Table 15 Comparisons between CO,HBA,ARO,OMA,EDO,WOA-LFDEÂ and MDE-DPSO on CEC2014 with 30D.
From: A hybrid differential evolution particle swarm optimization algorithm based on dynamic strategies
Fun | CO | HBA | ARO | OMA | EDO | WOA-LFDE | MDE-DPSO |
---|---|---|---|---|---|---|---|
\(f_{b1}\) | 7.1183E+05/ 3.9450E+05(<) | 9.9341E+07/ 8.9667E+07(<) | 8.6186E+05/ 6.4374E+05(<) | 3.8778E+06/ 2.4031E+06(<) | 3.5596E+05/ 1.0357E+05(<) | 1.5993E+05/ 1.4383E+05(>) | 2.1690E+05/ 1.2129E+06 |
\(f_{b2}\) | 1.4406E+04/ 1.3380E+04(>) | 5.8856E+07/ 1.7908E+08(>) | 6.7643E+02/ 4.8274E+03(>) | 1.5098E+04/ 1.2542E+04(>) | 3.0389E+09/ 8.7171E+09(<) | 1.1331E+03/ 5.7625E+03(>) | 8.3732E+07/ 2.9716E+08 |
\(f_{b3}\) | 3.9998E+03/ 5.7393E+03(<) | 4.7949E+03/ 2.8620E+03(<) | 1.9762E+01/ 6.0427E+01(<) | 7.0907E+03/ 6.3725E+03(<) | 3.3775E+03/ 1.2747E+03(<) | 3.7692E-02/ 1.1036E-01(<) | 1.6260E-03/ 8.5919E-04 |
\(f_{b4}\) | 1.2236E+01/ 2.8257E+01(>) | 3.4637E+02/ 2.4304E+02(<) | 8.8621E+01/ 3.8216E+01(>) | 1.4113E+02/ 4.8879E+01(<) | 1.7212E+02/ 1.5004E+02(<) | 6.1497E+01/ 4.0693E+01(>) | 1.2079E+02/ 5.9620E+01 |
\(f_{a5}\) | 2.0020E+01/ 3.7154E-02(>) | 2.0693E+01/ 2.6970E-01(\(\approx\)) | 2.0171E+01/ 9.5582E-02(>) | 2.0884E+01/ 7.3301E-02(<) | 2.0874E+01/ 8.5748E-02(<) | 2.0111E+01/ 1.2734E-01(>) | 2.0491E+01/ 4.2523E-01 |
\(f_{b6}\) | 1.8526E+01/ 2.6917E+00(<) | 3.0280E+01/ 3.8950E+00(<) | 1.7434E+01/ 3.4485E+00(<) | 1.8302E+01/ 3.7609E+00(<) | 2.6537E+01/ 2.4706E+00(<) | 3.0890E+01/ 4.3355E+00(<) | 6.4099E+00/ 1.1736E+00 |
\(f_{b7}\) | 4.2133E-02/ 5.6110E-02(<) | 6.0702E-01/ 2.4021E-01(<) | 8.0539E-03/ 1.1084E-02(>) | 2.7728E-01/ 1.0043E+00(<) | 4.7516E+01/ 5.8667E+01(<) | 3.3828E-01/ 1.3546E+00(<) | 1.6762E-02/ 1.9022E-02 |
\(f_{b8}\) | 1.4242E+00/ 1.3387E+00(>) | 2.7188E+01/ 2.3647E+01(\(\approx\)) | 2.5908E+01/ 1.3992E+01(>) | 9.6307E+01/ 1.9352E+01(<) | 1.7289E+02/ 1.6284E+01(<) | 8.5956E+01/ 1.9643E+01(<) | 2.7098E+01/ 6.9436E+00 |
\(f_{b9}\) | 1.2892E+02/ 2.7005E+01(<) | 1.4891E+02/ 2.7613E+01(<) | 1.1134E+02/ 2.6208E+01(<) | 1.3331E+02/ 2.5150E+01(<) | 2.1123E+02/ 2.4428E+01(<) | 2.2095E+02/ 4.8640E+01(<) | 4.2375E+01/ |
1.0535E+01 | |||||||
