Table 11.
Comparison of IRIME with advanced algorithms
| F1 |
F2 |
F3 |
||||
|---|---|---|---|---|---|---|
| AVG | STD | AVG | STD | AVG | STD | |
| IRIME | 1.000000E+02 | 6.154959E-07 | 1.010703E+04 | 1.303957E+04 | 3.000649E+02 | 5.911368E-02 |
| EBOwithCMAR | 1.000000E+02 | 7.463907E-15 | 2.456040E+21 | 1.345229E+22 | 2.400802E+04 | 3.386547E+04 |
| LSHADE_cnEpSi | 1.000000E+02 | 1.355622E-09 | 2.409411E+21 | 9.065340E+21 | 3.000060E+02 | 1.496863E-02 |
| ALCPSO | 1.090225E+03 | 1.626553E+03 | 1.080386E+19 | 4.265054E+19 | 2.652894E+04 | 4.688938E+03 |
| CLPSO | 1.064836E+02 | 1.516141E+01 | 6.521139E+13 | 1.787106E+14 | 8.761694E+03 | 2.317848E+03 |
| LSHADE | 1.000000E+02 | 3.369109E-14 | 3.545959E+12 | 1.851603E+13 | 5.041967E+03 | 1.485133E+04 |
| SADE | 1.000000E+02 | 4.856153E-06 | 2.000000E+02 | 0.000000E+00 | 3.224915E+02 | 1.121460E+02 |
| JADE | 1.000000E+02 | 2.447205E-14 | 4.353151E+11 | 2.250183E+12 | 2.152864E+03 | 4.413241E+03 |
| RCBA | 1.865639E+04 | 6.844783E+03 | 2.203667E+02 | 2.627767E+01 | 3.005611E+02 | 1.705823E-01 |
| EPSO | 6.291322E+02 | 8.551875E+02 | 1.672571E+13 | 6.510333E+13 | 5.967043E+03 | 1.583147E+03 |
| CBA | 1.418221E+05 | 7.288431E+05 | 1.079177E+04 | 1.420128E+04 | 3.142839E+02 | 5.455682E+00 |
| LWOA | 5.842765E+05 | 1.266102E+05 | 5.940121E+05 | 8.651440E+05 | 3.226856E+02 | 7.158850E+00 |
| F4 |
F5 |
F6 |
||||
|---|---|---|---|---|---|---|
| AVG | STD | AVG | STD | AVG | STD | |
| IRIME | 4.073550E+02 | 2.050446E+01 | 5.660927E+02 | 1.848911E+01 | 6.000037E+02 | 1.694265E-03 |
| EBOwithCMAR | 4.002521E+02 | 8.386622E-01 | 5.236547E+02 | 6.702270E+00 | 6.001585E+02 | 2.583089E-01 |
| LSHADE_cnEpSi | 4.055120E+02 | 1.717506E+01 | 5.380104E+02 | 1.063740E+01 | 6.017437E+02 | 1.478015E+00 |
| ALCPSO | 5.308335E+02 | 5.904290E+01 | 6.161281E+02 | 2.700655E+01 | 6.053601E+02 | 5.947913E+00 |
| CLPSO | 4.711778E+02 | 2.235273E+01 | 5.533829E+02 | 9.235232E+00 | 6.000000E+02 | 7.313105E-14 |
| LSHADE | 4.045201E+02 | 1.653684E+01 | 5.353546E+02 | 9.099230E+00 | 6.002333E+02 | 2.393252E-01 |
| SADE | 4.329790E+02 | 3.720693E+01 | 5.492836E+02 | 1.048001E+01 | 6.000063E+02 | 3.290097E-02 |
| JADE | 4.042788E+02 | 1.628497E+01 | 5.336508E+02 | 8.884047E+00 | 6.000000E+02 | 0.000000E+00 |
| RCBA | 4.743177E+02 | 3.834853E+01 | 7.518372E+02 | 5.131458E+01 | 6.655776E+02 | 1.003048E+01 |
| EPSO | 4.548814E+02 | 5.265618E+01 | 6.600886E+02 | 2.641726E+01 | 6.000003E+02 | 5.045327E-04 |
| CBA | 5.134138E+02 | 3.745535E+01 | 7.559000E+02 | 5.956804E+01 | 6.661605E+02 | 1.013116E+01 |
| LWOA | 5.100688E+02 | 4.313991E+01 | 7.240533E+02 | 4.400702E+01 | 6.517513E+02 | 9.359289E+00 |
