id	sid	eid	entity	type
esrj-65216	1	1	one	CARDINAL
esrj-65216	3	1	pnn	ORG
esrj-65216	5	1	pnn	ORG
esrj-65216	6	1	pnn	ORG
esrj-65216	10	1	two	CARDINAL
esrj-65216	12	1	pnn	ORG
esrj-65216	12	2	de predicción de fractura de rocas basado en una red neuronal probabilística	ORG
esrj-65216	12	3	y sus aplicaciones issn 1794-6190 e-issn 2339-3459	PERSON
esrj-65216	12	4	explosión de rocas es uno de los principales problemas en ingeniería geológica que amenaza	ORG
esrj-65216	12	5	la seguridad de una construcción	FAC
esrj-65216	13	1	la predicción del fracturamiento de rocas es importante para la	PERSON
esrj-65216	14	1	propone un nuevo modelo de predicción de fracturamiento de rocas basado en una red neuronal probabilística	ORG
esrj-65216	14	2	pnn por sus siglas en inglés	ORG
esrj-65216	14	3	para determinar la	PERSON
esrj-65216	14	4	e intensidad de uno de estos eventos en proyectos subterráneos	ORG
esrj-65216	15	1	la pnn	PERSON
esrj-65216	15	2	en un	ORG
esrj-65216	15	3	criterio bayesiano para la	PERSON
esrj-65216	15	4	clasificación multivariada de patrones	PERSON
esrj-65216	16	1	debido	ORG
esrj-65216	16	2	que la pnn tiene	ORG
esrj-65216	16	3	las ventajas de una menor complejidad de	GPE
esrj-65216	16	4	estabilidad	ORG
esrj-65216	16	5	rápida convergencia y simplicidad en su construcción	PERSON
esrj-65216	16	6	adecuar en la predicción del fracturamiento de rocas	PERSON
esrj-65216	17	1	algunos factores principales de control	ORG
esrj-65216	17	2	como la fuerza máxima tangencial de rocas	ORG
esrj-65216	17	3	la resistencia de compresión	ORG
esrj-65216	17	4	la fuerza de tensión	ORG
esrj-65216	17	5	y el índice de energía	ORG
esrj-65216	17	6	elástica de las rocas fueron	ORG
esrj-65216	17	7	como los	ORG
esrj-65216	17	8	característicos de la pnn	ORG
esrj-65216	18	1	el modelo se	PERSON
esrj-65216	18	2	obtuvo	PERSON
esrj-65216	18	3	adiestramiento de datos sobre fracturamiento de rocas en proyectos subterráneos en diferentes	ORG
esrj-65216	19	1	otras datos también se	ORG
esrj-65216	19	2	analizaron con el modelo	ORG
esrj-65216	20	1	los resultados de la evaluación	ORG
esrj-65216	20	2	ajustan	ORG
esrj-65216	20	3	los	GPE
esrj-65216	21	1	aplicaciones prácticas para verificar el método propuesto	ORG
esrj-65216	22	1	los resultados de la predicción	ORG
esrj-65216	22	2	los de métodos	ORG
esrj-65216	22	3	existentes	ORG
esrj-65216	22	4	un	ORG
esrj-65216	22	5	que además se presentó en las pruebas de campo	ORG
