id	sid	tid	token	lemma	pos
fcis-15829	1	1	frontiers	frontier	NOUN
fcis-15829	1	2	in	in	ADP
fcis-15829	1	3	computing	computing	NOUN
fcis-15829	1	4	and	and	CCONJ
fcis-15829	1	5	intelligent	intelligent	ADJ
fcis-15829	1	6	systems	system	NOUN
fcis-15829	1	7	issn	issn	VERB
fcis-15829	1	8	:	:	PUNCT
fcis-15829	1	9	2832	2832	NUM
fcis-15829	1	10	-	-	SYM
fcis-15829	1	11	6024	6024	NUM
fcis-15829	1	12	|	|	NOUN
fcis-15829	1	13	vol	vol	NOUN
fcis-15829	1	14	.	.	PROPN
fcis-15829	2	1	6	6	NUM
fcis-15829	2	2	,	,	PUNCT
fcis-15829	2	3	no	no	INTJ
fcis-15829	2	4	.	.	NOUN
fcis-15829	2	5	3	3	NUM
fcis-15829	2	6	,	,	PUNCT
fcis-15829	2	7	2023	2023	NUM
fcis-15829	2	8	132	132	NUM
fcis-15829	2	9	prediction	prediction	NOUN
fcis-15829	2	10	of	of	ADP
fcis-15829	2	11	atmospheric	atmospheric	ADJ
fcis-15829	2	12	carbon	carbon	NOUN
fcis-15829	2	13	dioxide	dioxide	NOUN
fcis-15829	2	14	radiative	radiative	ADJ
fcis-15829	2	15	transfer	transfer	NOUN
fcis-15829	2	16	model	model	NOUN
fcis-15829	2	17	based	base	VERB
fcis-15829	2	18	on	on	ADP
fcis-15829	2	19	machine	machine	NOUN
fcis-15829	2	20	learning	learning	PROPN
fcis-15829	2	21	shiheng	shiheng	PROPN
fcis-15829	2	22	duan	duan	PROPN
fcis-15829	2	23	1	1	PROPN
fcis-15829	2	24	,	,	PUNCT
fcis-15829	2	25	*	*	PUNCT
fcis-15829	2	26	,	,	PUNCT
fcis-15829	2	27	yuxiang	yuxiang	PROPN
fcis-15829	2	28	liu	liu	PROPN
fcis-15829	2	29	2	2	NUM
fcis-15829	2	30	,	,	PUNCT
fcis-15829	2	31	linxiao	linxiao	VERB
fcis-15829	2	32	li	li	PROPN
fcis-15829	2	33	3	3	NUM
fcis-15829	2	34	,	,	PUNCT
fcis-15829	2	35	yiming	yime	VERB
fcis-15829	2	36	pan	pan	NOUN
fcis-15829	2	37	4	4	NUM
fcis-15829	2	38	1	1	NUM
fcis-15829	2	39	atmospheric	atmospheric	ADJ
fcis-15829	2	40	sciences	science	NOUN
fcis-15829	2	41	and	and	CCONJ
fcis-15829	2	42	meteorology	meteorology	NOUN
fcis-15829	2	43	,	,	PUNCT
fcis-15829	2	44	university	university	PROPN
fcis-15829	2	45	of	of	ADP
fcis-15829	2	46	california	california	PROPN
fcis-15829	2	47	,	,	PUNCT
fcis-15829	2	48	davis	davis	PROPN
fcis-15829	2	49	,	,	PUNCT
fcis-15829	2	50	california	california	PROPN
fcis-15829	2	51	,	,	PUNCT
fcis-15829	2	52	usa	usa	PROPN
fcis-15829	2	53	2	2	NUM
fcis-15829	2	54	computer	computer	NOUN
fcis-15829	2	55	engineering	engineering	NOUN
fcis-15829	2	56	,	,	PUNCT
fcis-15829	2	57	northwestern	northwestern	ADJ
fcis-15829	2	58	university	university	NOUN
fcis-15829	2	59	,	,	PUNCT
fcis-15829	2	60	atlanta	atlanta	PROPN
fcis-15829	2	61	,	,	PUNCT
fcis-15829	2	62	georgia	georgia	PROPN
fcis-15829	2	63	,	,	PUNCT
fcis-15829	2	64	usa	usa	PROPN
fcis-15829	2	65	3	3	NUM
fcis-15829	2	66	communication	communication	NOUN
fcis-15829	2	67	engineering	engineering	NOUN
fcis-15829	2	68	,	,	PUNCT
fcis-15829	2	69	peking	peking	NOUN
fcis-15829	2	70	university	university	PROPN
fcis-15829	2	71	,	,	PUNCT
fcis-15829	2	72	beijing	beijing	PROPN
fcis-15829	2	73	,	,	PUNCT
fcis-15829	2	74	china	china	PROPN
fcis-15829	2	75	4	4	NUM
fcis-15829	2	76	computer	computer	NOUN
fcis-15829	2	77	science	science	NOUN
fcis-15829	2	78	,	,	PUNCT
fcis-15829	2	79	individual	individual	ADJ
fcis-15829	2	80	contributor	contributor	NOUN
fcis-15829	2	81	,	,	PUNCT
fcis-15829	2	82	austin	austin	PROPN
fcis-15829	2	83	tx	tx	PROPN
fcis-15829	2	84	,	,	PUNCT
fcis-15829	2	85	usa	usa	PROPN
fcis-15829	2	86	*	*	PUNCT
fcis-15829	2	87	corresponding	correspond	VERB
fcis-15829	2	88	author	author	NOUN
fcis-15829	2	89	:	:	PUNCT
fcis-15829	2	90	shiheng	shiheng	PROPN
fcis-15829	2	91	duan	duan	PROPN
fcis-15829	2	92	abstract	abstract	PROPN
fcis-15829	2	93	:	:	PUNCT
fcis-15829	2	94	global	global	ADJ
fcis-15829	2	95	warming	warming	NOUN
fcis-15829	2	96	is	be	AUX
fcis-15829	2	97	caused	cause	VERB
fcis-15829	2	98	by	by	ADP
fcis-15829	2	99	the	the	DET
fcis-15829	2	100	increasing	increase	VERB
fcis-15829	2	101	amount	amount	NOUN
fcis-15829	2	102	of	of	ADP
fcis-15829	2	103	greenhouse	greenhouse	NOUN
fcis-15829	2	104	gases	gas	NOUN
fcis-15829	2	105	in	in	ADP
fcis-15829	2	106	the	the	DET
fcis-15829	2	107	atmosphere	atmosphere	NOUN
fcis-15829	2	108	.	.	PUNCT
fcis-15829	3	1	the	the	DET
fcis-15829	3	2	kyoto	kyoto	PROPN
fcis-15829	3	3	protocol	protocol	PROPN
fcis-15829	3	4	to	to	ADP
fcis-15829	3	5	the	the	DET
fcis-15829	3	6	united	united	PROPN
fcis-15829	3	7	nations	nations	PROPN
fcis-15829	3	8	framework	framework	PROPN
fcis-15829	3	9	convention	convention	NOUN
fcis-15829	3	10	on	on	ADP
fcis-15829	3	11	climate	climate	NOUN
fcis-15829	3	12	change	change	NOUN
fcis-15829	3	13	defines	define	VERB
fcis-15829	3	14	carbon	carbon	NOUN
fcis-15829	3	15	dioxide	dioxide	NOUN
fcis-15829	3	16	(	(	PUNCT
fcis-15829	3	17	co	co	NOUN
fcis-15829	3	18	)	)	PUNCT
fcis-15829	3	19	,	,	PUNCT
fcis-15829	3	20	methane	methane	NOUN
fcis-15829	3	21	(	(	PUNCT
fcis-15829	3	22	ch	ch	NOUN
fcis-15829	3	23	:)	:)	ADJ
fcis-15829	3	24	,	,	PUNCT
fcis-15829	3	25	nitrous	nitrous	ADJ
fcis-15829	3	26	oxide	oxide	NOUN
fcis-15829	3	27	(	(	PUNCT
fcis-15829	3	28	n0	n0	ADJ
fcis-15829	3	29	)	)	PUNCT
fcis-15829	3	30	fluorocarbons	fluorocarbon	NOUN
fcis-15829	3	31	(	(	PUNCT
fcis-15829	3	32	hfc	hfc	NOUN
fcis-15829	3	33	)	)	PUNCT
fcis-15829	3	34	,	,	PUNCT
fcis-15829	3	35	holocarbon	holocarbon	PROPN
fcis-15829	3	36	(	(	PUNCT
fcis-15829	3	37	pfc	pfc	NOUN
fcis-15829	3	38	)	)	PUNCT
fcis-15829	3	39	,	,	PUNCT
fcis-15829	3	40	and	and	CCONJ
fcis-15829	3	41	sulfur	sulfur	NOUN
fcis-15829	3	42	hexafluoride	hexafluoride	NOUN
fcis-15829	3	43	(	(	PUNCT
fcis-15829	3	44	sf	sf	PROPN
fcis-15829	3	45	.	.	PUNCT
fcis-15829	3	46	)	)	PUNCT
fcis-15829	4	1	six	six	NUM
fcis-15829	4	2	gases	gas	NOUN
fcis-15829	4	3	are	be	AUX
fcis-15829	4	4	divided	divide	VERB
fcis-15829	4	5	into	into	ADP
fcis-15829	4	6	the	the	DET
fcis-15829	4	7	main	main	ADJ
fcis-15829	4	8	greenhouse	greenhouse	NOUN
fcis-15829	4	9	gases	gas	NOUN
fcis-15829	4	10	,	,	PUNCT
fcis-15829	4	11	of	of	ADP
fcis-15829	4	12	which	which	PRON
fcis-15829	4	13	co	co	NOUN
fcis-15829	4	14	,	,	PUNCT
fcis-15829	4	15	the	the	DET
fcis-15829	4	16	largest	large	ADJ
fcis-15829	4	17	proportion	proportion	NOUN
fcis-15829	4	18	of	of	ADP
fcis-15829	4	19	emissions	emission	NOUN
fcis-15829	4	20	,	,	PUNCT
fcis-15829	4	21	is	be	AUX
fcis-15829	4	22	an	an	DET
fcis-15829	4	23	important	important	ADJ
fcis-15829	4	24	man	man	NOUN
fcis-15829	4	25	-	-	PUNCT
fcis-15829	4	26	made	make	VERB
fcis-15829	4	27	greenhouse	greenhouse	NOUN
fcis-15829	4	28	gas	gas	NOUN
fcis-15829	4	29	.	.	PUNCT
fcis-15829	4	30	"	"	PUNCT
fcis-15829	5	1	as	as	ADP
fcis-15829	5	2	the	the	DET
fcis-15829	5	3	main	main	ADJ
fcis-15829	5	4	gas	gas	NOUN
fcis-15829	5	5	affecting	affect	VERB
fcis-15829	5	6	the	the	DET
fcis-15829	5	7	global	global	ADJ
fcis-15829	5	8	greenhouse	greenhouse	NOUN
fcis-15829	5	9	effect	effect	NOUN
fcis-15829	5	10	(	(	PUNCT
fcis-15829	5	11	75	75	NUM
fcis-15829	5	12	%	%	NOUN
fcis-15829	5	13	)	)	PUNCT
fcis-15829	5	14	,	,	PUNCT
fcis-15829	5	15	the	the	DET
fcis-15829	5	16	amount	amount	NOUN
fcis-15829	5	17	of	of	ADP
fcis-15829	5	18	co	co	NOUN
fcis-15829	5	19	in	in	ADP
fcis-15829	5	20	the	the	DET
fcis-15829	5	21	atmosphere	atmosphere	NOUN
fcis-15829	5	22	has	have	AUX
fcis-15829	5	23	increased	increase	VERB
fcis-15829	5	24	from	from	ADP
fcis-15829	5	25	315	315	NUM
fcis-15829	5	26	ppm	ppm	NOUN
fcis-15829	5	27	in	in	ADP
fcis-15829	5	28	1958	1958	NUM
fcis-15829	5	29	to	to	ADP
fcis-15829	5	30	417	417	NUM
fcis-15829	5	31	ppm	ppm	NOUN
fcis-15829	5	32	in	in	ADP
fcis-15829	5	33	2022	2022	NUM
fcis-15829	5	34	,	,	PUNCT
fcis-15829	5	35	and	and	CCONJ
fcis-15829	5	36	global	global	ADJ
fcis-15829	5	37	annual	annual	ADJ
fcis-15829	5	38	co	co	NOUN
fcis-15829	5	39	emissions	emission	NOUN
fcis-15829	5	40	have	have	AUX
fcis-15829	5	41	increased	increase	VERB
fcis-15829	5	42	from	from	ADP
fcis-15829	5	43	27	27	NUM
fcis-15829	5	44	pg	pg	NOUN
fcis-15829	5	45	to	to	ADP
fcis-15829	5	46	49	49	NUM
fcis-15829	5	47	pg%	pg%	NOUN
fcis-15829	5	48	over	over	ADP
fcis-15829	5	49	the	the	DET
fcis-15829	5	50	past	past	ADJ
fcis-15829	5	51	40	40	NUM
fcis-15829	5	52	years	year	NOUN
fcis-15829	5	53	.	.	PUNCT
fcis-15829	6	1	therefore	therefore	ADV
fcis-15829	6	2	,	,	PUNCT
fcis-15829	6	3	under	under	ADP
fcis-15829	6	4	the	the	DET
fcis-15829	6	5	background	background	NOUN
fcis-15829	6	6	of	of	ADP
fcis-15829	6	7	deep	deep	ADJ
fcis-15829	6	8	reinforcement	reinforcement	NOUN
fcis-15829	6	9	learning	learning	NOUN
fcis-15829	6	10	,	,	PUNCT
fcis-15829	6	11	it	it	PRON
fcis-15829	6	12	is	be	AUX
fcis-15829	6	13	a	a	DET
fcis-15829	6	14	problem	problem	NOUN
fcis-15829	6	15	that	that	PRON
fcis-15829	6	16	all	all	DET
fcis-15829	6	17	countries	country	NOUN
fcis-15829	6	18	pay	pay	VERB
fcis-15829	6	19	more	more	ADJ
fcis-15829	6	20	attention	attention	NOUN
fcis-15829	6	21	to	to	PART
fcis-15829	6	22	predict	predict	VERB
fcis-15829	6	23	the	the	DET
fcis-15829	6	24	concentration	concentration	NOUN
fcis-15829	6	25	emission	emission	NOUN
fcis-15829	6	26	of	of	ADP
fcis-15829	6	27	carbon	carbon	NOUN
fcis-15829	6	28	dioxide	dioxide	NOUN
fcis-15829	6	29	to	to	PART
fcis-15829	6	30	cope	cope	VERB
fcis-15829	6	31	with	with	ADP
fcis-15829	6	32	the	the	DET
fcis-15829	6	33	severe	severe	ADJ
fcis-15829	6	34	situation	situation	NOUN
fcis-15829	6	35	of	of	ADP
fcis-15829	6	36	climate	climate	NOUN
fcis-15829	6	37	warming	warming	NOUN
fcis-15829	6	38	.	.	PUNCT
fcis-15829	7	1	in	in	ADP
fcis-15829	7	2	order	order	NOUN
fcis-15829	7	3	to	to	PART
fcis-15829	7	4	obtain	obtain	VERB
fcis-15829	7	5	the	the	DET
fcis-15829	7	6	radiative	radiative	ADJ
fcis-15829	7	7	forcing	force	VERB
fcis-15829	7	8	value	value	NOUN
fcis-15829	7	9	under	under	ADP
fcis-15829	7	10	the	the	DET
fcis-15829	7	11	influence	influence	NOUN
fcis-15829	7	12	of	of	ADP
fcis-15829	7	13	carbon	carbon	NOUN
fcis-15829	7	14	dioxide	dioxide	NOUN
fcis-15829	7	15	concentration	concentration	NOUN
fcis-15829	7	16	,	,	PUNCT
fcis-15829	7	17	a	a	DET
fcis-15829	7	18	simplified	simplified	ADJ
fcis-15829	7	19	net	net	ADJ
fcis-15829	7	20	radiative	radiative	ADJ
fcis-15829	7	21	flux	flux	NOUN
fcis-15829	7	22	model	model	NOUN
fcis-15829	7	23	is	be	AUX
fcis-15829	7	24	established	establish	VERB
fcis-15829	7	25	.	.	PUNCT
fcis-15829	8	1	based	base	VERB
fcis-15829	8	2	on	on	ADP
fcis-15829	8	3	the	the	DET
fcis-15829	8	4	radiative	radiative	ADJ
fcis-15829	8	5	transfer	transfer	NOUN
fcis-15829	8	6	equation	equation	NOUN
fcis-15829	8	7	,	,	PUNCT
fcis-15829	8	8	this	this	DET
fcis-15829	8	9	model	model	NOUN
fcis-15829	8	10	can	can	AUX
fcis-15829	8	11	calculate	calculate	VERB
fcis-15829	8	12	the	the	DET
fcis-15829	8	13	net	net	ADJ
fcis-15829	8	14	radiative	radiative	ADJ
fcis-15829	8	15	flux	flux	NOUN
fcis-15829	8	16	and	and	CCONJ
fcis-15829	8	17	radiative	radiative	ADJ
fcis-15829	8	18	forcing	forcing	NOUN
fcis-15829	8	19	of	of	ADP
fcis-15829	8	20	each	each	DET
fcis-15829	8	21	layer	layer	NOUN
fcis-15829	8	22	of	of	ADP
fcis-15829	8	23	the	the	DET
fcis-15829	8	24	atmosphere	atmosphere	NOUN
fcis-15829	8	25	due	due	ADP
fcis-15829	8	26	to	to	ADP
fcis-15829	8	27	changes	change	NOUN
fcis-15829	8	28	in	in	ADP
fcis-15829	8	29	carbon	carbon	NOUN
fcis-15829	8	30	dioxide	dioxide	NOUN
fcis-15829	8	31	concentration	concentration	NOUN
fcis-15829	8	32	.	.	PUNCT
fcis-15829	9	1	the	the	DET
fcis-15829	9	2	results	result	NOUN
fcis-15829	9	3	are	be	AUX
fcis-15829	9	4	compared	compare	VERB
fcis-15829	9	5	with	with	ADP
fcis-15829	9	6	the	the	DET
fcis-15829	9	7	rrtmg	rrtmg	PROPN
fcis-15829	9	8	-	-	PUNCT
fcis-15829	9	9	lw	lw	ADV
fcis-15829	9	10	long	long	ADJ
fcis-15829	9	11	-	-	PUNCT
fcis-15829	9	12	wave	wave	NOUN
fcis-15829	9	13	radiative	radiative	ADJ
fcis-15829	9	14	transfer	transfer	NOUN
fcis-15829	9	15	model	model	NOUN
fcis-15829	9	16	of	of	ADP
fcis-15829	9	17	american	american	ADJ
fcis-15829	9	18	center	center	PROPN
fcis-15829	9	19	for	for	ADP
fcis-15829	9	20	atmospheric	atmospheric	ADJ
fcis-15829	9	21	and	and	CCONJ
fcis-15829	9	22	environmental	environmental	ADJ
fcis-15829	9	23	research	research	NOUN
fcis-15829	9	24	(	(	PUNCT
fcis-15829	9	25	aer	aer	PROPN
fcis-15829	9	26	)	)	PUNCT
fcis-15829	9	27	under	under	ADP
fcis-15829	9	28	the	the	DET
fcis-15829	9	29	same	same	ADJ
fcis-15829	9	30	factor	factor	NOUN
fcis-15829	9	31	,	,	PUNCT
fcis-15829	9	32	and	and	CCONJ
fcis-15829	9	33	the	the	DET
fcis-15829	9	34	error	error	NOUN
fcis-15829	9	35	is	be	AUX
fcis-15829	9	36	less	less	ADJ
fcis-15829	9	37	than	than	ADP
fcis-15829	9	38	1	1	NUM
fcis-15829	9	39	%	%	NOUN
fcis-15829	9	40	.	.	PUNCT
fcis-15829	10	1	keywords	keyword	NOUN
fcis-15829	10	2	:	:	PUNCT
fcis-15829	10	3	machine	machine	NOUN
fcis-15829	10	4	learning	learning	NOUN
fcis-15829	10	5	;	;	PUNCT
fcis-15829	10	6	the	the	DET
fcis-15829	10	7	atmosphere	atmosphere	NOUN
fcis-15829	10	8	;	;	PUNCT
fcis-15829	10	9	radiation	radiation	NOUN
fcis-15829	10	10	transfer	transfer	NOUN
fcis-15829	10	11	;	;	PUNCT
fcis-15829	10	12	carbon	carbon	NOUN
fcis-15829	10	13	dioxide	dioxide	NOUN
fcis-15829	10	14	model	model	NOUN
fcis-15829	10	15	.	.	PUNCT
fcis-15829	11	1	1	1	X
fcis-15829	11	2	.	.	X
fcis-15829	11	3	introduction	introduction	NOUN
fcis-15829	11	4	since	since	SCONJ
fcis-15829	11	5	the	the	DET
fcis-15829	11	6	industrial	industrial	ADJ
fcis-15829	11	7	revolution	revolution	NOUN
fcis-15829	11	8	100	100	NUM
fcis-15829	11	9	years	year	NOUN
fcis-15829	11	10	ago	ago	ADV
fcis-15829	11	11	,	,	PUNCT
fcis-15829	11	12	the	the	DET
fcis-15829	11	13	average	average	ADJ
fcis-15829	11	14	global	global	ADJ
fcis-15829	11	15	temperature	temperature	NOUN
fcis-15829	11	16	has	have	AUX
fcis-15829	11	17	increased	increase	VERB
fcis-15829	11	18	(	(	PUNCT
fcis-15829	11	19	0.74	0.74	NUM
fcis-15829	11	20	soil	soil	NOUN
fcis-15829	11	21	0.18)c	0.18)c	NOUN
fcis-15829	11	22	,	,	PUNCT
fcis-15829	11	23	which	which	PRON
fcis-15829	11	24	is	be	AUX
fcis-15829	11	25	caused	cause	VERB
fcis-15829	11	26	by	by	ADP
fcis-15829	11	27	the	the	DET
fcis-15829	11	28	root	root	NOUN
fcis-15829	11	29	cause	cause	NOUN
fcis-15829	11	30	of	of	ADP
fcis-15829	11	31	the	the	DET
fcis-15829	11	32	greenhouse	greenhouse	NOUN
fcis-15829	11	33	gas	gas	NOUN
fcis-15829	11	34	concentration	concentration	NOUN
fcis-15829	11	35	caused	cause	VERB
fcis-15829	11	36	by	by	ADP
fcis-15829	11	37	human	human	ADJ
fcis-15829	11	38	activities	activity	NOUN
fcis-15829	11	39	.	.	PUNCT
fcis-15829	12	1	due	due	ADP
fcis-15829	12	2	to	to	ADP
fcis-15829	12	3	the	the	DET
fcis-15829	12	4	rapid	rapid	ADJ
fcis-15829	12	5	development	development	NOUN
fcis-15829	12	6	of	of	ADP
fcis-15829	12	7	human	human	ADJ
fcis-15829	12	8	production	production	NOUN
fcis-15829	12	9	and	and	CCONJ
fcis-15829	12	10	social	social	ADJ
fcis-15829	12	11	activities	activity	NOUN
fcis-15829	12	12	,	,	PUNCT
fcis-15829	12	13	the	the	DET
fcis-15829	12	14	volume	volume	NOUN
fcis-15829	12	15	fraction	fraction	NOUN
fcis-15829	12	16	of	of	ADP
fcis-15829	12	17	greenhouse	greenhouse	NOUN
fcis-15829	12	18	gases	gas	NOUN
fcis-15829	12	19	such	such	ADJ
fcis-15829	12	20	as	as	ADP
fcis-15829	12	21	ho	ho	PROPN
fcis-15829	12	22	,	,	PUNCT
fcis-15829	12	23	co2	co2	NOUN
fcis-15829	12	24	,	,	PUNCT
fcis-15829	12	25	ch	ch	NOUN
fcis-15829	12	26	,	,	PUNCT
fcis-15829	12	27	n00	n00	PROPN
fcis-15829	12	28	and	and	CCONJ
fcis-15829	12	29	fluorine	fluorine	NOUN
fcis-15829	12	30	chlorine	chlorine	NOUN
fcis-15829	12	31	in	in	ADP
fcis-15829	12	32	the	the	DET
fcis-15829	12	33	earth	earth	NOUN
fcis-15829	12	34	's	's	PART
fcis-15829	12	35	atmosphere	atmosphere	NOUN
fcis-15829	12	36	is	be	AUX
fcis-15829	12	37	increasing	increase	VERB
fcis-15829	12	38	,	,	PUNCT
fcis-15829	12	39	and	and	CCONJ
fcis-15829	12	40	the	the	DET
fcis-15829	12	41	volume	volume	NOUN
fcis-15829	12	42	fraction	fraction	NOUN
fcis-15829	12	43	of	of	ADP
fcis-15829	12	44	co	co	PROPN
fcis-15829	12	45	is	be	AUX
fcis-15829	12	46	increasing	increase	VERB
fcis-15829	12	47	most	most	ADJ
fcis-15829	12	48	significantly[2	significantly[2	NOUN
fcis-15829	12	49	-	-	PUNCT
fcis-15829	12	50	3	3	NUM
fcis-15829	12	51	]	]	PUNCT
fcis-15829	12	52	.	.	PUNCT
fcis-15829	13	1	according	accord	VERB
fcis-15829	13	2	to	to	ADP
fcis-15829	13	3	the	the	DET
fcis-15829	13	4	ipcc	ipcc	NOUN
fcis-15829	13	5	report	report	NOUN
fcis-15829	13	6	,	,	PUNCT
fcis-15829	13	7	the	the	DET
fcis-15829	13	8	atmospheric	atmospheric	ADJ
fcis-15829	13	9	co2	co2	NOUN
fcis-15829	13	10	volume	volume	NOUN
fcis-15829	13	11	fraction	fraction	NOUN
fcis-15829	13	12	has	have	AUX
fcis-15829	13	13	increased	increase	VERB
fcis-15829	13	14	from	from	ADP
fcis-15829	13	15	280x10	280x10	NUM
fcis-15829	13	16	-	-	SYM
fcis-15829	13	17	6	6	NUM
fcis-15829	13	18	before	before	ADP
fcis-15829	13	19	the	the	DET
fcis-15829	13	20	industrial	industrial	ADJ
fcis-15829	13	21	revolution	revolution	NOUN
fcis-15829	13	22	to	to	ADP
fcis-15829	13	23	379x10	379x10	NUM
fcis-15829	13	24	-	-	SYM
fcis-15829	13	25	6	6	NUM
fcis-15829	13	26	in	in	ADP
fcis-15829	13	27	2009	2009	NUM
fcis-15829	13	28	.	.	PUNCT
fcis-15829	14	1	the	the	DET
fcis-15829	14	2	key	key	NOUN
fcis-15829	14	3	to	to	ADP
fcis-15829	14	4	the	the	DET
fcis-15829	14	5	effect	effect	NOUN
fcis-15829	14	6	of	of	ADP
fcis-15829	14	7	carbon	carbon	NOUN
fcis-15829	14	8	emissions	emission	NOUN
fcis-15829	14	9	and	and	CCONJ
fcis-15829	14	10	radiation	radiation	NOUN
fcis-15829	14	11	transfer	transfer	NOUN
fcis-15829	14	12	control	control	NOUN
fcis-15829	14	13	policy	policy	NOUN
fcis-15829	14	14	is	be	AUX
fcis-15829	14	15	the	the	DET
fcis-15829	14	16	monitoring	monitoring	NOUN
fcis-15829	14	17	of	of	ADP
fcis-15829	14	18	atmospheric	atmospheric	PROPN
fcis-15829	14	19	co	co	NOUN
fcis-15829	14	20	,	,	PUNCT
fcis-15829	14	21	the	the	DET
fcis-15829	14	22	existing	exist	VERB
fcis-15829	14	23	monitoring	monitoring	NOUN
fcis-15829	14	24	methods	method	NOUN
fcis-15829	14	25	mainly	mainly	ADV
fcis-15829	14	26	lie	lie	VERB
fcis-15829	14	27	in	in	ADP
fcis-15829	14	28	the	the	DET
