB
ap-9354	246	16	bu	bu	ADP
ap-9354	246	17	the	the	DET
ap-9354	246	18	prediction	prediction	NOUN
ap-9354	246	19	differs	differ	VERB
ap-9354	246	20	from	from	ADP
ap-9354	246	21	the	the	DET
ap-9354	246	22	cfd	cfd	NOUN
ap-9354	246	23	data	datum	NOUN
ap-9354	246	24	by	by	ADP
ap-9354	246	25	less	less	ADJ
ap-9354	246	26	than	than	ADP
ap-9354	246	27	2.0	2.0	NUM
ap-9354	246	28	k	k	NOUN
ap-9354	246	29	which	which	PRON
ap-9354	246	30	is	be	AUX
ap-9354	246	31	also	also	ADV
ap-9354	246	32	within	within	ADP
ap-9354	246	33	the	the	DET
ap-9354	246	34	sufficient	sufficient	ADJ
ap-9354	246	35	error	error	NOUN
ap-9354	246	36	band	band	NOUN
ap-9354	246	37	.	.	PUNCT
ap-9354	247	1	5	5	X
ap-9354	247	2	.	.	X
ap-9354	247	3	conclusion	conclusion	NOUN
ap-9354	247	4	in	in	ADP
ap-9354	247	5	order	order	NOUN
ap-9354	247	6	to	to	PART
ap-9354	247	7	eliminate	eliminate	VERB
ap-9354	247	8	time	time	NOUN
ap-9354	247	9	-	-	PUNCT
ap-9354	247	10	consuming	consume	VERB
ap-9354	247	11	cfd	cfd	NOUN
ap-9354	247	12	simulations	simulation	NOUN
ap-9354	247	13	and	and	CCONJ
ap-9354	247	14	accelerate	accelerate	VERB
ap-9354	247	15	the	the	DET
ap-9354	247	16	design	design	NOUN
ap-9354	247	17	of	of	ADP
ap-9354	247	18	aircraft	aircraft	NOUN
ap-9354	247	19	engines	engine	NOUN
ap-9354	247	20	,	,	PUNCT
ap-9354	247	21	this	this	DET
ap-9354	247	22	paper	paper	NOUN
ap-9354	247	23	presents	present	VERB
ap-9354	247	24	an	an	DET
ap-9354	247	25	approach	approach	NOUN
ap-9354	247	26	to	to	ADP
ap-9354	247	27	modelling	model	VERB
ap-9354	247	28	the	the	DET
ap-9354	247	29	temperature	temperature	NOUN
ap-9354	247	30	field	field	NOUN
ap-9354	247	31	distribution	distribution	NOUN
ap-9354	247	32	on	on	ADP
ap-9354	247	33	the	the	DET
ap-9354	247	34	outer	outer	ADJ
ap-9354	247	35	tube	tube	NOUN
ap-9354	247	36	in	in	ADP
ap-9354	247	37	a	a	DET
ap-9354	247	38	single	single	ADJ
ap-9354	247	39	annulus	annulus	NOUN
ap-9354	247	40	,	,	PUNCT
ap-9354	247	41	representing	represent	VERB
ap-9354	247	42	an	an	DET
ap-9354	247	43	aircraft	aircraft	NOUN
ap-9354	247	44	engine	engine	NOUN
ap-9354	247	45	section	section	NOUN
ap-9354	247	46	,	,	PUNCT
ap-9354	247	47	using	use	VERB
ap-9354	247	48	a	a	DET
ap-9354	247	49	higher	high	ADJ
ap-9354	247	50	order	order	NOUN
ap-9354	247	51	neural	neural	ADJ
ap-9354	247	52	network	network	NOUN
ap-9354	247	53	.	.	PUNCT
ap-9354	248	1	based	base	VERB
ap-9354	248	2	on	on	ADP
ap-9354	248	3	a	a	DET
ap-9354	248	4	gas	gas	NOUN
ap-9354	248	5	turbine	turbine	NOUN
ap-9354	248	6	section	section	NOUN
ap-9354	248	7	,	,	PUNCT
ap-9354	248	8	various	various	ADJ
ap-9354	248	9	geometrical	geometrical	ADJ
ap-9354	248	10	setups	setup	NOUN
ap-9354	248	11	were	be	AUX
ap-9354	248	12	prepared	prepare	VERB
ap-9354	248	13	for	for	ADP
ap-9354	248	14	the	the	DET
ap-9354	248	15	cfd	cfd	NOUN
ap-9354	248	16	simulations	simulation	NOUN
ap-9354	248	17	to	to	PART
ap-9354	248	18	obtain	obtain	VERB
ap-9354	248	19	a	a	DET
ap-9354	248	20	training	training	NOUN
ap-9354	248	21	data	datum	NOUN
ap-9354	248	22	set	set	VERB
ap-9354	248	23	.	.	PUNCT
ap-9354	249	1	moreover	moreover	ADV
ap-9354	249	2	,	,	PUNCT
ap-9354	249	3	three	three	NUM
ap-9354	249	4	engine	engine	NOUN
ap-9354	249	5	steady	steady	ADJ
ap-9354	249	6	-	-	PUNCT
ap-9354	249	7	state	state	NOUN
ap-9354	249	8	modes	mode	NOUN
ap-9354	249	9	,	,	PUNCT
ap-9354	249	10	standing	stand	VERB
ap-9354	249	11	for	for	ADP
ap-9354	249	12	idle	idle	ADJ
ap-9354	249	13	,	,	PUNCT
ap-9354	249	14	cruise	cruise	NOUN
ap-9354	249	15	and	and	CCONJ
ap-9354	249	16	maximal	maximal	ADJ
ap-9354	249	17	take	take	NOUN
ap-9354	249	18	-	-	PUNCT
ap-9354	249	19	off	off	NOUN
ap-9354	249	20	,	,	PUNCT
ap-9354	249	21	were	be	AUX
ap-9354	249	22	considered	consider	VERB
ap-9354	249	23	.	.	PUNCT
ap-9354	250	1	a	a	DET
ap-9354	250	2	grid	grid	NOUN
ap-9354	250	3	convergence	convergence	NOUN
ap-9354	250	4	study	study	NOUN
ap-9354	250	5	was	be	AUX
ap-9354	250	6	performed	perform	VERB
ap-9354	250	7	on	on	ADP
ap-9354	250	8	a	a	DET
ap-9354	250	9	chosen	choose	VERB
ap-9354	250	10	case	case	NOUN
ap-9354	250	11	in	in	ADP
ap-9354	250	12	order	order	NOUN
ap-9354	250	13	to	to	PART
ap-9354	250	14	detect	detect	VERB
ap-9354	250	15	error	error	NOUN
ap-9354	250	16	band	band	NOUN
ap-9354	250	17	arising	arise	VERB
ap-9354	250	18	from	from	ADP
ap-9354	250	19	the	the	DET
ap-9354	250	20	cfd	cfd	NOUN
ap-9354	250	21	.	.	PUNCT
ap-9354	251	1	a	a	DET
ap-9354	251	2	large	large	ADJ
ap-9354	251	3	data	datum	NOUN
ap-9354	251	4	set	set	VERB
ap-9354	251	5	was	be	AUX
ap-9354	251	6	obtained	obtain	VERB
ap-9354	251	7	after	after	ADP
ap-9354	251	8	comprehensive	comprehensive	ADJ
ap-9354	251	9	set	set	NOUN
ap-9354	251	10	of	of	ADP
ap-9354	251	11	cfd	cfd	NOUN
ap-9354	251	12	simulations	simulation	NOUN
ap-9354	251	13	.	.	PUNCT
ap-9354	252	1	some	some	DET
ap-9354	252	2	simplifications	simplification	NOUN
ap-9354	252	3	,	,	PUNCT
ap-9354	252	4	based	base	VERB
ap-9354	252	5	on	on	ADP
ap-9354	252	6	the	the	DET
ap-9354	252	7	results	result	NOUN
ap-9354	252	8	of	of	ADP
ap-9354	252	9	the	the	DET
ap-9354	252	10	convergence	convergence	NOUN
ap-9354	252	11	study	study	NOUN
ap-9354	252	12	,	,	PUNCT
ap-9354	252	13	were	be	AUX
ap-9354	252	14	accepted	accept	VERB
ap-9354	252	15	as	as	SCONJ
ap-9354	252	16	described	describe	VERB
ap-9354	252	17	in	in	ADP
ap-9354	252	18	section	section	NOUN
ap-9354	252	19	2.4	2.4	NUM
ap-9354	252	20	.	.	PUNCT
ap-9354	253	1	a	a	DET
ap-9354	253	2	higher	high	ADJ
ap-9354	253	3	order	order	NOUN
ap-9354	253	4	artificial	artificial	ADJ
ap-9354	253	5	neural	neural	ADJ
ap-9354	253	6	network	network	NOUN
ap-9354	253	7	architecture	architecture	NOUN
ap-9354	253	8	was	be	AUX
ap-9354	253	9	also	also	ADV
ap-9354	253	10	described	describe	VERB
ap-9354	253	11	.	.	PUNCT
ap-9354	254	1	the	the	DET
ap-9354	254	2	learning	learning	NOUN
ap-9354	254	3	was	be	AUX
ap-9354	254	4	successful	successful	ADJ
ap-9354	254	5	with	with	ADP
ap-9354	254	6	a	a	DET
ap-9354	254	7	training	training	NOUN
ap-9354	254	8	error	error	NOUN
ap-9354	254	9	,	,	PUNCT
ap-9354	254	10	measured	measure	VERB
ap-9354	254	11	by	by	ADP
ap-9354	254	12	mse	mse	PROPN
ap-9354	254	13	,	,	PUNCT
ap-9354	254	14	of	of	ADP
ap-9354	254	15	1.548	1.548	NUM
ap-9354	254	16	in	in	ADP
ap-9354	254	17	the	the	DET
ap-9354	254	18	sample	sample	NOUN
ap-9354	254	19	space	space	NOUN
ap-9354	254	20	,	,	PUNCT
ap-9354	254	21	which	which	PRON
ap-9354	254	22	is	be	AUX
ap-9354	254	23	a	a	DET
ap-9354	254	24	sufficiently	sufficiently	ADV
ap-9354	254	25	low	low	ADJ
ap-9354	254	26	error	error	NOUN
ap-9354	254	27	given	give	VERB
ap-9354	254	28	the	the	DET
ap-9354	254	29	error	error	NOUN
ap-9354	254	30	band	band	NOUN
ap-9354	254	31	given	give	VERB
ap-9354	254	32	by	by	ADP
ap-9354	254	33	the	the	DET
ap-9354	254	34	cfd	cfd	NOUN
ap-9354	254	35	simulations	simulation	NOUN
ap-9354	254	36	.	.	PUNCT
ap-9354	255	1	the	the	DET
ap-9354	255	2	results	result	NOUN
