Research Article
Energy-Efficient Scheduling for a Job Shop Using Grey Wolf Optimization Algorithm with Double-Searching Mode
Table 1
Effectiveness analysis of improvement strategy.
| Instancce | SMGWO | DMGWO-1 | DMGWO | Best | Avg | ARPD | T | Best | Avg | ARPD | T | Best | Avg | ARPD | T |
| FT06 | 372.3 | 378.3 | 1.61 | 5.4 | 372.3 | 378.3 | 1.61 | 5.5 | 372.3 | 378.3 | 1.61 | 5.5 | FT10 | 9594.7 | 10546.0 | 13.07 | 18.6 | 9327.2 | 10903.2 | 16.90 | 18.8 | 9511.2 | 10260.24 | 10.00 | 18.9 | FT20 | 10365.0 | 11802.3 | 15.90 | 20.8 | 10941.6 | 11898.5 | 16.84 | 20.9 | 10183.4 | 11489.3 | 12.82 | 21.4 | LA01 | 2932.8 | 3156.3 | 11.18 | 8.0 | 2839.0 | 3205.4 | 12.91 | 7.9 | 2865.4 | 3081.9 | 8.56 | 8.3 | LA02 | 2121.8 | 2415.1 | 13.82 | 7.9 | 2121.8 | 2533.0 | 19.38 | 8.1 | 2200.6 | 2529.2 | 19.20 | 8.0 | LA03 | 3543.6 | 3805.7 | 7.40 | 8.0 | 3812.0 | 4063.5 | 14.67 | 8.0 | 3744.2 | 3939.3 | 11.17 | 8.0 | LA04 | 2880.2 | 3246.6 | 12.72 | 8.0 | 3034.4 | 3276.4 | 13.76 | 8.0 | 2924.0 | 3115.9 | 8.18 | 8.0 | LA05 | 4005.2 | 4205.0 | 10.03 | 8.1 | 3821.8 | 4168.8 | 9.08 | 8.0 | 4059.6 | 4174.8 | 9.24 | 7.8 | LA06 | 6324.0 | 6935.9 | 9.68 | 13.8 | 6541.0 | 7227.8 | 14.29 | 13.8 | 6480.4 | 6947.0 | 9.85 | 13.8 | LA07 | 6225.3 | 7032.8 | 12.97 | 13.7 | 6325.7 | 6864.9 | 10.27 | 13.6 | 6467.9 | 6803.6 | 9.29 | 13.9 | LA08 | 5503.9 | 5816.1 | 12.94 | 13.6 | 5177.8 | 5944.8 | 15.44 | 13.8 | 5149.9 | 5697.1 | 10.63 | 13.1 | LA09 | 5929.3 | 6666.4 | 13.50 | 13.4 | 5944.5 | 6466.2 | 10.09 | 13.8 | 5873.6 | 6257.9 | 6.54 | 13.8 | LA10 | 7524.1 | 7900.8 | 5.41 | 13.4 | 7572.2 | 8167.5 | 8.96 | 13.7 | 7495.6 | 7853.4 | 4.77 | 13.8 | LA11 | 11758.6 | 12694.5 | 7.96 | 20.8 | 12073.8 | 12709.8 | 8.09 | 20.7 | 11940.6 | 12872.4 | 9.47 | 21.2 | LA12 | 9273.4 | 10230.3 | 10.68 | 21.0 | 9243.2 | 10013.1 | 8.33 | 20.7 | 9295.0 | 9974.3 | 7.91 | 21.3 | LA13 | 10760.6 | 11307.2 | 7.08 | 20.8 | 10885.8 | 11673.8 | 10.56 | 20.7 | 10559.2 | 11390.6 | 7.87 | 21.4 | LA14 | 15202.6 | 16236.1 | 11.24 | 21.1 | 14867.8 | 16058.8 | 10.03 | 20.9 | 14595.4 | 15989.2 | 9.55 | 21.6 | LA15 | 12442.0 | 13215.2 | 6.48 | 20.9 | 12504.4 | 13763.6 | 10.89 | 20.9 | 12411.4 | 13008.0 | 4.81 | 21.8 | LA16 | 12114.8 | 13060.7 | 9.92 | 18.8 | 11882.4 | 12761.2 | 7.40 | 19.0 | 11979.8 | 12690.6 | 6.80 | 19.5 | LA17 | 11141.3 | 11889.0 | 12.10 | 18.4 | 10882.0 | 11667.9 | 10.01 | 18.8 | 10606.0 | 11558.0 | 8.98 | 18.7 | LA18 | 10241.1 | 10856.3 | 15.11 | 18.9 | 9901.8 | 10472.8 | 11.04 | 18.3 | 9431.4 | 