fcis-15829	14	29	countries	country	NOUN
fcis-15829	14	30	through	through	ADP
fcis-15829	14	31	the	the	DET
fcis-15829	14	32	preparation	preparation	NOUN
fcis-15829	14	33	of	of	ADP
fcis-15829	14	34	greenhouse	greenhouse	NOUN
fcis-15829	14	35	gas	gas	NOUN
fcis-15829	14	36	inventories	inventory	NOUN
fcis-15829	14	37	to	to	PART
fcis-15829	14	38	understand	understand	VERB
fcis-15829	14	39	the	the	DET
fcis-15829	14	40	impact	impact	NOUN
fcis-15829	14	41	of	of	ADP
fcis-15829	14	42	emission	emission	NOUN
fcis-15829	14	43	reduction	reduction	NOUN
fcis-15829	14	44	,	,	PUNCT
fcis-15829	14	45	increase	increase	NOUN
fcis-15829	14	46	in	in	ADP
fcis-15829	14	47	sinks	sink	NOUN
fcis-15829	14	48	and	and	CCONJ
fcis-15829	14	49	other	other	ADJ
fcis-15829	14	50	measures	measure	NOUN
fcis-15829	14	51	on	on	ADP
fcis-15829	14	52	global	global	ADJ
fcis-15829	14	53	warming	warming	NOUN
fcis-15829	14	54	,	,	PUNCT
fcis-15829	14	55	but	but	CCONJ
fcis-15829	14	56	this	this	DET
fcis-15829	14	57	method	method	NOUN
fcis-15829	14	58	faces	face	VERB
fcis-15829	14	59	the	the	DET
fcis-15829	14	60	shortcomings	shortcoming	NOUN
fcis-15829	14	61	of	of	ADP
fcis-15829	14	62	data	datum	NOUN
fcis-15829	14	63	lag	lag	NOUN
fcis-15829	14	64	and	and	CCONJ
fcis-15829	14	65	inconsistency	inconsistency	NOUN
fcis-15829	14	66	,	,	PUNCT
fcis-15829	14	67	information	information	NOUN
fcis-15829	14	68	opacity	opacity	NOUN
fcis-15829	14	69	and	and	CCONJ
fcis-15829	14	70	other	other	ADJ
fcis-15829	14	71	drawbacks	drawback	NOUN
fcis-15829	14	72	,	,	PUNCT
fcis-15829	14	73	there	there	PRON
fcis-15829	14	74	is	be	VERB
fcis-15829	14	75	a	a	DET
fcis-15829	14	76	difficult	difficult	ADJ
fcis-15829	14	77	to	to	PART
fcis-15829	14	78	adapt	adapt	VERB
fcis-15829	14	79	to	to	ADP
fcis-15829	14	80	the	the	DET
fcis-15829	14	81	application	application	NOUN
fcis-15829	14	82	of	of	ADP
fcis-15829	14	83	the	the	DET
fcis-15829	14	84	problem	problem	NOUN
fcis-15829	14	85	.	.	PUNCT
fcis-15829	14	86	"	"	PUNCT
fcis-15829	15	1	as	as	ADP
fcis-15829	15	2	a	a	DET
fcis-15829	15	3	long	long	ADJ
fcis-15829	15	4	-	-	PUNCT
fcis-15829	15	5	term	term	NOUN
fcis-15829	15	6	,	,	PUNCT
fcis-15829	15	7	cyclic	cyclic	ADJ
fcis-15829	15	8	and	and	CCONJ
fcis-15829	15	9	global	global	ADJ
fcis-15829	15	10	atmospheric	atmospheric	PROPN
fcis-15829	15	11	co	co	PROPN
fcis-15829	15	12	observation	observation	NOUN
fcis-15829	15	13	technology	technology	NOUN
fcis-15829	15	14	,	,	PUNCT
fcis-15829	15	15	satellite	satellite	NOUN
fcis-15829	15	16	remote	remote	ADJ
fcis-15829	15	17	sensing	sensing	NOUN
fcis-15829	15	18	has	have	VERB
fcis-15829	15	19	the	the	DET
fcis-15829	15	20	potential	potential	NOUN
fcis-15829	15	21	to	to	PART
fcis-15829	15	22	eliminate	eliminate	VERB
fcis-15829	15	23	the	the	DET
fcis-15829	15	24	deviation	deviation	NOUN
fcis-15829	15	25	of	of	ADP
fcis-15829	15	26	global	global	ADJ
fcis-15829	15	27	carbon	carbon	NOUN
fcis-15829	15	28	budget	budget	NOUN
fcis-15829	15	29	accounting	accounting	NOUN
fcis-15829	15	30	,	,	PUNCT
fcis-15829	15	31	which	which	PRON
fcis-15829	15	32	is	be	AUX
fcis-15829	15	33	an	an	DET
fcis-15829	15	34	important	important	ADJ
fcis-15829	15	35	reason	reason	NOUN
fcis-15829	15	36	why	why	SCONJ
fcis-15829	15	37	atmospheric	atmospheric	ADJ
fcis-15829	15	38	co	co	NOUN
fcis-15829	15	39	remote	remote	ADJ
fcis-15829	15	40	sensing	sense	VERB
fcis-15829	15	41	technology	technology	NOUN
fcis-15829	15	42	has	have	AUX
fcis-15829	15	43	been	be	AUX
fcis-15829	15	44	paid	pay	VERB
fcis-15829	15	45	more	more	ADJ
fcis-15829	15	46	and	and	CCONJ
fcis-15829	15	47	more	more	ADJ
fcis-15829	15	48	attention	attention	NOUN
fcis-15829	15	49	.	.	PUNCT
fcis-15829	16	1	at	at	ADP
fcis-15829	16	2	present	present	ADJ
fcis-15829	16	3	,	,	PUNCT
fcis-15829	16	4	the	the	DET
fcis-15829	16	5	radiative	radiative	ADJ
fcis-15829	16	6	transfer	transfer	NOUN
fcis-15829	16	7	model	model	NOUN
fcis-15829	16	8	rf	rf	NOUN
fcis-15829	16	9	is	be	AUX
fcis-15829	16	10	used	use	VERB
fcis-15829	16	11	to	to	PART
fcis-15829	16	12	characterize	characterize	VERB
fcis-15829	16	13	the	the	DET
fcis-15829	16	14	climate	climate	NOUN
fcis-15829	16	15	effect	effect	NOUN
fcis-15829	16	16	of	of	ADP
fcis-15829	16	17	greenhouse	greenhouse	NOUN
fcis-15829	16	18	gases	gas	NOUN
fcis-15829	16	19	,	,	PUNCT
fcis-15829	16	20	indicating	indicate	VERB
fcis-15829	16	21	the	the	DET
fcis-15829	16	22	general	general	ADJ
fcis-15829	16	23	trend	trend	NOUN
fcis-15829	16	24	of	of	ADP
fcis-15829	16	25	climate	climate	NOUN
fcis-15829	16	26	change	change	NOUN
fcis-15829	16	27	.	.	PUNCT
fcis-15829	17	1	when	when	SCONJ
fcis-15829	17	2	rf>0	rf>0	NOUN
fcis-15829	17	3	,	,	PUNCT
fcis-15829	17	4	it	it	PRON
fcis-15829	17	5	will	will	AUX
fcis-15829	17	6	warm	warm	VERB
fcis-15829	17	7	the	the	DET
fcis-15829	17	8	ground	ground	NOUN
fcis-15829	17	9	and	and	CCONJ
fcis-15829	17	10	troposphere	troposphere	NOUN
fcis-15829	17	11	,	,	PUNCT
fcis-15829	17	12	and	and	CCONJ
fcis-15829	17	13	when	when	SCONJ
fcis-15829	17	14	rf0	rf0	PROPN
fcis-15829	17	15	,	,	PUNCT
fcis-15829	17	16	it	it	PRON
fcis-15829	17	17	will	will	AUX
fcis-15829	17	18	cool	cool	VERB
fcis-15829	17	19	the	the	DET
fcis-15829	17	20	ground	ground	NOUN
fcis-15829	17	21	and	and	CCONJ
fcis-15829	17	22	troposphere[4	troposphere[4	NUM
fcis-15829	17	23	]	]	X
fcis-15829	17	24	.	.	PUNCT
fcis-15829	17	25	1	1	NUM
fcis-15829	17	26	in	in	ADP
fcis-15829	17	27	terms	term	NOUN
fcis-15829	17	28	of	of	ADP
fcis-15829	17	29	radiative	radiative	ADJ
fcis-15829	17	30	forcing	force	VERB
fcis-15829	17	31	methods	method	NOUN
fcis-15829	17	32	for	for	ADP
fcis-15829	17	33	calculating	calculate	VERB
fcis-15829	17	34	co	co	NOUN
fcis-15829	17	35	,	,	PUNCT
fcis-15829	17	36	the	the	DET
fcis-15829	17	37	internationally	internationally	ADV
fcis-15829	17	38	recognized	recognize	VERB
fcis-15829	17	39	and	and	CCONJ
fcis-15829	17	40	widely	widely	ADV
fcis-15829	17	41	used	use	VERB
fcis-15829	17	42	atmospheric	atmospheric	ADJ
fcis-15829	17	43	radiation	radiation	NOUN
fcis-15829	17	44	models	model	NOUN
fcis-15829	17	45	are	be	AUX
fcis-15829	17	46	aer	aer	PROPN
fcis-15829	17	47	's	's	PART
fcis-15829	17	48	atmospheric	atmospheric	ADJ
fcis-15829	17	49	radiation	radiation	NOUN
fcis-15829	17	50	model	model	NOUN
fcis-15829	17	51	fuliou	fuliou	PROPN
fcis-15829	17	52	model	model	PROPN
fcis-15829	17	53	modtran5	modtran5	PROPN
fcis-15829	17	54	,	,	PUNCT
fcis-15829	17	55	sbdart	sbdart	NOUN
fcis-15829	17	56	,	,	PUNCT
fcis-15829	17	57	shdom	shdom	NOUN
fcis-15829	17	58	,	,	PUNCT
fcis-15829	17	59	etc	etc	X
fcis-15829	17	60	.	.	X
fcis-15829	18	1	therefore	therefore	ADV
fcis-15829	18	2	,	,	PUNCT
fcis-15829	18	3	under	under	ADP
fcis-15829	18	4	the	the	DET
fcis-15829	18	5	background	background	NOUN
fcis-15829	18	6	of	of	ADP
fcis-15829	18	7	machine	machine	NOUN
fcis-15829	18	8	deep	deep	ADJ
fcis-15829	18	9	learning	learning	NOUN
fcis-15829	18	10	and	and	CCONJ
fcis-15829	18	11	the	the	DET
fcis-15829	18	12	development	development	NOUN
fcis-15829	18	13	of	of	ADP
fcis-15829	18	14	digital	digital	ADJ
fcis-15829	18	15	economy	economy	NOUN
fcis-15829	18	16	at	at	ADP
fcis-15829	18	17	the	the	DET
fcis-15829	18	18	present	present	ADJ
fcis-15829	18	19	stage	stage	NOUN
fcis-15829	18	20	,	,	PUNCT
fcis-15829	18	21	the	the	DET
fcis-15829	18	22	radiation	radiation	NOUN
fcis-15829	18	23	model	model	NOUN
fcis-15829	18	24	in	in	ADP
fcis-15829	18	25	the	the	DET
fcis-15829	18	26	atmosphere	atmosphere	NOUN
fcis-15829	18	27	is	be	AUX
fcis-15829	18	28	considered	consider	VERB
fcis-15829	18	29	by	by	ADP
fcis-15829	18	30	many	many	ADJ
fcis-15829	18	31	complex	complex	ADJ
fcis-15829	18	32	factors	factor	NOUN
fcis-15829	18	33	such	such	ADJ
fcis-15829	18	34	as	as	ADP
fcis-15829	18	35	climate	climate	NOUN
fcis-15829	18	36	and	and	CCONJ
fcis-15829	18	37	meteorology	meteorology	NOUN
fcis-15829	18	38	,	,	PUNCT
fcis-15829	18	39	and	and	CCONJ
fcis-15829	18	40	the	the	DET
fcis-15829	18	41	calculation	calculation	NOUN
fcis-15829	18	42	is	be	AUX
fcis-15829	18	43	complicated	complicate	VERB
fcis-15829	18	44	.	.	PUNCT
fcis-15829	19	1	by	by	ADP
fcis-15829	19	2	simplifying	simplify	VERB
fcis-15829	19	3	the	the	DET
fcis-15829	19	4	onedimensional	onedimensional	ADJ
fcis-15829	19	5	radiation	radiation	NOUN
fcis-15829	19	6	transfer	transfer	NOUN
fcis-15829	19	7	equation	equation	NOUN
fcis-15829	19	8	,	,	PUNCT
fcis-15829	19	9	the	the	DET
fcis-15829	19	10	author	author	NOUN
fcis-15829	19	11	has	have	AUX
fcis-15829	19	12	made	make	VERB
fcis-15829	19	13	the	the	DET
fcis-15829	19	14	following	follow	VERB
fcis-15829	19	15	calculations[5	calculations[5	PROPN
fcis-15829	19	16	]	]	PUNCT
fcis-15829	19	17	:	:	PUNCT
fcis-15829	19	18	the	the	DET
fcis-15829	19	19	greenhouse	greenhouse	NOUN
fcis-15829	19	20	effect	effect	NOUN
fcis-15829	19	21	of	of	ADP
fcis-15829	19	22	co2	co2	NOUN
fcis-15829	19	23	is	be	AUX
fcis-15829	19	24	considered	consider	VERB
fcis-15829	19	25	from	from	ADP
fcis-15829	19	26	the	the	DET
fcis-15829	19	27	perspective	perspective	NOUN
fcis-15829	19	28	of	of	ADP
fcis-15829	19	29	radiative	radiative	ADJ
fcis-15829	19	30	heat	heat	NOUN
fcis-15829	19	31	transfer	transfer	NOUN
fcis-15829	19	32	,	,	PUNCT
fcis-15829	19	33	and	and	CCONJ
fcis-15829	19	34	the	the	DET
fcis-15829	19	35	net	net	ADJ
fcis-15829	19	36	radiative	radiative	ADJ
fcis-15829	19	37	flux	flux	NOUN
fcis-15829	19	38	and	and	CCONJ
fcis-15829	19	39	radiative	radiative	ADJ
fcis-15829	19	40	forcing	forcing	NOUN
fcis-15829	19	41	of	of	ADP
fcis-15829	19	42	each	each	DET
fcis-15829	19	43	layer	layer	NOUN
fcis-15829	19	44	are	be	AUX
fcis-15829	19	45	calculated	calculate	VERB
fcis-15829	19	46	and	and	CCONJ
fcis-15829	19	47	analyzed	analyze	VERB
fcis-15829	19	48	.	.	PUNCT
fcis-15829	20	1	in	in	ADP
fcis-15829	20	2	order	order	NOUN
fcis-15829	20	3	to	to	PART
fcis-15829	20	4	verify	verify	VERB
fcis-15829	20	5	the	the	DET
fcis-15829	20	6	reliability	reliability	NOUN
fcis-15829	20	7	of	of	ADP
fcis-15829	20	8	the	the	DET
fcis-15829	20	9	simplified	simplified	ADJ
fcis-15829	20	10	model	model	NOUN
fcis-15829	20	11	,	,	PUNCT
fcis-15829	20	12	the	the	DET
fcis-15829	20	13	rrtm	rrtm	NOUN
fcis-15829	20	14	-	-	PUNCT
fcis-15829	20	15	lw	lw	NOUN
fcis-15829	20	16	long	long	ADJ
fcis-15829	20	17	-	-	PUNCT
fcis-15829	20	18	wave	wave	NOUN
fcis-15829	20	19	radiative	radiative	ADJ
fcis-15829	20	20	transfer	transfer	NOUN
fcis-15829	20	21	model	model	NOUN
fcis-15829	20	22	of	of	ADP
fcis-15829	20	23	the	the	DET
fcis-15829	20	24	american	american	ADJ
fcis-15829	20	25	center	center	PROPN
fcis-15829	20	26	for	for	ADP
fcis-15829	20	27	atmospheric	atmospheric	ADJ
fcis-15829	20	28	and	and	CCONJ
fcis-15829	20	29	environmental	environmental	ADJ
fcis-15829	20	30	research	research	NOUN
fcis-15829	20	31	(	(	PUNCT
fcis-15829	20	32	aer	aer	PROPN
fcis-15829	20	33	)	)	PUNCT
fcis-15829	20	34	is	be	AUX
fcis-15829	20	35	cited	cite	VERB
fcis-15829	20	36	for	for	ADP
fcis-15829	20	37	comparative	comparative	ADJ
fcis-15829	20	38	analysis	analysis	NOUN
fcis-15829	20	39	.	.	PUNCT
fcis-15829	21	1	copy	copy	VERB
fcis-15829	21	2	the	the	DET
fcis-15829	21	3	image	image	NOUN
fcis-15829	21	4	to	to	ADP
fcis-15829	21	5	the	the	DET
fcis-15829	21	6	windows	windows	PROPN
fcis-15829	21	7	clipboard	clipboard	NOUN
fcis-15829	21	8	.	.	PUNCT
fcis-15829	22	1	2	2	X
fcis-15829	22	2	.	.	X
fcis-15829	22	3	related	relate	VERB
fcis-15829	22	4	work	work	NOUN
fcis-15829	22	5	2.1	2.1	NUM
fcis-15829	22	6	.	.	PUNCT
fcis-15829	23	1	rrtmg	rrtmg	PROPN
fcis-15829	23	2	calculation	calculation	NOUN
fcis-15829	23	3	model	model	NOUN
fcis-15829	23	4	compared	compare	VERB
fcis-15829	23	5	to	to	ADP
fcis-15829	23	6	rrtm	rrtm	PROPN
fcis-15829	23	7	,	,	PUNCT
fcis-15829	23	8	rrtmg	rrtmg	NOUN
fcis-15829	23	9	is	be	AUX
fcis-15829	23	10	faster	fast	ADJ
fcis-15829	23	11	and	and	CCONJ
fcis-15829	23	12	more	more	ADV
fcis-15829	23	13	accurate	accurate	ADJ
fcis-15829	23	14	in	in	ADP
fcis-15829	23	15	the	the	DET
fcis-15829	23	16	cyclic	cyclic	ADJ
fcis-15829	23	17	model	model	NOUN
fcis-15829	23	18	[	[	X
fcis-15829	23	19	7	7	NUM
fcis-15829	23	20	]	]	PUNCT
fcis-15829	23	21	.	.	PUNCT
fcis-15829	24	1	compared	compare	VERB
fcis-15829	24	2	to	to	ADP
fcis-15829	24	3	the	the	DET
fcis-15829	24	4	rrtm	rrtm	ADJ
fcis-15829	24	5	long	long	ADJ
fcis-15829	24	6	-	-	PUNCT
fcis-15829	24	7	wave	wave	NOUN
fcis-15829	24	8	radiation	radiation	NOUN
fcis-15829	24	9	scheme	scheme	NOUN
fcis-15829	24	10	(	(	PUNCT
fcis-15829	24	11	rrtm	rrtm	PROPN
fcis-15829	24	12	lw	lw	PROPN
fcis-15829	24	13	)	)	PUNCT
fcis-15829	24	14	,	,	PUNCT
fcis-15829	24	15	the	the	DET
fcis-15829	24	16	rrtmg	rrtmg	ADJ
fcis-15829	24	17	long	long	ADJ
fcis-15829	24	18	-	-	PUNCT
fcis-15829	24	19	wave	wave	NOUN
fcis-15829	24	20	radiation	radiation	NOUN
fcis-15829	24	21	scheme	scheme	NOUN
fcis-15829	24	22	(	(	PUNCT
fcis-15829	24	23	rrtmg	rrtmg	PROPN
fcis-15829	24	24	lw	lw	PROPN
fcis-15829	24	25	)	)	PUNCT
fcis-15829	24	26	contains	contain	VERB
fcis-15829	24	27	a	a	DET
fcis-15829	24	28	number	number	NOUN
fcis-15829	24	29	of	of	ADP
fcis-15829	24	30	modifications	modification	NOUN
fcis-15829	24	31	:(	:(	PROPN
fcis-15829	24	32	1	1	X
fcis-15829	24	33	)	)	PUNCT
fcis-15829	24	34	a	a	DET
fcis-15829	24	35	computationally	computationally	ADV
fcis-15829	24	36	more	more	ADV
fcis-15829	24	37	efficient	efficient	ADJ
fcis-15829	24	38	radiative	radiative	ADJ
fcis-15829	24	39	transfer	transfer	NOUN
fcis-15829	24	40	calculation	calculation	NOUN
fcis-15829	24	41	method	method	NOUN
fcis-15829	24	42	is	be	AUX
fcis-15829	24	43	adopted	adopt	VERB
fcis-15829	24	44	,	,	PUNCT
fcis-15829	24	45	and	and	CCONJ
fcis-15829	24	46	the	the	DET
fcis-15829	24	47	radiative	radiative	ADJ
fcis-15829	24	48	efficiency	efficiency	NOUN
fcis-15829	24	49	of	of	ADP
fcis-15829	24	50	all	all	DET
fcis-15829	24	51	atmospheric	atmospheric	ADJ
fcis-15829	24	52	gases	gas	NOUN
fcis-15829	24	53	is	be	AUX
fcis-15829	24	54	included	include	VERB
fcis-15829	24	55	;	;	PUNCT
fcis-15829	24	56	(	(	PUNCT
fcis-15829	24	57	2	2	X
fcis-15829	24	58	)	)	PUNCT
fcis-15829	24	59	absorption	absorption	NOUN
fcis-15829	24	60	and	and	CCONJ
fcis-15829	24	61	scattering	scattering	NOUN
fcis-15829	24	62	of	of	ADP
fcis-15829	24	63	liquids	liquid	NOUN
fcis-15829	24	64	,	,	PUNCT
fcis-15829	24	65	ice	ice	NOUN
fcis-15829	24	66	clouds	cloud	NOUN
fcis-15829	24	67	,	,	PUNCT
fcis-15829	24	68	and	and	CCONJ
fcis-15829	24	69	aerosols	aerosol	NOUN
fcis-15829	24	70	are	be	AUX
fcis-15829	24	71	considered	consider	VERB
fcis-15829	24	72	:(	:(	NOUN
fcis-15829	24	73	3	3	X
fcis-15829	24	74	)	)	PUNCT
fcis-15829	24	75	monte	monte	PROPN
fcis-15829	24	76	carlo	carlo	PROPN
fcis-15829	24	77	independent	independent	ADJ
fcis-15829	24	78	line	line	PROPN
fcis-15829	24	79	approximation	approximation	NOUN
fcis-15829	24	80	mcica	mcica	NOUN
fcis-15829	24	81	is	be	AUX
fcis-15829	24	82	added	add	VERB
fcis-15829	24	83	to	to	PART
fcis-15829	24	84	represent	represent	VERB
fcis-15829	24	85	random	random	ADJ
fcis-15829	24	86	subgrid	subgrid	ADJ
fcis-15829	24	87	cloud	cloud	NOUN
fcis-15829	24	88	change	change	NOUN
fcis-15829	24	89	rates	rate	NOUN
fcis-15829	24	90	,	,	PUNCT
fcis-15829	24	91	maximum	maximum	ADJ
fcis-15829	24	92	random	random	ADJ
fcis-15829	24	93	subgrid	subgrid	ADJ
fcis-15829	24	94	cloud	cloud	NOUN
fcis-15829	24	95	change	change	NOUN
fcis-15829	24	96	rates	rate	NOUN
fcis-15829	24	97	,	,	PUNCT
fcis-15829	24	98	and	and	CCONJ
fcis-15829	24	99	maximum	maximum	ADJ
fcis-15829	24	100	cloud	cloud	ADJ
fcis-15829	24	101	overlay	overlay	NOUN
fcis-15829	24	102	options	option	NOUN
fcis-15829	24	103	.	.	PUNCT
fcis-15829	25	1	rrtmg(rapid	rrtmg(rapid	PROPN
fcis-15829	25	2	radiative	radiative	VERB
fcis-15829	25	3	133	133	NUM
fcis-15829	25	4	transfer	transfer	NOUN
fcis-15829	25	5	model	model	NOUN
fcis-15829	25	6	)	)	PUNCT
fcis-15829	25	7	radiation	radiation	NOUN
fcis-15829	25	8	software	software	NOUN
fcis-15829	25	9	is	be	AUX
fcis-15829	25	10	developed	develop	VERB
fcis-15829	25	11	by	by	ADP
fcis-15829	25	12	the	the	DET
fcis-15829	25	13	u.s	u.s	PROPN
fcis-15829	25	14	.	.	PROPN
fcis-15829	25	15	center	center	PROPN
fcis-15829	25	16	for	for	ADP
fcis-15829	25	17	atmospheric	atmospheric	PROPN
fcis-15829	25	18	environmental	environmental	ADJ
fcis-15829	25	19	research	research	NOUN
fcis-15829	25	20	,	,	PUNCT
fcis-15829	25	21	has	have	AUX
fcis-15829	25	22	been	be	AUX
fcis-15829	25	23	widely	widely	ADV
fcis-15829	25	24	used	use	VERB
fcis-15829	25	25	to	to	PART
fcis-15829	25	26	calculate	calculate	VERB
fcis-15829	25	27	atmospheric	atmospheric	ADJ
fcis-15829	25	28	radiation	radiation	NOUN
fcis-15829	25	29	.	.	PUNCT
fcis-15829	26	1	the	the	DET
fcis-15829	26	2	development	development	NOUN
fcis-15829	26	3	of	of	ADP
fcis-15829	26	4	this	this	DET
fcis-15829	26	5	model	model	NOUN
fcis-15829	26	6	is	be	AUX
fcis-15829	26	7	based	base	VERB
fcis-15829	26	8	on	on	ADP
fcis-15829	26	9	lblrtm	lblrtm	NOUN
fcis-15829	26	10	,	,	PUNCT
fcis-15829	26	11	mainly	mainly	ADV
fcis-15829	26	12	using	use	VERB
fcis-15829	26	13	the	the	DET
fcis-15829	26	14	relevant	relevant	ADJ
fcis-15829	26	15	k	k	PROPN
fcis-15829	26	16	distribution	distribution	NOUN
fcis-15829	26	17	mode	mode	NOUN
fcis-15829	26	18	,	,	PUNCT
fcis-15829	26	19	and	and	CCONJ
fcis-15829	26	20	improving	improve	VERB
fcis-15829	26	21	the	the	DET
fcis-15829	26	22	accuracy	accuracy	NOUN
fcis-15829	26	23	and	and	CCONJ
fcis-15829	26	24	efficiency	efficiency	NOUN
fcis-15829	26	25	of	of	ADP
fcis-15829	26	26	the	the	DET
fcis-15829	26	27	operation	operation	NOUN
fcis-15829	26	28	as	as	ADV
fcis-15829	26	29	much	much	ADV
fcis-15829	26	30	as	as	ADP
fcis-15829	26	31	possible	possible	ADJ
fcis-15829	26	32	[	[	PUNCT
fcis-15829	26	33	6	6	NUM
fcis-15829	26	34	-	-	SYM
fcis-15829	26	35	8	8	NUM
fcis-15829	26	36	]	]	PUNCT
fcis-15829	26	37	.	.	PUNCT
