Research Article

Multistrategy Harris Hawks Optimization Algorithm Using Chaotic Method, Cauchy Mutation, and Elite Individual Guidance

Table 2

The result of the comparison of CCCHHO with HHO, GWO, SSA, and ALO.

FunctionIndexCCCHHOHHOGWOSSAALO

F1Best0.00E + 007.44E − 1156.94E − 303.42E − 082.25E − 09
Avg0.00E + 001.42E − 989.05E − 286.22E − 079.83E − 09
Worst0.00E + 002.90E − 975.04E − 277.13E − 065.86E − 08
Std0.00E + 005.43E − 981.33E − 271.50E − 061.00E − 08

F2Best6.30E − 2382.38E − 601.93E − 175.10E − 061.68E − 05
Avg1.69E − 1805.47E − 528.89E − 172.09E − 035.72E − 01
Worst5.07E − 1794.53E − 511.99E − 165.18E − 023.95E + 00
Std0.00E + 001.22E − 515.33E − 179.47E − 039.83E − 01

F3Best3.04E − 2392.83E − 579.35E − 089.21E − 062.04E − 04
Avg3.72E − 2093.16E − 506.08E − 072.07E − 054.69E − 03
Worst1.07E − 2071.73E − 491.88E − 063.48E − 055.53E − 02
Std0.00E + 005.37E − 505.15E − 076.34E − 061.16E − 02

F4Best0.00E + 003.34E − 042.57E + 013.84E + 005.57E − 04
Avg0.00E + 001.15E − 022.69E + 011.34E + 021.07E + 02
Worst0.00E + 006.87E − 022.87E + 012.03E + 036.67E + 02
Std0.00E + 001.61E − 028.70E − 013.79E + 021.82E + 02

F5Best0.00E + 002.60E − 105.27E − 054.30E − 101.83E − 09
Avg0.00E + 001.01E − 047.06E − 019.71E − 101.11E − 08
Worst0.00E + 003.43E − 041.43E + 001.98E − 098.91E − 08
Std0.00E + 001.08E − 043.59E − 014.14E − 101.57E − 08

F6Best−1.26E + 04−1.26E + 04−7.79E + 03−3.71E + 03−3.56E + 03
Avg−1.26E + 04−1.26E + 04−6.02E + 03−2.83E + 03−2.54E + 03
Worst−1.26E + 04−1.23E + 04−3.77E + 03−2.25E + 03−1.81E + 03
Std1.85E − 125.55E + 017.57E + 023.44E + 025.44E + 02

F7Best8.88E − 168.88E − 167.19E − 148.15E − 062.33E − 05
Avg8.88E − 168.88E − 161.05E − 137.30E − 013.82E − 01
Worst8.88E − 168.88E − 161.36E − 132.32E + 002.01E + 00
Std0.00E + 000.00E + 001.65E − 149.43E − 016.73E − 01

F8Best1.57E − 323.91E − 081.28E − 021.33E − 119.98E − 10
Avg1.57E − 325.78E − 066.31E − 029.92E − 012.78E + 00
Worst1.57E − 322.89E − 055.57E − 016.37E + 008.15E + 00
Std5.57E − 488.34E − 069.56E − 021.44E + 002.58E + 00

F9Best1.35E − 321.28E − 072.01E − 015.81E − 112.15E − 09
Avg1.35E − 321.01E − 045.58E − 012.56E − 032.13E − 03
Worst1.35E − 325.26E − 049.24E − 011.10E − 023.08E − 02
Std5.57E − 481.29E − 041.93E − 014.73E − 036.37E − 03

F10Best9.98E − 019.98E − 019.98E − 019.98E − 019.98E − 01
Avg9.98E − 011.49E + 004.23E + 001.13E + 002.15E + 00
Worst9.98E − 015.93E + 001.27E + 011.99E + 007.87E + 00
Std2.40E − 169.62E − 013.80E + 003.44E − 011.76E + 00

F11Best3.08E − 043.09E − 043.08E − 045.14E − 045.06E − 04
Avg3.26E − 044.50E − 041.81E − 034.19E − 034.84E − 03
Worst3.65E − 041.40E − 032.04E − 022.04E − 022.12E − 02
Std1.55E − 053.06E − 045.05E − 037.37E − 038.01E − 03