Table 2.
Results of various SMA on CEC 2014 benchmark
| Function | Metric | PSMADE | PSMA | SMADE | SMA |
|---|---|---|---|---|---|
| F1 | Avg | 3.67796E+02 | 1.03750E+02 | 8.92800E+05 | 1.93634E+06 |
| Std | 9.54812E+02 | 1.41703E+01 | 4.14692E+05 | 6.44363E+05 | |
| F2 | Avg | 2.00000E+02 | 2.00000E+02 | 9.65567E+03 | 1.13800E+04 |
| Std | 5.94906E-07 | 8.14380E-07 | 1.20277E+04 | 1.26061E+04 | |
| F3 | Avg | 3.00000E+02 | 3.00000E+02 | 8.82928E+02 | 4.40950E+02 |
| Std | 1.77581E-04 | 2.70937E-04 | 1.03520E+03 | 1.76359E+02 | |
| F4 | Avg | 4.03845E+02 | 4.11714E+02 | 4.78122E+02 | 5.03770E+02 |
| Std | 1.27344E+01 | 2.25844E+01 | 3.27474E+01 | 3.70474E+01 | |
| F5 | Avg | 5.20000E+02 | 5.20000E+02 | 5.20893E+02 | 5.20868E+02 |
| Std | 1.33826E-04 | 4.12391E-04 | 1.32491E-01 | 1.37312E-01 | |
| F6 | Avg | 6.09424E+02 | 6.16047E+02 | 6.08342E+02 | 6.14477E+02 |
| Std | 3.31931E+00 | 3.20772E+00 | 2.93118E+00 | 3.65335E+00 | |
| F7 | Avg | 7.00004E+02 | 7.00007E+02 | 7.00028E+02 | 7.00272E+02 |
| Std | 6.15664E-03 | 9.63443E-03 | 1.28211E-02 | 1.07249E-01 | |
| F8 | Avg | 8.04643E+02 | 8.13034E+02 | 8.03422E+02 | 8.14229E+02 |
| Std | 2.01266E+00 | 3.68917E+00 | 1.53831E+00 | 3.96385E+00 | |
| F9 | Avg | 9.55320E+02 | 9.95184E+02 | 9.51520E+02 | 9.93316E+02 |
| Std | 1.24588E+01 | 1.95797E+01 | 1.75943E+01 | 2.61887E+01 | |
| F10 | Avg | 1.18365E+03 | 1.60761E+03 | 1.16167E+03 | 1.56046E+03 |
| Std | 1.11033E+02 | 2.42045E+02 | 1.15229E+02 | 2.52773E+02 | |
| F11 | Avg | 3.26507E+03 | 4.00821E+03 | 3.32122E+03 | 3.82343E+03 |
| Std | 6.31422E+02 | 6.05832E+02 | 5.07135E+02 | 6.28467E+02 | |
| F12 | Avg | 1.20030E+03 | 1.20043E+03 | 1.20013E+03 | 1.20026E+03 |
| Std | 1.01512E-01 | 1.76050E-01 | 4.70379E-02 | 8.78330E-02 | |
| F13 | Avg | 1.30032E+03 | 1.30047E+03 | 1.30031E+03 | 1.30046E+03 |
| Std | 7.40669E-02 | 1.11146E-01 | 7.37707E-02 | 9.53696E-02 | |
| F14 | Avg | 1.40050E+03 | 1.40065E+03 | 1.40051E+03 | 1.40061E+03 |
| Std | 2.18138E-01 | 3.31585E-01 | 2.19048E-01 | 3.56871E-01 | |
| F15 | Avg | 1.50320E+03 | 1.50584E+03 | 1.50373E+03 | 1.50631E+03 |
| Std | 8.89625E-01 | 1.61613E+00 | 8.41873E-01 | 1.74437E+00 | |
| F16 | Avg | 1.61007E+03 | 1.61071E+03 | 1.61007E+03 | 1.61097E+03 |
| Std | 7.64724E-01 | 5.89353E-01 | 6.51065E-01 | 6.07107E-01 | |
| F17 | Avg | 2.99911E+04 | 1.38392E+05 | 5.68498E+04 | 2.71490E+05 |
| Std | 2.38940E+04 | 7.36637E+04 | 2.61671E+04 | 1.40555E+05 | |
| F18 | Avg | 1.88090E+03 | 2.47457E+03 | 1.99334E+04 | 2.39494E+04 |
| Std | 1.02595E+02 | 8.31712E+02 | 8.66481E+03 | 6.03455E+03 | |
| F19 | Avg | 1.90560E+03 | 1.91530E+03 | 1.90566E+03 | 1.91520E+03 |
| Std | 1.50750E+00 | 1.82890E+01 | 1.21456E+00 | 2.00705E+01 | |
| F20 | Avg | 2.17031E+03 | 2.19874E+03 | 2.15987E+03 | 2.18769E+03 |
| Std | 1.37458E+02 | 1.41094E+02 | 9.87160E+01 | 6.49821E+01 | |
| F21 | Avg | 1.52560E+04 | 7.49360E+04 | 4.18411E+04 | 1.24484E+05 |
| Std | 1.46049E+04 | 5.73891E+04 | 2.90459E+04 | 5.96762E+04 | |
| F22 | Avg | 2.43976E+03 | 2.68506E+03 | 2.50255E+03 | 2.70691E+03 |
| Std | 1.63430E+02 | 1.71540E+02 | 1.61430E+02 | 2.21725E+02 | |
| F23 | Avg | 2.50000E+03 | 2.50000E+03 | 2.50000E+03 | 2.50000E+03 |
| Std | 0.00000E+00 | 0.00000E+00 | 0.00000E+00 | 0.00000E+00 | |
| F24 | Avg | 2.60000E+03 | 2.60000E+03 | 2.60000E+03 | 2.60000E+03 |
| Std | 0.00000E+00 | 0.00000E+00 | 0.00000E+00 | 0.00000E+00 | |
| F25 | Avg | 2.70000E+03 | 2.70000E+03 | 2.70000E+03 | 2.70000E+03 |
| Std | 0.00000E+00 | 0.00000E+00 | 0.00000E+00 | 0.00000E+00 | |
| F26 | Avg | 2.70026E+03 | 2.70053E+03 | 2.70033E+03 | 2.70053E+03 |
| Std | 6.22640E-02 | 1.18400E-01 | 6.20651E-02 | 1.21083E-01 | |
| F27 | Avg | 2.90000E+03 | 2.90000E+03 | 2.90000E+03 | 2.90000E+03 |
| Std | 0.00000E+00 | 0.00000E+00 | 0.00000E+00 | 0.00000E+00 | |
| F28 | Avg | 3.00000E+03 | 3.00000E+03 | 3.00000E+03 | 3.00000E+03 |
| Std | 0.00000E+00 | 0.00000E+00 | 0.00000E+00 | 0.00000E+00 | |
| F29 | Avg | 3.40563E+03 | 3.12307E+03 | 4.40588E+03 | 4.10350E+03 |
| Std | 4.93911E+02 | 3.38698E+01 | 9.10080E+02 | 1.11863E+03 | |
| F30 | Avg | 3.84879E+03 | 3.86336E+03 | 5.80330E+03 | 5.25898E+03 |
| Std | 2.85795E+02 | 4.23969E+02 | 1.04611E+03 | 1.62124E+03 |