ap-9354	255	3	of	of	ADP
ap-9354	255	4	the	the	DET
ap-9354	255	5	learning	learning	NOUN
ap-9354	255	6	were	be	AUX
ap-9354	255	7	also	also	ADV
ap-9354	255	8	tested	test	VERB
ap-9354	255	9	on	on	ADP
ap-9354	255	10	the	the	DET
ap-9354	255	11	testing	testing	NOUN
ap-9354	255	12	data	datum	NOUN
ap-9354	255	13	set	set	VERB
ap-9354	255	14	,	,	PUNCT
ap-9354	255	15	which	which	PRON
ap-9354	255	16	consisted	consist	VERB
ap-9354	255	17	of	of	ADP
ap-9354	255	18	sixteen	sixteen	NUM
ap-9354	255	19	cases	case	NOUN
ap-9354	255	20	generated	generate	VERB
ap-9354	255	21	using	use	VERB
ap-9354	255	22	latin	latin	ADJ
ap-9354	255	23	hypercube	hypercube	NOUN
ap-9354	255	24	sampling	sample	VERB
ap-9354	255	25	.	.	PUNCT
ap-9354	256	1	the	the	DET
ap-9354	256	2	mse	mse	PROPN
ap-9354	256	3	performed	perform	VERB
ap-9354	256	4	on	on	ADP
ap-9354	256	5	the	the	DET
ap-9354	256	6	testing	testing	NOUN
ap-9354	256	7	data	datum	NOUN
ap-9354	256	8	set	set	VERB
ap-9354	256	9	reached	reach	VERB
ap-9354	256	10	2.41	2.41	NUM
ap-9354	256	11	,	,	PUNCT
ap-9354	256	12	which	which	PRON
ap-9354	256	13	is	be	AUX
ap-9354	256	14	also	also	ADV
ap-9354	256	15	within	within	ADP
ap-9354	256	16	the	the	DET
ap-9354	256	17	error	error	NOUN
ap-9354	256	18	band	band	NOUN
ap-9354	256	19	and	and	CCONJ
ap-9354	256	20	is	be	AUX
ap-9354	256	21	also	also	ADV
ap-9354	256	22	covered	cover	VERB
ap-9354	256	23	by	by	ADP
ap-9354	256	24	the	the	DET
ap-9354	256	25	measurement	measurement	NOUN
ap-9354	256	26	uncertainty	uncertainty	NOUN
ap-9354	256	27	of	of	ADP
ap-9354	256	28	the	the	DET
ap-9354	256	29	thermocouple	thermocouple	NOUN
ap-9354	256	30	as	as	SCONJ
ap-9354	256	31	described	describe	VERB
ap-9354	256	32	in	in	ADP
ap-9354	256	33	[	[	X
ap-9354	256	34	30	30	NUM
ap-9354	256	35	]	]	PUNCT
ap-9354	256	36	.	.	PUNCT
ap-9354	257	1	further	further	ADJ
ap-9354	257	2	work	work	NOUN
ap-9354	257	3	should	should	AUX
ap-9354	257	4	aim	aim	VERB
ap-9354	257	5	at	at	ADP
ap-9354	257	6	more	more	ADJ
ap-9354	257	7	complex	complex	ADJ
ap-9354	257	8	geometry	geometry	NOUN
ap-9354	257	9	,	,	PUNCT
ap-9354	257	10	more	more	ADV
ap-9354	257	11	accurate	accurate	ADJ
ap-9354	257	12	cfd	cfd	NOUN
ap-9354	257	13	simulations	simulation	NOUN
ap-9354	257	14	and	and	CCONJ
ap-9354	257	15	transient	transient	ADJ
ap-9354	257	16	flow	flow	NOUN
ap-9354	257	17	cases	case	NOUN
ap-9354	257	18	.	.	PUNCT
ap-9354	258	1	the	the	DET
ap-9354	258	2	next	next	ADJ
ap-9354	258	3	step	step	NOUN
ap-9354	258	4	is	be	AUX
ap-9354	258	5	to	to	PART
ap-9354	258	6	use	use	VERB
ap-9354	258	7	finite	finite	ADJ
ap-9354	258	8	element	element	NOUN
ap-9354	258	9	methods	method	NOUN
ap-9354	258	10	for	for	ADP
ap-9354	258	11	deformation	deformation	NOUN
ap-9354	258	12	analysis	analysis	NOUN
ap-9354	258	13	and	and	CCONJ
ap-9354	258	14	to	to	PART
ap-9354	258	15	develop	develop	VERB
ap-9354	258	16	a	a	DET
ap-9354	258	17	coupled	couple	VERB
ap-9354	258	18	solver	solver	NOUN
ap-9354	258	19	that	that	PRON
ap-9354	258	20	will	will	AUX
ap-9354	258	21	allow	allow	VERB
ap-9354	258	22	faster	fast	ADJ
ap-9354	258	23	analysis	analysis	NOUN
ap-9354	258	24	,	,	PUNCT
ap-9354	258	25	and	and	CCONJ
ap-9354	258	26	thus	thus	ADV
ap-9354	258	27	faster	fast	ADJ
ap-9354	258	28	design	design	NOUN
ap-9354	258	29	of	of	ADP
ap-9354	258	30	the	the	DET
ap-9354	258	31	device	device	NOUN
ap-9354	258	32	.	.	PUNCT
ap-9354	259	1	list	list	NOUN
ap-9354	259	2	of	of	ADP
ap-9354	259	3	symbols	symbols	PROPN
ap-9354	259	4	φ	φ	PROPN
ap-9354	259	5	angle	angle	PROPN
ap-9354	259	6	[	[	X
ap-9354	259	7	◦	◦	NOUN
ap-9354	259	8	]	]	X
ap-9354	259	9	d1	d1	ADJ
ap-9354	259	10	inner	inner	ADJ
ap-9354	259	11	tube	tube	NOUN
ap-9354	259	12	diameter	diameter	NOUN
ap-9354	260	1	[	[	X
ap-9354	260	2	mm	mm	X
ap-9354	260	3	]	]	X
ap-9354	260	4	td1	td1	PROPN
ap-9354	260	5	inner	inner	ADJ
ap-9354	260	6	tube	tube	NOUN
ap-9354	260	7	temperature	temperature	NOUN
ap-9354	260	8	[	[	X
ap-9354	260	9	k	k	X
ap-9354	260	10	]	]	X
ap-9354	260	11	t1	t1	NOUN
ap-9354	260	12	inner	inner	ADJ
ap-9354	260	13	tube	tube	NOUN
ap-9354	260	14	thickness	thickness	NOUN
ap-9354	260	15	[	[	X
ap-9354	260	16	mm	mm	X
ap-9354	260	17	]	]	X
ap-9354	260	18	d2	d2	PROPN
ap-9354	260	19	outer	outer	ADJ
ap-9354	260	20	tube	tube	NOUN
ap-9354	260	21	diameter	diameter	NOUN
ap-9354	261	1	[	[	X
ap-9354	261	2	mm	mm	X
ap-9354	261	3	]	]	X
ap-9354	261	4	td2	td2	PROPN
ap-9354	261	5	outer	outer	ADJ
ap-9354	261	6	tube	tube	NOUN
ap-9354	261	7	temperature	temperature	NOUN
ap-9354	261	8	[	[	X
ap-9354	261	9	k	k	X
ap-9354	261	10	]	]	X
ap-9354	261	11	t2	t2	NOUN
ap-9354	261	12	outer	outer	ADJ
ap-9354	261	13	tube	tube	NOUN
ap-9354	261	14	thickness	thickness	NOUN
ap-9354	262	1	[	[	X
ap-9354	262	2	mm	mm	X
ap-9354	262	3	]	]	X
ap-9354	262	4	t	t	NOUN
ap-9354	262	5	time	time	NOUN
ap-9354	262	6	[	[	X
ap-9354	262	7	s	s	X
ap-9354	262	8	]	]	X
ap-9354	262	9	t	t	NOUN
ap-9354	262	10	volume	volume	NOUN
ap-9354	262	11	average	average	NOUN
ap-9354	262	12	of	of	ADP
ap-9354	262	13	temperature	temperature	NOUN
ap-9354	262	14	[	[	X
ap-9354	262	15	k	k	X
ap-9354	262	16	]	]	X
ap-9354	262	17	ρ	ρ	NUM
ap-9354	262	18	density	density	NOUN
ap-9354	263	1	[	[	X
ap-9354	263	2	kg	kg	X
ap-9354	263	3	m−3	m−3	PROPN
ap-9354	263	4	]	]	X
ap-9354	263	5	o	o	NOUN
ap-9354	263	6	order	order	NOUN
ap-9354	263	7	of	of	ADP
ap-9354	263	8	convergence	convergence	NOUN
ap-9354	263	9	[	[	X
ap-9354	263	10	1	1	X
ap-9354	263	11	]	]	X
ap-9354	263	12	p	p	X
ap-9354	263	13	static	static	ADJ
ap-9354	263	14	pressure	pressure	NOUN
ap-9354	263	15	[	[	X
ap-9354	263	16	kg	kg	X
ap-9354	263	17	m−1s−2	m−1s−2	NOUN
ap-9354	263	18	]	]	X
ap-9354	263	19	pref	pref	NOUN
ap-9354	263	20	reference	reference	NOUN
ap-9354	263	21	static	static	ADJ
ap-9354	263	22	pressure	pressure	NOUN
ap-9354	263	23	[	[	X
ap-9354	263	24	kg	kg	X
ap-9354	263	25	m−1s−2	m−1s−2	NOUN
ap-9354	263	26	]	]	X
ap-9354	263	27	e	e	X
ap-9354	263	28	specific	specific	ADJ
ap-9354	263	29	total	total	ADJ
ap-9354	263	30	energy	energy	NOUN
ap-9354	263	31	[	[	X
ap-9354	263	32	m2	m2	PROPN
ap-9354	263	33	s−2	s−2	PROPN
ap-9354	263	34	]	]	X
ap-9354	263	35	r	r	NOUN
ap-9354	263	36	specific	specific	ADJ
ap-9354	263	37	gas	gas	NOUN
ap-9354	263	38	constant	constant	ADJ
ap-9354	263	39	[	[	X
ap-9354	263	40	m2	m2	PROPN
ap-9354	263	41	s−2	s−2	PROPN
ap-9354	263	42	]	]	X
ap-9354	263	43	r	r	NOUN
ap-9354	263	44	refinement	refinement	NOUN
ap-9354	263	45	ratio	ratio	NOUN
ap-9354	263	46	[	[	X
ap-9354	263	47	1	1	NUM
ap-9354	263	48	]	]	PUNCT
ap-9354	263	49	#	#	PROPN
ap-9354	263	50	–	–	PUNCT
ap-9354	263	51	u	u	NOUN
ap-9354	263	52	velocity	velocity	NOUN
ap-9354	263	53	[	[	X
ap-9354	263	54	m	m	NOUN
ap-9354	263	55	s−1	s−1	PROPN
ap-9354	263	56	]	]	PUNCT
ap-9354	263	57	#	#	SYM
ap-9354	263	58	–	–	PUNCT
ap-9354	263	59	q	q	ADJ
ap-9354	263	60	heat	heat	NOUN
ap-9354	263	61	flux	flux	NOUN
ap-9354	264	1	[	[	X
ap-9354	264	2	m	m	VERB
ap-9354	264	3	s−1	s−1	PROPN
