Table 11 Comparisons between CO,HBA,ARO,OMA,EDO,WOA-LFDE and MDE-DPSO on CEC2013 with 10D.
From: A hybrid differential evolution particle swarm optimization algorithm based on dynamic strategies
Fun | CO | HBA | ARO | OMA | EDO | WOA-LFDE | MDE-DPSO |
---|---|---|---|---|---|---|---|
\(f_{a1}\) | 1.8279E-13/ 1.0188E-13(>) | 4.0257E-03/ 8.3403E-03(<) | 0/0(>) | 9.6752E-10/ 2.7180E-09(>) | 4.4171E-05/ 3.1236E-05(<) | 1.9438E-12/ 9.7570E-12(>) | 7.3364E-07/ 1.9689E-06 |
\(f_{a2}\) | 2.2838E+05/ 1.5784E+05(<) | 5.9171E+05/ 8.5293E+05(<) | 9.0012E+04/ 9.7958E+04(<) | 1.8834E+05/ 1.2936E+05(<) | 1.9395E+00/ 1.6090E+00(>) | 1.0135E+04/ 1.0504E+04(>) | 2.0277E+04/ 5.2966E+04 |
\(f_{a3}\) | 2.3619E+08/ 4.8587E+08(<) | 2.0681E+09/ 8.9018E+09(<) | 4.8992E+06/ 1.2549E+07(<) | 1.2655E+08/ 4.8820E+08(<) | 1.5526E+07/ 1.2232E+07(<) | 1.1840E+08/ 2.5790E+08(<) | 1.6683E+04/ 5.5388E+04 |
\(f_{a4}\) | 5.6423E+03/ 4.7118E+03(<) | 1.7370E+03/ 3.7412E+03(<) | 6.7413E+02/ 8.9148E+02(<) | 1.1873E+04/ 5.8825E+03(<) | 4.0460E-03/ 4.2580E-03(>) | 2.8228E+02/ 3.2893E+02(<) | 4.4837E-02/ 2.0335E-01 |
\(f_{a5}\) | 2.8979E-13/ 1.7804E-13(>) | 1.0349E-02/ 1.1490E-02(<) | 7.1333E-14/ 5.9989E-14(>) | 5.0266E-05/ 5.7476E-05(>) | 2.4014E-03/ 1.2948E-03(<) | 1.0321E-12/ 1.7547E-12(>) | 5.5639E-04/ 2.5319E-04 |
\(f_{a6}\) | 9.8170E+00/ 1.4816E+01(<) | 2.4608E+01/ 3.4379E+01(<) | 1.2633E+01/ 1.8735E+01(<) | 1.4936E+01/ 2.2136E+01(<) | 8.5842E-02/ 1.4595E-01(>) | 1.5538E+01/ 2.3328E+01(<) | 6.3747E+00/ 8.4717E+00 |
\(f_{a7}\) | 7.6043E+01/ 4.1084E+01(<) | 8.9853E+01/ 7.6494E+01(<) | 1.9070E+01/ 1.4433E+01(<) | 5.7912E+01/ 4.3565E+01(<) | 1.6491E+01/ 5.1534E+00(<) | 8.3524E+01/ 4.4108E+01(<) | 4.3718E-02/ 8.7025E-02 |
\(f_{a8}\) | 2.0318E+01/ 7.6165E-02(>) | 2.0363E+01/ 1.0682E-01(\(\approx\)) | 2.0413E+01/ 6.7109E-02(<) | 2.0351E+01/ 7.1354E-02(\(\approx\)) | 2.0376E+01/ 7.6909E-02(\(\approx\)) | 2.0337E+01/ 7.6912E-02(\(\approx\)) | 2.0341E+01/ 7.2869E-02 |
\(f_{a9}\) | 5.8862E+00/ 1.4482E+00(<) | 8.1621E+00/ 1.9564E+00(<) | 4.9053E+00/ 2.0341E+00(<) | 4.0654E+00/ 1.4867E+00(<) | 5.5663E+00/ 1.0982E+00(<) | 7.2869E+00/ 1.8944E+00(<) | 1.0204E+00/ 6.5735E-01 |