fcis-15829	27	1	in	in	ADP
fcis-15829	27	2	addition	addition	NOUN
fcis-15829	27	3	,	,	PUNCT
fcis-15829	27	4	it	it	PRON
fcis-15829	27	5	can	can	AUX
fcis-15829	27	6	also	also	ADV
fcis-15829	27	7	be	be	AUX
fcis-15829	27	8	directly	directly	ADV
fcis-15829	27	9	used	use	VERB
fcis-15829	27	10	in	in	ADP
fcis-15829	27	11	the	the	DET
fcis-15829	27	12	calculation	calculation	NOUN
fcis-15829	27	13	of	of	ADP
fcis-15829	27	14	multi	multi	ADJ
fcis-15829	27	15	-	-	ADJ
fcis-15829	27	16	directional	directional	ADJ
fcis-15829	27	17	scattering	scattering	NOUN
fcis-15829	27	18	,	,	PUNCT
fcis-15829	27	19	and	and	CCONJ
fcis-15829	27	20	it	it	PRON
fcis-15829	27	21	is	be	AUX
fcis-15829	27	22	accurate	accurate	ADJ
fcis-15829	27	23	in	in	ADP
fcis-15829	27	24	the	the	DET
fcis-15829	27	25	calculation	calculation	NOUN
fcis-15829	27	26	of	of	ADP
fcis-15829	27	27	flux	flux	NOUN
fcis-15829	27	28	and	and	CCONJ
fcis-15829	27	29	cooling	cool	VERB
fcis-15829	27	30	rate	rate	NOUN
fcis-15829	27	31	.	.	PUNCT
fcis-15829	28	1	it	it	PRON
fcis-15829	28	2	is	be	AUX
fcis-15829	28	3	the	the	DET
fcis-15829	28	4	rapid	rapid	ADJ
fcis-15829	28	5	radiation	radiation	NOUN
fcis-15829	28	6	transfer	transfer	NOUN
fcis-15829	28	7	model	model	NOUN
fcis-15829	28	8	used	use	VERB
fcis-15829	28	9	in	in	ADP
fcis-15829	28	10	the	the	DET
fcis-15829	28	11	numerical	numerical	ADJ
fcis-15829	28	12	prediction	prediction	NOUN
fcis-15829	28	13	model	model	NOUN
fcis-15829	28	14	of	of	ADP
fcis-15829	28	15	global	global	ADJ
fcis-15829	28	16	/	/	SYM
fcis-15829	28	17	regional	regional	ADJ
fcis-15829	28	18	assimilationand	assimilationand	NOUN
fcis-15829	28	19	prediction	prediction	NOUN
fcis-15829	28	20	enhanced	enhance	VERB
fcis-15829	28	21	system	system	NOUN
fcis-15829	28	22	(	(	PUNCT
fcis-15829	28	23	grapes	grape	NOUN
fcis-15829	28	24	)	)	PUNCT
fcis-15829	28	25	in	in	ADP
fcis-15829	28	26	our	our	PRON
fcis-15829	28	27	country	country	NOUN
fcis-15829	28	28	,	,	PUNCT
fcis-15829	28	29	which	which	PRON
fcis-15829	28	30	is	be	AUX
fcis-15829	28	31	used	use	VERB
fcis-15829	28	32	to	to	PART
fcis-15829	28	33	simulate	simulate	VERB
fcis-15829	28	34	the	the	DET
fcis-15829	28	35	radiation	radiation	NOUN
fcis-15829	28	36	of	of	ADP
fcis-15829	28	37	the	the	DET
fcis-15829	28	38	meteorological	meteorological	ADJ
fcis-15829	28	39	satellite	satellite	NOUN
fcis-15829	28	40	sensor	sensor	NOUN
fcis-15829	28	41	to	to	ADP
fcis-15829	28	42	the	the	DET
fcis-15829	28	43	earth	earth	NOUN
fcis-15829	28	44	observation	observation	NOUN
fcis-15829	28	45	.	.	PUNCT
fcis-15829	29	1	in	in	ADP
fcis-15829	29	2	essence	essence	NOUN
fcis-15829	29	3	,	,	PUNCT
fcis-15829	29	4	rrtmg	rrtmg	PROPN
fcis-15829	29	5	is	be	AUX
fcis-15829	29	6	a	a	DET
fcis-15829	29	7	fast	fast	ADJ
fcis-15829	29	8	radiative	radiative	ADJ
fcis-15829	29	9	transfer	transfer	NOUN
fcis-15829	29	10	mode	mode	NOUN
fcis-15829	29	11	based	base	VERB
fcis-15829	29	12	on	on	ADP
fcis-15829	29	13	statistics	statistic	NOUN
fcis-15829	29	14	,	,	PUNCT
fcis-15829	29	15	with	with	ADP
fcis-15829	29	16	fast	fast	ADJ
fcis-15829	29	17	calculation	calculation	NOUN
fcis-15829	29	18	speed	speed	NOUN
fcis-15829	29	19	and	and	CCONJ
fcis-15829	29	20	high	high	ADJ
fcis-15829	29	21	accuracy	accuracy	NOUN
fcis-15829	29	22	.	.	PUNCT
fcis-15829	30	1	however	however	ADV
fcis-15829	30	2	,	,	PUNCT
fcis-15829	30	3	in	in	ADP
fcis-15829	30	4	the	the	DET
fcis-15829	30	5	infrared	infrared	ADJ
fcis-15829	30	6	water	water	NOUN
fcis-15829	30	7	vapor	vapor	NOUN
fcis-15829	30	8	band	band	NOUN
fcis-15829	30	9	,	,	PUNCT
fcis-15829	30	10	due	due	ADP
fcis-15829	30	11	to	to	ADP
fcis-15829	30	12	the	the	DET
fcis-15829	30	13	interference	interference	NOUN
fcis-15829	30	14	of	of	ADP
fcis-15829	30	15	linear	linear	PROPN
fcis-15829	30	16	absorption	absorption	NOUN
fcis-15829	30	17	,	,	PUNCT
fcis-15829	30	18	continuous	continuous	ADJ
fcis-15829	30	19	absorption	absorption	NOUN
fcis-15829	30	20	and	and	CCONJ
fcis-15829	30	21	other	other	ADJ
fcis-15829	30	22	gas	gas	NOUN
fcis-15829	30	23	absorption	absorption	NOUN
fcis-15829	30	24	,	,	PUNCT
fcis-15829	30	25	the	the	DET
fcis-15829	30	26	absorption	absorption	NOUN
fcis-15829	30	27	characteristics	characteristic	NOUN
fcis-15829	30	28	are	be	AUX
fcis-15829	30	29	complex	complex	ADJ
fcis-15829	30	30	,	,	PUNCT
fcis-15829	30	31	and	and	CCONJ
fcis-15829	30	32	the	the	DET
fcis-15829	30	33	calculation	calculation	NOUN
fcis-15829	30	34	accuracy	accuracy	NOUN
fcis-15829	30	35	of	of	ADP
fcis-15829	30	36	rrtmg	rrtmg	NOUN
fcis-15829	30	37	is	be	AUX
fcis-15829	30	38	relatively	relatively	ADV
fcis-15829	30	39	low	low	ADJ
fcis-15829	30	40	.	.	PUNCT
fcis-15829	31	1	machine	machine	NOUN
fcis-15829	31	2	learning	learning	NOUN
fcis-15829	31	3	usually	usually	ADV
fcis-15829	31	4	outperforms	outperform	VERB
fcis-15829	31	5	traditional	traditional	ADJ
fcis-15829	31	6	statistical	statistical	ADJ
fcis-15829	31	7	methods	method	NOUN
fcis-15829	31	8	in	in	ADP
fcis-15829	31	9	solving	solve	VERB
fcis-15829	31	10	nonlinear	nonlinear	ADJ
fcis-15829	31	11	statistical	statistical	ADJ
fcis-15829	31	12	problems	problem	NOUN
fcis-15829	31	13	.	.	PUNCT
fcis-15829	32	1	therefore	therefore	ADV
fcis-15829	32	2	,	,	PUNCT
fcis-15829	32	3	this	this	DET
fcis-15829	32	4	paper	paper	NOUN
fcis-15829	32	5	uses	use	VERB
fcis-15829	32	6	machine	machine	NOUN
fcis-15829	32	7	learning	learning	NOUN
fcis-15829	32	8	methods	method	NOUN
fcis-15829	32	9	to	to	PART
fcis-15829	32	10	establish	establish	VERB
fcis-15829	32	11	the	the	DET
fcis-15829	32	12	transmission	transmission	NOUN
fcis-15829	32	13	efficiency	efficiency	NOUN
fcis-15829	32	14	of	of	ADP
fcis-15829	32	15	nuclear	nuclear	ADJ
fcis-15829	32	16	radiation	radiation	NOUN
fcis-15829	32	17	in	in	ADP
fcis-15829	32	18	atmospheric	atmospheric	ADJ
fcis-15829	32	19	stratification	stratification	NOUN
fcis-15829	32	20	of	of	ADP
fcis-15829	32	21	satellite	satellite	NOUN
fcis-15829	32	22	channels	channel	NOUN
fcis-15829	32	23	.	.	PUNCT
fcis-15829	33	1	figure	figure	NOUN
fcis-15829	33	2	1	1	NUM
fcis-15829	33	3	.	.	PUNCT
fcis-15829	33	4	physical	physical	ADJ
fcis-15829	33	5	model	model	NOUN
fcis-15829	33	6	of	of	ADP
fcis-15829	33	7	long	long	ADJ
fcis-15829	33	8	wave	wave	NOUN
fcis-15829	33	9	radiation	radiation	NOUN
fcis-15829	33	10	transmission	transmission	NOUN
fcis-15829	33	11	at	at	ADP
fcis-15829	33	12	the	the	DET
fcis-15829	33	13	same	same	ADJ
fcis-15829	33	14	time	time	NOUN
fcis-15829	33	15	,	,	PUNCT
fcis-15829	33	16	rrtmg	rrtmg	PROPN
fcis-15829	33	17	radiative	radiative	VERB
fcis-15829	33	18	transmission	transmission	NOUN
fcis-15829	33	19	algorithm	algorithm	NOUN
fcis-15829	33	20	has	have	VERB
fcis-15829	33	21	relatively	relatively	ADV
fcis-15829	33	22	weak	weak	ADJ
fcis-15829	33	23	data	datum	NOUN
fcis-15829	33	24	dependence	dependence	NOUN
fcis-15829	33	25	.	.	PUNCT
fcis-15829	34	1	therefore	therefore	ADV
fcis-15829	34	2	,	,	PUNCT
fcis-15829	34	3	in	in	ADP
fcis-15829	34	4	order	order	NOUN
fcis-15829	34	5	to	to	PART
fcis-15829	34	6	further	far	ADV
fcis-15829	34	7	improve	improve	VERB
fcis-15829	34	8	the	the	DET
fcis-15829	34	9	computational	computational	ADJ
fcis-15829	34	10	efficiency	efficiency	NOUN
fcis-15829	34	11	of	of	ADP
fcis-15829	34	12	rrtmg	rrtmg	NOUN
fcis-15829	34	13	,	,	PUNCT
fcis-15829	34	14	it	it	PRON
fcis-15829	34	15	is	be	AUX
fcis-15829	34	16	very	very	ADV
fcis-15829	34	17	necessary	necessary	ADJ
fcis-15829	34	18	to	to	PART
fcis-15829	34	19	adopt	adopt	VERB
fcis-15829	34	20	gpu	gpu	NOUN
fcis-15829	34	21	technology	technology	NOUN
fcis-15829	34	22	to	to	PART
fcis-15829	34	23	accelerate	accelerate	VERB
fcis-15829	34	24	rrtmg	rrtmg	NOUN
fcis-15829	34	25	.	.	PUNCT
fcis-15829	35	1	this	this	DET
fcis-15829	35	2	paper	paper	NOUN
fcis-15829	35	3	focuses	focus	VERB
fcis-15829	35	4	on	on	ADP
fcis-15829	35	5	the	the	DET
fcis-15829	35	6	following	follow	VERB
fcis-15829	35	7	two	two	NUM
fcis-15829	35	8	aspects	aspect	NOUN
fcis-15829	35	9	of	of	ADP
fcis-15829	35	10	the	the	DET
fcis-15829	35	11	long	long	ADJ
fcis-15829	35	12	-	-	PUNCT
fcis-15829	35	13	wave	wave	NOUN
fcis-15829	35	14	radiation	radiation	NOUN
fcis-15829	35	15	model	model	NOUN
fcis-15829	35	16	rrtmg	rrtmg	PROPN
fcis-15829	35	17	lw	lw	PROPN
fcis-15829	35	18	:	:	PUNCT
fcis-15829	35	19	(	(	PUNCT
fcis-15829	35	20	1)rrtmg	1)rrtmg	NUM
fcis-15829	35	21	lw	lw	VERB
fcis-15829	35	22	one	one	NUM
fcis-15829	35	23	-	-	PUNCT
fcis-15829	35	24	dimensional	dimensional	ADJ
fcis-15829	35	25	,	,	PUNCT
fcis-15829	35	26	two	two	NUM
fcis-15829	35	27	-	-	PUNCT
fcis-15829	35	28	dimensional	dimensional	ADJ
fcis-15829	35	29	and	and	CCONJ
fcis-15829	35	30	three	three	NUM
fcis-15829	35	31	-	-	PUNCT
fcis-15829	35	32	dimensional	dimensional	ADJ
fcis-15829	35	33	regional	regional	ADJ
fcis-15829	35	34	agent	agent	NOUN
fcis-15829	35	35	division	division	NOUN
fcis-15829	35	36	gpu	gpu	NOUN
fcis-15829	35	37	acceleration	acceleration	NOUN
fcis-15829	35	38	algorithms	algorithm	NOUN
fcis-15829	35	39	are	be	AUX
fcis-15829	35	40	proposed	propose	VERB
fcis-15829	35	41	respectively	respectively	ADV
fcis-15829	35	42	,	,	PUNCT
fcis-15829	35	43	and	and	CCONJ
fcis-15829	35	44	the	the	DET
fcis-15829	35	45	gpu	gpu	PROPN
fcis-15829	35	46	version	version	PROPN
fcis-15829	35	47	grrtmg	grrtmg	PROPN
fcis-15829	35	48	lw	lw	PROPN
fcis-15829	35	49	is	be	AUX
fcis-15829	35	50	implemented	implement	VERB
fcis-15829	35	51	based	base	VERB
fcis-15829	35	52	on	on	ADP
fcis-15829	35	53	cuda	cuda	NOUN
fcis-15829	35	54	fortran	fortran	NOUN
fcis-15829	35	55	.	.	PUNCT
fcis-15829	36	1	in	in	ADP
fcis-15829	36	2	the	the	DET
fcis-15829	36	3	rrtmg	rrtmg	PROPN
fcis-15829	36	4	lw	lw	PROPN
fcis-15829	36	5	3d	3d	PROPN
fcis-15829	36	6	gpu	gpu	PROPN
fcis-15829	36	7	acceleration	acceleration	NOUN
fcis-15829	36	8	algorithm	algorithm	NOUN
fcis-15829	36	9	,	,	PUNCT
fcis-15829	36	10	the	the	DET
fcis-15829	36	11	acceleration	acceleration	NOUN
fcis-15829	36	12	method	method	NOUN
fcis-15829	36	13	of	of	ADP
fcis-15829	36	14	"	"	PUNCT
fcis-15829	36	15	parallel	parallel	ADJ
fcis-15829	36	16	first	first	ADV
fcis-15829	36	17	,	,	PUNCT
fcis-15829	36	18	then	then	ADV
fcis-15829	36	19	accumulation	accumulation	NOUN
fcis-15829	36	20	"	"	PUNCT
fcis-15829	36	21	is	be	AUX
fcis-15829	36	22	proposed	propose	VERB
fcis-15829	36	23	for	for	ADP
fcis-15829	36	24	the	the	DET
fcis-15829	36	25	subroutine	subroutine	NOUN
fcis-15829	36	26	rtrnmc	rtrnmc	NOUN
fcis-15829	36	27	,	,	PUNCT
fcis-15829	36	28	which	which	PRON
fcis-15829	36	29	realizes	realize	VERB
fcis-15829	36	30	the	the	DET
fcis-15829	36	31	improvement	improvement	NOUN
fcis-15829	36	32	of	of	ADP
fcis-15829	36	33	the	the	DET
fcis-15829	36	34	rtrmc	rtrmc	NOUN
fcis-15829	36	35	parallel	parallel	ADJ
fcis-15829	36	36	algorithm	algorithm	NOUN
fcis-15829	36	37	and	and	CCONJ
fcis-15829	36	38	improves	improve	VERB
fcis-15829	36	39	the	the	DET
fcis-15829	36	40	parallel	parallel	ADJ
fcis-15829	36	41	computing	computing	NOUN
fcis-15829	36	42	efficiency	efficiency	NOUN
fcis-15829	36	43	of	of	ADP
fcis-15829	36	44	rtrnmc[9	rtrnmc[9	NOUN
fcis-15829	36	45	]	]	PUNCT
fcis-15829	36	46	.	.	PUNCT
fcis-15829	37	1	the	the	DET
fcis-15829	37	2	experimental	experimental	ADJ
fcis-15829	37	3	results	result	NOUN
fcis-15829	37	4	show	show	VERB
fcis-15829	37	5	that	that	SCONJ
fcis-15829	37	6	compared	compare	VERB
fcis-15829	37	7	with	with	ADP
fcis-15829	37	8	the	the	DET
fcis-15829	37	9	calculation	calculation	NOUN
fcis-15829	37	10	of	of	ADP
fcis-15829	37	11	single	single	ADJ
fcis-15829	37	12	cpu	cpu	NOUN
fcis-15829	37	13	core	core	NOUN
fcis-15829	37	14	on	on	ADP
fcis-15829	37	15	a	a	DET
fcis-15829	37	16	single	single	ADJ
fcis-15829	37	17	gpu	gpu	NOUN
fcis-15829	37	18	,	,	PUNCT
fcis-15829	37	19	the	the	DET
fcis-15829	37	20	rrtmg	rrtmg	ADJ
fcis-15829	37	21	lw	lw	PROPN
fcis-15829	37	22	achieves	achieve	VERB
fcis-15829	37	23	up	up	ADP
fcis-15829	37	24	to	to	ADP
fcis-15829	37	25	30.98x	30.98x	NOUN
fcis-15829	37	26	acceleration	acceleration	NOUN
fcis-15829	37	27	.	.	PUNCT
fcis-15829	38	1	the	the	DET
fcis-15829	38	2	parametric	parametric	ADJ
fcis-15829	38	3	calculation	calculation	NOUN
fcis-15829	38	4	of	of	ADP
fcis-15829	38	5	atmospheric	atmospheric	ADJ
fcis-15829	38	6	radiation	radiation	NOUN
fcis-15829	38	7	transfer	transfer	NOUN
fcis-15829	38	8	is	be	AUX
fcis-15829	38	9	mainly	mainly	ADV
fcis-15829	38	10	achieved	achieve	VERB
fcis-15829	38	11	by	by	ADP
fcis-15829	38	12	calculating	calculate	VERB
fcis-15829	38	13	radiation	radiation	NOUN
fcis-15829	38	14	flux	flux	NOUN
fcis-15829	38	15	and	and	CCONJ
fcis-15829	38	16	heating	heating	NOUN
fcis-15829	38	17	/	/	SYM
fcis-15829	38	18	cooling	cool	VERB
fcis-15829	38	19	rate	rate	NOUN
fcis-15829	38	20	.	.	PUNCT
fcis-15829	39	1	the	the	DET
fcis-15829	39	2	calculation	calculation	NOUN
fcis-15829	39	3	of	of	ADP
fcis-15829	39	4	these	these	DET
fcis-15829	39	5	two	two	NUM
fcis-15829	39	6	parts	part	NOUN
fcis-15829	39	7	is	be	AUX
fcis-15829	39	8	introduced	introduce	VERB
fcis-15829	39	9	below	below	ADV
fcis-15829	39	10	.	.	PUNCT
fcis-15829	40	1	the	the	DET
fcis-15829	40	2	average	average	ADJ
fcis-15829	40	3	amount	amount	NOUN
fcis-15829	40	4	of	of	ADP
fcis-15829	40	5	spectral	spectral	ADJ
fcis-15829	40	6	emitted	emitted	ADJ
fcis-15829	40	7	radiation	radiation	NOUN
fcis-15829	40	8	from	from	ADP
fcis-15829	40	9	the	the	DET
fcis-15829	40	10	atmosphere	atmosphere	NOUN
fcis-15829	40	11	can	can	AUX
fcis-15829	40	12	be	be	AUX
fcis-15829	40	13	expressed	express	VERB
fcis-15829	40	14	as	as	ADP
fcis-15829	40	15	:	:	PUNCT
fcis-15829	40	16	(	(	PUNCT
fcis-15829	40	17	1	1	X
fcis-15829	40	18	)	)	PUNCT
fcis-15829	40	19	if	if	SCONJ
fcis-15829	40	20	we	we	PRON
fcis-15829	40	21	make	make	VERB
fcis-15829	40	22	two	two	NUM
fcis-15829	40	23	assumptions	assumption	NOUN
fcis-15829	40	24	:	:	PUNCT
fcis-15829	41	1	1	1	X
fcis-15829	41	2	.	.	X
fcis-15829	41	3	the	the	DET
fcis-15829	41	4	planck	planck	NOUN
fcis-15829	41	5	function	function	NOUN
fcis-15829	41	6	changes	change	NOUN
fcis-15829	41	7	linearly	linearly	ADV
fcis-15829	41	8	along	along	ADP
fcis-15829	41	9	the	the	DET
fcis-15829	41	10	absorption	absorption	NOUN
fcis-15829	41	11	path	path	NOUN
fcis-15829	41	12	in	in	ADP
fcis-15829	41	13	the	the	DET
fcis-15829	41	14	layer	layer	NOUN
fcis-15829	41	15	;	;	PUNCT
fcis-15829	41	16	2	2	X
fcis-15829	41	17	.	.	X
fcis-15829	41	18	the	the	DET
fcis-15829	41	19	pressure	pressure	NOUN
fcis-15829	41	20	,	,	PUNCT
fcis-15829	41	21	temperature	temperature	NOUN
fcis-15829	41	22	and	and	CCONJ
fcis-15829	41	23	substance	substance	NOUN
fcis-15829	41	24	in	in	ADP
fcis-15829	41	25	the	the	DET
fcis-15829	41	26	layer	layer	NOUN
fcis-15829	41	27	are	be	AUX
fcis-15829	41	28	evenly	evenly	ADV
fcis-15829	41	29	distributed	distribute	VERB
fcis-15829	41	30	,	,	PUNCT
fcis-15829	41	31	and	and	CCONJ
fcis-15829	41	32	the	the	DET
fcis-15829	41	33	absorption	absorption	NOUN
fcis-15829	41	34	coefficient	coefficient	NOUN
fcis-15829	41	35	is	be	AUX
fcis-15829	41	36	characteristic	characteristic	ADJ
fcis-15829	41	37	:	:	PUNCT
fcis-15829	41	38	(	(	PUNCT
fcis-15829	41	39	2	2	X
fcis-15829	41	40	)	)	PUNCT
fcis-15829	41	41	(	(	PUNCT
fcis-15829	41	42	2	2	X
fcis-15829	41	43	)	)	PUNCT
fcis-15829	41	44	g	g	NOUN
fcis-15829	41	45	-	-	PUNCT
fcis-15829	41	46	rrtmg	rrtmg	PROPN
fcis-15829	41	47	lw	lw	PROPN
fcis-15829	41	48	was	be	AUX
fcis-15829	41	49	successfully	successfully	ADV
fcis-15829	41	50	applied	apply	VERB
fcis-15829	41	51	to	to	ADP
fcis-15829	41	52	the	the	DET
fcis-15829	41	53	earth	earth	NOUN
fcis-15829	41	54	system	system	NOUN
fcis-15829	41	55	model	model	NOUN
fcis-15829	41	56	cas	cas	PROPN
fcis-15829	41	57	-	-	PUNCT
fcis-15829	41	58	esm	esm	PROPN
fcis-15829	41	59	.	.	NOUN
fcis-15829	41	60	aiming	aim	VERB
fcis-15829	41	61	at	at	ADP
fcis-15829	41	62	the	the	DET
fcis-15829	41	63	characteristics	characteristic	NOUN
fcis-15829	41	64	of	of	ADP
fcis-15829	41	65	multi	multi	ADJ
fcis-15829	41	66	-	-	ADJ
fcis-15829	41	67	node	node	ADJ
fcis-15829	41	68	and	and	CCONJ
fcis-15829	41	69	multi	multi	ADJ
fcis-15829	41	70	-	-	NOUN
fcis-15829	41	71	gpu	gpu	NOUN
fcis-15829	41	72	in	in	ADP
fcis-15829	41	73	large	large	ADJ
fcis-15829	41	74	-	-	PUNCT
fcis-15829	41	75	scale	scale	NOUN
fcis-15829	41	76	heterogeneous	heterogeneous	ADJ
fcis-15829	41	77	supercomputing	supercomputing	NOUN
fcis-15829	41	78	system	system	NOUN
fcis-15829	41	79	,	,	PUNCT
fcis-15829	41	80	rrtmg	rrtmg	PROPN
fcis-15829	41	81	lw	lw	ADP
fcis-15829	41	82	multi	multi	ADJ
fcis-15829	41	83	-	-	ADJ
fcis-15829	41	84	node	node	ADJ
fcis-15829	41	85	and	and	CCONJ
fcis-15829	41	86	multigpu	multigpu	NOUN
fcis-15829	41	87	acceleration	acceleration	NOUN
fcis-15829	41	88	algorithm	algorithm	NOUN
fcis-15829	41	89	based	base	VERB
fcis-15829	41	90	on	on	ADP
fcis-15829	41	91	mpi+cuda	mpi+cuda	NOUN
fcis-15829	41	92	fortran	fortran	VERB
fcis-15829	41	93	hybrid	hybrid	ADJ
fcis-15829	41	94	programming	programming	NOUN
fcis-15829	41	95	mode	mode	NOUN
fcis-15829	41	96	is	be	AUX
fcis-15829	41	97	proposed	propose	VERB
fcis-15829	41	98	to	to	PART
fcis-15829	41	99	realize	realize	VERB
fcis-15829	41	100	the	the	DET
fcis-15829	41	101	fast	fast	ADJ
fcis-15829	41	102	calculation	calculation	NOUN
fcis-15829	41	103	of	of	ADP
fcis-15829	41	104	cas	cas	PROPN
fcis-15829	41	105	-	-	PUNCT
fcis-15829	41	106	esm	esm	PROPN
fcis-15829	41	107	.	.	PUNCT
fcis-15829	42	1	the	the	DET
fcis-15829	42	2	experimental	experimental	ADJ
fcis-15829	42	3	results	result	NOUN
fcis-15829	42	4	show	show	VERB
fcis-15829	42	5	that	that	SCONJ
fcis-15829	42	6	rrtmg	rrtmg	PROPN
fcis-15829	42	7	lw	lw	PROPN
fcis-15829	42	8	achieves	achieve	VERB
fcis-15829	42	9	78.12x	78.12x	ADJ
fcis-15829	42	10	acceleration	acceleration	NOUN
fcis-15829	42	11	on	on	ADP
fcis-15829	42	12	16	16	NUM