| F7 |
F8 |
F9 |
||||
|---|---|---|---|---|---|---|
| AVG | STD | AVG | STD | AVG | STD | |
| IRIME | 7.870448E+02 | 1.584953E+01 | 8.597845E+02 | 1.429043E+01 | 9.000000E+02 | 1.461630E-11 |
| EBOwithCMAR | 7.617788E+02 | 1.086112E+01 | 8.241612E+02 | 6.468610E+00 | 1.010946E+03 | 1.865535E+02 |
| LSHADE_cnEpSi | 7.834569E+02 | 1.377100E+01 | 8.383194E+02 | 9.682021E+00 | 1.216868E+03 | 3.280355E+02 |
| ALCPSO | 8.599645E+02 | 3.415210E+01 | 8.992732E+02 | 3.062454E+01 | 1.812602E+03 | 6.849134E+02 |
| CLPSO | 7.839056E+02 | 6.953906E+00 | 8.472955E+02 | 7.448280E+00 | 9.157469E+02 | 7.964412E+00 |
| LSHADE | 7.815275E+02 | 1.571445E+01 | 8.335645E+02 | 9.503744E+00 | 9.902918E+02 | 7.764578E+01 |
| SADE | 7.749352E+02 | 1.226535E+01 | 8.473600E+02 | 9.523944E+00 | 9.273077E+02 | 3.178418E+01 |
| JADE | 7.650131E+02 | 8.822871E+00 | 8.336426E+02 | 7.420753E+00 | 9.052861E+02 | 1.104424E+01 |
| RCBA | 2.010604E+03 | 2.965324E+02 | 1.136632E+03 | 6.332926E+01 | 9.032123E+03 | 2.911425E+03 |
| EPSO | 9.549782E+02 | 1.501968E+01 | 9.418434E+02 | 4.081173E+01 | 9.061145E+02 | 7.897042E+00 |
| CBA | 2.101250E+03 | 3.264006E+02 | 1.133645E+03 | 4.797118E+01 | 9.231007E+03 | 2.672835E+03 |
| LWOA | 1.120801E+03 | 8.984370E+01 | 1.063691E+03 | 5.696527E+01 | 8.045517E+03 | 2.647910E+03 |
| F10 |
F11 |
F12 |
||||
|---|---|---|---|---|---|---|
| AVG | STD | AVG | STD | AVG | STD | |
| IRIME | 3.605941E+03 | 4.881660E+02 | 1.139898E+03 | 1.331120E+01 | 3.089471E+03 | 8.489044E+02 |
| EBOwithCMAR | 2.525258E+03 | 3.088550E+02 | 1.286875E+03 | 9.828048E+01 | 2.880533E+03 | 4.158699E+02 |
| LSHADE_cnEpSi | 2.624054E+03 | 2.002851E+02 | 1.318372E+03 | 8.695477E+01 | 2.866196E+03 | 4.327095E+02 |
| ALCPSO | 3.954499E+03 | 6.489345E+02 | 1.229450E+03 | 7.662722E+01 | 1.033384E+04 | 1.464053E+04 |
| CLPSO | 2.880675E+03 | 2.651593E+02 | 1.142415E+03 | 1.084536E+01 | 9.469498E+05 | 1.654078E+06 |
| LSHADE | 2.752554E+03 | 4.173304E+02 | 1.270254E+03 | 6.932573E+01 | 2.949696E+03 | 4.558499E+02 |
| SADE | 2.879776E+03 | 3.917646E+02 | 1.200905E+03 | 4.515427E+01 | 4.726730E+03 | 2.647403E+03 |
| JADE | 2.623302E+03 | 2.383964E+02 | 1.212654E+03 | 7.928624E+01 | 2.766356E+03 | 3.864192E+02 |
| RCBA | 5.680930E+03 | 9.100438E+02 | 1.398023E+03 | 1.096345E+02 | 3.280932E+06 | 1.606840E+06 |
| EPSO | 6.247404E+03 | 5.886293E+02 | 1.167354E+03 | 3.521652E+01 | 7.818073E+03 | 1.446235E+04 |
| CBA | 5.949017E+03 | 7.647499E+02 | 1.484663E+03 | 1.029935E+02 | 4.628344E+07 | 2.003444E+07 |
| LWOA | 4.946551E+03 | 7.285654E+02 | 1.335759E+03 | 6.241386E+01 | 2.401700E+07 | 1.462717E+07 |
