Research Article
An Improved Squirrel Search Algorithm for Optimization
Table 16
Results of Wilcoxon’s test for ISSA against other six algorithms for each benchmark function with 10 independent runs and
n = 100 (
= 0.05).
| Fun | SSA vs ISSA | PSO vs ISSA | CMFOA vs ISSA | IFFO vs ISSA | FOA vs ISSA | | p-value | win | p-value | win | p-value | win | p-value | win | p-value | win |
| F1 | 1.0378E-07 | + | 7.8176E-14 | + | 1.1254E-06 | + | 7.3355E-08 | + | 2.9716E-13 | + | F2 | 4.2836E-05 | + | 8.2177E-12 | + | 4.9949E-02 | + | 2.6382E-03 | + | 7.2835E-09 | + | F3 | 4.9896E-08 | + | 7.8338E-35 | + | 3.5536E-02 | + | 1.3895E-08 | + | 1.1550E-12 | + | F4 | 2.3331E-06 | + | 1.9205E-10 | + | 2.1416E-04 | + | 5.2932E-06 | + | 1.9678E-08 | + | F5 | 1.2600E-10 | + | 1.2963E-10 | + | 1.7828E-03 | + | 1.0868E-05 | + | 5.0309E-09 | + | F6 | 9.8970E-02 | - | 5.3354E-10 | + | 4.7015E-06 | + | 1.6844E-05 | + | 6.1888E-10 | + | F7 | 2.2243E-08 | + | 4.1865E-13 | + | 8.7771E-07 | + | 1.3044E-09 | + | 6.2464E-11 | + | F8 | 2.2556E-10 | + | 5.3495E-18 | + | 7.4894E-05 | + | 7.9906E-11 | + | 3.1999E-09 | + | F9 | 4.9870E-10 | + | 2.9549E-01 | - | 1.0030E-10 | + | 1.2423E-12 | + | 3.4344E-01 | - | F10 | 4.6494E-07 | + | 3.0486E-15 | + | 1.9111E-07 | + | 1.5614E-09 | + | 9.4423E-13 | + | F11 | 1.8990E-02 | + | 2.2724E-06 | + | 1.9056E-02 | + | 2.3614E-02 | + | 2.9444E-04 | + | F12 | 4.3699E-06 | + | 1.2600E-22 | + | 3.2460E-10 | + | 1.4367E-09 | + | 6.0050E-05 | + | F13 | 2.4541E-06 | + | 5.9980E-15 | + | 1.5823E-06 | + | 3.1849E-05 | + | 2.4334E-11 | + | F14 | 6.3858E-07 | + | 4.5807E-17 | + | 2.2981E-12 | + | 1.2864E-09 | + | 8.6555E-13 | + | F15 | 1.7146E-07 | + | 2.2593E-17 | + | 7.0366E-01 | - | 9.9469E-02 | - | 5.1238E-16 | + | F16 | 3.9761E-07 | + | 8.1135E-12 | + | 4.1494E-03 | + | 6.2574E-03 | + | 7.9491E-02 | + | F17 | 1.0397E-02 | + | 6.7363E-14 | + | 9.9961E-01 | - | 8.3209E-01 | - | 7.9210E-16 | + | F18 | 8.6191E-01 | - | 1.7179E-15 | + | 7.9452E-01 | - | 4.3052E-01 | - | 1.7688E-13 | + | F19 | 5.9040E-06 | + | 7.5177E-08 | + | 3.3686E-03 | + | 4.6936E-05 | + | 4.7998E-09 | + | F20 | 9.0127E-04 | + | 7.2610E-05 | + | 3.7345E-01 | - | 1.8813E-01 | - | 1.3324E-05 | + | F21 | 7.6534E-06 | + | 2.1239E-17 | + | _ | = | 1.2438E-08 | + | 1.1562E-13 | + | F22 | 2.6358E-06 | + | 2.9856E-16 | + | _ | = | 4.4818E-09 | + | 1.7365E-13 | + | F23 | 3.4130E-03 | + | 4.6644E-17 | + | 2.8070E-06 | + | 7.8756E-06 | + | 5.9044E-11 | + | F24 | 3.6618E-07 | + | 1.8577E-15 | + | 6.0981E-08 | + | 1.6105E-12 | + | 4.7301E-10 | + | F25 | 6.4937E-12 | + | 1.1756E-12 | + | 5.1565E-01 | - | 9.2513E-01 | - | 6.9216E-10 | + | F26 | 5.6291E-10 | + | 3.6946E-10 | + | 1.3740E-05 | + | 1.2241E-05 | + | 9.4839E-09 | + | F27 | 5.2495E-08 | + | 1.5615E-10 | + | 1.8874E-01 | - | 1.2714E-01 | - | 1.5781E-13 | + | F28 | 2.6066E-03 | + | 8.6946E-10 | + | 7.5687E-04 | + | 4.3007E-05 | + | 3.6968E-09 | + | F29 | 8.4514E-07 | + | 7.1725E-09 | + | 2.6646E-09 | + | 8.7814E-05 | + | 7.1732E-06 | + | F30 | 4.4636E-03 | + | 3.8618E-09 | + | 1.5805E-02 | + | 2.7858E-02 | + | 1.2999E-09 | + | F31 | 1.3273E-02 | + | 1.8782E-13 | + | 5.2897E-01 | - | 7.8331E-01 | - | 6.0488E-11 | + | F32 | 3.7345E-01 | - | 8.6751E-10 | + | 9.3177E-02 | - | 6.1812E-03 | + | 2.0169E-06 | + | +/- | | 29/3 | | 31/1 | | 22/8 | | 25/7 | | 31/1 |
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