esrj-65216	22	6	lo que demuestra la	PERSON
esrj-65216	22	7	propuesta	PERSON
esrj-65216	23	1	fracturamiento de rocas	ORG
esrj-65216	23	2	predicción	GPE
esrj-65216	24	1	zhou	PERSON
esrj-65216	24	2	2017	CARDINAL
esrj-65216	26	1	earth sciences research journal	ORG
esrj-65216	26	2	21(3	CARDINAL
esrj-65216	27	1	141 146	CARDINAL
esrj-65216	28	1	http://dx.doi.org/10.15446/esrj.v21n3.65216 earth sciences research journal	ORG
esrj-65216	28	2	sci.	ORG
esrj-65216	30	1	j. vol.	PERSON
esrj-65216	31	1	21	DATE
esrj-65216	31	2	3	CARDINAL
esrj-65216	31	3	september	DATE
esrj-65216	31	4	2017	DATE
esrj-65216	31	5	141 146	CARDINAL
esrj-65216	31	6	yu zhou*	PERSON
esrj-65216	31	7	wang school of electric power	ORG
esrj-65216	31	8	north china university of water	ORG
esrj-65216	31	9	zhengzhou 450045	GPE
esrj-65216	35	1	g ic	PERSON
esrj-65216	35	2	yu zhou	PERSON
esrj-65216	35	3	wang 1	PERSON
esrj-65216	36	1	un	ORG
esrj-65216	38	1	two	CARDINAL
esrj-65216	41	1	180	CARDINAL
esrj-65216	43	1	2013	DATE
esrj-65216	47	1	wang et al.	PERSON
esrj-65216	47	2	1998	DATE
esrj-65216	47	3	amoussou et al.	PERSON
esrj-65216	47	4	2013	DATE
esrj-65216	47	5	wang et al.	PERSON
esrj-65216	47	6	2009	DATE
esrj-65216	48	1	wang et al.	PERSON
esrj-65216	48	2	2017	DATE
esrj-65216	48	3	zhao	PERSON
esrj-65216	48	4	2005	DATE
esrj-65216	48	5	zhou et al.	PERSON
esrj-65216	48	6	2012	DATE
esrj-65216	48	7	xiong et al.	ORG
esrj-65216	48	8	2007	DATE
esrj-65216	48	9	yang	PERSON
esrj-65216	48	10	2010	DATE
esrj-65216	48	11	2010	DATE
esrj-65216	48	12	zhen & gao	ORG
esrj-65216	48	13	2017	DATE
esrj-65216	48	14	zhu et al.	PERSON
esrj-65216	48	15	2010	DATE
esrj-65216	48	16	2001	DATE
esrj-65216	51	1	recent years	DATE
esrj-65216	51	2	bai et al.	ORG
esrj-65216	51	3	2002	DATE
esrj-65216	51	4	zhang et al.	PERSON
esrj-65216	51	5	2012	DATE
esrj-65216	56	1	fisher	PERSON
esrj-65216	57	1	specht and donald(1990	ORG
esrj-65216	58	1	pnn	ORG
esrj-65216	58	2	2009	DATE
esrj-65216	58	3	2007	DATE
esrj-65216	58	4	2017	DATE
esrj-65216	58	5	rutkowski	GPE
esrj-65216	58	6	2004	DATE
esrj-65216	59	1	pnn	ORG
esrj-65216	60	1	2	CARDINAL
esrj-65216	60	2	2.1	CARDINAL
esrj-65216	61	1	2.1.1	CARDINAL
esrj-65216	62	1	1	CARDINAL
esrj-65216	65	1	1	CARDINAL
esrj-65216	66	1	2.1.2	CARDINAL
esrj-65216	66	2	1	CARDINAL
esrj-65216	66	3	dong et al	PERSON
esrj-65216	66	4	2013	DATE
esrj-65216	67	1	1	CARDINAL
esrj-65216	67	2	2	CARDINAL
esrj-65216	67	3	3	CARDINAL