ap-9354	264	4	]	]	PUNCT
ap-9354	264	5	#	#	SYM
ap-9354	264	6	–	–	PUNCT
ap-9354	264	7	q	q	NOUN
ap-9354	264	8	r	r	NOUN
ap-9354	264	9	radiation	radiation	NOUN
ap-9354	264	10	heat	heat	NOUN
ap-9354	264	11	flux	flux	NOUN
ap-9354	265	1	[	[	X
ap-9354	265	2	m	m	VERB
ap-9354	265	3	s−1	s−1	PROPN
ap-9354	265	4	]	]	PUNCT
ap-9354	265	5	#	#	NOUN
ap-9354	265	6	–	–	PUNCT
ap-9354	265	7	q	q	PROPN
ap-9354	265	8	c	c	NOUN
ap-9354	265	9	conduction	conduction	NOUN
ap-9354	265	10	heat	heat	NOUN
ap-9354	265	11	flux	flux	NOUN
ap-9354	266	1	[	[	X
ap-9354	266	2	m	m	VERB
ap-9354	266	3	s−1	s−1	PROPN
ap-9354	266	4	]	]	PUNCT
ap-9354	266	5	#	#	NOUN
ap-9354	266	6	–	–	PUNCT
ap-9354	266	7	g	g	NOUN
ap-9354	266	8	gravitational	gravitational	ADJ
ap-9354	266	9	acceleration	acceleration	NOUN
ap-9354	267	1	[	[	X
ap-9354	267	2	m	m	NOUN
ap-9354	267	3	s−2	s−2	PROPN
ap-9354	267	4	]	]	X
ap-9354	267	5	#	#	NOUN
ap-9354	267	6	–	–	PUNCT
ap-9354	267	7	e	e	NOUN
ap-9354	267	8	cost	cost	NOUN
ap-9354	267	9	function	function	NOUN
ap-9354	267	10	[	[	X
ap-9354	267	11	1	1	NUM
ap-9354	267	12	]	]	PUNCT
ap-9354	267	13	#	#	NOUN
ap-9354	267	14	–	–	PUNCT
ap-9354	267	15	#	#	SYM
ap-9354	267	16	–	–	PUNCT
ap-9354	267	17	i	i	PRON
ap-9354	267	18	identity	identity	NOUN
ap-9354	267	19	matrix	matrix	NOUN
ap-9354	267	20	[	[	X
ap-9354	267	21	1	1	X
ap-9354	267	22	]	]	PUNCT
ap-9354	267	23	#	#	NOUN
ap-9354	267	24	–	–	PUNCT
ap-9354	267	25	#	#	SYM
ap-9354	267	26	–	–	PUNCT
ap-9354	267	27	j	j	PROPN
ap-9354	267	28	jacobian	jacobian	ADJ
ap-9354	267	29	matrix	matrix	NOUN
ap-9354	268	1	[	[	X
ap-9354	268	2	1	1	X
ap-9354	268	3	]	]	PUNCT
ap-9354	268	4	n	n	PRON
ap-9354	268	5	length	length	NOUN
ap-9354	268	6	of	of	ADP
ap-9354	268	7	input	input	NOUN
ap-9354	268	8	feature	feature	NOUN
ap-9354	268	9	vector	vector	NOUN
ap-9354	268	10	[	[	X
ap-9354	268	11	1	1	X
ap-9354	268	12	]	]	PUNCT
ap-9354	268	13	nw	nw	NOUN
ap-9354	268	14	number	number	NOUN
ap-9354	268	15	of	of	ADP
ap-9354	268	16	weights	weight	NOUN
ap-9354	268	17	[	[	X
ap-9354	268	18	1	1	NUM
ap-9354	268	19	]	]	PUNCT
ap-9354	268	20	x0	x0	PROPN
ap-9354	268	21	neural	neural	ADJ
ap-9354	268	22	threshold	threshold	NOUN
ap-9354	268	23	[	[	X
ap-9354	268	24	1	1	NUM
ap-9354	268	25	]	]	PUNCT
ap-9354	268	26	ỹ	ỹ	NUM
ap-9354	268	27	neural	neural	ADJ
ap-9354	268	28	output	output	NOUN
ap-9354	269	1	[	[	X
ap-9354	269	2	1	1	NUM
ap-9354	269	3	]	]	PUNCT
ap-9354	269	4	#	#	NOUN
ap-9354	269	5	–	–	PUNCT
ap-9354	269	6	w	w	NOUN
ap-9354	269	7	vector	vector	NOUN
ap-9354	269	8	of	of	ADP
ap-9354	269	9	the	the	DET
ap-9354	269	10	weights	weight	NOUN
ap-9354	270	1	[	[	X
ap-9354	270	2	1	1	NUM
ap-9354	270	3	]	]	X
ap-9354	270	4	σ	σ	PROPN
ap-9354	270	5	(	(	PUNCT
ap-9354	270	6	·	·	PUNCT
ap-9354	270	7	)	)	PUNCT
ap-9354	270	8	activation	activation	NOUN
ap-9354	270	9	function	function	NOUN
ap-9354	271	1	[	[	X
ap-9354	271	2	1	1	X
ap-9354	271	3	]	]	X
ap-9354	271	4	µ	µ	DET
ap-9354	271	5	learning	learn	VERB
ap-9354	271	6	rate	rate	NOUN
ap-9354	271	7	[	[	X
ap-9354	271	8	1	1	X
ap-9354	271	9	]	]	PUNCT
ap-9354	271	10	acknowledgements	acknowledgement	NOUN
ap-9354	271	11	the	the	DET
ap-9354	271	12	authors	author	NOUN
ap-9354	271	13	acknowledge	acknowledge	VERB
ap-9354	271	14	support	support	NOUN
ap-9354	271	15	from	from	ADP
ap-9354	271	16	the	the	DET
ap-9354	271	17	esif	esif	NOUN
ap-9354	271	18	,	,	PUNCT
ap-9354	271	19	eu	eu	PROPN
ap-9354	271	20	operational	operational	ADJ
ap-9354	271	21	programme	programme	NOUN
ap-9354	271	22	research	research	NOUN
ap-9354	271	23	,	,	PUNCT
ap-9354	271	24	development	development	NOUN
ap-9354	271	25	and	and	CCONJ
ap-9354	271	26	education	education	NOUN
ap-9354	271	27	,	,	PUNCT
ap-9354	271	28	and	and	CCONJ
ap-9354	271	29	from	from	ADP
ap-9354	271	30	the	the	DET
ap-9354	271	31	centre	centre	NOUN
ap-9354	271	32	of	of	ADP
ap-9354	271	33	advanced	advanced	ADJ
ap-9354	271	34	aerospace	aerospace	NOUN
ap-9354	271	35	technology	technology	NOUN
ap-9354	271	36	(	(	PUNCT
ap-9354	271	37	cz.02.1.01/0.0/0.0/16_019/0000826	cz.02.1.01/0.0/0.0/16_019/0000826	NUM
ap-9354	271	38	)	)	PUNCT
ap-9354	271	39	,	,	PUNCT
ap-9354	271	40	faculty	faculty	NOUN
ap-9354	271	41	of	of	ADP
ap-9354	271	42	mechanical	mechanical	ADJ
ap-9354	271	43	engineering	engineering	NOUN
ap-9354	271	44	,	,	PUNCT
ap-9354	271	45	czech	czech	PROPN
ap-9354	271	46	technical	technical	PROPN
ap-9354	271	47	university	university	PROPN
ap-9354	271	48	in	in	ADP
ap-9354	271	49	prague	prague	PROPN
ap-9354	271	50	.	.	PUNCT
ap-9354	272	1	references	reference	NOUN
ap-9354	272	2	[	[	X
ap-9354	272	3	1	1	NUM
ap-9354	272	4	]	]	PUNCT
ap-9354	272	5	w.	w.	PROPN
ap-9354	272	6	nakayama	nakayama	PROPN
ap-9354	272	7	.	.	PUNCT
ap-9354	273	1	thermal	thermal	ADJ
ap-9354	273	2	management	management	NOUN
ap-9354	273	3	of	of	ADP
ap-9354	273	4	electronic	electronic	ADJ
ap-9354	273	5	equipment	equipment	NOUN
ap-9354	273	6	:	:	PUNCT
ap-9354	273	7	a	a	DET
ap-9354	273	8	review	review	NOUN
ap-9354	273	9	of	of	ADP
ap-9354	273	10	technology	technology	NOUN
ap-9354	273	11	and	and	CCONJ
ap-9354	273	12	research	research	NOUN
ap-9354	273	13	topics	topic	NOUN
ap-9354	273	14	.	.	PUNCT
ap-9354	274	1	applied	apply	VERB
ap-9354	274	2	mechanics	mechanic	NOUN
ap-9354	274	3	reviews	review	NOUN
ap-9354	274	4	39(12):1847–1868	39(12):1847–1868	NUM
ap-9354	274	5	,	,	PUNCT
ap-9354	274	6	1986	1986	NUM
ap-9354	274	7	.	.	PUNCT
ap-9354	275	1	https://doi.org/10.1115/1.3149515	https://doi.org/10.1115/1.3149515	X
ap-9354	276	1	[	[	X
ap-9354	276	2	2	2	NUM
ap-9354	276	3	]	]	PUNCT
ap-9354	276	4	s.	s.	PROPN
ap-9354	276	5	chatterton	chatterton	PROPN
ap-9354	276	6	,	,	PUNCT
ap-9354	276	7	p.	p.	NOUN
ap-9354	276	8	pennacchi	pennacchi	PROPN
ap-9354	276	9	,	,	PUNCT
ap-9354	276	10	a.	a.	PROPN
ap-9354	276	11	vania	vania	PROPN
ap-9354	276	12	.	.	PUNCT
ap-9354	277	1	an	an	DET
ap-9354	277	2	unconventional	unconventional	ADJ
ap-9354	277	3	method	method	NOUN
ap-9354	277	4	for	for	ADP
ap-9354	277	5	the	the	DET
ap-9354	277	6	diagnosis	diagnosis	NOUN
ap-9354	277	7	and	and	CCONJ
ap-9354	277	8	study	study	NOUN
ap-9354	277	9	of	of	ADP
ap-9354	277	10	generator	generator	PROPN
ap-9354	277	11	rotor	rotor	PROPN
ap-9354	277	12	thermal	thermal	PROPN
ap-9354	277	13	bows	bow	NOUN
ap-9354	277	14	.	.	PUNCT
ap-9354	278	1	journal	journal	PROPN
ap-9354	278	2	of	of	ADP
ap-9354	278	3	engineering	engineering	NOUN
ap-9354	278	4	for	for	ADP
ap-9354	278	5	gas	gas	NOUN
ap-9354	278	6	turbines	turbine	NOUN
ap-9354	278	7	and	and	CCONJ
ap-9354	278	8	power	power	NOUN
ap-9354	278	9	144(1):011024	144(1):011024	PROPN
ap-9354	278	10	,	,	PUNCT
ap-9354	278	11	2022	2022	NUM
ap-9354	278	12	.	.	PUNCT
ap-9354	279	1	https://doi.org/10.1115/1.4052079	https://doi.org/10.1115/1.4052079	PROPN
ap-9354	280	1	[	[	X
ap-9354	280	2	3	3	NUM
ap-9354	280	3	]	]	PUNCT
ap-9354	280	4	x.	x.	PROPN
ap-9354	280	5	yu	yu	PROPN
ap-9354	280	6	,	,	PUNCT
ap-9354	280	7	z.	z.	PROPN
ap-9354	280	8	liu	liu	PROPN
