Research Article
Research on Microgrid Scheduling Based on Improved Crow Search Algorithm
Table 3
Statistics of f1∼f7 test results.
| | Benchmark | Function | CSA [11] | PSO [7] | GWO [8] | PSOGA [25] | CLPSO [26] | CSA-PSO |
| | Best | 2.2040 E − 11 | 1.3541E − 01 | 9.3108E − 57 | 9.7886E − 06 | 4.5018 E + 03 | 4.7635E − 161 | | Mean | 4.2512 E + 02 | 5.2932 E + 02 | 7.5608 E + 02 | 3.2338 E + 00 | 1.8605 E + 04 | 6.5645E − 155 | | Worst | 2.2396 E + 05 | 1.1946E + 05 | 1.9910 E + 05 | 14044E + 03 | 1.5436 E + 05 | 6.0358E − 106 | | Std | 6.0254 E + 03 | 5.1984E + 03 | 5.2391 E + 03 | 3.4286 E + 02 | 1.6735 E + 04 | 0 |
| | Best | 2.6320E − 19 | 2.9600E − 13 | 1.8206E − 107 | 2.1438E − 13 | 1.4691E − 05 | 5.4448E − 215 | | Mean | 3.4047 E + 08 | 3.0928 E + 09 | 1.0527 E + 07 | 2.9940E − 01 | 6.7898 E + 08 | 6.6238E − 191 | | Worst | 9.9224 E + 11 | 9.2772 E + 12 | 2.2545 E + 10 | 1.4896 E + 01 | 8.2950 E + 10 | 8.2240E − 190 | | Std | 1.1823 E + 10 | 1.6938 E + 11 | 4.4340 E + 08 | 1.3998E − 01 | 7.3918 E + 09 | 0 |
| | Best | 6.2822E − 58 | 3.0838E − 46 | 2.2431E − 321 | 6.2394E − 53 | 2.4688E − 17 | 0 | | Mean | 1.1538E − 01 | 1.8480 E + 01 | 1.4880E − 01 | 4.5320E − 01 | 4.1794 E + 00 | 1.8000E − 03 | | Worst | 1.6404 E + 02 | 8.9517 E + 01 | 1.2522 E + 02 | 8.6540 E + 01 | 1.4607 E + 02 | 3.2596E − 00 | | Std | 3.8538 E + 00 | 2.7738 E + 01 | 3.4053 E + 00 | 3.7617 E + 00 | 1.5595 E + 01 | 8.6500E − 02 |
| | Best | 2.5246E − 05 | 6.3481E − 02 | 6.8418E − 46 | 1.4422E − 01 | 1.6408 E + 01 | 0 | | Mean | 0.7307 E + 00 | 1.9283 E + 00 | 4.7450E − 01 | 4.7730E − 01 | 3.5197 E + 01 | 3.4102E − 01 | | Worst | 8.7613 E + 01 | 8.6038 E + 01 | 8.8409 E + 01 | 1.3986 E + 00 | 8.8886 E + 01 | 1.3258 E + 00 | | Std | 4.2351 E + 00 | 4.4388 E + 00 | 4.7237 E + 00 | 2.5870E − 01 | 1.7879 E + 01 | 1.3958E − 01 |
| | Best | 2.4191 E + 01 | 2.6202 E + 01 | 2.7124 E + 01 | 2.8704 E + 01 | 3.5616 E + 01 | 2.2728 E + 01 | | Mean | 1.6583 E + 05 | 9.8047 E + 05 | 1.4765 E + 05 | 5.7180 E + 03 | 7.1453 E + 06 | 9.1149 E + 01 | | Worst | 2.8280 E + 08 | 2.1944E + 08 | 1.7112 E + 08 | 5.6213 E + 06 | 2.9882 E + 08 | 1.1408 E + 03 | | Std | 5.5125 E + 06 | 1.0845 E + 07 | 3.9046 E + 06 | 1.4389 E + 05 | 3.0072 E + 07 | 8.1572 E + 01 |
| | Best | 1.6839 E + 00 | 9.4726E − 02 | 3.6528 E + 00 | 4.9168E − 06 | 7.0937 E + 03 | 4.2093E − 01 | | Mean | 1.7959 E + 03 | 6.6675 E + 02 | 6.4385 E + 02 | 1.4043 E + 01 | 2.3743 E + 04 | 4.4713 E + 01 | | Worst | 1.5811 E + 05 | 1.9438 E + 05 | 1.6579 E + 05 | 7.8471 E + 03 | 1.0617 E + 05 | 1.7041 E + 04 | | Std | 9.0603 E + 03 | 7.3068 E + 03 | 6.4798 E + 03 | 2.1541 E + 02 | 1.9884 E + 04 | 6.6766 E + 02 |
| | Best | 9.0827E − 50 | 1.2395E − 41 | 1.15113E − 309 | 4.4268E − 48 | 3.4583E − 47 | 0 | | Mean | 9.9960E − 02 | 2.6088 E + 01 | 1.3220E − 01 | 6.3700E − 01 | 3.7228 E + 00 | 2.4645E − 03 | | Worst | 1.2187 E + 02 | 1.2162 E + 02 | 1.2901 E + 02 | 1.2677 E + 02 | 1.0238 E + 02 | 2.5632 E + 00 | | Std | 2.5274 E + 00 | 3.8778 E + 01 | 3.3568 E + 00 | 6.0112 E + 00 | 1.4134 E + 01 | 5.4560E − 02 |
|
|
