Table 3 Summary of results obtained for different benchmark functions (Case 1).
Algorithms | Index | Functions | ||||||||
---|---|---|---|---|---|---|---|---|---|---|
f1 | f2 | f3 | f4 | f5 | ||||||
PSO31 | mean | 0.066667 | 9.89E − 08 | 4.12E − 02 | 7.79E − 05 | 1078.0941 | ||||
std | 0.253721 | 4.88E − 07 | 1.72E − 02 | 1.39E − 04 | 647.25346 | |||||
WOA31 | mean | 0 | 2.48E − 208 | 3.67E − 04 | 3.90E − 117 | 977.52989 | ||||
std | 0 | 0 | 3.61E − 04 | 1.11E − 116 | 866.21494 | |||||
SSA31 | mean | 5.13333 | 5.22E − 09 | 1.31E − 02 | 0.16395 | 5.49E − 04 | ||||
std | 2.93297 | 8.73E − 10 | 5.21E − 03 | 0.33186 | 8.73E − 04 | |||||
TLBO31 | mean | 0 | 7.06E − 87 | 1.02E − 03 | 9.40E − 44 | 2.16E − 16 | ||||
std | 0 | 1.02E − 86 | 2.96E − 04 | 6.87E − 44 | 6.13E − 16 | |||||
AHA31 | mean | 0 | 7.32E − 292 | 6.06E − 05 | 8.99E − 150 | 2.96E − 278 | ||||
std | 0 | 0 | 4.83E − 05 | 3.87E − 155 | 0 | |||||
COLAHA (Proposed) | mean | 0 | 0 | 1.95E-07 | 4.10E-177 | 3.8068e-316 | ||||
std | 0 | 0 | 1.11E-07 | 0 | 0 |
Algorithms | Index | Functions | ||||||||
---|---|---|---|---|---|---|---|---|---|---|
f6 | f7 | f8 | f9 | f10 | ||||||
PSO31 | mean | 49.164576 | 0 | 0 | 30.845624 | 0 | ||||
std | 30.081342 | 0 | 0 | 7.6342136 | 0 | |||||
WOA31 | mean | 25.15995 | 0 | 4.19E − 07 | 0 | 0 | ||||
std | 0.2677 | 0 | 3.25E − 07 | 0 | 0 | |||||
SSA31 | mean | 48.64191 | 3.52E − 12 | 2.52E − 15 | 33.79541 | 1.41E − 16 | ||||
std | 48.27414 | 4.70E − 12 | 3.27E − 15 | 14.36489 | 2.57E − 16 | |||||
TLBO31 | mean | 23.377421 | 0 | 0 | 12.679728 | 0 | ||||
std | 0.703925 | 0 | 0 | 5.5850898 | 0 | |||||
AHA31 | mean | 25.065057 | 0 | 0 | 0 | 0 | ||||
std | 0.278139 | 0 | 0 | 0 | 0 | |||||
COLAHA (Proposed) | mean | 14.9501 | 0 | 0 | 0 | 0 | ||||
std | 0.0868 | 0 | 0 | 0 | 0 |
Algorithms | Index | Functions | ||||||||
---|---|---|---|---|---|---|---|---|---|---|
f11 | f12 | f13 | f14 | f15 | ||||||
PSO31 | mean | 0.605883 | 1.19E − 03 | 9.97E − 02 | 0.177466 | 7.69E − 03 | ||||
std | 0.739731 | 2.91E − 03 | 0.380955 | 0.280077 | 1.45E − 02 | |||||
WOA31 | mean | 0.8788 | 4.36E − 01 | 2.90E − 15 | 4.35E − 06 | 1.94E − 03 | ||||
std | 1.23697 | 4.07E − 01 | 2.22E − 15 | 1.61E − 06 | 8.19E − 03 | |||||
SSA31 | mean | 3.57E − 03 | 1.33E − 02 | 1.2144 | 1.37761 | 2.93E − 03 | ||||
std | 2.96E − 03 | 2.48E − 02 | 0.97792 | 1.37411 | 4.94E − 03 | |||||
TLBO31 | mean | 2.18E − 02 | 1.88E − 03 | 6.57E − 15 | 3.46E − 03 | 4.26E − 02 | ||||
std | 4.04E − 02 | 2.36E − 03 | 1.77E − 15 | 1.89E − 02 | 4.90E − 02 | |||||
AHA31 | mean | 4.94E − 02 | 1.45E − 04 | 8.88E − 16 | 4.15E − 07 | 0.669596 | ||||
std | 0.120376 | 1.79E − 04 | 0 | 5.63E − 07 | 0.547843 | |||||
COLAHA (Proposed) | mean | 0.0357 | 8.80E-06 | 8.88E-16 | 1.98E-09 | 0.0756 | ||||
std | 0.072 | 2.42E-05 | 0 | 2.24E-09 | 0.106 |