ap-9354	280	9	,	,	PUNCT
ap-9354	280	10	z.	z.	PROPN
ap-9354	280	11	zhou	zhou	PROPN
ap-9354	280	12	,	,	PUNCT
ap-9354	280	13	et	et	PROPN
ap-9354	280	14	al	al	PROPN
ap-9354	280	15	.	.	PUNCT
ap-9354	280	16	experimental	experimental	ADJ
ap-9354	280	17	research	research	NOUN
ap-9354	280	18	on	on	ADP
ap-9354	280	19	the	the	DET
ap-9354	280	20	characteristics	characteristic	NOUN
ap-9354	280	21	of	of	ADP
ap-9354	280	22	thermal	thermal	ADJ
ap-9354	280	23	bow	bow	NOUN
ap-9354	280	24	in	in	ADP
ap-9354	280	25	an	an	DET
ap-9354	280	26	aeroengine	aeroengine	ADJ
ap-9354	280	27	hp	hp	ADJ
ap-9354	280	28	spool	spool	NOUN
ap-9354	280	29	.	.	PUNCT
ap-9354	281	1	in	in	ADP
ap-9354	281	2	proceedings	proceeding	NOUN
ap-9354	281	3	of	of	ADP
ap-9354	281	4	the	the	DET
ap-9354	281	5	asme	asme	PROPN
ap-9354	281	6	turbo	turbo	PROPN
ap-9354	281	7	expo	expo	PROPN
ap-9354	281	8	2020	2020	NUM
ap-9354	281	9	:	:	PUNCT
ap-9354	281	10	turbomachinery	turbomachinery	NOUN
ap-9354	281	11	technical	technical	ADJ
ap-9354	281	12	conference	conference	PROPN
ap-9354	281	13	and	and	CCONJ
ap-9354	281	14	exposition	exposition	NOUN
ap-9354	281	15	,	,	PUNCT
ap-9354	281	16	vol	vol	NOUN
ap-9354	281	17	.	.	NOUN
ap-9354	281	18	1	1	NUM
ap-9354	281	19	:	:	PUNCT
ap-9354	281	20	aircraft	aircraft	NOUN
ap-9354	281	21	engine	engine	NOUN
ap-9354	281	22	;	;	PUNCT
ap-9354	281	23	fans	fan	NOUN
ap-9354	281	24	and	and	CCONJ
ap-9354	281	25	blowers	blower	NOUN
ap-9354	281	26	.	.	PUNCT
ap-9354	282	1	asme	asme	PROPN
ap-9354	282	2	,	,	PUNCT
ap-9354	282	3	2020	2020	NUM
ap-9354	282	4	.	.	PUNCT
ap-9354	283	1	https://doi.org/10.1115/gt2020-14109	https://doi.org/10.1115/gt2020-14109	ADJ
ap-9354	283	2	[	[	X
ap-9354	283	3	4	4	X
ap-9354	283	4	]	]	PUNCT
ap-9354	283	5	h.	h.	PROPN
ap-9354	283	6	peng	peng	PROPN
ap-9354	283	7	,	,	PUNCT
ap-9354	283	8	z.	z.	PROPN
ap-9354	283	9	zhou	zhou	PROPN
ap-9354	283	10	,	,	PUNCT
ap-9354	283	11	j.	j.	PROPN
ap-9354	283	12	feng	feng	PROPN
ap-9354	283	13	,	,	PUNCT
ap-9354	283	14	et	et	PROPN
ap-9354	283	15	al	al	PROPN
ap-9354	283	16	.	.	PROPN
ap-9354	283	17	prediction	prediction	NOUN
ap-9354	283	18	of	of	ADP
ap-9354	283	19	the	the	DET
ap-9354	283	20	thermal	thermal	ADJ
ap-9354	283	21	bow	bow	NOUN
ap-9354	283	22	of	of	ADP
ap-9354	283	23	rotor	rotor	NOUN
ap-9354	283	24	based	base	VERB
ap-9354	283	25	on	on	ADP
ap-9354	283	26	the	the	DET
ap-9354	283	27	measured	measured	ADJ
ap-9354	283	28	displacement	displacement	NOUN
ap-9354	283	29	and	and	CCONJ
ap-9354	283	30	temperature	temperature	NOUN
ap-9354	283	31	.	.	PUNCT
ap-9354	284	1	international	international	ADJ
ap-9354	284	2	journal	journal	PROPN
ap-9354	284	3	of	of	ADP
ap-9354	284	4	distributed	distribute	VERB
ap-9354	284	5	sensor	sensor	NOUN
ap-9354	284	6	networks	network	NOUN
ap-9354	284	7	16(10	16(10	NUM
ap-9354	284	8	)	)	PUNCT
ap-9354	284	9	,	,	PUNCT
ap-9354	284	10	2020	2020	NUM
ap-9354	284	11	.	.	PUNCT
ap-9354	285	1	https://doi.org/10.1177/1550147720962993	https://doi.org/10.1177/1550147720962993	X
ap-9354	286	1	[	[	X
ap-9354	286	2	5	5	X
ap-9354	286	3	]	]	PUNCT
ap-9354	286	4	e.	e.	PROPN
ap-9354	286	5	padilla	padilla	PROPN
ap-9354	286	6	,	,	PUNCT
ap-9354	286	7	a.	a.	PROPN
ap-9354	286	8	silveira	silveira	PROPN
ap-9354	286	9	-	-	PUNCT
ap-9354	286	10	neto	neto	PROPN
ap-9354	286	11	.	.	PUNCT
ap-9354	287	1	large	large	ADJ
ap-9354	287	2	-	-	PUNCT
ap-9354	287	3	eddy	eddy	NOUN
ap-9354	287	4	simulation	simulation	NOUN
ap-9354	287	5	of	of	ADP
ap-9354	287	6	transition	transition	NOUN
ap-9354	287	7	to	to	ADP
ap-9354	287	8	turbulence	turbulence	NOUN
ap-9354	287	9	in	in	ADP
ap-9354	287	10	natural	natural	ADJ
ap-9354	287	11	convection	convection	NOUN
ap-9354	287	12	in	in	ADP
ap-9354	287	13	a	a	DET
ap-9354	287	14	horizontal	horizontal	ADJ
ap-9354	287	15	annular	annular	ADJ
ap-9354	287	16	cavity	cavity	NOUN
ap-9354	287	17	.	.	PUNCT
ap-9354	288	1	international	international	ADJ
ap-9354	288	2	journal	journal	PROPN
ap-9354	288	3	of	of	ADP
ap-9354	288	4	heat	heat	NOUN
ap-9354	288	5	and	and	CCONJ
ap-9354	288	6	mass	mass	NOUN
ap-9354	288	7	transfer	transfer	NOUN
ap-9354	288	8	51(13	51(13	NOUN
ap-9354	288	9	-	-	PUNCT
ap-9354	288	10	14):3656–3668	14):3656–3668	NOUN
ap-9354	288	11	,	,	PUNCT
ap-9354	288	12	2008	2008	NUM
ap-9354	288	13	.	.	PUNCT
ap-9354	289	1	https://doi.org/10.1016/j.ijheatmasstransfer	https://doi.org/10.1016/j.ijheatmasstransfer	X
ap-9354	289	2	.	.	PUNCT
ap-9354	290	1	2007.07.025	2007.07.025	NUM
ap-9354	290	2	437	437	NUM
ap-9354	290	3	https://doi.org/10.1115/1.3149515	https://doi.org/10.1115/1.3149515	NOUN
ap-9354	290	4	https://doi.org/10.1115/1.4052079	https://doi.org/10.1115/1.4052079	PROPN
ap-9354	290	5	https://doi.org/10.1115/gt2020-14109	https://doi.org/10.1115/gt2020-14109	PROPN
ap-9354	290	6	https://doi.org/10.1177/1550147720962993	https://doi.org/10.1177/1550147720962993	PRON
ap-9354	290	7	https://doi.org/10.1016/j.ijheatmasstransfer.2007.07.025	https://doi.org/10.1016/j.ijheatmasstransfer.2007.07.025	VERB
ap-9354	290	8	https://doi.org/10.1016/j.ijheatmasstransfer.2007.07.025	https://doi.org/10.1016/j.ijheatmasstransfer.2007.07.025	ADJ
ap-9354	290	9	j.	j.	NOUN
ap-9354	290	10	pařez	pařez	NOUN
ap-9354	290	11	,	,	PUNCT
ap-9354	290	12	p.	p.	NOUN
ap-9354	290	13	kovář	kovář	PROPN
ap-9354	290	14	,	,	PUNCT
ap-9354	290	15	a.	a.	NOUN
ap-9354	290	16	tater	tater	NOUN
ap-9354	290	17	acta	acta	PROPN
ap-9354	290	18	polytechnica	polytechnica	PROPN
ap-9354	291	1	[	[	X
ap-9354	291	2	6	6	NUM
ap-9354	291	3	]	]	PUNCT
ap-9354	291	4	a.	a.	NOUN
ap-9354	291	5	pilkington	pilkington	PROPN
ap-9354	291	6	,	,	PUNCT
ap-9354	291	7	b.	b.	PROPN
ap-9354	291	8	rosic	rosic	PROPN
ap-9354	291	9	,	,	PUNCT
ap-9354	291	10	k.	k.	PROPN
ap-9354	291	11	tanimoto	tanimoto	PROPN
ap-9354	291	12	,	,	PUNCT
ap-9354	291	13	s.	s.	PROPN
ap-9354	291	14	horie	horie	PROPN
ap-9354	291	15	.	.	PUNCT
ap-9354	292	1	prediction	prediction	NOUN
ap-9354	292	2	of	of	ADP
ap-9354	292	3	natural	natural	ADJ
ap-9354	292	4	convection	convection	NOUN
ap-9354	292	5	heat	heat	NOUN
ap-9354	292	6	transfer	transfer	NOUN
ap-9354	292	7	in	in	ADP
ap-9354	292	8	gas	gas	NOUN
ap-9354	292	9	turbines	turbine	NOUN
ap-9354	292	10	.	.	PUNCT
ap-9354	293	1	international	international	ADJ
ap-9354	293	2	journal	journal	PROPN
ap-9354	293	3	of	of	ADP
ap-9354	293	4	heat	heat	NOUN
ap-9354	293	5	and	and	CCONJ
ap-9354	293	6	mass	mass	NOUN
ap-9354	293	7	transfer	transfer	NOUN
ap-9354	293	8	141:233–244	141:233–244	NUM
ap-9354	293	9	,	,	PUNCT
ap-9354	293	10	2019	2019	NUM
ap-9354	293	11	.	.	PUNCT
ap-9354	294	1	https://doi.org/10	https://doi.org/10	PROPN
ap-9354	294	2	.	.	PUNCT
ap-9354	295	1	1016	1016	NUM
ap-9354	295	2	/	/	SYM
ap-9354	295	3	j.ijheatmasstransfer.2019.06.074	j.ijheatmasstransfer.2019.06.074	PROPN
ap-9354	296	1	[	[	X
ap-9354	296	2	7	7	X
ap-9354	296	3	]	]	X
ap-9354	296	4	b.	b.	NOUN
ap-9354	296	5	vijayaragavan	vijayaragavan	NOUN
ap-9354	296	6	,	,	PUNCT
