Shock and Vibration

Research Article

A Three-Dimensional Nonlinear Dynamic Numerical Optimization of the Risks of Stope Blasting Based on FOA-GRNN

Table 1

Model training sample.


Serial num.	Input layer						Output layer
Serial num.	ρ_r	E	R_m	F	φ	c	H_d	d_b	S_h	E_u	W	I_r

1	3.53	40.2	5.2	12	38.7	3.65	2.3	2.0	1.5	0.33	1.6	0.71
2	3.71	35.8	3.9	11	37.9	4.52	2.2	2.3	1.3	0.22	1.5	0.66
3	3.91	30.9	4.6	10	39.5	3.66	2.1	2.1	1.4	0.31	1.4	0.70
4	4.01	22.8	3.7	9	42.9	3.52	2.0	2.0	1.3	0.21	1.3	0.68
5	3.63	31.9	3.6	10	41.3	4.01	1.9	2.4	1.2	0.24	1.6	0.58
6	3.88	40.1	4.5	11	43.1	3.65	1.8	2.2	1.5	0.32	1.5	0.72
7	3.46	32.1	2.9	10	39.5	3.79	2.2	1.9	1.3	0.31	1.3	0.64
8	3.92	28.9	3.1	11	42.2	2.56	2.0	1.8	1.2	0.28	1.6	0.67
9	4.05	30.1	4.2	10	39.7	3.27	2.0	2.0	1.3	0.25	1.4	0.70
10	3.54	40.1	5.2	12	38.7	3.64	2.3	2.0	1.4	0.32	1.6	0.71
11	3.73	35.7	3.8	11	37.8	4.51	2.1	2.3	1.3	0.21	1.4	0.67
12	3.91	30.9	4.5	10	39,4	3.66	2.1	2.1	1.5	0.32	1.5	0.71
13	4.02	22.7	3.7	11	42.9	3.51	2.0	1.9	1.3	0.21	1.3	0.68
14	3.63	31.8	3.6	9	41.3	4.02	1.9	2.3	1.2	0.25	1.6	0.57
15	3.87	40.2	4.4	10	43.1	3.66	1.8	2.1	1.4	0.31	1.4	0.72
16	3.45	32.0	2.8	11	39.5	3.78	2.1	1.9	1.3	0.32	1.3	0.65
17	3.91	28.8	3.1	10	42.1	2.57	2.0	1.8	1.2	0.29	1.5	0.66
18	4.05	30.0	4.2	11	39.7	3.26	2.1	2.0	1.3	0.26	1.4	0.71
19	3.53	40.3	5.2	11	38.8	3.65	2.3	2.1	1.5	0.32	1.6	0.70
20	3.70	35.9	3.8	11	37.9	4.54	2.1	2.3	1.3	0.23	1.5	0.65
21	3.90	30.9	4.7	10	39.4	3.67	2.1	2.1	1.4	0.32	1.4	0.70
22	4.02	22.8	3.8	9	42.8	3.52	2.0	2.0	1.3	0.21	1.3	0.67
23	3.63	31.8	3.6	10	41.2	4.02	1.9	2.3	1.2	0.23	1.6	0.58
24	3.89	40.1	4.6	11	43.1	3.65	1.8	2.2	1.4	0.32	1.5	0.73
25	3.47	32.0	2.9	12	39.5	3.80	2.1	1.9	1.2	0.31	1.3	0.64
26	3.92	28.8	3.2	11	42.4	2.57	2.0	1.8	1.3	0.29	1.5	0.68
27	4.06	30.0	4.1	11	39.8	3.28	2.1	2.1	1.3	0.26	1.3	0.71
28	3.53	40.3	5.2	12	38.6	3.64	2.3	2.0	1.4	0.34	1.7	0.71
29	3.70	35.8	3.8	11	37.8	4.53	2.2	2.3	1.3	0.22	1.5	0.68
30	3.92	30.7	4.6	10	39.5	3.66	2.1	2.1	1.4	0.31	1.4	0.70