| F13 |
F14 |
F15 |
||||
|---|---|---|---|---|---|---|
| AVG | STD | AVG | STD | AVG | STD | |
| IRIME | 1.337193E+03 | 1.082334E+01 | 1.446440E+03 | 1.111946E+01 | 1.573745E+03 | 6.698064E+01 |
| EBOwithCMAR | 2.309903E+03 | 6.775576E+02 | 1.700054E+03 | 1.581119E+02 | 1.608253E+03 | 5.932891E+01 |
| LSHADE_cnEpSi | 3.344365E+03 | 7.163644E+02 | 1.759389E+03 | 1.762675E+02 | 1.636242E+03 | 6.554775E+01 |
| ALCPSO | 2.184079E+03 | 1.462129E+03 | 1.544889E+03 | 7.325523E+01 | 1.647693E+03 | 1.043166E+02 |
| CLPSO | 1.395122E+03 | 6.029177E+01 | 2.709409E+03 | 1.346364E+03 | 1.591891E+03 | 4.846005E+01 |
| LSHADE | 1.638179E+03 | 4.617010E+02 | 1.632836E+03 | 1.126944E+02 | 1.603103E+03 | 6.605244E+01 |
| SADE | 1.407279E+03 | 6.616253E+01 | 1.557814E+03 | 7.421909E+01 | 1.676438E+03 | 2.594247E+02 |
| JADE | 1.348047E+03 | 3.333131E+01 | 1.582810E+03 | 1.344301E+02 | 1.609297E+03 | 7.385639E+01 |
| RCBA | 7.265341E+04 | 6.402215E+04 | 4.696516E+03 | 2.785539E+03 | 5.711193E+04 | 4.796568E+04 |
| EPSO | 3.093509E+03 | 1.468986E+03 | 2.316170E+03 | 7.585056E+02 | 4.753825E+03 | 2.553358E+03 |
| CBA | 9.975372E+04 | 8.820378E+04 | 3.683850E+04 | 2.700027E+04 | 1.212623E+05 | 9.118596E+04 |
| LWOA | 1.022851E+05 | 8.880648E+04 | 6.616154E+03 | 4.192332E+03 | 5.954205E+04 | 5.615821E+04 |
| F16 |
F17 |
F18 |
||||
|---|---|---|---|---|---|---|
| AVG | STD | AVG | STD | AVG | STD | |
| IRIME | 2.188709E+03 | 2.197289E+02 | 1.961515E+03 | 8.368609E+01 | 1.701529E+04 | 1.205528E+04 |
| EBOwithCMAR | 1.993310E+03 | 1.574016E+02 | 1.868368E+03 | 5.873619E+01 | 1.060575E+04 | 3.319645E+04 |
| LSHADE_cnEpSi | 2.006091E+03 | 1.640479E+02 | 1.900019E+03 | 1.040879E+02 | 2.028030E+03 | 7.770539E+01 |
| ALCPSO | 2.375960E+03 | 2.883184E+02 | 2.135919E+03 | 1.673665E+02 | 3.233300E+05 | 3.245044E+05 |
| CLPSO | 2.064265E+03 | 1.272278E+02 | 1.909224E+03 | 3.344437E+01 | 1.218734E+05 | 8.742301E+04 |
| LSHADE | 2.053002E+03 | 2.111169E+02 | 1.876846E+03 | 6.557391E+01 | 1.997827E+03 | 7.261495E+01 |
| SADE | 2.026547E+03 | 1.726456E+02 | 1.808450E+03 | 3.439651E+01 | 1.079344E+04 | 6.893049E+03 |
| JADE | 1.948349E+03 | 1.473068E+02 | 1.853893E+03 | 8.751333E+01 | 1.589941E+04 | 5.056289E+04 |
| RCBA | 3.142629E+03 | 4.326378E+02 | 2.802676E+03 | 3.220768E+02 | 7.429505E+04 | 5.466366E+04 |
| EPSO | 2.041652E+03 | 2.649307E+02 | 1.931363E+03 | 7.198191E+01 | 1.677313E+05 | 7.516923E+04 |
| CBA | 3.304683E+03 | 5.172750E+02 | 3.035659E+03 | 3.673759E+02 | 1.371818E+05 | 1.114421E+05 |
| LWOA | 2.845689E+03 | 3.162336E+02 | 2.368900E+03 | 1.988964E+02 | 3.029696E+05 | 2.802489E+05 |
