Table 2 Statistical results over 10 repetitions of proposed Kriging-GWO (hybrid surrogate-metaheuristic) approach in robust optimal placement of two, three, and four transmitting antennas for different "\(\alpha\)" values in Eq. (19).
From: A data driven approach in less expensive robust transmitting coverage and power optimization
\(\alpha\) | %Coverage_Mean | %Coverage_Std | SNR | TPT (mW) | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Avg | Std | Max | Min | Avg | Std | Max | Min | Avg | Std | Max | Min | Avg | Std | Max | Min | |
\(\#{\varvec{B}}{\varvec{S}}=2\) | ||||||||||||||||
− 2 | 52.47 | 1.41 | 49.95 | 55.66 | 14.17 | 0.45 | 13.44 | 15.28 | − 5.68 | 0.22 | − 6.09 | − 5.18 | 2.01 | 0.05 | 1.94 | 2.10 |
− 1 | 60.16 | 1.81 | 56.47 | 62.15 | 15.41 | 0.59 | 14.51 | 16.53 | − 4.53 | 0.27 | − 5.08 | − 4.25 | 2.53 | 0.10 | 2.39 | 2.69 |
0 | 68.05 | 2.17 | 65.04 | 70.32 | 14.91 | 0.69 | 13.70 | 16.23 | − 3.48 | 0.28 | − 3.87 | − 3.18 | 3.07 | 0.18 | 2.82 | 3.32 |
+ 1 | 69.32 | 1.68 | 66.43 | 71.60 | 15.39 | 1.24 | 13.64 | 17.90 | − 3.33 | 0.21 | − 3.68 | − 3.03 | 3.26 | 0.20 | 2.83 | 3.50 |
+ 2 | 69.52 | 1.90 | 66.16 | 71.65 | 15.81 | 0.83 | 14.52 | 17.33 | − 3.32 | 0.24 | − 3.74 | − 3.07 | 3.34 | 0.21 | 2.91 | 3.62 |
\(\#{\varvec{B}}{\varvec{S}}=3\) | ||||||||||||||||
− 2 | 69.93 | 9.00 | 45.05 | 78.96 | 14.94 | 1.86 | 11.96 | 18.86 | − 3.34 | 1.28 | − 6.96 | − 2.20 | 3.07 | 0.08 | 2.96 | 3.23 |
− 1 | 82.28 | 2.46 | 77.49 | 84.62 | 14.04 | 0.81 | 12.30 | 15.29 | − 1.87 | 0.26 | − 2.38 | − 1.61 | 3.76 | 0.19 | 3.42 | 4.06 |
0 | 88.77 | 2.32 | 83.26 | 91.38 | 11.28 | 1.25 | 9.87 | 13.75 | − 1.17 | 0.24 | − 1.75 | − 0.89 | 4.71 | 0.17 | 4.39 | 4.98 |
+ 1 | 89.52 | 4.42 | 76.39 | 91.86 | 11.21 | 1.19 | 9.60 | 13.92 | − 1.10 | 0.47 | − 2.48 | − 0.84 | 4.73 | 0.14 | 4.52 | 4.91 |
+ 2 | 90.09 | 1.73 | 87.42 | 92.41 | 10.09 | 0.83 | 9.20 | 11.97 | − 1.01 | 0.17 | − 1.31 | − 0.79 | 4.95 | 0.37 | 4.53 | 5.76 |
\(\#{\varvec{B}}{\varvec{S}}=4\) | ||||||||||||||||
− 2 | 82.87 | 4.64 | 71.59 | 88.45 | 12.47 | 1.64 | 10.14 | 15.11 | − 1.78 | 0.52 | − 3.05 | − 1.17 | 4.03 | 0.15 | 3.84 | 4.34 |
− 1 | 88.78 | 5.49 | 74.53 | 93.60 | 9.35 | 1.82 | 7.24 | 13.02 | − 1.14 | 0.59 | − 2.67 | − 0.63 | 5.08 | 0.22 | 4.65 | 5.37 |
0 | 92.40 | 6.31 | 75.24 | 97.83 | 7.46 | 2.22 | 4.25 | 12.01 | − 0.77 | 0.66 | − 2.58 | − 0.21 | 6.18 | 0.28 | 5.65 | 6.55 |
+ 1 | 96.60 | 1.10 | 93.98 | 98.15 | 5.06 | 0.56 | 4.27 | 5.97 | − 0.33 | 0.10 | − 0.58 | − 0.19 | 6.47 | 0.19 | 6.26 | 6.94 |
+ 2 | 96.48 | 0.89 | 94.95 | 97.90 | 5.42 | 0.67 | 4.59 | 6.95 | − 0.35 | 0.09 | − 0.49 | − 0.21 | 6.67 | 0.20 | 6.36 | 7.07 |