ap-9354	296	7	s.	s.	PROPN
ap-9354	296	8	p.	p.	PROPN
ap-9354	296	9	asok	asok	PROPN
ap-9354	296	10	,	,	PUNCT
ap-9354	296	11	c.	c.	PROPN
ap-9354	296	12	r.	r.	PROPN
ap-9354	296	13	shakthi	shakthi	PROPN
ap-9354	296	14	ganesh	ganesh	PROPN
ap-9354	296	15	.	.	PUNCT
ap-9354	297	1	heat	heat	NOUN
ap-9354	297	2	transfer	transfer	NOUN
ap-9354	297	3	characteristics	characteristic	NOUN
ap-9354	297	4	of	of	ADP
ap-9354	297	5	double	double	ADJ
ap-9354	297	6	pipe	pipe	NOUN
ap-9354	297	7	heat	heat	NOUN
ap-9354	297	8	exchanger	exchanger	NOUN
ap-9354	297	9	having	having	AUX
ap-9354	297	10	externally	externally	ADV
ap-9354	297	11	enhanced	enhance	VERB
ap-9354	297	12	inner	inner	ADJ
ap-9354	297	13	pipe	pipe	NOUN
ap-9354	297	14	.	.	PUNCT
ap-9354	298	1	acta	acta	PROPN
ap-9354	298	2	polytechnica	polytechnica	PROPN
ap-9354	298	3	63(1):65–74	63(1):65–74	PROPN
ap-9354	298	4	,	,	PUNCT
ap-9354	298	5	2023	2023	NUM
ap-9354	298	6	.	.	PUNCT
ap-9354	299	1	https://doi.org/10.14311/ap.2023.63.0065	https://doi.org/10.14311/ap.2023.63.0065	PRON
ap-9354	300	1	[	[	X
ap-9354	300	2	8	8	NUM
ap-9354	300	3	]	]	PUNCT
ap-9354	300	4	m.	m.	NOUN
ap-9354	300	5	gaffuri	gaffuri	NOUN
ap-9354	300	6	,	,	PUNCT
ap-9354	300	7	p.	p.	PROPN
ap-9354	300	8	ott	ott	PROPN
ap-9354	300	9	,	,	PUNCT
ap-9354	300	10	s.	s.	PROPN
ap-9354	300	11	naik	naik	PROPN
ap-9354	300	12	,	,	PUNCT
ap-9354	300	13	m.	m.	NOUN
ap-9354	300	14	henze	henze	NOUN
ap-9354	300	15	.	.	PUNCT
ap-9354	301	1	experimental	experimental	ADJ
ap-9354	301	2	investigation	investigation	NOUN
ap-9354	301	3	of	of	ADP
ap-9354	301	4	sequential	sequential	ADJ
ap-9354	301	5	narrow	narrow	ADJ
ap-9354	301	6	impingement	impingement	ADJ
ap-9354	301	7	channels	channel	NOUN
ap-9354	301	8	for	for	ADP
ap-9354	301	9	turbine	turbine	NOUN
ap-9354	301	10	cooling	cooling	NOUN
ap-9354	301	11	.	.	PUNCT
ap-9354	302	1	in	in	ADP
ap-9354	302	2	14th	14th	ADJ
ap-9354	302	3	european	european	ADJ
ap-9354	302	4	conference	conference	NOUN
ap-9354	302	5	on	on	ADP
ap-9354	302	6	turbomachinery	turbomachinery	NOUN
ap-9354	302	7	fluid	fluid	ADJ
ap-9354	302	8	dynamics	dynamic	NOUN
ap-9354	302	9	&	&	CCONJ
ap-9354	302	10	thermodynamics	thermodynamic	NOUN
ap-9354	302	11	.	.	PUNCT
ap-9354	303	1	european	european	PROPN
ap-9354	303	2	turbomachinery	turbomachinery	NOUN
ap-9354	303	3	society	society	NOUN
ap-9354	303	4	,	,	PUNCT
ap-9354	303	5	2021	2021	NUM
ap-9354	303	6	.	.	PUNCT
ap-9354	304	1	https://doi.org/10.29008/etc2021-523	https://doi.org/10.29008/etc2021-523	NOUN
ap-9354	305	1	[	[	X
ap-9354	305	2	9	9	NUM
ap-9354	305	3	]	]	X
ap-9354	305	4	k.-i	k.-i	PROPN
ap-9354	305	5	.	.	PUNCT
ap-9354	305	6	takeishi	takeishi	PROPN
ap-9354	305	7	,	,	PUNCT
ap-9354	305	8	s.	s.	PROPN
ap-9354	305	9	aoki	aoki	PROPN
ap-9354	305	10	.	.	PUNCT
ap-9354	306	1	contribution	contribution	NOUN
ap-9354	306	2	of	of	ADP
ap-9354	306	3	heat	heat	NOUN
ap-9354	306	4	transfer	transfer	NOUN
ap-9354	306	5	to	to	ADP
ap-9354	306	6	turbine	turbine	NOUN
ap-9354	306	7	blades	blade	NOUN
ap-9354	306	8	and	and	CCONJ
ap-9354	306	9	vanes	vane	NOUN
ap-9354	306	10	for	for	ADP
ap-9354	306	11	high	high	ADJ
ap-9354	306	12	temperature	temperature	NOUN
ap-9354	306	13	industrial	industrial	ADJ
ap-9354	306	14	gas	gas	NOUN
ap-9354	306	15	turbines	turbine	NOUN
ap-9354	306	16	part	part	NOUN
ap-9354	306	17	1	1	NUM
ap-9354	306	18	:	:	PUNCT
ap-9354	306	19	film	film	NOUN
ap-9354	306	20	cooling	cooling	NOUN
ap-9354	306	21	.	.	PUNCT
ap-9354	307	1	annals	annal	NOUN
ap-9354	307	2	of	of	ADP
ap-9354	307	3	the	the	DET
ap-9354	307	4	new	new	PROPN
ap-9354	307	5	york	york	PROPN
ap-9354	307	6	academy	academy	PROPN
ap-9354	307	7	of	of	ADP
ap-9354	307	8	sciences	sciences	PROPN
ap-9354	307	9	934(1):305–312	934(1):305–312	NUM
ap-9354	307	10	,	,	PUNCT
ap-9354	307	11	2001	2001	NUM
ap-9354	307	12	.	.	PUNCT
ap-9354	308	1	https	https	NOUN
ap-9354	308	2	:	:	PUNCT
ap-9354	309	1	//doi.org/10.1111	//doi.org/10.1111	X
ap-9354	309	2	/	/	SYM
ap-9354	309	3	j.1749	j.1749	NOUN
ap-9354	309	4	-	-	PUNCT
ap-9354	309	5	6632.2001.tb05864.x	6632.2001.tb05864.x	NUM
ap-9354	309	6	[	[	X
ap-9354	309	7	10	10	NUM
ap-9354	309	8	]	]	X
ap-9354	309	9	j.	j.	PROPN
ap-9354	309	10	pařez	pařez	PROPN
ap-9354	309	11	,	,	PUNCT
ap-9354	309	12	a.	a.	NOUN
ap-9354	309	13	tater	tater	NOUN
ap-9354	309	14	,	,	PUNCT
ap-9354	309	15	p.	p.	NOUN
ap-9354	309	16	kovář	kovář	PROPN
ap-9354	309	17	,	,	PUNCT
ap-9354	309	18	et	et	PROPN
ap-9354	309	19	al	al	PROPN
ap-9354	309	20	.	.	PUNCT
ap-9354	309	21	influence	influence	NOUN
ap-9354	309	22	of	of	ADP
ap-9354	309	23	geometrical	geometrical	ADJ
ap-9354	309	24	design	design	NOUN
ap-9354	309	25	on	on	ADP
ap-9354	309	26	the	the	DET
ap-9354	309	27	cooling	cool	VERB
ap-9354	309	28	process	process	NOUN
ap-9354	309	29	of	of	ADP
ap-9354	309	30	double	double	ADJ
ap-9354	309	31	annular	annular	ADJ
ap-9354	309	32	turbine	turbine	NOUN
ap-9354	309	33	section	section	NOUN
ap-9354	309	34	.	.	PUNCT
ap-9354	310	1	international	international	ADJ
ap-9354	310	2	journal	journal	PROPN
ap-9354	310	3	of	of	ADP
ap-9354	310	4	engine	engine	NOUN
ap-9354	310	5	research	research	NOUN
ap-9354	310	6	24(8):3707–3719	24(8):3707–3719	NUM
ap-9354	310	7	,	,	PUNCT
ap-9354	310	8	2023	2023	NUM
ap-9354	310	9	.	.	PUNCT
ap-9354	311	1	https://doi.org/10.1177/14680874231167206	https://doi.org/10.1177/14680874231167206	X
ap-9354	312	1	[	[	X
ap-9354	312	2	11	11	NUM
ap-9354	312	3	]	]	X
ap-9354	312	4	j.	j.	PROPN
ap-9354	312	5	pařez	pařez	PROPN
ap-9354	312	6	,	,	PUNCT
ap-9354	312	7	p.	p.	PROPN
ap-9354	312	8	rohan	rohan	PROPN
ap-9354	312	9	,	,	PUNCT
ap-9354	312	10	t.	t.	PROPN
ap-9354	312	11	vampola	vampola	PROPN
ap-9354	312	12	.	.	PUNCT
ap-9354	313	1	heat	heat	NOUN
ap-9354	313	2	transfer	transfer	NOUN
ap-9354	313	3	in	in	ADP
ap-9354	313	4	double	double	ADJ
ap-9354	313	5	annular	annular	ADJ
ap-9354	313	6	due	due	ADP
ap-9354	313	7	to	to	ADP
ap-9354	313	8	natural	natural	ADJ
ap-9354	313	9	convection	convection	NOUN
ap-9354	313	10	.	.	PUNCT
ap-9354	314	1	in	in	ADP
ap-9354	314	2	iop	iop	PROPN
ap-9354	314	3	conference	conference	NOUN
ap-9354	314	4	series	series	NOUN
ap-9354	314	5	:	:	PUNCT
ap-9354	314	6	materials	material	NOUN
ap-9354	314	7	science	science	NOUN
ap-9354	314	8	and	and	CCONJ
ap-9354	314	9	engineering	engineering	NOUN
ap-9354	314	10	,	,	PUNCT
ap-9354	314	11	vol	vol	NOUN
ap-9354	314	12	.	.	PROPN
ap-9354	314	13	1190	1190	NUM
ap-9354	314	14	,	,	PUNCT
ap-9354	314	15	p.	p.	NOUN
ap-9354	314	16	012002	012002	NUM
ap-9354	314	17	.	.	PUNCT
ap-9354	315	1	iop	iop	PROPN
ap-9354	315	2	publishing	publishing	NOUN
ap-9354	315	3	,	,	PUNCT
ap-9354	315	4	2021	2021	NUM
ap-9354	315	5	.	.	PUNCT
ap-9354	316	1	https://doi.org/10.1088/1757-899x/1190/1/012002	https://doi.org/10.1088/1757-899x/1190/1/012002	X
ap-9354	316	2	[	[	X
ap-9354	316	3	12	12	NUM
ap-9354	316	4	]	]	X
ap-9354	316	5	j.	j.	PROPN
ap-9354	316	6	pařez	pařez	PROPN
ap-9354	316	7	,	,	PUNCT