esrj-65216	67	4	4	CARDINAL
esrj-65216	67	5	μ	ORG
esrj-65216	68	1	2	CARDINAL
esrj-65216	68	2	ks	GPE
esrj-65216	69	1	3	CARDINAL
esrj-65216	69	2	1981	DATE
esrj-65216	70	1	2.0≤	CARDINAL
esrj-65216	70	2	5.0	CARDINAL
esrj-65216	71	1	2.1.3	CARDINAL
esrj-65216	71	2	pnn	ORG
esrj-65216	73	1	143pnn	CARDINAL
esrj-65216	75	1	pnn	ORG
esrj-65216	76	1	pnn	ORG
esrj-65216	77	1	2.1.4	CARDINAL
esrj-65216	77	2	four degrees	QUANTITY
esrj-65216	78	1	pnn	ORG
esrj-65216	80	1	2	CARDINAL
esrj-65216	80	2	wang et al.	PERSON
esrj-65216	80	3	1998	DATE
esrj-65216	80	4	zhou et al.	PERSON
esrj-65216	80	5	2012	DATE
esrj-65216	80	6	zhang et al.	PERSON
esrj-65216	80	7	2004	DATE
esrj-65216	80	8	2	CARDINAL
esrj-65216	83	1	σ	ORG
esrj-65216	84	1	1	CARDINAL
esrj-65216	91	1	1	CARDINAL
esrj-65216	92	1	2.2	CARDINAL
esrj-65216	93	1	pnn	ORG
esrj-65216	93	2	2.2.1	CARDINAL
esrj-65216	94	1	wang et al.	PERSON
esrj-65216	94	2	2015	DATE
esrj-65216	94	3	lu et al.	PERSON
esrj-65216	94	4	2015	DATE
esrj-65216	95	1	pnn	PERSON
esrj-65216	95	2	bayes	ORG
esrj-65216	96	1	bayes criterion classification	ORG
esrj-65216	96	2	bayes	ORG
esrj-65216	97	1	bayes	ORG
esrj-65216	99	1	two	CARDINAL
esrj-65216	99	2	bayes	ORG
esrj-65216	100	1	bayes	ORG
esrj-65216	100	2	5	CARDINAL
esrj-65216	100	3	5	CARDINAL
esrj-65216	100	4	d(x	ORG
esrj-65216	100	5	bayes	ORG
esrj-65216	100	6	hk	ORG
esrj-65216	100	7	lq	PERSON
esrj-65216	102	1	fq	PERSON
esrj-65216	103	1	6	CARDINAL
esrj-65216	103	2	mq	ORG
esrj-65216	103	3	1	CARDINAL
esrj-65216	104	1	2.2.2	CARDINAL
esrj-65216	104	2	pnn	GPE
esrj-65216	105	1	pnn	ORG
esrj-65216	105	2	pnn	ORG
esrj-65216	107	1	pnn	GPE
esrj-65216	107	2	4	CARDINAL
esrj-65216	108	1	pnn	GPE
esrj-65216	109	1	four degrees	QUANTITY
esrj-65216	109	2	pnn	ORG
esrj-65216	112	1	4	CARDINAL
esrj-65216	115	1	4	CARDINAL
esrj-65216	116	1	pnn	ORG
esrj-65216	116	2	pnn	ORG
esrj-65216	116	3	pnn	ORG
esrj-65216	117	1	2	CARDINAL
esrj-65216	117	2	144	CARDINAL
esrj-65216	117	3	wang	ORG
esrj-65216	117	4	2	CARDINAL
esrj-65216	118	1	pnn	ORG
esrj-65216	119	1	3	CARDINAL
esrj-65216	119	2	3	CARDINAL
esrj-65216	119	3	4	CARDINAL
esrj-65216	121	1	pnn	ORG
esrj-65216	122	1	four degrees	QUANTITY
esrj-65216	122	2	1	CARDINAL
esrj-65216	122	3	2	DATE
esrj-65216	122	4	3	DATE
esrj-65216	122	5	4	DATE
esrj-65216	124	1	3	CARDINAL
esrj-65216	125	1	3	CARDINAL
esrj-65216	125	2	pnn	ORG
esrj-65216	125	3	0	CARDINAL
esrj-65216	125	4	pnn	ORG
esrj-65216	126	1	4	CARDINAL