31	4.01	22.8	3.7	9	42.9	3.54	2.0	2.0	1.3	0.22	1.3	0.69
32	3.64	31.8	3.6	11	41.5	4.01	1.9	2.4	1.3	0.24	1.7	0.58
33	3.88	40.1	4.5	10	43.1	3.66	1.9	2.3	1.5	0.33	1.6	0.72
34	3.48	32.2	2.8	10	39.3	3.79	2.2	2.0	1.4	0.31	1.4	0.63
35	3.92	28.9	3.1	11	42.2	2.58	2.1	1.8	1.2	0.27	1.6	0.67
36	4.06	30.3	4.1	11	39.8	3.26	2.0	2.1	1.3	0.24	1.4	0.71
37	3.55	40.2	5.3	13	38.6	3.66	2.3	2.0	1.4	0.34	1.6	0.73
38	3.71	35.9	3.8	11	37.8	4.52	2.1	2.3	1.3	0.22	1.5	0.66
39	3.91	30.9	4.6	10	39.6	3.67	2.1	2.2	1.5	0.32	1.4	0.70
40	4.03	22.7	3.8	11	42.9	3.52	2.0	2.0	1.3	0.21	1.4	0.68
41	3.63	31.9	3.6	10	41.4	4.03	1.9	2.4	1.2	0.25	1.6	0.59
42	3.88	40.3	4.6	11	43.1	3.65	1.8	2.2	1.4	0.32	1.5	0.72
43	3.45	32.2	2.9	9	39.6	3.78	2.1	2.0	1.3	0.32	1.3	0.65
44	3.94	29.0	3.1	11	42.2	2.56	2.0	1.8	1.2	0.28	1.5	0.68
45	4.04	30.2	4.1	10	39.9	3.26	2.1	2.0	1.3	0.25	1.4	0.69
46	3.56	40.1	5.2	12	38.8	3.68	2.4	2.1	1.5	0.34	1.6	0.72
47	3.72	35.9	3.8	11	37.9	4.53	2.3	2.3	1.3	0.22	1.6	0.68
48	3.93	30.9	4.5	9	39.7	3.68	2.1	2.2	1.5	0.32	1.4	0.71
49	4.01	22.7	3.7	10	42.9	3.52	2.0	2.0	1.3	0.21	1.3	0.68
50	3.64	31.9	3.5	11	41.4	4.03	1.9	2.3	1.2	0.26	1.6	0.57
51	3.88	40.0	4.4	11	43.2	3.65	1.8	2.2	1.5	0.32	1.5	0.72
52	3.47	32.2	2.9	10	39.5	3.78	2.2	2.0	1.4	0.32	1.3	0.64
53	3.93	28.9	3.2	12	42.3	2.56	2.1	1.9	1.2	0.28	1.5	0.66
54	4.06	30.2	4.3	11	39.8	3.28	2.0	2.0	1.4	0.27	1.5	0.72
55	3.53	40.4	5.3	12	38.6	3.67	2.4	2.0	1.6	0.34	1.6	0.70
56	3.73	35.7	3.9	11	37.9	4.53	2.2	2.2	1.3	0.23	1.5	0.66
57	3.90	30.9	4.6	10	39.6	3.66	2.0	2.1	1.4	0.31	1.4	0.72
58	4.03	22.9	3.7	9	42.9	3.51	2.0	2.0	1.3	0.21	1.3	0.68
59	3.64	31.9	3.5	10	41.2	4.01	1.9	2.3	1.3	0.26	1.6	0.58
60	3.88	40.1	4.5	11	43.1	3.65	1.8	2.1	1.6	0.32	1.4	0.73
61	3.47	32.3	2.8	10	39.6	3.78	2.1	1.9	1.3	0.33	1.3	0.64
62	3.92	28.9	3.1	11	42.2	2.56	2.0	1.8	1.2	0.28	1.6	0.69
63	4.04	30.2	4.1	11	39.6	3.28	2.0	2.1	1.4	0.27	1.4	0.71
64	3.53	40.2	5.3	12	38.7	3.66	2.3	2.1	1.5	0.33	1.6	0.71
65	3.73	35.6	3.9	11	37.8	4.52	2.1	2.3	1.3	0.22	1.5	0.67
