Research Article
An Improved Squirrel Search Algorithm for Optimization
Table 4
Statistical results obtained by ISSA, SSA, PSO, CMFOA, IFFO, and FOA through 10 independent runs on unimodal benchmark functions with n = 50.
| Fun | | ISSA | SSA | PSO | CMFOA | IFFO | FOA |
| F1 | Mean | 1.9373E-45 | 2.4408E-07 | 8.9004E+03 | 3.6571E-21 | 3.2632E-11 | 2.8288E+02 | | Std | 4.0611E-45 | 7.2161E-08 | 1.0186E+03 | 9.0310E-22 | 8.2802E-12 | 1.8277E+01 | F2 | Mean | 6.6667E-01 | 2.1716E+00 | 8.0535E+05 | 1.2514E+00 | 6.6667E-01 | 8.2661E+02 | | Std | 8.2003E-16 | 2.2142E+00 | 1.1670E+05 | 1.2485E+00 | 2.5423E-10 | 7.7814E+01 | F3 | Mean | 0.0000E+00 | 7.6318E-11 | 8.6602E-01 | 0.0000E+00 | 4.1100E-13 | 5.1246E-02 | | Std | 2.2204E-16 | 2.2120E-11 | 1.8360E-02 | 2.3984E-16 | 1.4800E-13 | 4.0430E-03 | F4 | Mean | 3.0671E-38 | 9.7033E-04 | 4.6756E+08 | 1.9432E-17 | 1.0621E-07 | 3.8893E+07 | | Std | 6.9186E-38 | 3.4464E-04 | 6.0135E+07 | 1.1627E-17 | 7.6083E-08 | 7.3301E+06 | F5 | Mean | 7.1557E-03 | 2.9566E-01 | 5.3164E+01 | 1.0084E-02 | 7.3580E-03 | 1.0458E-01 | | Std | 2.3021E-03 | 3.3200E-02 | 6.4915E+00 | 2.6523E-03 | 1.8100E-03 | 2.6586E-02 | F6 | Mean | 4.3706E-11 | 9.5471E+01 | 7.0118E+07 | 7.7331E+01 | 4.7194E+01 | 6.5331E+04 | | Std | 9.5151E-11 | 3.5358E+01 | 5.3302E+06 | 3.4463E+01 | 4.0976E+01 | 1.3721E+04 | F7 | Mean | 1.2947E-41 | 2.3079E-05 | 9.1659E+05 | 6.9771E-21 | 6.4025E-11 | 2.8862E+04 | | Std | 3.7876E-41 | 5.8814E-06 | 9.3287E+04 | 3.1808E-21 | 2.6901E-11 | 2.8375E+03 | F8 | Mean | 6.0872E-11 | 1.2706E-01 | 6.7093E+01 | 8.4930E-11 | 7.1576E-06 | 1.1919E+01 | | Std | 2.5158E-11 | 3.3391E-02 | 2.5011E+00 | 1.1107E-11 | 6.9032E-07 | 1.0404E+00 | F9 | Mean | 1.8289E-23 | 3.8822E-04 | 2.0565E+10 | 6.0338E-11 | 6.3442E-06 | 1.1434E+05 | | Std | 2.8884E-23 | 7.2525E-05 | 6.3864E+10 | 6.4165E-12 | 9.0797E-07 | 2.4588E+05 | F10 | Mean | 1.2924E-44 | 1.4594E-06 | 4.1629E+04 | 2.2846E-22 | 2.0175E-12 | 1.0536E+03 | | Std | 2.5807E-44 | 6.0662E-07 | 3.7125E+03 | 4.1424E-23 | 5.2761E-13 | 5.9785E+01 | F11 | Mean | 4.4745E-163 | 1.9208E-58 | 9.2852E-03 | 1.1169E-24 | 5.1458E-15 | 1.6917E-06 | | Std | 0.0000E+00 | 2.2612E-58 | 3.5776E-03 | 1.4674E-24 | 8.2130E-15 | 9.4517E-07 |
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