esrj-65216	127	1	4	CARDINAL
esrj-65216	127	2	pnn	ORG
esrj-65216	127	3	100%	PERCENT
esrj-65216	128	1	pnn	ORG
esrj-65216	129	1	3	CARDINAL
esrj-65216	130	1	4	CARDINAL
esrj-65216	131	1	3	CARDINAL
esrj-65216	133	1	145pnn	CARDINAL
esrj-65216	133	2	4	CARDINAL
esrj-65216	135	1	pnn	ORG
esrj-65216	136	1	pnn	ORG
esrj-65216	136	2	3	CARDINAL
esrj-65216	136	3	3	CARDINAL
esrj-65216	136	4	pnn	ORG
esrj-65216	136	5	10%, 20%	PERCENT
esrj-65216	136	6	20%	PERCENT
esrj-65216	136	7	0	DATE
esrj-65216	137	1	pnn	ORG
esrj-65216	138	1	5	CARDINAL
esrj-65216	139	1	two	CARDINAL
esrj-65216	140	1	1	CARDINAL
esrj-65216	140	2	chongqing	GPE
esrj-65216	140	3	china	GPE
esrj-65216	142	1	6	CARDINAL
esrj-65216	142	2	2008	DATE
esrj-65216	145	1	6	CARDINAL
esrj-65216	146	1	2	CARDINAL
esrj-65216	146	2	china	GPE
esrj-65216	146	3	third	ORDINAL
esrj-65216	147	1	2017	DATE
esrj-65216	147	2	li	PERSON
esrj-65216	147	3	wang	PERSON
esrj-65216	147	4	2009	DATE
esrj-65216	148	1	7	CARDINAL
esrj-65216	148	2	7	CARDINAL
esrj-65216	148	3	bai et al.	PERSON
esrj-65216	148	4	2002	DATE
esrj-65216	148	5	2010	DATE
esrj-65216	149	1	7	CARDINAL
esrj-65216	150	1	pnn	GPE
esrj-65216	151	1	pnn	ORG
esrj-65216	152	1	7	CARDINAL
esrj-65216	154	1	4	CARDINAL
esrj-65216	154	2	pnn	ORG
esrj-65216	158	1	two	CARDINAL
esrj-65216	160	1	5	CARDINAL
esrj-65216	160	2	pnn	ORG
esrj-65216	161	1	pnn	ORG
esrj-65216	163	1	two	CARDINAL
esrj-65216	163	2	china	GPE
esrj-65216	164	1	pnn	ORG
esrj-65216	165	1	the national natural science foundation of china under	ORG
esrj-65216	166	1	the scientific research foundation	ORG
esrj-65216	166	2	henan province	GPE
esrj-65216	166	3	chinese	NORP
esrj-65216	166	4	china	GPE
esrj-65216	168	1	h. & panakkat	ORG
esrj-65216	168	2	a.	PERSON
esrj-65216	168	3	2009	DATE
esrj-65216	169	1	22	DATE
esrj-65216	169	2	1018-1024	DATE
esrj-65216	170	1	adoko	GPE
esrj-65216	170	2	a. c.	PERSON
esrj-65216	170	3	wu	PERSON
esrj-65216	170	4	l., & zuo	ORG
esrj-65216	170	5	q. j. (	PERSON
esrj-65216	170	6	2013	DATE
esrj-65216	171	1	knowledgebased	GPE
esrj-65216	172	1	61	CARDINAL
esrj-65216	172	2	86	CARDINAL
esrj-65216	173	1	yu zhou	PERSON
esrj-65216	173	2	wang ataa	PERSON
esrj-65216	173	3	s.	PERSON
esrj-65216	173	4	i. r.	PERSON
esrj-65216	173	5	s. f. (	PERSON
esrj-65216	173	6	2017	CARDINAL
esrj-65216	174	1	malabathricum	PERSON
esrj-65216	174	2	ukm bangi forest reserve	ORG
esrj-65216	175	1	1	CARDINAL
esrj-65216	175	2	20-22	DATE
esrj-65216	176	1	cai	ORG