66	3.92	30.8	4.7	10	39.6	3.67	2.1	2.1	1.5	0.32	1.4	0.70
67	4.01	22.7	3.7	9	42.9	3.52	2.0	2.0	1.3	0.21	1.3	0.69
68	3.63	31.9	3.6	10	41.3	4.03	1.9	2.4	1.2	0.24	1.6	0.58
69	3.89	40.1	4.6	11	43.3	3.65	1.8	2.3	1.4	0.33	1.5	0.73
70	3.46	32.2	2.9	11	39.5	3.77	2.2	1.9	1.3	0.31	1.4	0.64
71	3.92	28.9	3.1	11	42.4	2.56	2.0	1.8	1.2	0.29	1.6	0.66
72	4.06	30.2	4.2	10	39.8	3.26	2.0	2.0	1.3	0.26	1.5	0.71
73	3.55	40.1	5.2	12	38.8	3.67	2.4	2.1	1.5	0.34	1.6	0.72
74	3.71	35.8	4.0	12	37.9	4.52	2.2	2.4	1.3	0.23	1.5	0.66
75	3.93	30.8	4.6	10	39.6	3.67	2.1	2.1	1.4	0.31	1.4	0.70
76	4.02	22.8	3.8	9	42.9	3.52	2.0	2.0	1.3	0.21	1.3	0.69
77	3.63	31.8	3.6	10	41.4	4.02	1.9	2.4	1.2	0.25	1.6	0.58
78	3.89	40.0	4.4	11	43.1	3.65	1.8	2.2	1.5	0.32	1.5	0.72
79	3.46	32.1	2.8	10	39.5	3.79	2.2	1.9	1.3	0.31	1.3	0.64
80	3.94	28.9	3.1	10	42.3	2.57	2.1	1.8	1.2	0.29	1.6	0.69
81	4.06	30.2	4.2	11	39.9	3.28	2.0	2.1	1.4	0.26	1.5	0.71
82	3.52	40.2	5.2	12	38.7	3.65	2.3	2.0	1.6	0.33	1.6	0.70
83	3.71	35.7	3.8	11	37.9	4.53	2.2	2.3	1.3	0.22	1.5	0.66
84	3.92	30.9	4.6	10	39.6	3.67	2.1	2.2	1.5	0.33	1.4	0.71
85	4.03	22.8	3.7	9	42.9	3.52	2.0	2.0	1.3	0.21	1.3	0.68
86	3.63	31.7	3.6	10	41.3	4.01	1.9	2.4	1.2	0.24	1.7	0.58
87	3.88	40.1	4.4	11	43.3	3.66	1.8	2.2	1.6	0.33	1.6	0.73
88	3.46	32.0	2.9	10	39.5	3.79	2.2	1.9	1.3	0.31	1.3	0.64
89	3.94	28.9	3.2	11	42.4	2.57	2.0	1.8	1.2	0.29	1.6	0.67
90	4.06	30.0	4.3	11	39.8	3.28	2.1	2.1	1.3	0.25	1.4	0.72
91	3.53	40.3	5.3	12	38.7	3.67	2.3	2.0	1.5	0.34	1.6	0.73
92	3.72	35.9	3.9	12	37.8	4.52	2.2	2.4	1.3	0.22	1.5	0.66
93	3.91	30.9	4.6	11	39.5	3.68	2.1	2.1	1.4	0.32	1.4	0.71
94	4.03	22.8	3.7	9	42.8	3.52	2.0	2.0	1.3	0.21	1.3	0.68
95	3.63	31.9	3.6	10	41.3	4.01	1.9	2.4	1.2	0.24	1.7	0.59
96	3.88	40.3	4.6	11	43.2	3.65	1.8	2.2	1.5	0.32	1.5	0.72
97	3.47	32.2	2.9	10	39.4	3.79	2.2	1.9	1.4	0.31	1.3	0.64
98	3.92	28.9	3.0	11	42.2	2.57	2.1	1.8	1.2	0.28	1.6	0.68
99	4.06	30.2	4.1	10	39.8	3.26	2.0	2.0	1.4	0.26	1.4	0.70
100	3.53	25.7	2.11	12	41.1	3.05	1.8	2.2	1.2	0.18	1.5	0.69