\(f_{b10}\) | 1.2356E+02/ 9.1654E+01(>) | 2.9856E+03/ 2.2025E+03(<) | 3.4877E+02/ 2.3075E+02(>) | 5.0069E+03/ 7.4590E+02(<) | 5.2889E+03/ 4.0745E+02(<) | 1.3430E+03/ 6.5046E+02(\(\approx\)) | 1.2939E+03/ 4.7539E+02 |
\(f_{b11}\) | 3.0315E+03/ 5.8639E+02(\(\approx\)) | 4.9750E+03/ 1.5413E+03(<) | 3.2902E+03/ 5.9404E+02(<) | 6.2379E+03/ 5.5910E+02(<) | 4.5967E+03/ 6.1284E+02(<) | 3.8618E+03/ 6.4237E+02(<) | 2.9799E+03/ 7.9897E+02 |
\(f_{b12}\) | 1.9569E-01/ 7.7317E-02(>) | 1.8516E+00/ 6.4534E-01(<) | 2.4026E-01/ 8.7969E-02(>) | 2.3180E+00/ 3.4141E-01(<) | 1.8159E+00/ 2.8205E-01(<) | 8.9287E-01/ 3.2853E-01(>) | 1.5163E+00/ 1.0676E+00 |
\(f_{b13}\) | 4.2024E-01/ 7.3675E-02(<) | 5.8118E-01/ 1.6195E-01(<) | 3.8086E-01/ 7.9964E-02(\(\approx\)) | 5.0565E-01/ 1.3600E-01(<) | 1.3679E+00/ 1.3341E+00(<) | 5.2599E-01/ 1.2069E-01(<) | 3.3943E-01/ 9.2651E-02 |
\(f_{b14}\) | 4.1263E-01/ 1.6147E-01(<) | 6.9644E-01/ 1.3874E+00(<) | 3.1319E-01/ 1.2686E-01(<) | 2.9430E-01/ 9.5636E-02(<) | 2.3038E+00/ 6.2608E+00(<) | 3.4355E-01/ 1.8457E-01(<) | 2.5249E-01/ 5.6640E-02 |
\(f_{b15}\) | 3.5341E+01/ 1.1012E+01(<) | 6.7473E+01/ 1.5880E+02(<) | 1.1256E+01/ 4.2488E+00(<) | 3.6109E+01/ 1.3569E+01(<) | 1.0729E+04/ 3.1578E+04(<) | 8.8882E+01/ 6.7867E+01(<) | 8.0922E+00/ 3.4489E+00 |
\(f_{b16}\) | 1.0520E+01/ 6.4919E-01(>) | 1.2177E+01/ 7.1501E-01(<) | 1.1172E+01/ 7.1497E-01(<) | 1.2190E+01/ 3.5107E-01(<) | 1.2710E+01/ 3.0715E-01(<) | 1.2532E+01/ 5.2552E-01(<) | 1.0751E+01/ 8.0210E-01 |
\(f_{b17}\) | 1.1829E+05/ 9.4371E+04(<) | 1.7277E+06/ 3.0972E+06(<) | 1.3182E+05/ 9.3096E+04(<) | 1.9849E+05/ 1.4898E+05(<) | 1.8922E+03/ 2.5131E+02(>) | 1.4612E+04/ 1.3012E+04(>) | 4.4130E+04/ 1.1000E+05 |
\(f_{b18}\) | 5.2208E+03/ 5.1334E+03(<) | 5.9839E+03/ 7.2724E+03(<) | 4.8156E+03/ 6.3866E+03(<) | 1.0577E+04/ 1.0147E+04(<) | 2.3735E+02/ 3.2535E+01(>) | 5.8467E+03/ 7.0500E+03(<) | 1.7493E+03/ 2.2388E+03 |
\(f_{b19}\) | 1.3886E+01/ 1.6084E+01(>) | 6.3722E+01/ 4.4835E+01(<) | 1.5192E+01/ 1.9052E+01(\(\approx\)) | 2.4422E+01/ 2.6894E+01(<) | 1.7400E+01/ 1.4803E+00(<) | 1.7851E+01/ 1.2824E+01(<) | 1.5659E+01/ 2.4166E+00 |
\(f_{b20}\) | 4.7006E+03/ 4.4825E+03(<) | 1.0339E+04/ 9.0435E+03(<) | 7.2762E+02/ 8.8812E+02(<) | 9.2414E+03/ 8.5710E+03(<) | 1.1100E+02/ 2.0322E+01(>) | 2.6712E+02/ 1.1182E+02(<) | 1.4360E+02/ 8.3042E+01 |
