Table 5 Comparison of maximum, minimum, and average energy consumption at edge node using different parameter selection approaches among All Datasets.
Energy Consumption at Edge Node (mJ) | ||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Dataset | Maximum | Average | Minimum | |||||||||||||||
Original | G.Descent | CHI-S | bWWPA | RFECV | CcBPS | Original | G.Descent | CHI-S | bWWPA | RFECV | CcBPS | Original | G.Descent | CHI-S | bWWPA | RFECV | CcBPS | |
IESD-15 | 16.97 | 17.12 | 20.52 | 15.85 | 27.19 | 10.93 | 12.60 | 14.87 | 14.25 | 11.85 | 15.67 | 8.70 | 8.33 | 10.23 | 7.98 | 8.91 | 12.12 | 3.86 |
IESD-30 | 15.16 | 22.18 | 21.15 | 19.11 | 17.65 | 17.77 | 12.40 | 15.33 | 15.07 | 12.63 | 12.98 | 11.26 | 8.33 | 8.54 | 10.23 | 9.71 | 8.22 | 6.66 |
IESD-1H | 14.20 | 17.59 | 19.14 | 15.90 | 15.82 | 14.83 | 11.39 | 14.98 | 13.99 | 11.96 | 12.24 | 9.53 | 7.64 | 10.65 | 7.70 | 8.08 | 8.08 | 4.87 |
IESD-4H | 14.10 | 17.94 | 15.41 | 15.64 | 13.98 | 13.68 | 11.02 | 12.94 | 11.71 | 11.95 | 11.28 | 9.90 | 7.52 | 7.82 | 7.00 | 7.75 | 7.43 | 4.88 |
IESD-8H | 7.99 | 9.37 | 8.94 | 8.95 | 9.47 | 7.84 | 5.14 | 6.75 | 5.96 | 6.39 | 5.84 | 4.72 | 3.19 | 3.66 | 3.68 | 3.79 | 4.09 | 1.49 |
IESD-24H | 3.31 | 4.10 | 3.76 | 4.21 | 4.13 | 2.75 | 2.18 | 2.69 | 2.41 | 2.79 | 2.71 | 1.58 | 1.48 | 1.63 | 1.61 | 2.08 | 1.87 | 0.88 |
BTM-L-B | 15.88 | 23.69 | 21.22 | 18.43 | 22.16 | 14.69 | 12.59 | 17.36 | 14.84 | 13.26 | 14.25 | 11.77 | 7.56 | 12.72 | 10.71 | 8.22 | 8.80 | 7.62 |
IITM-D | 26.00 | 22.88 | 20.31 | 25.51 | 26.43 | 23.20 | 17.60 | 15.67 | 14.08 | 14.96 | 17.08 | 11.57 | 8.42 | 10.84 | 8.30 | 8.51 | 9.51 | 6.01 |
AN-RSPCB | 20.87 | 20.26 | 19.41 | 19.67 | 20.77 | 14.55 | 11.96 | 14.70 | 12.71 | 12.35 | 13.63 | 11.03 | 8.06 | 9.53 | 9.14 | 9.66 | 7.97 | 5.80 |