Comparison of optimum sensor placement in C-town WDS via simplified and random search approach
DMA . | Simplified approach . | Random search approach . | ||
---|---|---|---|---|
Node ID of optimal sensors . | Variance of residual (m2) . | Node ID of optimal sensors . | Variance of residual (m2) . | |
1 | 149 | 162.58 | 149 | 162.58 |
149,343 | 97.03 | 149,343 | 97.02 | |
149,343,312 | 81.75 | 146,341,374 | 80.58 | |
149,343,312,377 | 74.29 | 146,341,312,377 | 73.42 | |
149,343,312,377,137 | 69.45 | 149,375,306,367,107 | 69.52 | |
149,343,312,377,137,107 | 66.39 | 149,334,314,119,377,107 | 68.33 | |
2 | 260 | 300.19 | 260 | 300.19 |
260,28 | 180.62 | 260,28 | 180.61 | |
260,28,248 | 149.20 | 260,28,253 | 148.20 | |
260,28,248,283 | 134.05 | 260,28,253,283 | 133.17 | |
260,28,248,283,11 | 124.34 | 260,28,253,283,11 | 124.04 | |
3 | 231 | 246.40 | 231 | 246.40 |
231,218 | 154.17 | 231,223 | 153.48 | |
231,218,228 | 124.70 | 231,218,228 | 123.52 | |
231,218,228,238 | 109.54 | 231,218, 228,226 | 108.02 | |
4 | 185 | 397.03 | 185 | 397.03 |
185,159 | 275.87 | 185,299 | 274.53 | |
185,159,200 | 224.86 | 185,299,170 | 223.32 | |
185,159,200,299 | 196.14 | 185,159,192,297 | 195.50 | |
5 | 90 | 233.33 | 90 | 233.33 |
90,82 | 163.88 | 96,83 | 157.32 | |
90,82,100 | 133.91 | 89,82,100 | 127.86 | |
90,82,100,89 | 124.24 | 89,83,94,76 | 122.06 |
DMA . | Simplified approach . | Random search approach . | ||
---|---|---|---|---|
Node ID of optimal sensors . | Variance of residual (m2) . | Node ID of optimal sensors . | Variance of residual (m2) . | |
1 | 149 | 162.58 | 149 | 162.58 |
149,343 | 97.03 | 149,343 | 97.02 | |
149,343,312 | 81.75 | 146,341,374 | 80.58 | |
149,343,312,377 | 74.29 | 146,341,312,377 | 73.42 | |
149,343,312,377,137 | 69.45 | 149,375,306,367,107 | 69.52 | |
149,343,312,377,137,107 | 66.39 | 149,334,314,119,377,107 | 68.33 | |
2 | 260 | 300.19 | 260 | 300.19 |
260,28 | 180.62 | 260,28 | 180.61 | |
260,28,248 | 149.20 | 260,28,253 | 148.20 | |
260,28,248,283 | 134.05 | 260,28,253,283 | 133.17 | |
260,28,248,283,11 | 124.34 | 260,28,253,283,11 | 124.04 | |
3 | 231 | 246.40 | 231 | 246.40 |
231,218 | 154.17 | 231,223 | 153.48 | |
231,218,228 | 124.70 | 231,218,228 | 123.52 | |
231,218,228,238 | 109.54 | 231,218, 228,226 | 108.02 | |
4 | 185 | 397.03 | 185 | 397.03 |
185,159 | 275.87 | 185,299 | 274.53 | |
185,159,200 | 224.86 | 185,299,170 | 223.32 | |
185,159,200,299 | 196.14 | 185,159,192,297 | 195.50 | |
5 | 90 | 233.33 | 90 | 233.33 |
90,82 | 163.88 | 96,83 | 157.32 | |
90,82,100 | 133.91 | 89,82,100 | 127.86 | |
90,82,100,89 | 124.24 | 89,83,94,76 | 122.06 |