ap-9354	316	8	a.	a.	NOUN
ap-9354	316	9	tater	tater	NOUN
ap-9354	316	10	,	,	PUNCT
ap-9354	316	11	j.	j.	PROPN
ap-9354	316	12	polanskỳ	polanskỳ	PROPN
ap-9354	316	13	,	,	PUNCT
ap-9354	316	14	t.	t.	PROPN
ap-9354	316	15	vampola	vampola	PROPN
ap-9354	316	16	.	.	PUNCT
ap-9354	317	1	experimental	experimental	ADJ
ap-9354	317	2	and	and	CCONJ
ap-9354	317	3	numerical	numerical	ADJ
ap-9354	317	4	study	study	NOUN
ap-9354	317	5	of	of	ADP
ap-9354	317	6	natural	natural	ADJ
ap-9354	317	7	convection	convection	NOUN
ap-9354	317	8	in	in	ADP
ap-9354	317	9	3d	3d	NUM
ap-9354	317	10	double	double	ADJ
ap-9354	317	11	horizontal	horizontal	ADJ
ap-9354	317	12	annulus	annulus	NOUN
ap-9354	317	13	.	.	PUNCT
ap-9354	318	1	in	in	ADP
ap-9354	318	2	european	european	PROPN
ap-9354	318	3	physical	physical	PROPN
ap-9354	318	4	journal	journal	PROPN
ap-9354	318	5	web	web	NOUN
ap-9354	318	6	of	of	ADP
ap-9354	318	7	conferences	conference	NOUN
ap-9354	318	8	,	,	PUNCT
ap-9354	318	9	vol	vol	NOUN
ap-9354	318	10	.	.	NOUN
ap-9354	318	11	264	264	NUM
ap-9354	318	12	.	.	NOUN
ap-9354	318	13	2022	2022	NUM
ap-9354	318	14	.	.	PUNCT
ap-9354	318	15	01027	01027	NUM
ap-9354	318	16	.	.	PUNCT
ap-9354	319	1	https://doi.org/10.1051/epjconf/202226401027	https://doi.org/10.1051/epjconf/202226401027	PROPN
ap-9354	320	1	[	[	X
ap-9354	320	2	13	13	X
ap-9354	320	3	]	]	PUNCT
ap-9354	320	4	p.	p.	NOUN
ap-9354	320	5	kovář	kovář	PROPN
ap-9354	320	6	,	,	PUNCT
ap-9354	320	7	j.	j.	PROPN
ap-9354	320	8	fürst	fürst	PROPN
ap-9354	320	9	.	.	PUNCT
ap-9354	321	1	comparison	comparison	NOUN
ap-9354	321	2	of	of	ADP
ap-9354	321	3	multilayer	multilayer	ADJ
ap-9354	321	4	perceptron	perceptron	NOUN
ap-9354	321	5	and	and	CCONJ
ap-9354	321	6	higher	high	ADJ
ap-9354	321	7	order	order	NOUN
ap-9354	321	8	neural	neural	ADJ
ap-9354	321	9	network	network	NOUN
ap-9354	321	10	’s	’s	PART
ap-9354	321	11	ability	ability	NOUN
ap-9354	321	12	to	to	PART
ap-9354	321	13	solve	solve	VERB
ap-9354	321	14	initial	initial	ADJ
ap-9354	321	15	value	value	NOUN
ap-9354	321	16	problem	problem	NOUN
ap-9354	321	17	.	.	PUNCT
ap-9354	322	1	in	in	ADP
ap-9354	322	2	24th	24th	ADJ
ap-9354	322	3	international	international	ADJ
ap-9354	322	4	scientific	scientific	ADJ
ap-9354	322	5	conference	conference	NOUN
ap-9354	322	6	applied	apply	VERB
ap-9354	322	7	mechanics	mechanic	NOUN
ap-9354	322	8	2023	2023	NUM
ap-9354	322	9	book	book	NOUN
ap-9354	322	10	of	of	ADP
ap-9354	322	11	abstracts	abstract	NOUN
ap-9354	322	12	,	,	PUNCT
ap-9354	322	13	pp	pp	ADJ
ap-9354	322	14	.	.	PUNCT
ap-9354	323	1	55–58	55–58	NUM
ap-9354	323	2	.	.	PUNCT
ap-9354	324	1	strojnícka	strojnícka	PROPN
ap-9354	324	2	fakulta	fakulta	PROPN
ap-9354	324	3	stu	stu	PROPN
ap-9354	324	4	v	v	PROPN
ap-9354	324	5	bratislave	bratislave	PROPN
ap-9354	324	6	,	,	PUNCT
ap-9354	324	7	bratislava	bratislava	PROPN
ap-9354	324	8	,	,	PUNCT
ap-9354	324	9	sk	sk	NOUN
ap-9354	324	10	,	,	PUNCT
ap-9354	324	11	2023	2023	NUM
ap-9354	324	12	.	.	PUNCT
ap-9354	325	1	isbn	isbn	ADJ
ap-9354	325	2	978	978	NUM
ap-9354	325	3	-	-	SYM
ap-9354	325	4	80	80	NUM
ap-9354	325	5	-	-	PUNCT
ap-9354	325	6	227	227	NUM
ap-9354	325	7	-	-	PUNCT
ap-9354	325	8	5294	5294	NUM
ap-9354	325	9	-	-	SYM
ap-9354	325	10	7	7	NUM
ap-9354	325	11	.	.	PUNCT
ap-9354	326	1	[	[	X
ap-9354	326	2	14	14	NUM
ap-9354	326	3	]	]	PUNCT
ap-9354	326	4	p.	p.	NOUN
ap-9354	326	5	kovář	kovář	PROPN
ap-9354	326	6	,	,	PUNCT
ap-9354	326	7	j.	j.	PROPN
ap-9354	326	8	fürst	fürst	PROPN
ap-9354	326	9	.	.	PUNCT
ap-9354	327	1	scalable	scalable	ADJ
ap-9354	327	2	activation	activation	NOUN
ap-9354	327	3	function	function	NOUN
ap-9354	327	4	employment	employment	NOUN
ap-9354	327	5	in	in	ADP
ap-9354	327	6	higher	high	ADJ
ap-9354	327	7	order	order	NOUN
ap-9354	327	8	neural	neural	ADJ
ap-9354	327	9	networks	network	NOUN
ap-9354	327	10	in	in	ADP
ap-9354	327	11	tasks	task	NOUN
ap-9354	327	12	of	of	ADP
ap-9354	327	13	supervised	supervised	ADJ
ap-9354	327	14	learning	learning	NOUN
ap-9354	327	15	.	.	PUNCT
ap-9354	328	1	in	in	ADP
ap-9354	328	2	book	book	NOUN
ap-9354	328	3	of	of	ADP
ap-9354	328	4	abstracts	abstract	NOUN
ap-9354	328	5	18th	18th	ADJ
ap-9354	328	6	youth	youth	NOUN
ap-9354	328	7	symposium	symposium	NOUN
ap-9354	328	8	on	on	ADP
ap-9354	328	9	experimental	experimental	ADJ
ap-9354	328	10	solid	solid	ADJ
ap-9354	328	11	mechanics	mechanic	NOUN
ap-9354	328	12	,	,	PUNCT
ap-9354	328	13	p.	p.	NOUN
ap-9354	328	14	37	37	NUM
ap-9354	328	15	.	.	PUNCT
ap-9354	329	1	institute	institute	PROPN
ap-9354	329	2	of	of	ADP
ap-9354	329	3	theoretical	theoretical	ADJ
ap-9354	329	4	and	and	CCONJ
ap-9354	329	5	applied	applied	ADJ
ap-9354	329	6	mechanics	mechanic	NOUN
ap-9354	329	7	,	,	PUNCT
ap-9354	329	8	as	as	ADP
ap-9354	329	9	cr	cr	PROPN
ap-9354	329	10	,	,	PUNCT
ap-9354	329	11	prague	prague	NOUN
ap-9354	329	12	,	,	PUNCT
ap-9354	329	13	cz	cz	NOUN
ap-9354	329	14	,	,	PUNCT
ap-9354	329	15	2023	2023	NUM
ap-9354	329	16	.	.	PUNCT
ap-9354	330	1	isbn	isbn	ADJ
ap-9354	330	2	978	978	NUM
ap-9354	330	3	-	-	SYM
ap-9354	330	4	80	80	NUM
ap-9354	330	5	-	-	PUNCT
ap-9354	330	6	86246	86246	NUM
ap-9354	330	7	-	-	PUNCT
ap-9354	330	8	66	66	NUM
ap-9354	330	9	-	-	PUNCT
ap-9354	330	10	6	6	NUM
ap-9354	330	11	.	.	PUNCT
ap-9354	331	1	[	[	X
ap-9354	331	2	15	15	NUM
ap-9354	331	3	]	]	PUNCT
ap-9354	331	4	p.	p.	NOUN
ap-9354	331	5	kovář	kovář	PROPN
ap-9354	331	6	,	,	PUNCT
ap-9354	331	7	a.	a.	NOUN
ap-9354	331	8	tater	tater	NOUN
ap-9354	331	9	,	,	PUNCT
ap-9354	331	10	j.	j.	PROPN
ap-9354	331	11	pařez	pařez	PROPN
ap-9354	331	12	,	,	PUNCT
ap-9354	331	13	j.	j.	PROPN
ap-9354	331	14	fürst	fürst	PROPN
ap-9354	331	15	.	.	PUNCT
ap-9354	332	1	about	about	ADP
ap-9354	332	2	the	the	DET
ap-9354	332	3	appropriate	appropriate	ADJ
ap-9354	332	4	neural	neural	ADJ
ap-9354	332	5	network	network	NOUN
ap-9354	332	6	size	size	NOUN
ap-9354	332	7	for	for	ADP
ap-9354	332	8	the	the	DET
ap-9354	332	9	engineering	engineering	NOUN
ap-9354	332	10	applications	application	NOUN
ap-9354	332	11	.	.	PUNCT
ap-9354	333	1	in	in	ADP
ap-9354	333	2	proceedings	proceeding	NOUN
ap-9354	333	3	of	of	ADP
ap-9354	333	4	computational	computational	ADJ
ap-9354	333	5	mechanics	mechanic	NOUN
ap-9354	333	6	2023	2023	NUM
ap-9354	333	7	,	,	PUNCT
ap-9354	333	8	pp	pp	ADJ
ap-9354	333	9	.	.	PUNCT
ap-9354	333	10	91–94	91–94	X
ap-9354	333	11	.	.	PUNCT
ap-9354	334	1	university	university	NOUN
ap-9354	334	2	of	of	ADP
ap-9354	334	3	west	west	PROPN
ap-9354	334	4	bohemia	bohemia	PROPN
ap-9354	334	5	,	,	PUNCT
ap-9354	334	6	pilsen	pilsen	PROPN
ap-9354	334	7	,	,	PUNCT
ap-9354	334	8	cz	cz	NOUN
ap-9354	334	9	,	,	PUNCT
ap-9354	334	10	2023	2023	NUM
ap-9354	334	11	.	.	PUNCT
ap-9354	335	1	isbn	isbn	ADJ
ap-9354	335	2	978	978	NUM
ap-9354	335	3	-	-	SYM
ap-9354	335	4	80	80	NUM
ap-9354	335	5	-	-	PUNCT
ap-9354	335	6	261	261	NUM
ap-9354	335	7	-	-	PUNCT
ap-9354	335	8	1177	1177	NUM
ap-9354	335	9	-	-	SYM
ap-9354	335	10	1	1	NUM
ap-9354	335	11	.	.	PUNCT
ap-9354	336	1	[	[	X