| F19 |
F20 |
F21 |
||||
|---|---|---|---|---|---|---|
| AVG | STD | AVG | STD | AVG | STD | |
| IRIME | 1.959884E+03 | 6.476027E+01 | 2.155432E+03 | 5.634312E+01 | 2.135293E+03 | 3.274789E+01 |
| EBOwithCMAR | 2.027494E+03 | 5.613013E+01 | 2.191757E+03 | 7.615655E+01 | 2.100907E+03 | 1.563620E+00 |
| LSHADE_cnEpSi | 2.099848E+03 | 7.203404E+01 | 2.181353E+03 | 7.953380E+01 | 2.126027E+03 | 3.902697E+01 |
| ALCPSO | 7.603640E+03 | 6.793607E+03 | 2.447291E+03 | 1.420227E+02 | 2.202135E+03 | 3.840544E+01 |
| CLPSO | 1.955767E+03 | 2.567386E+01 | 2.196185E+03 | 6.826542E+01 | 2.175023E+03 | 1.811541E+01 |
| LSHADE | 2.040357E+03 | 7.342819E+01 | 2.205063E+03 | 8.215525E+01 | 2.112883E+03 | 2.853235E+01 |
| SADE | 2.255521E+03 | 4.320845E+02 | 2.107392E+03 | 5.241777E+01 | 2.173371E+03 | 2.708825E+01 |
| JADE | 2.136178E+03 | 4.362812E+02 | 2.150406E+03 | 5.833396E+01 | 2.120825E+03 | 3.842830E+01 |
| RCBA | 7.723117E+03 | 4.296416E+03 | 2.964025E+03 | 2.131662E+02 | 2.188202E+03 | 2.425089E+01 |
| EPSO | 4.506391E+03 | 3.811221E+03 | 2.311569E+03 | 1.462999E+02 | 2.181575E+03 | 2.455679E+01 |
| CBA | 4.467737E+05 | 3.324954E+05 | 2.944890E+03 | 2.356614E+02 | 2.227517E+03 | 3.350044E+01 |
| LWOA | 9.466100E+04 | 6.146595E+04 | 2.609928E+03 | 2.214594E+02 | 2.215128E+03 | 3.341065E+01 |
| F22 |
F23 |
F24 |
||||
|---|---|---|---|---|---|---|
| AVG | STD | AVG | STD | AVG | STD | |
| IRIME | 2.259506E+03 | 1.682965E+01 | 2.500000E+03 | 1.948270E-05 | 2.600000E+03 | 2.234190E-13 |
| EBOwithCMAR | 2.227091E+03 | 7.221436E+00 | 2.832506E+03 | 1.693732E+01 | 2.601079E+03 | 5.909505E+00 |
| LSHADE_cnEpSi | 2.246370E+03 | 1.094491E+01 | 2.906475E+03 | 5.638362E+01 | 2.826014E+03 | 3.289360E+02 |
| ALCPSO | 2.302378E+03 | 2.860447E+01 | 3.068606E+03 | 2.059907E+02 | 3.123298E+03 | 4.347163E+02 |
| CLPSO | 2.253704E+03 | 7.132959E+00 | 2.841313E+03 | 8.614610E+00 | 2.636610E+03 | 1.413640E+02 |
| LSHADE | 2.239367E+03 | 1.035199E+01 | 2.837869E+03 | 1.690434E+01 | 3.322111E+03 | 2.046145E+02 |
| SADE | 2.252534E+03 | 1.170676E+01 | 2.839123E+03 | 2.000302E+01 | 2.600000E+03 | 0.000000E+00 |
| JADE | 2.236709E+03 | 6.770296E+00 | 2.826564E+03 | 1.041841E+01 | 2.889271E+03 | 3.212827E+02 |
| RCBA | 2.497327E+03 | 6.821186E+01 | 3.666152E+03 | 3.324807E+02 | 2.963443E+03 | 6.156478E+02 |
| EPSO | 2.326335E+03 | 4.395933E+01 | 2.842157E+03 | 1.645687E+01 | 2.600237E+03 | 1.299120E+00 |
| CBA | 2.508071E+03 | 7.161797E+01 | 3.530369E+03 | 2.816484E+02 | 2.823170E+03 | 5.107849E+02 |
| LWOA | 2.437273E+03 | 5.166642E+01 | 3.091381E+03 | 9.601964E+01 | 2.740857E+03 | 3.580514E+02 |