10564.0 | 12.01 | 18.6 | LA19 | 8654.7 | 9450.7 | 11.94 | 18.6 | 8701.7 | 9489.2 | 12.39 | 18.8 | 8443.0 | 9156.8 | 8.45 | 18.6 | LA20 | 13571.8 | 14711.0 | 15.66 | 18.3 | 12719.0 | 14440.0 | 13.53 | 18.9 | 13320.0 | 14149.4 | 11.25 | 18.6 | LA21 | 12742.3 | 13942.8 | 16.04 | 32.3 | 12015.5 | 13866.3 | 15.40 | 33.0 | 12320.6 | 13344.7 | 11.06 | 34.1 | LA22 | 13293.2 | 14564.3 | 10.61 | 33.0 | 13243.3 | 14618.8 | 11.02 | 33.5 | 13167.4 | 14102.6 | 7.10 | 33.6 | LA23 | 10561.8 | 11179.8 | 11.16 | 32.9 | 10852.2 | 11428.7 | 13.64 | 33.6 | 10057.2 | 11101.7 | 10.39 | 33.5 | LA24 | 10071.8 | 11378.3 | 13.49 | 32.8 | 11250.8 | 12485.2 | 24.53 | 33.4 | 10025.5 | 11501.1 | 14.72 | 33.6 | LA25 | 11742.4 | 13810.7 | 17.61 | 32.4 | 11795.1 | 13763.7 | 17.21 | 32.7 | 12546.1 | 13800.9 | 17.53 | 33.6 | LA26 | 16026.0 | 16958.9 | 6.43 | 48.6 | 16170.2 | 17820.8 | 11.84 | 48.3 | 15934.2 | 17142.0 | 7.58 | 50.7 | LA27 | 16684.2 | 18170.7 | 11.08 | 49.7 | 16358.4 | 17703.3 | 8.22 | 49.7 | 16796.6 | 17551.7 | 7.29 | 50.0 | LA28 | 17072.8 | 18582.3 | 16.71 | 45.3 | 16470.2 | 18515.4 | 16.29 | 49.5 | 15922.4 | 18244.7 | 14.59 | 49.7 | LA29 | 19252.2 | 20467.4 | 9.49 | 48.4 | 18907.8 | 20670.0 | 10.57 | 49.2 | 18694.2 | 20205.0 | 8.08 | 49.3 | LA30 | 18855.8 | 21493.5 | 13.99 | 49.1 | 19047.0 | 21798.4 | 15.61 | 49.4 | 20023.4 | 20896.1 | 10.82 | 49.2 | LA31 | 36280.3 | 37608.1 | 8.11 | 87.7 | 36145.3 | 38073.7 | 9.45 | 87.5 | 34787.6 | 36839.3 | 5.90 | 88.2 | LA32 | 34144.8 | 36493.9 | 6.88 | 89.4 | 35691.7 | 37758.0 | 10.58 | 88.2 | 36402.4 | 37161.4 | 8.83 | 87.5 | LA33 | 32832.7 | 35563.9 | 8.32 | 89.2 | 33602.5 | 36491.1 | 11.14 | 88.3 | 33466.2 | 35538.7 | 8.24 | 87.4 | LA34 | 35653.3 | 37131.8 | 8.96 | 89.7 | 34552.2 | 36547.6 | 7.25 | 92.5 | 34077.1 | 36436.9 | 6.92 | 92.2 | LA35 | 38859.1 | 41906.7 | 8.82 | 90.5 | 38769.9 | 40991.1 | 6.44 | 91.5 | 38511.5 | 40783.8 | 5.90 | 93.3 | LA36 | 32196.6 | 33621.6 | 8.21 | 59.2 | 32513.8 | 33776.8 | 8.71 | 59.6 | 31070.4 | 33365.9 | 7.39 | 60.6 | LA37 | 32316.5 | 34618.5 | 9.53 | 58.2 | 31605.3 | 33625.9 | 6.39 | 58.6 | 32082.3 | 32980.9 | 4.35 | 59.9 | LA38 | 28785.5 | 30382.9 | 5.55 | 57.1 | 28418.5 | 31090.0 | 8.01 | 56.8 | 29835.1 | 30725.1 | 6.74 | 58.8 | LA39 | 23805.1 | 25619.0 | 11.92 | 57.9 | 22890.1 | 24903.7 | 8.80 | 57.4 | 24139.1 | 24966.4 | 9.07 | 58.0 | LA40 | 26144.0 | 28031.2 | 16.36 | 59.7 | 26108.8 | 27191.0 | 12.87 | 58.4 | 24091.0 | 26508.0 | 10.03 | 58.3 |
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