fcis-15829	42	13	k20gpus	k20gpus	PROPN
fcis-15829	42	14	.	.	PUNCT
fcis-15829	43	1	this	this	DET
fcis-15829	43	2	paper	paper	NOUN
fcis-15829	43	3	combines	combine	VERB
fcis-15829	43	4	mechanical	mechanical	ADJ
fcis-15829	43	5	engineering	engineering	NOUN
fcis-15829	43	6	and	and	CCONJ
fcis-15829	43	7	computer	computer	NOUN
fcis-15829	43	8	science	science	NOUN
fcis-15829	43	9	to	to	PART
fcis-15829	43	10	advance	advance	VERB
fcis-15829	43	11	logistics	logistic	NOUN
fcis-15829	43	12	automation	automation	NOUN
fcis-15829	43	13	by	by	ADP
fcis-15829	43	14	focusing	focus	VERB
fcis-15829	43	15	on	on	ADP
fcis-15829	43	16	precise	precise	ADJ
fcis-15829	43	17	robot	robot	NOUN
fcis-15829	43	18	control	control	NOUN
fcis-15829	43	19	based	base	VERB
fcis-15829	43	20	on	on	ADP
fcis-15829	43	21	accurate	accurate	ADJ
fcis-15829	43	22	positional	positional	ADJ
fcis-15829	43	23	data	datum	NOUN
fcis-15829	43	24	.	.	PUNCT
fcis-15829	44	1	it	it	PRON
fcis-15829	44	2	provides	provide	VERB
fcis-15829	44	3	a	a	DET
fcis-15829	44	4	practical	practical	ADJ
fcis-15829	44	5	basis	basis	NOUN
fcis-15829	44	6	for	for	ADP
fcis-15829	44	7	the	the	DET
fcis-15829	44	8	research	research	NOUN
fcis-15829	44	9	of	of	ADP
fcis-15829	44	10	heterogeneous	heterogeneous	ADJ
fcis-15829	44	11	computing	computing	NOUN
fcis-15829	44	12	algorithms	algorithm	NOUN
fcis-15829	44	13	for	for	ADP
fcis-15829	44	14	other	other	ADJ
fcis-15829	44	15	physical	physical	ADJ
fcis-15829	44	16	processes	process	NOUN
fcis-15829	44	17	.	.	PUNCT
fcis-15829	45	1	beyond	beyond	ADP
fcis-15829	45	2	logistics	logistic	NOUN
fcis-15829	45	3	automation	automation	NOUN
fcis-15829	45	4	,	,	PUNCT
fcis-15829	45	5	this	this	DET
fcis-15829	45	6	interdisciplinary	interdisciplinary	ADJ
fcis-15829	45	7	research	research	NOUN
fcis-15829	45	8	highlights	highlight	VERB
fcis-15829	45	9	the	the	DET
fcis-15829	45	10	potential	potential	NOUN
fcis-15829	45	11	of	of	ADP
fcis-15829	45	12	collaborative	collaborative	ADJ
fcis-15829	45	13	efforts	effort	NOUN
fcis-15829	45	14	in	in	ADP
fcis-15829	45	15	tackling	tackle	VERB
fcis-15829	45	16	challenges	challenge	NOUN
fcis-15829	45	17	related	relate	VERB
fcis-15829	45	18	to	to	ADP
fcis-15829	45	19	handling	handle	VERB
fcis-15829	45	20	intricate	intricate	ADJ
fcis-15829	45	21	sensor	sensor	NOUN
fcis-15829	45	22	data[10	data[10	PROPN
fcis-15829	45	23	]	]	PUNCT
fcis-15829	45	24	.	.	PUNCT
fcis-15829	46	1	2.2	2.2	NUM
fcis-15829	46	2	.	.	PUNCT
fcis-15829	46	3	machine	machine	NOUN
fcis-15829	46	4	learning	learning	NOUN
fcis-15829	46	5	in	in	ADP
fcis-15829	46	6	fields	field	NOUN
fcis-15829	46	7	such	such	ADJ
fcis-15829	46	8	as	as	ADP
fcis-15829	46	9	machine	machine	NOUN
fcis-15829	46	10	learning	learning	NOUN
fcis-15829	46	11	,	,	PUNCT
fcis-15829	46	12	pattern	pattern	NOUN
fcis-15829	46	13	recognition	recognition	NOUN
fcis-15829	46	14	and	and	CCONJ
fcis-15829	46	15	data	datum	NOUN
fcis-15829	46	16	mining	mining	NOUN
fcis-15829	46	17	,	,	PUNCT
fcis-15829	46	18	building	build	VERB
fcis-15829	46	19	good	good	ADJ
fcis-15829	46	20	models	model	NOUN
fcis-15829	46	21	from	from	ADP
fcis-15829	46	22	data	datum	NOUN
fcis-15829	46	23	is	be	AUX
fcis-15829	46	24	a	a	DET
fcis-15829	46	25	major	major	ADJ
fcis-15829	46	26	job	job	NOUN
fcis-15829	46	27	.	.	PUNCT
fcis-15829	47	1	for	for	ADP
fcis-15829	47	2	supervised	supervised	ADJ
fcis-15829	47	3	learning	learning	NOUN
fcis-15829	47	4	with	with	ADP
fcis-15829	47	5	labels	label	NOUN
fcis-15829	47	6	,	,	PUNCT
fcis-15829	47	7	numerical	numerical	ADJ
fcis-15829	47	8	values	value	NOUN
fcis-15829	47	9	are	be	AUX
fcis-15829	47	10	regression	regression	NOUN
fcis-15829	47	11	problems	problem	NOUN
fcis-15829	47	12	,	,	PUNCT
fcis-15829	47	13	categorical	categorical	ADJ
fcis-15829	47	14	values	value	NOUN
fcis-15829	47	15	are	be	AUX
fcis-15829	47	16	classification	classification	NOUN
fcis-15829	47	17	problems	problem	NOUN
fcis-15829	47	18	,	,	PUNCT
fcis-15829	47	19	and	and	CCONJ
fcis-15829	47	20	models	model	NOUN
fcis-15829	47	21	trained	train	VERB
fcis-15829	47	22	with	with	ADP
fcis-15829	47	23	existing	exist	VERB
fcis-15829	47	24	data	datum	NOUN
fcis-15829	47	25	can	can	AUX
fcis-15829	47	26	be	be	AUX
fcis-15829	47	27	called	call	VERB
fcis-15829	47	28	regressors	regressor	NOUN
fcis-15829	47	29	.	.	PUNCT
fcis-15829	48	1	(	(	PUNCT
fcis-15829	48	2	zhou,2012	zhou,2012	NOUN
fcis-15829	48	3	)	)	PUNCT
fcis-15829	48	4	in	in	ADP
fcis-15829	48	5	general	general	ADJ
fcis-15829	48	6	,	,	PUNCT
fcis-15829	48	7	for	for	ADP
fcis-15829	48	8	one	one	NUM
fcis-15829	48	9	-	-	PUNCT
fcis-15829	48	10	person	person	NOUN
fcis-15829	48	11	problems	problem	NOUN
fcis-15829	48	12	,	,	PUNCT
fcis-15829	48	13	a	a	DET
fcis-15829	48	14	method	method	NOUN
fcis-15829	48	15	is	be	AUX
fcis-15829	48	16	usually	usually	ADV
fcis-15829	48	17	selected	select	VERB
fcis-15829	48	18	and	and	CCONJ
fcis-15829	48	19	a	a	DET
fcis-15829	48	20	model	model	NOUN
fcis-15829	48	21	is	be	AUX
fcis-15829	48	22	learned	learn	VERB
fcis-15829	48	23	,	,	PUNCT
fcis-15829	48	24	while	while	SCONJ
fcis-15829	48	25	ensemble	ensemble	ADJ
fcis-15829	48	26	learning	learning	NOUN
fcis-15829	48	27	learns	learn	VERB
fcis-15829	48	28	multiple	multiple	ADJ
fcis-15829	48	29	models	model	NOUN
fcis-15829	48	30	with	with	ADP
fcis-15829	48	31	one	one	NUM
fcis-15829	48	32	or	or	CCONJ
fcis-15829	48	33	more	more	ADJ
fcis-15829	48	34	methods[11	methods[11	NOUN
fcis-15829	48	35	]	]	PUNCT
fcis-15829	48	36	.	.	PUNCT
fcis-15829	49	1	then	then	ADV
fcis-15829	49	2	these	these	DET
fcis-15829	49	3	models	model	NOUN
fcis-15829	49	4	are	be	AUX
fcis-15829	49	5	combined	combine	VERB
fcis-15829	49	6	according	accord	VERB
fcis-15829	49	7	to	to	ADP
fcis-15829	49	8	certain	certain	ADJ
fcis-15829	49	9	combination	combination	NOUN
fcis-15829	49	10	strategies	strategy	NOUN
fcis-15829	49	11	to	to	PART
fcis-15829	49	12	complete	complete	VERB
fcis-15829	49	13	the	the	DET
fcis-15829	49	14	learning	learning	NOUN
fcis-15829	49	15	task	task	NOUN
fcis-15829	49	16	.	.	PUNCT
fcis-15829	50	1	under	under	ADP
fcis-15829	50	2	normal	normal	ADJ
fcis-15829	50	3	circumstances	circumstance	NOUN
fcis-15829	50	4	,	,	PUNCT
fcis-15829	50	5	the	the	DET
fcis-15829	50	6	generalization	generalization	NOUN
fcis-15829	50	7	performance	performance	NOUN
fcis-15829	50	8	of	of	ADP
fcis-15829	50	9	integrated	integrated	ADJ
fcis-15829	50	10	learning	learning	NOUN
fcis-15829	50	11	is	be	AUX
fcis-15829	50	12	better	well	ADJ
fcis-15829	50	13	than	than	ADP
fcis-15829	50	14	that	that	PRON
fcis-15829	50	15	of	of	ADP
fcis-15829	50	16	a	a	DET
fcis-15829	50	17	single	single	ADJ
fcis-15829	50	18	learner	learner	NOUN
fcis-15829	50	19	,	,	PUNCT
fcis-15829	50	20	and	and	CCONJ
fcis-15829	50	21	this	this	DET
fcis-15829	50	22	advantage	advantage	NOUN
fcis-15829	50	23	is	be	AUX
fcis-15829	50	24	particularly	particularly	ADV
fcis-15829	50	25	prominent	prominent	ADJ
fcis-15829	50	26	for	for	ADP
fcis-15829	50	27	"	"	PUNCT
fcis-15829	50	28	weak	weak	ADJ
fcis-15829	50	29	learners	learner	NOUN
fcis-15829	50	30	"	"	PUNCT
fcis-15829	50	31	.	.	PUNCT
fcis-15829	51	1	individual	individual	ADJ
fcis-15829	51	2	learners	learner	NOUN
fcis-15829	51	3	usually	usually	ADV
fcis-15829	51	4	use	use	VERB
fcis-15829	51	5	algorithms	algorithm	NOUN
fcis-15829	51	6	such	such	ADJ
fcis-15829	51	7	as	as	ADP
fcis-15829	51	8	decision	decision	NOUN
fcis-15829	51	9	trees	tree	NOUN
fcis-15829	51	10	and	and	CCONJ
fcis-15829	51	11	neural	neural	ADJ
fcis-15829	51	12	networks	network	NOUN
fcis-15829	51	13	.	.	PUNCT
fcis-15829	52	1	when	when	SCONJ
fcis-15829	52	2	using	use	VERB
fcis-15829	52	3	ensemble	ensemble	ADJ
fcis-15829	52	4	learning	learning	NOUN
fcis-15829	52	5	methods	method	NOUN
fcis-15829	52	6	,	,	PUNCT
fcis-15829	52	7	you	you	PRON
fcis-15829	52	8	can	can	AUX
fcis-15829	52	9	either	either	CCONJ
fcis-15829	52	10	use	use	VERB
fcis-15829	52	11	a	a	DET
fcis-15829	52	12	single	single	ADJ
fcis-15829	52	13	algorithm	algorithm	NOUN
fcis-15829	52	14	or	or	CCONJ
fcis-15829	52	15	choose	choose	VERB
fcis-15829	52	16	a	a	DET
fcis-15829	52	17	variety	variety	NOUN
fcis-15829	52	18	of	of	ADP
fcis-15829	52	19	algorithms	algorithm	NOUN
fcis-15829	52	20	.	.	PUNCT
fcis-15829	53	1	existing	exist	VERB
fcis-15829	53	2	ensemble	ensemble	ADJ
fcis-15829	53	3	learning	learn	VERB
fcis-15829	53	4	134	134	NUM
fcis-15829	53	5	methods	method	NOUN
fcis-15829	53	6	usually	usually	ADV
fcis-15829	53	7	use	use	VERB
fcis-15829	53	8	the	the	DET
fcis-15829	53	9	same	same	ADJ
fcis-15829	53	10	algorithm	algorithm	NOUN
fcis-15829	53	11	,	,	PUNCT
fcis-15829	53	12	which	which	PRON
fcis-15829	53	13	is	be	AUX
fcis-15829	53	14	called	call	VERB
fcis-15829	53	15	homogeneous	homogeneous	ADJ
fcis-15829	53	16	integration	integration	NOUN
fcis-15829	53	17	.	.	PUNCT
fcis-15829	54	1	the	the	DET
fcis-15829	54	2	basic	basic	ADJ
fcis-15829	54	3	learning	learning	NOUN
fcis-15829	54	4	used	use	VERB
fcis-15829	54	5	in	in	ADP
fcis-15829	54	6	this	this	DET
fcis-15829	54	7	paper	paper	NOUN
fcis-15829	54	8	is	be	AUX
fcis-15829	54	9	that	that	SCONJ
fcis-15829	54	10	the	the	DET
fcis-15829	54	11	calculation	calculation	NOUN
fcis-15829	54	12	of	of	ADP
fcis-15829	54	13	atmospheric	atmospheric	ADJ
fcis-15829	54	14	transmittance	transmittance	NOUN
fcis-15829	54	15	on	on	ADP
fcis-15829	54	16	the	the	DET
fcis-15829	54	17	basis	basis	NOUN
fcis-15829	54	18	of	of	ADP
fcis-15829	54	19	ensemble	ensemble	ADJ
fcis-15829	54	20	learning	learning	NOUN
fcis-15829	54	21	is	be	AUX
fcis-15829	54	22	a	a	DET
fcis-15829	54	23	regression	regression	NOUN
fcis-15829	54	24	problem	problem	NOUN
fcis-15829	54	25	.	.	PUNCT
fcis-15829	55	1	for	for	ADP
fcis-15829	55	2	the	the	DET
fcis-15829	55	3	regression	regression	NOUN
fcis-15829	55	4	problem	problem	NOUN
fcis-15829	55	5	,	,	PUNCT
fcis-15829	55	6	if	if	SCONJ
fcis-15829	55	7	the	the	DET
fcis-15829	55	8	input	input	NOUN
fcis-15829	55	9	space	space	NOUN
fcis-15829	55	10	x	x	PUNCT
fcis-15829	55	11	is	be	AUX
fcis-15829	55	12	divided	divide	VERB
fcis-15829	55	13	into	into	ADP
fcis-15829	55	14	j	j	PROPN
fcis-15829	55	15	disjoint	disjoint	NOUN
fcis-15829	55	16	regions	region	NOUN
fcis-15829	55	17	r1,r2	r1,r2	PROPN
fcis-15829	55	18	,	,	PUNCT
fcis-15829	55	19	...	...	PUNCT
fcis-15829	55	20	,	,	PUNCT
fcis-15829	55	21	r	r	X
fcis-15829	55	22	,	,	PUNCT
fcis-15829	55	23	the	the	DET
fcis-15829	55	24	output	output	NOUN
fcis-15829	55	25	constant	constant	ADJ
fcis-15829	55	26	for	for	ADP
fcis-15829	55	27	each	each	DET
fcis-15829	55	28	region	region	NOUN
fcis-15829	55	29	is	be	AUX
fcis-15829	55	30	g	g	NOUN
fcis-15829	55	31	;	;	PUNCT
fcis-15829	55	32	,	,	PUNCT
fcis-15829	55	33	then	then	ADV
fcis-15829	55	34	the	the	DET
fcis-15829	55	35	tree	tree	NOUN
fcis-15829	55	36	is	be	AUX
fcis-15829	55	37	represented	represent	VERB
fcis-15829	55	38	as	as	SCONJ
fcis-15829	55	39	follows	follow	VERB
fcis-15829	55	40	:	:	PUNCT
fcis-15829	55	41	(	(	PUNCT
fcis-15829	55	42	3	3	X
fcis-15829	55	43	)	)	PUNCT
fcis-15829	55	44	therefore	therefore	ADV
fcis-15829	55	45	,	,	PUNCT
fcis-15829	55	46	it	it	PRON
fcis-15829	55	47	can	can	AUX
fcis-15829	55	48	be	be	AUX
fcis-15829	55	49	seen	see	VERB
fcis-15829	55	50	that	that	SCONJ
fcis-15829	55	51	the	the	DET
fcis-15829	55	52	combination	combination	NOUN
fcis-15829	55	53	of	of	ADP
fcis-15829	55	54	independent	independent	ADJ
fcis-15829	55	55	base	base	NOUN
fcis-15829	55	56	learners	learner	NOUN
fcis-15829	55	57	can	can	AUX
fcis-15829	55	58	greatly	greatly	ADV
fcis-15829	55	59	improve	improve	VERB
fcis-15829	55	60	the	the	DET
fcis-15829	55	61	overall	overall	ADJ
fcis-15829	55	62	performance	performance	NOUN
fcis-15829	55	63	of	of	ADP
fcis-15829	55	64	the	the	DET
fcis-15829	55	65	model	model	NOUN
fcis-15829	55	66	,	,	PUNCT
fcis-15829	55	67	and	and	CCONJ
fcis-15829	55	68	it	it	PRON
fcis-15829	55	69	is	be	AUX
fcis-15829	55	70	usually	usually	ADV
fcis-15829	55	71	hoped	hope	VERB
fcis-15829	55	72	that	that	SCONJ
fcis-15829	55	73	the	the	DET
fcis-15829	55	74	more	more	ADV
fcis-15829	55	75	independent	independent	ADJ
fcis-15829	55	76	the	the	DET
fcis-15829	55	77	base	base	NOUN
fcis-15829	55	78	learners	learner	NOUN
fcis-15829	55	79	are	be	AUX
fcis-15829	55	80	when	when	SCONJ
fcis-15829	55	81	learning	learn	VERB
fcis-15829	55	82	the	the	DET
fcis-15829	55	83	base	base	NOUN
fcis-15829	55	84	learners	learner	NOUN
fcis-15829	55	85	.	.	PUNCT
fcis-15829	56	1	an	an	DET
fcis-15829	56	2	easy	easy	ADJ
fcis-15829	56	3	way	way	NOUN
fcis-15829	56	4	to	to	PART
fcis-15829	56	5	implement	implement	VERB
fcis-15829	56	6	this	this	DET
fcis-15829	56	7	idea	idea	NOUN
fcis-15829	56	8	is	be	AUX
fcis-15829	56	9	to	to	PART
fcis-15829	56	10	use	use	VERB
fcis-15829	56	11	different	different	ADJ
fcis-15829	56	12	data	datum	NOUN
fcis-15829	56	13	sets	set	NOUN
fcis-15829	56	14	each	each	DET
fcis-15829	56	15	time	time	NOUN
fcis-15829	56	16	,	,	PUNCT
fcis-15829	56	17	but	but	CCONJ
fcis-15829	56	18	often	often	ADV
fcis-15829	56	19	the	the	DET
fcis-15829	56	20	data	data	NOUN
fcis-15829	56	21	is	be	AUX
fcis-15829	56	22	limited	limit	VERB
fcis-15829	56	23	and	and	CCONJ
fcis-15829	56	24	it	it	PRON
fcis-15829	56	25	is	be	AUX
fcis-15829	56	26	difficult	difficult	ADJ
fcis-15829	56	27	to	to	PART
fcis-15829	56	28	generate	generate	VERB
fcis-15829	56	29	large	large	ADJ
fcis-15829	56	30	mutually	mutually	ADV
fcis-15829	56	31	exclusive	exclusive	ADJ
fcis-15829	56	32	and	and	CCONJ
fcis-15829	56	33	representative	representative	ADJ
fcis-15829	56	34	data	data	NOUN
fcis-15829	56	35	sets	set	NOUN
fcis-15829	56	36	.	.	PUNCT
fcis-15829	57	1	3	3	X
fcis-15829	57	2	.	.	X
fcis-15829	57	3	methodology	methodology	NOUN
fcis-15829	57	4	the	the	DET
fcis-15829	57	5	infrared	infrared	ADJ
fcis-15829	57	6	thermal	thermal	ADJ
fcis-15829	57	7	radiation	radiation	NOUN
fcis-15829	57	8	absorbed	absorb	VERB
fcis-15829	57	9	and	and	CCONJ
fcis-15829	57	10	emitted	emit	VERB
fcis-15829	57	11	by	by	ADP
fcis-15829	57	12	the	the	DET
fcis-15829	57	13	earth	earth	NOUN
fcis-15829	57	14	-	-	PUNCT
fcis-15829	57	15	gas	gas	NOUN
fcis-15829	57	16	system	system	NOUN
fcis-15829	57	17	radiates	radiate	VERB
fcis-15829	57	18	upward	upward	ADV
fcis-15829	57	19	from	from	ADP
fcis-15829	57	20	the	the	DET
fcis-15829	57	21	ground	ground	NOUN
fcis-15829	57	22	along	along	ADP
fcis-15829	57	23	the	the	DET
fcis-15829	57	24	height	height	NOUN
fcis-15829	57	25	direction	direction	NOUN
fcis-15829	57	26	,	,	PUNCT
fcis-15829	57	27	and	and	CCONJ
fcis-15829	57	28	its	its	PRON
fcis-15829	57	29	wavelength	wavelength	NOUN
fcis-15829	57	30	includes	include	VERB
fcis-15829	57	31	0~120	0~120	ADJ
fcis-15829	57	32	pm	pm	NOUN
fcis-15829	57	33	.	.	PUNCT
fcis-15829	58	1	firstly	firstly	ADV
fcis-15829	58	2	,	,	PUNCT
fcis-15829	58	3	this	this	DET
fcis-15829	58	4	part	part	NOUN
fcis-15829	58	5	of	of	ADP
fcis-15829	58	6	the	the	DET
fcis-15829	58	7	energy	energy	NOUN
fcis-15829	58	8	transfer	transfer	NOUN
fcis-15829	58	9	in	in	ADP
fcis-15829	58	10	a	a	DET
fcis-15829	58	11	certain	certain	ADJ
fcis-15829	58	12	wavelength	wavelength	NOUN
fcis-15829	58	13	is	be	AUX
fcis-15829	58	14	analyzed	analyze	VERB
fcis-15829	58	15	.	.	PUNCT
fcis-15829	59	1	this	this	DET
fcis-15829	59	2	part	part	NOUN
fcis-15829	59	3	of	of	ADP
fcis-15829	59	4	the	the	DET
fcis-15829	59	5	energy	energy	NOUN
fcis-15829	59	6	will	will	AUX
fcis-15829	59	7	be	be	AUX
fcis-15829	59	8	absorbed	absorb	VERB
fcis-15829	59	9	and	and	CCONJ
fcis-15829	59	10	emitted	emit	VERB
fcis-15829	59	11	by	by	ADP
fcis-15829	59	12	greenhouse	greenhouse	NOUN
fcis-15829	59	13	gases	gas	NOUN
fcis-15829	59	14	in	in	ADP
fcis-15829	59	15	the	the	DET
fcis-15829	59	16	atmosphere	atmosphere	NOUN
fcis-15829	59	17	during	during	ADP
fcis-15829	59	18	the	the	DET
fcis-15829	59	19	transfer	transfer	NOUN
fcis-15829	59	20	process	process	NOUN
fcis-15829	59	21	,	,	PUNCT
fcis-15829	59	22	and	and	CCONJ
fcis-15829	59	23	the	the	DET
fcis-15829	59	24	greenhouse	greenhouse	NOUN
fcis-15829	59	25	gases	gas	NOUN
fcis-15829	59	26	are	be	AUX
fcis-15829	59	27	considered	consider	VERB
fcis-15829	59	28	to	to	PART
fcis-15829	59	29	be	be	AUX
fcis-15829	59	30	separated	separate	VERB
fcis-15829	59	31	and	and	CCONJ
fcis-15829	59	32	calculated	calculate	VERB
fcis-15829	59	33	.	.	PUNCT
fcis-15829	60	1	considering	consider	VERB
fcis-15829	60	2	the	the	DET
fcis-15829	60	3	effect	effect	NOUN
fcis-15829	60	4	of	of	ADP
fcis-15829	60	5	co2	co2	NOUN
fcis-15829	60	6	,	,	PUNCT
fcis-15829	60	7	a	a	DET
fcis-15829	60	8	greenhouse	greenhouse	NOUN
fcis-15829	60	9	gas	gas	NOUN
fcis-15829	60	10	,	,	PUNCT
fcis-15829	60	11	on	on	ADP
fcis-15829	60	12	long	long	ADJ
fcis-15829	60	13	-	-	PUNCT
fcis-15829	60	14	wave	wave	NOUN
fcis-15829	60	15	radiation	radiation	NOUN
fcis-15829	60	16	alone	alone	ADV
fcis-15829	60	17	,	,	PUNCT
fcis-15829	60	18	the	the	DET
fcis-15829	60	19	energy	energy	NOUN
fcis-15829	60	20	emitted	emit	VERB
fcis-15829	60	21	upward	upward	ADV
fcis-15829	60	22	by	by	ADP
fcis-15829	60	23	each	each	DET
fcis-15829	60	24	microlayer	microlayer	NOUN
fcis-15829	60	25	can	can	AUX
fcis-15829	60	26	be	be	AUX
fcis-15829	60	27	obtained	obtain	VERB
fcis-15829	60	28	after	after	SCONJ
fcis-15829	60	29	the	the	DET
fcis-15829	60	30	heat	heat	NOUN
fcis-15829	60	31	radiation	radiation	NOUN
fcis-15829	60	32	is	be	AUX
fcis-15829	60	33	transferred	transfer	VERB
fcis-15829	60	34	from	from	ADP
fcis-15829	60	35	the	the	DET
fcis-15829	60	36	ground	ground	NOUN
fcis-15829	60	37	to	to	ADP
fcis-15829	60	38	the	the	DET
fcis-15829	60	39	top	top	NOUN
fcis-15829	60	40	of	of	ADP
fcis-15829	60	41	the	the	DET
fcis-15829	60	42	atmosphere	atmosphere	NOUN
fcis-15829	60	43	.	.	PUNCT
fcis-15829	61	1	in	in	ADP
fcis-15829	61	2	the	the	DET
fcis-15829	61	3	same	same	ADJ
fcis-15829	61	4	way	way	NOUN
fcis-15829	61	5	,	,	PUNCT