\(f_{a10}\) | 8.4805E+00/ 5.5931E+00(<) | 4.1556E+00/ 3.1612E+00(<) | 4.5006E-01/ 2.2262E-01(<) | 2.4161E-01/ 1.6683E-01(>) | 3.1909E-01/ 6.7684E-02(>) | 6.8971E+00/ 1.6328E+01(<) | 3.3058E-01/ 8.4418E-01 |
\(f_{a11}\) | 1.9509E-02/ 1.3932E-01(>) | 5.3582E+00/ 4.1387E+00(<) | 8.9741E-01/ 1.6319E+00(>) | 2.3652E+01/ 7.7095E+00(<) | 2.3250E+01/ 5.3829E+00(<) | 2.4913E+01/ 2.0983E+01(<) | 2.6922E+00/ 1.4252E+00 |
\(f_{a12}\) | 4.9531E+01/ 2.1655E+01(<) | 5.6665E+01/ 2.0489E+01(<) | 1.9508E+01/ 9.8171E+00(<) | 2.8383E+01/ 1.0430E+01(<) | 2.6113E+01/ 2.1219E+01(<) | 7.1167E+01/ 3.3828E+01(<) | 8.7400E+00/ 3.4542E+00 |
\(f_{a13}\) | 4.7799E+01/ 1.3879E+01(<) | 6.5778E+01/ 2.1693E+01(<) | 2.7413E+01/ 1.1467E+01(<) | 3.3187E+01/ 1.0712E+01(<) | 2.8102E+01/ 6.7608E+00(<) | 7.3355E+01/ 2.5185E+01(<) | 1.2926E+01/ 5.7805E+00 |
\(f_{a14}\) | 3.4880E+01/ 5.3958E+01(>) | 3.1982E+02/ 1.8709E+02(<) | 1.0181E+02/ 1.0179E+02(>) | 1.0318E+03/ 2.2982E+02(<) | 1.1913E+03/ 1.5183E+02(<) | 4.8042E+02/ 2.3497E+02(<) | 1.3586E+02/ 9.7261E+01 |
\(f_{a15}\) | 1.0509E+03/ 3.2043E+02(<) | 1.1755E+03/ 4.4480E+02(<) | 8.8805E+02/ 3.0519E+02(<) | 1.3623E+03/ 1.8066E+02(<) | 7.0192E+02/ 1.9952E+02(<) | 1.1206E+03/ 2.8983E+02(<) | 5.7733E+02/ 2.5062E+02 |
\(f_{a16}\) | 6.1619E-01/ 2.5558E-01(>) | 1.0032E+00/ 5.7730E-01(<) | 6.4779E-01/ 2.3100E-01(>) | 1.1375E+00/ 1.7289E-01(<) | 1.0379E+00/ 2.0394E-01(<) | 6.6358E-01/ 2.9007E-01(>) | 7.6139E-01/ 2.7808E-01 |
\(f_{a17}\) | 9.7438E+00/ 2.4509E+00(>) | 2.5197E+01/ 7.7880E+00(<) | 1.0854E+01/ 1.6213E+00(>) | 4.0234E+01/ 9.2398E+00(<) | 8.2201E+01/ 3.5533E+01(<) | 4.2585E+01/ 2.3084E+01(<) | 1.2792E+01/ 1.4399E+00 |
\(f_{a18}\) | 6.2946E+01/ 2.0661E+01(<) | 6.0267E+01/ 1.7907E+01(<) | 2.3910E+01/ 5.6072E+00(<) | 4.8245E+01/ 9.2305E+00(<) | 5.5065E+01/ 2.0584E+01(<) | 6.8772E+01/ 2.4773E+01(<) | 1.8001E+01/ 3.4874E+00 |