ap-9354	336	2	16	16	NUM
ap-9354	336	3	]	]	X
ap-9354	336	4	d.	d.	PROPN
ap-9354	336	5	c.	c.	PROPN
ap-9354	336	6	wilcox	wilcox	PROPN
ap-9354	336	7	,	,	PUNCT
ap-9354	336	8	et	et	PROPN
ap-9354	336	9	al	al	PROPN
ap-9354	336	10	.	.	PUNCT
ap-9354	337	1	turbulence	turbulence	NOUN
ap-9354	337	2	modeling	modeling	NOUN
ap-9354	337	3	for	for	ADP
ap-9354	337	4	cfd	cfd	NOUN
ap-9354	337	5	,	,	PUNCT
ap-9354	337	6	vol	vol	NOUN
ap-9354	337	7	.	.	PROPN
ap-9354	338	1	2	2	NUM
ap-9354	338	2	.	.	X
ap-9354	338	3	dcw	dcw	NOUN
ap-9354	338	4	industries	industries	PROPN
ap-9354	338	5	la	la	PROPN
ap-9354	338	6	canada	canada	PROPN
ap-9354	338	7	,	,	PUNCT
ap-9354	338	8	ca	ca	NOUN
ap-9354	338	9	,	,	PUNCT
ap-9354	338	10	1998	1998	NUM
ap-9354	338	11	.	.	PUNCT
ap-9354	339	1	https://doi.org/10.1017/s0022112095211388	https://doi.org/10.1017/s0022112095211388	NUM
ap-9354	339	2	[	[	X
ap-9354	339	3	17	17	NUM
ap-9354	339	4	]	]	PUNCT
ap-9354	339	5	f.	f.	PROPN
ap-9354	339	6	menter	menter	PROPN
ap-9354	339	7	,	,	PUNCT
ap-9354	339	8	r.	r.	PROPN
ap-9354	339	9	lechner	lechner	PROPN
ap-9354	339	10	,	,	PUNCT
ap-9354	339	11	a.	a.	NOUN
ap-9354	339	12	matyushenko	matyushenko	PROPN
ap-9354	339	13	.	.	PUNCT
ap-9354	340	1	best	good	ADJ
ap-9354	340	2	practice	practice	NOUN
ap-9354	340	3	:	:	PUNCT
ap-9354	340	4	generalized	generalized	ADJ
ap-9354	340	5	k	k	PROPN
ap-9354	340	6	-	-	PUNCT
ap-9354	340	7	ω	ω	NUM
ap-9354	340	8	two	two	NUM
ap-9354	340	9	-	-	PUNCT
ap-9354	340	10	equation	equation	NOUN
ap-9354	340	11	turbulence	turbulence	NOUN
ap-9354	340	12	model	model	NOUN
ap-9354	340	13	in	in	ADP
ap-9354	340	14	ansys	ansys	PROPN
ap-9354	340	15	cfd	cfd	PROPN
ap-9354	340	16	(	(	PUNCT
ap-9354	340	17	geko	geko	PROPN
ap-9354	340	18	)	)	PUNCT
ap-9354	340	19	.	.	PUNCT
ap-9354	341	1	ansys	ansys	PROPN
ap-9354	341	2	germany	germany	PROPN
ap-9354	341	3	gmbh	gmbh	PROPN
ap-9354	341	4	2019	2019	NUM
ap-9354	341	5	.	.	PUNCT
ap-9354	342	1	[	[	X
ap-9354	342	2	18	18	NUM
ap-9354	342	3	]	]	X
ap-9354	342	4	s.	s.	PROPN
ap-9354	342	5	chandrasekhar	chandrasekhar	PROPN
ap-9354	342	6	.	.	PUNCT
ap-9354	343	1	radiative	radiative	ADJ
ap-9354	343	2	transfer	transfer	NOUN
ap-9354	343	3	.	.	PUNCT
ap-9354	344	1	dover	dover	PROPN
ap-9354	344	2	publications	publication	NOUN
ap-9354	344	3	,	,	PUNCT
ap-9354	344	4	2013	2013	NUM
ap-9354	344	5	.	.	PUNCT
ap-9354	345	1	isbn	isbn	ADJ
ap-9354	345	2	978	978	NUM
ap-9354	345	3	-	-	SYM
ap-9354	345	4	0	0	NUM
ap-9354	345	5	-	-	PUNCT
ap-9354	345	6	486	486	NUM
ap-9354	345	7	-	-	PUNCT
ap-9354	345	8	60590	60590	NUM
ap-9354	345	9	-	-	SYM
ap-9354	345	10	6	6	NUM
ap-9354	345	11	.	.	PUNCT
ap-9354	346	1	[	[	X
ap-9354	346	2	19	19	NUM
ap-9354	346	3	]	]	X
ap-9354	346	4	j.	j.	PROPN
ap-9354	346	5	boussinesq	boussinesq	PROPN
ap-9354	346	6	.	.	PUNCT
ap-9354	347	1	théorie	théorie	PROPN
ap-9354	347	2	analytique	analytique	PROPN
ap-9354	347	3	de	de	X
ap-9354	347	4	la	la	X
ap-9354	347	5	chaleur	chaleur	X
ap-9354	347	6	mise	mise	PROPN
ap-9354	347	7	en	en	X
ap-9354	347	8	harmonie	harmonie	PROPN
ap-9354	347	9	avec	avec	X
ap-9354	347	10	la	la	PROPN
ap-9354	347	11	thermodynamique	thermodynamique	PROPN
ap-9354	347	12	et	et	PROPN
ap-9354	347	13	avec	avec	PROPN
ap-9354	347	14	la	la	PROPN
ap-9354	347	15	théorie	théorie	PROPN
ap-9354	347	16	mécanique	mécanique	PROPN
ap-9354	347	17	de	de	PROPN
ap-9354	347	18	la	la	PROPN
ap-9354	347	19	lumière	lumière	PROPN
ap-9354	347	20	.	.	PUNCT
ap-9354	348	1	tome	tome	PROPN
ap-9354	348	2	ii	ii	PROPN
ap-9354	348	3	:	:	PUNCT
ap-9354	348	4	refroidissement	refroidissement	NOUN
ap-9354	348	5	et	et	PROPN
ap-9354	348	6	échauffement	échauffement	PROPN
ap-9354	348	7	par	par	PROPN
ap-9354	348	8	rayonnement	rayonnement	PROPN
ap-9354	348	9	;	;	PUNCT
ap-9354	348	10	conductibilité	conductibilité	NOUN
ap-9354	348	11	des	des	X
ap-9354	348	12	tiges	tige	NOUN
ap-9354	348	13	,	,	PUNCT
ap-9354	348	14	lames	lame	NOUN
ap-9354	348	15	et	et	NOUN
ap-9354	348	16	masses	masse	NOUN
ap-9354	348	17	cristallines	cristalline	NOUN
ap-9354	348	18	,	,	PUNCT
ap-9354	348	19	courants	courant	NOUN
ap-9354	348	20	de	de	X
ap-9354	348	21	convection	convection	NOUN
ap-9354	348	22	,	,	PUNCT
ap-9354	348	23	théorie	théorie	PROPN
ap-9354	348	24	mécanique	mécanique	PROPN
ap-9354	348	25	de	de	PROPN
ap-9354	348	26	la	la	PROPN
ap-9354	348	27	lumière	lumière	PROPN
ap-9354	348	28	.	.	PUNCT
ap-9354	349	1	1903	1903	NUM
ap-9354	349	2	.	.	PUNCT
ap-9354	350	1	xxxii	xxxii	PROPN
ap-9354	350	2	,	,	PUNCT
ap-9354	350	3	625	625	NUM
ap-9354	350	4	,	,	PUNCT
ap-9354	350	5	vol	vol	NOUN
ap-9354	350	6	.	.	NOUN
ap-9354	350	7	2	2	NUM
ap-9354	350	8	.	.	X
ap-9354	350	9	gauthier	gauthier	NOUN
ap-9354	350	10	-	-	PUNCT
ap-9354	350	11	villars	villar	NOUN
ap-9354	350	12	,	,	PUNCT
ap-9354	350	13	1903	1903	NUM
ap-9354	350	14	.	.	PUNCT
ap-9354	351	1	[	[	X
ap-9354	351	2	20	20	NUM
ap-9354	351	3	]	]	PUNCT
ap-9354	351	4	p.	p.	NOUN
ap-9354	351	5	mayeli	mayeli	NOUN
ap-9354	351	6	,	,	PUNCT
ap-9354	351	7	g.	g.	PROPN
ap-9354	351	8	j.	j.	PROPN
ap-9354	351	9	sheard	sheard	PROPN
ap-9354	351	10	.	.	PUNCT
ap-9354	351	11	buoyancy	buoyancy	NOUN
ap-9354	351	12	-	-	PUNCT
ap-9354	351	13	driven	drive	VERB
ap-9354	351	14	flows	flow	NOUN
ap-9354	351	15	beyond	beyond	ADP
ap-9354	351	16	the	the	DET
ap-9354	351	17	boussinesq	boussinesq	ADJ
ap-9354	351	18	approximation	approximation	NOUN
ap-9354	351	19	:	:	PUNCT
ap-9354	351	20	a	a	DET
ap-9354	351	21	brief	brief	ADJ
ap-9354	351	22	review	review	NOUN
ap-9354	351	23	.	.	PUNCT
ap-9354	352	1	international	international	ADJ
ap-9354	352	2	communications	communication	NOUN
ap-9354	352	3	in	in	ADP
ap-9354	352	4	heat	heat	NOUN
ap-9354	352	5	and	and	CCONJ
ap-9354	352	6	mass	mass	NOUN
ap-9354	352	7	transfer	transfer	NOUN
ap-9354	352	8	125:105316	125:105316	NUM
ap-9354	352	9	,	,	PUNCT
ap-9354	352	10	2021	2021	NUM
ap-9354	352	11	.	.	PUNCT
ap-9354	353	1	https://doi.org/10.1016/	https://doi.org/10.1016/	PROPN
ap-9354	353	2	j.icheatmasstransfer.2021.105316	j.icheatmasstransfer.2021.105316	PROPN
ap-9354	354	1	[	[	X
ap-9354	354	2	21	21	NUM
ap-9354	354	3	]	]	X
ap-9354	354	4	c.	c.	PROPN
ap-9354	354	5	m.	m.	PROPN
ap-9354	354	6	rhie	rhie	PROPN
ap-9354	354	7	,	,	PUNCT
ap-9354	354	8	w.-l	w.-l	PROPN
ap-9354	354	9	.	.	PUNCT
ap-9354	355	1	chow	chow	PROPN
ap-9354	355	2	.	.	PUNCT
ap-9354	356	1	numerical	numerical	ADJ
ap-9354	356	2	study	study	NOUN
ap-9354	356	3	of	of	ADP
ap-9354	356	4	the	the	DET
ap-9354	356	5	turbulent	turbulent	ADJ
ap-9354	356	6	flow	flow	NOUN
ap-9354	356	7	past	past	ADP
ap-9354	356	8	an	an	DET
ap-9354	356	9	airfoil	airfoil	NOUN
ap-9354	356	10	with	with	ADP
ap-9354	356	11	trailing	trail	VERB
ap-9354	356	12	edge	edge	NOUN
ap-9354	356	13	separation	separation	NOUN
ap-9354	356	14	.	.	PUNCT
ap-9354	357	1	aiaa	aiaa	PROPN
ap-9354	357	2	journal	journal	PROPN
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ap-9354	357	4	,	,	PUNCT
ap-9354	357	5	1983	1983	NUM
