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

<table class="table-group" id="tab19"><tr><td><table class="table"><tr><td class="thead-hr" colspan="4"><hr/></td></tr><tr class="thead"><td class="align_left">Control index</td><td class="align_center">Control index 1</td><td class="align_center">Control index 2</td><td class="align_center">Control index 3</td></tr><tr><td class="thead-hr" colspan="4"><hr/></td></tr><tr><td class="align_left">X1</td><td class="align_center">0.5201</td><td class="align_center">0.7564</td><td class="align_center">-0.3967</td></tr><tr><td class="align_left">X2</td><td class="align_center">-0.5559</td><td class="align_center">0.6524</td><td class="align_center">0.5151</td></tr><tr><td class="align_left">X3</td><td class="align_center">0.6484</td><td class="align_center">-0.0474</td><td class="align_center">0.7598</td></tr><tr class="table-tr"><td colspan="4"><hr class="tbody-hr"/></td></tr></table></td></tr></table>

<div>Normalized eigenvectors of tunnel parameter index.</div>

Geofluids

tab19

Table 19

Table 19: Intelligent Control of Smooth Blasting Quality in Rock Tunnels Using BP-ANN, ENN, and ANFIS 