Computational Intelligence and Neuroscience / 2015 / Article / Tab 9 / Research Article
Algorithmic Mechanism Design of Evolutionary Computation Table 9 Number of function calls (NFC in (
11 )), success rate (SR in (
12 )), acceleration rate (AR in (
13 )), and fitness value to reach (VTR in (
10 )) of 30D benchmark function.
(a) Function DE-best DE-rand jDE-best jDE-rand Best- NFC SR NFC SR AR NFC SR AR NFC SR AR NFC SR AR 29003 0.03 30000 0.00 0.97 4288 0.86 115.72 4297 0.86 109.95 24017 0.20 75.77 22010 0.27 21020 0.30 43.66 154 0.99 281.16 156 0.99 271.54 19022 0.37 154.49 25003 0.17 26000 0.13 0.96 2209 0.93 181.63 2210 0.93 178.42 25003 0.17 13.74 24007 0.20 21028 0.30 44.54 210 0.99 207.12 3403 0.89 236.47 19144 0.36 101.97 27002 0.10 28011 0.07 4.03 6253 0.79 113.75 6253 0.79 113.75 25007 0.17 78.45 29000 0.03 28003 0.07 12.46 4198 0.86 232.62 4201 0.86 222.27 16022 0.47 342.51 27001 0.10 28000 0.07 0.96 6143 0.80 193.45 6145 0.80 192.85 22015 0.27 148.07 27002 0.10 27007 0.10 25.00 5574 0.81 51.12 6092 0.80 51.65 26008 0.13 59.45 30000 0.00 29005 0.03 7.63 5290 0.82 98.63 5289 0.82 99.09 24018 0.20 110.52 28000 0.07 28000 0.07 1.00 8306 0.72 98.62 8313 0.72 84.73 25008 0.17 42.56 30000 0.00 29007 0.03 5.73 3945 0.87 49.77 3967 0.87 47.05 30000 0.00 1.00 29003 0.03 29003 0.03 12.04 1428 0.95 83.80 1433 0.95 81.82 27008 0.10 57.53 25003 0.17 27000 0.10 0.93 1136 0.96 343.75 1136 0.96 343.75 13020 0.57 432.51 30000 0.00 30000 0.00 1.00 5502 0.82 38.63 6391 0.79 38.28 27010 0.10 49.23 Average 27288.14 0.09 27220.29 0.09 11.49 3902.57 0.87 149.27 4234.71 0.86 147.97 23021.57 0.23 119.13
(b) Function Rand- Best-Cr Rand-Cr Mutation Mixture NFC SR AR NFC SR AR NFC SR AR NFC SR AR NFC SR AR 22043 0.27 68.08 8270 0.72 77.93 3482 0.88 67.51 29003 0.03 12.04 5316 0.82 99.79 16042 0.47 147.32 4166 0.86 208.80 1239 0.96 163.57 18034 0.40 92.14 3157 0.89 264.24 18037 0.40 85.96 2282 0.92 164.60 2291 0.92 119.83 24003 0.20 58.58 5269 0.82 148.67 15097 0.50 103.86 4301 0.86 229.62 440 0.99 139.78 18046 0.40 83.75 4174 0.86 244.87 27007 0.10 7.81 5393 0.82 110.24 1471 0.95 69.04 28005 0.07 0.94 6945 0.77 83.91 8074 0.73 298.02 9213 0.69 98.24 2314 0.92 125.94 29000 0.03 1.00 6199 0.79 207.02 24012 0.20 67.49 5352 0.82 117.66 1335 0.96 124.71 27002 0.10 18.79 5241 0.83 141.25 22068 0.26 31.45 3956 0.87 44.36 2043 0.93 49.22 28014 0.07 3.36 2442 0.92 55.25 27015 0.10 21.46 10326 0.66 53.76 2652 0.91 63.02 30000 0.00 1.00 2477 0.92 81.18 20045 0.33 55.26 5381 0.82 85.14 590 0.98 87.82 27004 0.10 9.89 6346 0.79 128.95 29001 0.03 34.30 4624 0.85 26.51 1855 0.94 29.82 30000 0.00 1.00 1255 0.96 71.54 26034 0.13 28.18 7394 0.75 70.51 2470 0.92 67.68 29001 0.03 34.27 2471 0.92 69.65 7059 0.76 330.94 6209 0.79 240.19 1383 0.95 266.84 26002 0.13 19.41 1200 0.96 286.63 27033 0.10 10.85 4665 0.84 36.55 4050 0.87 22.36 30000 0.00 1.00 3510 0.88 30.67 Average 20611.93 0.31 92.21 5823.71 0.80 111.72 1972.50 0.93 99.79 26651 0.11 24.08 4000.14 0.86 136.68