esrj-65216	176	2	s. j. zhang	PERSON
esrj-65216	176	3	l. h., & zhou	ORG
esrj-65216	176	4	w. l.	PERSON
esrj-65216	176	5	2005	DATE
esrj-65216	178	1	1	CARDINAL
esrj-65216	178	2	17	CARDINAL
esrj-65216	179	1	z. j.	PERSON
esrj-65216	179	2	xu	PERSON
esrj-65216	179	3	m. g.	PERSON
esrj-65216	179	4	& liu	PERSON
esrj-65216	179	5	z. p.	PERSON
esrj-65216	179	6	2006	DATE
esrj-65216	181	1	11	CARDINAL
esrj-65216	181	2	26	CARDINAL
esrj-65216	182	1	z.	PERSON
esrj-65216	182	2	li	PERSON
esrj-65216	182	3	x. h.	PERSON
esrj-65216	182	4	lu	PERSON
esrj-65216	182	5	2008	DATE
esrj-65216	184	1	chinese	NORP
esrj-65216	184	2	4	CARDINAL
esrj-65216	184	3	494	CARDINAL
esrj-65216	185	1	hoek	GPE
esrj-65216	185	2	e., & brown	ORG
esrj-65216	185	3	e. t.	PERSON
esrj-65216	185	4	1997	DATE
esrj-65216	186	1	34	CARDINAL
esrj-65216	186	2	1165	CARDINAL
esrj-65216	187	1	hou	PERSON
esrj-65216	187	2	f. l.	PERSON
esrj-65216	187	3	liu	PERSON
esrj-65216	187	4	m. c.	PERSON
esrj-65216	187	5	1992	DATE
esrj-65216	189	1	third	ORDINAL
esrj-65216	190	1	wuhan	GPE
esrj-65216	190	2	wuhan university of mapping technology press	ORG
esrj-65216	190	3	448	CARDINAL
esrj-65216	191	1	jian	PERSON
esrj-65216	191	2	z.	PERSON
esrj-65216	191	3	l., & xiuzhi	ORG
esrj-65216	191	4	s.	PERSON
esrj-65216	191	5	2012	DATE
esrj-65216	193	1	50	CARDINAL
esrj-65216	193	2	629	CARDINAL
esrj-65216	194	1	a.	PERSON
esrj-65216	194	2	1981	DATE
esrj-65216	196	1	18	CARDINAL
esrj-65216	196	2	295	CARDINAL
esrj-65216	197	1	li	PERSON
esrj-65216	197	2	d. q.	PERSON
esrj-65216	197	3	l. g.	PERSON
esrj-65216	197	4	2009	DATE
esrj-65216	199	1	beijing	GPE
esrj-65216	200	1	2001	DATE
esrj-65216	202	1	38	DATE
esrj-65216	202	2	893	CARDINAL
esrj-65216	203	1	rutkowski l	PERSON
esrj-65216	203	2	ieee trans neural netw	ORG
esrj-65216	203	3	15	CARDINAL
esrj-65216	203	4	2004	DATE
esrj-65216	203	5	811	CARDINAL
esrj-65216	204	1	specht	GPE
esrj-65216	204	2	d. f. (	PERSON
esrj-65216	204	3	1990	DATE
esrj-65216	206	1	3	CARDINAL
esrj-65216	206	2	109	CARDINAL
esrj-65216	207	1	t.	GPE
esrj-65216	207	2	m. m.	PERSON
esrj-65216	207	3	lee	PERSON
esrj-65216	207	4	r. r. & huang	ORG
esrj-65216	207	5	2007	DATE
esrj-65216	209	1	18	CARDINAL
esrj-65216	209	2	1424-1432	DATE
esrj-65216	210	1	tang	PERSON
esrj-65216	210	2	b. y.	PERSON
esrj-65216	210	3	2000	DATE
esrj-65216	212	1	ph.d	ORG
esrj-65216	213	1	mcgill university	ORG
esrj-65216	214	1	tao	PERSON
esrj-65216	214	2	z. y.	PERSON