fcis-15829	61	6	the	the	DET
fcis-15829	61	7	energy	energy	NOUN
fcis-15829	61	8	distribution	distribution	NOUN
fcis-15829	61	9	in	in	ADP
fcis-15829	61	10	the	the	DET
fcis-15829	61	11	process	process	NOUN
fcis-15829	61	12	of	of	ADP
fcis-15829	61	13	transmitting	transmit	VERB
fcis-15829	61	14	radiation	radiation	NOUN
fcis-15829	61	15	energy	energy	NOUN
fcis-15829	61	16	from	from	ADP
fcis-15829	61	17	the	the	DET
fcis-15829	61	18	top	top	NOUN
fcis-15829	61	19	of	of	ADP
fcis-15829	61	20	the	the	DET
fcis-15829	61	21	atmosphere	atmosphere	NOUN
fcis-15829	61	22	to	to	ADP
fcis-15829	61	23	the	the	DET
fcis-15829	61	24	ground	ground	NOUN
fcis-15829	61	25	can	can	AUX
fcis-15829	61	26	be	be	AUX
fcis-15829	61	27	calculated	calculate	VERB
fcis-15829	61	28	.	.	PUNCT
fcis-15829	62	1	the	the	DET
fcis-15829	62	2	process	process	NOUN
fcis-15829	62	3	of	of	ADP
fcis-15829	62	4	calculating	calculate	VERB
fcis-15829	62	5	heat	heat	NOUN
fcis-15829	62	6	radiation	radiation	NOUN
fcis-15829	62	7	from	from	ADP
fcis-15829	62	8	the	the	DET
fcis-15829	62	9	ground	ground	NOUN
fcis-15829	62	10	to	to	ADP
fcis-15829	62	11	the	the	DET
fcis-15829	62	12	top	top	NOUN
fcis-15829	62	13	of	of	ADP
fcis-15829	62	14	the	the	DET
fcis-15829	62	15	atmosphere	atmosphere	NOUN
fcis-15829	62	16	is	be	AUX
fcis-15829	62	17	taken	take	VERB
fcis-15829	62	18	as	as	ADP
fcis-15829	62	19	an	an	DET
fcis-15829	62	20	example	example	NOUN
fcis-15829	62	21	to	to	PART
fcis-15829	62	22	illustrate	illustrate	VERB
fcis-15829	62	23	the	the	DET
fcis-15829	62	24	concrete	concrete	ADJ
fcis-15829	62	25	implementation	implementation	NOUN
fcis-15829	62	26	steps	step	NOUN
fcis-15829	62	27	of	of	ADP
fcis-15829	62	28	the	the	DET
fcis-15829	62	29	model	model	NOUN
fcis-15829	62	30	calculation	calculation	NOUN
fcis-15829	62	31	3.1	3.1	NUM
fcis-15829	62	32	.	.	PUNCT
fcis-15829	63	1	atmospheric	atmospheric	ADJ
fcis-15829	63	2	absorption	absorption	NOUN
fcis-15829	63	3	coefficient	coefficient	NOUN
fcis-15829	63	4	according	accord	VERB
fcis-15829	63	5	to	to	ADP
fcis-15829	63	6	hitran	hitran	NOUN
fcis-15829	63	7	(	(	PUNCT
fcis-15829	63	8	high	high	ADJ
fcis-15829	63	9	resolution	resolution	NOUN
fcis-15829	63	10	transmission	transmission	NOUN
fcis-15829	63	11	molecular	molecular	ADJ
fcis-15829	63	12	absorption	absorption	NOUN
fcis-15829	63	13	database	database	NOUN
fcis-15829	63	14	)	)	PUNCT
fcis-15829	63	15	,	,	PUNCT
fcis-15829	63	16	online	online	ADJ
fcis-15829	63	17	data	datum	NOUN
fcis-15829	63	18	[	[	X
fcis-15829	63	19	8	8	NUM
fcis-15829	63	20	]	]	PUNCT
fcis-15829	63	21	can	can	AUX
fcis-15829	63	22	be	be	AUX
fcis-15829	63	23	obtained	obtain	VERB
fcis-15829	63	24	at	at	ADP
fcis-15829	63	25	101325	101325	NUM
fcis-15829	63	26	pa	pa	PROPN
fcis-15829	63	27	atmospheric	atmospheric	PROPN
fcis-15829	63	28	co	co	PROPN
fcis-15829	63	29	content	content	PROPN
fcis-15829	63	30	is	be	AUX
fcis-15829	63	31	100	100	NUM
fcis-15829	63	32	%	%	NOUN
fcis-15829	63	33	,	,	PUNCT
fcis-15829	63	34	and	and	CCONJ
fcis-15829	63	35	the	the	DET
fcis-15829	63	36	corresponding	corresponding	ADJ
fcis-15829	63	37	wavelength	wavelength	NOUN
fcis-15829	63	38	of	of	ADP
fcis-15829	63	39	any	any	DET
fcis-15829	63	40	temperature	temperature	NOUN
fcis-15829	63	41	(	(	PUNCT
fcis-15829	63	42	t	t	NOUN
fcis-15829	63	43	)	)	PUNCT
fcis-15829	63	44	is	be	AUX
fcis-15829	63	45	0~120	0~120	NUM
fcis-15829	63	46	pm	pm	NOUN
fcis-15829	63	47	every	every	DET
fcis-15829	63	48	0.1	0.1	NUM
fcis-15829	63	49	m	m	NOUN
fcis-15829	63	50	interval	interval	NOUN
fcis-15829	63	51	spectral	spectral	ADJ
fcis-15829	63	52	absorption	absorption	NOUN
fcis-15829	63	53	coefficient	coefficient	NOUN
fcis-15829	63	54	array	array	VERB
fcis-15829	63	55	a	a	PRON
fcis-15829	63	56	is	be	AUX
fcis-15829	63	57	obtained	obtain	VERB
fcis-15829	63	58	by	by	ADP
fcis-15829	63	59	p	p	PROPN
fcis-15829	63	60	=	=	NOUN
fcis-15829	63	61	prt	prt	NOUN
fcis-15829	63	62	(	(	PUNCT
fcis-15829	63	63	where	where	SCONJ
fcis-15829	63	64	r	r	NOUN
fcis-15829	63	65	is	be	AUX
fcis-15829	63	66	the	the	DET
fcis-15829	63	67	gas	gas	NOUN
fcis-15829	63	68	constant	constant	ADJ
fcis-15829	63	69	)	)	PUNCT
fcis-15829	63	70	.	.	PUNCT
fcis-15829	64	1	figure	figure	NOUN
fcis-15829	64	2	2	2	NUM
fcis-15829	64	3	.	.	PUNCT
fcis-15829	65	1	changes	change	NOUN
fcis-15829	65	2	of	of	ADP
fcis-15829	65	3	atmospheric	atmospheric	ADJ
fcis-15829	65	4	temperature	temperature	NOUN
fcis-15829	65	5	with	with	ADP
fcis-15829	65	6	height	height	NOUN
fcis-15829	65	7	the	the	DET
fcis-15829	65	8	rrtm	rrtm	NOUN
fcis-15829	65	9	-	-	PUNCT
fcis-15829	65	10	lw	lw	NOUN
fcis-15829	65	11	long	long	ADJ
fcis-15829	65	12	-	-	PUNCT
fcis-15829	65	13	wave	wave	NOUN
fcis-15829	65	14	radiative	radiative	ADJ
fcis-15829	65	15	transmission	transmission	NOUN
fcis-15829	65	16	model	model	NOUN
fcis-15829	65	17	is	be	AUX
fcis-15829	65	18	adopted	adopt	VERB
fcis-15829	65	19	,	,	PUNCT
fcis-15829	65	20	the	the	DET
fcis-15829	65	21	calculation	calculation	NOUN
fcis-15829	65	22	height	height	NOUN
fcis-15829	65	23	is	be	AUX
fcis-15829	65	24	the	the	DET
fcis-15829	65	25	same	same	ADJ
fcis-15829	65	26	,	,	PUNCT
fcis-15829	65	27	only	only	ADV
fcis-15829	65	28	the	the	DET
fcis-15829	65	29	role	role	NOUN
fcis-15829	65	30	of	of	ADP
fcis-15829	65	31	co	co	NOUN
fcis-15829	65	32	gas	gas	NOUN
fcis-15829	65	33	is	be	AUX
fcis-15829	65	34	considered	consider	VERB
fcis-15829	65	35	,	,	PUNCT
fcis-15829	65	36	and	and	CCONJ
fcis-15829	65	37	the	the	DET
fcis-15829	65	38	set	set	PROPN
fcis-15829	65	39	co	co	NOUN
fcis-15829	65	40	volume	volume	NOUN
fcis-15829	65	41	fraction	fraction	NOUN
fcis-15829	65	42	is	be	AUX
fcis-15829	65	43	injected	inject	VERB
fcis-15829	65	44	under	under	ADP
fcis-15829	65	45	the	the	DET
fcis-15829	65	46	standard	standard	ADJ
fcis-15829	65	47	atmosphere	atmosphere	NOUN
fcis-15829	65	48	of	of	ADP
fcis-15829	65	49	the	the	DET
fcis-15829	65	50	united	united	PROPN
fcis-15829	65	51	states	states	PROPN
fcis-15829	65	52	.	.	PUNCT
fcis-15829	66	1	the	the	DET
fcis-15829	66	2	calculated	calculate	VERB
fcis-15829	66	3	results	result	NOUN
fcis-15829	66	4	are	be	AUX
fcis-15829	66	5	compared	compare	VERB
fcis-15829	66	6	to	to	PART
fcis-15829	66	7	obtain	obtain	VERB
fcis-15829	66	8	the	the	DET
fcis-15829	66	9	tropopause	tropopause	NOUN
fcis-15829	66	10	radiation	radiation	NOUN
fcis-15829	66	11	flux	flux	NOUN
fcis-15829	66	12	results	result	NOUN
fcis-15829	66	13	of	of	ADP
fcis-15829	66	14	the	the	DET
fcis-15829	66	15	two	two	NUM
fcis-15829	66	16	,	,	PUNCT
fcis-15829	66	17	and	and	CCONJ
fcis-15829	66	18	the	the	DET
fcis-15829	66	19	calculated	calculate	VERB
fcis-15829	66	20	results	result	NOUN
fcis-15829	66	21	have	have	VERB
fcis-15829	66	22	certain	certain	ADJ
fcis-15829	66	23	errors	error	NOUN
fcis-15829	66	24	:	:	PUNCT
fcis-15829	66	25	a.	a.	NOUN
fcis-15829	66	26	the	the	DET
fcis-15829	66	27	influence	influence	NOUN
fcis-15829	66	28	of	of	ADP
fcis-15829	66	29	different	different	ADJ
fcis-15829	66	30	absorption	absorption	NOUN
fcis-15829	66	31	coefficients	coefficient	NOUN
fcis-15829	66	32	on	on	ADP
fcis-15829	66	33	the	the	DET
fcis-15829	66	34	calculation	calculation	NOUN
fcis-15829	66	35	accuracy	accuracy	NOUN
fcis-15829	66	36	of	of	ADP
fcis-15829	66	37	co	co	NOUN
fcis-15829	66	38	radiation	radiation	NOUN
fcis-15829	66	39	characteristics	characteristic	NOUN
fcis-15829	66	40	.	.	PUNCT
fcis-15829	67	1	the	the	DET
fcis-15829	67	2	absorption	absorption	NOUN
fcis-15829	67	3	coefficients	coefficient	NOUN
fcis-15829	67	4	of	of	ADP
fcis-15829	67	5	rrtm	rrtm	NOUN
fcis-15829	67	6	-	-	PUNCT
fcis-15829	67	7	lw	lw	NOUN
fcis-15829	67	8	long	long	ADJ
fcis-15829	67	9	-	-	PUNCT
fcis-15829	67	10	wave	wave	NOUN
fcis-15829	67	11	radiation	radiation	NOUN
fcis-15829	67	12	transfer	transfer	NOUN
fcis-15829	67	13	model	model	NOUN
fcis-15829	67	14	are	be	AUX
fcis-15829	67	15	calculated	calculate	VERB
fcis-15829	67	16	by	by	ADP
fcis-15829	67	17	lblrtm	lblrtm	PROPN
fcis-15829	67	18	.	.	PUNCT
fcis-15829	68	1	hitran	hitran	PROPN
fcis-15829	68	2	on	on	ADP
fcis-15829	68	3	the	the	DET
fcis-15829	68	4	web	web	NOUN
fcis-15829	68	5	database	database	NOUN
fcis-15829	68	6	is	be	AUX
fcis-15829	68	7	used	use	VERB
fcis-15829	68	8	in	in	ADP
fcis-15829	68	9	this	this	DET
fcis-15829	68	10	model	model	NOUN
fcis-15829	68	11	,	,	PUNCT
fcis-15829	68	12	and	and	CCONJ
fcis-15829	68	13	some	some	DET
fcis-15829	68	14	processing	processing	NOUN
fcis-15829	68	15	is	be	AUX
fcis-15829	68	16	done	do	VERB
fcis-15829	68	17	on	on	ADP
fcis-15829	68	18	it	it	PRON
fcis-15829	68	19	.	.	PUNCT
fcis-15829	69	1	considering	consider	VERB
fcis-15829	69	2	that	that	SCONJ
fcis-15829	69	3	atmospheric	atmospheric	ADJ
fcis-15829	69	4	transfer	transfer	NOUN
fcis-15829	69	5	of	of	ADP
fcis-15829	69	6	radiant	radiant	ADJ
fcis-15829	69	7	energy	energy	NOUN
fcis-15829	69	8	disk	disk	NOUN
fcis-15829	69	9	is	be	AUX
fcis-15829	69	10	a	a	DET
fcis-15829	69	11	very	very	ADV
fcis-15829	69	12	complex	complex	ADJ
fcis-15829	69	13	process	process	NOUN
fcis-15829	69	14	,	,	PUNCT
fcis-15829	69	15	which	which	PRON
fcis-15829	69	16	can	can	AUX
fcis-15829	69	17	not	not	PART
fcis-15829	69	18	be	be	AUX
fcis-15829	69	19	accurately	accurately	ADV
fcis-15829	69	20	described	describe	VERB
fcis-15829	69	21	by	by	ADP
fcis-15829	69	22	mathematical	mathematical	ADJ
fcis-15829	69	23	model	model	NOUN
fcis-15829	69	24	,	,	PUNCT
fcis-15829	69	25	this	this	DET
fcis-15829	69	26	paper	paper	NOUN
fcis-15829	69	27	firstly	firstly	ADV
fcis-15829	69	28	performs	perform	VERB
fcis-15829	69	29	basic	basic	ADJ
fcis-15829	69	30	calculation	calculation	NOUN
fcis-15829	69	31	by	by	ADP
fcis-15829	69	32	simplifying	simplify	VERB
fcis-15829	69	33	the	the	DET
fcis-15829	69	34	basic	basic	ADJ
fcis-15829	69	35	model	model	NOUN
fcis-15829	69	36	of	of	ADP
fcis-15829	69	37	radiant	radiant	ADJ
fcis-15829	69	38	transfer	transfer	NOUN
fcis-15829	69	39	,	,	PUNCT
fcis-15829	69	40	and	and	CCONJ
fcis-15829	69	41	then	then	ADV
fcis-15829	69	42	calculates	calculate	VERB
fcis-15829	69	43	the	the	DET
fcis-15829	69	44	performance	performance	NOUN
fcis-15829	69	45	of	of	ADP
fcis-15829	69	46	thermal	thermal	ADJ
fcis-15829	69	47	imaging	imaging	NOUN
fcis-15829	69	48	system	system	NOUN
fcis-15829	69	49	based	base	VERB
fcis-15829	69	50	on	on	ADP
fcis-15829	69	51	the	the	DET
fcis-15829	69	52	approximate	approximate	ADJ
fcis-15829	69	53	model	model	NOUN
fcis-15829	69	54	obtained	obtain	VERB
fcis-15829	69	55	by	by	ADP
fcis-15829	69	56	rrtm	rrtm	NOUN
fcis-15829	69	57	-	-	PUNCT
fcis-15829	69	58	lw	lw	NOUN
fcis-15829	69	59	radiant	radiant	ADJ
fcis-15829	69	60	transfer	transfer	NOUN
fcis-15829	69	61	model	model	NOUN
fcis-15829	69	62	of	of	ADP
fcis-15829	69	63	tropopause	tropopause	PROPN
fcis-15829	69	64	net	net	ADJ
fcis-15829	69	65	radiant	radiant	PROPN
fcis-15829	69	66	flux	flux	PROPN
fcis-15829	69	67	.	.	PUNCT
fcis-15829	70	1	table	table	NOUN
fcis-15829	70	2	1	1	NUM
fcis-15829	70	3	below	below	ADV
fcis-15829	70	4	shows	show	VERB
fcis-15829	70	5	the	the	DET
fcis-15829	70	6	comparison	comparison	NOUN
fcis-15829	70	7	of	of	ADP
fcis-15829	70	8	the	the	DET
fcis-15829	70	9	two	two	NUM
fcis-15829	70	10	models	model	NOUN
fcis-15829	70	11	.	.	PUNCT
fcis-15829	71	1	there	there	PRON
fcis-15829	71	2	are	be	VERB
fcis-15829	71	3	some	some	DET
fcis-15829	71	4	errors	error	NOUN
fcis-15829	71	5	in	in	ADP
fcis-15829	71	6	the	the	DET
fcis-15829	71	7	calculation	calculation	NOUN
fcis-15829	71	8	results	result	NOUN
fcis-15829	71	9	:	:	PUNCT
fcis-15829	71	10	a.	a.	NOUN
fcis-15829	71	11	the	the	DET
fcis-15829	71	12	influence	influence	NOUN
fcis-15829	71	13	of	of	ADP
fcis-15829	71	14	different	different	ADJ
fcis-15829	71	15	absorption	absorption	NOUN
fcis-15829	71	16	coefficients	coefficient	NOUN
fcis-15829	71	17	on	on	ADP
fcis-15829	71	18	the	the	DET
fcis-15829	71	19	calculation	calculation	NOUN
fcis-15829	71	20	accuracy	accuracy	NOUN
fcis-15829	71	21	of	of	ADP
fcis-15829	71	22	co	co	NOUN
fcis-15829	71	23	radiation	radiation	NOUN
fcis-15829	71	24	characteristics	characteristic	NOUN
fcis-15829	71	25	.	.	PUNCT
fcis-15829	72	1	the	the	DET
fcis-15829	72	2	absorption	absorption	NOUN
fcis-15829	72	3	coefficients	coefficient	NOUN
fcis-15829	72	4	of	of	ADP
fcis-15829	72	5	rrtm	rrtm	NOUN
fcis-15829	72	6	-	-	PUNCT
fcis-15829	72	7	lw	lw	NOUN
fcis-15829	72	8	long	long	ADJ
fcis-15829	72	9	-	-	PUNCT
fcis-15829	72	10	wave	wave	NOUN
fcis-15829	72	11	radiation	radiation	NOUN
fcis-15829	72	12	transmission	transmission	NOUN
fcis-15829	72	13	model	model	NOUN
fcis-15829	72	14	are	be	AUX
fcis-15829	72	15	calculated	calculate	VERB
fcis-15829	72	16	by	by	ADP
fcis-15829	72	17	lblrtm	lblrtm	NOUN
fcis-15829	72	18	,	,	PUNCT
fcis-15829	72	19	and	and	CCONJ
fcis-15829	72	20	hitranon	hitranon	VERB
fcis-15829	72	21	the	the	DET
fcis-15829	72	22	web	web	NOUN
fcis-15829	72	23	database	database	NOUN
fcis-15829	72	24	is	be	AUX
fcis-15829	72	25	used	use	VERB
fcis-15829	72	26	in	in	ADP
fcis-15829	72	27	this	this	DET
fcis-15829	72	28	model	model	NOUN
fcis-15829	72	29	.	.	PUNCT
fcis-15829	73	1	b.	b.	PROPN
fcis-15829	73	2	treatment	treatment	NOUN
fcis-15829	73	3	of	of	ADP
fcis-15829	73	4	radiation	radiation	NOUN
fcis-15829	73	5	transfer	transfer	NOUN
fcis-15829	73	6	equation	equation	NOUN
fcis-15829	73	7	the	the	DET
fcis-15829	73	8	former	former	ADJ
fcis-15829	73	9	can	can	AUX
fcis-15829	73	10	deal	deal	VERB
fcis-15829	73	11	with	with	ADP
fcis-15829	73	12	multiple	multiple	ADJ
fcis-15829	73	13	scattering	scatter	VERB
fcis-15829	73	14	processes	process	NOUN
fcis-15829	73	15	,	,	PUNCT
fcis-15829	73	16	and	and	CCONJ
fcis-15829	73	17	the	the	DET
fcis-15829	73	18	role	role	NOUN
fcis-15829	73	19	of	of	ADP
fcis-15829	73	20	scattering	scattering	NOUN
fcis-15829	73	21	is	be	AUX
fcis-15829	73	22	ignored	ignore	VERB
fcis-15829	73	23	in	in	ADP
fcis-15829	73	24	this	this	DET
fcis-15829	73	25	model	model	NOUN
fcis-15829	73	26	.	.	PUNCT
fcis-15829	74	1	table	table	NOUN
fcis-15829	74	2	1	1	NUM
fcis-15829	74	3	.	.	PUNCT
fcis-15829	74	4	comparison	comparison	NOUN
fcis-15829	74	5	of	of	ADP
fcis-15829	74	6	the	the	DET
fcis-15829	74	7	net	net	ADJ
fcis-15829	74	8	radiation	radiation	NOUN
fcis-15829	74	9	fluxes	flux	NOUN
fcis-15829	74	10	under	under	ADP
fcis-15829	74	11	the	the	DET
fcis-15829	74	12	two	two	NUM
fcis-15829	74	13	models	model	NOUN
fcis-15829	74	14	object	object	VERB
fcis-15829	74	15	before	before	ADP
fcis-15829	74	16	the	the	DET
fcis-15829	74	17	industrial	industrial	ADJ
fcis-15829	74	18	revolution	revolution	NOUN
fcis-15829	74	19	now	now	ADV
fcis-15829	74	20	at	at	ADP
fcis-15829	74	21	a	a	DET
fcis-15829	74	22	certain	certain	ADJ
fcis-15829	74	23	time	time	NOUN
fcis-15829	74	24	at	at	ADP
fcis-15829	74	25	a	a	DET
fcis-15829	74	26	certain	certain	ADJ
fcis-15829	74	27	time	time	NOUN
fcis-15829	74	28	20	20	NUM
fcis-15829	74	29	times	time	NOUN
fcis-15829	74	30	&	&	CCONJ
fcis-15829	74	31	/*10	/*10	NOUN
fcis-15829	74	32	-	-	PUNCT
fcis-15829	74	33	6	6	NUM
fcis-15829	74	34	280	280	NUM
fcis-15829	74	35	391	391	NUM
fcis-15829	74	36	300	300	NUM
fcis-15829	74	37	300	300	NUM
fcis-15829	74	38	simplified	simplify	VERB
fcis-15829	74	39	model(wꞏm-2	model(wꞏm-2	NOUN
fcis-15829	74	40	)	)	PUNCT
fcis-15829	74	41	332.90	332.90	NUM
fcis-15829	74	42	330.60	330.60	NUM
fcis-15829	74	43	332.42	332.42	NUM
fcis-15829	74	44	327.58	327.58	NUM
fcis-15829	74	45	rrtm	rrtm	NOUN
fcis-15829	74	46	-	-	PUNCT
fcis-15829	74	47	lw	lw	NOUN
fcis-15829	74	48	model(wꞏm-2	model(wꞏm-2	NOUN
fcis-15829	74	49	)	)	PUNCT
fcis-15829	74	50	333.48	333.48	NUM
fcis-15829	74	51	330.47	330.47	NUM
fcis-15829	74	52	332.86	332.86	NUM
fcis-15829	74	53	324.99	324.99	NUM
fcis-15829	74	54	percentage	percentage	NOUN
fcis-15829	74	55	difference	difference	NOUN
fcis-15829	74	56	(	(	PUNCT
fcis-15829	74	57	%	%	INTJ
fcis-15829	74	58	)	)	PUNCT
fcis-15829	74	59	-0.17	-0.17	PROPN
fcis-15829	74	60	-0.17	-0.17	PROPN
fcis-15829	74	61	-0.13	-0.13	NUM
fcis-15829	74	62	0.80	0.80	NUM
fcis-15829	74	63	by	by	ADP
fcis-15829	74	64	solving	solve	VERB
fcis-15829	74	65	one	one	NUM
fcis-15829	74	66	-	-	PUNCT
fcis-15829	74	67	dimensional	dimensional	ADJ
fcis-15829	74	68	radiation	radiation	NOUN
fcis-15829	74	69	transfer	transfer	NOUN
fcis-15829	74	70	equation	equation	NOUN
fcis-15829	74	71	,	,	PUNCT
fcis-15829	74	72	the	the	DET
fcis-15829	74	73	influence	influence	NOUN
fcis-15829	74	74	of	of	ADP
fcis-15829	74	75	co2	co2	NOUN
fcis-15829	74	76	on	on	ADP
fcis-15829	74	77	the	the	DET
fcis-15829	74	78	net	net	ADJ
fcis-15829	74	79	radiation	radiation	NOUN
fcis-15829	74	80	flux	flux	NOUN
fcis-15829	74	81	in	in	ADP
fcis-15829	74	82	each	each	DET
fcis-15829	74	83	layer	layer	NOUN
fcis-15829	74	84	of	of	ADP
fcis-15829	74	85	the	the	DET
fcis-15829	74	86	atmosphere	atmosphere	NOUN
fcis-15829	74	87	and	and	CCONJ
fcis-15829	74	88	the	the	DET
fcis-15829	74	89	radiative	radiative	ADJ
fcis-15829	74	90	forcing	forcing	NOUN
fcis-15829	74	91	caused	cause	VERB
fcis-15829	74	92	by	by	ADP
fcis-15829	74	93	the	the	DET
fcis-15829	74	94	change	change	NOUN
fcis-15829	74	95	of	of	ADP
fcis-15829	74	96	co2	co2	NOUN
fcis-15829	74	97	volume	volume	NOUN
fcis-15829	74	98	fraction	fraction	NOUN
fcis-15829	74	99	are	be	AUX
fcis-15829	74	100	calculated	calculate	VERB
fcis-15829	74	101	.	.	PUNCT
fcis-15829	75	1	this	this	PRON
fcis-15829	75	2	simplified	simplify	VERB
fcis-15829	75	3	radiative	radiative	ADJ
fcis-15829	75	4	transfer	transfer	NOUN
fcis-15829	75	5	equation	equation	NOUN
fcis-15829	75	6	model	model	NOUN
fcis-15829	75	7	can	can	AUX
fcis-15829	75	8	calculate	calculate	VERB
fcis-15829	75	9	the	the	DET
fcis-15829	75	10	net	net	ADJ
fcis-15829	75	11	radiative	radiative	ADJ
fcis-15829	75	12	flux	flux	NOUN
fcis-15829	75	13	of	of	ADP
fcis-15829	75	14	any	any	DET
fcis-15829	75	15	layer	layer	NOUN
