Intelligent Control of Smooth Blasting Quality in Rock Tunnels Using BP-ANN, ENN, and ANFIS

Table 26

Comprehensive optimization control model output training data.

No.	Maximum overbreak (m)	Maximum underbreak (m)	Area of overbreak (m^2)	Volume of overbreak (m^3)	Blast hole utilization factor (%)
1	0.81	0.23	10.4	10.4	79
2	0.7	0.68	7.78	7.78	92
3	0.73	0.04	10.91	5.46	84
4	0.85	0.04	9.64	4.82	84
5	0.65	0.02	7.69	3.85	95
6	0.78	0.41	6.03	9.05	89
7	0.66	0.24	7.52	3.76	89
8	0.57	0.08	7.98	3.99	89
9	0.64	0.14	11.78	5.89	95
10	0.8	0.14	12.63	3.79	95
11	0.78	0.26	12.17	2.43	95
12	0.73	0.11	10.16	5.08	95
13	0.56	0.03	9.88	4.94	95
14	0.66	0.13	9.62	0.96	84
15	0.98	0.21	13.91	4.17	92
16	0.6	0.1	8.67	2.6	95
17	0.52	0.07	7.74	1.55	95
18	0.7	0.1	7.48	3.74	95
19	0.74	0.05	8.89	4.45	95
20	0.85	0.01	10.63	5.32	95
21	0.58	0.19	6.09	3.05	92
22	0.78	0.03	12.43	3.73	92
23	0.75	0.07	12.92	2.58	92
24	0.59	0.03	10.9	5.45	92
25	0.69	0.28	4.7	2.35	79
26	0.58	0.02	9.46	2.84	79
27	0.88	0.04	9	4.5	79
28	0.91	0.33	8.58	4.29	84
29	0.86	0.26	10.97	5.49	84
30	0.71	0.34	6.85	3.43	87
31	0.61	0.09	9.97	4.99	87
32	0.45	0.14	5.63	2.82	87
33	0.49	0.15	6.61	3.31	87
34	0.73	0.17	8.92	4.46	82