Research Article
An Improved Squirrel Search Algorithm for Optimization
Table 5
Statistical results obtained by ISSA, SSA, PSO, CMFOA, IFFO, and FOA through 10 independent runs on unimodal benchmark functions with n = 100.
| Fun | | ISSA | SSA | PSO | CMFOA | IFFO | FOA |
| F1 | Mean | 5.2002E-44 | 1.3601E-01 | 6.4559E+04 | 6.7630E-20 | 5.4042E-10 | 2.3688E+03 | | Std | 8.9565E-44 | 2.8398E-02 | 2.7675E+03 | 1.8636E-20 | 1.0843E-10 | 1.1782E+02 | F2 | Mean | 2.5837E+00 | 2.8507E+01 | 8.9058E+06 | 1.0018E+01 | 1.1850E+01 | 1.3921E+04 | | Std | 4.0923E+00 | 1.2482E+01 | 6.4125E+05 | 9.8260E+00 | 6.7378E+00 | 2.1479E+03 | F3 | Mean | 1.9984E-15 | 1.7506E-05 | 9.9937E-01 | 1.9984E-15 | 3.4570E-12 | 1.9460E-01 | | Std | 2.7940E-16 | 3.3607E-06 | 1.9874E-04 | 3.9686E-16 | 5.7323E-13 | 1.1259E-02 | F4 | Mean | 1.4073E-38 | 3.0139E+02 | 2.6151E+09 | 1.4261E-16 | 1.0212E-06 | 2.0499E+08 | | Std | 1.5382E-38 | 9.0551E+01 | 2.6783E+08 | 7.5737E-17 | 3.3853E-07 | 3.5388E+07 | F5 | Mean | 1.7615E-02 | 1.4345E+00 | 5.9603E+02 | 3.7550E-02 | 2.9349E-02 | 1.2443E+00 | | Std | 4.2239E-03 | 1.3985E-01 | 5.8412E+01 | 1.2602E-02 | 4.5825E-03 | 1.8471E-01 | F6 | Mean | 1.1417E+01 | 5.8422E+02 | 4.2299E+08 | 1.7988E+02 | 1.6578E+02 | 5.6078E+05 | | Std | 3.0258E+01 | 9.7884E+02 | 4.8581E+07 | 3.9022E+01 | 4.6685E+01 | 6.5477E+04 | F7 | Mean | 1.6881E-41 | 1.2984E+01 | 6.4707E+06 | 1.1852E-19 | 7.4831E-10 | 2.2865E+05 | | Std | 3.4134E-41 | 2.2729E+00 | 3.3435E+05 | 3.1718E-20 | 9.5033E-11 | 2.0650E+04 | F8 | Mean | 4.5259E-08 | 3.9819E+00 | 8.5137E+01 | 1.7042E-04 | 2.9244E-05 | 3.3956E+01 | | Std | 2.9104E-08 | 4.1522E-01 | 1.2566E+00 | 7.8665E-05 | 2.7018E-06 | 4.7713E+00 | F9 | Mean | 1.2222E-22 | 3.6814E-01 | 7.2469E+32 | 2.5070E-10 | 2.3795E-05 | 1.4112E+27 | | Std | 8.4369E-23 | 4.1963E-02 | 2.0633E+33 | 2.3874E-11 | 1.3879E-06 | 4.4627E+27 | F10 | Mean | 3.4254E-42 | 3.7261E-01 | 1.4940E+05 | 2.0714E-21 | 1.8486E-11 | 4.3041E+03 | | Std | 9.6608E-42 | 9.2561E-02 | 4.4643E+03 | 4.6407E-22 | 2.3956E-12 | 2.4348E+02 | F11 | Mean | 1.6400E-123 | 1.5040E-52 | 3.7278E-02 | 6.5780E-24 | 3.1174E-14 | 1.0720E-05 | | Std | 5.1861E-123 | 1.6670E-52 | 1.1165E-02 | 7.2960E-24 | 3.6245E-14 | 5.9475E-06 |
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