\(f_{a19}\) | 7.9288E-01/ 6.0113E-01(\(\approx\)) | 2.8733E+00/ 1.9821E+00(<) | 4.3196E-01/ 1.8365E-01(>) | 3.0644E+00/ 1.0737E+00(<) | 2.2810E+00/ 4.5853E-01(<) | 2.8748E+00/ 1.5498E+00(<) | 6.6019E-01/ 1.9277E-01 |
\(f_{a20}\) | 3.4314E+00/ 5.4894E-01(<) | 3.7456E+00/ 5.0095E-01(<) | 3.3896E+00/ 4.8438E-01(<) | 3.6463E+00/ 3.4245E-01(<) | 3.4205E+00/ 1.9433E-01(<) | 3.7769E+00/ 3.8984E-01(<) | 2.0585E+00/ 3.7788E-01 |
\(f_{a21}\) | 3.5504E+02/ 8.0861E+01(>) | 4.0019E+02/ 3.6659E-03(<) | 4.0019E+02/ 7.1902E-14(<) | 3.3793E+02/ 8.8627E+01(>) | 3.6490E+02/ 6.8751E+01(>) | 3.8056E+02/ 6.0122E+01(>) | 3.9627E+02/ 2.8033E+01 |
\(f_{a22}\) | 1.0039E+02/ 6.9973E+01(>) | 6.5017E+02/ 5.1869E+02(<) | 1.5602E+02/ 9.0816E+01(<) | 9.6843E+02/ 2.5444E+02(<) | 1.2537E+03/ 1.9585E+02(<) | 7.1079E+02/ 3.0445E+02(<) | 1.3998E+02/ 9.5252E+01 |
\(f_{a23}\) | 1.3998E+03/ 3.6746E+02(<) | 1.5488E+03/ 4.1853E+02(<) | 1.2287E+03/ 3.4844E+02(<) | 1.3339E+03/ 2.2190E+02(<) | 1.2727E+03/ 2.2133E+02(<) | 1.3826E+03/ 3.9366E+02(<) | 5.4094E+02/ 2.8161E+02 |
\(f_{a24}\) | 2.1404E+02/ 2.1302E+01(<) | 2.2328E+02/ 2.3373E+01(<) | 2.1353E+02/ 2.0551E+01(<) | 2.1846E+02/ 4.0255E+00(<) | 1.9097E+02/ 3.4580E+01(>) | 2.2228E+02/ 1.3724E+01(<) | 2.0263E+02/ 1.3197E+01 |
\(f_{a25}\) | 2.1995E+02/ 3.6381E+00(<) | 2.2913E+02/ 6.5430E+00(<) | 2.1904E+02/ 4.1746E+00(<) | 2.1524E+02/ 1.1349E+01(<) | 2.0538E+02/ 2.7232E+01(<) | 2.2243E+02/ 1.0257E+01(<) | 2.0242E+02/ 3.0595E+00 |
\(f_{a26}\) | 1.7589E+02/ 3.3995E+01(<) | 2.2764E+02/ 6.3168E+01(<) | 1.8775E+02/ 2.8915E+01(<) | 1.8238E+02/ 5.2865E+01(<) | 1.7216E+02/ 2.9859E+01(<) | 2.5295E+02/ 7.1362E+01(<) | 1.3669E+02/ 4.3341E+01 |
\(f_{a27}\) | 5.4169E+02/ 8.8008E+01(<) | 6.5291E+02/ 1.1735E+02(<) | 5.4894E+02/ 7.5951E+01(<) | 5.6522E+02/ 3.8172E+01(<) | 3.9887E+02/ 3.1522E+01(<) | 6.1038E+02/ 8.3182E+01(<) | 3.3741E+02/ 4.4985E+01 |
\(f_{a28}\) | 5.3179E+02/ 2.5589E+02(<) | 6.8804E+02/ 2.3911E+02(<) | 3.9474E+02/ 1.8042E+02(<) | 4.2081E+02/ 1.9171E+02(<) | 3.4850E+02/ 1.8445E+02(<) | 6.7047E+02/ 2.4693E+02(<) | 3.1511E+02/ 7.6376E+01 |
>/\(\approx\)/< | 9/1/18 | 0/1/27 | 7/0/21 | 4/1/23 | 6/1/21 | 5/1/22 | -/-/- |