\(f_{b21}\) | 1.1141E+05/ 9.9042E+04(<) | 3.9309E+05/ 1.3649E+06(<) | 5.0748E+04/ 4.1116E+04(<) | 7.2058E+04/ 4.8532E+04(<) | 1.2675E+03/ 2.0906E+02(>) | 9.3325E+03/ 7.9796E+03(<) | 5.7312E+03/ 5.8267E+03 |
\(f_{b22}\) | 5.9753E+02/ 1.7920E+02(<) | 8.5758E+02/ 2.5406E+02(<) | 5.2887E+02/ 1.9278E+02(<) | 5.5175E+02/ 1.4718E+02(<) | 2.3562E+02/ 9.3137E+01(<) | 6.8927E+02/ 2.3147E+02(<) | 4.1210E+01/ 2.1793E+01 |
\(f_{b23}\) | 3.1524E+02/ 4.2923E-08(>) | 3.3059E+02/ 1.8524E+01(>) | 2.0000E+02/ 0.0000E+00(>) | 3.1524E+02/ 3.9292E-04(>) | 3.3617E+02/ 5.8197E-01(>) | 3.1524E+02/ 2.3288E-05(>) | 3.4528E+02/ 6.9694E+00 |
\(f_{b24}\) | 2.3802E+02/ 8.5737E+00(<) | 2.0000E+02/ 0.0000E+00(>) | 2.0000E+02/ 1.7900E-07(>) | 2.5312E+02/ 9.8195E+00(<) | 2.0173E+02/ 3.5462E-01(>) | 2.1799E+02/ 1.8452E+01(>) | 2.2734E+02/ 4.1181E+00 |
\(f_{b25}\) | 2.0747E+02/ 3.3898E+00(\(\approx\)) | 2.0118E+02/ 6.9336E+00(>) | 2.0000E+02/ 0.0000E+00(>) | 2.1251E+02/ 5.7992E+00(<) | 2.0474E+02/ 9.9448E-01(\(\approx\)) | 2.2226E+02/ 1.1176E+01(<) | 2.0513E+02/ 2.2994E+00 |
\(f_{b26}\) | 1.0242E+02/ 1.3946E+01(<) | 1.3513E+02/ 6.8854E+01(<) | 1.0036E+02/ 9.6313E-02(<) | 1.2314E+02/ 4.9997E+01(<) | 1.0047E+02/ 8.3623E-02(<) | 1.2175E+02/ 5.2132E+01(<) | 1.0022E+02/ 4.3469E-02 |
\(f_{b27}\) | 7.9517E+02/ 2.0665E+02(<) | 1.2676E+03/ 4.8571E+02(<) | 2.1189E+02/ 4.8016E+01(>) | 9.4344E+02/ 2.2538E+02(<) | 6.9497E+02/ 2.5946E+02(<) | 9.9582E+02/ 3.4953E+02(<) | 4.8650E+02/ 4.4340E+01 |
\(f_{b28}\) | 1.2926E+03/ 4.0110E+02(<) | 3.3168E+03/ 1.0735E+03(<) | 2.4679E+02/ 1.9124E+02(>) | 1.7467E+03/ 4.5020E+02(<) | 5.0263E+02/ 4.0220E+01(<) | 2.4567E+03/ 6.3659E+02(<) | 4.1956E+02/ 1.8314E+01 |
\(f_{b29}\) | 1.6846E+06/ 3.4420E+06(<) | 1.8767E+08/ 1.2639E+08(<) | 4.3442E+06/ 4.3013E+06(<) | 1.5298E+07/ 1.1437E+07(<) | 5.9346E+06/ 1.6160E+07(<) | 8.7543E+06/ 7.7045E+06(<) | 1.6927E+03/ 1.4474E+03 |
\(f_{b30}\) | 3.1939E+03/ 8.7378E+02(<) | 7.2369E+05/ 1.1542E+06(<) | 3.4022E+03/ 1.1242E+03(<) | 5.1856E+04/ 1.1581E+05(<) | 2.5278E+03/ 2.6745E+03(<) | 4.6798E+03/ 5.5157E+03(<) | 5.7753E+02/ 1.7109E+02 |
>/\(\approx\)/< | 9/2/19 | 4/2/24 | 12/2/16 | 2/0/28 | 6/1/23 | 8/1/21 | -/-/- |