| F25 |
F26 |
F27 |
||||
|---|---|---|---|---|---|---|
| AVG | STD | AVG | STD | AVG | STD | |
| IRIME | 2.707107E+03 | 3.892667E+01 | 2.800000E+03 | 8.775726E-13 | 2.918588E+03 | 1.018113E+02 |
| EBOwithCMAR | 2.964937E+03 | 4.444758E+01 | 2.867373E+03 | 1.035210E+02 | 3.630655E+03 | 9.660895E+01 |
| LSHADE_cnEpSi | 2.988170E+03 | 5.291435E+01 | 4.396978E+03 | 1.077869E+03 | 3.733814E+03 | 1.371558E+02 |
| ALCPSO | 2.979627E+03 | 4.998191E+01 | 5.062450E+03 | 1.458940E+03 | 3.817345E+03 | 2.051964E+02 |
| CLPSO | 2.906255E+03 | 8.572836E+00 | 3.874735E+03 | 8.128199E+02 | 3.509834E+03 | 2.967095E+01 |
| LSHADE | 2.927482E+03 | 3.570898E+01 | 4.835357E+03 | 3.439051E+02 | 3.534700E+03 | 6.625671E+01 |
| SADE | 3.022715E+03 | 4.584665E+01 | 2.800000E+03 | 3.377779E-13 | 3.474498E+03 | 3.861081E+01 |
| JADE | 2.934809E+03 | 3.928321E+01 | 4.005817E+03 | 9.835249E+02 | 3.535885E+03 | 7.435108E+01 |
| RCBA | 2.998403E+03 | 1.137192E+02 | 6.186807E+03 | 3.541301E+03 | 3.886796E+03 | 1.714723E+02 |
| EPSO | 2.971111E+03 | 5.719272E+01 | 3.387140E+03 | 9.647026E+02 | 3.544143E+03 | 9.782839E+01 |
| CBA | 3.019975E+03 | 1.188225E+02 | 5.897695E+03 | 3.939380E+03 | 3.908455E+03 | 1.994220E+02 |
| LWOA | 2.754015E+03 | 1.012658E+02 | 4.201834E+03 | 2.352678E+03 | 3.835631E+03 | 1.280903E+02 |
| F28 |
F29 |
F30 |
||||
|---|---|---|---|---|---|---|
| AVG | STD | AVG | STD | AVG | STD | |
| IRIME | 3.005807E+03 | 3.180635E+01 | 3.264609E+03 | 7.599340E+01 | 5.323413E+03 | 2.519083E+03 |
| EBOwithCMAR | 3.220699E+03 | 5.279574E+01 | 3.314116E+03 | 8.246615E+01 | 6.601682E+03 | 4.179781E+03 |
| LSHADE_cnEpSi | 3.278647E+03 | 5.287670E+01 | 3.400352E+03 | 1.112338E+02 | 4.480632E+03 | 4.524749E+02 |
| ALCPSO | 3.419074E+03 | 4.964794E+02 | 3.767528E+03 | 2.488379E+02 | 9.323689E+04 | 1.782215E+05 |
| CLPSO | 3.280910E+03 | 1.712080E+01 | 3.358882E+03 | 6.498981E+01 | 1.531679E+04 | 6.821514E+03 |
| LSHADE | 3.273343E+03 | 6.553523E+01 | 3.396029E+03 | 1.152126E+02 | 4.770491E+03 | 2.514803E+03 |
| SADE | 3.273393E+03 | 3.954162E+01 | 3.269617E+03 | 4.273034E+01 | 8.067340E+03 | 2.739648E+03 |
| JADE | 3.273310E+03 | 3.944772E+01 | 3.368281E+03 | 9.272310E+01 | 5.674743E+03 | 7.892053E+03 |
| RCBA | 3.405828E+03 | 4.996942E+02 | 4.703163E+03 | 3.687816E+02 | 3.265553E+05 | 2.072308E+05 |
| EPSO | 3.282789E+03 | 3.920240E+01 | 3.322935E+03 | 8.698164E+01 | 5.535669E+03 | 2.114442E+03 |
| CBA | 3.609872E+03 | 8.361012E+02 | 4.929752E+03 | 4.003558E+02 | 1.991735E+06 | 1.063884E+06 |
| LWOA | 3.362448E+03 | 6.242544E+02 | 3.872058E+03 | 3.305692E+02 | 1.342063E+06 | 6.054879E+05 |