fcis-15829	75	16	on	on	ADP
fcis-15829	75	17	the	the	DET
fcis-15829	75	18	one	one	NUM
fcis-15829	75	19	hand	hand	NOUN
fcis-15829	75	20	,	,	PUNCT
fcis-15829	75	21	and	and	CCONJ
fcis-15829	75	22	predict	predict	VERB
fcis-15829	75	23	the	the	DET
fcis-15829	75	24	radiative	radiative	ADJ
fcis-15829	75	25	forcing	force	VERB
fcis-15829	75	26	value	value	NOUN
fcis-15829	75	27	when	when	SCONJ
fcis-15829	75	28	the	the	DET
fcis-15829	75	29	co	co	X
fcis-15829	75	30	volume	volume	NOUN
fcis-15829	75	31	fraction	fraction	NOUN
fcis-15829	75	32	changes	change	NOUN
fcis-15829	75	33	[	[	X
fcis-15829	75	34	12	12	NUM
fcis-15829	75	35	]	]	PUNCT
fcis-15829	75	36	.	.	PUNCT
fcis-15829	76	1	the	the	DET
fcis-15829	76	2	comparison	comparison	NOUN
fcis-15829	76	3	with	with	ADP
fcis-15829	76	4	the	the	DET
fcis-15829	76	5	results	result	NOUN
fcis-15829	76	6	of	of	ADP
fcis-15829	76	7	rrtm	rrtm	NOUN
fcis-15829	76	8	model	model	NOUN
fcis-15829	76	9	shows	show	VERB
fcis-15829	76	10	that	that	SCONJ
fcis-15829	76	11	the	the	DET
fcis-15829	76	12	one	one	NUM
fcis-15829	76	13	-	-	PUNCT
fcis-15829	76	14	dimensional	dimensional	ADJ
fcis-15829	76	15	radiation	radiation	NOUN
fcis-15829	76	16	transfer	transfer	NOUN
fcis-15829	76	17	model	model	NOUN
fcis-15829	76	18	proposed	propose	VERB
fcis-15829	76	19	in	in	ADP
fcis-15829	76	20	this	this	DET
fcis-15829	76	21	paper	paper	NOUN
fcis-15829	76	22	can	can	AUX
fcis-15829	76	23	accurately	accurately	ADV
fcis-15829	76	24	and	and	CCONJ
fcis-15829	76	25	quickly	quickly	ADV
fcis-15829	76	26	predict	predict	VERB
fcis-15829	76	27	the	the	DET
fcis-15829	76	28	greenhouse	greenhouse	NOUN
fcis-15829	76	29	effect	effect	NOUN
fcis-15829	76	30	of	of	ADP
fcis-15829	76	31	various	various	ADJ
fcis-15829	76	32	greenhouse	greenhouse	NOUN
fcis-15829	76	33	gases	gas	NOUN
fcis-15829	76	34	and	and	CCONJ
fcis-15829	76	35	their	their	PRON
fcis-15829	76	36	effects	effect	NOUN
fcis-15829	76	37	on	on	ADP
fcis-15829	76	38	global	global	ADJ
fcis-15829	76	39	temperature	temperature	NOUN
fcis-15829	76	40	.	.	PUNCT
fcis-15829	77	1	135	135	NUM
fcis-15829	77	2	4	4	NUM
fcis-15829	77	3	.	.	PUNCT
fcis-15829	77	4	conclusion	conclusion	NOUN
fcis-15829	77	5	in	in	ADP
fcis-15829	77	6	large	large	ADJ
fcis-15829	77	7	-	-	PUNCT
fcis-15829	77	8	scale	scale	NOUN
fcis-15829	77	9	science	science	NOUN
fcis-15829	77	10	and	and	CCONJ
fcis-15829	77	11	engineering	engineering	NOUN
fcis-15829	77	12	computing	computing	NOUN
fcis-15829	77	13	,	,	PUNCT
fcis-15829	77	14	there	there	PRON
fcis-15829	77	15	are	be	VERB
fcis-15829	77	16	often	often	ADV
fcis-15829	77	17	massive	massive	ADJ
fcis-15829	77	18	data	datum	NOUN
fcis-15829	77	19	processing	processing	NOUN
fcis-15829	77	20	work	work	NOUN
fcis-15829	77	21	carried	carry	VERB
fcis-15829	77	22	out	out	ADP
fcis-15829	77	23	on	on	ADP
fcis-15829	77	24	supercomputer	supercomputer	NOUN
fcis-15829	77	25	systems	system	NOUN
fcis-15829	77	26	,	,	PUNCT
fcis-15829	77	27	and	and	CCONJ
fcis-15829	77	28	high	high	ADJ
fcis-15829	77	29	performance	performance	NOUN
fcis-15829	77	30	computing	computing	NOUN
fcis-15829	77	31	can	can	AUX
fcis-15829	77	32	be	be	AUX
fcis-15829	77	33	used	use	VERB
fcis-15829	77	34	to	to	PART
fcis-15829	77	35	complete	complete	VERB
fcis-15829	77	36	this	this	DET
fcis-15829	77	37	work	work	NOUN
fcis-15829	77	38	,	,	PUNCT
fcis-15829	77	39	including	include	VERB
fcis-15829	77	40	supercomputing	supercompute	VERB
fcis-15829	77	41	and	and	CCONJ
fcis-15829	77	42	parallel	parallel	ADJ
fcis-15829	77	43	computing	computing	NOUN
fcis-15829	77	44	.	.	PUNCT
fcis-15829	78	1	with	with	ADP
fcis-15829	78	2	the	the	DET
fcis-15829	78	3	comprehensive	comprehensive	ADJ
fcis-15829	78	4	arrival	arrival	NOUN
fcis-15829	78	5	of	of	ADP
fcis-15829	78	6	the	the	DET
fcis-15829	78	7	technology	technology	NOUN
fcis-15829	78	8	information	information	NOUN
fcis-15829	78	9	age	age	NOUN
fcis-15829	78	10	,	,	PUNCT
fcis-15829	78	11	the	the	DET
fcis-15829	78	12	total	total	ADJ
fcis-15829	78	13	amount	amount	NOUN
fcis-15829	78	14	of	of	ADP
fcis-15829	78	15	data	datum	NOUN
fcis-15829	78	16	generated	generate	VERB
fcis-15829	78	17	by	by	ADP
fcis-15829	78	18	various	various	ADJ
fcis-15829	78	19	industries	industry	NOUN
fcis-15829	78	20	is	be	AUX
fcis-15829	78	21	close	close	ADJ
fcis-15829	78	22	to	to	ADP
fcis-15829	78	23	eb	eb	PROPN
fcis-15829	78	24	level	level	NOUN
fcis-15829	78	25	every	every	DET
fcis-15829	78	26	year	year	NOUN
fcis-15829	78	27	,	,	PUNCT
fcis-15829	78	28	and	and	CCONJ
fcis-15829	78	29	high	high	ADJ
fcis-15829	78	30	performance	performance	NOUN
fcis-15829	78	31	computing	computing	NOUN
fcis-15829	78	32	provides	provide	VERB
fcis-15829	78	33	the	the	DET
fcis-15829	78	34	basis	basis	NOUN
fcis-15829	78	35	for	for	ADP
fcis-15829	78	36	extracting	extract	VERB
fcis-15829	78	37	useful	useful	ADJ
fcis-15829	78	38	information	information	NOUN
fcis-15829	78	39	from	from	ADP
fcis-15829	78	40	these	these	DET
fcis-15829	78	41	massive	massive	ADJ
fcis-15829	78	42	amounts	amount	NOUN
fcis-15829	78	43	of	of	ADP
fcis-15829	78	44	information	information	NOUN
fcis-15829	78	45	.	.	PUNCT
fcis-15829	79	1	at	at	ADP
fcis-15829	79	2	the	the	DET
fcis-15829	79	3	same	same	ADJ
fcis-15829	79	4	time	time	NOUN
fcis-15829	79	5	,	,	PUNCT
fcis-15829	79	6	more	more	ADJ
fcis-15829	79	7	and	and	CCONJ
fcis-15829	79	8	more	more	ADJ
fcis-15829	79	9	industries	industry	NOUN
fcis-15829	79	10	need	need	VERB
fcis-15829	79	11	to	to	PART
fcis-15829	79	12	conduct	conduct	VERB
fcis-15829	79	13	more	more	ADV
fcis-15829	79	14	accurate	accurate	ADJ
fcis-15829	79	15	simulation	simulation	NOUN
fcis-15829	79	16	calculations	calculation	NOUN
fcis-15829	79	17	,	,	PUNCT
fcis-15829	79	18	such	such	ADJ
fcis-15829	79	19	as	as	SCONJ
fcis-15829	79	20	groundwater	groundwater	NOUN
fcis-15829	79	21	treatment	treatment	NOUN
fcis-15829	79	22	needs	need	VERB
fcis-15829	79	23	to	to	PART
fcis-15829	79	24	simulate	simulate	VERB
fcis-15829	79	25	the	the	DET
fcis-15829	79	26	fluid	fluid	ADJ
fcis-15829	79	27	calculation	calculation	NOUN
fcis-15829	79	28	;	;	PUNCT
fcis-15829	79	29	in	in	ADP
fcis-15829	79	30	medicine	medicine	NOUN
fcis-15829	79	31	,	,	PUNCT
fcis-15829	79	32	three	three	NUM
fcis-15829	79	33	-	-	PUNCT
fcis-15829	79	34	dimensional	dimensional	ADJ
fcis-15829	79	35	ultrasonic	ultrasonic	ADJ
fcis-15829	79	36	data	datum	NOUN
fcis-15829	79	37	needs	need	VERB
fcis-15829	79	38	to	to	PART
fcis-15829	79	39	be	be	AUX
fcis-15829	79	40	converted	convert	VERB
fcis-15829	79	41	and	and	CCONJ
fcis-15829	79	42	calculated	calculate	VERB
fcis-15829	79	43	into	into	ADP
fcis-15829	79	44	3d	3d	NUM
fcis-15829	79	45	images	image	NOUN
fcis-15829	79	46	to	to	PART
fcis-15829	79	47	provide	provide	VERB
fcis-15829	79	48	doctors	doctor	NOUN
fcis-15829	79	49	with	with	ADP
fcis-15829	79	50	diagnosis	diagnosis	NOUN
fcis-15829	79	51	;	;	PUNCT
fcis-15829	79	52	and	and	CCONJ
fcis-15829	79	53	more	more	ADV
fcis-15829	79	54	complex	complex	ADJ
fcis-15829	79	55	numerical	numerical	ADJ
fcis-15829	79	56	weather	weather	NOUN
fcis-15829	79	57	forecasting	forecasting	NOUN
fcis-15829	79	58	needs	need	VERB
fcis-15829	79	59	to	to	PART
fcis-15829	79	60	simulate	simulate	VERB
fcis-15829	79	61	gas	gas	NOUN
fcis-15829	79	62	movement	movement	NOUN
fcis-15829	79	63	,	,	PUNCT
fcis-15829	79	64	radiation	radiation	NOUN
fcis-15829	79	65	transmission	transmission	NOUN
fcis-15829	79	66	,	,	PUNCT
fcis-15829	79	67	water	water	NOUN
fcis-15829	79	68	vapor	vapor	NOUN
fcis-15829	79	69	cycle	cycle	NOUN
fcis-15829	79	70	,	,	PUNCT
fcis-15829	79	71	etc	etc	X
fcis-15829	79	72	.	.	X
fcis-15829	80	1	these	these	DET
fcis-15829	80	2	numerical	numerical	PROPN
fcis-15829	80	3	simulation	simulation	PROPN
fcis-15829	80	4	contents	content	NOUN
fcis-15829	80	5	are	be	AUX
fcis-15829	80	6	the	the	DET
fcis-15829	80	7	core	core	ADJ
fcis-15829	80	8	content	content	NOUN
fcis-15829	80	9	of	of	ADP
fcis-15829	80	10	climate	climate	PROPN
fcis-15829	80	11	numerical	numerical	PROPN
fcis-15829	80	12	forecasting	forecasting	NOUN
fcis-15829	80	13	,	,	PUNCT
fcis-15829	80	14	and	and	CCONJ
fcis-15829	80	15	their	their	PRON
fcis-15829	80	16	calculation	calculation	NOUN
fcis-15829	80	17	amount	amount	NOUN
fcis-15829	80	18	is	be	AUX
fcis-15829	80	19	huge	huge	ADJ
fcis-15829	80	20	.	.	PUNCT
fcis-15829	81	1	different	different	ADJ
fcis-15829	81	2	from	from	ADP
fcis-15829	81	3	other	other	ADJ
fcis-15829	81	4	types	type	NOUN
fcis-15829	81	5	of	of	ADP
fcis-15829	81	6	numerical	numerical	ADJ
fcis-15829	81	7	simulation	simulation	PROPN
fcis-15829	81	8	,	,	PUNCT
fcis-15829	81	9	weather	weather	NOUN
fcis-15829	81	10	forecasting	forecasting	NOUN
fcis-15829	81	11	requires	require	VERB
fcis-15829	81	12	high	high	ADJ
fcis-15829	81	13	timeliness	timeliness	NOUN
fcis-15829	81	14	,	,	PUNCT
fcis-15829	81	15	so	so	ADV
fcis-15829	81	16	high	high	ADJ
fcis-15829	81	17	performance	performance	NOUN
fcis-15829	81	18	computing	computing	NOUN
fcis-15829	81	19	provides	provide	VERB
fcis-15829	81	20	an	an	DET
fcis-15829	81	21	important	important	ADJ
fcis-15829	81	22	basis	basis	NOUN
fcis-15829	81	23	for	for	ADP
fcis-15829	81	24	the	the	DET
fcis-15829	81	25	development	development	NOUN
fcis-15829	81	26	of	of	ADP
fcis-15829	81	27	weather	weather	NOUN
fcis-15829	81	28	forecasting	forecasting	NOUN
fcis-15829	81	29	.	.	PUNCT
fcis-15829	82	1	the	the	DET
fcis-15829	82	2	carbon	carbon	NOUN
fcis-15829	82	3	dioxide	dioxide	NOUN
fcis-15829	82	4	concentration	concentration	NOUN
fcis-15829	82	5	model	model	NOUN
fcis-15829	82	6	of	of	ADP
fcis-15829	82	7	radiation	radiation	NOUN
fcis-15829	82	8	transmission	transmission	NOUN
fcis-15829	82	9	studied	study	VERB
fcis-15829	82	10	in	in	ADP
fcis-15829	82	11	this	this	DET
fcis-15829	82	12	paper	paper	NOUN
fcis-15829	82	13	is	be	AUX
fcis-15829	82	14	divided	divide	VERB
fcis-15829	82	15	into	into	ADP
fcis-15829	82	16	long	long	ADJ
fcis-15829	82	17	-	-	PUNCT
fcis-15829	82	18	wave	wave	NOUN
fcis-15829	82	19	radiation	radiation	NOUN
fcis-15829	82	20	and	and	CCONJ
fcis-15829	82	21	short	short	ADJ
fcis-15829	82	22	-	-	PUNCT
fcis-15829	82	23	wave	wave	NOUN
fcis-15829	82	24	radiation	radiation	NOUN
fcis-15829	82	25	.	.	PUNCT
fcis-15829	83	1	the	the	DET
fcis-15829	83	2	short	short	ADJ
fcis-15829	83	3	-	-	PUNCT
fcis-15829	83	4	wave	wave	NOUN
fcis-15829	83	5	radiation	radiation	NOUN
fcis-15829	83	6	is	be	AUX
fcis-15829	83	7	mainly	mainly	ADV
fcis-15829	83	8	the	the	DET
fcis-15829	83	9	radiation	radiation	NOUN
fcis-15829	83	10	emitted	emit	VERB
fcis-15829	83	11	by	by	ADP
fcis-15829	83	12	the	the	DET
fcis-15829	83	13	sun	sun	NOUN
fcis-15829	83	14	,	,	PUNCT
fcis-15829	83	15	and	and	CCONJ
fcis-15829	83	16	after	after	SCONJ
fcis-15829	83	17	the	the	DET
fcis-15829	83	18	earth	earth	NOUN
fcis-15829	83	19	's	's	PART
fcis-15829	83	20	surface	surface	NOUN
fcis-15829	83	21	and	and	CCONJ
fcis-15829	83	22	atmosphere	atmosphere	NOUN
fcis-15829	83	23	absorb	absorb	VERB
fcis-15829	83	24	the	the	DET
fcis-15829	83	25	solar	solar	ADJ
fcis-15829	83	26	radiation	radiation	NOUN
fcis-15829	83	27	,	,	PUNCT
fcis-15829	83	28	it	it	PRON
fcis-15829	83	29	will	will	AUX
fcis-15829	83	30	emit	emit	VERB
fcis-15829	83	31	long	long	ADJ
fcis-15829	83	32	-	-	PUNCT
fcis-15829	83	33	wave	wave	NOUN
fcis-15829	83	34	radiation	radiation	NOUN
fcis-15829	83	35	:	:	PUNCT
fcis-15829	83	36	due	due	ADP
fcis-15829	83	37	to	to	ADP
fcis-15829	83	38	the	the	DET
fcis-15829	83	39	physical	physical	ADJ
fcis-15829	83	40	characteristics	characteristic	NOUN
fcis-15829	83	41	of	of	ADP
fcis-15829	83	42	long	long	ADJ
fcis-15829	83	43	-	-	PUNCT
fcis-15829	83	44	wave	wave	NOUN
fcis-15829	83	45	radiation	radiation	NOUN
fcis-15829	83	46	,	,	PUNCT
fcis-15829	83	47	only	only	ADV
fcis-15829	83	48	the	the	DET
fcis-15829	83	49	absorption	absorption	NOUN
fcis-15829	83	50	of	of	ADP
fcis-15829	83	51	long	long	ADJ
fcis-15829	83	52	-	-	PUNCT
fcis-15829	83	53	wave	wave	NOUN
fcis-15829	83	54	radiation	radiation	NOUN
fcis-15829	83	55	by	by	ADP
fcis-15829	83	56	the	the	DET
fcis-15829	83	57	atmosphere	atmosphere	NOUN
fcis-15829	83	58	is	be	AUX
fcis-15829	83	59	considered	consider	VERB
fcis-15829	83	60	in	in	ADP
fcis-15829	83	61	most	most	ADJ
fcis-15829	83	62	cases	case	NOUN
fcis-15829	83	63	.	.	PUNCT
fcis-15829	84	1	to	to	PART
fcis-15829	84	2	simulate	simulate	VERB
fcis-15829	84	3	climate	climate	NOUN
fcis-15829	84	4	change	change	NOUN
fcis-15829	84	5	,	,	PUNCT
fcis-15829	84	6	the	the	DET
fcis-15829	84	7	simulation	simulation	NOUN
fcis-15829	84	8	of	of	ADP
fcis-15829	84	9	the	the	DET
fcis-15829	84	10	radiative	radiative	ADJ
fcis-15829	84	11	transfer	transfer	NOUN
fcis-15829	84	12	of	of	ADP
fcis-15829	84	13	heat	heat	NOUN
fcis-15829	84	14	is	be	AUX
fcis-15829	84	15	critical	critical	ADJ
fcis-15829	84	16	:	:	PUNCT
fcis-15829	84	17	it	it	PRON
fcis-15829	84	18	is	be	AUX
fcis-15829	84	19	therefore	therefore	ADV
fcis-15829	84	20	important	important	ADJ
fcis-15829	84	21	to	to	PART
fcis-15829	84	22	simulate	simulate	VERB
fcis-15829	84	23	the	the	DET
fcis-15829	84	24	radiative	radiative	ADJ
fcis-15829	84	25	transfer	transfer	NOUN
fcis-15829	84	26	accurately	accurately	ADV
fcis-15829	84	27	and	and	CCONJ
fcis-15829	84	28	quickly	quickly	ADV
fcis-15829	84	29	in	in	ADP
fcis-15829	84	30	all	all	DET
fcis-15829	84	31	atmospheric	atmospheric	ADJ
fcis-15829	84	32	models	model	NOUN
fcis-15829	84	33	.	.	PUNCT
fcis-15829	85	1	based	base	VERB
fcis-15829	85	2	on	on	ADP
fcis-15829	85	3	the	the	DET
fcis-15829	85	4	basic	basic	ADJ
fcis-15829	85	5	radiation	radiation	NOUN
fcis-15829	85	6	model	model	NOUN
fcis-15829	85	7	:	:	PUNCT
fcis-15829	85	8	line	line	NOUN
fcis-15829	85	9	-	-	PUNCT
fcis-15829	85	10	by	by	ADP
fcis-15829	85	11	-	-	PUNCT
fcis-15829	85	12	line	line	NOUN
fcis-15829	85	13	radiative	radiative	ADJ
fcis-15829	85	14	transfermodel	transfermodel	PROPN
fcis-15829	85	15	(	(	PUNCT
fcis-15829	85	16	lblrtm	lblrtm	PROPN
fcis-15829	85	17	)	)	PUNCT
fcis-15829	85	18	,	,	PUNCT
fcis-15829	85	19	the	the	DET
fcis-15829	85	20	us	us	PROPN
fcis-15829	85	21	national	national	ADJ
fcis-15829	85	22	center	center	NOUN
fcis-15829	85	23	for	for	ADP
fcis-15829	85	24	atmospheric	atmospheric	PROPN
fcis-15829	85	25	environmental	environmental	ADJ
fcis-15829	85	26	research	research	NOUN
fcis-15829	85	27	(	(	PUNCT
fcis-15829	85	28	ncar	ncar	NOUN
fcis-15829	85	29	)	)	PUNCT
fcis-15829	85	30	developed	develop	VERB
fcis-15829	85	31	the	the	DET
fcis-15829	85	32	rapid	rapid	ADJ
fcis-15829	85	33	radiative	radiative	ADJ
fcis-15829	85	34	transfer	transfer	NOUN
fcis-15829	85	35	model	model	NOUN
fcis-15829	85	36	rrtms	rrtms	NOUN
fcis-15829	85	37	,	,	PUNCT
fcis-15829	85	38	it	it	PRON
fcis-15829	85	39	simulates	simulate	VERB
fcis-15829	85	40	and	and	CCONJ
fcis-15829	85	41	calculates	calculate	VERB
fcis-15829	85	42	atmospheric	atmospheric	ADJ
fcis-15829	85	43	radiation	radiation	NOUN
fcis-15829	85	44	transfer	transfer	NOUN
fcis-15829	85	45	through	through	ADP
fcis-15829	85	46	the	the	DET
fcis-15829	85	47	parameterization	parameterization	NOUN
fcis-15829	85	48	of	of	ADP
fcis-15829	85	49	atmospheric	atmospheric	ADJ
fcis-15829	85	50	radiation	radiation	NOUN
fcis-15829	85	51	flux	flux	NOUN
fcis-15829	85	52	and	and	CCONJ
fcis-15829	85	53	heating	heating	NOUN
fcis-15829	85	54	rate	rate	NOUN
fcis-15829	85	55	.	.	PUNCT
fcis-15829	86	1	in	in	ADP
fcis-15829	86	2	addition	addition	NOUN
fcis-15829	86	3	,	,	PUNCT
fcis-15829	86	4	in	in	ADP
fcis-15829	86	5	order	order	NOUN
fcis-15829	86	6	to	to	PART
fcis-15829	86	7	better	well	ADV
fcis-15829	86	8	apply	apply	VERB
fcis-15829	86	9	the	the	DET
fcis-15829	86	10	radiative	radiative	ADJ
fcis-15829	86	11	transfer	transfer	NOUN
fcis-15829	86	12	model	model	NOUN
fcis-15829	86	13	to	to	ADP
fcis-15829	86	14	the	the	DET
fcis-15829	86	15	general	general	ADJ
fcis-15829	86	16	circulation	circulation	NOUN
fcis-15829	86	17	model	model	NOUN
fcis-15829	86	18	gcms	gcms	PROPN
fcis-15829	86	19	,	,	PUNCT
fcis-15829	86	20	ncar	ncar	NOUN
fcis-15829	86	21	also	also	ADV
fcis-15829	86	22	developed	develop	VERB
fcis-15829	86	23	the	the	DET
fcis-15829	86	24	rrtmg	rrtmg	ADJ
fcis-15829	86	25	scheme	scheme	NOUN
fcis-15829	86	26	:	:	PUNCT
fcis-15829	86	27	compared	compare	VERB
fcis-15829	86	28	with	with	ADP
fcis-15829	86	29	rrtm	rrtm	NOUN
fcis-15829	86	30	,	,	PUNCT
fcis-15829	86	31	rrtmg	rrtmg	NOUN
fcis-15829	86	32	is	be	AUX
fcis-15829	86	33	faster	fast	ADJ
fcis-15829	86	34	and	and	CCONJ
fcis-15829	86	35	more	more	ADV
fcis-15829	86	36	accurate	accurate	ADJ
fcis-15829	86	37	in	in	ADP
fcis-15829	86	38	the	the	DET
fcis-15829	86	39	circulation	circulation	NOUN
fcis-15829	86	40	model	model	NOUN
fcis-15829	86	41	.	.	PUNCT
fcis-15829	87	1	compared	compare	VERB
fcis-15829	87	2	to	to	ADP
fcis-15829	87	3	the	the	DET
fcis-15829	87	4	rrtm	rrtm	ADJ
fcis-15829	87	5	long	long	ADJ
fcis-15829	87	6	-	-	PUNCT
fcis-15829	87	7	wave	wave	NOUN
fcis-15829	87	8	radiation	radiation	NOUN
fcis-15829	87	9	scheme	scheme	NOUN
fcis-15829	87	10	(	(	PUNCT
fcis-15829	87	11	rrtm	rrtm	PROPN
fcis-15829	87	12	lw	lw	PROPN
fcis-15829	87	13	)	)	PUNCT
fcis-15829	87	14	,	,	PUNCT
fcis-15829	87	15	the	the	DET
fcis-15829	87	16	rrtmg	rrtmg	ADJ
fcis-15829	87	17	long	long	ADJ
fcis-15829	87	18	-	-	PUNCT
fcis-15829	87	19	wave	wave	NOUN
fcis-15829	87	20	radiation	radiation	NOUN
fcis-15829	87	21	scheme	scheme	NOUN
fcis-15829	87	22	(	(	PUNCT
fcis-15829	87	23	rrtmg	rrtmg	PROPN
fcis-15829	87	24	-	-	PUNCT
fcis-15829	87	25	lw	lw	NOUN
fcis-15829	87	26	)	)	PUNCT
fcis-15829	87	27	contains	contain	VERB
fcis-15829	87	28	a	a	DET
fcis-15829	87	29	number	number	NOUN
fcis-15829	87	30	of	of	ADP
fcis-15829	87	31	modifications	modification	NOUN
fcis-15829	87	32	:(	:(	PROPN
fcis-15829	87	33	1	1	X
fcis-15829	87	34	)	)	PUNCT
fcis-15829	87	35	a	a	DET
fcis-15829	87	36	computationally	computationally	ADV
