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

Table 25

Comprehensive optimization control model input training data.

No.	Rock category	Blasting speed (m/s)	Neighboring eyes spacing (mm)	Minimum resistance line (m)	Relative distance	Linear charge density (kg/m)	Sequence of initiation	Excavation method	Measuring and setting out
1	0.3	3200	60	70	0.86	0.13	0.9	0.6	0.4
2	0.3	3200	65	70	0.93	0.15	0.9	0.6	0.2
3	0.3	3200	65	70	0.93	0.15	0.9	0.6	0.2
4	0.3	3200	65	70	0.93	0.15	0.9	0.6	0.2
5	0.3	3200	65	70	0.93	0.15	0.9	0.6	0.4
6	0.3	3200	65	70	0.93	0.15	0.9	0.6	0.4
7	0.3	3200	65	70	0.93	0.15	0.9	0.6	0.4
8	0.5	3600	70	70	1	0.2	0.9	0.6	0.4
9	0.5	3600	70	70	1	0.2	0.9	0.6	0.4
10	0.5	3600	70	70	1	0.2	0.9	0.6	0.4
11	0.5	3600	70	70	1	0.2	0.9	0.6	0.4
12	0.5	3600	70	70	1	0.2	0.9	0.6	0.4
13	0.3	3200	60	65	0.92	0.25	0.9	0.6	0.4
14	0.3	3200	60	65	0.92	0.25	0.9	0.6	0.4
15	0.3	3200	80	70	1.14	0.15	0.9	0.6	0.4
16	0.5	4000	70	70	1	0.3	0.9	0.6	0.2
17	0.5	4000	70	70	1	0.3	0.9	0.6	0.2
18	0.5	4000	70	70	1	0.3	0.9	0.6	0.2
19	0.5	4000	70	70	1	0.3	0.9	0.6	0.2
20	0.5	3200	60	65	0.92	0.15	0.9	0.6	0.2
21	0.5	3200	60	65	0.92	0.15	0.9	0.6	0.2
22	0.5	3200	60	65	0.92	0.15	0.9	0.6	0.2
23	0.5	3200	60	65	0.92	0.15	0.9	0.6	0.2
24	0.5	3200	60	65	0.92	0.15	0.9	0.6	0.2
25	0.5	3200	60	65	0.92	0.15	0.9	0.6	0.2
26	0.5	3200	60	65	0.92	0.15	0.9	0.6	0.2
27	0.5	3200	60	60	1	0.25	0.9	0.6	0.2
28	0.5	3200	60	60	1	0.25	0.9	0.6	0.2
29	0.5	3200	60	60	1	0.25	0.9	0.6	0.2
30	0.3	4200	65	70	0.93	0.3	0.9	0.6	0.2
31	0.3	4200	65	70	0.93	0.3	0.9	0.6	0.2
32	0.3	4200	65	70	0.93	0.45	0.9	0.6	0.2
33	0.3	4200	60	70	0.86	0.4	0.9	0.6	0.4
34	0.3	4200	60	70	0.86	0.15	0.9	0.6	0.4