esrj-65216	214	3	1988	DATE
esrj-65216	216	1	ed	PERSON
esrj-65216	216	2	407	CARDINAL
esrj-65216	217	1	thaldiri	ORG
esrj-65216	217	2	n. h.	PERSON
esrj-65216	217	3	hanafiah	ORG
esrj-65216	217	4	m. h., & halim	PERSON
esrj-65216	217	5	a. a.	PERSON
esrj-65216	217	6	2017	CARDINAL
esrj-65216	219	1	1	CARDINAL
esrj-65216	219	2	17	CARDINAL
esrj-65216	219	3	turchaninov,	ORG
esrj-65216	219	4	i. a.	PERSON
esrj-65216	219	5	g. a.	PERSON
esrj-65216	219	6	gzovsky	PERSON
esrj-65216	219	7	m.v.	GPE
esrj-65216	219	8	kazikayev	GPE
esrj-65216	219	9	d. m.	PERSON
esrj-65216	219	10	batugin	GPE
esrj-65216	219	11	s. a., & chabdarova	PERSON
esrj-65216	219	12	1972	DATE
esrj-65216	221	1	6	CARDINAL
esrj-65216	221	2	229	CARDINAL
esrj-65216	222	1	wang	PERSON
esrj-65216	222	2	x. z.	PERSON
esrj-65216	222	3	aamir	GPE
esrj-65216	222	4	2015	CARDINAL
esrj-65216	224	1	journal of intelligent &	ORG
esrj-65216	224	2	29	CARDINAL
esrj-65216	224	3	1185-1196	CARDINAL
esrj-65216	225	1	wang	PERSON
esrj-65216	225	2	j., zeng	PERSON
esrj-65216	225	3	xu	PERSON
esrj-65216	225	4	2017	CARDINAL
esrj-65216	227	1	1	CARDINAL
esrj-65216	227	2	56-65	DATE
esrj-65216	228	1	wang	ORG
esrj-65216	228	2	y. h.	PERSON
esrj-65216	228	3	li	PERSON
esrj-65216	228	4	w.d.	GPE
esrj-65216	228	5	& li	PERSON
esrj-65216	228	6	q. g.	PERSON
esrj-65216	228	7	1998	DATE
esrj-65216	230	1	chinese	NORP
esrj-65216	230	2	15	CARDINAL
esrj-65216	230	3	493	CARDINAL
esrj-65216	231	1	wu	PERSON
esrj-65216	231	2	d. x. & yang	ORG
esrj-65216	231	3	j. (	PERSON
esrj-65216	231	4	2005	DATE
esrj-65216	233	1	chinese	NORP
esrj-65216	233	2	24	CARDINAL
esrj-65216	233	3	3965-3971	CARDINAL
esrj-65216	234	1	yang	PERSON
esrj-65216	234	2	t.	GPE
esrj-65216	234	3	li	PERSON
esrj-65216	234	4	g. w. w.	PERSON
esrj-65216	234	5	2000	DATE
esrj-65216	236	1	chinese	NORP
esrj-65216	236	2	19	CARDINAL
esrj-65216	236	3	429	CARDINAL
esrj-65216	237	1	x. z.	PERSON
esrj-65216	237	2	2005	DATE
esrj-65216	239	1	yangtze river	LOC
esrj-65216	239	2	36	DATE
esrj-65216	239	3	17	CARDINAL
esrj-65216	240	1	z. y.	PERSON
esrj-65216	240	2	j. b.	PERSON
esrj-65216	240	3	& li	PERSON
esrj-65216	240	4	p. f.	PERSON
esrj-65216	241	1	19	CARDINAL
esrj-65216	241	2	2004	DATE
esrj-65216	241	3	451	CARDINAL
esrj-65216	242	1	zhen	GPE
esrj-65216	242	2	s., & gao	ORG
esrj-65216	242	3	w.	PERSON
esrj-65216	242	4	2017	CARDINAL
esrj-65216	243	1	henan province	GPE
esrj-65216	244	1	1	CARDINAL
esrj-65216	244	2	66	CARDINAL