fcis-15829	87	37	more	more	ADV
fcis-15829	87	38	efficient	efficient	ADJ
fcis-15829	87	39	radiative	radiative	ADJ
fcis-15829	87	40	transfer	transfer	NOUN
fcis-15829	87	41	calculation	calculation	NOUN
fcis-15829	87	42	method	method	NOUN
fcis-15829	87	43	is	be	AUX
fcis-15829	87	44	adopted	adopt	VERB
fcis-15829	87	45	,	,	PUNCT
fcis-15829	87	46	and	and	CCONJ
fcis-15829	87	47	the	the	DET
fcis-15829	87	48	radiative	radiative	ADJ
fcis-15829	87	49	efficiency	efficiency	NOUN
fcis-15829	87	50	of	of	ADP
fcis-15829	87	51	all	all	DET
fcis-15829	87	52	atmospheric	atmospheric	ADJ
fcis-15829	87	53	gases	gas	NOUN
fcis-15829	87	54	is	be	AUX
fcis-15829	87	55	included	include	VERB
fcis-15829	87	56	;	;	PUNCT
fcis-15829	87	57	(	(	PUNCT
fcis-15829	87	58	2	2	X
fcis-15829	87	59	)	)	PUNCT
fcis-15829	87	60	absorption	absorption	NOUN
fcis-15829	87	61	and	and	CCONJ
fcis-15829	87	62	scattering	scattering	NOUN
fcis-15829	87	63	of	of	ADP
fcis-15829	87	64	liquids	liquid	NOUN
fcis-15829	87	65	,	,	PUNCT
fcis-15829	87	66	ice	ice	NOUN
fcis-15829	87	67	clouds	cloud	NOUN
fcis-15829	87	68	,	,	PUNCT
fcis-15829	87	69	and	and	CCONJ
fcis-15829	87	70	aerosols	aerosol	NOUN
fcis-15829	87	71	are	be	AUX
fcis-15829	87	72	considered	consider	VERB
fcis-15829	87	73	:(	:(	NOUN
fcis-15829	87	74	3	3	X
fcis-15829	87	75	)	)	PUNCT
fcis-15829	87	76	monte	monte	PROPN
fcis-15829	87	77	carlo	carlo	PROPN
fcis-15829	87	78	independent	independent	PROPN
fcis-15829	87	79	line	line	PROPN
fcis-15829	87	80	approximation	approximation	NOUN
fcis-15829	87	81	mc	mc	PROPN
fcis-15829	87	82	ica	ica	PROPN
fcis-15829	87	83	is	be	AUX
fcis-15829	87	84	added	add	VERB
fcis-15829	87	85	to	to	PART
fcis-15829	87	86	represent	represent	VERB
fcis-15829	87	87	random	random	ADJ
fcis-15829	87	88	subgrid	subgrid	ADJ
fcis-15829	87	89	cloud	cloud	NOUN
fcis-15829	87	90	change	change	NOUN
fcis-15829	87	91	rates	rate	NOUN
fcis-15829	87	92	,	,	PUNCT
fcis-15829	87	93	maximum	maximum	ADJ
fcis-15829	87	94	random	random	ADJ
fcis-15829	87	95	subgrid	subgrid	ADJ
fcis-15829	87	96	cloud	cloud	NOUN
fcis-15829	87	97	change	change	NOUN
fcis-15829	87	98	rates	rate	NOUN
fcis-15829	87	99	,	,	PUNCT
fcis-15829	87	100	and	and	CCONJ
fcis-15829	87	101	maximum	maximum	ADJ
fcis-15829	87	102	cloud	cloud	ADJ
fcis-15829	87	103	overlay	overlay	NOUN
fcis-15829	87	104	options	option	NOUN
fcis-15829	87	105	.	.	PUNCT
fcis-15829	88	1	if	if	SCONJ
fcis-15829	88	2	you	you	PRON
fcis-15829	88	3	follow	follow	VERB
fcis-15829	88	4	the	the	DET
fcis-15829	88	5	“	"	PUNCT
fcis-15829	88	6	checklist	checklist	NOUN
fcis-15829	88	7	”	"	PUNCT
fcis-15829	88	8	your	your	PRON
fcis-15829	88	9	paper	paper	NOUN
fcis-15829	88	10	will	will	AUX
fcis-15829	88	11	conform	conform	VERB
fcis-15829	88	12	to	to	ADP
fcis-15829	88	13	the	the	DET
fcis-15829	88	14	requirements	requirement	NOUN
fcis-15829	88	15	of	of	ADP
fcis-15829	88	16	the	the	DET
fcis-15829	88	17	publisher	publisher	NOUN
fcis-15829	88	18	and	and	CCONJ
fcis-15829	88	19	facilitate	facilitate	VERB
fcis-15829	88	20	a	a	DET
fcis-15829	88	21	problem	problem	NOUN
fcis-15829	88	22	-	-	PUNCT
fcis-15829	88	23	free	free	ADJ
fcis-15829	88	24	publication	publication	NOUN
fcis-15829	88	25	process	process	NOUN
fcis-15829	88	26	.	.	PUNCT
fcis-15829	89	1	acknowledgments	acknowledgment	NOUN
fcis-15829	89	2	special	special	ADJ
fcis-15829	89	3	acknowledgment	acknowledgment	NOUN
fcis-15829	89	4	goes	go	VERB
fcis-15829	89	5	to	to	ADP
fcis-15829	89	6	the	the	DET
fcis-15829	89	7	che	che	NOUN
fcis-15829	89	8	and	and	CCONJ
fcis-15829	89	9	his	his	PRON
fcis-15829	89	10	coauthors	coauthor	NOUN
fcis-15829	89	11	behind	behind	ADP
fcis-15829	89	12	'	'	PUNCT
fcis-15829	89	13	enhancing	enhance	VERB
fcis-15829	89	14	multimodal	multimodal	ADJ
fcis-15829	89	15	understanding	understanding	NOUN
fcis-15829	89	16	with	with	ADP
fcis-15829	89	17	clip	clip	NOUN
fcis-15829	89	18	-	-	PUNCT
fcis-15829	89	19	based	base	VERB
fcis-15829	89	20	image	image	NOUN
fcis-15829	89	21	-	-	PUNCT
fcis-15829	89	22	to	to	ADP
fcis-15829	89	23	-	-	PUNCT
fcis-15829	89	24	text	text	NOUN
fcis-15829	89	25	transformation	transformation	NOUN
fcis-15829	89	26	'	'	PUNCT
fcis-15829	89	27	.	.	PUNCT
fcis-15829	90	1	this	this	DET
fcis-15829	90	2	paper	paper	NOUN
fcis-15829	90	3	discusses	discuss	VERB
fcis-15829	90	4	the	the	DET
fcis-15829	90	5	crucial	crucial	ADJ
fcis-15829	90	6	and	and	CCONJ
fcis-15829	90	7	complex	complex	ADJ
fcis-15829	90	8	task	task	NOUN
fcis-15829	90	9	of	of	ADP
fcis-15829	90	10	converting	convert	VERB
fcis-15829	90	11	input	input	NOUN
fcis-15829	90	12	images	image	NOUN
fcis-15829	90	13	into	into	ADP
fcis-15829	90	14	corresponding	corresponding	ADJ
fcis-15829	90	15	textual	textual	ADJ
fcis-15829	90	16	explanations	explanation	NOUN
fcis-15829	90	17	within	within	ADP
fcis-15829	90	18	computer	computer	NOUN
fcis-15829	90	19	vision	vision	NOUN
fcis-15829	90	20	and	and	CCONJ
fcis-15829	90	21	natural	natural	ADJ
fcis-15829	90	22	language	language	NOUN
fcis-15829	90	23	processing	processing	NOUN
fcis-15829	90	24	domains	domain	NOUN
fcis-15829	90	25	.	.	PUNCT
fcis-15829	91	1	it	it	PRON
fcis-15829	91	2	introduces	introduce	VERB
fcis-15829	91	3	an	an	DET
fcis-15829	91	4	innovative	innovative	ADJ
fcis-15829	91	5	ensemble	ensemble	ADJ
fcis-15829	91	6	approach	approach	NOUN
fcis-15829	91	7	leveraging	leverage	VERB
fcis-15829	91	8	the	the	DET
fcis-15829	91	9	capabilities	capability	NOUN
fcis-15829	91	10	of	of	ADP
fcis-15829	91	11	contrastive	contrastive	ADJ
fcis-15829	91	12	language	language	NOUN
fcis-15829	91	13	-	-	PUNCT
fcis-15829	91	14	image	image	NOUN
fcis-15829	91	15	pretraining	pretraine	VERB
fcis-15829	91	16	(	(	PUNCT
fcis-15829	91	17	clip	clip	NOUN
fcis-15829	91	18	)	)	PUNCT
fcis-15829	91	19	models	model	NOUN
fcis-15829	91	20	.	.	PUNCT
fcis-15829	92	1	the	the	DET
fcis-15829	92	2	ensemble	ensemble	ADJ
fcis-15829	92	3	method	method	NOUN
fcis-15829	92	4	involves	involve	VERB
fcis-15829	92	5	two	two	NUM
fcis-15829	92	6	variations	variation	NOUN
fcis-15829	92	7	of	of	ADP
fcis-15829	92	8	the	the	DET
fcis-15829	92	9	clip	clip	NOUN
fcis-15829	92	10	model	model	NOUN
fcis-15829	92	11	,	,	PUNCT
fcis-15829	92	12	each	each	PRON
fcis-15829	92	13	tailored	tailor	VERB
fcis-15829	92	14	to	to	ADP
fcis-15829	92	15	specific	specific	ADJ
fcis-15829	92	16	nuances	nuance	NOUN
fcis-15829	92	17	in	in	ADP
fcis-15829	92	18	the	the	DET
fcis-15829	92	19	image	image	NOUN
fcis-15829	92	20	-	-	PUNCT
fcis-15829	92	21	to	to	ADP
fcis-15829	92	22	-	-	PUNCT
fcis-15829	92	23	text	text	NOUN
fcis-15829	92	24	transformation	transformation	NOUN
fcis-15829	92	25	landscape	landscape	NOUN
fcis-15829	92	26	.	.	PUNCT
fcis-15829	93	1	these	these	DET
fcis-15829	93	2	variations	variation	NOUN
fcis-15829	93	3	include	include	VERB
fcis-15829	93	4	a	a	DET
fcis-15829	93	5	meticulously	meticulously	ADV
fcis-15829	93	6	designed	design	VERB
fcis-15829	93	7	multi	multi	ADJ
fcis-15829	93	8	-	-	ADJ
fcis-15829	93	9	layer	layer	ADJ
fcis-15829	93	10	architecture	architecture	NOUN
fcis-15829	93	11	and	and	CCONJ
fcis-15829	93	12	strategic	strategic	ADJ
fcis-15829	93	13	utilization	utilization	NOUN
fcis-15829	93	14	of	of	ADP
fcis-15829	93	15	clip	clip	NOUN
fcis-15829	93	16	's	's	PART
fcis-15829	93	17	zero	zero	NUM
fcis-15829	93	18	-	-	PUNCT
fcis-15829	93	19	shot	shot	NOUN
fcis-15829	93	20	learning	learn	VERB
fcis-15829	93	21	potential	potential	NOUN
fcis-15829	93	22	combined	combine	VERB
fcis-15829	93	23	with	with	ADP
fcis-15829	93	24	a	a	DET
fcis-15829	93	25	k	k	NOUN
fcis-15829	93	26	-	-	PUNCT
fcis-15829	93	27	nearest	near	ADJ
fcis-15829	93	28	neighbors	neighbor	NOUN
fcis-15829	93	29	(	(	PUNCT
fcis-15829	93	30	knn	knn	PROPN
fcis-15829	93	31	)	)	PUNCT
fcis-15829	93	32	model	model	NOUN
fcis-15829	93	33	.	.	PUNCT
fcis-15829	94	1	the	the	DET
fcis-15829	94	2	ensemble	ensemble	ADJ
fcis-15829	94	3	approach	approach	NOUN
fcis-15829	94	4	is	be	AUX
fcis-15829	94	5	rigorously	rigorously	ADV
fcis-15829	94	6	evaluated	evaluate	VERB
fcis-15829	94	7	using	use	VERB
fcis-15829	94	8	cosine	cosine	NOUN
fcis-15829	94	9	similarity	similarity	NOUN
fcis-15829	94	10	metrics	metric	NOUN
fcis-15829	94	11	,	,	PUNCT
fcis-15829	94	12	showcasing	showcase	VERB
fcis-15829	94	13	its	its	PRON
fcis-15829	94	14	superiority	superiority	NOUN
fcis-15829	94	15	over	over	ADP
fcis-15829	94	16	standalone	standalone	ADJ
fcis-15829	94	17	clip	clip	NOUN
fcis-15829	94	18	models	model	NOUN
fcis-15829	94	19	,	,	PUNCT
fcis-15829	94	20	highlighting	highlight	VERB
fcis-15829	94	21	its	its	PRON
fcis-15829	94	22	advancements	advancement	NOUN
fcis-15829	94	23	in	in	ADP
fcis-15829	94	24	image	image	NOUN
fcis-15829	94	25	-	-	PUNCT
fcis-15829	94	26	to	to	ADP
fcis-15829	94	27	-	-	PUNCT
fcis-15829	94	28	text	text	NOUN
fcis-15829	94	29	transformation	transformation	NOUN
fcis-15829	94	30	,	,	PUNCT
fcis-15829	94	31	and	and	CCONJ
fcis-15829	94	32	emphasizing	emphasize	VERB
fcis-15829	94	33	the	the	DET
fcis-15829	94	34	promising	promising	ADJ
fcis-15829	94	35	prospects	prospect	NOUN
fcis-15829	94	36	of	of	ADP
fcis-15829	94	37	ensemble	ensemble	ADJ
fcis-15829	94	38	learning	learning	NOUN
fcis-15829	94	39	in	in	ADP
fcis-15829	94	40	addressing	address	VERB
fcis-15829	94	41	complex	complex	ADJ
fcis-15829	94	42	multimodal	multimodal	ADJ
fcis-15829	94	43	tasks	task	NOUN
fcis-15829	94	44	.	.	PUNCT
fcis-15829	95	1	their	their	PRON
fcis-15829	95	2	work	work	NOUN
fcis-15829	95	3	holds	hold	VERB
fcis-15829	95	4	immense	immense	ADJ
fcis-15829	95	5	practical	practical	ADJ
fcis-15829	95	6	value	value	NOUN
fcis-15829	95	7	within	within	ADP
fcis-15829	95	8	our	our	PRON
fcis-15829	95	9	field	field	NOUN
fcis-15829	95	10	,	,	PUNCT
fcis-15829	95	11	showcasing	showcase	VERB
fcis-15829	95	12	remarkable	remarkable	ADJ
fcis-15829	95	13	innovation	innovation	NOUN
fcis-15829	95	14	and	and	CCONJ
fcis-15829	95	15	pioneering	pioneering	ADJ
fcis-15829	95	16	significance	significance	NOUN
fcis-15829	95	17	.	.	PUNCT
fcis-15829	96	1	their	their	PRON
fcis-15829	96	2	research	research	NOUN
fcis-15829	96	3	not	not	PART
fcis-15829	96	4	only	only	ADV
fcis-15829	96	5	contributes	contribute	VERB
fcis-15829	96	6	significantly	significantly	ADV
fcis-15829	96	7	to	to	ADP
fcis-15829	96	8	the	the	DET
fcis-15829	96	9	advancement	advancement	NOUN
fcis-15829	96	10	of	of	ADP
fcis-15829	96	11	the	the	DET
fcis-15829	96	12	field	field	NOUN
fcis-15829	96	13	but	but	CCONJ
fcis-15829	96	14	also	also	ADV
fcis-15829	96	15	provides	provide	VERB
fcis-15829	96	16	invaluable	invaluable	ADJ
fcis-15829	96	17	insights	insight	NOUN
fcis-15829	96	18	and	and	CCONJ
fcis-15829	96	19	inspiration	inspiration	NOUN
fcis-15829	96	20	for	for	ADP
fcis-15829	96	21	our	our	PRON
fcis-15829	96	22	work	work	NOUN
fcis-15829	96	23	.	.	PUNCT
fcis-15829	97	1	references	reference	NOUN
fcis-15829	97	2	[	[	X
fcis-15829	97	3	1	1	X
fcis-15829	97	4	]	]	X
fcis-15829	97	5	clough	clough	PROPN
fcis-15829	97	6	s	s	PROPN
fcis-15829	97	7	a	a	DET
fcis-15829	97	8	,	,	PUNCT
fcis-15829	97	9	shephord	shephord	PROPN
fcis-15829	97	10	m	m	NOUN
fcis-15829	97	11	w	w	NOUN
fcis-15829	97	12	,	,	PUNCT
fcis-15829	97	13	mlawer	mlawer	NOUN
fcis-15829	97	14	e	e	PROPN
fcis-15829	97	15	j	j	PROPN
fcis-15829	97	16	,	,	PUNCT
fcis-15829	97	17	et	et	PROPN
fcis-15829	97	18	al.atmospheric	al.atmospheric	NOUN
fcis-15829	97	19	radiative	radiative	ADJ
fcis-15829	97	20	transfer	transfer	NOUN
fcis-15829	97	21	modeling	modeling	NOUN
fcis-15829	97	22	:	:	PUNCT
fcis-15829	97	23	a	a	DET
fcis-15829	97	24	summary	summary	NOUN
fcis-15829	97	25	ofthe	ofthe	ADJ
fcis-15829	97	26	aer	aer	PROPN
fcis-15829	97	27	codes	code	VERB
fcis-15829	97	28	[	[	X
fcis-15829	97	29	j	j	X
fcis-15829	97	30	]	]	X
fcis-15829	97	31	.	.	PUNCT
fcis-15829	98	1	journal	journal	PROPN
fcis-15829	98	2	of	of	ADP
fcis-15829	98	3	quantitativespectroscopy	quantitativespectroscopy	NOUN
fcis-15829	98	4	and	and	CCONJ
fcis-15829	98	5	radiative	radiative	ADJ
fcis-15829	98	6	transfer	transfer	NOUN
fcis-15829	98	7	,	,	PUNCT
fcis-15829	98	8	2005	2005	NUM
fcis-15829	98	9	,	,	PUNCT
fcis-15829	98	10	91(2):233244	91(2):233244	NUM
fcis-15829	98	11	.	.	PUNCT
fcis-15829	99	1	[	[	X
fcis-15829	99	2	2	2	NUM
fcis-15829	99	3	]	]	X
fcis-15829	99	4	fu	fu	NOUN
fcis-15829	99	5	q	q	NOUN
fcis-15829	99	6	,	,	PUNCT
fcis-15829	99	7	liou	liou	NOUN
fcis-15829	99	8	k	k	PROPN
fcis-15829	99	9	n.	n.	PROPN
fcis-15829	99	10	on	on	ADP
fcis-15829	99	11	the	the	DET
fcis-15829	99	12	correlated	correlate	VERB
fcis-15829	99	13	k	k	NOUN
fcis-15829	99	14	-	-	NOUN
fcis-15829	99	15	distributionmethod	distributionmethod	ADJ
fcis-15829	99	16	for	for	ADP
fcis-15829	99	17	radiative	radiative	ADJ
fcis-15829	99	18	transfer	transfer	NOUN
fcis-15829	99	19	in	in	ADP
fcis-15829	99	20	nonhomogeneousatmospheres[j	nonhomogeneousatmospheres[j	PROPN
fcis-15829	99	21	]	]	PUNCT
fcis-15829	99	22	.	.	PUNCT
fcis-15829	100	1	j	j	PROPN
fcis-15829	100	2	atmos	atmos	PROPN
fcis-15829	100	3	sci,1992,49:2139	sci,1992,49:2139	PROPN
fcis-15829	100	4	2156	2156	NUM
fcis-15829	100	5	.	.	PUNCT
fcis-15829	101	1	[	[	X
fcis-15829	101	2	3	3	NUM
fcis-15829	101	3	]	]	X
fcis-15829	101	4	lin	lin	PROPN
fcis-15829	101	5	,	,	PUNCT
fcis-15829	101	6	q.	q.	PROPN
fcis-15829	101	7	,	,	PUNCT
fcis-15829	101	8	che	che	PROPN
fcis-15829	101	9	,	,	PUNCT
fcis-15829	101	10	c.	c.	PROPN
fcis-15829	101	11	,	,	PUNCT
fcis-15829	101	12	hu	hu	PROPN
fcis-15829	101	13	,	,	PUNCT
fcis-15829	101	14	h.	h.	PROPN
fcis-15829	101	15	,	,	PUNCT
fcis-15829	101	16	zhao	zhao	PROPN
fcis-15829	101	17	,	,	PUNCT
fcis-15829	101	18	x.	x.	PROPN
fcis-15829	101	19	,	,	PUNCT
fcis-15829	101	20	&	&	CCONJ
fcis-15829	101	21	li	li	PROPN
fcis-15829	101	22	,	,	PUNCT
fcis-15829	101	23	s.	s.	PROPN
fcis-15829	101	24	(	(	PUNCT
fcis-15829	101	25	2023	2023	NUM
fcis-15829	101	26	)	)	PUNCT
fcis-15829	101	27	.	.	PUNCT
fcis-15829	102	1	a	a	DET
fcis-15829	102	2	comprehensive	comprehensive	ADJ
fcis-15829	102	3	study	study	NOUN
fcis-15829	102	4	on	on	ADP
fcis-15829	102	5	early	early	PROPN
fcis-15829	102	6	alzheimer	alzheimer	PROPN
fcis-15829	102	7	’s	’s	PART
fcis-15829	102	8	disease	disease	NOUN
fcis-15829	102	9	detection	detection	NOUN
fcis-15829	102	10	through	through	ADP
fcis-15829	102	11	advanced	advanced	ADJ
fcis-15829	102	12	machine	machine	NOUN
fcis-15829	102	13	learning	learn	VERB
fcis-15829	102	14	techniques	technique	NOUN
fcis-15829	102	15	on	on	ADP
fcis-15829	102	16	mri	mri	NOUN
fcis-15829	102	17	data	datum	NOUN
fcis-15829	102	18	.	.	PUNCT
fcis-15829	103	1	academic	academic	ADJ
fcis-15829	103	2	journal	journal	NOUN
fcis-15829	103	3	of	of	ADP
fcis-15829	103	4	science	science	NOUN
fcis-15829	103	5	and	and	CCONJ
fcis-15829	103	6	technology	technology	NOUN
fcis-15829	103	7	,	,	PUNCT
fcis-15829	103	8	8(1	8(1	NOUN
fcis-15829	103	9	)	)	PUNCT
fcis-15829	103	10	,	,	PUNCT
fcis-15829	103	11	281–285	281–285	NUM
fcis-15829	103	12	.	.	PUNCT
fcis-15829	104	1	doi	doi	NOUN
fcis-15829	104	2	:	:	PUNCT
fcis-15829	104	3	10.1111	10.1111	NUM
fcis-15829	104	4	/	/	SYM
fcis-15829	104	5	jgs.18617	jgs.18617	NOUN
fcis-15829	104	6	.	.	PUNCT
fcis-15829	105	1	[	[	X
fcis-15829	105	2	4	4	NUM
fcis-15829	105	3	]	]	X
fcis-15829	105	4	che	che	X
fcis-15829	105	5	,	,	PUNCT
fcis-15829	105	6	c.	c.	PROPN
fcis-15829	105	7	,	,	PUNCT
fcis-15829	105	8	hu	hu	PROPN
fcis-15829	105	9	,	,	PUNCT
fcis-15829	105	10	h.	h.	PROPN
fcis-15829	105	11	,	,	PUNCT
fcis-15829	105	12	zhao	zhao	PROPN
fcis-15829	105	13	,	,	PUNCT
fcis-15829	105	14	x.	x.	PROPN
fcis-15829	105	15	,	,	PUNCT
fcis-15829	105	16	li	li	PROPN
fcis-15829	105	17	,	,	PUNCT
fcis-15829	105	18	s.	s.	PROPN
fcis-15829	105	19	,	,	PUNCT
fcis-15829	105	20	&	&	CCONJ
fcis-15829	105	21	lin	lin	PROPN
fcis-15829	105	22	,	,	PUNCT
fcis-15829	105	23	q.	q.	PROPN
fcis-15829	105	24	(	(	PUNCT
fcis-15829	105	25	2023	2023	NUM
fcis-15829	105	26	)	)	PUNCT
fcis-15829	105	27	.	.	PUNCT
fcis-15829	106	1	advancing	advance	VERB
fcis-15829	106	2	cancer	cancer	NOUN
fcis-15829	106	3	document	document	NOUN
fcis-15829	106	4	classification	classification	NOUN
fcis-15829	106	5	with	with	ADP
fcis-15829	106	6	r	r	NOUN
fcis-15829	106	7	andom	andom	NOUN
fcis-15829	106	8	forest	forest	NOUN
fcis-15829	106	9	.	.	PUNCT
fcis-15829	107	1	academic	academic	ADJ
fcis-15829	107	2	journal	journal	NOUN
fcis-15829	107	3	of	of	ADP
fcis-15829	107	4	science	science	NOUN
fcis-15829	107	5	and	and	CCONJ
fcis-15829	107	6	technology	technology	NOUN
fcis-15829	107	7	,	,	PUNCT
fcis-15829	107	8	8(1	8(1	NOUN
fcis-15829	107	9	)	)	PUNCT
fcis-15829	107	10	,	,	PUNCT
fcis-15829	107	11	278–280	278–280	NUM
fcis-15829	107	12	.	.	PUNCT
fcis-15829	108	1	https://	https://	PROPN
fcis-15829	108	2	doi.org/10.54097/ajst.v8i1.14333	doi.org/10.54097/ajst.v8i1.14333	NOUN
fcis-15829	108	3	.	.	PUNCT
fcis-15829	109	1	[	[	X
fcis-15829	109	2	5	5	NUM
fcis-15829	109	3	]	]	X
fcis-15829	109	4	alexander	alexander	PROPN
fcis-15829	109	5	b	b	PROPN
fcis-15829	109	6	,	,	PUNCT
fcis-15829	109	7	anderson	anderson	PROPN
fcis-15829	109	8	g	g	PROPN
fcis-15829	109	9	p	p	PROPN
fcis-15829	109	10	,	,	PUNCT
fcis-15829	109	11	acharya	acharya	PROPN
fcis-15829	109	12	p	p	PROPN
fcis-15829	109	13	k	k	PROPN
fcis-15829	109	14	,	,	PUNCT
fcis-15829	109	15	et	et	PROPN
fcis-15829	109	16	al.modtran5	al.modtran5	PROPN
fcis-15829	109	17	:	:	PUNCT
fcis-15829	109	18	a	a	DET
fcis-15829	109	19	reformulated	reformulate	VERB
fcis-15829	109	20	atmospheric	atmospheric	ADJ
fcis-15829	109	21	band	band	NOUN
fcis-15829	109	22	modelwith	modelwith	ADP
fcis-15829	109	23	auxiliary	auxiliary	ADJ
fcis-15829	109	24	species	specie	NOUN
fcis-15829	109	25	and	and	CCONJ
fcis-15829	109	26	practical	practical	ADJ
fcis-15829	109	27	multiple	multiple	ADJ
fcis-15829	109	28	scatteringoptions[j	scatteringoptions[j	PROPN
fcis-15829	109	29	]	]	PUNCT
fcis-15829	109	30	.	.	PUNCT