ap-9354	357	6	.	.	PUNCT
ap-9354	358	1	https://doi.org/10.2514/3.8284	https://doi.org/10.2514/3.8284	X
ap-9354	359	1	[	[	X
ap-9354	359	2	22	22	NUM
ap-9354	359	3	]	]	PUNCT
ap-9354	359	4	m.-s	m.-	NOUN
ap-9354	359	5	.	.	PUNCT
ap-9354	360	1	liou	liou	NOUN
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ap-9354	360	3	c.	c.	PROPN
ap-9354	360	4	j.	j.	PROPN
ap-9354	360	5	steffen	steffen	PROPN
ap-9354	360	6	jr	jr	PROPN
ap-9354	360	7	.	.	PROPN
ap-9354	361	1	a	a	DET
ap-9354	361	2	new	new	ADJ
ap-9354	361	3	flux	flux	NOUN
ap-9354	361	4	splitting	splitting	NOUN
ap-9354	361	5	scheme	scheme	NOUN
ap-9354	361	6	.	.	PUNCT
ap-9354	362	1	journal	journal	NOUN
ap-9354	362	2	of	of	ADP
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ap-9354	362	5	107(1):23–39	107(1):23–39	NUM
ap-9354	362	6	,	,	PUNCT
ap-9354	362	7	1993	1993	NUM
ap-9354	362	8	.	.	PUNCT
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ap-9354	364	2	23	23	NUM
ap-9354	364	3	]	]	PUNCT
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ap-9354	365	2	upstream	upstream	ADJ
ap-9354	365	3	differencing	differencing	NOUN
ap-9354	365	4	and	and	CCONJ
ap-9354	365	5	godunov	godunov	NOUN
ap-9354	365	6	-	-	PUNCT
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ap-9354	366	4	,	,	PUNCT
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ap-9354	366	6	.	.	PUNCT
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ap-9354	368	7	j.	j.	PROPN
ap-9354	368	8	fürst	fürst	PROPN
ap-9354	368	9	.	.	PUNCT
ap-9354	369	1	rotated	rotate	VERB
ap-9354	369	2	-	-	PUNCT
ap-9354	369	3	hybrid	hybrid	ADJ
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ap-9354	369	6	for	for	ADP
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ap-9354	369	8	-	-	PUNCT
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ap-9354	370	8	,	,	PUNCT
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ap-9354	370	10	.	.	PUNCT
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ap-9354	372	3	]	]	PUNCT
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ap-9354	372	5	j.	j.	PROPN
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ap-9354	372	11	in	in	ADP
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ap-9354	373	1	hermosa	hermosa	PROPN
ap-9354	373	2	albuquerque	albuquerque	PROPN
ap-9354	373	3	,	,	PUNCT
ap-9354	373	4	nm	nm	PROPN
ap-9354	373	5	,	,	PUNCT
ap-9354	373	6	albuquerque	albuquerque	ADJ
ap-9354	373	7	,	,	PUNCT
ap-9354	373	8	nm	nm	PROPN
ap-9354	373	9	,	,	PUNCT
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ap-9354	373	13	.	.	PUNCT
ap-9354	374	1	isbn	isbn	ADJ
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ap-9354	374	4	-	-	SYM
ap-9354	374	5	0913478080	0913478080	NUM
ap-9354	374	6	.	.	PUNCT
ap-9354	375	1	[	[	X
ap-9354	375	2	26	26	NUM
ap-9354	375	3	]	]	PUNCT
ap-9354	375	4	z.	z.	PROPN
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ap-9354	375	9	,	,	PUNCT
ap-9354	375	10	i.	i.	PROPN
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ap-9354	375	13	á	á	PROPN
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ap-9354	375	15	havasi	havasi	PROPN
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ap-9354	377	4	,	,	PUNCT
ap-9354	377	5	vol	vol	NOUN
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ap-9354	377	8	.	.	X
ap-9354	377	9	de	de	X
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ap-9354	377	11	,	,	PUNCT
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ap-9354	377	13	.	.	PUNCT
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ap-9354	379	3	]	]	PUNCT
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ap-9354	379	6	,	,	PUNCT
ap-9354	379	7	i.	i.	NOUN
ap-9354	379	8	bukovsky	bukovsky	PROPN
ap-9354	379	9	,	,	PUNCT
ap-9354	379	10	n.	n.	PROPN
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ap-9354	379	13	et	et	PROPN
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ap-9354	379	26	.	.	PUNCT
ap-9354	380	1	in	in	ADP
ap-9354	380	2	artificial	artificial	ADJ
ap-9354	380	3	higher	high	ADJ
ap-9354	380	4	order	order	NOUN
ap-9354	380	5	neural	neural	ADJ
ap-9354	380	6	networks	network	NOUN
ap-9354	380	7	for	for	ADP
ap-9354	380	8	modeling	modeling	NOUN
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ap-9354	380	10	simulation	simulation	NOUN
ap-9354	380	11	,	,	PUNCT
ap-9354	380	12	pp	pp	X
ap-9354	380	13	.	.	PUNCT
ap-9354	381	1	103–133	103–133	NUM
ap-9354	381	2	.	.	PUNCT
ap-9354	382	1	igi	igi	PROPN
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ap-9354	382	3	,	,	PUNCT
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ap-9354	382	5	.	.	PUNCT
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ap-9354	383	4	-	-	PUNCT
ap-9354	383	5	1	1	NUM
ap-9354	383	6	-	-	PUNCT
ap-9354	383	7	4666	4666	NUM
ap-9354	383	8	-	-	PUNCT
ap-9354	383	9	2175	2175	NUM
ap-9354	383	10	-	-	PUNCT
ap-9354	383	11	6.ch006	6.ch006	NUM
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ap-9354	383	21	n.	n.	PROPN
ap-9354	383	22	homma	homma	PROPN
ap-9354	383	23	.	.	PUNCT
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ap-9354	384	2	and	and	CCONJ
ap-9354	384	3	dynamic	dynamic	ADJ
ap-9354	384	4	neural	neural	ADJ
ap-9354	384	5	networks	network	NOUN
ap-9354	384	6	:	:	PUNCT
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ap-9354	385	7	.	.	PUNCT
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ap-9354	386	3	-	-	PUNCT
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ap-9354	386	5	-	-	PUNCT
ap-9354	386	6	21948	21948	NUM
ap-9354	386	7	-	-	SYM
ap-9354	386	8	7	7	NUM
ap-9354	386	9	.	.	PUNCT
ap-9354	387	1	[	[	X
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ap-9354	387	3	]	]	PUNCT
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ap-9354	388	7	latin	latin	ADJ
ap-9354	388	8	hypercube	hypercube	ADJ
ap-9354	388	9	sampling	sample	VERB
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ap-9354	389	2	29(2):143	29(2):143	PROPN
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ap-9354	389	5	,	,	PUNCT
ap-9354	389	6	1987	1987	NUM
ap-9354	389	7	.	.	PUNCT
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ap-9354	391	1	[	[	X
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ap-9354	391	5	ltd	ltd	PROPN
ap-9354	391	6	,	,	PUNCT
ap-9354	391	7	angmering	angmering	PROPN
ap-9354	391	8	,	,	PUNCT
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ap-9354	391	10	sussex	sussex	PROPN
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ap-9354	391	12	uk	uk	PROPN
ap-9354	391	13	.	.	PUNCT
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ap-9354	392	3	labfacility	labfacility	NOUN
ap-9354	392	4	temperature	temperature	NOUN
ap-9354	392	5	handbook	handbook	NOUN
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ap-9354	394	1	438	438	NUM
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ap-9354	397	47	network	network	NOUN
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ap-9354	397	51	5	5	NUM
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