fcis-15829	110	1	proceeding	proceed	VERB
fcis-15829	110	2	of	of	ADP
fcis-15829	110	3	the	the	DET
fcis-15829	110	4	spie	spie	NOUN
fcis-15829	110	5	,	,	PUNCT
fcis-15829	110	6	2004,5425:341	2004,5425:341	NUM
fcis-15829	110	7	-	-	SYM
fcis-15829	110	8	347	347	NUM
fcis-15829	110	9	.	.	PUNCT
fcis-15829	111	1	[	[	X
fcis-15829	111	2	6	6	NUM
fcis-15829	111	3	]	]	PUNCT
fcis-15829	111	4	ricchiazzi	ricchiazzi	NOUN
fcis-15829	111	5	p	p	X
fcis-15829	111	6	,	,	PUNCT
fcis-15829	111	7	yong	yong	PROPN
fcis-15829	111	8	s	s	PROPN
fcis-15829	111	9	,	,	PUNCT
fcis-15829	111	10	gautier	gautier	PROPN
fcis-15829	111	11	c	c	PROPN
fcis-15829	111	12	,	,	PUNCT
fcis-15829	111	13	et	et	PROPN
fcis-15829	111	14	al	al	PROPN
fcis-15829	111	15	.	.	PROPN
fcis-15829	111	16	sbdart	sbdart	PROPN
fcis-15829	111	17	:	:	PUNCT
fcis-15829	111	18	aresearch	aresearch	VERB
fcis-15829	111	19	and	and	CCONJ
fcis-15829	111	20	teaching	teach	VERB
fcis-15829	111	21	software	software	NOUN
fcis-15829	111	22	tool	tool	NOUN
fcis-15829	111	23	for	for	ADP
fcis-15829	111	24	plane	plane	NOUN
fcis-15829	111	25	-	-	PUNCT
fcis-15829	111	26	parallelradiative	parallelradiative	ADJ
fcis-15829	111	27	transfer	transfer	NOUN
fcis-15829	111	28	in	in	ADP
fcis-15829	111	29	the	the	DET
fcis-15829	111	30	earth	earth	NOUN
fcis-15829	111	31	’	'	PUNCT
fcis-15829	111	32	s	s	PART
fcis-15829	111	33	atmosphere	atmosphere	NOUN
fcis-15829	112	1	[	[	X
fcis-15829	112	2	j].bulletin	j].bulletin	PROPN
fcis-15829	112	3	of	of	ADP
fcis-15829	112	4	the	the	DET
fcis-15829	112	5	american	american	ADJ
fcis-15829	112	6	meteorological	meteorological	ADJ
fcis-15829	112	7	society,1998,79(10);2101	society,1998,79(10);2101	PROPN
fcis-15829	112	8	2114	2114	NUM
fcis-15829	112	9	.	.	PUNCT
fcis-15829	113	1	[	[	X
fcis-15829	113	2	7	7	X
fcis-15829	113	3	]	]	X
fcis-15829	113	4	chang	chang	PROPN
fcis-15829	113	5	che	che	PROPN
fcis-15829	113	6	,	,	PUNCT
fcis-15829	113	7	qunwei	qunwei	PROPN
fcis-15829	113	8	lin	lin	PROPN
fcis-15829	113	9	,	,	PUNCT
fcis-15829	113	10	xinyu	xinyu	PROPN
fcis-15829	113	11	zhao	zhao	PROPN
fcis-15829	113	12	,	,	PUNCT
fcis-15829	113	13	jiaxin	jiaxin	PROPN
fcis-15829	113	14	huang	huang	PROPN
fcis-15829	113	15	,	,	PUNCT
fcis-15829	113	16	and	and	CCONJ
fcis-15829	113	17	liqiang	liqiang	PROPN
fcis-15829	113	18	yu	yu	PROPN
fcis-15829	113	19	.	.	PROPN
fcis-15829	113	20	2023	2023	NUM
fcis-15829	113	21	.	.	PUNCT
fcis-15829	113	22	enhancing	enhance	VERB
fcis-15829	113	23	multimodal	multimodal	ADJ
fcis-15829	113	24	understanding	understanding	NOUN
fcis-15829	113	25	with	with	ADP
fcis-15829	113	26	clip	clip	NOUN
fcis-15829	113	27	-	-	PUNCT
fcis-15829	113	28	based	base	VERB
fcis-15829	113	29	image	image	NOUN
fcis-15829	113	30	-	-	PUNCT
fcis-15829	113	31	to	to	ADP
fcis-15829	113	32	-	-	PUNCT
fcis-15829	113	33	text	text	NOUN
fcis-15829	113	34	transformation	transformation	NOUN
fcis-15829	113	35	.	.	PUNCT
fcis-15829	114	1	in	in	ADP
fcis-15829	114	2	proceedings	proceeding	NOUN
fcis-15829	114	3	of	of	ADP
fcis-15829	114	4	the	the	DET
fcis-15829	114	5	2023	2023	NUM
fcis-15829	114	6	6th	6th	ADJ
fcis-15829	114	7	international	international	ADJ
fcis-15829	114	8	conference	conference	NOUN
fcis-15829	114	9	on	on	ADP
fcis-15829	114	10	big	big	ADJ
fcis-15829	114	11	data	datum	NOUN
fcis-15829	114	12	technologies	technology	NOUN
fcis-15829	114	13	(	(	PUNCT
fcis-15829	114	14	icbdt	icbdt	NOUN
fcis-15829	114	15	'	'	PROPN
fcis-15829	114	16	23	23	NUM
fcis-15829	114	17	)	)	PUNCT
fcis-15829	114	18	.	.	PUNCT
fcis-15829	115	1	association	association	NOUN
fcis-15829	115	2	for	for	ADP
fcis-15829	115	3	computing	compute	VERB
fcis-15829	115	4	machinery	machinery	NOUN
fcis-15829	115	5	,	,	PUNCT
fcis-15829	115	6	new	new	PROPN
fcis-15829	115	7	york	york	PROPN
fcis-15829	115	8	,	,	PUNCT
fcis-15829	115	9	ny	ny	PROPN
fcis-15829	115	10	,	,	PUNCT
fcis-15829	115	11	usa	usa	PROPN
fcis-15829	115	12	,	,	PUNCT
fcis-15829	115	13	414–418	414–418	NUM
fcis-15829	115	14	.	.	PUNCT
fcis-15829	116	1	https://doi.org/	https://doi.org/	PROPN
fcis-15829	116	2	10	10	NUM
fcis-15829	116	3	.	.	PUNCT
fcis-15829	117	1	1145/3627377.3627442	1145/3627377.3627442	NUM
fcis-15829	117	2	.	.	PUNCT
fcis-15829	118	1	[	[	X
fcis-15829	118	2	8	8	NUM
fcis-15829	118	3	]	]	PUNCT
fcis-15829	118	4	“	"	PUNCT
fcis-15829	118	5	hitran	hitran	NOUN
fcis-15829	118	6	on	on	ADP
fcis-15829	118	7	the	the	DET
fcis-15829	118	8	web”--a	web”--a	ADJ
fcis-15829	118	9	new	new	ADJ
fcis-15829	118	10	tool	tool	NOUN
fcis-15829	118	11	for	for	ADP
fcis-15829	118	12	hitran	hitran	PROPN
fcis-15829	118	13	spectroscopicl	spectroscopicl	PROPN
fcis-15829	118	14	data	data	PROPN
fcis-15829	118	15	manipulation[c]//asa	manipulation[c]//asa	PROPN
fcis-15829	118	16	–	–	PUNCT
fcis-15829	118	17	hitran	hitran	PROPN
fcis-15829	118	18	conference	conference	NOUN
fcis-15829	118	19	,	,	PUNCT
fcis-15829	118	20	reims	reim	NOUN
fcis-15829	118	21	,	,	PUNCT
fcis-15829	118	22	2012	2012	NUM
fcis-15829	118	23	.	.	PUNCT
fcis-15829	119	1	[	[	X
fcis-15829	119	2	9	9	NUM
fcis-15829	119	3	]	]	X
fcis-15829	119	4	hao	hao	PROPN
fcis-15829	119	5	hu	hu	PROPN
fcis-15829	119	6	,	,	PUNCT
fcis-15829	119	7	shulin	shulin	PROPN
fcis-15829	119	8	li	li	PROPN
fcis-15829	119	9	,	,	PUNCT
fcis-15829	119	10	jiaxin	jiaxin	PROPN
fcis-15829	119	11	huang	huang	PROPN
fcis-15829	119	12	,	,	PUNCT
fcis-15829	119	13	bo	bo	PROPN
fcis-15829	119	14	liu	liu	PROPN
fcis-15829	119	15	,	,	PUNCT
fcis-15829	119	16	and	and	CCONJ
fcis-15829	119	17	change	change	VERB
fcis-15829	119	18	che	che	PROPN
fcis-15829	119	19	.	.	PUNCT
fcis-15829	120	1	casting	cast	VERB
fcis-15829	120	2	product	product	NOUN
fcis-15829	120	3	image	image	NOUN
fcis-15829	120	4	data	datum	NOUN
fcis-15829	120	5	for	for	ADP
fcis-15829	120	6	quality	quality	NOUN
fcis-15829	120	7	inspection	inspection	NOUN
fcis-15829	120	8	with	with	ADP
fcis-15829	120	9	xception	xception	NOUN
fcis-15829	120	10	and	and	CCONJ
fcis-15829	120	11	data	datum	NOUN
fcis-15829	120	12	augmentation	augmentation	NOUN
fcis-15829	120	13	.	.	PUNCT
fcis-15829	121	1	journal	journal	PROPN
fcis-15829	121	2	of	of	ADP
fcis-15829	121	3	theory	theory	NOUN
fcis-15829	121	4	and	and	CCONJ
fcis-15829	121	5	practice	practice	NOUN
fcis-15829	121	6	of	of	ADP
fcis-15829	121	7	engineering	engineering	NOUN
fcis-15829	121	8	science	science	NOUN
fcis-15829	121	9	,	,	PUNCT
fcis-15829	121	10	3(10):42–46	3(10):42–46	NUM
fcis-15829	121	11	,	,	PUNCT
fcis-15829	121	12	2023	2023	NUM
fcis-15829	121	13	.	.	PUNCT
fcis-15829	122	1	https://doi	https://doi	PROPN
fcis-15829	122	2	.	.	PUNCT
fcis-15829	123	1	org/10	org/10	PROPN
fcis-15829	123	2	.	.	PUNCT
fcis-15829	123	3	53469	53469	NUM
fcis-15829	123	4	/	/	SYM
fcis-15829	123	5	jtpes.2023.03(10).06	jtpes.2023.03(10).06	PROPN
fcis-15829	123	6	.	.	NOUN
fcis-15829	124	1	136	136	NUM
fcis-15829	125	1	[	[	SYM
fcis-15829	125	2	10	10	NUM
fcis-15829	125	3	]	]	X
fcis-15829	125	4	chang	chang	PROPN
fcis-15829	125	5	che	che	PROPN
fcis-15829	125	6	,	,	PUNCT
fcis-15829	125	7	bo	bo	PROPN
fcis-15829	125	8	liu	liu	PROPN
fcis-15829	125	9	,	,	PUNCT
fcis-15829	125	10	shulin	shulin	PROPN
fcis-15829	125	11	li	li	PROPN
fcis-15829	125	12	,	,	PUNCT
fcis-15829	125	13	jiaxin	jiaxin	PROPN
fcis-15829	125	14	huang	huang	PROPN
fcis-15829	125	15	,	,	PUNCT
fcis-15829	125	16	and	and	CCONJ
fcis-15829	125	17	hao	hao	PROPN
fcis-15829	125	18	hu	hu	PROPN
fcis-15829	125	19	.	.	PUNCT
fcis-15829	126	1	deep	deep	ADJ
fcis-15829	126	2	learning	learning	NOUN
fcis-15829	126	3	for	for	ADP
fcis-15829	126	4	precise	precise	ADJ
fcis-15829	126	5	robot	robot	NOUN
fcis-15829	126	6	position	position	NOUN
fcis-15829	126	7	prediction	prediction	NOUN
fcis-15829	126	8	in	in	ADP
fcis-15829	126	9	logistics	logistic	NOUN
fcis-15829	126	10	.	.	PUNCT
fcis-15829	127	1	journal	journal	PROPN
fcis-15829	127	2	of	of	ADP
fcis-15829	127	3	theory	theory	NOUN
fcis-15829	127	4	and	and	CCONJ
fcis-15829	127	5	practice	practice	NOUN
fcis-15829	127	6	of	of	ADP
fcis-15829	127	7	engineering	engineering	NOUN
fcis-15829	127	8	science	science	NOUN
fcis-15829	127	9	,	,	PUNCT
fcis-15829	127	10	3(10):36–41	3(10):36–41	NUM
fcis-15829	127	11	,	,	PUNCT
fcis-15829	127	12	2023.doi	2023.doi	NUM
fcis-15829	127	13	:	:	PUNCT
fcis-15829	127	14	10.1021	10.1021	NUM
fcis-15829	127	15	/	/	SYM
fcis-15829	127	16	acs.jctc.3c00031	acs.jctc.3c00031	NOUN
fcis-15829	127	17	.	.	PUNCT
fcis-15829	128	1	[	[	X
fcis-15829	128	2	11	11	NUM
fcis-15829	128	3	]	]	X
fcis-15829	128	4	chang	chang	PROPN
fcis-15829	128	5	che	che	PROPN
fcis-15829	128	6	,	,	PUNCT
fcis-15829	128	7	qunwei	qunwei	PROPN
fcis-15829	128	8	lin	lin	PROPN
fcis-15829	128	9	,	,	PUNCT
fcis-15829	128	10	xinyu	xinyu	PROPN
fcis-15829	128	11	zhao	zhao	PROPN
fcis-15829	128	12	,	,	PUNCT
fcis-15829	128	13	jiaxin	jiaxin	PROPN
fcis-15829	128	14	huang	huang	PROPN
fcis-15829	128	15	,	,	PUNCT
fcis-15829	128	16	and	and	CCONJ
fcis-15829	128	17	liqiang	liqiang	PROPN
fcis-15829	128	18	yu	yu	PROPN
fcis-15829	128	19	.	.	PROPN
fcis-15829	128	20	2023	2023	NUM
fcis-15829	128	21	.	.	PUNCT
fcis-15829	128	22	enhancing	enhance	VERB
fcis-15829	128	23	multimodal	multimodal	ADJ
fcis-15829	128	24	understanding	understanding	NOUN
fcis-15829	128	25	with	with	ADP
fcis-15829	128	26	clip	clip	NOUN
fcis-15829	128	27	-	-	PUNCT
fcis-15829	128	28	based	base	VERB
fcis-15829	128	29	image	image	NOUN
fcis-15829	128	30	-	-	PUNCT
fcis-15829	128	31	to	to	ADP
fcis-15829	128	32	-	-	PUNCT
fcis-15829	128	33	text	text	NOUN
fcis-15829	128	34	transformation	transformation	NOUN
fcis-15829	128	35	.	.	PUNCT
fcis-15829	129	1	in	in	ADP
fcis-15829	129	2	proceedings	proceeding	NOUN
fcis-15829	129	3	of	of	ADP
fcis-15829	129	4	the	the	DET
fcis-15829	129	5	2023	2023	NUM
fcis-15829	129	6	6th	6th	ADJ
fcis-15829	129	7	international	international	ADJ
fcis-15829	129	8	conference	conference	NOUN
fcis-15829	129	9	on	on	ADP
fcis-15829	129	10	big	big	ADJ
fcis-15829	129	11	data	datum	NOUN
fcis-15829	129	12	technologies	technology	NOUN
fcis-15829	129	13	(	(	PUNCT
fcis-15829	129	14	icbdt	icbdt	NOUN
fcis-15829	129	15	'	'	PROPN
fcis-15829	129	16	23	23	NUM
fcis-15829	129	17	)	)	PUNCT
fcis-15829	129	18	.	.	PUNCT
fcis-15829	130	1	association	association	NOUN
fcis-15829	130	2	for	for	ADP
fcis-15829	130	3	computing	compute	VERB
fcis-15829	130	4	machinery	machinery	NOUN
fcis-15829	130	5	,	,	PUNCT
fcis-15829	130	6	new	new	PROPN
fcis-15829	130	7	york	york	PROPN
fcis-15829	130	8	,	,	PUNCT
fcis-15829	130	9	ny	ny	PROPN
fcis-15829	130	10	,	,	PUNCT
fcis-15829	130	11	usa	usa	PROPN
fcis-15829	130	12	,	,	PUNCT
fcis-15829	130	13	414–418	414–418	NUM
fcis-15829	130	14	.	.	PUNCT
fcis-15829	131	1	https://doi.org/	https://doi.org/	PROPN
fcis-15829	131	2	10	10	NUM
fcis-15829	131	3	.	.	PUNCT
fcis-15829	131	4	1145/	1145/	NUM
fcis-15829	131	5	3627377.3627442	3627377.3627442	NUM
fcis-15829	131	6	.	.	PUNCT
fcis-15829	132	1	[	[	X
fcis-15829	132	2	12	12	NUM
fcis-15829	132	3	]	]	X
fcis-15829	132	4	bai	bai	PROPN
fcis-15829	132	5	wenguang	wenguang	PROPN
fcis-15829	132	6	,	,	PUNCT
fcis-15829	132	7	zhang	zhang	PROPN
fcis-15829	132	8	peng	peng	PROPN
fcis-15829	132	9	,	,	PUNCT
fcis-15829	132	10	zhang	zhang	PROPN
fcis-15829	132	11	wenjian	wenjian	PROPN
fcis-15829	132	12	,	,	PUNCT
fcis-15829	132	13	et	et	PROPN
fcis-15829	132	14	al	al	PROPN
fcis-15829	132	15	.	.	PUNCT
fcis-15829	133	1	a	a	DET
fcis-15829	133	2	fast	fast	ADJ
fcis-15829	133	3	and	and	CCONJ
fcis-15829	133	4	accurate	accurate	ADJ
fcis-15829	133	5	vector	vector	NOUN
fcis-15829	133	6	radiative	radiative	ADJ
fcis-15829	133	7	transfer	transfer	NOUN
fcis-15829	133	8	model	model	NOUN
fcis-15829	133	9	for	for	ADP
fcis-15829	133	10	simulating	simulate	VERB
fcis-15829	133	11	the	the	DET
fcis-15829	133	12	near	near	ADV
fcis-15829	133	13	-	-	PUNCT
fcis-15829	133	14	infrared	infrared	ADJ
fcis-15829	133	15	hyperspectral	hyperspectral	ADJ
fcis-15829	133	16	scattering	scattering	NOUN
fcis-15829	133	17	processes	process	NOUN
fcis-15829	133	18	in	in	ADP
fcis-15829	133	19	clear	clear	ADJ
fcis-15829	133	20	atmospheric	atmospheric	ADJ
fcis-15829	133	21	conditions	condition	NOUN
fcis-15829	133	22	[	[	X
fcis-15829	133	23	j	j	X
fcis-15829	133	24	]	]	X
fcis-15829	133	25	.	.	PUNCT
fcis-15829	134	1	journal	journal	PROPN
fcis-15829	134	2	of	of	ADP
fcis-15829	134	3	quantitative	quantitative	ADJ
fcis-15829	134	4	spectroscopy	spectroscopy	NOUN
fcis-15829	134	5	and	and	CCONJ
fcis-15829	134	6	radiative	radiative	ADJ
fcis-15829	134	7	transfer	transfer	NOUN
fcis-15829	134	8	.	.	PUNCT
fcis-15829	135	1	2020	2020	NUM
fcis-15829	135	2	.	.	PUNCT
fcis-15829	136	1	242	242	NUM
fcis-15829	136	2	.	.	PUNCT
fcis-15829	137	1	[	[	X
fcis-15829	137	2	13	13	NUM
fcis-15829	137	3	]	]	X
fcis-15829	137	4	chen	chen	PROPN
fcis-15829	137	5	tianqi	tianqi	PROPN
fcis-15829	137	6	,	,	PUNCT
fcis-15829	137	7	guestrin	guestrin	PROPN
fcis-15829	137	8	carlos	carlos	PROPN
fcis-15829	137	9	.	.	PUNCT
fcis-15829	138	1	xgboost	xgboost	PROPN
fcis-15829	138	2	:	:	PUNCT
fcis-15829	139	1	a	a	DET
fcis-15829	139	2	scalable	scalable	ADJ
fcis-15829	139	3	tree	tree	NOUN
fcis-15829	139	4	boosting	boost	VERB
fcis-15829	139	5	system	system	NOUN
fcis-15829	139	6	[	[	X
fcis-15829	139	7	j	j	X
fcis-15829	139	8	]	]	X
fcis-15829	139	9	.	.	PUNCT
fcis-15829	139	10	2016	2016	NUM
fcis-15829	139	11	.	.	PUNCT
fcis-15829	140	1	[	[	X
fcis-15829	140	2	14	14	NUM
fcis-15829	140	3	]	]	SYM
fcis-15829	140	4	chevallier	chevallier	NOUN
fcis-15829	140	5	f.	f.	PROPN
fcis-15829	140	6	cheruy	cheruy	PROPN
fcis-15829	140	7	f.	f.	PROPN
fcis-15829	140	8	scott	scott	PROPN
fcis-15829	140	9	n.	n.	PROPN
fcis-15829	140	10	a.	a.	PROPN
fcis-15829	140	11	,	,	PUNCT
fcis-15829	140	12	et	et	PROPN
fcis-15829	140	13	al	al	PROPN
fcis-15829	140	14	.	.	PUNCT
fcis-15829	141	1	a	a	DET
fcis-15829	141	2	neural	neural	ADJ
fcis-15829	141	3	network	network	NOUN
fcis-15829	141	4	approach	approach	NOUN
fcis-15829	141	5	for	for	ADP
fcis-15829	141	6	a	a	DET
fcis-15829	141	7	fast	fast	ADJ
fcis-15829	141	8	and	and	CCONJ
fcis-15829	141	9	accurate	accurate	ADJ
fcis-15829	141	10	computationof	computationof	VERB
fcis-15829	141	11	a	a	DET
fcis-15829	141	12	longwave	longwave	NOUN
fcis-15829	141	13	radiative	radiative	ADJ
fcis-15829	141	14	budget	budget	NOUN
fcis-15829	141	15	journal	journal	NOUN
fcis-15829	141	16	of	of	ADP
fcis-15829	141	17	applied	applied	ADJ
fcis-15829	141	18	meteorology	meteorology	NOUN
fcis-15829	141	19	.	.	PUNCT
fcis-15829	142	1	1998	1998	NUM
fcis-15829	142	2	.	.	PUNCT
fcis-15829	143	1	37(11	37(11	NUM
fcis-15829	143	2	):	):	PUNCT
fcis-15829	143	3	1385	1385	NUM
fcis-15829	143	4	-	-	SYM
fcis-15829	143	5	1397	1397	NUM
fcis-15829	143	6	.	.	PUNCT
fcis-15829	144	1	[	[	X
fcis-15829	144	2	15	15	NUM
fcis-15829	144	3	]	]	X
fcis-15829	144	4	chevallier	chevallier	NOUN
fcis-15829	144	5	f.	f.	PROPN
fcis-15829	144	6	morcrette	morcrette	PROPN
fcis-15829	144	7	j.	j.	PROPN
fcis-15829	144	8	cheruy	cheruy	PROPN
fcis-15829	145	1	f	f	PROPN
fcis-15829	145	2	..	..	PUNCT
fcis-15829	145	3	et	et	PROPN
fcis-15829	145	4	al	al	PROPN
fcis-15829	145	5	.	.	PUNCT
fcis-15829	145	6	use	use	NOUN
fcis-15829	145	7	of	of	ADP
fcis-15829	145	8	a	a	DET
fcis-15829	145	9	neuralnetwork	neuralnetwork	NOUN
fcis-15829	145	10	-	-	PUNCT
fcis-15829	145	11	based	base	VERB
fcis-15829	145	12	long	long	ADJ
fcis-15829	145	13	-	-	PUNCT
fcis-15829	145	14	wave	wave	NOUN
fcis-15829	145	15	radiative	radiative	NOUN
fcis-15829	145	16	-	-	PUNCT
fcis-15829	145	17	transferscheme	transferscheme	NOUN
fcis-15829	145	18	in	in	ADP
fcis-15829	145	19	the	the	DET
fcis-15829	145	20	ecmwf	ecmwf	PROPN
fcis-15829	145	21	atmospheric	atmospheric	PROPN
fcis-15829	145	22	model	model	NOUN
fcis-15829	146	1	[	[	X
fcis-15829	146	2	j	j	X
fcis-15829	146	3	]	]	X
fcis-15829	146	4	.	.	PUNCT
fcis-15829	147	1	ouarterly	ouarterly	INTJ
fcis-15829	147	2	journal	journal	NOUN
fcis-15829	147	3	of	of	ADP
fcis-15829	147	4	the	the	DET
fcis-15829	147	5	royal	royal	ADJ
fcis-15829	147	6	meteorological	meteorological	ADJ
fcis-15829	147	7	society2010.126(563	society2010.126(563	NOUN
fcis-15829	147	8	):	):	PUNCT
fcis-15829	147	9	761	761	NUM
fcis-15829	147	10	-	-	SYM
fcis-15829	147	11	776	776	NUM
fcis-15829	147	12	.	.	PUNCT
fcis-15829	148	1	[	[	X
fcis-15829	148	2	16	16	NUM
fcis-15829	148	3	]	]	X
fcis-15829	148	4	che	che	PROPN
fcis-15829	148	5	,	,	PUNCT
fcis-15829	148	6	c.	c.	PROPN
fcis-15829	148	7	,	,	PUNCT
fcis-15829	148	8	yang	yang	PROPN
fcis-15829	148	9	,	,	PUNCT
fcis-15829	148	10	c.	c.	PROPN
fcis-15829	148	11	,	,	PUNCT
fcis-15829	148	12	liu	liu	PROPN
fcis-15829	148	13	,	,	PUNCT
fcis-15829	148	14	t.	t.	PROPN
fcis-15829	148	15	,	,	PUNCT
fcis-15829	148	16	&	&	CCONJ
fcis-15829	148	17	danlin	danlin	PROPN
fcis-15829	148	18	,	,	PUNCT
fcis-15829	148	19	l.	l.	PROPN
fcis-15829	148	20	(	(	PUNCT
fcis-15829	148	21	2023	2023	NUM
fcis-15829	148	22	)	)	PUNCT
fcis-15829	148	23	.	.	PUNCT
fcis-15829	149	1	the	the	DET
fcis-15829	149	2	application	application	NOUN
fcis-15829	149	3	of	of	ADP
fcis-15829	149	4	computer	computer	NOUN
fcis-15829	149	5	vision	vision	NOUN
fcis-15829	149	6	in	in	ADP
fcis-15829	149	7	the	the	DET
fcis-15829	149	8	analysis	analysis	NOUN
fcis-15829	149	9	of	of	ADP
fcis-15829	149	10	vehicle	vehicle	NOUN
fcis-15829	149	11	component	component	NOUN
fcis-15829	149	12	.	.	PUNCT
fcis-15829	150	1	in	in	ADP
fcis-15829	150	2	student	student	NOUN
fcis-15829	150	3	and	and	CCONJ
fcis-15829	150	4	science	science	NOUN
fcis-15829	150	5	:	:	PUNCT
fcis-15829	150	6	topical	topical	ADJ
fcis-15829	150	7	issues	issue	NOUN
fcis-15829	150	8	of	of	ADP
fcis-15829	150	9	modern	modern	ADJ
fcis-15829	150	10	research	research	NOUN
fcis-15829	150	11	.	.	PUNCT
fcis-15829	151	1	(	(	PUNCT
fcis-15829	151	2	pp	pp	INTJ
fcis-15829	151	3	.	.	PUNCT
fcis-15829	152	1	12	12	NUM
fcis-15829	152	2	-	-	SYM
fcis-15829	152	3	16	16	NUM
fcis-15829	152	4	)	)	PUNCT
fcis-15829	152	5	.	.	PUNCT